{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DFO Nutrient Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import sqlalchemy\n",
    "from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n",
    "                        Table, type_coerce, ForeignKey, case)\n",
    "from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n",
    "from sqlalchemy.ext.declarative import declarative_base\n",
    "from sqlalchemy import case\n",
    "import numpy as np\n",
    "from sqlalchemy.ext.automap import automap_base\n",
    "import matplotlib.pyplot as plt\n",
    "import sqlalchemy.types as types\n",
    "from sqlalchemy.sql import and_, or_, not_, func\n",
    "from sqlalchemy.sql import select\n",
    "import os\n",
    "from os.path import isfile\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 datetime\n",
    "import glob\n",
    "import gsw\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "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>Hour</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Depth</th>\n",
       "      <th>Ammonium</th>\n",
       "      <th>Ammonium_units</th>\n",
       "      <th>Chlorophyll_Extracted</th>\n",
       "      <th>Chlorophyll_Extracted_units</th>\n",
       "      <th>N</th>\n",
       "      <th>Si</th>\n",
       "      <th>Silicate_units</th>\n",
       "      <th>AbsSal</th>\n",
       "      <th>ConsT</th>\n",
       "      <th>Z</th>\n",
       "      <th>dtUTC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1982.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.35</td>\n",
       "      <td>49.25</td>\n",
       "      <td>-123.943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>5.28</td>\n",
       "      <td>mg/m^3</td>\n",
       "      <td>6.6</td>\n",
       "      <td>13.6</td>\n",
       "      <td>umol/L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1982-07-16 01:21:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1982.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.35</td>\n",
       "      <td>49.25</td>\n",
       "      <td>-123.943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>0.61</td>\n",
       "      <td>mg/m^3</td>\n",
       "      <td>21.2</td>\n",
       "      <td>45.0</td>\n",
       "      <td>umol/L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.5</td>\n",
       "      <td>1982-07-16 01:21:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1982.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.35</td>\n",
       "      <td>49.25</td>\n",
       "      <td>-123.943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mg/m^3</td>\n",
       "      <td>23.5</td>\n",
       "      <td>47.4</td>\n",
       "      <td>umol/L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.5</td>\n",
       "      <td>1982-07-16 01:21:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1982.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.35</td>\n",
       "      <td>49.25</td>\n",
       "      <td>-123.943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mg/m^3</td>\n",
       "      <td>28.0</td>\n",
       "      <td>50.2</td>\n",
       "      <td>umol/L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.3</td>\n",
       "      <td>1982-07-16 01:21:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1982.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.35</td>\n",
       "      <td>49.25</td>\n",
       "      <td>-123.943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mg/m^3</td>\n",
       "      <td>26.5</td>\n",
       "      <td>49.1</td>\n",
       "      <td>umol/L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.4</td>\n",
       "      <td>1982-07-16 01:21:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month   Day  Hour    Lat      Lon  Pressure  Depth  Ammonium  \\\n",
       "0  1982.0    7.0  16.0  1.35  49.25 -123.943       NaN   12.0       NaN   \n",
       "1  1982.0    7.0  16.0  1.35  49.25 -123.943       NaN   21.5       NaN   \n",
       "2  1982.0    7.0  16.0  1.35  49.25 -123.943       NaN   30.5       NaN   \n",
       "3  1982.0    7.0  16.0  1.35  49.25 -123.943       NaN   52.3       NaN   \n",
       "4  1982.0    7.0  16.0  1.35  49.25 -123.943       NaN   75.4       NaN   \n",
       "\n",
       "  Ammonium_units  Chlorophyll_Extracted Chlorophyll_Extracted_units     N  \\\n",
       "0           None                   5.28                      mg/m^3   6.6   \n",
       "1           None                   0.61                      mg/m^3  21.2   \n",
       "2           None                    NaN                      mg/m^3  23.5   \n",
       "3           None                    NaN                      mg/m^3  28.0   \n",
       "4           None                    NaN                      mg/m^3  26.5   \n",
       "\n",
       "     Si Silicate_units  AbsSal  ConsT     Z               dtUTC  \n",
       "0  13.6         umol/L     NaN    NaN  12.0 1982-07-16 01:21:00  \n",
       "1  45.0         umol/L     NaN    NaN  21.5 1982-07-16 01:21:00  \n",
       "2  47.4         umol/L     NaN    NaN  30.5 1982-07-16 01:21:00  \n",
       "3  50.2         umol/L     NaN    NaN  52.3 1982-07-16 01:21:00  \n",
       "4  49.1         umol/L     NaN    NaN  75.4 1982-07-16 01:21:00  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/PAR_1_3/'\n",
    "start_date = datetime.datetime(2017,1,1)\n",
    "end_date = datetime.datetime(2017,7,19)\n",
    "flen=10\n",
    "namfmt='long'\n",
    "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T',\n",
    "         'flagellates':'ptrc_T'}\n",
    "fdict={'ptrc_T':1,'grid_T':1}\n",
    "df1=et.loadDFO()\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "import pickle\n",
    "data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Z9s/pSKNy5cqZvnwuX76clSpVopubGy0tLfnLL79k2CYvRUOVg1sGs2fPBgAc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\n/7XoxlhOVMlxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768bb15d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "viz_tools.set_aspect(ax, coords = 'map')\n",
    "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
    "ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n",
    "        data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n",
    "        'bo', label = 'Juan de Fuca')\n",
    "\n",
    "ax.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, grid, coords = 'map')\n",
    "ax.set_ylim(48, 50.5)\n",
    "ax.legend()\n",
    "ax.set_xlim(-125.7, -122.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Nitrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nitrate\n",
      "z<15 m:\n",
      "  N: 408\n",
      "  bias: -2.6537948000312355\n",
      "  RMSE: 5.234806439222821\n",
      "  WSS: 0.8760465924942191\n",
      "15 m<=z<22 m:\n",
      "  N: 101\n",
      "  bias: -2.1448205669327542\n",
      "  RMSE: 4.439298816262117\n",
      "  WSS: 0.8132718154456451\n",
      "z>=22 m:\n",
      "  N: 719\n",
      "  bias: -0.8496479145442706\n",
      "  RMSE: 2.7778914302144435\n",
      "  WSS: 0.9110686108615034\n",
      "all:\n",
      "  N: 1228\n",
      "  bias: -1.5555960962787339\n",
      "  RMSE: 3.904315998590504\n",
      "  WSS: 0.9464059030932883\n"
     ]
    }
   ],
   "source": [
    "N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n",
    "N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n",
    "N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n",
    "N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n",
    "print('Nitrate')\n",
    "print('z<15 m:')\n",
    "print('  N: {}\\n  bias: {}\\n  RMSE: {}\\n  WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n",
    "print('15 m<=z<22 m:')\n",
    "print('  N: {}\\n  bias: {}\\n  RMSE: {}\\n  WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n",
    "print('z>=22 m:')\n",
    "print('  N: {}\\n  bias: {}\\n  RMSE: {}\\n  WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n",
    "print('all:')\n",
    "print('  N: {}\\n  bias: {}\\n  RMSE: {}\\n  WSS: {}'.format(N,bias,RMSE,WSS))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f768b91c7b8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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m2rTFWJZFerqL5cvzyc8fzPPPlzrvz88fHHZuj6eM668fxEsvrXeeHzSoO2AP\nvbvdptOjj0bmwVuOrCMXQrSIeNZGtyb1fd7gfHhwvXa8y8uCQte6e73lTJ++GL/fwrLA5/M7NwYr\nVkzkd7+7ghUrJjobnkyd+gaXX76ABx5Ywcsvb2bmzIsZMaIXLpfBokWfMnJkEevX72XSpBwuvbQv\npll3rfmIEb1a/Y1YMpMeuRCiRbS1rOb6Pm888+Gx3h/ZU584cTCBwPHhccMwyMxsz+zZK8nLy3Iy\n34PJb6G97KoqP59+WkGnTu2wLI1laXw+P9OnL8ayNGlpJj/60SDefbeMXbuO1K4ZN6NuUyqajwRy\nIUSLaGtZzSf6vCdKDIv1/sieOtgJaj5fANNU3H13LjNmLKW6OoDLZXDzzTnk5w8OS34L0hpefXWL\n81gp+0YgEDge1EOH3i+99Aweemhkq//tkp1smiKEECks1n7gwYDv8ZTxwAMrnF66UtCunYtRo84O\nC9qx/OQn2bz88uba8qsaKyTnzTAU779/swTyBJBNU4Ro5dpatrcIF/n7R+uph/7/Ii3NdDYz0dqe\nNweNaSoCAY3bbaCUwu8PhAVqgM8+q2DixMHs2VPJokWfAKGdPy0V25KABHIhUkxby/YW4epbqhbL\nxImD2bRpP++9tx0Ay4L//Oczpy763XfncvhwFWvX7mbVql1h7y0p2cOaNbsAVacWe3q6q9XnNqQC\nCeRCpJiWrP8tWl5Dfv/QoG8YCqXsHrlS9rpvu4eu+dOfPgSIuvvZ8bKsuvYYcLlMJk3KCSv+IlqO\nBHIhUkxby/YW4Rry+4cGfa3tbUW11s7/1tTYwTw4fx5aDCaW4cN7SZZ6kpFALkSKaWvZ3iJcQ37/\nyKAfuoNaUdE6nn66OGz/8GCPPHT5WqShQ3vK/+eSjGStCyFSliT9nVjkdxS6x3lwWZphKAIBu4BM\nMAEuGtNUrFwpWerNQbLWhRCtXltM+jvRjUu010MT4WLtcb506edOIlysIK4UTJ48tNV/x6lIArkQ\nIiW1taS/E924nGg9eW5unzrfWUnJbgDef397vdc2DDtDPbQ+u0geEsiFECmpNSX9RetJRz53ohsX\nj6cMn8/v1FcvKlrHggXr8Pns6m3nnpvJuHHnOt+ZaRrOJiqxZlg7dUrn6qv7c/753WT6IolJIBdC\npKSmTPprzJB1U4nVk4587kQ3LpmZ7Z1iLpYFCxdudorAAGzevJ/Nm/czc+bFdOqUzo4dhygsXBsz\niAMcPOh4+RAuAAAgAElEQVTjpZfW8/TT14TdYBQVrQOQ5WdJQgK5ECJlnagQSjxizRuHJoclci4+\n1q5mkc/NmnUJc+eOZuHCTUyYMLBOG4LD5EH79h2Ner3S0t28+eaNeL3lzJ+/Nq42Pvjgu841nn22\nxFlbPn/+Wv7yl6uZMmVYQz6yaGISyIUQbVpoII3c6SvY40/kXHysnnbkc6F7jK9cuYPs7O5hveRn\nnimJ63oTJgwE7JugceP68+qrn5zwPTt3HuG2295wCsoEBQKaadMWh7VFND/Zj1wI0aaF7gUe3Okr\nNGjHs1f4yQhOETz44OVh5VZDnwPC9hivqvJTUODB6y0H7JuRQMCKev7g/uFKwcyZF4f1nseMOQfT\ntCu+ud1GyPdQt8IbEHUY3rKsVr+XfLJLWI9cKdUHKAJOw67tV6i1fkwpVQBMBvbVHvoLrfXiRLVD\nCCHqEzrXHrq2Ohi0m6MAT7QpgtDnZs9eGbYsTGt4661tvPNOGU88MZa8vCzcbjNsW1Kl4IILTmPd\nuq+c9xw+XOW87vWWM2PGUqfS27x5Y8nO7o7HU8aqVV9G7akbhsLlMrjoot588MEOtNZSbz0JJHJo\n3Q/8TGu9VinVAShWSr1d+9qjWuuHE3htIYSIW2jQDAazWGuxW0JeXlbtHuP+sN3J/H6L6dMX8+67\nN+HxTGTOnA/49NMK+vfPZObMiykqWucEcoA9e/7n/B2a5Q4WFRVHnc/p9Zbzxhuf4ffbFzNNxc9+\n9i06dUqvU1hGstlbXsKG1rXWu7XWa2v/PgJsBk5P1PWEEKIp5Ob2YdasS+IOTl5vObNnr3SGuaM9\nF3xcWFhc59gTnSvYpuXL87nyyn6oiFFvv//40Pabb37OJ59U8OabnwN2Vrnbffw/84sXb3XOHZnl\nnpnZPux6t946JOxanTqlh30vDf2eROI0S7KbUioLGAL8F7gYuFMplQ+swe61H2iOdgghRLxCe5xA\n1N5nrKVjeXkLqKkJ4HabzJhxEX/604fO0Lg9H23i8UwMO1dhYTHTpy8mENCkp9fNjs/N7UNBQR4r\nV+7g2DG/87zW9jKxggIPPl8Ay7KT9goKPBQU5HH11ec4w+TBoJ+b24eKiqMYhsKyNIahKNl9iNl7\n9pLXIYPcjAyGDOmJy2XnDKT6Ov3WLuGBXCn1DWAhMENrfVgp9STwIPa8+YPAn4BJUd43BZgC0Ldv\n30Q3UwjRTFJhSDY0QJum4Wz7Gbn8zB6eDgZPOzlux45Dzlx1dXWAOXM+CDu31vbzRUXrwrLOp01b\n7AxlB88Vbd58+fJ8Cgo8vP32NrS2q6498ogXy7LCetjLln3Bu+9ud85pP685+A0TOD5cX10dwJVm\n8lyWgX/pRtQb5WTvqWb9R7sIBOwgf+ed30za30okOJArpdzYQfwlrfXLAFrrr0Jenw+8Ee29WutC\noBDsTVMS2U4hRPNIlfrooUvOLMsOysEAHBpg7eHp41uAZma2Z8eOQ426nhUy+W2aKmYPONgzf/fd\n7VRXB1BKhQXxIMvSUau2Pfy3dZx1fjemXHGOk8S3I/tUCvdXYE15H2osSiPO88gjXsaPPzcpfyuR\nwDlypZQCngU2a60fCXm+Z8hh1wEbEtUGIURyiVX8JNmELjlzu82Yy8/s4Wn7b8OwH+fnDyY93UQp\ncLmMOnPaAOnpZljd8szM9k7P3zAUZ5/dhfXr99bbxmCADmadR15HKXsteugcOYD1371Mv/qfeL3l\nzjx3/uVnYRRXgD/6EjZZYpbcEtkjvxi4EVivlAre4P0CuF4plYM9tF4G3JbANgghEqihw+SpUh89\ncskZ1J0j93rL2bHjEC6XSSBghS1XW7FiIkVF63juuVL8x6ezUQquuqofBQV5YeeZMWMpgYBV27vW\nbN68n9tuswcro1VN83jK8Pvt3rb9j8Ull/Tlv//9Er/fwuUyuPnmHOdmYc6zxbz20Q70pgOgIVBz\nfGQh+Bve078Xf3JvIRCyhC3YZlliltwSFsi11u8D0aoKyJpxIVqBxgyTN8ea7KYSueQsVpKby2Uw\nefJQJ2hed93/z65dR+jVq2NYkZZgklu/fp3DrhMcpbCHxsPHwRcu3BR1OVxeXhaGYTjD8VqD17uT\nu+/OpbR0NxMmDAy7AXgltw+F73zG9Kv/SaAmQHrtTUfkb/izGRexaNEnHDvmJyfnNMaMOSesXK1I\nTlKiVQhRr1i97saWLm3pNdlNIfSzg0XfvqcCcNllLzh1yGGXM6wdHC7fuvVr5s9fy4IF65wbn9BR\nCqVUWHJat24ZXHbZC/j9FqZp8MQTY5kyZRi5uX144omxTJ36H2eOPhCweOQRL1prp4Tr+vV7ndrs\nU6YMI/ud8Juo2bNXhpSnDYRl1+/efYSZMy9O+d+qLZBALoSIqb5ed6oMkydCtM/u8ZSFBHHbaadl\n0K9fZz74oJzNm/c7z4fe+ESOUgSDb05OTx55xOsE9mDxl2Bd8+zs7lx7bX8WLfoUrTWgCAQsJynv\nvvuW89579j7jb721DcC5CYj8HD5fAA1YIdXj2sIe762FBHIhREz19bqTeZi8sUvcYr0v8vlYn93t\nNsKC+c6dR9i580jYNYJJaKE3PqEV1SoqjlJQkFcnkx3sTUqCSWfBGyxVm+VmWbp2OZpdK33lyu1h\n7124cFOd+fbc3D7c+YfLmXP3MgiED+u7XEabujlLZRLIhRAxnajXnYzD5I1d4hbrfbGejzaH/u67\nNzFnzgesWbOLL788Umfpl2kqZz49sszp+vV7nYIwLpfB2LHn4HKZ1NQEnPXi6enHe//BGyyl7IsE\njxk+vCfFxbvrXDsnpyfRvLF9f9TdUG65ZUjS/bYiOgnkQoiYkrnXHUvkKMKcOR9w9GhNnQSwE70v\nOPoQ+XxR0bqY2ey5uX145ZUfOcE/WMvcMHA2Jgm2obCwmDvusOe4TdNAa+3MT1dXB3jttS2kpZnc\ndtswhgzpWSfpLHReXWvtbGAydGhP1qzZVefzPfbYRxw+XOXcRATp4V3BbUJ1ICzXbsiQ6IFfJB8J\n5EKIeiVjr7s+oaMIhqGc8qSh88T1vc/n86OUIjOzPV5vOatW2UExuE772WdLnOCrFNTUBDAMOxEt\nNMN87tzRLFy4iW7dMti3r5IJEwaSnd2d2bNXkpnZnjvu+I8TuP1R1m9rffz5kpLdYa8Fb7CKitbx\n/POl1NTY7bnzzm9y+HCVsxNaaEfb5wvw9NPFPPdcKZMm5TgBfcaV53LbUz54egt8ZK9dD66JF6lB\n6WgbzCaZ4cOH6zVr1rR0M4QQKSI4ZP3qq1ucQAzw7W/34803b4z5vtB65263gWXpOglsQUqFj0gb\nhnKec7uN2kBsLysLFnoJrW0eeV57D3CNUsePC9Y6Dwb09HSTFSuO12ifPXslDzywwimlahjKKRCT\nk3Na2GePbHu7di5nmqBwfwXPrthKSf4yrJrkrrrXViilirXWw+M5VnrkQohWJziKkJnZPiyYTZgw\nsN73VVQcxbJ0zPKmQcE14YGA5fSqg8vAAKfW+vHqa3aiWvDYaOe99tr+jBhxetiQ/Y4dh3j66eKw\n84YmHEaOPgQCwVKtFu3auWN+Tq3BVx2gYNFGCi7owpSumUz5fibe3r0oeuszGNYVLuhS73clkocE\nciFEqxUcRg9dS12f0MDockXvkRuGfd78/MFOglq03rVpGk6PPJR9E2Dg9x+/CXC7jTprtoPJcM89\nV+rcGETLdg/mMGRmtmfGjKVOUl5VVU2dz3dKlzSqjvjQAYXlUrzdP52Vn21j+Tn9yM3IgAu6sOCU\nblRrzYLQ50VSk6F1IVpIKuwC1haF/i6vrinnj3M/Qn9xxEkEc7sN3n33JsDuNR886AsrpGKair/8\n5WpnvvzgQZ+zO5nLZTJpUg4A8+evrc06h9tuG8aTT14Tsz1FResA6iSq1df29ev3OmVeg4bP6kpN\nl+1s/6QXBy++AAZ3xQSmd0pnWKCcYrMP8w76CAAm8GDPHszq0b3R36VovIYMrUsgF6IFpMouYG2Z\n11vOZVcUUVPtt7vRIYF68uShPP98qTOkrbU9tB4rKEfetDXX719YWMzsRz/kkN9Px6uP0ffK/Wjg\nf2nd+Tjz2yjDhVvBoH1v4tcB9rU/m30Z/fGvq8AoruCJ6wYz5Ypzmrxd4sRkjlyIJNfY8qai+Xg8\nZQRqAmABhgaXwtD28PaePf/D57OHuwMBjWkqZ3e00F3NgqKtOY9nWV9TFLb5YvOdvLh1Gc9sWYKF\nvQHG5ad24me9OlKuOnLs0CYW6QAfZ34bSxmY6ypQUz/AqrGY8ewnZMtNZtKTQC5EC2jL5U1TRV5e\nFulpJr7qAKbb5O45l9PpfwHy8rKcoe6gceOOJ6rFG/Qig/uJeu2Fr1yFPuswQzLPZlDnLDYcKKOk\nYqvzGMBbWcmcJ1exaNb7aEuTnm739tXhjnz573Z0GFRD5kDFpP6jnfdsSD/K3/bswFIGKAOreD/U\nWGi5yUwZEsiFaAGpWGiluTVFDkFDzxF5fORvFHx9yJCemKZyeuNjxpxDScluJ8DHe63g8UOG9AxL\nVCt85Spef3sTvmo/VsDOVi/4+2uc/r0q3IaLu84fz583vkqN5cdtuJibO5Ujad249KFl+H9X6szn\n+3x2AZsXFpTi86XhSkvnuVePB3GAQZ2zKOjv55Y9lfbc+PBuqLRP8ctNZsqQQC5EC0m1QivNqSnm\nkBt6jvpKsULdSmzB5LZAQIcllT3/fGnYWu9Y18rLW+BkowdvCgCqqvzccdci3F0stHJjmgamW9Fh\nUA0HtxgcXm/wt0tWU9PDj4WmxvJTUrGVD7ccxj+7NKw6m1JQUXWEKp8fLEVNtcWaD77ihlHh7bmh\n59mc1bESz5FK8vqfBf3PkpvMFGK0dAOEECJStByCRJ+jvuO93nKnEltoxbVo4r1WTU3AeRwI2bBE\nazjyqcnXH9nrwC/8bieefXUULmWy4f4Myv6azit3HuLoJ2kYKNyGiyGZZ0PxfgiEX+eyUb0ZMDYd\nwwUYGsMFHbPrLksDyM3IYFaP7uRmZJCb24dZsy6RIJ4ipEcuhEg6TZFD0NBz1He8x1MWFmzrE+1a\nkUP2eXlZThlVsNemh683t+vB6oCmc083N4wawZoPvmKtfy1YEKjRXHzoWwwbcArq844seqqcIT1P\nxXRDIBinTc3FN3XiB1cOZcnvV7P/Y+iSbdFxQIANB8rChtdFapNALoRIOk2RQxBaj/xkrun1lrNj\nxyFcLqPenjjApZf25aGHrgxrb2FhMVOnvoFlHV+Dbm/GMtFpW8eO7Zgz54OQM9k3DcoFPx5rF7H5\n4ZgcCh/+2LnRGNi7Fx/+aTfz539Yu2Oaotd3fJS/kgYWKAP6d+zNoM5ZPD/pNpbuXM3i8tUs2v4R\nS8vXMDd3qgTzVkICuRAiKZ1MDoG30p7vzTxWxYIF6/D5Ajz7bEnY7mPxXDN03tzlMujavwt7Nn9t\nx1mXYsT155HXszOlpbvJyelJp07p4e3wljtBHKCmxuK++5Y7wTz0Wmed1ZmFCzeRk9OTsn372Fd1\niEkTh3LDqBFO20KruN111xJnCRyA36/Zv8qsfaTAgvK1PhhlJ7SVVGzlwCY4sD6NztkBSvpvlUDe\nSkggF0K0Kt7KSkZ+to1qrVGvfErA50dbdsGWadMWk53dPe4bhNB5c60D7P3kwPFkMq255aYcplxx\nTsxEOY+nrE6J1pUrt+P1ltdpw5Qpw05YQjYY/KdOfSMsiAcFfGC4wPJr3G6TzMz2zJ69kry8LNTh\njnx8f3usGthhwFYzAHdHfHdSbTAlSSAXQrQqniOVVGtNADCGZaIMA10bTS3LatC66NB5c6VU+NB6\nAEr+9QlccU7MAj/2XLgRVotdaygqWndSgXLPnv9Fff4b/Sx6T6ji0HoXfU7rxE9nLKGm2iItzWTi\nxMFovwINOgCzf76K0RcNDJtCkGqDqUmy1oUQrUpehwzSlMIE0nO6cu8jI3G5DAwD0tNdUZPevN5y\nZs9eiddbHvZ8cDj7wQcv54knxmKaKup7d+w4ZC8Tq63ulpeX5fRu580bS1ZWpwZ9hljtqY9hQu8J\n1XQcEKDP932Uf3WQKp/fubkAMI3j/8kPBHRYdn1TrBQQLUN65EKIViU3I4Pl5/Sz10R3yCA3J4Oz\n0tOdHdAie5mxeqKhw8yzZl3iHB9chpaWZjJkSM+wOfTJk4c6JVpDzzl37mjuumuJ8zhaGdfQ9uTl\nLaCmJoDbbeLxTKwzb79kyVbnsVLwne+cy4Tb+/Fc4N8EO/+nZvsxXOkQwLnmkCE9nf3W09PDs+ul\n2mDqkkAuhGh1cjMynO03vd5yp2raypU76syRx+qJRgvuU6YMc3Y1y8vLCnsvWPTte6ozh33smB+A\nY8f8lJTsZsWKiVGrxEXORxcVrXN60NXVAebM+YAePb7Bpk37qKry06tXB2eIP3KTlpwD3Z3s9E4D\nAgz9vY+LD32LH47JCUuui3ZTk5vbh7lv/ICFyz5nwpVnybB6CpFALoRo1erboCZ0WBwsTNNgx45D\nTjCN9p7IbPO02nrshtsk85s98HrLmT9/bVgbnnmmhPz8wU7PviHz0a+//imWFb6G3eUyMM3jPe3Q\nuuv3Zn+f0b0vtB9ffHZYZnrwpsZX7cfzXhntzwg4WfHeykpmdKmi+vu9WKmqyK6slL3IU4QEciFE\nqxZryDhyadm4cf1ZsmQr8+evrQ2UdnCPHGaO7EnPfeMHTHtlHYFhmczoUsWoeRvrFI/x+8OT7Oq7\nucjPHxy2RWq0QjRDh/Zg/PgB5OVl0WFAgBneJ52663edP55DNZVhm6kEeTxlx+u3a7t+e86I7gzq\nnBWWJFitNZ4jEshThQRyIURKaegSqViFXiKHxY8ercHvt5zHkycPpW/fU50gPnXqG+zZ8z+WLNmK\n3285PemSo8fw766ENyqp2nqYRS9uqNMGt9uIez46N7ePMwwfbb04wC23DHWWqr24dRk1ll13vdqq\n4ZENC9FaO5uphAbzvLwsXG6Dah3AcEGHQTWUVNjryfM6ZJC2R1GtNWlKkddBgniqkEAuhEgZjV0i\nFa24TGQwnTBhICtX7sDns3vCQ4b0ZMqUYXU2OAmqrrZ3Fnv2uVKofU2bCksf70F369aeiy/uy8yZ\n32rQfuSh7c3O7k5R0Tpnjjw0iAMMyTwbt+GixvKjlH19HbKZSmggz83tw7OvjqLg7685W5oOyTzb\nfi0ySVB64ylDaR1f/eCWNHz4cL1mzZqWboYQooUEe+E7dhxi/vy1BAIaw4Dhw3sxdGhP8vMHNyo5\nK7J3X1hYzLRpi7Esi/R0lxNs77//HXTErmLt2rkYNeosXn31k7Bzut0GlqWbdS12cI78VHdGne1N\no1Vvi7aXuUguSqlirfXweI6VHrkQ4oSau+JX6PWAsLls0zTQOoBlwapVu1i1aldcW4dGEzrMDlBR\ncRStNZZ1vMcNYJrH66wHbyDy8s7kscc+CjtferrJn/88hoqKo03yXcUbcAd1znJe79ex5wnfE3p8\nQ0jlt+QkgVwIUa/mrvgVeb2JEweHzWVPnjyUbdsO8Pbb25xecmTCWH3njlwCNnJkET6fH8MwuOee\nXDsL3WcvHXvmmRK01hiGwjAUlmUH+dWrd1FcvNvJJlcKLrywF3Pnjq6z5ruxgW/DgbKwJLZ4NzkJ\nHlNSsdV5HKw9Hxwyb0yPXCq/JS8J5EKIenk8Zfh8ASxL4/PFFzBP9nqhGd1A2Fx2sJiKx7M97PX6\nMsuDz0UGIvuz+bEsu3zro496ufvuXB591IvfbxGceozMHNc6/Llg0RfAqW2+fv1epk9fjN9v4XIZ\nJ9ywJVJJxVYniS3afHcskTcANw2ZzJSvjtlJbHsUhaedwgsl8xt8g1Bfpr1oWRLIhRD1ysxs7/Q8\nLUuTmdk+odeLTELLzx9Mfv7gKFnnx7cBDZ0jr28Dk8hAlJeXhWEYWLW12AMBTWmp3dOON31IKbj5\n5hzg+BSAaRoEApYT7GtqrAZv2BKaxOY2XE5S2olE3gC8/vVeqvU3CAA+bfG3vdsbdYMgld+SlwRy\nIZpYa5tHrKg4imGAZdnzwxUVRxN6vVgZ3fVldoeqbwOTyECUm9uHJ54Yyx21CW7u9OPZ68HefmjP\n2zDs3rhhKJRSaK2dm43Q61pWoM6NQEM3bBnUOYu5uVMbPAQeegNgKoPugQpMMghoDdriq31rONUw\nwQo06AahKfaIF4khgVyIJtQa5xHz8rJIT3edsCfWlDcwJ7MXeayeY4cBAe5dcB6H17udkqUA2T8Z\ngJl+BGvNPvTwbmR/bwDLa8uwRq7jNgyDW28dEjK8H/55g9c1TQOl7Ll7re1ee6wNW+rTmKS04A1A\nsFTr+h0eBqZ142DaaXSs3kNG9T4u6jGI8zr15VR3Rthc+omczO8iEkcCuRBNKLRX5vMFKCjwUFCQ\nl9L/8YunJ5boG5iG3CREa68zb3yKH/dFLm4dkH18SVv2qfi1RgP+2opmebXnys7uzpgxZztLzIJz\n5qGbqQR3KsvLywq7bvC4zMz2TZbFHq9BnbMoqdhKwApgoelQvZeO1fuwsD/nR3u3cFG38+JaqiaS\nnwRyIZpQsDcYTA5btmwbK1fuqBPYmrL3Gs+5Tnbd8Il6YolMhPrrm6u4Zfyb+Gss0tNccd0kRLb3\nn8vW8vkbBh2zDToN8PPPZWt5eOJmuwyqaWChwW9huU023nGMX80rxu+3MIzwbUuVgmeeW4sV0KSn\nuZg7d7SzIUvwBiZ0p7SGZtE3pVPdGSilMDS4DRcjup3L+19tQAMBK4Bnz7pGzZWL5COBXIgmFOwN\nFhR4WLZsm7MeOXKjjqbqvcZzrsYuY2qIRCVCbThQRsHfX6O62g2WatRNgtdbzh8nbqLKl47hSmfo\n730cPuQOm89W1M5911j8/bE1TnJfZLZ6Ws8ajn5pgqWoqvLz2GMfUVXlR+v4l8CFtitRoxgbDpTx\n542vYmkLQxncdf54+nXsyap9nzj/P8jrMZiPK75ocDKdSD4SyIVoYrm5fSgoyHMSpiIDW1P2XuM5\nV2OXMTVEUyZChfZSt3bbSodBNRguN5Zfo9wGO7JPxVu7M1c8PVqPp4yaagssBQG4+NC3GNi7F4ZR\nimUdXyMeDNqRO40dZw9LKwO0pdFasWnTfudV0zQadAOTyFGM4G+usacDDtVURk2ei6d4jEh+EsiF\nSID6AltT9l7jOVdDlzG1ZPnOyF5q4StXkTlQccHvjrJvUyf2XZbL/NNhwWfbmPt1O2Zc88+oPdrQ\nAB/5HQ3s3YsZM5bWrhO3A7dSCqXq9sAjHSs3QdV9XimYNCmnQYE4dBrGMFSjl/VF3sxsOFDGV8cO\nYNp3HGG/eWTyXGMrvInkIoFciASJNa/clL3XeM7VkGVMjR2Gb6ph4sheavlaH3Nvn0pJ/60UT+jD\nvIM+Z5vNhcs+j9qjjdaW0O8oeI3g8jC7uIsVR+tqI3hErA/WXQ9msscrN7cPc+eOZtq0xQQCFjNm\nLG3QOnOIfuPzQmChvfTMMBnX9yJG975QgnUrJ4FciBbQlMt44jlXvD2vxg7DN9UwceY3e2C4TTTH\nRxgGde7DoM5ZnF1ZSeGhbVRrjflxBfu37cB02cHV5TLYseMQhYXFLFy4yUk2DLZl1qxLwtoTLMNq\nWXYgBmLu/R3GAEwDE7D8FqZ5fDlaYxLbImu7N/R7i/zeX397EzV5fg5uMTi83uTwNSaDsrPiPp9I\nTRLIhRCOxlYTa4rpAm9lJTO6VBF48lsYxRXMvS48OAa32Zy7tJR/3fYea2s0yoDLR/Xl/WW7KCxc\nWztMfrxoiyvNDJtTh/BRjI0b9/HSS+sBe1i9U6d0Dh70Odfs0uUUfvCDgaw9eozVfdLQh6oxhnVl\nctdM+q4/FPeISqwRi5P93iLff+1VA3lswydsuD8dyw9//NcmxvS+MKWXP4oTk0AuhHA0tppYU0wX\neI5UUq011uBM1OBMKnqeWvc6GRk86v0MXaPBUmg0ew8fIRCwnCS1YAGWXmeeyp7rs5w59eXn9AsL\n5rm5fRg16sWw83fq1C4skB8+7LNLxF7QhZGfbcNXuh+juIIh1/VmyqwL4vpcXm85BQWeOqMEwTac\nzPcW7f1rPviKtf61YEFNdXg1udZWdVDYZD9yIURS8FZWMvKz2qFzNM/2yOCGnnVHBP765iomXrsY\nyw+GC375UC5/vH+NEygdCkgz4amLMQdnMvlL6vSiCwuLue22N5y3uN0GNTXH58sNA668sh8FBXms\nP1bF9Kv/SaAmQHqceQChu6vZJW4V6emJrfgXq/ffGqsOtmZJsR+5UqoPUASchp0eUqi1fkwp1QX4\nB5AFlAE/0FofSFQ7hBCpITcjg8LTTqHg0w/p4NvFC7sPkNOubrLdDaNGwOvw+tubuPaqgdwwagSj\nLxqIx1PGwYM+Hn74Qzuga6AmgCrej6kUz0/9AH9IEAN7jnrmzIspLd1N+/ZuFi36NOxalgXLln3B\nypU7mDhxMFZNAKsBeQDBOexgnforrzwz4ZX+YvXyZfey1iuRQ+t+4Gda67VKqQ5AsVLqbeAmYLnW\n+iGl1H3AfcDPE9gOIUQLizWkG/m8rizj9CPr7GQ7VMxkuxtGjbADeq3c3D5wQRcKfreydrW3zTQM\nJo86F4r3Mz8kiBUVreOFBaVU+wKkpZu8s3wiAG++aWfCG4bitNMy+PLLI85wONDg+ezIOezmKtcb\nLQFSdi9rvRIWyLXWu4HdtX8fUUptBk4HvgNOKeMFgAcJ5EK0Wg0Z6h0yoHHJdsFheV//dLTbRNUE\nMJRi3DXnkJ/ZmfU9azAMhdZ2MP7ad4Qqn9+u0Obz848lpcz9zTiWL8+nqGgdzz9fyq5dR5ykufq2\nU61PMu0YlkxtEU2rWZLdlFJZwBDgv8BptUEeYA/20Hu090wBpgD07ds38Y0UQiRErCHdaM/Pyr2k\nUW/cXp4AACAASURBVMl2oYlyxlMXM+CfO/jkre28/vonLFmy1VkrbhgGc+eOZmfn7RgvgeXXGC7o\nmF0D4LTL77diDoc3JiGtOYLm69u9ePasI6/HYK49I7dF2yKaV8IDuVLqG8BCYIbW+rAKLtoEtNZa\nKRU1205rXQgUgp3sluh2CiESI9aQbrTn7aH2cvLyzmXQ2Q2oktYhg7Q9yk6UU4pP3t7hrAn3+QLO\nkjSlNBUVR+l/Rm96jlyLheb0kRb9/88FzN6zl7wOGS02HH4yXt/u5Y/r/wXA6n32PH+sYC5an4QG\ncqWUGzuIv6S1frn26a+UUj211ruVUj2BvYlsgxDi5J3MsqVYQ7qRzwPOULtpGkyalNOgQitzv9mD\nkqPHWPvidlaHVGozTYVpGgQCFmlpJpmZ7Zly3VJ81W5cboPJU69kylfH8JWWo94oZ1ynjsydO7rO\n1qM///kyXn55E9/97kD+8IcrG/QdJJpnzzrn78NbTOYs/pBuN/ZO+hsQ0TQStvxM2V3vBcDXWusZ\nIc//EagISXbrorWeWd+5ZPmZEC2nuZYtzZ69kgceWOH0pIOlT+u7XmFhMdOmLcayLFwuE5SmpsZC\n11Zsc7kM5s0bS3Z297ASrcHrmKZi5MwRLOufjjXlfahdepaebrJixcSwID5nzgfOdWfOvDipgnmw\nR354i8mG+zPAr0hPj2/LV5GcGrL8zEhgOy4GbgSuUEqV1v4zFngIuEop9RlwZe1jIQR20Jw9eyVe\nb3lLN8URbS47EYJD2sHZt9CtQaPxesuZPn2xM59dUxOg2hdAW4DSnD+kK7fcMsSpXx4s05qXl4XL\nZTiBfsKVZ2EUV4D/eC8+8rovv7wp7Nqhj5PhN7v2jFz+b/b36bCtB/hVWMlX0frVO7Reu+Y7Jq31\n1/W89j5R9wkCYOSJmyZE25KsBTuaa9lScKg9mDXu91sxr+etrKRg0Ub8IUPoygAU6IBGmbBlQwWb\n11WwYMG6sKFyIGzDlOxT2vHEdYO5o3ALgdplZsHa7V5vObm5ffjudweG9ci/+c3edjua8Tc70a50\n156RS7cbezPyhSJZYtbGnGiOvBi7rEK0gKyBfk3eIiHaqGQt2NGcy5aCWdX1LfOKXGpm1FiYpuKG\nqefxwl82AKAte3tSywKfz8/06YuxLE1amsnEiYMJBCwnkz24qUq2ZyJFRevYs6eSxYs/Y/78tSxY\nsI7ly/P5wx+u5MsvD/O3v9l12V9+ebMzN98cv1m8u9LJErO2qd5ArrU+s7kaIkRbl6wFO+pLdEvU\n3uX1LZOKXGp25ac+Csadj8dThtIb7bXfCkzTQCl7r/FAQJ+wsEuHAQG+9bN2FBdpAousOsH5/PO7\nOTukBZ9vrt+sIbvSyRKztieurPXaxLWfAGdqrR9USvUFemitVyW0dUK0IcnYm6pv6Lixe5efrNCl\nZmk5XSn4/vHNUNLTXE5bg8PpmZntmTFjqfN8tMIuoZ/l6KlpuNMyoNrepjQ4xB4taDfXb9bYXelE\n2xDv8rO/ABZwBfAgcAR7WdmFCWqXEG1SsvWm6hs6buze5U1hYmZnvq46wrnWV3So7gAZGWFz7ICT\n5Bb8O9ryt6B/LlvL528YdMw26DSgmuvvH8jG16soKdkTNsQeaxldon+zeHalS9ToiEh+8Qbyb2qt\nhyqlSgC01geUUmkJbJcQohl5KyvxHKkkr0OG07uF+of7W6KX6MyPaw2WnwsqPuLDz5eEjQYsWLCO\n6upAWJJbZmb7OucqLCxm4cJN5OT05M+Pb6LKl44y0uk6PMBHa8vsZWy1SXFO5bnazPeWMKhzVswA\n3VKjIyI5xBvIa5RSJnaCG0qpbtg9dJFgsn+waIxYgTnWscHtQ9P2qDr7dscaOm7s3uUnw5kfB1AG\nB9JOo2P1PkoqtnIkrRsFizbiq7Z3KPP5ArVrzO35ccPAWVu9fv1eZ/vSt97aZi950wptwb6PXET+\n5800jZDKc8n372Po6Ei1VcPSnaslkLch8QbyPwOvAN2VUr8Dvgf8MmGtEkDyLkcSya2+wBxNMDgG\ngGqt8RypDDu+vqHj+nqJsdQ3BHyiG5DQ+XGtLTpXf4XbcKEyspxMdstlYGBhGgq//3ivOnRtdeT6\najsNSBOrPtakSTkACf/3Md7h8cjjTnVnEKxDq4HFO1YxuveFEszbiLgCudb6JaVUMfb6bwWM11pv\nTmjLRNIuRxLJ7USBOVJY8phS5HWovwd/MuobAo7nBiQ3I4Pl5/TDc6SSPvow+tThDMk8m0W+9lTr\no2GZ7N12HOWll9Y771UKZ3ogM7M9b721zXnt3nu/hcfzBatW7Qo7Xim7Fx9Mjkvkv4/xDo9HHnfX\n+eP588ZXsfTxUYSAtpo1Z0G0rIYUhNkL/D30tfoKwoiTl6zLkURya2hgDg2O8QzFn4z6EuQaegNy\nVsee5Pa05+WPVFaGZbJP6NuOO77997Djr7qqn7MBSjAAL1y4iQkTBjJlyrDazPQF1NQEcLtNHn98\nTJ1664n89zHe5MHI4zx71lFj+Z3XFUhmexvTkIIwfYEDtX93AnYAss48gZJxOZJIfo0JzLkZDQvg\nDZmDD1Vfglw8NyCxeu3Bz1y04nMo3seS0r1OzXawN06J3MVsypRhTJky7Ph3kNsHj2dizH/fEv3v\n45DMszGVgdYBTGXEDMSR32Fej8F8XPEFNZYf0zAZ2+dCGVZvY+LaNEUpNR94RWu9uPbxGOzh9dsS\n3D5ANk0RIpmEBVN14jn4SA2dIw8+l7npEAuXfW5vcAKo4v3cNupcnrzmAvu4kJwSICyQjx8/gFde\n+eHJffD/1965x8lRlvn++1bPBTLOhGESSCADYxhCgElCJEEHdHdWcBM4EEEOsu5KUNQol42s7npk\n95wVd/XgootsFhCjRAEPrmiWEDAMQnAEYTQXcmESIZmESWZCJoHJkIRJMn2p9/zRl1T39KW6u6q7\nuvv5fj58mO6urnqrqlO/97m8z+MyPcN9LO5+gKAZpMqoYkn7LWmz1K3XUJaelR/ZNE2xm+z2Ia31\nF6IvtNbPKKXuzml0giBkjRvZ0rla1dm6wBNJlyCX6BmILTfb+A7ml15GBU20ocI11YMmP3loGwtX\nN0as6T5GR4OYkc5nPp+KlWX92tcutj2+YrFhqJeQGUIDITOUNsadeA1zSToUyge7Qv6WUup/Az+L\nvP4b4K002wuC4BBurF7INrPdSiGT4+7t3MixrrfQe49AINzZTJnhzGw0+I8FeeSRTbS3N9PUNA4z\nku+lNXz1qxdzaJwBF06AmWn7P9nGzeVnUr1NyBW7Qv4p4BuEl6ABvBh5TxAEl3EjWzofq9rJ5LhU\nXoHukRHu7dzIL//meXQA8CmoMjBCGp/PIGCaEAwvF3to2UYWLpzF0NARDENF1owrDo0zePjjE/Fr\nzcPbd2Y1WUkm2G4vBy3GunyhPLC7/OwA8GWlVH34pX7P3WEJghDFjdUL+VrV2SbHJSOVVyD6/rGu\nt8IibgJoPnDdJP7nrHNZUx1kxU9fgy3DAAQjHcw6OlqorT1+nbhwQlaTlah4J9Zmjwp2IZaDiotc\nyAW7TVNmAI8AJ0devwPcqLXucXFsglC2ZOOidSNbupBLzlKRyisQfV+Pr4ks5tYYVZq/++wFnNUw\nmTs/+jCMhhPaUOFOZ+++O0pXV19c3/HXjh5DLduEcWETNRdMoGnrQe76yRtjrmF3dz+PPLKJZcs2\nEgqZkW5p4UIyR48GufvuV3jiietlOajgWey61n8IfEVr/VsApVQHsBTwfgaJIHiMXFy0TjXmSHRl\nF0PAozRtPYh6YltMaKNegY76OnzPDhH63mYwNUrBjV9q49PzLuKuu14i4A8dXxQLhIKau+9+GWVA\nba2PF1bfCMDtVz6O6Q/hq/bxiZtnc9t96wmFNLW1x6959F4cOxaMVXVTKr7C24oVr3PNNf/F5Zef\nzY03zgJg4cJZshxU8Ax2hbwuKuIAWusupVTxngCCUMIUq2JfPgluTmBdInX4dV+c0N7760/GxlLv\nf5uJv+tmj98EHU5ce/SBP/GFvwq3Eq2qUQT8ZrgiabjoOhD++9hoiO8v/T27tr53XJx1kJ//xzpM\nM6zOo6NBbr+9k9HREDt3DnP0qKWYSqSPeTAYX2t9xYo3WLHijVi99oULZxXikgmCLewK+U6l1P8B\nHo28/jSwM832giCkIJ2L1sms6MR95btsLB8Sy4q2/eHD+CPNTdBBHrqjiw0feIOFC2fRO7GXcTMB\nA4h40E3zeBz86r86m5f39TBuapAdPzwRHSJsoRuAz2D5z7ZhKXSGUiom4uF9EVeKNUptrY/PfvYC\nZs+ezG23rSIQGNsXylqvXSxywSvYFfKbgG8C/x15/VLkPUHwBKVUECNVzNvJrOhk++qYeXLKBDe3\nrl90v/uODseVFT1U+26sUUlUWNeseYtlyzby9V9dyo6PzIev74bvbEZpTW1tFU1N42LnVF1zIvMu\nOZM+o49gyIQqBR8/M7y//94VN4arrjqHZ5/tZXQ0CMSLepS6umqee+6GuP7ld9/9Mtu2DbFt24G4\nDmoSHxe8ht2s9WFgsctjEYScKMVezMli3k663JPt64725qQJbvlcP6vVHz1uOPHsTd43wcehj25n\n3Dl+fMrAZ/jADLH/2VpeefBNgsGxghoIhPhD90G47jS4dipG63gu2zbKnVedH3dO+E3Wdh4gFAy7\n39EaJo/Dd+EEjKcGwnF0wlb21752MV/72sWxjPSbb346tt48yoQJ4+KudXt7M0888Vdx59jUNG5M\n7XVB8AKZmqasTPe51nqBs8MRhOyx22yiUORaMc3JrOhU+0qW4Jbr9bNa/VVVBlqHhTiu6vOztZz1\nJZPQYYMLW1oY3g7bH98XVz7VSnW1j2svO4uX1LFYA5Q7rzsey4+ek/aZvHvqPlC1YZd6lQ/fhRN4\n4MqZzOhq5ZFHNgEwe/Zkurr62D64j7Wv7uETn5jOggXTWbHi9bjj/uM/fiTleTqVaCgIbpHJIm8H\n+gl3PfsjsTxRQfAOXqqIlU9CmZPLzLLZV67Xz2ohm2bYAh7TuiEEOx88EW1Cnx6MtsyOQykwDMVV\nV03ja1+7hPb2ZmYkmQxFz+mf/vPXbHqznz0ra9CmxvAZLPjWJXztuovC205oSpKRHj5oz++7+ezi\nNmprfYyOhjAM+Pu/vySueYoglBqZhHwS8DHCVdz+Gvg18HOt9Ra3ByYIdvFSRax8E8qctP7s7ivX\n62e1+lNZ5IahwpnlkfcSPxs3rooJE8Zxxx0fie9ElmJp3IoVb/C7X+zDNKsj7yiUhosCVWO2j040\njh8zHJNf++oefvvb5F3O3CzBKghukVbItdYhoBPoVErVEhb0LqXUN7XW9xVigIJgB69UxCpkHXIn\nyeX6JVr9EB8jP+20ei6//OzIUq9gXFxaKTBNzXvvBXjvvYPccsuvmTHjFOqnh1JOKJYuXc/dd78c\n3UNsP6nCENGJxvE14mFF/8QnpsdNcqIJeWpHA4uuec61EqyC4BYZk90iAv4/CIt4C7CE4zXXBUGw\n4IWKaYUk0epvb2+mZ7iPti8QE+MZM06hq6uPNWv28OSTb6D1WPd6KKT5xTMb6Rn+fcqku+XLt8Z9\nRyn4nzdOY/oVtdRPDyUdW3SiYY2Rf/Pv5sW2sSb67fnVCYz6azBDssRMKC0yJbs9ArQBq4BvSklW\noRLJNnmt2BXTiolVGI+8UcMlBy/m+ssv4I47PsLSF7az4pleCEYqs1ksdJ9P0TAjEJd01zmwNs46\nv+CCyfzmN8fLV7T/xWTebNvM2qfhmd1r+clNXxxjxWcKL1gT/erbAlRVn0AInTbZMNdkxmJSimMW\n7JPJIv80MAJ8GVgcXvcJRIJNWusGF8cmCEWn2NXQSo2oML77ukHPP9XyavBVln5vM6tXL2TovPEY\nD16Cuf4djAsn8OF1h9j55A6mTm3kO9+5jB2H9vLYz0+gvi1A47maVf1rCZmhmHV+0km1ccf6w+/2\nol+qRYdgdxU8fsartF3XkpVoqR0N7PlV+JhN5ykeWjGP/ldHU8bIS/H3UIpjFrIjU4zcKNRABMGL\nFLMamhfJVDgmmgF/6DUjXF3NUgmtY+YHqL1gAv5ZTVQr+PN2xf3/+gnaGlvo7u5n0TXPMeqvoar6\nBK5a2sr65mM0+Ac5yf8Oj+/v4+0ZJ+OrMsJrxwmXZNUhAIUZ1Bx6rZruK+yLVuIxH1oxj0/Puwjm\nJd0cKM3fQymOWcgOEWqhoHR393PzzU9z881P093dH3vvrrteir32Eh31ddQohQ9KKnktH1Ldj6jb\n/MevP8Pt3T+gZ7hvzHejGfA3XDmXE2qr8PlUzE0dzR+47aRa2t5+lt9tfyq2n2iGuRmCYEDz5Joq\n+hpm09M0j/115/Ddoyfzo9NBfX0mvioDw1BUV/uoqfVh+OCE2iquv/yCpKIVZenS9cyb9yhLl64H\niDtmKKDpf3U047Upxd9DKY5ZyA67JVoFIS+irSIfemhDrIb1smUbuf32D/H973eP6UrlFUo1eS3X\nkqvpysTaLRzT1thC23UtXD5l7pilXO11dfSG+tkwOhi3n46Oc2JL2YxqH6ELJ4AyQClOnnQJ24+F\nCAG+T7yfL3zw/dSu2UXDjADTGqbEu8JHRpKuGli6dD1f/OLTALE4ey4FeErx91CKYxayQ4RccJ2o\nOFi7TEF4zfH3vveKpSuVNzOFSy15LZ+Sq4mlXb+/fDX10ztoa2zJunBMqkSzZPtpa21m6RMfY+Vz\nWzn3z8/hu83vi4ixwY0TJ7Fh4K2YOF9y4YksUy8S1CF+H/Sx5Eu30tZ4fKKQKFrd3f1897svx43h\noYde5eqrp8f1L7f7uyu13wOU5pgF+4iQC67T1dUXaVgRT7jK1/F1SD6fkmYUGbBjaedTstZqpWqf\nyfZJW7m9+0+xyUA+hXesxVYS99Mz3MdPQ8sJdAQ5YPyJpad+gX7VEBPjGSeeEBPnl3euIhAOjhPQ\nIToH1sbOe3ZTK+2NLTHRik0ijwWxNjFf/+pe1q/fK+vFhbJAhFxwnY6OFgzDwEzoVLFgwfRYVyrD\nMLjvvivkgZoGu5Z2PiVro2uvv798NdsnbeV904METBWbDFgLx2STHZ7MZX9D+2WxzxMnH3qkjzta\nj39utShfTtj3gWOHU16XqIchXAtGQXMdnFVP6MXBuEQ8+d0JpYwkuwmu097ezP33X4HPd7xUf7Qr\n1erVC/nWtz7Kiy9+RupdZyCZpZ2MqOX8+emX59QJrr29mX/+pw6azlMYqKSTgeiSpv+zd5BLt++k\ne2Qkxd7CJOvGZiU6+Uh1PCvzp8yl2qhCAdVGFSefUJ/yukQ9DD6fQtUq+JcPwI3ToNqHsiTiCUIp\nIxa5UBAWLbqQGTNOiXWlWrhw1vEEqEg1sEd7ny96rXSv0jPcx76jw/iUAdrMKHb5lqzN5EZPzA5/\n5MBwWus8U2KZ9Xjjq+tiYpwqmW5J+y2xsQF09q9L6oGwVnc71lbFd6aMI4TC98MPc1OfyeyPNNP1\n/loYkSVZQumi9Jh2Rd5jzpw5et26dcUehuASpdhPvJBYr4/P8HFF81zmT5lb9Fat0fXaVUqhI6Je\no46v3U5sQGKnIUn0XP1mEEMpvtJ2LQvObM84nlS5A2PGYAkHAMfXnCsplCJ4C6XUeq31HDvbikUu\nFB2v9RP3Gtbrgxni1BMbi359rNnhu/1+fjR0IH7t9uYDSZexpRLwqOAebX0b/4lBDtZM4GDNJL7x\nxu+Y2jB5zPkmCnQyD0SqpXRRsb5rcL8UShHKAhFyoegkJmepHQ3c9cuX4iy3Sm4v6aV+61aiCWjd\nIyM8fGA4bu12V9cbY2Li6UQ8KrjVNQbN/7eJHR+Zh6kM+rXJ4/v7xljZqda6W0kWl7dul0+nukr+\nPQreQ4RcKDrW+GiyVpKArQd3scm1CEsmvNRvPRlJC45kUWzFKrj4TYK9kzD/zABlYAKHaian3D7d\nJMEal/f5DDrf2MeKX/6Rz/1FK4smNOVcKMXuREIQCoUIueAJoq7Ru375UtLsZrvWXbFwO87vVr/1\nXLtidXf384tnNtIwI8AnL/tA3NptGNurPN39Sly7XtW6H0ObaKWoNQyuP2VKyu3TTRKiY3jkkU38\neNlGXnx0C/zX66x58AhcOZOLfYd5eWAt1UB97Vywef52JxKCUChEyAVPkeohnW0pzUJTinH+XLti\ndXf389FLH+bYaBCjCp769h/45nXXjElKy9RC1Lpd3Nr11kPUDf2Gs0//M/6uZdaYMWUzSWhvb6ar\nq49gMBRumxoMwfp3ePiDgzy286eEIoVlVvWvZUn7LbbuWS6lXQXBTUTIBU+R6iFt98FdLNLFsQvV\nCzrbuG2uXbG6uvrwj4bADHcdG37Nxz3nLk+alGZ3bO3tzew4dB53/nw7AE3nDfPPp51GW4rxJJsk\npLrOHR0tVNdUEQgEocoHF05gsn+AfRERP1QzkYM1k8bE4lORzURCEAqBLD8TBIdIFiOPs3pdXOKU\nS9w217ElWuRt3x5h/PQQX5h+BTdYqrFlM7boPkdHQ1TVKJatmB9uKWr3/DOcS3d3P3f/eitvzTqJ\nz/1FK4f2vsCTu7o5VDORnqZwYt0JhsELZ58lmeuCJ8hm+Zlrld2UUsuUUvuVUj2W9+5USu1RSm2M\n/HeFW8cXhELT1tjCDa2XxVl16dpqOkmmymnJaK+rY+mpJ/KXxtvcZPRR73/b1rHa25t5YfWN3PDV\ns5n57SOMnx6ixqhOmU1vZ2y/eGYjx0aDaBMCfpN1L+/LOI7ukRHuGtwfs8TTXef29mae+NY8/njd\nB1k0oSlcHU75OFgzCVOFE+sCGtfujyC4iZuu9Z8C9wGPJLz/fa3191w8riB4hnyWOGV1nBzitj3D\nfSx79YcEdIhNwOKBl2zHicOu7b+hZ/iSjNn0mcbWPTLCa+f4UNUKHdAYVdAwI5ByzBuGelF1LSza\ndzQW3793ymnUKPvXua2xhSUX38rj+/v4tyMGAaBKenULJYprQq61flEp1eLW/oXyplzW6RaqF3Qu\ncdsNQ70EI3FigGAOSXp2sunb25u59+lPsvz5HVx72VlxY+seGeGj23cweu7p8IMaJr30B0457yBz\nLpo8Zj/WlQF76mcx2nABJmELfCgYyvo6tzW2cLhmIv+2bQcQ34lPEEqJYiS7/a1SaiGwDviq1nq4\nCGMQPEy5rdMtRC/onuE+eif2ctWXWmO9uTMxu6mVKuWLtQStcqnYTPfICLeffAz/dafxkjrGDEtd\n81/sH+CYaYIyYNYEat9/OuPfO8DBwHEXd9QK33d0OLYyoH70LaqYRQgVs8Bzuc5dh0cIEW6OFoq8\nlhi5UGoUWsh/APwr4X83/wr8O3BTsg2VUouARQBnnHFGocYnFAmrBf7II5s4diyI1qXXZrIQnoTE\n7Oxc17BH3cvRft5u1W+Pxa83DXFs/Ts8Mk/TfuVMABr8ezF0AyZgaJOT/INx8fbEOvPRpjFNwWEe\nmlQX17M8FwoV+hAENymokGutYxksSqkfAU+n2XYpsBTCWevuj04oFlYL3Ocz0FoT9XL6fEbKeG+h\nlnXZpRCehGRrv3vzWMPuVqEZKx31dfiePUDoSy+jAyF+8tA2Fq5upL29mU+e0sIzu3/JO9UTODnw\nNp+a3Bo3oUisM3/VmR/i1BMbHatwV6jQhyC4SUGFXCk1WWu9N/LyGqAn3fZC+dPd3c+dd3YxOhrE\nNME0j8dslYKbbrogqRjmWszETdyq+NUz3BezmgfeN3NMdvZVDtVid8Ob0DPcR+9QLx9/4z1+FTTR\nJgQt16atsYWfzLku0r50epxLHcauz3fDa1CI0IcguIlrQq6U+jnQAUxQSg0A3wA6lFIXEHat9wFf\ndOv4gveJWrCjoyGiYdLqKgOlFMGgSU2Nj4ULZyX9bq7FTNzEjYpfPcN9LH7l/lgc+0jtm1RPnA+a\nmCu4re4U27XY07X7dNqbYHWLH2mqobamjoDfHHNtouNIFh7wep15QfACbmatfyrJ2w+5dTyh9Iha\nsKapQWnGzwrS+jchvtx2Df2vjqa1DL0Y23Sj4ldiZnnd6CD/cOIBThx/XpwrOCp6PcN9PNr7fFLR\nSxdLd8ObsGGol6GtmuHXamicEeIfHj6PE3snJr026UrcFsL9LwiljJRoFYpG1IId9QfBB2f89Sjj\nzjHRZx3ijnljK4RZ8Wps0259cbskZpZroGpkD3ec0zFm20xJb+nE0g1vgtrRwOZ/GocZhP4q+OrK\nKVzwpVPYMPQG9cOhuLE51ao1Xd6E13IqBMEpRMiFohG1YH/xzEZeHv8K484xs3qIV0JsM5pZ/u+b\nf0Xv4bcAeO6t9Uw8YTw3n3dl3LaZGreouhb21M+ifvQtmoLDcdfZDW9C/6ujEFJgggop1r28j5+G\nliedaLQ1trD4/KvpGtxEx6RZOVng6fImvJhTIQhOIUIuFJWoBfuzZ09l5XNbOff0yTy1qZ/DHb6S\nWXLmNm2NLRw1/cDxBh/L39nNzQnbZWrcsmjfUUYbLqCKWTw0qW6MWKbyJuTaZ72jo4XamqqYld8w\nI5ByotEz3MeSLSsImEE2D70Z14DF7vHT5U2k+8ytPvKCUChEyIWi093dz6Jrnotkru/CMBS1taVf\nCMZJ/vzUmTw48FqswcdbKizOVqsyXWJYVMhMIISiXzXYOm7PcB+Lux8gaAapMqpsl3CFsVZ+/fQQ\nr3T/MelEI5U3IZs18unyJlJ95nYfeUEoBCLkQlHpHhnhzqe2MOoPZ64DmKazy7ecphjlY28+70o6\ngw1sDoYbfJiExbne/3accKdKDMs1ObBzYC0BMwhAwAzSObA2K6FLtPJTTTRSeROsAu83A2mPny5v\nItVnpdhHXhASESEXikY0bjk6rRazykDpENoEw1COJVw5TTHLx379rAt5ztKqs1kf4vbuH9myEn/Z\nMQAAIABJREFUJt1IDsxlQpNqopHKmzC7qRWf4cM0g2hg1e41adeSp8ubSPaZU0l2glBMRMiFohFz\n985qwnjwEub86QgnNNZybHiUz82b5klr3K2iL3ZIFOPevd1ZWZN2kwOtMeP5U+ayavcagjpElfIx\nf8pcwJ0JTTKRb2ts4Yrmuazc1R2uh65NHt/fx1Oj4xyZkFgnEKquhadGx3F4pPg1CQQhG0TIhaJh\ndff6ZjWx4YIJBCK1WTdyNK65hldwY5lWNtT732bKe73U17amtSZzTeBKFjNecvGtY/ZVyAnN/Clz\n6exfFy4sUzuJ7x49mcCRQceyz6Nd0MJZ7Uckq10oOUTIhaJhtTB3B/z88J0Dsc8CeLMTlRvLtOyS\nTGSTuaPzSeBKFjO+ofWyMd9PNqFxK3fAajWv9zWz4d3RMdnnS98ZYvm7B7n2pPEsmtCU9TG8WClQ\nEOwiQi4UDWuBDqjjJ0PDjEYs8mrwRLW2ZDhd9MUudkU2nwQuuzHj+ukh/v7hczn0WjXXX34BgKu5\nA1G3e+vICEsP7oxL2lv6zhBf7N8DwG8OvweQtZh7sVKgINhFhFwoCokFOu6dchqfbWpkMBBgUlU1\nC5saxSJKwK7I5pPAZae2ecziPzFI9Yeq+Pz0GTz1YH9BXO3Jkvbu3Lsvbpvl7x7MWsi9WilQEOwg\nQi4UBasrc1Rrbuvfg0m4EYjEJ5Njt4FIvo1G0tU2/9mza3jwyZd4b6qmfvpxi7+pqRHDUGiN67kD\n1qS97pERxhkq7vNrTxqf934FoZQQIReKgtWVqYAQYCLxyUzYbSCSbaMRO8lxP3t2DTcuWIUZBKNq\nHDO/fYSm8xRqRwO3395JKGRiGAb33ju/IKEHq1enGpg97kQ+13RyTjFyQShlRMgrlFyzmp1KaLK6\nMpuqfNw+8JbEJ4uE3eS4lc9txQwCpsIMaup2nsri6y7mZ/+5lVF/uJ+8UpqhoSO2j5tPaVSrVwfg\n6vG5JboJQqkjQl6B5JrV7PTaYasrc8aJJ0h8skjYTY5b8LHzWP6ffZhBjVEFCy47jyVbVjA0SYNv\nHApFdY0Rc6v3DPfRObAWYEwRl0y/QTsiLwlqghBGhLwCyTWr2Ym1w6laSRYzPlnp7S3tJsd9et5F\nsDJsmS/42Hnosw4ReD3I+6Zr2r49wqHXqpgwM5zR3jPcx+JX7o+1X13VvzauTnu636DdiaYkqAlC\nGBHyCiTXrOZ0xVDsWFBebCXpxTE5hd0JSjbJcZ+ed1FY0Anf82qjCr8ZoGF6iIbpIRRhkQYI6lDs\ne8EEsU73G8xmoikJaoIgQl6R5JLVHI2N33vvfIaGjsTFyO1aUF4suuHFMTlBthOUbJPjot+5t/1m\nHtvxAi8N9gCggfHVdUxtmEyV8sUs8qokE8b5zXPC/09wu0v9c0HIDhHyCiWbB3em2LhdC8qLMU0v\njskJ7ExQ7CabJW4Xn/DYwrknncHvB7eg0RgoDgZGaGtsYcnFtyaNkSdO/KL126Pku3xOECoNEXIh\nI5li43YtqHQxzWLFqUs5zppOiDNNUOx6URK3+4zvWhZd81zcpG729FZqEu5/98gIXaPj6Jh6xZhr\nGp34vVszgUM1k3h8f1/SZiki4IJgDxHyLMl3yUwpkqlRSDYWVLKYZrHj1KUYZ80kxJkmKHa9KInb\nrXxh65hJ3VXTm+Pc5McbkCS/n7ObWjlSO4meky/FVAbfPWpwuQcb5AhCqSBCngX5NKMoZew0CsnH\ngirXOLWb2BHidBOUXMu9LvjYeTz9wJ7YpK75A7Vj3OSZ7mdbYwuXtC7g1XePAYqA9maDHEEoFUTI\nsyCfZhSljpuNQso1Tu0mmYQ4k+fI6kUZX10XyzRP5uJO9LactXpybFLXO/ENAq/H/5vomNye8X5e\nf8qUMc1PBEHIDRHyJKR6CJZzNq1bLSjtUMpx6nQk/o6cDMukC2fY9RxF38u0baK3xTqpqx8Ojf03\n4X+bvz9xiEM1k7n+lClJ72e53nNBKAYi5AmkewiWazat0xXbErEjYKUYp05H4u9o8flXs2TLCkfD\nMqnCGdl4jvL1MiX+m4DjEwOf4WPKe3OpT1heFqXc7rkgFAsR8gQyPdi8kk3rpHXnRMW2dOP0cl6B\nW8mLib+jrsFNBQvLZOM5srut9ToBcdfM+m/i0d7nY+dpmkFW7uqms39d7L5XYrKoILiNCHkCpeA+\nd1ocM2Wl50O6iVGxS6M6cR3thmE6Js1i89CbBfldZeM5yqr/eMTKRmtC2ox5GrYdGgDCGevv+Y+h\nI987VDORgzWTaPTvi8Xgc7neIv6CkB4R8gRKwX3udNKdnax0OyR74KaaGBV7yRnkfx2zDcNMbZhc\nsN9VNp6jTNtar5M2g0C4gpvfDPDvPcsxtQnAU7v+iEn470M1E+lpmoepDPq1yV4CbNjWid8MorO4\n3l736AiCFxAhT4JX3OepcMNrkG9WeqoHbqqJkReWnOV7HbMNw3j9d5UK63WyWuRKKUIREQdiIg5w\nsGYSWhmgDFCKpXt6OO3wNjRgoGxf70peKSIIdhEhL0EK5TXIxvWd7oGbTMC8sOQs3+tYCmEYK7lm\n0SdLaIsuW7t3yxMEIla6gRET8/H+QaqVIgT4gPrRt9CAAi6ceDY3TZtv63qX2jUWhGKgtNaZtyoy\nc+bM0evWrSv2MCqKONe3yuz6zsUFmk+M3CtxU6+MI9NY3MqiT+w5vvPQXroGN9ExaRYTJ8yk6/AI\nzfoQP93wo5yP5aVrLAiFQim1Xms9x862YpFXAMkehJkejtm6vnOxbnNdfuSluKlX3OWZrkm6LHq/\nGWDZtk7bVrKVZOd/MDDC1IbJtMXu7ylccELung+vXGNB8Coi5GXOz55dw50/f5L6tgBN5z3Hve03\nA5mzh3Nxfef6wM3G4uoZ7mNZDklTpUQuFmimWHKqLHq/GUAD697ezuahN/OaFGVK/kuVEe9W0RxB\nqBREyMuQaJW2pqZx/O2Xn8Xvr8aoqmbmt4+wYVp4GZCdOt2JlbfcWC6WjXXdM9zH4u4HLDFZ+0lT\npUKu3oZMseRUWfRLtqzgT+/udmRSlG1iWiGK5ghCJSBCXiAKZWlYq7QZhiIYMsFUmEHN4Z5qZn8u\n/ICPPvSVUoyvTi7KVte3W8vFsnn4dw6sjYk4wDknNbP4/KvL6mGfa5a2ndBGMqu49+Ce2N8+w5fX\npCjbxLRiFs0RhHJChLwAFDKma63SpjX4DAOtNL5qgzs/dUXsuIvPv5p7ImuAl2xZEY5pphmTW8vF\n8slKnjb+9LJ70OdzPbINbWwY6o0tH1PAh06ZTufAWh7rfYGTT6hnforSqumObydPIjqpHV9dV7Si\nOYJQToiQF4BCroVNrNJ2773zGRo6MqbQy8HACFprNGQcU89wH0cP9lGtTgaNo8vFskmSmz9lLqt2\nryGoQ1QpH/OnzHVkDF6ikAWJEteHvzK4lZBlLfiq3WtYcvGtWYt5tu70g4GRohTNEYRyQYS8ABRy\nLazdKm3Z1NiOPnjbaidxSeuClB2tcsWuJdnW2MKSi28t+wd9NpZ1PiEb66Rh39FhVu7qjvs8qEOO\nTzoTJ7UHAyPc0HpZ3JgKeV8luU4oB0TIC0Chy77aqdJmd0zWB++40UEuDPXTXndO3DaFfBjKUqTj\nZArZ2Lkv0evZM9zHqt1rCOhQ7LMqlV/MPBleKvDipWWMgpAPIuQFohgClCnL3M6YMj145WGYG7mu\nALCKc7qQTbb3Jert6BxYy4Fjh3OKkduh0JPadEj5V6FcECEvU5zKMs/04JWHYfbkem+SxZd9hg/T\nDELC6oNc7kuhJpte8ap4yTsgCPkgQl6mOJllnu7BW4iHYbnFMXO9N4nivO3QAKYZTk4ztcm9W56I\nrT4QkcqMl7wDgpAPIuRlSqGakrj9MCxH132u9yZRnCG+41jQYnmLSNnDK94BQcgHEfIyJVlltmQ4\nYe26+TB8fH8fO8ZNp8E/yEn+dxxz3RfTyrd7bxJJFGcgLkGtKsHyFpEShMpAup9VMF63drtHRvjo\n9h0cM00MbfKBA6v5yZzrMq5TtlOQJN/zdqNcbS4kdh/z0v0TBCF3PNH9TCm1DLgS2K+1bou8dzLw\nC6AF6AM+qbUedmsMQnq8nqjWdXiEgAaUAUpxSeuCrIqNpBLofM87OsGIJqu9cPZZRRPzQq05FwTB\nuxgu7vunwPyE974OrNZanw2sjrwWikQ05urV5iMd9XXUKIUPqFUG158yJe32yQQ6Gfme9y/2D3DM\nNDFRHDNNfrF/IKvvF4PoJOfHrz/D4lfu57bNT3H7m2/QPTJS7KFlRc9wH4/2Pk/PcF+xhyIInsE1\ni1xr/aJSqiXh7Y8DHZG/Hwa6gP/l1hiE9Hg9ISrbWLLdTO18z7vBvxdDN2AChjZp8O8Fzsn0NcfI\nt83pu9Un84PA6ZjDR/nhwR1F9Shkg9dDQYJQLAqd7Haq1npv5O9B4NQCH19IwOsJUdYObJnIRqDz\nOe9pDVOY/PZGTK05/Vgfn5x6XU77yYVs275Gr8XsplZ8ysDUIQ7WTMJUBijD0QY4buP1UJAgFIui\nZa1rrbVSKmWmnVJqEbAI4IwzzijYuITSxu2JSffICIv2HWW0bhpVaO5unV1QMbErZskE/4ozLuLJ\nXd2M9w9i6PDCtRrDcG1ponUsTnh9ZG28ICSn0EK+Tyk1WWu9Vyk1GdifakOt9VJgKYSz1gs1QEFI\nR7SYiwmEUPSrhoIe366YJRP8+VPm0tm/jvH+t5k59BtmnHEZNzef66o17qQ73OuhIEEoFoUW8pXA\njcB3Iv9/ssDHF4S8cLvQjp36+IlryR/tfX6MsCUT/GIIodPucK+HggShGLi5/OznhBPbJiilBoBv\nEBbwx5VSnwN2AZ906/iC4Aa5FnOxg90a7NaOZams3VSiXWghFHe4ILiPm1nrn0rx0aVuHbOSkDXB\nxSObBLxsyLYGeyZr1wvWq7jDBcF9pERrCSLLcMqTbN32pWLtemFCIQjljAh5CSLLcMqTbN32Yu0K\nggAi5J4kU/1spywxcc97j2zd9nasXbnPglDeiJB7jJ7hPha/cn+so9Wq/rUsab9lTOwzX0tM3PPl\nSaJoy30WhPJHhNxjbBjqJRgRcYjvMW0l37ijuOfLj2SiLfc5jHglhHJGhNxjzG5qpUr5UvaYdvI4\npZAoJdgnmWjLfRbvk1D+iJAXmEyWQVtjC0suvtX1HtOSKFV+eKUIjNcQr4RQ7oiQFxC7loGTy3XS\nTRxkWZC3ydYd7JUiMF5DvBJCuSNCXkAKbRms3NXNPT3LMbVJjVEtLsUcKUZ89fi909Rk4Q6udNFO\nhnglhHJHhLyAFNIy6Bnu456e5YS0CYDfDIhLMQeKEV9NvHfiDs4fmeAI5YwIeQEppGWwYagXUx9v\nGmcoI6uJg2T5hilGfDV878zYa6WUuIMFQUiJCHmBKZRlMLuplZqI9a+U4itt19o+bjln+WY7QSlG\nfDV876rxmwEMZdi6d9mcl9cnaV4fnyB4DRHyMiUf679cs3xzmaAUI76a7TGt5+UzfFzRPDflagev\nT9K8Pj5B8CIi5GVMrtZ/uWb55jpBKUZ8NZtjWs/LNIOs3NVNZ/+6pCLo9Uma18cnCF5EhFwYQ7lm\n+ZbrBCV6Xn4zgAY0qRPk8rkGhXB5l+s9EgQ3UdqSEOVV5syZo9etW1fsYQhlQLnGX6ONdlbtXkNI\nm2nd0pma8qTaf6Fc3uV6jwQhG5RS67XWc+xsKxZ5BZPLA73UKddlSNHzmj9lri0R7OxfR8AMpnTB\nJ1JIl3e53iNBcAsRcg/jpmXSM9zH4u4HCJhBAFbtXsOSi2+VB2iJY0cEcxFlcXkLgncRIfcobrsy\nNwz1EoyIOEBQhySxyEGynYQV0p2ciyiXa96EIJQDIuQexW1X5uymVqoiD3OAKuUb80CXWGVu1yA6\nCfObQYzIGv4FZ7Zn3L5QS65yFWVxeQuCNxEh9yhuuzLbGltY0n5Lyhh5qa7n7R4ZoevwCB31dbTX\n1eW1r1yvwYahXvxmEI0mpDX39CxnasPklN9NnLQt29bJTdPmuy7mpXA/BUHIjAi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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768bab8358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (8,8))\n",
    "ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
    "ax.legend(handles=ps)\n",
    "ax.set_xlabel('Obs')\n",
    "ax.set_ylabel('Model')\n",
    "ax.set_title('NO$_3$ ($\\mu$M)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nitrate, z<15\n",
      "Feb-Mar:\n",
      "  N: 42\n",
      "  bias: -3.8918320855640225\n",
      "  RMSE: 4.960858457496126\n",
      "  WSS: 0.7243942643010972\n",
      "April:\n",
      "  N: 188\n",
      "  bias: -4.254968431731486\n",
      "  RMSE: 5.845727756870848\n",
      "  WSS: 0.7853669177060316\n",
      "May-Jun:\n",
      "  N: 178\n",
      "  bias: -0.6705464362558207\n",
      "  RMSE: 4.573030285145554\n",
      "  WSS: 0.8799312362934376\n",
      "Sep-Oct:\n",
      "  N: 0\n",
      "  bias: nan\n",
      "  RMSE: nan\n",
      "  WSS: nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n",
      "  out=out, **kwargs)\n",
      "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:874: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
      "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:875: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f768b45b0b8>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3MWvWLMLDw52OFBJUd0VC0/79+4mMjGT37t0kJSVRo0YNpyOFBNVckdA1cOBA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\niIiIiIiISJwogBURERERERERERGJk/8PcCvBPdVFKTgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768a6ee0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768b984128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (24,6))\n",
    "for axi in ax:\n",
    "    axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n",
    "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
    "ax[0].set_title('Feb-Mar')\n",
    "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n",
    "ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
    "ax[1].set_title('April')\n",
    "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n",
    "ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
    "ax[2].set_title('May-Jun')\n",
    "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n",
    "ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
    "ax[3].set_title('Sep-Oct')\n",
    "\n",
    "print('Nitrate, z<15')\n",
    "print('Feb-Mar:')\n",
    "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate')\n",
    "print('April:')\n",
    "et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n",
    "print('May-Jun:')\n",
    "et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n",
    "print('Sep-Oct:')\n",
    "et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n",
    "fig,ax=plt.subplots(1,1,figsize=(24,1))\n",
    "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DS/VuyhpBENCkSZMCByPPnz/H9u3bMWzYMGzbtg1BQUE4cOAADh8+jF27dmHbtm3YunUr\nVqxYgfXr12Pu3LlqNgA5OTlsmb99+/bYuXMntmzZgiNHjiApKQk3b97ke/QcThEoluDb2amKvXjY\n2ZW4/evXr6Nhw4ZITU1FYmIiatasCX9/f8THx7M6s2bNwpo1awCoz/Dzq1ccuODnOQwMDODt7Y2O\nHTvCx8cH3t7esLGxgaGhYb7GUkVFqVQiOjoaSqUSQ4cOhVQqRXR0NExNTdnyfmlQKpVsOblTp054\n8+YNAGDIkCGQSCQ4cOBAvrPv7OxsBAYGsn3g5s2bsz3j06dPs5mkGPNejD8gnhe3QerXr5+vW9+L\nFy9AREWK2V+lShW4urqyAcTkyZNBRDh//nyx3sm7ZODAgSAifPvtt++sjbCwMPaZrFix4p21w+F8\nDBRL8CUSzYIvkZS4/ZUrV2L27Nns54kTJ8Lf3x8XL16Eh4cHGjZsCHt7e4wYMQKAuuDnV684cMF/\nS/CrVauGhg0bwtLSEnZ2djA3N9e4XJqamprvsvvp06fh5OSETz75BC4uLujQoQNbJRCPbt26YebM\nmSUyStu8eTM8PT0xduxYnDhxAikpKRg2bBiICNOnT2f1cnJyYGlpCV9f3yLdNzY2Fj/88AMkEgk8\nPT2ZYeHs2bNha2uLWbNmscx1giDghx9+gLa2NgwNDbFixQpoa2ujR48eGmf6SqUSbdu2hb6+fqHu\nZN9++62KYeP169dBRFi+fHmRnuNdEhMTw7ZMPv/8czVbhLS0NMyaNQuBgYGFZi4UBIHNzt9+Z1FR\nUahevTrkcjkzFOVwOCWnvGf4+Qm+vb09s1sKCAjAwIEDAagLfn71igMX/DzH20v6+X3J5uTkoHr1\n6tDW1kaXLl2we/duvHz5krlUmZqawsjICG5ubmjWrBnq1q0LT09PzJs3D8uXL8euXbuwYcMGEBGa\nNWum0UArP8SZsr6+PuRyOYiI7aV369aNzeIFQUDfvn1BRNizZ0+R7w8Aq1atYjH2hw8frtEgMT09\nnbmNhYeHAwBWrFjBlvtfvXqlse+VK1eGi4tLgQIWFBQEImKuh2/evIGlpSXq169f7lbno0aNAhFh\nxIgRalsw8fHxGDJkiMrAzsXFBQ0bNkSrVq3QpEkTdO3aFe7u7vjyyy9Ro0YN6OrqwsLCAqampujd\nuzemTp0KPz8/lvtg//795fSkHM5/i/Lew79x4wbbHk1KSkKtWrXg7+8Pc3NzxMTEICsrCx06dGBC\n7ufnh+3bt7Pr86tXHLjg5zlcXFywfft2nD9/HsuWLYOvry9mzpyJIUOGsDC2CxYsYCFrq1WrBltb\nW/blrqurC9Gl6syZM+yFxsbGYt++fQgLC8PSpUtZJjMbG5tiR7Z7/vw5tLW14eXlhfT0dJw/fx5T\npkzBzJkz2TL+69evMXXqVBARevbsWaAhXX6kpKTAx8cHMpkMpqammD17NkJDQ5Gdnc0GKOIKxc2b\nNwHkDjLE9KtGRkb4+++/1e47ZMgQyGSyAoVboVDA2toatWrVYgODs2fPgqh8c7kLgsA+67i4OJVz\nSqWSxUvo3LkzfvvtNyxcuBCenp745JNP4OzsjCZNmsDOzg4NGzaEqakpWrdujdGjR+Pzzz9Hv379\nULVqVRARG0jlnQ1wOJzSURGs9PMa7X355Zfw9/fH+vXrYW9vj6ZNm8LPz48JeWhoKOrVq4dGjRrh\nwYMH+dYrDlzw83ZKg/UzEbEodOKM2t3dHbt374YgCMjMzMT06dMxf/58DBkyBLt27VKZsW/cuFHN\nqtrDwwOBgYEltgnI6zqniU8//ZTt5ZfWEDAiIgItW7ZkkfDkcjkkEglWrlyJ8ePHQ0dHR8UNTxAE\nXLlyBYaGhqhdu7batoezszNat25daLvi6kTeJXPRILG8LNLv3LkDIkLXrl3VDOXEd64pNXFREQQB\nCoUCmZmZPNIgh1PGVDQ//PKAC36ew8rKCtevX8fJkydZrvmkpCQIgoD4+HhkZWXh5cuXxXrBYo56\notw492/nsC8JcXFxIMqNs69paVz0ibe3t8eiRYtK3R6Qu6x+6NAhjBgxAlpaWtDS0kKXLl1ARCpB\nYR4/fsxm/kSEK1eusHMxMTEgIkyaNKnQ9sTtgbyWqFlZWbCzs0Pt2rXL5JmKiiAIuHz5Mss98OzZ\nM5XzUVFRzJOA77VzOBUTLvhc8FWOombLextBEPD8+XONX/aCIODnn39mftlWVlYYPHiwiotFURED\nuIwZMwZEhK1bt2qs9+zZM6xbt45Z7e8u44ARa9asARExS3Vxvz46Oprt/Xfr1g2nTp1SuS4lJYUZ\nuxWGuFe+du1aVpaWlgYLCwt07dq1TJ+nMMQwtZUqVcK8efPUzovvg3+hcDgVF/73yQVf5WjcuDES\nExPx5s0b7N69G5cvX8aBAwdw7do1rFq1Ck5OTqhXrx5cXFzQtGlTuLq6ol27dix4jpWVFb766iuV\nICwiSUlJ2LFjB3x9fSGRSGBlZYXvv/++wBlhTEwMlixZgo4dO2Lo0KEqlv61a9cu8Np9+/YxIerR\no0e+9UqCGE5WdJcT9+xF97z8ku+IAYAKs7a/e/cuKlWqpDYwaNeu3TsZwORHQkICs8hv166dxgiC\nly9fBhHB0dGRz+45nAoMF3wu+CqHRCKBTCZjxndvH82bN8enn34KT09PuLu7o2XLlnBxcYG7uzuW\nLFmCL7/8Evr6+rCxscGDBw/yfemnT5+Gp6cn812fMGEChg8fjvnz5+Pq1as4f/48fH19mfFWzZo1\noa2tjVatWiEgIABHjx4t8ENNTExU6feuXbsKrF9cbt68CaLcJEBLlixBly5d0KdPHwwdOlQtR0Bm\nZiYOHjyI9u3bgyg3kmBBgYt27drFDNdOnz7Nyh89egSi3IRA70NY37x5wxL9DB8+XKOL3YMHD2Bu\nbg5tbe0CP28Oh1P+cMHngq9yWFhYYNasWZgwYQLCw8Nx9OhRXL58Gbt378Yff/xRpBd67do1JtTO\nzs6YMmUKc1vLS05ODlatWoW2bdtCR0cHOjo6bIYsGgqOHz+ehZh9W+RiYmKwePFiFqKxXbt2mDJl\nCs6fP4/Y2FhmYEiUG7e/rEVy4MCBkEgk+WbFA4ATJ06wjIG2trZYsGABUlJS8OrVKxYectOmTcy7\nAADc3d1RrVo1FYHduHEjDAwMIJVKyzyZRF4EQUBYWBgGDBgAPT09tm2hCYVCgcaNG4OIVDwyOBxO\nxYQLPhd8laOke/hv89dff2Hx4sVo27YtE/+CcsynpaUhIyODue/t27cvX9/8P/74QyV1aoMGDWBm\nZgZHR0dWJpfL4enpiV27drG98E2bNpXJs4kkJyejdu3asLa2zteiXDRymzhxooq1/bp161RWIGrW\nrImlS5eyVY+87miCIMDY2BhVq1bF5cuXy/QZ8iIIAgsxXKlSJYwcOZK5G2pCzAy4dOnSd9YnDodT\ndnDB54L/TgQ/L/Hx8ahXrx4kEgk6dOiASZMmoWHDhrCxscGUKVOKFZc/Li4OxsbG0NbWxoQJE9Q+\nvJSUFBw/fpwtRU+cOBFLliyBhYUF9PT0yvwX/qeffgIRoXfv3hrPL126FKamptDV1VVZIfnqq69A\nREhPT8exY8dgYWEBIoKDgwMWL16s5q7o6uoKMzMzvHjxokz7L/Lo0SP06tULYkCdglLRCoKA4OBg\nWFtbw9nZ+Z30h8PhlD0VQfANDAzw+PFj6OnpoVGjRqhbty6aNm2KgIAAVicgIIAFKHNxcUH//v3L\nrH0u+O9Y8IHchDATJ05kOe6bNWvGktBMmDBBZflaEARs2rRJY3Q70df7+PHjBbaXnZ2N7t27q9kg\n5J3lK5VK3L9/v9hBebKzs/HTTz+hc+fObAti7Nix+daPjY1lLmsiJ0+eBBFh5MiRrC8PHz6EUqlE\nZmamWlCee/fuQV9fHx4eHnjy5AmuXLnC6qSkpODRo0cl3rJISEhAgwYNQEQYPXp0gemAly9fjtq1\na7Mtl4MHD5aoTQ6H8/6pSILfoEEDVvbw4UOIQd+AXMEfM2bMO2mfC/57EPy8iEIlCAK+/PJLJsaN\nGzfGiBEj2M9yuVzt2v79+4OIipw69+nTpzh79ix8fHzg5OSEZ8+e4dWrV1i4cCGLFmhiYoK9e/dC\nEATs3LkT+/bt02iNnp6ejjlz5qBatWogIlhbW+Pbb79FVFRUgX1QKpWQy+Vo3rw5E+UtW7aAKDet\nrtiWIAj47rvvoK+vD1tbW5w8eVJF+MX0xOKhq6uLFi1asLTCtra2GDlyZJHdHXNycjB27Fhm67Bs\n2bJ86yYkJKjYRAwbNgxJSUlFaofD4VQMSiL44eHAokW5/5YFmgQfAC5cuIBGjRoB4IL/nxL8vCiV\nSly/fp2FYBX34IkIQ4YMUZu1zp8/H0SEkydPFvn+Dx8+RHZ2Ns6dO4eePXtCS0sLRIS2bdti5cqV\nqFevntpKQLNmzZCZmcnuk5OTw2wBOnXqhCNHjuDIkSPo3LkzTE1N4ezsDBsbG/Tt2xe7du1Si0In\nRgasWrUqW86vU6eOisFfdnY265sY1U9XVxcLFixgdW7cuMFyEUyaNAlNmjTBV199heXLl7NtjGrV\nqqFJkyZwd3fHunXrEBkZqZbgRqFQsKh9Xbp0wfXr1wt9j02bNlXpm5GREQYNGoTMzExER0fj1KlT\nJYqtwOFw3g/FFfzwcEAuB2Sy3H/LQvTzE/yEhATo6ekBUF/SzxtPv7RwwS9HwX8bpVKJ33//nRm7\nvR2V79WrVyCiQrPfxcbGYsmSJSxmv7j0bm5ujsmTJ+P+/fusbmJiItavXw89PT1UqVIFc+fOBRHh\nxx9/BJDrJiemaO3QoQMAYPr06WyW7+vrixYtWqBHjx7MIn/UqFEq/REEAbt27UKvXr1gYmICe3t7\ntVgFR44cARHB29sbaWlpOHPmDLOCDwoKKtL7O3nyJDp27AhXV1eWQ56IYGZmht69e+PHH3/E119/\nDX19fRDlhkguaL8+L9nZ2cjKykJCQgIOHz7MVlu0tbXZQEVbWxsnTpwo0v04HM77pbiCv2hRrtgT\n5f5bFkFL8xP8N2/eqAg+n+F/BIIvIgbMuXr1qkq5GF8+vwh7QG7ueHGloFWrVli6dCn8/PywZ88e\nZGRksFWFuLg4nD17FkuXLsXu3buxdetWZGZm4tmzZyAijB8/HsePH2dW9IcOHcKxY8fQtWtXEBE8\nPT3V9v+VSiWbwef3x/X2qkVGRgb27t0LIyMjWFtb4+HDh+ycGGjn8OHD+T5vSkoK/vjjD7W+pKam\nYunSpdi0aRMGDRrEEtMYGBhg6NChuHbtWr73FNm0aRN8fHwwefJkDB48GAEBASqhladOnYrKlStj\n4sSJOH78OPOYePr0aaH35nA475eKPMO/cOECGjduDIAL/kcn+GJmuG3btqmUnzlzRsXY7W2ePn3K\nZuJ5/fdXrVqFWrVqwdraGjY2NmpL+HkD9GRnZ6NFixaszMLCAqNGjWKz/CpVqmDWrFlq2eJEVq9e\nzZbWHz9+XOBzbtu2jc2OHRwcVJb4k5OToauri/Hjx2u8NjIyEqNHj2Z7+EZGRvD29sbGjRuhUCjU\n6guCgPv37yMxMbHAPons2bNH4zuSSqX5BjL6+++/UalSJbRs2VJtW4PD4ZQvFXUP//Hjx2jcuDE3\n2nvfR0UR/AcPHoCIMHPmTLVzYtrbkSNHIigoCEFBQRg/fjyWLFkCDw8Ptdm1uA1AlJsq18vLCxs3\nbsSiRYuwd+9evHz5EkFBQWjYsCGICHXr1kVkZCROnTqFvXv3soyBHTt2xOHDhwsVsuTkZCxfvhwG\nBgZo0aIFsrKyIAgCjh49qpbbfdiwYSAifP/992ruiaLL39vL+dnZ2ejcuTPb4//qq6+wZcsWDBs2\njKUqrlevHvbv318sl8e8REREQCaTwdzcHH369FERfAsLC2hra2PcuHEaEynt27ePbWtwwz4Op+JQ\n3lb62dnZMDMzK5JbHhf8j0jw4+PjQUQYOnSo2rnMzEz4+PiwmXHew8jICH369MGtW7ewYsUKlrb3\nbbc4TSgUCsybNw9EhA0bNgAA2rRpAyJC+/bti/0MBw4cABFh2rRp+O2331gf87oUvnnzBra2tqhc\nuTLmzZuSCZB5AAAgAElEQVTHgg0lJibCzc0NlSpVUjEeFASBJQ4aNmyYmpGcIAjYv38/zM3NQZSb\nQ0CMlnjx4kX89ttv+OOPPxAREYHHjx/jzz//xOvXr9m1oaGh6N+/P7S0tKCjo4M7d+7Az8+PbWu8\n/b6bN2+u0j+RkSNHsu2DsLCwYr87DodT9pS34N+6dQtNmzYt1z5wwa+Agi8IAoyMjJiRnCaSkpKw\nZcsWBAQE4Pz58/D29oaOjo7GZWh3d3cVQ738WLVqFYgI33zzDYD/u8JJpVKEhoYW+znc3d1RuXJl\nZGdnM193BwcHlTo3btxgRoqOjo5YtmwZ21J4O7Xv1q1bQZSbyCY/f3kg15Zg0qRJLHNfYceqVatY\nXAQjIyOMHj0at2/fBpA7KCHKDcjz999/Y+nSpSqDrR49eqjZWiiVSgQFBcHOzg7Vq1fn1vscTgWg\nPAV/w4YNqFevnlqukfcNF/wKKPgAmOh16tQJK1asUAu1K6aaFQ+5XI7Ro0fj9OnT2LhxIyIjI5GS\nklKon7yImAHvbSM5hUJRoN1AfgiCgJo1a6JLly4Acu0LGjdurLasLyK6yYnHl19+qXI+PDwcRITq\n1avnaz/wNllZWQgJCcGuXbtw+PBhbN26FQEBAdiwYQNWr16NWbNmgYjYLH748OFqMQiys7Oho6OD\njh07srJvv/0WRIRPPvkE2trakEqlCAkJUWv/+vXr0NbWLlI6YA6H824p7xl+RYALfgUV/KioKIwf\nP575yWsKr+jl5aViTObt7a1i5V4cxP3048ePq8TGz8rKgoGBAZo0aaLmz14Q9+7dAxFh3bp1yMrK\nwpEjR7B69ep8I+IplUpERkbixYsXePbsmcr+e2xsLPT19aGjo4O///67RM/3NsePH4ednR3zSCCi\nfEP32tvbq6y2/PLLLyAiBAQEIDY2lhlEasop0LVrV2hra/PUuRxOOcMFnwt+hRX8vHz33XcgIuzc\nuVPt3Js3b3D48GEMHz4ccrkchoaG6Nu3L2bPno1x48bh6NGjGq3W30YM20uUG/UvbzS/bdu2gYhU\nguAUxrJly0BEePz4Mdzc3Ni916xZAyA321+tWrXg5ORUoBtbVlYWatSoAaKCExAVB9F4xsrKCoGB\ngXBzc2NRrt7m8ePHICIsX76clYleFOL7uHnzJnR0dNC5c2c1Q0ExZkFZ9Z3D4ZQMLvhc8D8Iwc/J\nyUHr1q1hYGCgMca+yO+//45+/fqxADhiVDgdHZ1Co/MlJyfj2LFjGDx4MIgI48aNY+cEQUDfvn0h\nlUpx6dKlQvt7//59WFlZoWHDhrh+/TqICFOnToWXlxd0dHRw48YNlS2J/Nzcrl69CldXVxAR/P39\nC223qISGhoKIcODAAWYEOG/ePLV6hw4dYv774nt/9eoV5HI59PT0cO/ePVZX3JJ4O2pfamoqGjRo\nACMjI0yfPh2//vprib0HOBxOyeGCzwX/gxB8AHj+/DnMzMxYcIaCUCqViImJQWZmJgue06tXryK3\nJS5xd+rUCR4eHrh27RqSkpJQq1YtmJub4/vvv1fb6xZF7OnTp3BxcQERYceOHbCwsICWlhaio6MR\nFxcHa2trODo6IikpCTdu3MDFixeRkJCgsR8uLi7Q0tLC8uXLy0wkk5OT0aJFC8hkMhbyt1OnTmru\nhpmZmTA0NISNjQ2zaVAqlXBwcNDoLrh9+3Y2iHibv/76C23btmXGft26dcOtW7fK5Hk4HE7R4ILP\nBf+DEXwA6NOnD/T19dX20mfPno1q1aph9+7dKsIlCAJzrStOPOaMjAyMGTOG7XHb29sjISEBERER\naNasGYgIzs7O2Lt3L4DcGb1cLkf16tUhlUohkUiwcOFCZniYVwRDQkIglUrRr1+/Qve13dzcYGZm\npnFvvKSIIj9gwADIZDLUq1dP4/2DgoJARPjll19YWZcuXUBEWLlypVr9tLQ0ODk5oXLlynj+/LnG\nthMTE9kSv0Qi4db7HM57pCII/vfff4/69evDyckJLi4uuHr1Klq3bs0ifyYnJ2PkyJFwcHBA48aN\n4erqis2bNwOAxgh9xYUL/gck+LVq1ULLli1VysRQuOJRqVIl1KxZE1WrVmWx9CdPnlziNsPDwyGT\nyeDj48MEWpzNSqVSLFiwAGZmZiAiNGnSBDNnzsTVq1dZGGBNwYO+/vprEJHa3n1UVBSmTZuGzp07\nIz4+Hn/88Qd0dXU17o2XlA4dOsDOzg5OTk4gIvz0009qdRISEuDq6godHR22kiFa5g8aNCjfgcq9\ne/dgYGCQb9jh2NhY9l6qVavGDfk4nPdIeQt+eHg4WrRoweyj4uLi8OLFCxXB79OnD2bOnMm+72Jj\nY7F48WIAXPA/OsEXfe3zfmiiQd2vv/6Kw4cPY8SIEWjfvj169uyJNm3aYNOmTaUO87p48WIQEXr3\n7s2MAPOm9m3fvj3OnDkDINfITtz39vX11SjU33//PYhUkwMJgqCS8MbDwwMhISFYt24diAhLly4t\n1TOIeHl5QUtLC7179wZRbgKg6Ohojf0T20xKSoK2tjbc3d01pg7Oy6RJk0BEuHz5skq5aMQovpf8\nVgE4HM67oUShdRUKLHryBOFFMHwujCNHjqBr165q5aLgP3jwADVq1Mh3csMF/yMTfNFXPm/ynKtX\nr0IikWDgwIHvrF2lUomRI0eyQDYymQxt2rRBcHCwipucIAgsiE5BWwiHDh0CEan45KempkIikaB1\n69bYvHkzCyK0bds2ltb37QA3JUFM86tQKPD7779DV1cXenp6mDBhAvtD8/DwQJ06ddg1x44dY4Oq\ngnj69CnzlHg7VoC4vTFy5MhCBw0cDqfsKXbyHIUC8pAQyIKDIQ8JKbXoJycnw8XFBY6Ojhg1ahQu\nXrwI4P+C//PPPxcYs+NDFnwpcYpNjRo1SEtLi3766afcURMRNW/enGbPnk07d+6kwMDAd9KuVCql\nDRs20OvXrykkJISmTJlCoaGhtGLFCnJ0dCQior///pu6du1KV65coXHjxtGgQYOIiCg9PZ169epF\nNjY2NGDAAHrz5g05OTkREdH9+/dZG/r6+jRr1iwKCQkhuVxO8fHx5OnpSX5+fjRlyhSysbGhPn36\nUEJCQqmeJW9/mzZtSsHBweTl5UWrVq0iCwsL8vHxodDQULp//z4JgkCPHz+mYcOGkZGREbm7uxd4\n7ytXrlB6ejotWLCAKleurHLuwYMH1LRpU9qwYQMZGBiU6hk4/wcAnTlzhh49elTeXeH8x7ioUFCW\nIJCSiLIEgS4qFKW6n6GhId24cYM2b95MFhYW1KdPH9qxY0e+9RcuXEiNGjUia2vrUrVbIXjXI4qS\nHBV9hg8A/v7+LKCNSE5ODszMzODp6fne+vH5559DJpOxfeiOHTuCiDBjxgy2R/X8+XOWN16c+U+a\nNAkvX74EEamtSmRnZ6NVq1bM/fDly5ewsLBAw4YNcfHiRWhpacHU1FSjC11RETMO5rUtUCqVOHjw\nIAv/S5SbRAgAZs6cCSIqUp77f/75B0S5yYDeplWrVrCwsChxvzmaOX/+PPvMatasma+LJ4dT3jP8\ntzl06BC6du3KZvj//POPxiV9AwMDAB/2DL/cxV3T8SEIvlKphJOTEywtLVXKnZ2dYWlpieTk5PfS\nj2nTpoGIWErb5s2bw9jYmA0ANmzYAJlMBiKCj48Pnj9/DiLC/PnzAQA9e/aERCLBs2fPVO777Nkz\nmJubw8XFBenp6Uyghw0bhnPnzrGY94GBgSXuuxhrYODAgSq+9ImJifjzzz8RERGBJ0+eAMh1DSzq\nQEoMyKMpKuKAAQNARHjz5k2J+81RR7SZWLJkCXPj5AmLOJoo7z38v/76S2ULdNasWRgzZoyK0Z6P\njw9mzpzJPLHS09Ohr68PgAv+Ryn4ANCjRw/IZDKVaHjBwcGQSqUYMGDAe+lDcnIys1oHgH79+oGI\nWPY4V1dX6Orq4sGDB8jJyWH+6zdu3AAATJ48Gdra2hpTyIqxA2xsbLBr1y7myrZ27VqkpaWprAIU\nRkREBE6cOIHExERWlpqain79+kFXVxcmJiaYOnWqxn11cZAiWskWxMuXL1lGvStXrqidF+P2P378\nuNB7cYqOKPiXLl1CQkICHBwcYGRkhLFjx6p85hxOeVvpX79+HZ988gnq1asHJycneHt7Iy4uDu7u\n7oiMjASQO+kYPnw47O3t0aRJE3h4eGDt2rUAuOB/tII/ZcoUEJGa/3hBIXjLGqVSCblcjtatW6u0\n/eeffwL4/wqAGFK2VatWICLY2dkhLCwMdnZ2BabdFfPKd+7cGVlZWXB3dwdRbvKc33//Hebm5nB0\ndMTu3bsRFRWFK1euIC4uDrdu3UJiYiJ27NjBDOUoj6Hho0ePWBsRERFsK8LR0RGbNm1S6cPhw4dZ\npMKCviwyMjLQrl070L/x9TUREBAAImKGOpyyITExEUSEfv36AQD+/PNPdO3aFUQEW1tbjB8/XmNi\nI87HR3kLviYyMjJgY2NTpPDnZQEX/A9Q8FevXg0iwvnz51XKxRC8enp6+Pbbb99pYJeQkBAQEdq2\nbQsAWL9+vUqfxOQ5CxcuBJCb3S8gIEAlZe3GjRsBAESE2rVrq7Xh6emJSpUq4dGjR0hNTcXu3buZ\nn/upU6dQuXJllRgEbx916tTBypUrcebMGcycORNyuZzZEeRl9+7dzC/fw8ODeQOkpqbC398fJiYm\nqF+/PlJTU9X6KAgCRo8erfG+eRk1ahQMDAxUVmU4pUcQBFhaWsLR0VElYuPRo0fRqVMn6Orqgogw\nevRoBAUFFZhWmfPfpqIJ/rVr11C3bl21NODvEi74H6DgHzlyRM09D8hdVr516xbzZ89r2FfWiGIs\nxo4Xl+FPnToFIDetroWFBRo0aKCS2vfly5fYtm0bjh07xvb7iTTHyn/06BGMjY3RrFkztlWwc+dO\nEBFmz54NpVKJa9euYfny5di5cycWLFiAzZs345tvvkFwcDAEQUBqairOnTuHBw8eYOzYsUzU3yYj\nIwNz5syBpaUlqlSpgpiYGHbu3LlzkEgkGDJkCCtLTk6Gv78/e9d50+e+zenTpyGRSNCtW7fivGJO\nERH/HrS1tdGmTRscOXKEnUtMTMQXX3zBwhrL5XJ8+umnWL16Nfud4nwcVDTBLw+44H+Agp+amor6\n9evDysoKr169YuW1a9dWmeFGRES8k/b3798PIsKsWbNY2ZgxYyCXy9kMKiYmBm3btlWZ5ReHJ0+e\nIDAwkAXIybssO2jQIEgkErV49nm5c+cOxo4dC2NjY5V3Ur9+/QITAEVEREAmk6F3794q5eIevDhQ\nEfvl7u6OwMDAfGeO9+/fh7m5OczNzdl2B6fsCQ0NxZQpU2Bvbw8igpeXl8r7TkpKwvHjxzFu3DjU\nrVsXRIQWLVpg7dq1uH//Po96+BHABZ8L/gcp+ABw+/Zt6OjoqARqECPEiUdZfonl5OTgu+++w7x5\n89j+qGhhLwgC7O3tWRSpxMREWFhYgIjQvHlz/PHHH7h16xacnJyKtJ8aHR2NSpUqsecwMTFRsW5P\nSUlB3bp1UaVKFbUoeQAwcuRItvf+5Zdf4vDhw1izZg0uXbpUpHfi4OCAdu3aqZSJEQ1NTEyYYIj7\nxgXh5eUFIio0WyGnbEhMTMTEiRNhZGQEBwcHXL16VeNnvmrVKpZ2WTQQ7d27N9q0aYNp06a9tz1V\nzvuDCz4X/A9W8IHc5DK2trbsZ0EQsHLlShARxo4dWyZtxMfHo2nTpioDCSMjI2ZtD+RG+yMibNiw\nAcD/I+mJyXUAsBjyfn5+Bba3b98+mJubsyh7e/fuVXPdA4DIyEjo6emhY8eOKn6rWVlZkMlkaNCg\nQYmS7iQkJICIMGrUKJVy0bhPHMQEBAQUuB+sVCpx8uRJEBEmTJhQ7H5wSsfly5fZ/r2Pjw8iIyM1\nCv+DBw+wbt06llJaPMaMGcNn/f8xuOBzwf+gBb9nz54gIiY8giCw0LFFCRRTFLZs2QIiwmeffQZv\nb2/cv39fxYVtwYIF0NLSgp6eHhPmQYMGwcTERCWBTEZGBk6ePKmW6U9EFEgtLS3Y29szW4CC2Lx5\nM4hIzeilTZs20NfXV0vOUxgpKSlo2bIliAg9e/ZU69/du3fx4sWLAu8RExODxYsXMzdECwsL3L59\nu1j94JQNMTExLNUzUW7ehBMnTmgU8levXuHx48e4du0aM+6cPXt2OfSa867ggs8F/4MW/HHjxqn4\ndosz7Q4dOpSZQdKVK1dY4Ju3OXr0KNsLFUUtPj4ehoaG8PX1LVY7u3btYl/Mv/32W5GuEQQBvr6+\nkMlkKslqxIFAQXv8b3Pz5k189tlnICJMnz5dY3yAgrh79y6WLFkCbW1tEBE8PT2xd+9ebpVfAXj6\n9Cm2bdvGlvDt7OwwZsyYfD/jjIwMtiLl5uamMa4C58OjIgi+pvS4mZmZGD9+PGrWrIlatWqhe/fu\nKqua0dHR+PLLL1GjRg24urqiRYsWOHr0aIna54L/gQp+fHw8bt++DSMjIzRv3hzZ2dnMF37r1q0a\n97aLQ2RkJHbv3o2goCDI5XI4OzurnM/KyoKRkRHMzc3ZgOPAgQNsGfX48eOFtqFUKhEaGorIyEiW\n5tfExASzZ88u8nJqYmIiqlatykLhAsCtW7cgk8nQq1evQu8TExPDwv7K5XL4+fnluwqhqW2FQoFX\nr15BT08PRAQ9Pb0K8cXCUSc+Ph7r169H9+7dQZSborhWrVqYMmWKWpCetLQ0LFq0CFWqVAERoVOn\nTnxf/wOnvP8u80uPO3nyZAwZMoR972zfvh1NmzaFIAgQBAEtWrRg26VArkHzmjVrStQHLvgfoOCv\nWrUKUqmUZZQjIjx8+BBr165lP2tra+PHH39U8U0uKqJgivfS09NTCyiTnZ0NMzMz1K5dG9euXcPa\ntWthaGgIa2tr3Lp1q8D7JycnIzk5WWW5tUqVKiy4Tt5tioJ49OgRi3XfqFEjlXNiSt/169fne31k\nZCQLmLNo0aIivStBEBAWFoYBAwZAV1cXUqmU9bl///4IDQ0t9B6c8ufo0aPo3Lkz++zkcjl27Nih\n4kIKAFFRUZg6dSpkMhm8vb35vv4HTEkEX6EIx5Mni6BQhJe6fU3pcVNTU2FmZqY24PTw8EBQUBCC\ngoLKNEcKF/wPUPDr1asHPT099OrVi31hXbx4ETk5OTh06BCCgoLg4uICIoJUKi327EQU4tOnT+Pg\nwYP5xn//5ZdfVATP1dW1UMETBAH169dn13h6emL79u0qX75F+QX39/eHRCKBVCpFt27d1FwQlUol\n7OzsQEQ4cuQILl26pGJTIA4UdHV1MXXq1ELbS0xMxNq1a2Fra8v6OWLECMycOROTJ09moTE5HxZK\npRIXLlxAnTp1QPT/QFJvs3z5chARli1b9p57yCkriiv4CkU4QkLkCA6WISREXmrR15QeNyIiQm2y\nAgATJkzA6tWrsXr16jI1+uWC/wEKvhjZ7dKlSzh69CjGjRunZsmelZWFS5cuYdq0aZBKpejdu3eh\ns5PExES0b9++0EAyeXnw4AFCQkJY8ofC8PHxARHB0tIS06ZNY5b0giBg+/bt8PHxKZILmxjwRlNm\nOhHxWcRj5MiRAHJXJ0xNTeHh4VHkaITisn/eQ0wExPnwSUtLY8v8eQeGIoIg4IsvvlCzF+F8OBRX\n8J88WYTgYBmCgwnBwTI8eVL6iHg5OTkIDg7Gd999BysrK6xevbpYgj969Gg4OzvDzc2tRO1zwf8A\nBf/3338HEcHKygpnz55FWloakpKSNH5RAcAPP/zAjOvE2PaaEKPY+fn5vZOsbgsXLgQRwdfXVy0F\nZHEJDAyEra0tpFKpSvChvGRkZODChQss4179+vVx5coVXLhwAUSEAwcOaLwuJSUFJ0+eZHttmZmZ\nkEgkTOjPnDkDW1tbjeGAOR8u4u//jBkzNJ5XKBSoWbMmqlSpgp9//hlZWVnvuYec0lDeM/y3OXTo\nEDp06AAzMzM1A9JWrVrlu6QfFxcHOzu7ErXJBf8DFPzY2Fh06tSJ7bNraWlBIpHAyMgIPXr0gLe3\nN7Zt28bqK5VKLFiwANWqVYOhoSHOnTun0TAtPDwcRIQuXboUecZeVLKyspgFe1nNkMRAQ0XJmvfd\nd9+piLaurq7GQY2YMIeIMHHiRFb+7bffsnJxhUDMFMj57zBs2LACjU5v3boFU1NTEBHatGnDE/N8\nQJT3Hn5+6XEnTpyIoUOHsu/knTt3okmTJsxor1mzZiq2SFFRUVzwy+L4UARfJCUlBadOncKkSZMw\nYcIEDB06lIUWlUqlLAmMyNOnT1nCmXbt2mlcEVi0aBHbl//5558BAA8fPsTr169L1VdBEDBy5EjI\n5XJUrVpVJVZ9Sfn777+hra0Nb2/vItWPi4vDvn37EBAQoNHVSgyXKx5v79cqFAo8efKEDYzyDqo4\n/w3S09PRqFEjmJiYYP/+/RptX9LT0/HDDz+wAeyWLVvKoaec4lLeVvr5pcfNyMiAn58fHBwcUKtW\nLXTt2lUlhsjLly/Rp08f2Nvbo2nTpmjTpg32799foj5wwf+ABT8/3rx5AysrK425k1+/fs2W1j08\nPNCtWzcMGDAAYWFhrE5sbCwaNWrEItYREb7++usy6dutW7egq6uLJk2a4KeffoIgCDh37hzmzZuH\n+fPno1mzZujVq1eRVxjq1q0LGxubMskMKAp9jx49Chzg3L9/H0SquQQ4/x0ePHgAKysrEOWmVW7Z\nsiXWrFmjZgOTlJTEvDxatWqFBQsWvJOtME7ZUN6CXxHggv8fFHwA6NKlCyQSCfORf5sffvgBdnZ2\nsLKygqGhIQwMDFSWxp89e4ZRo0axkKNlJfhA7v67kZERiIgFOMl76OrqokqVKkVygZoxYwa7piD7\nhKLw+vXrAm0LkpOTsWnTJpZKl8/w/7tkZmbi4sWLLGkSEWmM/vjmzRvMnDmTeW+sWrWqHHrLKQpc\n8Lng/2cFX0z2QvT/vPP58ezZM5ibm8PR0RFHjhxREb2wsDB2n4J82otCZmYmtmzZgnXr1uHRo0cY\nOnSoyn75p59+ir59+0IqlcLCwqJIhn2iX3zNmjVhYWFRppHtbt++jbFjx6JPnz4YNGgQS+jj5OSE\n9evXl9rwkFOxEQQBv/zyC2QyGaysrDTmdAByjUPFSJFjxox5z73kFBUu+Fzw/7OCDwD37t1DmzZt\noKOjg5s3bxZY9+zZszAxMQERYdq0aSrnoqKi4OHhAR0dHbx8+bLE/RFDAYsR9R49eoSoqCj0798f\nMTExSElJUZnpL168uMj3njRpEoio1LYG6enpCAwMZEGAdHR0YGlpCV1dXfTv3x9hYWE8+MpHguh7\nX7Vq1XzD6x45coRlhiQqu6RVnLKHCz4X/P+04AO5hmrVqlWDra0tNmzYgN69e6N///4arfSzs7Ph\n7e0NIsKjR49Uzvn7+4OIShRgJjExkQlohw4dcO3aNRgbG6NZs2ZqMf937dqFkSNHsuA8+bncJScn\nq7hFiVEGi7usr1AokJ2dDYVCgT179sDQ0BBEhFq1asHf3x9xcXEQBIG7YH1EZGZmwtfXF0SEOnXq\naPzss7KycOjQIRgZGaFq1aoIDAzEsmXL8l0F4JQ/XPC54P/nBR/ITRVqZmamMnueN2+exrozZsyA\nTCZTCzN7/PhxEBECAwOL3b5CoWAuhHFxcQCA2bNng4gwd+5ctfqCIKBXr14wNjZW+7KNj4+Hr68v\ntLW1UalSJXzzzTfIzs6Gn58fiIqX4UypVKrZD4hhdvly/ceJIAgs0mT//v01ZkcMDAxkMfZtbW1x\n4cKFcugpp7hwweeC/1EIPpA7e4+IiEB6ejr69esHqVSKixcvqtVzcXFB69at1co3bNgAIirxH83P\nP/8MIsLQoUNx+fJlNgDQZBcgxsEfOHCg2jlxoDBixAgWjjevfz0R5duHTp06wd7eHjY2NmjUqBGm\nTZvGvrjFY/r06UVOnsP5b6FUKtnvubu7e74ZJy0tLWFmZoYTJ07w35UPCC74XPA/GsHPS1JSEogI\ngwcPVikXBAF6enpwd3dX26detmxZgQFJisKECROYsGpra+Phw4dqdcSVhHr16qkkMhEEAaGhoez6\nffv2IScnB3v37sWYMWOwZ88ehIeH5xvLP699QOfOndG6dWvIZDLo6uri1KlTCAgIQJUqVeDg4MCz\non1kxMTEYPHixXBwcGCz9oJsQRwcHHiUxQ+QiiD4RIRJkyaxn/39/TFnzhwAuYF5WrduDRcXF9St\nW1clJfnly5fRtGlT1KlTB3Xq1MGmTZtU7hsYGAgnJyfUr18fzs7O+PrrrzUmA+OC/xEKvlKphJGR\nERo2bIjk5GSVc+Ls+m3L/vT0dLi4uMDMzIwty5ek3ePHj2P//v24fv26xjoBAQEq7k0KhQJr165l\n8QDEoEBfffVVsdsXfavF+P3Pnj2DtbU1atSogYsXLyI0NBQymQyVK1cuMEY/58NHEAQEBwejT58+\nLICOp6cn9u7dW6CnR3Z2NmxtbYuca4JTcagIgq+rqwt7e3v2HZpX8Dt16oSffvqJ1RXtpV69eoXq\n1avjxo0bAHLtslxdXXHixAkAwOnTp+Hq6ornz58DyI3Xv23bNo0RSLngf4SCD+SOCEUr9HXr1rFy\npVIJMzMzjcv6q1atAhHht99+e2f9Onv2LIgIP/74I2bOnAl9fX0QEZo0aYItW7YgPDwc8+bNU0sn\nWRS8vLxARLC3t2ej35CQEMjlcuZSdfr0abRt2xZEBDs7O/z+++9l/YicckQQBPz444+oW7cu8xYZ\nP358oWLw7NkzzJkzB9WqVQMRqeQn53wYlCi0brgCTxY9gSK8bFb9DAwMsGjRInzzzTcAVAXfyclJ\n40To22+/VbNNCgoKgoeHB4DcVLq//vprkdrngv+RCj4ABAcHw9bWFpaWlirlrq6ukEql8PPzU1kB\nOJR5684AACAASURBVHXq1DsPOBMTEwMiwoABAyDGK88bdU9cli9K/Py3EQSBDSimTJnCyhMSEjB8\n+HDmRXD58mUMGTIERIS9e/eWyXNxyg9BEBAeHo7BgwdDV1cXRARnZ2cEBASobBuJKJVKhIWF4d69\nezh16hS6d+8OqVQKiUQCLy8vHDt2jLtmfoAUO3lOuAIh8hAEy4IRIg8pE9E3MDBAYmIi7OzsoFAo\nVAR/+/btMDIygpeXF1asWMEmJd7e3iozfyB35dPU1BQAYGpqWuRtyPISfClxyp02bdpQs2bNKC4u\njqKjo1n5zp076bPPPqO1a9fSqFGjckdoRGRpaUlERE+ePHlnfbpw4QIREWVnZxMR0datW8nNzY2d\nb926NRER1a1blw4fPlyse0skEmrXrh0RET1+/JiVm5iY0Nq1a2n69Ol069Yt8vb2pufPn5NEIqGO\nHTuW6nk45U+/fv2oZcuWdPDgQbK0tCQHBwe6fv06DRo0iORyOaWkpNDr168pNjaWlixZQo6OjuTu\n7k716tWjLl260NWrV2natGn08OFDOn36NH3++eckkUjK+7E47xjFRQUJWQKRkkjIEkhxUVEm9zUy\nMqIBAwbQmjVrVMoHDx5M9+7dIx8fH7p48SK1aNGCMjMzi3Xv27dvU6NGjahmzZp04MCBMulvmfCu\nRxQlOT62GT6QG01OT08P7du3V7M4njdvHogI27dvB5C7N9SmTRvo6+u/s/0wcabdpk0b6Orqqs2k\nBEFgs3wDA4MSuc8V5KVw7949FlGvefPmJX4Ozvvn1q1bGDVqFLp3744BAwagb9++6NevH4gIvXr1\nYilI8/5OidnIxN8p+ncvf/v27di4cSMOHjyYr7U+58Oioszwgdww3nZ2dpg7dy6b4b9NgwYNcP36\ndcyaNUttSf/ChQsFLumPGTMGAQEBaves0Ev6RPSEiG4T0S2xU0RkRkTnieiff/81zedaLyK6T0QP\niGhGUdr7GAUfALZu3Qoiwvz581XKc3Jy4OzsDBMTE/Yl+eLFC1hYWKBhw4Yal0NLy549e1S+fDVZ\nS1+7dq1Uy+1JSUnQ09ODo6OjxqXZ6Oho7Nq1C7dv3y7R/Tnvl7t376JFixagf3Mq2NraQk9PD+bm\n5tDX18fXX3+ttuT55s0brFq1CvXq1QMRwdTUFNOnT68Qhl2cd0NF2cMXmTp1KqpXr84E//Tp0yzu\nyKtXr1ClShW8evUKL1++RPXq1fHHH38AyI1F4ubmhl9++QUAcPLkSbi6uqoEfRoyZMgHK/iV3ypb\nKgo4Ec0goiUarpMR0UMiciAiHSKKIKL6hbX3sQq+IAjo27cvJBKJmkGeOENKTU1lZadPn2a+8O+C\nCxcuYNKkSQgPL30O6vyoUaMGiAheXl548uTJO2uH8265e/cunJ2dQURYuXIlGyCKucQ1RcnbvXs3\n9PT02CpOQECAxlTRnP8WFWEwl1fwo6OjIZfLmeBPnDgRtWvXhrOzM5ydnVWCnIWEhMDNzQ116tRB\n7dq11eKX7NixAw0bNkS9evXwySefYNiwYRrDoH+Ign+fiKr++/+qRHRfw3WfENHZPD/PJKKZhbX3\nsQo+ANy4cYN9aeZl7ty5zA3OxcVFZfmzcePG5dTb0vPy5UuWaY+I1PxaORWXjIwM7N27F19//TWI\nclPYLl++PN/62dnZUCqVUCgUWLduHeRyucqMifNxUBEEv7yp6IL/+N/l/BtENPzfMkWe85K8P+cp\n70VEW/P83J+I1hbW3scs+NHR0TAwMEDLli1VlrlPnjzJ/JRdXV1RuXJlEBHGjRuH9PT099rH3377\nDW3btkX37t1x9uzZMrnnX3/9hTZt2kAmk2HYsGHMl5VTMUlJSWEBcsTjzp07KnXu3buH0aNHo0OH\nDvD19YWhoSHMzMyY+6Wrq+s7XT3iVEy44Jef4Gvla82nigeAFxKJxJKIzkskkr/yngQghlUtMRKJ\nZDgRDScisrW1Lc2tPmisrKyoX79+tHnzZkpKSiJjY2MiIurSpQulpaVRbGwsWVtbU3p6Omlra5OW\nVlE/wrJj4sSJFB4eTpaWlnTixAlq164dxcTEUIsWLahTp07UvXt30tHRKdY969SpQ4cOHSIvLy/a\nsmULNW7cmEaNGvWOnoBTWm7evEmPHj2ir7/+mhYsWEAJCQlUv359dj4+Pp6aNGlC6enpVLt2bfrt\nt9+oW7duJJPJSF9fn4YOHUpNmzYtxyfgcD4+iuSWB+DFv//GEtExImpGRDESiaQqEdG//8ZquPQF\nEVXP87PNv2Wa2tgMwA2Am4WFRdGf4D+Io6MjERH9+uuvKuVaWlpkbW1NRERyubxcxJ6IyNDQkORy\nOZ04cYIGDRpEUVFRZGxsTAcOHCAfHx8aPHhwie5buXJlOnjw4P/YO++wqI4ujL+7C9JFQEGliN3Y\nu2jEBthL7N0YNYpfEltiiyXNbiwpJrHF2HuMJooICragBjt2ERsqooIUabv7fn/AXlkp0pZdZH7P\ncx/Ye2fmnrsse2bOnAKFQoHZs2djyZIlBSy5oKBo0KABXF1d4ePjA3t7ey1lv3XrVlSsWBGvXr3C\nwYMHcf36dcTExGDLli3YuHEjVq5cKZR9MSd1QVs80euzv80EAMACgFW63/9Fquf9Ymg77S3KpK8R\ngDsAKuK1016tt92zOJv0ydS9UUtLS7Zv317fomRKaGgora2t2aRJE8bFxUnnHz9+TIVCwcqVK+dr\n/D///FPy9t66dWt+xRXoiOHDh9Pc3DxDuFz16tXp4uLCY8eO6UkygSFz584dqdx1cUOtVjMyMjJD\n2XPScEz6DgD2pCW4MAKwheRBmUz2H4AdMplsJIB7APoBgEwmK4/UffvOJJUymexTAL5I9dj/neSV\nfM5R3nlMTExQvnx5nDhxAgsXLsSkSZNgbGyceePMEo/oeAZZqVIlrF27Fn369IG9vT1mzpyJKVOm\n4KuvvoJKpcLnn3+er/F79uyJrl27ok2bNhg+fDjOnDmDadOmSQmHBIbBhQsX4OTkpLV9c+/ePdy4\ncQPLli2Du7u7HqUTGCpOTk54+PAhIiMj9S2KXjA1NYWTk5N+bq7rGUVejuK+widTwz8aNmxIAPz8\n888zb5Sq2hkAPwbgMAPgJ50rDPz8/KR895piOgAyFALKKw8ePJDy7ru4uHDRokUFMq6gYOjZsyfl\ncrlWoqgtW7YQgFRQRCAQ5AyI1LrFl1atWuHs2bMYO3YslixZAn9//0zbBcIPqcYTGQBF2uvCwdPT\nE76+vti8eTPef/99AMCHH36Ya4e9rHBycoKPjw8OHjyI+/fvY8qUKTh9+nSBjC3IPxUrVoRarcZ/\n//0nnXN3d0fJkiUxd+5cPUomEAgyQ0YDdJ5o3Lgxg4OD9S2GQRAeHg4nJyfY2Njg1q1bsLOze31R\nJkMgDiNV2cugiZBqAw+dm/Uz49WrVzA3N9fJ2MuWLcOkSZMgl8sxZcoU/O9//4Ozs/PbOwp0RlRU\nFBo2bAiVSoXz589Ln80uXbrgyJEjePXqlch1LxDkEJlMdpZk47e3zDtihW/gWFlZwc3NDVFRUejR\no4dUzOY16rSffON14aMrZQ+khgJGRESgbdu2WLBgAdq2bYuoqCid3U/wdmxsbLBz505ERERg2LBh\nUKtTP3uenp5ITEzEr7/+qmcJBQJBeoTCN3BKliyJoKAgbNq0CSdPnsTs2bO1rreBFwAVUhW+Ku21\n4aBUKjF06FDIZDJMmjQJgYGBIImAgACMHTsWMplM69i8eTNkMhn++eefDGPZ29vD398fAQEBuHv3\nLpycnNCjRw/s3LlTD08mAIDGjRtj6dKlOHDgABYtWgQAGD9+PDp37oyJEydCWOoEAgNC104CeTmE\n017mjBo1igDo4+Pz+qTGSS/9YUBERkZqZWN727Fx40YC4Jw5c7Id9+jRo/T29qajoyMBsGfPniJF\nq445cuQIR40axd27d2eodNevXz/K5XIpc96zZ8/o7OxMV1fXTHOJCwQCbVAITntiD78IkZCQgDJl\nyuD999+Hr6+vvsXJMYmJiThx4gROnz6NlJQU+Pr64tKlS2jfvj1at26Nhg0bwsTEBNWrV0epUqWQ\nlJQEExOTHI89adIkbNq0CSqVCv369UOHDh3Qu3fvrEMZBXnCy8tLch5dtWoVPv74Y+laWFgYKlWq\nhG+++UayQp0+fRru7u5Qq9X45JNPsHz58kz39F+9eoV//vkHpUqVQuvWrXP8txcI3iUKYw9fKPwi\nRqVKlWBiYoJr167pWxSD4ubNm5g5cyb8/f0RFRWFdu3aYdy4cWjbti1Kliypb/GKPK9evYKtrS3G\njBmDq1ev4vjx4zh16hTq168PAIiOjoaLiwuqVq2KoKAgKVLj/PnzWLx4MbZu3YqPP/4YQ4YMQZky\nZZCSkgIjIyOsXLkSGzZsQHR0NADAzc0Nx48f11sWSYFAXxSGwte7+T6zQ5j0s6Zjx440NzfXtxgG\ni1Kp5Ny5c2lhYUEANDU15e+//85Xr17pW7Qii0qlYq9evQiAvr6+fPr0KcuXL88qVapo1bffuXMn\nAXD8+PFa/ZVKJYcMGUKFQpFhC6dEiRIcOHAgDx06xP79+xOAKJwkKJbAUKrlFfYhFH7WjB07lgAy\nTc0oeE1SUhIDAgJYo0YNAmDlypWlGu2C3HHmzBkCYP/+/aUkOzt27JB8LtIzbtw4AuC0adN49+5d\nrWtRUVHcs2cPf/rpJ65du5Y//fQTnz59SpK8cuUKa9SowQoVKhTLlKsCgVD4ggzMnTuXAGhra8tD\nhw5pZTkTZOTVq1fctGkTjY2N2b17d6FM8sB3331HmUzGiIgI6dzatWsJgBcvXtRqm5SUJGVHtLGx\n4Y8//vjWzIt37tyRVvwrVqzQyTMIBIaOUPiCDCQlJXHHjh0sXbo0AbB58+a8fPlywSoyA/f8zwvL\nly8nAMpkMnbu3JkBAQH6FqlI8N9//9HCwoJv/k/269eP5cqVy/JzFxwczOrVqxMA69evz1WrVmVY\n8WtITk5mlSpVCIAxMTEF/gwCQVFAKHxBljx//pwLFiyQctiXK1eOw4YNy3+FMj3n59cVarWaI0eO\nZLNmzejg4ECFQsF+/foxPDxc36IZNB988AFLlCjBkydPSueUSiVtbGw4fPjwt/Zft24dy5cvL63g\nq1WrRl9f3wztZsyYIfbvBcUaofAFb+X+/ftcs2YN+/XrRysrKxoZGXHMmDG8f/9+3gaUlP2RdIdf\nkVf46QkPD+eoUaNobGzMZs2a8caNG8LUnwnJycm0srLi6NGjtc7/+++/BMBt27blaBy1Ws2QkBAu\nW7aMlStXprW1NUNDQzOMqZmEib+FoDgiFL4gVzx58kTypvbw8MjbIEDayv4IAxCQ9vNwkVP4arWa\nFy5cyNZRb/PmzZTJZATAChUqcNOmTYUooWETGhrKnj17EgD//PNPrWtz5swhAD5+/DjX4965c4eW\nlpasVq0aExIStK5NnjyZAKTkPQJBcaIwFL5IrfsO4eDggN27d6Np06a4fv16zjpt3gy4ugJyeepP\nAIaUnz8vbN++HY0aNUL9+vXh4eGBxMTETNsNGjQIt2/fxooVK2BtbY0hQ4agXr16uHnzZiFLbHgM\nHDgQe/bswdixY9GlSxetaw0aNAAAeHt757p6YcWKFREXF4ebN29mSLvr4OAAAHB0dMyH5AKBIEt0\nPaPIyyFW+Plj0KBBBPD22PNNm0hzc0ajJu9iEKNRk0V9D9/f358A6OzszB49ehAAx44d+9Z+MTEx\n/P7772ltbc06deoU67j9iIgIAmCLFi0YHx+faZtZs2bRyMiIMpmMhw4dyvHYDx8+JAB6e3tnMN17\neXnxvffey5fsAkFRBcKkL8gLU6dOJQAeP348+4YVKjAaNXkUPgyAP4/CR0vpFzUv/efPn9PCwoLm\n5ua8d+8eSbJhw4YEQH9//xyN4ePjQwAcNGgQX7x4oUtxDZa7d+/SyspKSowzd+7cTNs9e/aMtWrV\nYpkyZXKcL18Tznfp0iWt8/Hx8TQxMeGECRPyLb9AUBQpDIUvTPrvIJMnT4azszPc3d3Rtm1bPH78\nOPOG9+8jGvWhhjEABdQwQjTqAzJZRpVfBPDz80N8fDz27t0LFxcXXL58GdeuXYNCoUC5cuVyNEbH\njh3x5ZdfYsuWLShbtiz279+vY6kNjwoVKiAiIgK+vr7w9PTEjBkzcPjw4Qzt7OzsMG/ePERGRko5\n9t/GwYMHUb58edSuXVvr/LFjx5CUlAQvL8Oq9igQvEsIhf8OYmdnh3///RezZs3C0aNH4ejoiCZN\nmuCPP/7QbujiglK4ADlSACghhxKlcAFwcdGH2PnmwYMHAIC9e/di2LBhqFu3LtRqNfbt24eaNWvm\neJw5c+bg5MmTSE5Oxrp163QlrsGSmJiIqKgotG/fHr/99hsA4MiRI5m2rVixIgDkSOErlUr4+/uj\nQ4cOGYroyOWpX0XHjh3Lj+gCgSA7dG1CyMshTPoFx/nz5/n111+zZs2aBEB3d3eePXs29WJme/jm\n5qnniyAvX75k1apVpZjvJk2a8NmzZ3kez8XFha6ursVqP3/BggW0tbWV0hEPGzZMej9HjBiRaR+N\nd/3evXu1zickJHD48OGsWbMmx4wZI7XLLJxPqVTS2dmZZcqU0clzCQSGDsQevqCgiI+P58yZM1m6\ndGk6OjoyMDCQKpUqVblXqEDKZKk/i6iy1/DgwQMePnxYK1FMXtHs53/66acFIJnhc+/ePWmiNH/+\nfHbt2lUqQgSAkydPzrRfeHg4AXD+/PnSObVaLeXVr1OnjuQTACBDqOTTp0+lTHsDBw7U6TMKBIaK\nUPiCAic4OFj6Eh88eLBIcvIWqlatSjc3N32LUSisWbOGAF5bgJiayvn06dOMjIzMst+mTZsIgGfO\nnJHOHT16lADo5ubGlJQUJicnc9asWfT29s7Qf9WqVVIe/eTk5IJ9KIGgiFAYCl8UnS5mNGrUCPfv\n38ecOXOwbNkyPHnyBD169EDPnj3h5OSkb/EMiri4ONy5cwceHh76FqVQWL9+PQDg6tWraNiwIQCg\nRIkSaNq0abb9fH19YWdnh0aNGknn/vnnHwDAiBEjpNr23377bab9fXx84OTkhLFjx2bY2xcIBAWH\ncNorhtja2uL777/H9OnTERYWhnHjxqFevXq4f/++vkUzKMzMzGBqalosEvGkpKTg4sWLaN68OXr1\n6pWrvkFBQbCyssLdu3elc35+fpDL5W+dLPzyyy/Ys2cPOnfuLJS9QKBjhMIvpsjlcsybNw+hoaE4\nffo0UlJSMGDAAKSkpOhbNINBoVDA0dERYWFhUCqV+hZHp4SEhCAmJgZBQUG4cuVKrvoOHjwYd+/e\nReXKlVG5cmX0798fFy5cwJw5c1CvXr1M+7x48QLLli3DuHHjUKNGDcybN68gHkMgEGSDUPgCNG3a\nFKtXr0ZQUBBmzJihb3EKnNTtsbwxe/ZshIWFoWLFivD29saePXsQHR1dgNIZBqVKlULZsmUBAC1a\ntMCLFy9y3Pfrr7/G9evX8eOPP6JWrVrw8fFBvXr1MGzYsEzbv3jxAtWrV8ekSZPQtGlTbN++HXZ2\ndgXyHAKBIBt07SSQl0M47ekHb29vAuDChQuzddIqSty5c0fyDp8wYQLbt29PV1dXhoWF5XiMTZs2\nsVu3brS0tCQAyuVyurm5cfbs2Tx+/HiRdjQ7deoUe/XqRYVCIb1PeMNxL7dk5wjq4+PDsmXLEgC3\nb9+e53sIBO8aEF76gsIkISGBbm5uBMDy5cszIiJC3yLlm4SEBC1FVqpUKQJg06ZNmZSUlKuxkpOT\neezYMc6cOZPNmjWjXC4nAFpZWXHq1KlFLuLhwYMHNDY2pqmpKadMmcLr168zKCgoV5Oh9Fy/fp3b\ntm3L9n3o3bu35JEvEAheUxgKX8Z8mDt1RePGjflmJS1B4UAS/v7+6NatG5o3b45t27ZJVcyKIi9f\nvkTjxo1x+/ZtPHnyBKVLl8Zff/2FPn36YPLkyVi0aFGex46KisLhw4exYcMG/P3331izZg1GjhyZ\n4/4qlQoKhSLX942IiICNjQ1u376N//77D46Ojvjnn3+gVCrh6ekJOzs77NmzByVLlsT9+/dx/Phx\nODs7IzIyEo6OjoiKikKZMmVw6NAhKJVKBAYGolWrVjm6t1KpxMmTJ+Ho6IiIiAhUr14dpUuXRlJS\nEkxNTQEAGzZswNChQ7X6xcfHY//+/Zg/fz4uX76M6OhoWFpa5vrZBYJ3FZlMdpZkY53eRNczirwc\nYoWvfzSx0TKZjL/99pu+xckz169fl1b36Z+jTp06BMDQ0NB830OpVNLDw4MymYx9+vThypUrM6yS\n1Wo1b926xaSkJB4+fJh9+vShkZERq1WrxgkTJnDfvn18+fIlVSoVU1JSMtxj7ty5bNSokWSBedME\nb2RkRFNTU+m1TCYjAJqbm9PLy4vVqlVjq1at6OrqyiZNmrB8+fL87LPPeOXKlUyfKTo6mpGRkXz+\n/DljY2P54MEDfvXVVyxfvrzWfWUyGRs1asSdO3fyxx9/ZMWKFXnixAlpnJSUFH7xxRc0MTGR+rRr\n1y7f77lA8K4BscIX6JMLFy5g4sSJ+Pfff/Hvv/9qxVkXJXbt2oW+ffvCw8NDyvk+evRorF69GqVK\nlcL58+fh6uqar3tERkbiyy+/hI+PD8LDwwEAVapUQfv27VGuXDls3rwZ169fl9rb2tqiV69eOHbs\nmBT2p1AoYGVlhfj4eAwZMgS///671L5SpUoICwtDzZo10bNnT8TGxsLR0RFt27bFvXv30LZtW1hZ\nWSEoKAj3799Ht27doFQqYWpqmquVdHx8PObMmYMFCxZI5+RyOdRqNWQyGTp06IAhQ4YgOjoa5ubm\n+O2333DmzBkAqdaUkiVLao0XHR0NGxsbAMCWLVtgZWWFWrVqSTn4BQJBKmKFL9A7z549o7OzM11c\nXPj3339TqVTqW6RcExkZSQD8/PPPtc5fvHiRJUuWpLm5Ob29vTNdWecWtVrNq1evcvny5ezSpYuU\n1bBp06ZcvHgxJ02axPXr1zMhIYFkaknfv//+m35+fpw+fTr79+8vrYSXL1/O8+fPU6VS8bPPPpPy\n2V+/fj3fcmbFhg0bpPs7ODhw2rRpnDJlCmfOnClZQ549e5ZhtW9pacmkpCQGBASwW7duXLhwoST7\n6tWrJWfHb7/9li9fvtSZ/AJBUQXCaU9gCPz7778sWbIkAbBTp04MCgrSt0i5IjExkQDYrVu3DNdO\nnz7NPn36EABLly7NoUOHcuPGjXz8+HGB3DspKYn379/PVZ9FixZpmc3LlSvHI0eOSJOBkSNH5kum\n4OBgjho1io0aNeLkyZMZFxcnXTt48CABsFevXplOgFQqFdu0aUMA7NChA//8808ePXqUZ8+e5T//\n/ENHR0ct2cuUKcOBAwdy2bJl9PDwIABaW1tz586dxaookUDwNoTCFxgMCQkJnDFjBo2MjAiAf/75\np75FyjHjx48nAM6aNSvT62q1mtu3b+eAAQNYunRprWp7t27dKmRpU+U5c+YMw8LCuG7dOjo7O9Pe\n3p4rV66kTCZjmzZtMvRRKpUMCwvL4CH/6tUr/vHHH3Rzc6ONjY1UTdDc3JxNmzYlAFapUoVTp07l\n4cOH+fjxY5YqVYpVqlTRGufp06dcsGABK1asKIU4zp8/n0OHDuWaNWukVbydnR137tzJ8PBwrl+/\nnkOGDGGpUqVobm7OEydO8NChQ9KkwMTEhIMHDy4Qy4pAUNQRCl9gcLx48YKNGjWitbU1Dx48aPBf\n1n/88YfkKJaTMDyVSsVz585xzpw5NDMzo0wm44ABAxgTE1MI0mbO+fPn6eLiIk1EvLy8MrTZtWuX\ndH3w4MFcuXIlJ02apLXa7t27N1u3bs0ff/yRUVFRJMnNmzfT3d1dmshpjpkzZ5JMrbI4bNgwGhsb\nEwBbt27NrVu38ptvvpGcBTV9rKysMi1HHB4ezjJlykiTizp16tDBwYEjRowgAM6YMUO3b6BAUAQQ\nCl9gkNy5c4d2dnYEwJYtWzI4ODi11K4+ADI/0vjxxx8JgF9//XWuh7569SpHjx5NADQ2NubixYuZ\nmJhYkNLnGLVazR9//JHdunXj5cuXM1y/efNmhlwDmR1r167NdPyYmBju27ePc+bM4blz56Tz69at\nIwAOHTqUV65coa+vL1u3bk0ArFatGpVKJS9fvsx169bx7t27Wcr/4MED/vDDD+zatasUYbBw4UJW\nqlSJzZo1y/8bJBAUcYTCFxgs0dHRnD9/vpR8pnTp0uzfvz+PHz9eeEKkKfcAHGIADqcdflpKX6VS\nsUOHDjQxMeH58+fzdJvAwEC2bNlSMoXXq1eP5cuXZ79+/bhgwQJOnDiR27Zt02t2wufPn0tK3d7e\nngBoZmbGefPmMTQ0VLJ0fPvtt7kad+/evVoTplq1akljv1nXPqeo1Wr27dtXknfy5Ml5GkcgeJco\nDIUvwvIE+eLJkyfw9/eHn58f9u3bB6VSicOHD7+1SlqBIJMhEIeADFWeVWgDr1S1j9SQufr168PC\nwgLBwcEZQsdyQnJyMnx9fXHo0CGcPXsWZcuWxenTp/Ho0aN04sjQsGFDtG/fHu3bt4eDgwMSEhJQ\nv359yOW6L1uhqTbXtWtXeHt7o2PHjlAoFEhOTka7du1w8uRJnD59Old/G5KoU6cOVCoVrl27hiZN\nmuDSpUu4e/cuypUrl2dZ4+LisHz5cpw+fRrff/89qlevnuexBIJ3ARGWJyhSPHjwQDL1f/jhhwV/\ng0xM96mr+iMMQEDacYQBOCyt8DUcO3aMcrmc1tbWHDhwIPfu3ZtvcdRqNe/evcukpCQGBQXxm2++\nYcuWLTPsh9vZ2XHYsGE69wMICgrKYFa/e/cuP/zwQwLg+PHjc53+9/r16zQyMuLw4cOpVqvZ0++C\nKwAAIABJREFUtGlT1q1btyDFFggEFCt8fYshyAMPHz6Es7Mz6tSpg0uXLhXcwGmr10D4IbXIoxpt\n4JWjFb6GQ4cOYePGjfDx8cHz588xaNAgdOvWDZ6enihdunSBiRoTE4OjR4/i3r17sLKygp+fHzZv\n3ozSpUujS5cuaN++PTw9PWFvb19g90yPSqXCwYMH8dtvv2H//v2QyWTo27cv1q9fDxMTk1yNVaNG\nDdy4cQNbt27FrFmzcPv2bcyePRvffPONTmQXCIorYoUvKJJMmzaNADhgwIB8VV3TAmAA/NJW8JrD\nj2/bw8+MhIQEDh8+XHJu06SHnTZtGgMCAnRSBGf//v3s27cvbW1tpZC0gICAAr8PSY4dO5YAWLZs\nWc6cOZP37t3LVf/k5GROmjRJCsFbvnw5jx49SgCsW7durosOCYomUVFRPHv2rMFH4rwrQDjtCYoi\nycnJHDVqFM3MzGhubs7x48dLYWB5JoP5Pp3pPhsv/exQKpU8deoUv/vuO63QtEGDBjEoKEgnX3Sa\ne1apUoVly5blkydPCvwerq6u+XKG27FjB4HUiomlS5fmnj17WLduXQLgrl27ClhagaGQPgPizJkz\naWZmJjmBvivlsg0ZofAFRZobN25I+9j+/v75GyybFX5BERMTwzFjxkiFZ6ytrdm7d2/evn27wO6h\n4dKlSzQ1NaWHh0eBpys+efIkGzduTADZhsplxYgRI1iqVCmmpKTw8ePHdHR0pLm5OX/++eciVwJY\n8HaUSiU7duxIAKxcuTL79etHAHR3d2fZsmUJQKRDLgSEwhcUWfz8/KRc6zVr1mR8fHz+BpSc9Pxy\nbLrPK5GRkdy+fTtHjhxJMzMzWllZ0dvbu8BN2ZrsdN98802BjkummvUtLCzyJLOzszM9PDxIkj16\n9CAAbt68uaBFFBgAV65cYdeuXaX/065du9LKyor169dneHg4a9euzVatWulbzGKBUPiCIkvr1q1Z\nqlQp/vXXXwW3gs2j6T4/BAcHs3fv3kRaOlky1Tu/IBLwqNVqDh06lHK5nIcPH86+cS6ePTo6mra2\ntuzevXue5KpVqxadnZ2ZmJhIc3Nzjho1Kk/jCAyTpKQkbt26la1atdKKJvH29iZJyYrj7e1NAFy0\naJE+xS02CIUvMAgePXrEpk2b0s7Ojr179+Zvv/3G8+fP08fHJ8MedGRkJOfPn08AnDp1qp4kLng+\n/fRTAqlFZRo2bEiZTMbmzZvnO9d+bGwsa9SoQQcHh6wL9uTSulGuXDkC4EcffZQny0rdunXZpk0b\nxsbGEgB79uyZ6zEEhsOzZ8946dIlhoaGctq0aVJipooVK3LhwoV8+vQpHz58yNjYWKnPq1evaGJi\nwg4dOjA5OVmP0hcfhMIXGARz586VlJ2Tk1OGdK1Vq1ZlqVKlWKdOHZYoUYJAas71hw8f6lv0AiMx\nMZEjR46knZ0d69Spw3HjxtHS0pL169eXSt3mlcuXL9PMzIzt2rXL3BqSC/8FtVqt9bcpUaIE27Vr\nx/nz5/PmzZtSu+fPn2c6wXj06BEBcP78+VSr1bS1tWW/fv3y9XwC/aFUKvn+++9Lnwe5XM7u3bvT\nx8cny3TYKpWKbdu2JQAePHiwkCUuvgiFLzAI2rVrR0dHR5KpCuXatWtcvXo1//rrL86bN48dOnRg\nv3792KpVK37yyScMCQnRs8SFw99//52ndLWZ8fvvvxMAv/rqq4wXs4tQyITbt28zIiKCBw8e5Oef\nfy552GtC9Vq1aiUVw/H09NQqU6vJnX/+/HmpuI3G1CsoWly7do0VKlSQnPEWLVqUo1LNU6dOJQCO\nHj1aOGkWIkLhCwwCzRfAF198wTt37uhbHIMhKSlJUprpzaF5Qa1Wc9iwYQTAZs2aaecvKIAIhRs3\nbrBly5bs1KkTa9asyU8//VT6u37wwQc8cuQIY2JiuHTpUgLgsWPH+OWXXxIAO3funK9nE+iHiRMn\nEgC3b9+eaYhpSkoKnz17xpSUFMbGxjIpKUlyJG3RokX+HW0FuUIofIFBkJSUxC5duhAAbWxsuGTJ\nkszTxOrBqU7fdOrUSUqfu2/fvnztd8bHx/Obb75hmTJl6OLi8ro4jQ4jFKZPny6t/tOnBPbz82N4\neDiB1Kp2gqJHo0aNWLVq1UyvPXr0SMrXYGJiQrlcTgsLC8ka8C5txxUVCkPhi9S6ghxz/vx5DBs2\nDCEhIahXrx7c3NxQoUIFTJ8+PcvUtwAypLh9l0hJScGhQ4cwYsQIPH36FO7u7jh8+DCMjY3zPOZ/\n//2H999/Hx07dsTevXtTi+Kkvb9aFMD7qlQqsWHDBpQqVQpnzpxBTEwMbGxs8N1332HDhg346KOP\nEBwcjEaNGuX7XoLCpVevXti7dy+SkpJgZKSdfnrNmjX4+OOP0b9/f1haWqJ06dJ4/Pgx+vfvjw4d\nOkChUOhJ6uKLSK0rMEjWr19PFxcXaTW4adOmdCtQ3SXGMWRiYmK4ZMmSfGW4S88PP/xAABw+fDgv\nX75cABLmnoMHDxIAbW1t+eOPP1KlUuU/Y6Kg0GjdujVr1aqV6bWQkBCamJjQ09OzwBM/CfIGhElf\nYKio1WrGx8ezZcuWtLCwoDqXjmXvKprYZT8/v3yNo1arOWrUKMpkMpqYmPDChQsFJGHu2L17N93c\n3CTTLwDWrl2bEydO5IEDB0TIlgHj5uZGa2trRkREZHp9zZo1Okv8JMg9haHwdV+kW/BOIpPJYG5u\njq1bt8LU1DTtrDrtJ994XXyYNWsWACAgICBf48hkMqxevRphYWGws7ND3759ERsbWxAi5opevXrB\n19cXtra2SEpKwvjx4xEdHY1ly5ahc+fOmDdvXqHLJMgZv/76KxITEzFy5MhMr48YMQLVqlXD9u3b\nC1kygb4QCl+QL5ycnLBx40YQQGt4AVAhVeGrXu/hFyNKliwJW1tbzJ8/Hx07dsQvv/wClUqV5/Eq\nVKiArVu3IjQ0FO7u7li/fn0BSpszAgMD8eLFCwDAhQsX8PDhQ+la9erVC10eQc6oX78+3N3dERgY\nmOl1mUwGFxcX3L59GykpKYUrnEA/6NqEkJdDmPSLHtOmTaMKoLqYeelnxqVLlzh+/HhWq1aNANim\nTRseOHAgX2OuW7dOKldb2HntP/vsMwKQYro1x9atW0WctgGjVCqlv9WjR48yXA8NDWXJkiWlQkkC\n/QKxhy8oKqSkpLBatWq0tLTUtyiv0XOYoFqt5rfffksHBwfKZDIOGDAgX6l4U1JSJJ+J69evF6Ck\n2bNixYoM2RUBaCXsERgep0+fJgCOHz8+w8QsJiaGTZo0IYB8T0YFBUNhKHxh0hcUCEZGRqhevTri\n4uLg4eGBhISELNueOnUK7du3x4kTJ3QnkBQmeACBOIxAHNA6XxjIZDLMmjUL165dw/Dhw7F37140\nbtwYn332GZKSknI9npGREbZt2wYzMzM0bNgQH3/8MZKTk3UguTbe3t4YOHAgmjRpgitXrsDDwwMA\nEBUVpfN7C/KOr68vZDIZZsyYkRramY7Vq1fjv//+w3fffYdOnTrpSUJBoaPrGUVeDrHCL5o8fPiQ\nM2fOlNJyZgXSVoizZs3SnTAAA3DgjTDBA4W+yk9PcHAwu3fvTgB0cXHhJ598wr179+a61vjZs2fZ\nv39/AmCZMmW4YsUKHUmcOVeuXKG5uTlbt24tTMEGjJubG7P6Lu3YsSOdnJwKWSJBdkCY9AVFkTFj\nxhAAz507l+HavXv3tMzC7dq1K5BSsxkw4DDBLVu2sHPnzjQ3NycAWllZcdu2bbk2kWtC5mQyGf39\n/XUkbeasX7+eADhjxoxCva8glZSUFPr6+vL48ePcsWMHvb29OX/+fI4fP57ff/+9VPp29uzZmfbv\n2rUrZTKZSJ9rQAiFLyiS/PHHHwTA/fv3Z7imydW9f/9+zpo1iwDo5eXFXbt28cWLFwUnhAErfA2J\niYn08/OTnOFMTU05YMAAJiUl5XiMuLg4vvfeezQ3N6e3t3fBvodvQVNcJ785BwS548qVKxmqVioU\nCq3XlSpV4sKFCzOt5Hjx4kUaGRmxbNmyWVbMK0hmzJjBLl26cMeOHTq/V1FGKHxBkSQkJIQAuHjx\n4gzXtm7dKnl4k6mldy0tLQmAZmZm/OOPPwpm1WGAJv2siI+P54EDB/jxxx8TAPv27cvg4OAcfxnf\nvHmTvXr1IgC2b98+y0QrBU1MTAwB8H//+1+h3K+4o1Kp6Ovry5o1axIAt2zZwh07dvDAgQNMSUnh\n/fv3mZyczNu3b2f72Zk0aRIBaBdo0qHMMplMmogIB8GsEQpfUCQJDw+nsbExvby8tLyD1Wq1VKr1\n5MmT0vnk5GQGBgayatWqBMBq1aoxOjo6f0JIBWcOpK30D0jnDJlp06ZJX44ODg48cOBAjkPffvrp\nJwKpNc/Xrl2rY0lTzcq2trZ87733Ml1JCvJHfHy8lrWnX79+kt/Gr7/+mudxa9WqRU9Pz4IQMUd4\neXlJn2lbW1veu3ev0O5dlBAKX1BkWbZsGQFw1apVWudr1KhBZKF0ExISuGnTJioUCvbp0yf/Md5F\ntHrfkydPuGnTJjo7OxMAGzRokGPHvrNnz7Jly5Y0MjLi+PHj+eDBA53Kum/fPgLg2LFjdXqf4oJa\nreapU6f44Ycf0tTUlObm5uzUqRO//vpryfqTH5+XBw8eZGl90xVPnjxhuXLlJKXfrFmzXG1bFReE\nwhcUWRITEwmAI0eOlM6p1Wo6OzuzZ8+e2fZduHAhAXDNmjW6FtOgiYyM5JIlS6hQKOjm5sY9e/bk\nqN/Tp0/ZuXNnymQyli9fnt99951Ov2C/+OILAuC2bdt0do93nbi4OK5atYoNGjQgAFpaWnLkyJH8\n5JNPWL16dUlZHj9+XKvf06dPc/W3Xbt2LQHw4sWLBf0I2XL06FEqFArK5XIpN4BAG6HwBUUWtVrN\nGjVq0N7enk+ePCGZagI2Nzdn48aNs91j1GQIGzhw4Fvvk5SUxK1bt9LT05Pt27fn4sWLefPmzQJ7\nDkPgt99+o62trfSe7Nixg8+fP39rv6NHj7JZs2YEwM8//1xn8iUnJ7NFixY0NjbmqFGjGB4errN7\nvWuEhITw008/ZcmSJQmAdevW5S+//MKYmBitdvfu3eORI0cy9NdMBN5snxlKpZJt27ZluXLl9JIh\nUTOR1+zp79y5s9BlMGSEwhcUaS5dukRTU1OtEpyrVq0iAH733XfZ9q1RowYdHBwYGRmZesLMjOlN\n8yozM3755Ze0t7eX0r5qtguMjY25aNEi3rhxg7du3XonFFBSUhJHjhwpKQaZTMa2bdvy8ePHb+37\nv//9jwC4d+9encn38OFD9u3blwqFgs2bNxdV9LJBM0l1d3cnAJYoUYKDBw/miRMncq2IhwwZIin9\nt/ltTJ06Va+ra5VKxW7dukmfXysrq3ducp4fhMIXFHk0Tmia1YlarebAgQMJgJ06dcqy1vu5c+dY\nokQJdurUiao0ZX8aaxgAf57GGqoBvgTYrVs3+vj4SBaDmzdvSmbR9EfPnj1fTx6KMCkpKTx58iS/\n/PJLGhkZUaFQcNy4cUxOTua1a9cyrW2emJjIhg0bSu95TiYJeWX79u06tygUVcLCwjh9+nRpkqoJ\nnXv69Gmex/zqq6+0Puc3btzItN2GDRsIgO7u7npNlvTixQu6urpK8tatW1ekaE5DKHxBkUcTdw+A\nAQEBJEmVmRnVgHTEy2SMjY3N0FeTw10tKfvXIXYapZ9ZTnm1Ws1bt27xl19+4ZIlS6RwN7lcnsGJ\nsCgTHBzMAQMGaH3hly5dmnv37s2wUgwPD+eECRNobGzMtm3bZjoxKCg0FoWlS5cyKipKZ/cpKhw4\ncIBdunShTCajXC5n9+7dtSapWbF161bOmTMny3YJCQk0NjZm1apVpQyXDx8+zNAuKCiIpqamdHJy\nKrSQzez477//WKJECcm0P2LECH2LZBAIhS8o8qjVagYFBbFKlSosWbIkExSKdAr89Wo9BuCCBQsy\n9O3bty/VAAPg/0YSHX+q01YIWSkvtVrNwYMHaylEIyMjfv755/Tz88u/I5sBRAEolUoOGTKEXbt2\n5Q8//CCtnmrXrs2QkJAMin/dunUEwJ9//llnMiUmJtLNzY0A2LhxY53dpyiwZcsWaSI2c+bMLEPS\nQkNDuWrVKh48eJDr16/nkiVLpM9stWrVMnWIVKvVtLGxYYUKFaSQ1sxWy927d6epqSnPnDlT4M+X\nVzSTeY0T37p16/Qtkt4RCl/wznD16lV6eHhku1oHwDlz5miZOKOjo7Pt8xLI0oHtxo0bBFLL075Z\n2vXNCIJcI8X5+6XF+fvlSOn7+/uzT58+nDhxIgcNGsSFCxfy/PnzVKlUud6/ff78eQbLyPPnz/nD\nDz+wRIkSBMCPP/5Ya9zo6OjMw+jkcu2Ji1yeK1neRBOl0aNHD5KpyunSpUvFxnyrVqulFNN2dnZZ\n5im4f/8+O3bsqJWcRnPY2dlx8eLFrFmzJo2NjXnq1KkM/evVqye1t7KyylAGNykpiZaWlhwzZoxO\nnjOvqNVqyTolk8loZmbGS5cu6VssvWJQCh+AAsB5AP+kva4HIAjAZQB/AyiZRb+7aW0u5PSBhMJ/\nd8luta7J/21vb69lmkwxMdGyCgTgoJZ1gECqU98baLYTgoKC+OTJE86bN49t27alQqGgq6srQ0JC\n8v4gkrJPn8nP760Kv3HjxtLKRuOAp/lyt7S0ZMWKFTl69Gju3LmTx44d46FDhzLNPLh//36pb2YT\nhbCwMK3MfadPnyaZ6jjVuHFjlipVinfu3EltnKbsT2A7A3CYJ7A930q/T58+BEATExNOnTqVtWrV\nkuT18vLiokWLdJ4jQJ9osk26u7szLCws0zavXr2SHPe++uornjt3jnv37uWpU6e4Y8cOKbrl+fPn\nrFChAitUqJBhcvvgwQP+/vvv9PHxyTRXw5kzZwiAy5YtK/BnzC8xMTFaIYfVqlXLdSGpdwlDU/iT\nAGxJp/D/A9A67fcRAL7Lot9dAKVzI5RQ+O8uWa3WCVClUvHIkSO0sLBg2bJlOWvWLGn/MtHIKNO+\nATgsKf7kEiW0VlJHjhzRWmUWKMhbrv6hQ4dSE0alVqsZHh7O9evXc8iQIRwwYAC7d++uNREAUjPu\n+fj4MCkpiWq1mitXrpRMuOPGjdMaPyYmhmfPnmVKSgqVSiW9vb1pbm7OkiVL8tatWyRTzcfW1tZs\n0qRJ6raGpOxfv6+S0s+Gv/76S4rCGD58OJVKJe/du8eUlBQePHiQZcqUoZWVldazfPLJJ1Jq2M6d\nO+fvb2DAREREEMi6amR6C8DUqVPfOt6ZM2dobGzMrl275ir/fXR0NJ2cnFipUiWD9KcICQmhubm5\nZOHo16+fXkIGDQGDUfgAnAAcBtAuncJ/CUCW9rszgKtZ9BUKXyChcdh7cw8/0cgo1Xs4nTOfGqAq\nTemo1eosrAPaJn41wJQSJdi/f38aGRnpzikojyt8TZW5OXPmZNkmOTmZJ0+e5MaNG7lt2zba2NgQ\nAC0sLDJMBgBoxWdrYp0BMC4ujiR59+5d2tjYsEaNGty9ezejoqL4559/vpYjj5MXzYQqvcMgkFoT\nQZMkKCUlhc+fP2d8fLxU2EezrTBt2rQcvdVFkfDwcALglClTMr3u4+NDALS2ts7xmJrUyVOmTMlR\n3L2GkydP0sjIiD179jRIZar5n9Ao/Z9++knfIukFQ1L4uwA0AtAmncL/F8AHfL36j82ib1iaOf8s\ngNHZ3GM0gGAAwS4uLrp4PwWGwhte+i/TFIYqk31xLaWf6Qr/9bbAm06AEyZMyDJMKd/kcQ9frVZz\n0KBBBMDmzZvz/Pnzb71VdHQ09+zZw//973+sXLkyy5cvz/j4eC5atIgAuHLlSqmtRpHjDd+GAwcO\naMXwW1tbE0gLn8vjCp8k58+fL/kLaI5KlSrRwsKCy5cvz9REqymR3KdPn7eOX1Q5ceKE9H5s3Lgx\nw/WoqCiamJiwQoUKOR5TrVazd+/e0ri5MX9rnAA3b96c4z6FSfpIGmNjY2kLqjhhEAofQFcAv6T9\nnl7h1wBwKE2RfwXgeRb9HdN+2gO4CKDV2+4pVvjFg6CgIE6aNEnaa1dnsWrWKP3ENzz8tdtlXO3r\nHI2CT3/kgLi4OH799de0s7NjxYoVc21q1azSYmJiWLVqVVpZWXHcuHGMjo6WSg4DYM2aNbVWdMnJ\nyTx27BiHDh1KExMTduzYMdVXIp97+PHx8Tx48CDt7OwIgN7e3nRwcCCQdYKl4cOHEwBDQ0Nz9exF\niTNnzrBJkyY0MzPL1F+hY8eOdHV1zbL/kydPeP78ea0olOPHjxNIdUTNzWpdM8maPn167h6ikHj1\n6hXr168vfXZdXFxylE3yXcJQFP58AA/TTPNPALwCsOmNNtUAnMnBWF8D+OJt7YTCL17s3bs3ncJ/\n07T8WukjzRqgsQy8Vvxv9vHPsfLNMXlU7tkRFBREIyMj1qhRI8/Vz65evcouXboQSM022LdvX1au\nXFn64swqyUqGkMQC8NK/evUqzczMCEByTty/f3+mbRcsWEAALFWqFK9cuZLrexUVNGb4N3PX//rr\nr9Lk6E1UKhVHjx4tbUnZ2dmxd+/eXLx4seTZ3qRJk1xlM0xKSqKxsTE/+OCDfD+Trrh16xZLliwp\nmfa7dOmSK3+Foo5BKHytxtorfPu0n3IAGwCMyKS9BQCrdL//C6Dj2+4jFH7xYsqUKVko/Nf7yWqA\nV69epa+vLy9cuMB4mewNxZ/RCbDAlH4ezfc5YcuWLVJK4DZt2jAwMDBP4+zevZvt2rWTzOslSpSg\nu7t7odQ8T09QUJCWeT8r7/CkpCTu3LmTpUuXprOzM5csWcLLly9LjozffvstJ0yYwMmTJ7NKlSps\n06YN165dy3PnzvHOnTu8ceMGb9y4wYkTJ7J58+bs27cv27Vrx9mzZ/PkyZMGs1c9cOBA2tvbayku\ntVpNJycn1qhRQ8r+GBsby+XLl9PT01OKVunRo4c0McjsyG02Q0dHR9auXbtAn6+g2b17t2TaBzLm\n5niXMXSFPx7AzbRjAV478JUHcCDt90ppZvyLAK4AmJGT+wiFX7y4detWNib9rJ3h7ty5Q5Wp6Rur\n/YJXysxUrrc76OUUpVLJGTNm0MHBgQqFgr179+aaNWs4YcIEbty4MctUuImJiQwNDdVSbvHx8fTx\n8eGkSZNoZ2dHR0fHQk8prFnVavbzs+Po0aPShAdIrZeuUCgIpCZJkslkbN26NR0dHTNVekZGRmzQ\noAFtbW353nvvSYpi9uzZhfS02ePq6sqmTZtqnbtz5w4BcMaMGdK5Dz74gABYsWJF6dk0WfF8fHw4\nZMgQ3rlzR8piqLHq5LSCIkm2b9+elpaWBjMZyooJEyZIviZyuTzPk+CihsEp/MI6hMIvfvzyyy9U\naSn9wxkUd0hICPv27ZtRAabl2teZUs50q+HtXuy5JTw8XHJeevOoWbMmK1asyObNm3PWrFn84osv\nWKZMGQJguXLlOHToUG7YsEHrvTl79iwVCkWOqg4WJPHx8fz99985fPjwHJdhvXfvHteuXcvBgwdz\n8uTJvHXrFhMSEqTJyuPHj7l8+XKuW7eOixcv5ooVK7hkyZIMn4UXL16wf//+lMlk9PX1LfBnyy0a\n5bV7927pXGJiolQc6vTp09L2hyaaJDAwMNN69X/99ReB1HryiYmJbNy4Ma2trXn37t0cyaKZLBh6\n/oOkpCQpUyMAli1bVqf1HwwFofAFxQaVSsWBAwdKSv/N0LzAwEBWqVJFmvl7eHhoVwfTpVLW8Qr/\nTd8AFVJLh4aEhHDWrFn88ssv6enpSQ8PDzZt2pRyuZxyuZw9evTgkiVL2L9/f8lhDgDr1KnDefPm\nUa1Ws1atWqxRo0bByFlEiI+PZ+3atVm6dOlMc8sXJomJiWzSpAlLlizJ27dvS+c18eeav9ny5cvf\nmoVw6NChNDc354kTJ6QCVAC4YcOGHMkyf/58AuCFCxfy9UyFwf3792lnZyft57dr106n9R8MAaHw\nBcWOhw8f8tq1ayRTV6gmJibSF5uNjQ2HDRvGSZMmScrfy8uLP/zwQ5Ye/gWl8HW1h5/d2Ok97tOb\nYV+8eJGhCIpKpWJwcDDnz5/PZs2aEWn9Nd7wxcUsquHatWu0sLCgu7u73hVFWFgYTU1N2aFDB63z\nmvhz4HVhqayIjo6mpaUl27VrR1NTUxobG7N169asUaNGjss///333wTAP/74I6+PUqhochVotmnS\nb4G8iwiFLyj23Lx5k0uXLuUff/yhtQJKSUnh5MmTJY/0jNsBBaiUyddjpT8KaNysJiovX77kr7/+\nyq1bt+ZqSLVazR49emhtCXz//fcFI28RYvz48QRSkwv9/PPPXL9+PdetW8f79+8XuixVqlShl5eX\n1rlGjRpJf5/szPIaU376w9/fP9cy3L17lwA4efLkXPfVF5oqgJqVvo+Pj75F0hlC4QsEOeDkyZM0\nMzPT2g4oUKWsS3S0FZGcnEw/Pz9OnjyZa9askbLcFSfWrl2bqT8EADZo0EB3SZneICwsjAC4ZMkS\nrfMaWfbt25dt/7p160ptR44cyeDg4DzJERsbSwAcMGBAnvrrA6VSybZt20pK387OTi8TtsKgMBS+\nHAJBEadFixY4cOAAunTsCDmAyZ9/jqcREakqv0igTvvJN17nHWNjY3h6emLRokUYOXIkbGxs8j1m\nUWPEiBGIiIjAqVOncPv2bZw4cQIXL17EwoULcf36dVSvXh0NGjTAwoULU1c/OiAuLg5t27YFAHTq\n1EnrmuZLuFu3btmO4enpCUdHR5w9exZr1qxBo0aNcnTvO3fuaL22tLSEs7Mzbt++nYsn0C8KhQJb\ntmxB2bJlQRLPnz9Hv379kJycrG/Riia6nlHk5RArfEFeUKvV7NevH4HUvPPr1q2T8sl3VQTlAAAg\nAElEQVQbLLr0DxBkyY0bNzhnzhw2adJEWvH/8MMPDAoKylVCm7exZ88eAuDSpUsLbMyccPPmTcnZ\nLT2tWrWiubm5wYfmvUlgYKDkrAqAEydO1LdIBQ6ESV8gyB0qlYpBQUFSPHODBg2yrEVuMOjKP0Dw\nVlQqFRctWkRXV1fJbG5lZcVu3brxp59+4vXr1/OkHKOjo7l06VKp7HGGzIY6Rq1Ws0WLFhmK7Hz0\n0UcEkKviO4bCvHnztJz40oc6vgsUhsLXJMsxKBo3bszg4GB9iyEowqSkpGDTpk0YMWIEvL298euv\nv+pbJP0ik2U8Z4D/+3lGoQDU6bZC5HJApcpx92fPnmHXrl2wtrbG0aNH4efnJ5nEnZ2d8dlnn2Hy\n5MlQKpUwMjLKdiySaNmyJf7991+4ubnhm2++Qfv27fP0WBrCwsKwZs0alCtXDvv27YNKpYKnpyfK\nlCkDV1dXeHp6vnUMkujduzf27NmDS5cuoU6dOvmSqbBRq9Xo1q0bDhw4AJlMBisrK5w7dw6VK1fW\nt2gFgkwmO0uysU5vousZRV4OscIXFBSTJ08mAG7bto0ki5wps0B417cNNMV/toMBh1N/EshTPYD0\nhIaG8tdff2XLli0JgGXKlKFMJmPDhg05derULBPYjB07lkDG0rivXr3ismXL2Lx5cw4aNIjr1q3L\nkTPl/fv3JRmA1MIytWvXll43adIkR8/z+++/E0it0qjvUMW88uzZM7q4uEhe+/Xr1zd8C14OgTDp\nCwT5Izk5mS1atCCQmpHOxcWFAQEBRfYLL0/oMkeBIaBR9kdeH5LSLwCSk5P5888/s0+fPvzkk0/o\n7u5OIDX7YWY+IkBqitw3fQGGDRuWIVqge/fuWd7X19eX3bt3p1wup0wm46RJk3j58mUqlUopRh3I\nWcnbc+fOUaFQ0N7e3vD9Wt7CqVOnaGxsLJn2R48erW+RCgSh8AWCAuDp06f88ssvtdJ19unTp/is\n9nUU+mcwIHVlH3AEDAhI+3lYtxaMQ4cOUSaTsVOnTjx9+jQTEhK4ceNGaXLZoEGDDH06deqUQeFv\n3Lgx0/F37txJILW2wPTp0xkWFqZ1XZN7X5OkKjuePHlCGxsbGhkZ8fr163l6XkPjhx9+IACp7sKm\nTZv0LVK+EQpfIChgnj9/LlXna9euXZ4SmBQ5xApfJyxcuFBaZWqOqlWrcsmSJZnWco+NjWVcXBzD\nw8MZGxubaZvr169z0KBBBFJLB8fHx2do88svv0j3u3r1arYyvnr1SopE2LlzZ94f1sBQq9Xs06eP\n5MRnbm5e5MssC4UvEOgAtVrNmTNn0t7ennK5nP379+eaNWt47949Xr16tdCry+mc3Ozhp+2HS0c+\n98ELBR3t4eeEZ8+esUePHuzVqxcPHTqUr/rtL1++lKIFPvvsM63c++lp2LAhS5QokWHV/yZqtVoq\nxjR9+vQ8y2WoREdHs0qVKtJ+/nvvvVektyuEwhcIdEhERAQ/+ugjlitXLoOpVeOY5e/v/244BeUk\n9E+jOLGdATjME9he5JR+kZqopCMwMJAWFhYEwJUrV2bbtlevXgTAf/75J9PrL1684KRJk6TqeJ6e\nngWaW8CQOH/+PE1MTCRLy5AhQ4rsVl1hKHwRlico9pDElStXcPjwYchkMsTExODQoUMICgqCUqmE\nmZkZWrVqBXd3dzx//hyOjo548eIFPv/8c9ja2upb/IJDJsNJbEcKykinjBGJ99H/3QrhMzDCwsJQ\nv359xMbG4vTp02jSpEm27Vu2bImTJ0/Cz88v03C8FStW4NNPPwUAVKlSBcHBwbC2ttaJ7IbA6tWr\nMXr0aCgUCqhUKqxatQoff/yxvsXKNYURlpd9QKlAUAyQyWSoXbs2ateuLZ2bOXMmYmNjpZjsQ4cO\nwdfXV6vff//9h/Xr16NcuXIZxnz8+DFevHiBUqVKISkpCZUqVdL5cxQEKSid9psMANO9FuiKR48e\nISYmBq6urm9V9ppJwbRp07KMvU//eZw6deo7rewBYNSoUTh+/Dg2btwIuVyOzz77DE2aNEH9+vX1\nLZrhoWsTQl4OYdIXGCKPHz9mXFwcw8LCuHjxYsn8X7t2bY4bN459+/aljY0N69WrJ3kPa46KFSty\n9OjR3LlzJyMiInjp0iXDMz1K5vzXzn2SWV+gUzSV/bJzIo2NjeWECRMIZF9OV61Wc8uWLWzUqBGN\njIx45swZHUhsWMTFxbFWrVqUyWSUyWSsXLkyo6Oj9S1WroAoniMQGA5ly5aFhYUFXF1d8cUXX+DC\nhQtYuHAhHBwcsHLlSvj7+8PLywvm5uaYOHEiVq5ciblz52L58uWoW7cutm7dir59+8LBwQF169bF\nihUr9P1I2sjleB/9YYxIAHxtzpeLrwld8uTJE0RHRwNItQxlxu7du+Ho6Ijly5fD3d0dLVq0yHI8\nmUyGgQMHYufOnVAqlfDx8ZGuqdVqhISEIDY2Fjdu3HhnitBYWFhg586dMDMzg0wmQ2hoKEaOHAmK\nrSgtxB6+QFAAJCYmQi6Xo0SJElm2SUlJwZkzZ3Ds2DH89NNPePz4Mdq0aQMvLy94eXmhYcOGUCgU\nhSh1JuQzRa0g94waNQpr164FAJw5cwYJCQlwcXHB6dOnERISApL4+eefYW5ujl27dqF58+aQZZYq\n+Q2ioqLg5OQEuVyOcuXKQaFQIDExEXfv3pXaWFpaok2bNpg6dSpatmypq0csNDZv3owhQ4ZI+/nL\nly/H+PHj9S1WjiiMPXyh8AUCPRAdHY0FCxbA19cXFy5cAJBaBtXHx+etudoF7xYhISHo3LkzHjx4\nkOl1mUyGSpUqYdWqVWjXrl2uxg4MDMSKFSvw7NkzGBsbQ6VSoWfPnoiIiICdnR1u3LiBXbt24eXL\nl2jcuDEiIyPh4eGBRYsWoWTJkgXxeIWOt7c3Vq5cCYVCAblcjmPHjsHNzU3fYr0VofAFgmLA06dP\nsWrVKsyaNQuTJ0/G3Llz4evri5iYGJDE3r174erqivbt28Pd3R0mJib6Fll/vKNFgEgiNDQUAQEB\nsLS0RGRkJKpWrQp3d3fEx8ejTJkykOtoa+Xhw4eYPXs2zp07B3t7e/j5+aF8+fLo0aMHvLy80LZt\nW5QqVUon99YFiYmJaNGihTSRdnZ2xrlz52BnZ6dnybJHKHyBoBihMe3KZDKtvUdbW1vExsYiJSUF\nDRs2xIkTJ2BmZqZHSfVEmrIP9AMgB6AG2nilXTPA77Giyt69e7FmzRoEBgYiLi4OJiYm2LdvX74r\n/hUmoaGhaNiwIeLi4qBWq9G5c2f8/fffOps0FQRC4QsExYjk5GRs2bIFwcHBaNeuHZycnBAXF4fW\nrVsjISEBmzdvhre3N0aPHo2VK1fqW9zCRyZLVfbp3RxUaUrfAL/HijrJyck4deoURo0ahaioKNy9\nexcWFhb6FivH/Pnnn+jdu7e0nz9//nxMmzZN32JliYjDFwiKESVKlMDw4cMxfPjwDNcsLS0xZswY\n3L17FwsWLEDr1q0xaNAg3L9/H6amprC3t890zMePH6Ns2bI5cvIqEmgWaKlpAiDijHSHsbExjIyM\nYGRkhOfPnyMxMbFIKfxevXphwoQJWL58ORQKBWbMmIHmzZujdevW+hZNb4h/F4GgCPHdd9/h/fff\nx5AhQ1C/fn1UqFAB9erVw+rVq3Hv3j2p3ZUrV9CyZUuUL18eM2bM0KPEBYwmgIBvvBYUOOPGjcP7\n77+P8PBwzJ071+D3wDNj4cKFcHNzg0qlAkkMGDAAERER+hZLbwiTvkBQxIiIiMCcOXNw9uxZ2Nvb\nIygoCE+fPgUAjBgxAmPGjMGoUaNw5coVODg44PHjxzhw4AA6deqkZ8nzidjDL1TKli2Lly9f4uLF\ni6hWrZq+xckz9+/fR4MGDRAVFQWSaNeuHQ4dOqT/ENg3KAyTvt6z6mV2iEx7AkHOUavVDAkJ4Ycf\nfihl9lMoFFy6dClfvXrFunXr0tramjNmzODIkSP522+/MTQ0VN9i542cFAESFAgTJ04kABobGxf5\nMtL79++X/i8AcPbs2foWKQMQxXMEAkFOIYmzZ8/i4sWL6NChA5ycnAAAN2/eRN++fXHp0iUYGxsj\nJSUFAPDFF19g8eLF+hRZYMCQxKVLl9CzZ0/Ex8fj0aNHBrcqzg3Tp0/HggULoFAooFarcfDgQYOK\nPBBe+gKBoMDQFPO5desWvv32W2zZsgWDBw/GtGnTtAoHCd4t1Go1/Pz8pC2emJgY2Nrawt7eHm3b\nts2276NHj9CwYUPEx8fjxYsXMDY2LiSpCx6lUgkPDw8cO3YMcrkctra2uHDhAhwdHfUtGgDhpS8Q\nCPLB06dPsXbtWmzcuBEODg7w8vJC+/bt4eDggOnTp+PRo0fYvHkzLCwsin6Yn6cncPjw69ceHoC/\nv/7kMRB8fX3xySefIDQ0NNPrH374ITp06AAPDw/IZDKYmprixYsXOHToEFxcXLBo0SJERERg8+bN\nRVrZA4CRkRG2bt2KBg0aIDIyEs+ePUP//v0REBBQ5J8tx+h6zyAvh9jDFwjyx71792hlZUUAbN68\nOevVq6dVvU9zyOVy+vr66lvc/OHhQQK8PQoM2pD6k0Dq+WJOvXr1aGJiws2bN/PBgwc8duwYb9y4\nwV27dknVHdN/HmQymdZrhULBL774Qt+PUaD4+/tTJpNJ+/mTJ0/Wt0gkxR6+vsUQCIosmiIiI0aM\nwNKlS2FtbY2IiAgcPnwYDx48gJWVFWJiYjB48GA4OzunfhkU1Vh9mQyho4AHg16fct4CVF6DYu+9\n37FjRxw9ejRLT3uVSoVz587Bz88Pr169glqthsn/2TvvsCiu742/u1SpAooolqgRCxFbFE1siBgb\nsfeeWGLBGrtGo19LLPgz9l6iYg/2gooNC6Ig1tgFRbGBSGd33t8fuCMrHWnq/TzPPLozt5wZ3X3n\n3nvuOQYGcHV1xZMnT1C9enXZF+RLYtq0aZgyZQp0dXWhUqmwd+9euLq65qlNYg1fIBBkiRcvXqBW\nrVp4/PgxdHR04OjoCBcXF1SsWBEvX75E0aJFER4eDgsLC/zzzz/Yv38/KlWqhAYNGuDevXvw9/fH\nypUroa+vD0dHx/wdS12hwIWNQGxxfAjIQ6Ch8/vr+fA3LrcIDg5GtWrVUKxYMXh7e3+We+lzArVa\njWbNmsHLywtKpRJmZmbw9/fHN998k2c2CcEXCARZJj4+HufPn4eXlxe8vLzg5+cHSUoeqaZQoUJo\n1aoVHjx4AB8fHxgbGyMsLEy+XrFiRTRq1AiRkZFwcnKCi4sLihUrlpu3kjYphdwFRNjd9xw6dAjN\nmzeHjo4ORo4ciWnTpsHQ0DCvzcpT1Go11q9fj759+8LS0hIqlQrly5fH2bNn00xxnZMIwRcIBNnG\nmzdvEBgYCFtbWzx69AhFihRBSEgInJyc5Ax8cXFx0NXVxbt373D8+HEcO3YMhw8fRlBQEExMTBAR\nEQEdHR3MmTMHJUuWRJUqVVCuXLm8vTGFAiePI3F0r1mVSDrKz4e/cbnNxYsXMXPmTOzduxcmJiZY\nsWIFOnTo8PU4qyVh165dGDlyJIKCgmBhYYEZM2YgKCgIs2fPxrFjx+Ds7Jx+IzmAEHyBQJDnkERc\nXBz09fVx9epV9O/fH5rvp6WlJVq0aKG1TNC8eXP8+uuvuecToFDg5GEAHw/MxAhfC83e8xEjRuDO\nnTsoW7YsLly4gEKFCuW1aTnO69evAQBLly7FH3/8gRo1amDcuHEwMjLCqlWr4OnpCVNTU9y7dy/V\nvBQ5jRB8gUCQ71CpVLh06RIuXLiAnTt3IiAgADY2Nnjy5AkKFiyIFy9eYNasWRg7dmzuiL4m5O5h\nAJoBqwi7myqRkZHYsWMHfvvtN9jZ2WHAgAHo1KkTChcunNempUtcXBzOnz+P27dv4+HDhwgNDUVC\nQgJq1qyJ1q1bo0SJEvDz88ORI0egUqmwbds2vHr1CuHh4fJyVufOndGjRw+MGjUKt2/fRqFChfDr\nr7/it99+++LX8PN8C15Kh9iWJxB8fkiSREmS2KpVKwJgsWLF2KtXLz569CjnO08p5K4Iu5smHh4e\n/Pbbb+XtdyVKlKCbmxsvXrzIsLCwvDYvGd7e3ixXrpy8ZVBfX58lSpRIcbup5qhXrx4HDBjAsWPH\nUldXlwBYpkwZAmC5cuW4adMmxsbG5vWtkRTb8vLaDIFAkAViYmKwceNGDBs2DHFxcWjcuDG8vLzy\n2ixBCsyYMQOTJk1Cr169EBkZib179yIhIQEGBgbo0aMH5s2bB3Nz87w2Ezdu3EC1atVgbGyMRYsW\nwdraGnp6eggODsbJkyfh5+eHO3fuIC4uDgDg5uYGe3t72NjY4Pz58zh16hQuXLiARo0awdDQEHXq\n1MGoUaNQoECBPL6zD4gpfYFA8FkhSRLmzp2LxYsX48mTJ7CyssK8efPQu3fvvDYtf2FrC4SEfPhc\nrBjw9Gmum3Hr1i1UqlQJhw8fRnx8PM6ePYugoCA8ffoUZ86cQfny5TF+/Hj06tULb968wcmTJ6Gr\nqwsdHR14e3vj7t27OH78OAwMDNCgQQNYW1ujevXqsLS0RPny5WFvbw+l8tOysJNE/fr1cfbsWcyf\nPx+LFy/Gw4cP5evm5uZQKpV49+4d9PT0YG1tjeDgYHkKX09PDzVq1ECLFi0wZsyYPPPCTw8h+AKB\n4LNi7969aNWqFRwdHTF27Fi4urpCV1dE8NbivdhfnQW8rQKYXwWqjEeui/6VK1fg6uqKkKQvHklo\n2bIlHj58iBs3bsDKygpRUVGIjY2VryuVSnzzzTf44YcfoFQqcfLkSYSFheHdu3dyGRMTE9SsWRM1\natSAi4sLXFxc0vTrCAkJwYIFCxAREQF9fX189913OH36NLZs2QIgUbyNjIwwa9Ys2NnZwcrKCg4O\nDlAqlSAJSZKgo6OD+Ph43LlzBxEREahatSqMjIyy6anlHCKWvkAg+KyIjo4GALRu3Ro///wzdHR0\nEBoaiu3bt6Nw4cJo2bIlTExMMtTWrVu3sHbtWujp6aFnz56oUKFCTpqee7wX+zDHxI9hjsDVWUCV\n8SkLb06xePFiPHv2DFu3boVKpYKlpSUaNmwIfX19DBw4EKtWrYKtrS369u0LlUqF169fQ1dXF4GB\ngXBwcICtrS2aN2+Op0+fYsyYMVqxGzRIkgR/f3+cPHkS8+bNg7W1Nbp164Zhw4ahVKlScrnz589j\nypQpOHnyJBISEmBsbIyoqKhk7SUkJODOnTspetIrFAo5m5/mZUHwETntJJCVQzjtCQSfJ2q1mk2a\nNJGd9jZt2qTlRNWvX78066tUKu7YsYMNGzbUiu3esGHDXLqDXADgqYOg9wnQ2zvxz1MHc9/JsGzZ\nsgTAP//8kz4+PkxISJCvqVQqbtmyhQDo7OxMT09PKpVKAmDRokVpZGQkx6IHwNq1a3PNmjXctWsX\nvby86OvrywULFrBTp060tLQkAJqYmPCbb74hANrZ2TEiIoKSJHHhwoXU0dGhmZkZ9fT0tP6/rFix\nguPHj5c/P3nyJFefUW6CXHDay3NxT+kQgi8QfL5ER0dz48aNtLCwYPny5bV+wP/+++80665fv14u\nO2vWLL548YJly5Zl0aJF+ebNG7548UJLmD5LAAbMei/474+AWbkv+H379tX6tzEzM2Pr1q35119/\ncdSoUbS3tycAHjhwgEWLFiUAPnjwQK4fHR1NLy8vnjhxIs1/k6ioKG7evJmFCxcmAFapUkV+kbOy\nsiIAGhsbJ/OwNzAw4JUrV+QygYGBufFY8gwh+AKB4LPlwIEDBEBXV1dOmzaNGzZsoEqlSrPOs2fP\n5BGjBi8vL60sbubm5nR3d6darc7pW0idT9kGWKyYLPqnDiYR+2LFctbmj1CpVAwODuarV6+4Y8cO\n9uvXTx6Baw43NzcGBAQQAL///vtP6i82Npbu7u5y2zY2NrSyspK3y2mOpBn85syZQwAcOnRoNt11\n/iU3BF847QkEghxj7NixmDNnDjw8PNC5c+c0y0qSBHd3d4wePRqOjo64cOGCfO3s2bPw9PSEoaEh\nTp48CR8fH9ja2mLjxo1wcnLK3Ux/mkA/XgA0DuiZDfSTT7z0IyMjMWzYMNy7dw9NmjRB+fLlce/e\nPZQuXRrbtm3DiRMn8PbtW+jo6OD8+fOoWbPmJ/VHEvv378fmzZuxe/duJCQkyNcMDAzkbXUAUK1a\nNRgZGcHHxwfHjx9Ho0aNPqnv/I7w0hcIBJ81CQkJsLOzw6tXrxAREZGmMN++fRsVK1YEAPj5+aFG\njRoplouLi8PWrVsxduxYhIaGonbt2tiyZQtKly6dI/eQjC8oWY+/vz+qV6+e4jVzc3O0b98ederU\nQd26dVG+fPlP7u/06dPyi8Tt27cBJDrbfaxDdnZ2MDAwwLVr1zB48GAsWrTo803fnEGEl75AIPis\n0dPTQ9myZfHo0SOULFkSHTt2xPz581MsW6FCBfTr1w+rVq1Cu3btsHr1ajRu3DhZOQMDA/Tq1QtN\nmzbF2rVrMWnSJJQpUwYVKlRA48aNYWBgAH19fbi4uMDa2hoxMTEwMTGBlZVV9oWP1Yzskybr+bTt\n5nmCra0tAGD69Ono378/AgMDUbRoUQQFBaFBgwbZsp3t3bt3ePv2LQ4fPowBAwbA0NAQDRo0wK+/\n/oqpU6cm88YvU6YMEhIS8PjxY2zcuBHdunX74sU+txAjfIFAkKO8ePECnp6e8o99VFRUqsFY4uPj\nsXHjRkybNg3BwcEoV64cmjRpAhcXFzg5OcHMzCxZnf/++w8HDhyAl5cXTp06hZiYGCiVymSpgHv3\n7o1169ZlzOi0pty/oBH+/v374erqio0bN6JHjx7Z0mZCQgK2b98OT09PxMTE4NixY/JUff369bFv\n3z48ePAAO3bswMWLFyFJEtRqNfT19REREQFfX1+UL18eixcvTvGF70tFTOkLBIIvhnLlyqF8+fLY\nv3+/fC48PBzDhg3D5MmT8e2338rnQ0NDsXXrVhw9ehQnT55EdHQ0dHR04OjoKL8A1KpVK1lQn7i4\nOFnwT506heDgYMTHx2PEiBGoXLkyAgIC0o/8ll5gnOxYw88nhISEwNbWFhMmTMCMGTM+uT2SaN++\nPXbv3o3ixYvD2NgYjo6OCA4Oho6ODurVqwcPDw/cvn0bOjo6KFmyJCIjIxEVFYWYmBiUKlUKXbt2\nxYQJE2BsbJwNd/j5IJLnCASCL4KgoCDZ8/rOnTskyfv378uJdgCwa9eujI6O5qtXr7Q88GNjY+nt\n7c0JEyawZs2asse+mZkZW7VqxSVLlvDt27fJ+nz06BGbN2+u5eE/b9689I3NyLa5LyRZz9u3bwmA\n7du3/+S2AgMD6eTkRAAcPnw4nzx5wl69esn79zVHvXr1uHz5cr58+VKrviRJn2zD5wxywUtfrOEL\nBIIcx8rKCn369MGWLVtQq1YtVKpUCefPn4dSqUTt2rVRqVIlrF27Ftu2bYNarYa1tTUaN26Mxo0b\nQ6lUwtDQEH5+frh06RICAwNx+/ZteHl54ciRI9izZw+WLVuGn3/+GeHh4WjYsCEqV66Mfv364ezZ\nsxg2bBgWLlwIALh06VKG7H1b5f1fFACY5LOGz2gUnxampqawsLCQI9RllvDwcBgaGmLdunVwc3OD\nubk5Fi9eDBsbG1SqVAmxsbEYMWIEfv/9d3mJpVixYim2Jdbpcx4xpS8QCHKNy5cvY/r06bh79y46\ndOiAfv36yY5jhw8fxoEDB2BmZobHjx/j2LFjCA0NTdbG/fv3UaZMGWzcuBG9evVC2bJlERkZidDQ\nUOjp6Wlt9Ro/fjxmzpyJkJAQXLx4MWOx/RUKrdC3AGBx8f20fj78vfwU7t+/Ly+lGBgYoFq1amjS\npAn69+8v/7ukxKtXr/Dvv/+if//+8rnq1avj6NGj0NXVRYUKFVCwYEHs27dPa6lGkDpiSl8gEHy1\nSJLEgIAAnj17lrt37yYA/vTTT/LU765duwiAa9asoSRJfPnyJRMSEujj48NFixbx1q1bcjuLFi1i\n7969+e7du/Q7zieBcXKDhIQELliwgC1atGDv3r3p6OhIALS1teW8efOSLa88fPiQY8eOpbm5uTxF\n37x5c86dO5dxcXEkyX79+hEADx06lFe39VkCEWlPIBAIEhk8eHCy8K5k+mu/4eHhsjiZmppy2rRp\n6a8Xvxd9+fgCxT41Tp8+zcqVK8vPzMrKih06dGDTpk2pUCioVCrZvn17HjlyhKdOndKqe/ToURoY\nGLBdu3Z5ZP3nS24IvljDFwgEnwVlypQBADx8+FAryI5m7ffBgweYOnUqnJ2d0b17d3ld2tzcHMWK\nFUNISAhq1KiBP/74A8uXL8emTZvg5OSUcmd5EPUur4mLi8O1a9dQr149BAYGYsmSJbh79y7evHkD\nLy8vAMDEiRPRv39/lChRAkDigHHKlCnYuXMnjI2N4efnh8qVK8s+E4J8Rk6/UWTlECN8gUDwMRER\nEbS0tGStWrVSvH7mzBl5VPrLL79oXevRowcBsGDBghw2bBhLly7NwoULJ/MU/5oZMWIEAbBv3768\nfv261jW1Ws3jx4+zQ4cOdHJyYkREBEnywoUL8jN3cnJiz549GR4enhfmf/ZATOkLBALBB2rWrMli\naUyvjxw5UhagqVOnyufj4uK4bds22tjYsGzZspw1axYB8Ny5c7lhdr7n9OnT8nPT0dGhiYkJJ0+e\nzDNnzlClUnH06NFaW+s2b95MklrnPn5JEGSO3BD8zzAYpEAg+FqpWLEiQkJCcPz48RSvz5s3D2fO\nnAEADBkyRD6vr6+Pjh07YseOHXj06BHGjx8PAAgODs55oz8DKleuDH19fVhbW+PmzZuoUqUKZsyY\ngXr16qF9+/Zo164dbGxs5PI1atQASRQpUkQ+V6BAgRyzLyQkBP3798e0adMwaPCQa9kAACAASURB\nVNAgzJo1CyNHjsSBAwcSR66CjJHTbxRZOcQIPwN8AUE/BILMsnz5cnlEmVUv8NmzZ2uNTP/9999s\ntvLzpFu3bgQg57Z/8+YNJ0yYIAcsio6O5uLFi/nnn39y4cKF/O677+R0xfPnz892ex48eMAlS5Zw\n3759bNy4sfzv9XEgn1WrVmV733kBxJS+IEXeC/xp7KI3jvM0dgnRF3w1hIWFsXLlyixUqBCfPHmS\n6fpqtZqjR4+mkZGRLBrr169nVFRUDlj7+fDPP/8QAFu1asXhw4fTzc2NHTt2JABaW1tz1KhRWkJb\nvXp1rl69mpGRkZ/ct0ql4rlz5xgUFMSQkJBkERJ1dHQ4YsQIPn/+nCqVio8fP2ZkZCQBsHfv3tlw\n93lPbgi+CLzzOaJQ4Ax2QQ0L+ZQOwlAP7b64wCACQUrcvn0b33//PapXr44TJ06kH0znPadOncKW\nLVswffp0JCQkoHjx4vK1Bg0a4NixYxluK8exsADCwz98LlgQCAvLse5IYty4cVi8eLGcj8DS0hKN\nGjXC0KFD0bZtW1SsWBGLFi2CWq2Gg4NDlqPjvX79GgcPHoStrS38/PywfPlyPHz4UKvM5MmT0bFj\nRzx58gQODg7JIvSRhIWFBezs7ODr65vl+84viMA7gpQB6I3j9MYJesP7/Z/HxQhf8FWxadMmAuCE\nCRMyXAfvR4yXLl0iSQYHB2uNWsuVK8dNmzbllMkZp2BBEqDfIvDk0cQ/CSSez2FiY2MZFhbGvn37\nys/F2NhYngnJCoGBgezTpw8dHR3p6upKAwMDrefeoEEDrlmzhvPnz2fTpk05atSoNNt7/fo1mzdv\nTgDs0qVLlmzKb0CM8AUpIkb4AgEAoG/fvlizZg0OHz6Mn376Kd3ygYGBsLKygo2NjbxPv23bttiz\nZw+WLl2KRYsW4fbt2zh9+jR++OGHnDY/dRQKXF4EvLP/cMr0BlDDDbnyHQ8LC4OlpaXWuYMHD6Jp\n06aZHtW/fPkSJUuWREJCAqpVq4YnT56gTZs26Nq1K16+fAk7OzvY29un39B7QkNDsXLlSvzxxx8A\nEmcLPrb1c0SM8AUpI9bwBQKSZFRUFL/77rssr+eT5NChQwmAV65cYXh4OMuUKcMSJUrw1atX2Wxt\nJgDoffx9tj7v938ez93veGRkJA8ePMg2bdoQAE1MTOjq6sqLFy9mqP6tW7c4bNgwmpiYEACPHTv2\nyTa5u7trzQzMnj37k9vML0BsyxOkyPs3/HpoByUioUZBnMaexGsi45TgK8LIyAjbt29HTEwM2rZt\ni8uXL2e6jUmTJsHW1hatW7fG4cOHsWXLFoSGhqJXr15yhrevEWNjYzRr1gw7d+6Ep6cnunfvDh8f\nH9SvXx89evTA69evU6x348YNODs7o2LFili6dClcXV1x9uxZODs7f7JN7969AwD0798fGzduxODB\ngz+5za+KnH6jyMohRvgZAOAp7Hm/fp94nMIeMcoXfJVs3rxZHvV9HN89I5w9e5ZWVlYEwMaNG7Nd\nu3YEwDlz5uSAtfwwI5fatlqA3l7vR/aawyvvZ/Hu37/PHj16UKlUslmzZinmJHB1daVSqeSMGTP4\n/PnzbO0/Pj6eP/zwA01MTPjff/9la9t5DcQaviBVFAqcxHEkJux+n7QbREM4i3V8wVfBs2fPsHbt\nWkRFRSE+Ph7z589H1apV4evrCz09vUy3p1arMWPGDMyaNQuxsbHQ09ODJEnZv57/fhbupBcAJQAJ\naOjy/prmu5uRMnnIoEGDsGzZMjx79kwrIE9CQgIsLS3Rtm1bbNiwIUf6Dg4ORrVq1VC8eHGcP38e\nhoaGUCgUiIiIQEBAAKpVqwZTU9Mc6TsnyY01fCH4nysKBU5jDyR8+I+txDvUR6t88YMgEOQkI0eO\nxKJFi6BSqQAkJtBp0aIF1q5di8KFC39S2+/evUPDhg3h7+8PhUIBW1tbBAQEZJ9jmEKRKOQ6Sc6p\n3wt60u9uSstz+eS73b59e/j4+CAkJETLiU+SJDmx0dWrV1GwYMEc6f/gwYNo0aIFLCwskJCQACsr\nK7x8+RLR0dHQ1dVFnTp10KRJE/To0QOlSpXKERuym9wQfLGG/xlTH62gxDsA/CD2AsEXTmhoKBYs\nWACVSoX58+cjNDQUz549w759+9IV+4wMcExNTbFjxw6YmppCkiQEBwfj3Llz2WV+IppfXsVHn5OS\n0sR/PkGlUuH169fJ9s4rlUp4eHggJCQEv/76a4aed1Zo3rw5PD098dNPP8HV1RUODg7o3Lkztm7d\nit9//x3R0dGYPHkyatasifnz5yMwMDDHbPmsyOjcPxLfR/0B7H//uQqA8wCuAdgHwCyVek0B/Afg\nHoBxGelLrOFnEBFeV/AVEhkZybZt29LQ0JAA6OjoyLi4uDTrqFQqdu7cmaamptywYQP37dvHp0+f\nplnn6NGjdHBw4JAhQ/j69evsu4F8uj6fGR4+fMiCBQuyRo0ajI2NTXZ97ty5BMBly5blgXWJ+Pr6\n0t7eXvbtsLGxYffu3XngwIE8syktkJ9C6wIYCWBLEsG/BKDB+7//AmB6CnV0ANwHUAaAPoCrACql\n15cQfIFAkJTg4GD27duXy5Yt471790gmZsBbtmwZAXD48OFp1r98+bLWdi4ALFGiBN3d3RkfH58h\nGyRJ4v/+9z/+/fffn7Zl7/3LubfX+613GrH/jASfJD09PQmAQ4cOTXZNrVZTV1eXrVq1ygPLtAkK\nCuKaNWvkFz4AvHDhQl6blYx8I/gAigM4DqBREsF/iw8+ACUA3EyhXh0AR5J8Hg9gfHr9CcEXCARJ\nmTp1qpZY9+/fnyEhISRJNzc3AqCnp2eq9Z8/f04zMzNWrlyZe/fu5fjx41mpUiUC4IgRIzJkw5Ur\nV+T+HRwcGB0dnfUb+kJm5xo0aMCCqUT/c3BwYKFChRgaGprLVqWOl5cXAXDFihV5bUoyckPwM7qG\n/38AxgBIuin1BiAvGnd4L/ofYwsgaf7JJ+/PJUOhUPRXKBR+CoXC7+XLlxk0SyAQfA0cO3YMAODu\n7o4ePXpg5cqVKFWqFJYsWYLx48ejbNmyGDhwYKr1ixQpgjVr1uDatWu4f/8+Zs6ciRs3bqBHjx5Y\nsGABDh06lK4NXl5eAIC///4bgYGBGDZsWNZvKCXJ/wwpXrw4wsPDU9yTv3HjRoSHh2ulKc5rKleu\nDAsLCyxfvhyxsbF5bU6uk67gKxSKlgBekPw4osUvAAYpFIrLAEwBxH+KISRXkvye5Pef6mUrEAi+\nLNq1awdzc3OMHj0aU6dOxeXLl1GhQgUMGTIEtra2uH//PqysrNJsw8nJCQBw9+5dAImzmxqhCgoK\nSteGsmXLAkgM5Tpu3DisWrUKHh4en3Jbnz0VKlQAAIQnTfLznipVqsDe3h7+/v65bVYyLl++DIVC\nge+++w7r16+Hv78/7OzssH79+rw2LXdJbwoAwCwkjswfAXgOIBrApo/K2AHwTaGumNIXCATZwvLl\nywmAHh4elCSJ8fHxPHv2LKdMmcJ+/frxxo0badZXq9WsW7cuDQwM6OzsLE/p9+rViyqVivHx8SkG\nktEgSRJ79uxJhULBI0eO8Mcff6SxsTFXr17Nd+/eZfftfhb4+vpSV1eXbdu2pSRJTEhIIEn5OWrC\nFmdHWN2solar2bp1a3k5hiQ9PDwIgM7Oznlm18cgv6zhy4WBhviwhm/9/k8lgI0AfkmhvC6ABwBK\n44PTnn16/QjBFwgEH3P79m05a1uHDh3SFOfUCA4OprOzM+3s7FijRg2uXr2a33zzDQsUKEA9PT2O\nHTs2zfrv3r1jhQoVaGVlxYkTJ9La2poAWLt27Qw7/31pTJgwgQBoampKpVLJ4sWLU09Pj2XLlpVF\ndsaMGXlim0qlYu3atQmAo0eP1rrWqFEjGhkZ8f79+3li28fkd8EfBuDO+2M2PjjwFQNwMEmd5u/L\n3AcwMSP9CMEXCAQpERwczBEjRhAAW7VqxTNnzmSpHc3LgsZ738TEhObm5gTAvXv3avXXsmVLeWcA\nSV6/fl0Ws5YtW3LlypUEkG5K1y+V7du3azlTurq68pdffqGLiwt79uxJJycn3r17N09su3Dhgmxb\ngQIFePToUarVapLk4sWLCYDr1q3LE9s+Jt8Jfm4dQvAFAkFqSJLEkSNH0tjYmLq6uhw4cCA9PT2z\n5DX/zz//EAC3bt3KmJgYFilShEl/f/z9/QmA48aNS2bDX3/9RQAcOXIk27ZtSwAcMGAAb9269cn3\n+DkRGxvL48ePpxsLITeJiori8uXLWbx4cSqVSl67do1FixYlABYuXJg//fQTAdDMzCzLWRazGyH4\nAoFAkArPnz9n69ataWRkRAD88ccfMz2t/u7dO9ra2rJcuXIkyVq1atHa2lprucDHxyfFupIksWPH\njgRAHR0dVqhQgTo6OjQ3N+fkyZMZHh6e9ZsTfBJdunQhAFapUoU7duwgSb569YobNmxg9+7dWbBg\nQQLIcKrf3EAIvkAgEKRDbGwsFy1aRACsXLkyd+7cman6rq6uNDQ0ZHx8PHv37k0AGR6tSpLEixcv\n0sbGhlZWVmzRogVr1qxJAKxQoQKXLl2aJV8DQdaJi4ujsbExu3TpkuqzlyQpe6MnZgO5Ifgilr5A\nIPisMTAwwJAhQ7B06VJcu3YNy5Yty1T97t27IzY2Fg0bNsTevXsBANeuXdMqo1KpEBMTo3XO29sb\nSqUSdnZ22LdvH6pVq4YDBw7g7du3KFOmDG7fvo1Bgwahbt26qFGjBjp06JAvtqh96fj4+CAqKgqd\nO3fWSuyjISQkBLdu3YKFhUUeWJe3CMEXCARfBAMHDsSPP/4IX19feHl5ISEhIUP1OnbsiLlz5yI0\nNBRv3ryBmZkZihYtqlWmZ8+eMDIyQtu2beWALTdv3gQAWFhY4Nq1a/Dy8sL69etRpEgRrX39586d\ngyRJOHr0KOrWrYtevXph8+bNiI//pNAlglR4+vQpAGD9+vX4999/ER4ejoSEBBw6dAinT59G/fr1\nYW9vj5o1a+Ldu3d5bG0uk9NTCFk5xJS+QCDICv/995+8PmtiYsJhw4Zlakr9wYMHjIyM1DoXFxfH\nAgUKyN7ebdq0YUBAAEmyfv36BMAlS5Zo1YmIiKCnpydLlCghLzVs27aNHTt2pJWVFQGwQYMG3LVr\nF8PCwj79xgUycXFx7NmzJ01MTAiASqVS/rvmKFeuHJVKJbt27ZpvllyQC1P6mq10+Yrvv/+efn5+\neW2GQCD4DAkPD8eJEyewefNm7N69GwsXLsTQoUOz3N6DBw9QtmxZ/Pbbb7C2tsa0adOgUCgwadIk\n9O/fH7a2tilOHQPA27dvsXnzZgwfPhwJCQmwsbFBo0aN8Pz5c/j6+iIyMhL6+vpYtGgRevTogQIF\nCmTZToE28fHxuHDhAry8vPDo0SO0bt0aJGFqaoomTZpg1KhRWLBgAS5cuABHR8e8NhcKheIyye9z\ntJOcfqPIyiFG+AKB4FNRq9Vs2bIl9fT0eOTIkSyP5CRJYpcuXahUKnn69GmGhISwYcOGBMBChQpx\n6dKlWvv0U+LJkydcu3Ytu3TpIs9AdO/enUOHDmXp0qXl7H3Hjh37agP45Dbu7u4EwIcPH+a1KSRz\nZ4Sf5+Ke0iEEXyAQZAevXr2Sp9UdHR2TTddnlLdv38qBZTT4+PiwTJky8jRxt27d+PTp03TbioiI\nYOfOnWlmZiYLfa9evahUKuWliJEjR8oBYgTZjyRJ/PHHH1m+fPm8NkUmNwRfOO0JBIIvFisrK/j5\n+WH27Nnw9fWFm5tbltrROOHVrFlTPvfDDz/g3r17+O+//zBgwABs3rwZJUuWxO7du9Nsy9TUFB4e\nHnj16hW2bNmCsLAwbNiwAZIkoWLFiqhXrx7c3d1hbW2Nzp07Y82aNQgKCkJERAQiIyOzZL/gA2vW\nrEGlSpXg4+ODNm3a5LU5uUtOv1Fk5RAjfIFAkN1MmjSJALhhw4ZM150/fz4BMCgoKNUy/v7+rFat\nGs3MzDIVnz06OppHjx5l8+bN5Zj0HTp0YPfu3eXocJqjYsWKX22inuxg69atBEA7OzuuX78+X0UH\nhBjhCwQCQfYwZcoU1K9fHwMHDsStW7cyVdfAwAAAcPLkyVTLVK1aFbt374ZSqYSrqysOHz6cuG6a\nDgUKFEDDhg3RoUMHNGzYEBYWFtixYweuXLmCmzdv4tq1a3B3d4eLiwtu3bqFQYMGZahdQSIksWnT\nJjg6OqJz584oXLgwfHx80KtXL+jr6+e1eblLTr9RZOUQI3yBQJATPH36lIUKFeK3337Lf//9lyqV\nKkP1EhIS2KBBAxoYGHDChAl8/vx5qmX37dsnh/udOHFihtrXZJwDwKNHj8qhYXft2qVVburUqQTA\nNWvWZKhdAXn16lX52fbp0yffhjyGcNoTCASC7OXo0aNyZjxXV1dOnTqVU6ZM4fXr19Os9/TpU9k7\nv2bNmmlOB8fExLBbt24EwHr16vHSpUtptn3u3DlZlOrUqUNTU1MCSJbYRaVS0dnZmQUKFODWrVu5\nc+fOfBciNr8hSRJ79+5NHR0d6uvrc+LEiXz27Flem5UMIfgCgUCQA8THx3P06NHU19eXhbZMmTIZ\nqrtz504CYIcOHXjt2rVUy0VHR3PSpEksVKgQdXR02LZt2zRHl1u2bCEAnj17lj169CAAOcBPUq5c\nuSK/EADg0qVLM2T3105wcDAbNGhAAKxatWq+84UQgi8QCAQ5SFRUFJ88ecLatWvTyMiIL1++zFC9\ncePGEQAVCgVPnz6dZtl79+7xt99+o0KhYNOmTXnjxo1029+8eTMBsGTJkly6dCn/++8/7tmzR07r\nmvT4/fffSZK+vr5csGAB165dy3PnzmXoPmSAlI8vkD179hAAjYyMOHv27Lw2R0YIvkAgEOQCly5d\nop6eHg0NDdmyZUv+888/6dZZu3YtAfCvv/7KUB8aT38A9PDwSLNsaGgo+/fvz1KlSmmJe7FixThh\nwgT26dNHzud+4MABkpTPAWCBAgUYERGRIbs04g4vL+L4ceL4cRrt3/9Fi/6xY8fYuHFjAuDUqVN5\n69atPA+xmxuCL0LrCgQCARKzrG3evBn79+9HcHAwVq9ejV9++SXFsLmxsbEoXLgwlEolAgICULp0\n6WRl1q5di6lTp6JEiRJwcXFB165dYWhoiFKlSqFz587w8PBI1yaSuHfvHk6cOAFra2u0bNkSenp6\nAICoqCgYGhpCR0cHAPB///d/GDFiBCwsLBAWFoaAgABUqVIl/RtXKKDw8gLet6PBKDoaUS1bJsr+\nF0hsbCyaNm2KU6dOAQAcHBywY8cO2NnZ5Yk9IrSuQCAQ5DLx8fH88ccfCYC2trbs27cvX7x4oVVm\n2bJlBMB9+/al2IYkSbS0tKSxsTFr1qwpj7wtLCzkv3ft2jXDuwRS68PDw4NeXl6Mi4ujh4cHAbBn\nz55y1L4KFSpw+fLlaTcEJI7sT5wgvL0TjxMniOPHv9gRflLu379Pd3d32Z+jb9++eTLahxjhCwQC\nQe4TERGBbdu24ejRo9i1axecnZ1x5MgRKJVK3LhxAw4ODrCxscHdu3dhZGSUYhsODg64du0aateu\njVKlSiE4OBglS5bE1q1bAQAFCxbE8+fP5T3+GoKDg7Fo0SK0bdsWtWvXTtXG6OhoGBsbA0iMExAf\nHw89PT0EBARAqVRi//792LJlC65cuYLDhw/jp59+Srmhr3SE/zH37t3DX3/9hdWrV2PLli3o0qVL\nrvYvRvgCgUCQx6xcuZIAuGDBApLkrFmzCCDdaHrBwcGcNGkSHR0d5RG9JEmUJInPnj1LNVb+b7/9\nJs8CnDlzJs2Y+oULFyYA9uvXj2PGjOHdu3e1rkdHR8uJelLlK1zDT42wsDAC4LBhw3K9bwinPYFA\nIMhbJEkiAHbq1Ikk2bBhQzo4OGSqjenTpxMA3dzckonyx9y7d0/LUc/KyoodO3bk9u3bk5XVvBzo\n6enxp59+oru7O69fv05/f38+ePCAkiTR3NyctWvXJkkGBASwadOmyaesvyIv/bSIj4/nN998wxIl\nSvDt27e52rcQfIFAIMhDHj9+LEfBq1KlCkmyUqVKLFq0aKYy76lUKnbo0EGOlX/nzp00y+/YsSPZ\n9jsAPHjwYLJ2d+3alcybX3O0atVKTsc7YMAAtmjRggDo7e3NsLAw3rx5M/MP5QtHs5vi8uXLudqv\nEHyBQCDII3bv3k2lUkmlUklXV1eeP3+eZOKWLoVCwWbNmqUbQe9jbty4ITvzDRgwgPHx8amWdXd3\nZ7ly5bQEPGl/CQkJHDt2LI2NjVm1alVu27aNs2bN4p9//snly5dz+PDhKb4E7N27lySpq6tLAPTy\n8srC0/ly6devH3V0dJiQkJCr/QrBFwgEgjyiU6dOqa7Vz549mwqFggA4ZswYPn78OMPtXrp0ie3b\ntycAFilShCtWrEiz/O3btzlz5kxevXpV6/zTp09TFHQAcptXrlzh33//zR07dnDgwIGsW7euXN/b\n25sA2L59+wzb/jUwePBgAuCDBw9ytV8h+AKBQJBHaKLp3b17l5Ik8dSpU/z333/l8LgvXryQI98V\nK1YsTee6lNi2bRtr1qxJpVLJkydPZsnGAQMGyM59Bw8epL+/P52cnGhgYJBiWN6PCQ0NJUmGhISw\nX79+7N+/P3fs2ME3b95kyZ4vgXHjxlFHRyfXk+wIwRcIBII8YsmSJQTA5s2bs2LFivLouVChQnz4\n8KFcrkiRIgTABg0a8Pbt25nqIyIiguXKlaOpqSkHDx5MT0/PTDmLzZkzhwBoYmIizwC8ePGCxYoV\nY8mSJblx48Y0lw3IxPDCbm5uWjMESqWStWrV4sSJE3nq1Kl8lTc+p6levbrWTEhuIQRfIBAI8ojY\n2Fj279+fNjY2rFmzJteuXct9+/axQIECbNKkiVzuxYsX7Nu3ryyWmu17GeXmzZts0aKFnFJXR0cn\nw2l1ExISuGrVKgLguHHj5PNnzpyhjY0NAbB///4p1n369ClHjhypFQxo79699PHx4ZQpU1inTh3q\n6OgQAI2NjdmyZUsuXLgwRYfDQYMGyW2k55CYn5EkiSYmJnLQIjs7O1avXp2VKlWik5MTZ86cmWP3\nJwRfIBAI8hm1a9dm8eLFSZJHjhzhN998ozU61myByyyxsbE8ceIEW7duTQAcPnx4ulv4SMope48f\nP651Xq1Wy457W7duTVbv119/JQDWr1+fc+fO5bhx45KN5MPDw7l7924OHDiQ3377LYHEhEHTp0/n\n48ePGRkZyTdv3rBLly7y/V+8eDGxcha2+l2/fj3PU9euWrWKTk5ObNy4MevVq8cffviBP/zwAx0c\nHAgkJt2ZP39+tk/5C8EXCASCfEa7du0IgJ6envLI3s3NjT179mTJkiU5b968T2o/Li6OP//8s7x8\n8OTJk1TLqlQqVq1alQBSnLqPj4+ngYEB9fX1k6WDvX79OnV0dNioUaMMh/i9d++eHHY46dG6dWvZ\niVFHR0cWd+XRo3IwH50jR9IUfU28A+Tj/f83b96knZ0dgcSkOxnh1atXXLRoEVevXs3Fixdz+/bt\nKabmFYIvEAgE+YSzZ8/K+dQBcPv27Zw8eTIVCkWG0+q+e/eO/v7+GdryFRAQQAB0dHRM1SHw4MGD\n8pR7anz33XcEQHt7+2TCrsn45+zszNWrV6e520CSJKrVakqSxAULFmgJ/ogRI2Q/h4sXL34Q+xMn\ntA5Z9FNh2rRpyXYj5DeOHTumtb0xKZIk8cKFC+zZsyeLFi3K2rVr08DAINkLUqVKlXjo0CGtf1ch\n+AKBQJCLvHz5kvPnz+ecOXPk7Xjr16/n2rVraWJiwgIFCvCvv/7is2fPOH78eNm5LaMMGTKEAGhu\nbs62bdty+fLlqaaxnThxojyFHBYWlmKZuLg4eYTfpEkTBgcHy9ckSeLRo0d5/vx5WWg+dgiUJIlT\np05l0aJF5TLly5fnkCFDuH37di5dupR79uzh5MmTaWNjQwsLC7Zv357Vq1cngNSd25A9CXkmTZrE\n8uXLy7bZ2Nho3WNeMHr0aOrp6SUbpXt6esrPxcTEhD///DOrVq3KQYMGMTAwkIGBgbxx4wY3btwo\n+2u0a9eOfn5+JIXgCwQCQa5x8+ZN+YdY86M9duxYrZGZJtrezp07CYAuLi6Zilan2cbXtm1blihR\nggBYtWpVzp07l25ubty1axfDwsIYFxdHY2Nj1q1bN80pfZJ89uwZR40aRQMDAxoYGLB///5MSEiQ\nR/9Jjxo1anDcuHE8ceIEY2Nj5TYkSeL169fp7u7OZs2aaT0Hzbp9s2bN2LNnTxYvXlzOxjdnzpyU\njfpY8DM4wv8YTXCgpMf169czXD+7CQkJYZEiRejk5KR1/tq1awTAokWLcunSpam+xGmIjo7msGHD\nqFQqqVAouHDhQiH4AoFAkFtMnTqVAHj+/HkGBgbKU9SFCxfm3LlzZcH5+++/uW3bNllADx06lOE+\nLl68SD09PbZu3ZqSJMlb/wDI4qZUKuURt6enZ4bb9vX1lYMFFSxYUE73WqVKlWSiqZk5aNasGRcu\nXMjo6GittmJjY3n69GlevXqVR44c0QpCI0kSo6OjqVKpUo89AFDv8GHtKX0vL2bEcS8prq6uBEA7\nOzs6OzunK6Q5jYuLi7ycoyE6OpoWFhZUKpX09/fPVHvPnz9POoMhBF8gEAhyg5YtW9LIyEjLUz04\nOJgxMTEkP6yFA+DVq1c5c+ZMlihRgkZGRrxx40aG+3F3d5fXzY8dO8adO3cyICCAixcvpmYbnZOT\nE8eMGZPp8K6SJHHXrl38/vvvtcR94MCBHDduHM3NzVm8eHF6eHhwyJAhsgNarVq1uGvXrkz1lSbv\nhV3v8GHi+HHqHT6cabEnybt377JTp05yhsJVq1alWvb58+ds06YNb926JCwh5QAAIABJREFU9anW\np2qLxl9Bw969e2llZZXsJSAzPHjwQJORUQi+QCAQ5Aa7du2SxTEiIoK3bt3SGsEmJCSwT58+HDly\npDwdHhISQmtra5YsWZKLFi3KUIAaSZI4ceJEFipUiAUKFOC1a9dIkn5+fgSQLYIVFRXFZcuWJRvR\ne3l5UaFQ0N7enmvWrCFJzXQyLS0tP7lfLTK5JS89Lly4kOb1//77T35hyioHDx5k2bJl2bt3b756\n9Uo+n5CQQFtbWwKQ19xv375NS0tLFi5cOFOzPKkhBF8gEAhyEY1TneYoVKgQO3fuzLVr16Y6nXzy\n5El5pDx48ODkqWdTISgoiACoBihlozB+3Me8efOoiQ+gVqu5bt06eRq5UaNGLFy4MAGwb9++2dZv\nXnH69OlPqt+xY0fZZ6FIkSL8888/KUkSz507RwD8v//7P5KJERK/++47KhQKHjhw4JPtfv36tRB8\ngUAgyE1UKhV3797NCRMmcNGiRezevbscOtfe3p47d+5Mdd1a87Jga2tLb2/vVPt4+vSp7BmvEXuD\ngweJ48dpcPCglug/evSIFStWTFHIHj58yGXLlrFNmzbyskNGiYuL49ixY1mhQgUC4MiRIzP8ovKl\nolKpaGFhwd69e/PQoUOyx/2xY8e4fv16+SXw9OnTciyGT425oOF94CIh+AKBQJCXSJLETZs20dzc\nXPawP3fuXLJy8fHxXLduHb/55htaWVlxw4YNshBLksSTJ0+yQ4cO1NXVlb3eZbFP4twmiz4Ts/IB\nYJ06dbT6ioiI0PKkb9myZbpT3qmR0RgCXzr379+XZ2kePXrE/fv3EwBXr15NtVrNgwcPakVV7Nmz\nZ7b0+/z5c42DpRB8gUAgyA8kJCRw2LBh1NfXp56e3ocQsh9x/fp1FitWTJ5GHzRoEO3t7QmAFhYW\nHDVq1IeQuSltX0uyV10j+H///XeyPjTC06hRIznmfXZML2cXUVFRvHXrFiMiIrhixQo2btyYp06d\nymuzUkWtVmst5xQrVow6OjosUaKEvJ5/5coVAqC1tbXWzoaFCxfKPhEZJSIigj179kzaZ44LvoIk\n8hvff/89/fz88toMQQZQq9Xw9/dHqVKlEBwcjPLly8PY2DivzRIIcoyXL1+iZs2aUCgUuHr1KszM\nzJKVkSQJS5YswYQJE6BWq1GxYkUMHjwYnTt3hpGR0YeCCgUMDx5EnKGhfMogNhaxzZsnTuwDuHr1\nKhwcHKBQKOQyJNGtWzds27YNq1atgouLC+rXrw+1Wo2goKCcu/kM8uTJE9SoUQMvXrzQOv/DDz/A\nx8cnzbq+vr5YuXIlSCIqKgoHDhxA8eLFERoaiipVqqB+/foICwvDiBEjULp06Wy128XFBZIkwcXF\nBTNmzEBkZCQAoEWLFti3bx8UCgV8fX1haWkJAChWrBiePXuGb7/9FgDw5s0bWFhYZKivgIAAVKtW\nDQBw7do1VK5c+TLJ77P1hj4mp98osnKIEX7+582bN5w3bx5Lly6t9Vasp6fHhg0bcsaMGbx06VKG\nY3QLBJ8Tmi10s2bNSrNcXFwcw8PDU18ff79en9oaflq8ffuWlSpV0vr+Va5cOSu3k20kJCRw+/bt\n8ozGH3/8wTFjxvDs2bN0cHBgyZIl06x/48YN+V7MzMxoZmbGrl270tnZmR07dtSKKWBsbMxOnTql\nGxI4q3h6emo927lz58rXPDw8UoxtkF6QpI9p1aoVATA2NlZM6QvyH5IkceDAgSxQoAABsF69elyx\nYgVnzpzJFStWcPTo0VpfSktLS3bs2JGrV6/WiuwlEHzOaOKp4/02sNu3b6db59mzZ4yOjubNmze5\nfPlyHjhwgLt27aL03nFPy1M/g8TGxtLDw4Ndu3ZlmzZtGBgY+Cm39clowgEDYNmyZbW+8507dyaA\nNAcBminz7t27U6VS0c/PjzNmzOC2bds4d+5cent7MyQkhGfOnGGvXr2ShQR2c3Pj5cuXs+1+3u+P\nJ5AYGEnjuxEeHp6i4B8+fDhT7Y8YMSJXp/TzXNxTOoTg52969uzJX3/9lQEBAamWef78OTdv3sxe\nvXrJ65k9evTIRSsFgpzl7du3sohVrFgx1XKPHz9mvXr15O1eH4uEq6srV65cmWKM+JiYmEwH30mL\nFy9eMCwsTH75ePnyZbZ65z948IBt27aVR/hDhgyRr2nuN6VQxG/evKGzszMB0MDAgN7e3pw8eXKK\nompkZMTFixeTTByAXLt2jfPnz+dPP/1EPT09mpiYZFvwnZiYGFarVo1KpZL6+vpUKBRs2LAh58yZ\nw6tXr7Jr166yXRUrVsx0JMCnT58KwReCn7/J7A+EJEkcP348AXDdunU5Y5RAkEdUqVKFZmZmyRLT\naNi3bx+BxJC5v//+O2fPns2rV6/S09OTPXr0kLf9aabkQ0NDGR0dLcfdd3JyyralsXLlyiUT0H//\n/Tdb2v4Yzeh11apV8si/Xbt2Kd6LJsTwxIkT5V0DpUuXZuHChRkSEsLJkyezQYMG9PT0ZJkyZWhs\nbJzi79CjR49oaWlJpVLJ+vXrc/78+Z/87Pbs2UMAnD59OseMGUMHBwcCYL9+/UgmOieeOHEiy/3c\nunVLE4tfCL7gy0ClUrFhw4bU09Ojm5sbQ0JC8tokgSBbOH36NAFw5syZKV6XJInVq1dnsWLFUrz+\nsXf43LlzeevWLa1zmuhun4pm1GxgYCBn2dOMljU8fvw41ZeXzHD48GGte3BxceHr16+1yqjVah46\ndIglSpRg6dKltUR86NChBMA9e/Zo1enRowcBpJpB8ObNmxw3bhwrV65MABw/fvwnif7Vq1cJgCVL\nluTq1atJUk6qNG7cOAYFBWW57aQIwRd8UYSEhLBly5ZUKBSsWbNmhsKQCgT5HU3e+rRmr8qUKUND\nQ0NGRUUlu6ZxVCtfvjznzZsnp119+/YtPT09OXHixGyzVZIkdujQgUqlkgMGDCDwITb8q1evaGNj\nQwCsVq3aJ0/1azLI1a1bN0Ufh0OHDrFs2bIEwCJFinDbtm1a12NjY1myZEna2dlpnZ8xYwYBfNja\nmMa9duvWjQDktL4rV67ko0ePMn0v69atk3Mp/Pjjj7x8+TKbNWsmt52VNj9GCL7gi0STWnTUqFF5\nbYpA8Mls2rSJAD4kn1EqKTvfvXfGS3g/yjUwMKCzszNnz54tx9A/cuSILIzt2rWjj49PjtobHh7O\nxo0ba42+S5QowenTp8ufy5Urly0v5B9n4dNw4cIFWlpaslChQtyyZUuqfdnb29PZ2VnrXJs2bViy\nZMkMvZDEx8fTw8ODvXv3lmPha2Ybnj17lql7iYmJkX02SpcuzbCwMF66dIlmZmasXbt2lp9XbGws\no6KihOALvlwGDRpEAGzQoAF9fX3z2hyBINP4+fnRy8tLTj6zcOFCWexttm1LDKhz/Dgt33viq5EY\nwlYz1QyA9+7do1qt1orhb25uztDQ0By338fHJ8X1/LCwsGx1FPwYTWphY2Nj7t27N9VyKpWKenp6\nbN68udb5ggULsmXLlpnuV5Ik3rhxQ/Yn0hwfLxmkxfPnz1mrVi0CYJMmTahWq+X7mTp1qlbZVFMH\nf4QmBbAQfMEXS0xMDCdOnMjChQuzaNGiufIDJxBkFwkJCXKoXc2ILzg4+IPYJ80Df+IELXftYtLt\ndprp4KQj4FevXslOdWvXrs21ewkJCeGGDRvo6uqao/08fPiQQ4cOpY6ODq2srDLkJ1C5cuVkU/rN\nmjWjgYEB79y5k2VbNmzYIP/bLViwINP1V6xYITvuXb9+nYaGhmzRooV8/Y8//sjwNr01a9YIwRd8\nHVy9epUGBgZs0qSJCNIj+Gx4PwVLANy/f/+HETE+CpX7UbjcN2/esEGDBgQSY/J/jCZk7vjx43P5\njlLnwYMHjIyM/KQ2JEmSX2a6dOnCy5cv8/z58+mKfvfu3QmAVatW5ZgxYxgSEsJ///1Xnh0MDAzM\nlK9BaGgoZ82aRUtLSwLgjRs3snw/v/76a7IZkocPH5L8kOo4o88tLCxMCL7g60CTt9vKyopr1qz5\n6rN2CT4PNNH25syZ8+FkGiN8CZAjq02ZMiVFsZs7dy4BcNq0adlnaBJ/AvnIINHR0VqC5uHhkSUT\nbt68KS97JCQkyBECdXV103R2fPv2LWfOnCm/JFWvXp3Xr1+X9/kD4NChQ9PsW5Iknj17ll27dtUk\nqWHDhg159OjRLN1LUh49esQVK1awYMGCBPBJ6XmF4Au+CiRJ4vbt2+V0lHZ2dtkaLUsgyAkkSWL7\n9u0JgM2aNUsMKJPKGj6TOO717ds3xZfaEydOyB7y4eHhafatVqu5aNEizpkzJ+0X5PcCDy+vRHu8\nvDIt+q1bt9YS/YyuTSe1ddiwYQTAR48eyb4DAwcOZJ06dainp8d58+bx3LlzafoOaELdurm5kSSD\ngoLYu3dvAkjm4a8hKChI3n5oZmZGNze3FAP/ZAepbRPMKELwBV8V79694+LFi+W35RYtWjA+Pj6v\nzRIIUiU8PJzDhw+nqakp7ezsErfUfeSlrzn+97//peokplarWaRIkQxHifP19ZUFeNWqVakX1Ih9\n0hkHjehn8j43bdqU6Rfx6OhoVqtWjQBYpUoVBgUFyU6Ovr6+DA0NlbcCAmD9+vXTFP3hw4dr7YiI\nj49n7dq1aWpqmuLWuClTplATa0Cz3TEzSJJEHx8f/u9//8tS/cwgBF/wVfLw4UN27NhR9hoWCPI7\nmmWpI0eOpHhdkiQ5DKu8fS8JKpWKlpaWtLe3z9D2rpiYGK1Rd6rBXz72Kfgo/W5aqNVqLlmyhPv3\n7+e7d+/4/PlzxsbG8uXLlxn2t/H29iYA9unTR3ZU1Ai8ZrvdzZs3uXv3bvk7f+/evVTbi4uLo4WF\nBS0sLOQXg127dlGzP/7333/n3r17KUkSr169yoIFC9LR0TFDtiZFkiTOnz+fZmZm8jPu1q1bji43\nCsEXfLXs2LFD/qLVqlWLkydPzpGMWAJBdnDw4EECieFXU0ITXKd169apjmA1wjV8+HCt8y9fvuT0\n6dN54cIF+ZxKpZL3hAOgo6Mjt23bxuXLl2u3n4kR/pkzZ/j777/L8eCTJgjSHDo6OgQSk2KltpPg\n9evXbNq0KVu2bMm7d+/K3+GP2wCglUO+e/fuLFiwYLpLBprQtj/++CPj4uJ4/fp1Wltba9np7u7O\nFi1aUFdXl8eOHUuzvZR49uyZ3Jaenp6ct14TaS81bt++zZiYmEz3RwrBF3zFSJLE06dP097engYG\nBgQSs29lR8hPgSC7kSSJNWrUoLm5eYrX58+fTwDpvrRq9uMn3Z8+atQoWXy8vLy0Rpnr1q1LJsq1\natXizp07EwtkcIT/4MEDub5mu9vvv/8uO8W5ublx0qRJHDp0KCdMmMBatWpRT08vxQRaL168kNva\nvHkzDQ0N5c+nTp3iX3/9JX+uW7euXK9t27YEkG4CmrCwMNm5UfOCpVaref/+fdnJsFChQgTAzp07\np9lWWty5c0frpQoACxQokOoLm2b5oFWrVlnqTwi+4KsnNjaWcXFxPHXqFHV0dNipUyfhxS/Il9Sp\nU4fff/89U1q/d3V1ZcGCBdNtIzY2lrq6umzXrp187v79+1qiU6xYMU6aNEn+HmgEtGPHjpw0aRJL\nlixJpVKZ6DGegRF+fHy8nNESACVJ4p07d7T6NDEx0cp/4e/vTwBctmxZivehUql47do1SpLEJ0+e\n8J9//uHFixdJJoqzk5MTAXDs2LFyHU1AnDNnzqT7Hdc48CXNxkd+CHOsOf744490n7mGV69eccKE\nCbS3t+eJEydIJr7I+fn5cdasWRw/fjxXrlyZav0tW7ZoLVVkFiH4AkESNDG0mzRpwlOnTuW1OQKB\nFkWKFKH6vcAb7d9PHD9Oo/37SSRG2QPADRs2pNtO8eLFWaZMGb5580brfJkyZbTE7OzZsyQTBbR5\n8+bU19env78/37x5QwBs3769/MKRmpe+JEls1KiRVruXL19m8eLF5c+aAENJR96aPPGBgYFZelYv\nXrxg9+7d+eDBA/nc+fPn5W1znTp1opeXF7dt20Zvb2/u3buX4eHhlCSJFy9epKGhIYsWLcr79+9r\ntRsaGso+ffrwl19+Yd26dTPl9Jt0NG9pacmlS5emGho4NeLj47M8IBGCLxAkQa1Wc8yYMbSysqKu\nri5dXFxYuXJlDhgwgLt27crRcKACQXo4OTlR0oh9khG10f79lJAYKMbIyChdL3xNOl1dXV02aNBA\n3nI2ZswYWZBGjx7N2NhYuc7Lly/lUbpmOtvd3T3xYgozDhoePnyYbEnAzc2N9evXp4GBAQsXLkwA\nbNy4sZaNe/fuJZCY9KZnz57s2rUrd+/eneFnFR8fz507d3Ly5Mk8evQo3759y+vXr/Px48ccPHhw\nMps0a/+aePjGxsb09vZOtX1NnTNnzmTInpCQEOrr67NXr168ceMGTUxMmO4OiGxGCL5AkAJPnjxh\nly5dWKZMGdatW5empqYEEhNiHD58OMWMZAJBTtOnTx9KaayZP336lJaWlszI79u5c+c4evRoFi1a\nlEqlkg8ePGBMTAzHjBnz/+2dd1hUx9fHv5deFFBALKioqDFKbETsGhGxIMbee4klmmjsJbEbE/3Z\nYuwm9hI1GksUFEuCFcUuSowNUJASBKQsu9/3j2Xvy8pSpTuf57mPu/dOu8O4Z+bMmXPS1W5duHCB\nHh4ebNeuHY8cOZKl8/Lx8fGsUaOGlmBduXIlv/32Wy21vi7bg71797Jnz56y1zqN/YDG25wu/Pz8\n2KBBAy3DvdRXqVKlePbsWT548IC9e/dmnTp1uHTpUnp5eXH27Nn08PDgTz/9lKktj5+fH9u3b885\nc+bw77//znAxsH37dhoaGhKAbOB348YN2X7hXS5dukQbGxu6u7vz4cOHGbZDg4+PD0eNGpVhGiHw\nBYIskJSUxHnz5snqQGNjY7Zp04bff/89g4ODC6RNDx484MSJEzlmzJgsrzIERZvvvvsu3RW+ZlXt\n6elJW1vbLKt9V69eTQB5GmAqOjqakZGR9PHxoa+vr+xMyMHBQRbEYWFh6eZXKpXySQJzc3M2atRI\n59HC6OhoLeE+ZMgQRkdH8/jx45w9ezbXrl1LSZJYtWrVNHvxo0ePztK7xMXFyVsUenp6lCSJgDr6\nX0REhM48TZs2pYGBgZabXZVKxQEDBlBPT48rV67U2l7R+MnXbC9mhZo1a8p5bt26RVJ9muH169eM\njIzkmzdvhMAXCLJDXFwc//zzzzQRyezs7NinTx9u2bIl/fPKuUBycjL/+OMPurm5ySpZfX19Ghoa\n6owHLihePHv2jMnA/wv9lD18TaQ8pVLJMmXKsF+/flku8+HDh2kCs2SF9zFsnT9/vpawrVatWpbL\n04S+njRpks7nY8eO5dq1a1m/fn1aWFik+X+RepKhMeoDdMcd0MWxY8cIgIMGDWJUVBQjIiK4efNm\nGhoa0tPTU+d7aLZK3vWPEBMTIzsNcnBwkIX+jh07tNo4Z86cTNuVerKzceNGuZ2ay8DAQAh8geB9\nOHfuHF1dXdmzZ08tb14fffQRx48fz6NHjzImJoYqlSrb7kJJ9X/i1atX09nZme7u7qxSpQoBsEKF\nClywYAFDQ0Nly11dzlYExYfHjx/Lx9g0hntMEf7JKeOuUqVKWTbcS82nn37KTz75JMvpW7RoQQAM\nCgrK7mswODhY68z8jh07sh04R7MHP3nyZF66dEmnOv3Jkye0srKiJEns3bu3nObVq1eyu1zNVaZM\nGT58+JAKhYLjx4/njRs30q1b47P/XX8IK1eu1LZrSEViYiI//fRTAmoXyam1grGxsezevTsBcNy4\ncSTJ8+fPy9sXHTt2JADOmjUrS9pEzVbElStXdG1pCIEvEOQGKpWKt2/f5rJly+ju7k5TU1N5Zm1n\nZ0dTU1O6u7tz2bJlWYrA9ezZM3nv0snJidWrV2erVq24f/9+LctgjcOVefPm5fUrCvIZpVLJEydO\nsFOnTpQkifr6+uzRo4dsee7t7U1AHTp33rx5bNasGceMGaNlbJcZCoWCRkZG2dIKrFmzhqVLl85R\n9EmN9T2gPk+eE3uY+Ph4duzYUVanW1lZccCAAWlc06YOUXv06FEqFAo2a9ZMSwjWqlWLx44dI0n+\n/fff8v301PPBwcHydkFqVCqVHLhIczwwNSEhIbLbXs32gVKplIP0ODg4yF4UVSoVGzRoQBMTEyYl\nJdHd3V22P8jIfuFd7t69y4ULF7Jly5ZC4AsEeUl8fDzPnDnDadOm0dPTkyNGjOBHH30k/6CULVuW\nAwcO5Pbt27XOHysUCh44cIC1atUiAPnHKDXXrl2jk5MTP/roI9lyWqzwixfJycls3LixvGU0Z84c\neUX94sULzp49m6ampjQxMWFoaOh71WVvb88GDRrkRrMz5ebNmzQ0NKSLi4vOsZ0dXr9+zb1793Lw\n4MEEwAEDBmhNpDWr7tQGewDo6enJmzdvylb4KpWKly5dklfhmslIepPyYcOGUZKkNNHwNm3aRAAc\nOHCgznzh4eEE1JEMyf8PcTt37lytug4dOkRA7elP077Lly/TwsKCtra2HD16NA8dOpRpAKTUdO3a\nVQh8gSC/ef78Obdu3co+ffrIx5sAsE6dOhw8eDArVqxIAKxcuTI3bNiQJv/du3f50UcfUV9fn23b\ntmWbNm24b98+4SyomKEJXjNp0iQmJiZSpVLRx8eH3bp1o76+PiVJooeHBy9duvTedTVq1Ig2Njb5\nNoY2b94sj/t3fQHkFE3EvdRH9xQKBb///nsuWLBA66SAZuKkUqn466+/ytHuSpYsye+//55Tpkwh\nAPr5+emsKy4uTp5gaMpZuXIlzc3NaW1tzVevXunMt2fPHnlyvnTpUnmLDgBfv34tp+vatSstLS3T\naBnOnz/Pzp0709zcXNYepud++F1++OEHIfAFgoJEqVTyxo0b/P777+nq6kpTU1O6urry8OHDadSl\nN27ckK2DjY2N0/VAJigeLFiwgAAYGhrKwMBA2disdOnSnDp1qpZDmfdlwIABNDU1zdfIkRp7hIwC\n2WQHTejrixcv6nweGxvL6OhorVVxane/P//8s+z4Z8uWLbLqffr06WnU6CqVitbW1qxVqxaTkpK4\ndu1aAmC9evXSrZ9Ma6youWrWrKm1HeHg4JBG45KcnMzjx49z165dfP78Oc+fP08bGxs6OTllqX9S\n7AKEwBcIigKNGjWivr4+lyxZorUaEBRPPD09aWJiwsTERF67dk3WAmXXM1tWqF27ttplbz6iUX+n\nDtiTU16/fk0ArFixomwAmJycTH9//wyNZVUqFQGwa9euWvejo6PZvHlzWSD/9ttvafLu379fS2hX\nqlQpU3uEV69e0dXVlZMnT+Y///zDFy9e6Ixx7+7uzhIlSpBUe/ZbvHgxK1eurFVfnTp15NMCWSU/\nBL4eBALBe6NUKkESgYGBOHPmDMLDwwu6SYI8ZPDgwUhISECzZs3g6+sLAHBzc4OpqWmu12Vra4uA\ngAD1Ci2fuH79OgCgfv36uVKeo6MjXrx4gdatW2PGjBlwdHRE/fr1MWfOnHTzSJKExo0bw8fHB8HB\nwfJ9CwsL/PXXXxgzZgwAoHXr1mnydu/eHTt37kT//v2xfv163Lt3D2ZmZhm20c7ODqdPn8aPP/6I\natWqwd7eHlZWVmnS1ahRA7GxsWjYsCHs7e0xc+ZMVKtWDfv378eVK1ewZMkSWFtbo3Hjxpg0aVIW\neyifyOsZRU4uscIXFDXu3bvHbt260crKigAoSRIbNGjAadOm8dtvv+X8+fPFWfxixqpVqwiAzs7O\nNDU1pYeHR57U07Rp03xf4WuOk2Yn+ExGXL58WWsF/PHHH7NMmTKUJCmNP/zUaMJka9wLp6ZJkyZ0\ncHDQupeYmEgPDw/q6+unOdOfW0RHR3Py5Ml0cXHhhAkTZFfJUVFRPH36dI6O+JL5s8LPekJAH4A/\ngGMp3+sBuAzgJgA/AI3SyfcUwB1NuqzUJQS+oKiiUCh46dIlzp8/ny1atNA41CAAmpmZcenSpVk6\n9ico/GhCsVpaWtLBwYHVq1fPk3oqVKjAGjVq5HusiEGDBlGSJG7evPm93FX/9ddfsm2LhYWFlhDW\n09PT6cXv4sWL1NfX5/Dhw3Uea/3vv/9kwziNV7+XL1/KxoFubm5s3769XE+9evVy3P70CAkJoUKh\noL+/PwcMGCDXtWrVqhyVV9gE/iQAu1MJfC8AHVI+dwRwLp18TwHYZKdRQuALtADSXkWEN2/eMCQk\nhAEBAbK1MVKOcpUtW5ZVqlThqFGjOGnSJE6cOJETJ07kjBkzePbs2Wyd1xbkPwcPHiSgjumur6+f\nZ0fnNKvtIUOG5KoxYGbExMTIe9HVqlXLscX+smXLCKgD2SiVSvr5+XHx4sXs1asXf//9d515XFxc\nCIBffPEFAXDFihVaz/ft20dAOzyvxgkOANnI7syZMwTAiRMn5qjtCQkJvHDhgjzZio+P544dO9i0\naVN5wpF6AgOA27dvz1FdhUbgA7AHcAZAm1QC/xSA3imf+wLYnU5eIfAFOSdFwAMKAkoCiiIn9FPz\n/PlzbtmyhX379mWnTp3YuXNnOfiP5sdDT0+PgNpj34sXLwq6yYJ0GDNmDAHQ1taWJiYmvH79ep7V\n9eWXXxIADQ0N0/h2z0vi4+O5e/duGhgYsFatWly/fn22tVMnT54kAP7yyy9ZTt+qVStWq1ZNjo73\n7nbY0KFDWapUKS2tx7Nnzzhy5Egi5Sz/xYsX+ebNG1paWrJWrVrZajOpNhrUTDzc3d05YcIE+ahu\n9erV+d1333HcuHFcsWIFX758SQAcPny4zrLCw8Mz7bfCJPAPAGgIoHUqgV8LwHMALwAEA6icTt4n\nKer86wBGZaU+IfAFMrKwV6W6FEVW4OsiKSmJUVFRfPv2Lf/77z+ZljtcAAAgAElEQVRGR0dzz549\nNDc3Z8uWLUXY30LKb7/9xurVq7N06dLZdpebE+7fvy/HiKhUqRL379/P8PBw3rlzJ9vub7PL7t27\n5bPyq1atytY+tSbq3tSpUzNNq1KpWK5cOZqamtLOzo4NGjTgnj170qSrU6cOa9SooVOIzp49W45+\nV7VqVQLgkiVLstxeUh38qlWrVrI9DqAOz9u1a1d6eXmleX+lUklbW1vWrFmT8fHx8v1Dhw7xs88+\nIwDOnz8/wzoLhcAH4AHg55TPqQX+agDdUz73AnA6nfwVUv4tA+AWgJbppBsFtS2AX6VKlbL4ZxEU\ne4CUlb0qZWGvIqAsVgI/PbZv356rhlOCoo9SqeSRI0e0QtJqruzEo88JycnJsq8JGxsb9unTh1u3\nbs10fz82NjbLR9Ru3bpFAFy7dm2G6VIc1aSb7vr163K/9O3bN9N632XevHly/tQR93SFCdZw9OhR\nAuDYsWO13kVzZbaQLSwCfwmAoBTV/CsAbwHsBBANQEpJIwF4k4Wy5gKYnFk6scIXyOT3Cr+Q2Qto\n3JL27Nkzz6P9CYoOCoWCvr6+XLRoEcePH09A7QI2r4mLi+OOHTs4cOBAOSCVs7Mz582bx2+++UZ2\nh/suFSpUYJMmTTIt/59//iGgDryTEUqlkh06dKCxsXG6wXSOHTvGNWvWaK24s0p0dDT79evHmTNn\ncvjw4Zw+fTrNzMzYpEmTDB0gTZo0iQB44MABJiYmyhMdNzc3mpqaZjhhKBQCXyux9gr/AYDWKZ9d\nAVzXkd4cQMlUny8CaJ9ZPULgC2Tycw+/ENoLxMTEcMSIEbSzs5NXCp999lm67kEFHx7x8fEEwD59\n+uRrvSqVihs2bKClpaXWSvbAgQNp0jZv3pwWFhaZjtugoCAC4NKlSzOtPywsjDY2NrS1tZW98OUG\nmi0IAHR1dZXv7927N9OticTERBoZGfHzzz+nSqWig4MD7e3t6efnx5IlS2Y4YSjsAr95yr78LQBX\nADRMuV8ewImUz1VTnt8CcA/ArKzUIwS+QIv8WnUXYnsBTbS/2bNny2rGhg0bcsaMGfT39y/o5gkK\nEJVKRRsbG5YuXZpLlizJ9/GgUCgYFBTEmJgYOjs7EynH4lKHi719+zZNTEzo5uaW4f6/xm3u7du3\ns1S3sbExAdDb25uk+iz8lClTaGJiwi1btuTofVKr4t3d3bWejR49mgDS1WSQate7lStXZlxcHDds\n2EAA9PLyynTCUOgEfn5dQuALCoQiYi9w48YNzps3j82bN6eenh4NDQ357bff8sqVKzkKiSoo+hw/\nfpyffPKJLKjWrFlTIO14+fIlJ0+eTCMjI7q4uPDatWtUKpWMjIyUhd/XX3+drvtpjUr80KFDmYaa\n1ajMmzZtKhvvafzmA2Djxo1z9A6aM/U//fRTmmea1f+iRYvSza85ldC+fXu6ublRT09PPlWhOWbY\nr1+/NJMaIfAFgvykEK/w0yMoKEjLr3ipUqXYvXt3btiwgRcvXuShQ4e0wvsKCp7Lly9z/fr1uW6P\nsWXLFk6cOJE2NjY0MDBIN5pcfrBz5075eKlmFW5vb6+l+jc2NuZPP/1EAHKQmcDAQJqYmMhpHB0d\nuXDhwnSPtGki2mmc92gMBAHw2rVrOWp737595TLe1UZERkYSAPv3759hGYsXL5ZPCmii9pFqZ01D\nhw6lqakpS5YsyS+//JI7duzQ+CoQAl8gyDcK4R5+VgkNDeXu3bs5dOhQ+exy6svJyYmTJk1iQECA\ncOhTwHz88ccEQHNzc27YsCFX9p9jYmLS/M0BFOjfOjQ0lLt27eKoUaM4ffp09ujRQ455r7k0kwAX\nFxc5399//82NGzdy1apVsrOqKVOm8MKFC/Tx8dEywvP09JRV71euXGGvXr3kstu0aZMjD4Hx8fFc\nvnw5z58/n+ZZeHg4AXDGjBmZlhMTE8N79+4xMTGRCQkJPHHiBO/evUuVSsX79++zQ4cONDU1Td0f\nQuALBPlKIbPSzwmaH5Rt27bR29tbDu+rWXEZGRmxTZs2XLJkCf38/HLs+1uQMxwdHQmovdcByJL1\nema8ffuW1tbWLFWqFDdt2sTatWuzYcOGWuFmCxOaFfubN2946dKldNNpvBmmvkxNTenu7s7ly5fz\nzp07sgZB82zixIly+GIAPH78eK60NykpidWrVyeADNus4dKlS7S1tZVX85r2pN4OSEhI4MWLF/n0\n6VMh8AUCQe5x/fp1DhgwgOPHj9fa77W2tub69euZkJAgrP/zgQ4dOtDMzIzJycns0qULAfDUqVPv\nVea6devkv2d6x9SKIrGxsdy3bx9PnTrFHTt28PDhw5wwYQJr1qwpv+9nn31Gc3NzSpIkb2NoQusC\n4L17996rDa9evdKacCxcuDBL+fr3708DAwOOHj2a/fv3l10Mr1y5Umd6IfAFAkGe8fLlS+7YsYOf\nfvqpbPkPgHXr1uXDhw8LunnFEpVKxa5duxIAg4KC5LjzZmZmcppr167xwoULGZ73frfMSpUqEVA7\nh9EEkymufP311yxVqhSbNGkiq+6DgoL47Nkz7tmzh4cPH+bdu3ezJZwzQqFQyMJ+1qxZWTKMVSqV\ntLGx0drrX7FiBYG0boI1CIEvEAjynLi4OK5fv57jxo3jd999J+8rOjo68ttvv+Xp06cZFRXF27dv\nCze/78Hp06dlzYqTk5Os1u7Xr58sCBITE2lubi6rpzVe2zIiICCAQObe6bZs2cJu3boV+b9h6iBU\nqa/Uxn4aT4RDhgzJlTqrVKkiH7XThUqloq+vL/fv388///yTHh4eBMCdO3eSJM+fP08ArFmzZroG\niELgCwSCfCcgIEA+PvTuZWlpyc8//5xr165leHh4QTe1yPD8+XNaWVmxdOnS3Lhxo5bgePLkCa2s\nrChJkmxnoXFhW6VKlUzL3rx5szyJiI6OTjedZq/73LlzufJO+U1CQoLOMent7c2aNWuyR48esurf\nzMyMALhx48ZcqVtz1K5Dhw5p9u/j4+PZrFmzNP9PJk2aJGtbJkyYQAC8e/duunUIgS8QCAqMgIAA\n/vfffzx69CjnzJnDdevWceTIkXRwcCCgDkzy66+/ajlYEaQlKSlJDjN79OhRnWkePHjAWbNmsVGj\nRqxevbp8XE1zHvzhw4cMDw9ncHAwX79+zYiICIaHh9Pb25sNGzaU02bkulWlUnHv3r3ZjnZXWNCc\nuwdABwcH1qhRg05OTvKRvNS8efOGjx8/ztX6Fy1aJEe0XLx4MceNG0dHR0fWrl1b6yTBgQMH0gQz\n8vLyIpCxy2Ah8AUCQaFDpVLxyJEjLFOmjPwDXLt2be7ataugm1Yo0ThyyYq7WA0KhYKTJ0+WJ1eZ\nXRrjMEHeEhERIW8pGBsb09XVlTVq1GC/fv3YvHlzfv755+lumZQqVYpt2rRJt+z8EPia4DeFCmdn\nZ/r5+RV0MwQCQQaoVCrcvn0b3t7e2LZtGx49eoRz586hQYMG0NfXBwAYGhoWcCsLlv/973/45ptv\n0LNnT+zduxd6enrZyk8Sjx8/hre3N4KDg1GiRAm8efMGRkZGSExMBEk4OTmhX79+kCQpj95CAKjH\n+9atW6Gvr4/9+/fD1tYWW7ZsgUKhQPv27fHXX38BAObMmYP58+enyd+5c2d4e3vDz88PderUSfNc\nkqTrJJ3z8h2EwBcUG54+fYqff/4Z9+/fR4sWLdC+fXvUrVu3oJv1QRAVFYV69erh+fPnMDIygoGB\nASRJQuvWrdG1a1cMGzbsgxNIJFG+fHnY2dnh3LlzsLKyKugmCd6DkydPokOHDlr3Bg0ahKSkJOzd\nuxczZ85ESEgItm3bBm9vb7i6umqlDQ0NRd26dZGQkIChQ4di2bJl8sQYyB+BX+Dqe12XUOkLssPl\ny5f5+eefU09Pj/r6+lpq0AkTJmS4rynIPfz8/Dh48GBOmDCBgwYN4hdffMHKlSsTAJctW5Zm7zgu\nLi5DI7OiRkxMDKtVq8aPP/6YdnZ2Wlsejx49Kujm5R/FwHmVLo4cOUIA7Nu3L589eyYb4gFqv/mk\n2m9ArVq1aGdnp9OnhZ+fn5zn3X1+iD18gSBzNmzYQGtra86YMUP2Tx4SEsJu3brJx5uyGn1LkLso\nlUp27NhRNvK7du0a79+/z3HjxrFEiRLU09NjkyZN2K1bN7Zr146LFy/mzZs3c63+sLAwLlmyhNWr\nV6ezszN3796da2W/y+nTp+Ufc09PT9mFLgBeuHAhz+otVKQIeHh7E2fOEN7exUboX716lQC4Y8cO\n+d6TJ0/o4+Oj5TPhzp07NDExYbt27XSWs3LlSgLg9u3bte4LgS8QZIGEhAS+ffs2zX2VSsVbt27R\nzs6OtWrVSjOjFuQPsbGxXLduHa2srGQBaGRkxAEDBnD69Ol0cXGhtbU1a9SoIT+fNm0aHzx4kGWL\n8vDw8DQugl+9eiX7bm/evDkrVKhAfX19hoaG5sVrykcZFyxYIN+LiIjI1VjthR6NsPfx+f9LI/SL\nOPPnzyeALI0fTQAeXQZ8CoWCrVq1opGREYcMGcIOHTpwzpw5QuALBLmBt7c3JUni8OHDSaojzM2f\nP5+zZ8/mzJkzM4xtLcg9nj17xv/973/88ccf0/3RDAkJYbt27WTBX7FiRY4aNYoRERFyGqVSyTt3\n7nDatGl0dXVly5YtZWcr27ZtI0meOnVK9lX/xx9/cNeuXSxVqhSNjIwYExOT6+/266+/EgBbt279\nYYcoBtQrex8f4uxZ9b9nzhQLgd+0aVM6OztnKe0333xDAOl6rAwODmaHDh1oYmLCSpUqabxcCoEv\nEOQGM2fOlNXKmrO0qa86derQyclJOJMpJDx+/JgbNmyQt2U8PT0ZFRXFFStWyMFnNFfVqlU5depU\nOjs708jIiH5+frS2tqaVlRV//fVXkqSdnR0B8NixY7ne1itXrtDMzIyVKlXKM+1BkaGYrvAjIiKo\np6fH2bNnZ5r22LFjsqvjzEIgazz0pYxlIfAFgtxAoVDwxx9/ZLt27Thx4kQ+fvyYUVFR9Pf355gx\nY+QoWJ6enkXWMUlxReODXHM1adKEq1ev5uzZs7WM4V6/fs3y5cvLrmlTn3lu0qSJHHM9N3n16hUd\nHR1pYmKSpQhqxZ5iuoe/b98+AqCvr2+G6VKHKdZMNjMjlZMlIfAFgvxCI1js7e25f/9+Jicn54n6\nV5A9VCoVx40bx2HDhsnR0NLjxo0b7NatG6tVqyb/4GrU7d98802ut23IkCEEwE2bNuV62UWWYmal\nr1Qq2alTJ5YqVSrTOASvXr2ipaWl7Ib377//zlIQpIiICCHwBYL8RKVScevWrbJ1tZmZGSVJYqtW\nrRgSElLQzRPkAJVKxdKlS9POzo4vX77MURnh4eG8fv16mh/78PBwOdLgixcvcqO5gkLId999RwAc\nNWpUltLHxcVx9uzZclwEKysr7tu3L1PNoRD4AkEBEBUVxaVLl3LQoEGcOHEiDQwMaGBgwDFjxmQ5\nZKmg8KCZwLVq1YoLFy7k1atXM/zxDQoK4ldffcWpU6dy8ODBchS28uXLa2l8GjRoIKtv58yZkx+v\nIshnNKr8Tz/9NNv/9yMjI3ngwAH59ImdnR2HDRvGqKgonemFwBcICgHXrl1j7969CYAlSpRg586d\nefHixYJuVuGiEKtxnz59yqlTp2qFVe3fv79OZziJiYlynHV9fX2am5tz9OjRNDc3p76+PhMSEkiq\n1bwpltVctGgRIyMj8/u1BPlAy5YtWbZs2fcKEPXff//xl19+kX9DOnbsqNO4Uwh8gaCQoAkY88UX\nX7B06dI0MjLioEGD+Pr164JuWsGjMdSCgoCSgKLQCX0NoaGh8nl5fX19/vDDD3K0tQcPHrBcuXIE\nwFmzZjEmJoaxsbFUqVSsWrUqPTw8tMpauHCh2L8vpqQeJzNmzMi1cpcvX04A1NPT03LgQwqBLxAU\nSp48ecL+/ftTkiSWKVOGI0eO5PHjxwu6WblLdlbssrBXpboUhVLgawgMDKSzszMBsFy5cvzpp5/o\n5OQkn9tP7cTn0aNHBMDly5fzyZMn8nbA7t27ZY1BZsevBEUHhULB9u3bEwCHDBmi5QMiN7h+/Tpd\nXFxoZGTEKVOmyLYlQuALBIWYU6dOsUuXLixRogQBcOfOnQXdpNwhqyv2VJMBdTpVylcVAWWhFvik\nWmtz8uRJ2ee9tbU1f/rppzTpDh48qHUs0N7enh4eHrI/hy5duuj0my4omsyYMYMAOGbMmDyrIzg4\nmG5ubrJ9QGJiYr4IfBEtTyB4TxISEtC2bVv4+vqiZcuW2L59OypXrlzQzco5kgQJCgD6qW4qQRiq\n5XlKGgAp6TQhX6X00xdilEolAgICUK1aNZiYmKR5HhcXBw8PD1hYWKBFixa4cuUKLl++jObNm2PW\nrFk6Q50Kiia7du3CgAED0KxZM1y4cCHb4Yyzy8GDB9GjRw9MnToVP/zwgwiPKxAUBcLDw7Fy5Uos\nX74cycnJaN26Ndq1a4cOHToUPYEgSZCghFqAS9Asbgl9LYGfdlKAlLQqtbAHioTAFwgA4PLly2jT\npg1KlSqFmzdvwtbWNst5X7x4gUOHDqFs2bK4e/cu/Pz80KxZM7i7u8PZ2Tnd0NARERGoUKECnJyc\n4OfnJ8LjCgRFCX9/f3799desXbu2rAJ+NypWoScre/Jp1PjvqPILuTpfIHiXbt260djYmFevXs1W\nvm3btsln7gFQkiRWrVpV/j5t2jSd+ZKTk+nu7k4AXLdundjDFwiKMkFBQWzatCkNDAw4aNAgBgUF\nyc9UKhUfPHhQOD35ZWUPX+ekQEUzRAthLyhyJCUl0cLCgiNGjMg0bUREBJcvX86aNWuyQoUKBNRB\nngICAvjXX3/x6dOnJNWhmfv3708A7Nq1K+/cuUNSfQJgyZIldHBwIACOGzeOJIXAFwiKOiEhIezf\nvz8NDAxoa2vL+vXr08nJibVq1SIAGhoacvny5QXdzLRkZqWfZlKg/H9hLwS+oIhx7tw5AuDBgwfT\nTRMVFcWhQ4fKjpj09fXlVfx3332nM098fLws9AHQ1dWVhoaGBNSRFffv3y879MkPgS/28AWCfODc\nuXNYvnw5QkJCULJkSSQmJqJnz544efIkzpw5g5kzZ6JLly6oX78+9PXf3RcvpKSzL4lC+JsiyCIf\n4N80LCwMTZs2xbNnzxAeHg5LS0ud6ebOnYt58+Zh5MiRaNu2LXr37i0/u3z5MlxcXHTmi4qKgqur\nK5RKJeLi4tCpUyeMHj0atWrV0konSZIw2hMIijMxMTHw9PTEuXPnAADW1tZwdXVFtWrVoKenh/nz\n5+e5pXCxRZfwKoS/d4WGlP6yOHIEMSVKAABKxsbiTZcu6ufFsO8UCgW6deuGY8eOYfPmzRg+fHi6\naefMmYOFCxfizJkzaN68OerWrYuAgACUKVMGISEh7z1RFwJfIPhACA0NxenTp+Ht7Q1vb2+EhIQA\nAA4fPowumh/cVCQnJ+Ps2bOwsrJCgwYNio5WIL9Ic2xQnBzIFElSC/uSJbVul4yJUQv9YthvM2fO\nxJIlSzB8+HBs3rw5w7RxcXFo2LAhoqOj8ejRI0RFRWHNmjUYOHAgPvnkk/duixD4AsEHCEkcPHgQ\nPXv2BACMHz8ebm5uaN26NRQKBbZs2YK1a9fi2bNnAIDSpUtjwIABWLFihdAGaMiKLwGBNpIE6cwZ\n9WRJox1Jscqgq2vu95uREaBQ/P93Q0MgKSl368iAU6dOoX379vjkk09w8+bNdI/OpWbBggX49ttv\n8c8//6BatWq50o7Hjx/j8uXLGDBgQJ4LfIO8LFwgEGQfSZLQuXNnrFixAidPnsTmzZuxZs0aGBgY\ngCSUSiVatWqFJUuWgCT279+P1atXY//+/Wjfvj3c3NzQvn17lC5duqBfpYBJ7RCIqb4L0qNkbKx6\nhZ9KuJeMjc39ilKEvcOOHXhevjwqhYTg6cCB6vv5IPRJYuvWrTA2NsalS5eyJOwB4PfffwcA3Lp1\n670EvlKpxPHjx/Hzzz/j1KlTOS4nu4gVvkBQyElISMDFixfh7e2NuLg4DB8+HHXr1pWfk8SuXbvw\nxx9/4MyZM4iMjIS1tTXWrVsHd3d3WFhYFGDrC4gPaYWfW7YK+bmHL0lw2LEDzypUkG9VDg5WC/18\n+PssX74ckydPxoABA7Bjxw75flRUFC5evIgGDRqgXLlyiIyMxP379+Hg4IC9e/diypQpaNq0Kby9\nvWFmZpajupVKJVxcXHD9+nWUL18eI0eORFhYGNatWydU+gKBIOsolUqcO3cOffv2xevXr6Gvr4/B\ngwdj7dq1Ot3GFls+lD18zXt6ewN6eoBKBbq5qZ+9h9BPQ273mSRB78wZULN9oD4yBlVebB3ooEGD\nBkhISMD169dhamqKmzdv4qeffsLu3bsRHx8PAHB0dERQUBASEhLkfM2bN8f27dtRpUqVHNd99epV\nuLi4YNq0aVi4cCEMDNSK9vzYwxcqfYGgGKGvrw9XV1e8ePECly5dwpYtW7B161bs3r0brVq1gpub\nG3r16oWKFSsWdFPzFhKQpP8X8qnvFzMkb29AY7Sprw/J2/v/hX52ycf+qRQSol7hp9RZKcVQNa95\n9uwZ/P39sXjxYlnYN2zYEIaGhhg4cCC6dOmCe/fu4ezZs3B1dUXr1q3x7NkzdOzYEU5OTu9d/+XL\nlwEAffr0kYV9fiEEvkBQDDE2Nkbr1q3RqlUr9O/fH3/++Se8vb0xefJkLF68GIsWLcKgQYNyrJYs\nEhRD4a4TjaFmykoZRcFw09AQTwcOTLuHb2iYed73QKVSoXnz5gCAzp07AwAOHToElUqFgIAAODg4\nAAA8PDwwbdo0rbxhYWFITk5GQEAA/v33X3h6euaoDZrz97dv30a9evVy+CY5Qwh8gaAYI0kS2rdv\nj/bt2wNQqxP79u2LMWPG4JdffkGLFi3w9u1bdOvWDW3bti3g1gpyhEqlXuFrJjgqVcG2JyskJQFG\nRmohryEfrPT19PRQp04dBAUFQZXSTw8ePAAAdO3aFefPn4eFhQUUCgUOHz6MjRs3IiEhAUqlEpcu\nXYKRkRGSUtrYpUsXqFQqfP3112jTpk2W2/Do0SMAQJMmTXL57TJH7OELBB8YJLF+/XrMmTMHERER\nMDAwQHJyMv788095YiAoIuT2Hv4HQFhYGOrWrYuIiAi4urqiWbNmMDExwfTp09G4cWO4uLhgz549\nePnyJSpVqoTSpUsjISEB3bt3R0REBCpVqgR/f3/4+PggIiICANCiRQvs3bsX5cuXz7R+Dw8PBAQE\n4J9//tG6nx97+AXuN1/XJXzpCwR5j1KpZFRUFB88eEAArFOnTkE3SZATMot7IEjDvXv3OH78eFav\nXp0AOH36dP78888sXbo0JUlix44deezYMSYnJ2dYTkhICL/77jsaGBgQAOfPn59h+sTERJqamnLw\n4MFpniEffOkXgc0egUCQF+jp6cHKygonTpwAoLbwP3/+PChWhkULXSJfkCEff/wxVq9ejUePHmHE\niBH4/vvvERMTgxs3biAyMhLHjx9Hp06dMvVgWa5cOcydOxdXr14FAPj6+maY3sDAAHZ2dvDx8cF/\n//2Xa++TVYTAFwg+cFq0aIFmzZohMDAQrVu3xtChQ3HlyhUolcqCbppAkOesWrUKjRo1wrRp0+Dg\n4ICmTZti6tSpePv2bZbLqF+/Prp164YzZ85g3rx5ePXqlc50enp62LNnD168eIEZM2bk1itkGSHw\nBYIPnE8//RR///03IiMjMWTIEGzbtg2NGzeGvb29WPELij1mZma4fPkybt++jeXLl8Pe3h4//vgj\nRo0ahbi4uCyXs3HjRri4uGDu3Llwc3NL9/+Ni4sLLCwsEBUVlVuvkGWEwBcIBACAkiVL4pdffkFY\nWBh27twJhUKB1q1bo2XLlnjy5ElBN08gyDMkSYKTkxMmTZoELy8vzJw5E7t27YKtrS2OHz+epTKs\nra3x999/o0+fPrh79266GrLAwEC8efMmTXjc/EAIfIFAoIWtrS369++Pe/fuYf78+fD19UXVqlVR\no0YNjBkzBiNGjMCJEydAEsnJyQXdXIEg11m4cCG8vb1RuXJlDBw4EJGRkVnOqzlul9plb2oqVaoE\nAHj48OH7NzSbiGN5AoEgQx4+fIiTJ0/Cy8sL58+fl9Wctra2iI6ORrNmzeDm5oZ27dqhfv36csS+\nhIQEmJiYICkpCUZGRgX5CgJBjvjxxx8xdepU3LlzB3Xq1AEA/Pvvv/D390ezZs1QtmxZkNQKvqNS\nqWBsbAwPDw852E5qSMLGxgZ6enpYtGgRRo4cCUmSRHhcgUBQuEhKSkJYWBg2bNiAe/fuwc7ODhcv\nXsTt27cBqEP1tmnTBjExMfDy8oK1tTWio6OxbNkyDBgwACVKlEBycrJs/RwfH4+TJ0+iRo0aqFev\nXrrhfVUqVaahf5VKJS5fvgw7OzvcunULd+7cwaxZs6BUKrFnzx5s2rQJenp6cHNzQ4kSJUASrq6u\nqFu3rggrLNCJj48PXF1d8eWXX6Jdu3ZydDuN3KxYsSJevXqFRo0aYcOGDahduzYAoGbNmoiNjcX9\n+/dhaWmZptw//vgDXVKCEr158wYlS5YUAl8gEBQNQkNDcebMGXh5ecHb2xtKpRI9evRAaGgoDhw4\nAEC9T2pkZASlUikLfJKy5zIbGxtMmTIFkydPxunTp/HLL7/A3NwcT58+xaVLl7B27VqULFkSFhYW\niI6Oho2NDe7fv4+LFy+ifPnyOHToEB4/fqzVrsqVKyMmJgaRkZGoUaMGSpQoAX9/fy2DKltbW7i7\nu2PZsmWws7PLpx4rery7kv1Q+Oqrr7B69WoAkKPbtWrVCleuXIGvry/s7Oxw8OBB2NnZwc/PDyVK\nlICvry9atWqFHj16YM+ePTr7bd68eZg7dy58fHzw2WefCWk5rkAAABZWSURBVIEvEAiKHu8KBoVC\ngatXr+L06dN4/vw5rKys8N9//8HMzEyeGAQHB2Pz5s24cOECjI2NkZiYCEtLSyiVSpibmyM0NDTd\n+iwsLPDmzRs0a9YMw4YNQ0JCAuzt7fH69Wvs27cPFhYWGDNmDNq0aQNJkhAREYGIiAiUKFECp0+f\nhre3N/bs2YNWrVrBy8sr07PXABAQEIDdu3ejYsWKcHNzk32wF1VIIigoCOXKlYOXlxfCwsJgbGyM\ngwcPolSpUggMDISvry+aNGmCLVu2oHr16gXd5HwjMTER8+fPR/369dGlSxcY6vD3rwm0M2jQIPz6\n668AgMWLF2PWrFnYuHEjRo4cmSZPbGwsnJ2d8ebNGwQEBMDS0lJ42hMIBB8GiYmJ3LhxI4cOHcrt\n27czISGBycnJVKlUjI+Pp5eXF//8808ePXqUJ0+e5IEDB3jp0iWqVCpGR0e/V91btmwhAC5YsCDT\ntL/++isBaF2dOnWiQqF4rzYUJL/99luadwJAa2trmpmZ0cHBgaNGjWKJEiVYq1Ytud+LAm/fvuXF\nixcZFhbGX375hQsXLmSTJk34448/5mo93377LQFwz549JNWeLFu3bk0TExMGBwfrzPP9998TAO/c\nuZMvnvYKXLjruoTAFwgE+YlKpWLfvn1lF8MjR46kh4cHZ86cybNnzzIxMZFhYWFctGgRjY2NaW9v\nz1evXvHevXucMmUKAbBLly709fVNt/xr164xIiIin98sYwIDAzl06FBKkkQAHD16NPft20d/f3+e\nPn2aCoVCnnSR5PHjx2loaEgAnDFjRgG3XpvY2FgqlUr++++/nDFjBr/44guOGzeOpUuX1jmZQS67\nIE5KSiIADho0SL63atUqAqCfn5/OPPv27ZMnCULgCwQCQT4RGxvLH3/8kW3btqWxsTHLlStHfX19\nAqCJiYnsL93V1TXND/jUqVNpbGxMfX19fvHFF+zVqxcnTpzIPn36cOrUqaxbty4B8NNPP2ViYmIB\nvaE2b9++pYODAwHwiy++4MOHD7OULzw8nP369SMA7tu3r1Cs9F+9ekUzMzOamJhQkiTq6enRzMyM\n+vr67NGjB7dt28YFCxbw3LlzbNeuHQHw1atXudoGlUrFChUqsEqVKoyNjSVJent7EwA3bdqkM89f\nf/2VegIiBL5AIBDkN0qlkiQZHR3NI0eO8Msvv+RXX33Fe/fupZvn9evXbN++PQ0MDFiqVClKkkRL\nS0sC4CeffMLOnTsTAO3s7Dhs2DDu2bOHYWFh+fVKMk+ePOG0adNobW1NAFy/fn22y3j79i3r1KlD\nACxfvjxHjhz53tsqOeW3336jnZ0dAbB+/fr89ttv+eLFCyoUCp1tunPnDk1MTOjm5ib/nXOLn3/+\nmQB46tQpkuT169cJgFOmTNGZXqFQcOPGjezSpYsQ+AKBQFDUSExMpEql4tu3b6lSqfjmzRt5Fbx/\n/352796dpUqVkld29evX59SpU3ns2DFu375dFlJxcXFUKpWMj4+nSqXikydP+PvvvzM0NFRnvdev\nX+fQoUP50Ucf8cKFC7xx4wafPHnCGzdu8OXLlzx16hQ9PT0pSRL19fXZrVs3+vj45HiFHhkZyc2b\nN7N79+4EwAoVKnDZsmU567QcoFKp6OvrSwMDA1asWJFHjhzJUj6lUslu3brleLKTEUePHiUAbtiw\nQW5jp06dMlTraxACXyAQCIohycnJvHLlChcsWMCWLVvK++IAWLt2bXbp0oUGBga0sLCgnp4era2t\n5X12AKxXrx6//PJL9u7dm5MmTWKTJk0IQKscXZetrS1nzpzJ58+f5+r7/P7772zcuDEBcO/evbla\n9rvExcVx06ZNrF+/PgGwZMmSvHjxYqb5IiIiuGzZMlarVk3uj2PHjuVq2x49ekQAXLNmjXxPYxuy\ndOnSDPPmh8AXx/IEAoGggImNjYWvry/Onz+PI0eO4NWrV+jRowcSExNhbm6OqKgoVK1aFa1bt8bV\nq1fh7e0NX19fmJmZISYmBtWqVcPYsWMxZMgQJCQk4OjRo1AqlVAoFDA0NERMTAzKly+PHj16wNjY\nOE/eQRN74c6dO/D390e1atXypJ6ePXviwIEDcHJywtixY2WHThnx8OFDODs7IzY2Fs2aNcPYsWPR\nvXv3XO+LNWvWYMKECQgMDISjoyPWrVuHsWPHon379jh27FiGRz7FOXyBQCAQ6CQpKQkGBgayC+PC\n4C3w2bNnqFevHhwdHeHr65upS2VS7XjJ0NAQFy5cgKGhIRo1aqTzrLuGsmXLwtzcHP/880+WHAEd\nPnwYX3/9NZ49e4a//voLzZs3TzdtdHQ0duzYgW3btqFUqVKYOnUq2rZtm2kdGjp16oRHjx4hMDAQ\nAODs7Ix79+4hODgYpUuXTpM+MjISb9++hb29fb4I/IIfIQKBQCDINkZGRtDT04OZmVmhEPaA2rPh\nli1b4Ofnh1WrVqV5/ubNG2zZsgU7duzAihUrUKtWLZibm6NMmTL47LPP0Lx5c9jY2KBcuXIa//Kw\nsbHRKmPkyJH4999/4eXllWl7wsPD0b17dyQlJWHv3r0ZCnuNpmT8+PFITEyEt7c3NmzYkOV3j4+P\nx9mzZ9GhQwf5nqurKxISEnD+/Pk06U+fPo1y5cqhYsWK+Oijj7Jcz/tgkC+1CAQCgeCDwN3dHQDk\nVS6gDjizbNky7NixA7GxsfJ9FxcXfPnllwgKCoKnpydMTU1x+vRphISE4NixYwDUavLUNGrUCACy\nNMnx9vaGSqXC4cOH5Xy6OHbsGLZu3QqVSgUAOHLkCJo2bYpHjx5l8a3VAjw+Pl5L4C9YsACHDh3C\n+PHj0bVrV630u3fvRlJSEhYtWoS//vorf6Ln5bWRQE4uYbQnEAgERROVSkVra2u2bNlS/u7o6Cg7\npbl06RKvXbvGW7dupVtGbGwsjY2NOXHiRK37K1asIADq6ekxPj4+07bs3LmTAPjzzz+nmyYgIEA2\n4tu1axctLS3p4uLCRo0asWzZslk6xfDo0SOampqyZMmSfPv2rdazzz//nIaGhmnaq3G6M2vWLJL5\nY7RXOPRAAoFAICgWxMfHIy4uDnXr1gWgNuZ78eIFAMDMzAyNGzeGs7MzPvnkk3TLOHfuHBITE7VW\nyyQxZ84cAOroiRMmTIBCociwLX379kW7du0wadIk3LlzJ83zzZs3a6nTg4KCsHnzZly5cgWhoaF4\n9eoVtm3bluk7HzlyBPHx8Vi6dClMTEy0ng0fPhwKhQJNmjTB7t275fu9evXCsGHDsHjxYvj4+GRa\nR24gBL5AIBAIco2YmBgkJCQgJiYGgNrW4OHDhxg+fDjWr18vq+oz4sSJEzAzM0OLFi3ke5IkITQ0\nFCdOnEDfvn2xadMm2NjYYO/evemWo6enh+3bt8PS0hK9e/dGXFyc1vNy5coBUBsC1qlTB9OmTVOf\nVwdQp04dAMDdu3czbW+bNm1gbGyMsWPH4ocfftB65uHhgXXr1uH169fo37+/VnlTpkwBSRw+fDjT\nOnIDIfAFAoFAkGvY2NjAzMxM3g8H1MZ833zzDQD1KjozfH19YWlpidevX2vdNzMzQ4cOHbBr1y4c\nPnwY1apVw/Dhw/HgwYN0y7Kzs8POnTsREBCAr776SutZp06dUKZMGdSoUQMrV64EoJ6guLi44OzZ\nswDUkREzo0GDBrh8+TIAYPr06fj999+1no8ePRqzZs0CAHlCAQDjx48HAHz++eeZ1pEbCIEvEAgE\nglzj/v37ePv2LUqVKgWlUinfv3DhAgCgSZMmmZbRq1cvvHz5EpUqVUKtWrXw1VdfaRm1SZKELl26\n4Pjx4zA3N0ePHj3w+PHjdMtr27YtZsyYgS1btmDPnj1az+zt7REQECAL7Lp162L37t2Ij48HAAQH\nB2fpvevWrYtt27bB1tYWo0ePTvNcY5Wv0RwAkMMqN27cOEt1vC9C4AsEAoEg16hSpQqqVq2KVatW\noWHDhrJVfsOGDaGvr48lS5ZorXJ1MXPmTNy5cwfLli1DpUqVsHbtWrRt2xYvX75EZGQkkpKSAKhV\n8tu3b0dAQAAcHR1Rs2ZNbN68WWeZ8+bNQ9OmTfHFF1/gn3/+ke+bmJjA3t4ejo6OAIDr16/Dy8tL\nbuOzZ8+y9N6SJGHQoEFo0aIFIiIikJiYqPX88uXLePnyJZYsWSLfK1++PICsaRFyhby2CszJJaz0\nBQKBoOgSFRXF1atXU5IkNm7cmIcPHyZJLl68OMPocenh5+dHQ0ND2b2wubk5Fy5cKD9/9OgRV6xY\nwSpVqlBPTy/deANPnz4lAPbq1Uu+Z2FhwWbNmsmR63744QdWrlyZNjY2HDx4MAHw5MmTWW7rjBkz\nCIDPnj3Tuu/j4yNHTQwJCSFJ/vrrrwTAP//8U/jSFwgEAkHR5aeffiIAWlhYkFQHrilbtiybNWuW\n7bKuXbvGKVOmcOrUqXR3dycA/vHHH1ppxo0bR1NT03SP7EVGRsphjkePHs2wsDBOnTpVDvWLlON5\nFSpUoJGREZcuXcpKlSrR1tZWFtIZ4e/vz+rVq7Nq1ao6j/PNnz+fABgYGEiSvH37NgFw1apVQuAL\nBAKBoGgzcOBAAuCIESO4YcMGAuDXX3/9XmUmJCSwXr16tLa25osXL+T7LVq0oI2NTYZn5wMDA+WA\nNpIk0dzcnADo4+PDyZMn08jIiFZWVrLvgLZt29LU1JTu7u4Ztunu3bvyhGHIkCE602gmFZqgPdu3\nb5cj6QmBLxAIBIIiTVBQELt3704LCwsCoJGRUaahYrOCv79/mih0w4cPpyRJjIuLyzCvSqXilStX\nOH/+fHbo0IH9+/dn+fLlZeGvWeUD4O7du9m5c2daWlpmOJFQKBScO3cuTU1NWa5cOYaFhaVJM336\ndBoYGDA6OpqBgYGsW7cu7ezsqFQqheMdgUAgEBRtKlSogAMHDiAiIgJXr17F06dP0bBhw/cu18rK\nCgBkpz4AcOfOHbi4uMDMzCzDvJIkoVGjRpgzZw5OnDgBc3NzhISEwNPTU04THByMsWPHwsrKCqdP\nn8Znn32WYbAeAwMDfPfdd7h48SIiIyMxZMgQraOJAODl5YXk5GTMnTsX1atXx927dzFlypR8i4WQ\n5VokSdKXJMlfkqRjKd/rSZJ0WZKkm5Ik+UmSpNNRsSRJ7SVJeihJ0j+SJE3PrYYLBAKBoOhgYGCA\nTz/9VHZ2875UrFgRBgYG8imAgwcP4urVq1re+bKKk5MTALUDnSNHjsjW88ePH0fHjh1RsmRJTJo0\nKUtl1atXD//73/9w4sQJDBs2DH///TeSk5MBAJ6enrCxscGKFSsAAPfu3ZP9E+QLWVUFAJgEYDeA\nYynfvQB0SPncEcA5HXn0ATwGUBWAEYBbAD7OrC6h0hcIBAJBeqhUKk6aNIkAuGfPHj548ICSJLFc\nuXJae/pZJUWlLlvvv3nzhvXq1SMAOjo6MjExMdvtGzFiBPX09GSjxc8//5zr1q1jdHQ0b968yStX\nrmjlQWFR6UuSZA+gE4DUBxwJwCLlsyWAEB1ZGwH4h+S/JJMA7AXQJSt1CgQCgUCgi8DAQPzvf/9D\no0aN0KFDB9kF7x9//AF7e/tsl6enpwdHR0f4+voiOjoaJUuWxPXr13Hr1i2cO3cORkZG2SpPkiRs\n2rQJ4eHhOHDgAHr37g1/f3+MGTMG/fr1Q926dTOM3pdXSOqJRSaJJOkAgCUASgKYTNJDkqRaAE4B\nkKDeGmhK8tk7+XoAaE9yRMr3gQBcSH6po45RAEalfK0JIB9iBQIAbACE51NdRQnRL7oR/aIb0S9p\nEX2iG9EvuqlJsmReVmCQWQJJkjwAhJG8LklS61SPxgCYSPKgJEm9AGwB0DanDSG5EcDGnObPKZIk\n+ZF0zu96CzuiX3Qj+kU3ol/SIvpEN6JfdCNJkl9e15GpwAfQDICnJEkdAZgAsJAkaSeAzgA0kQh+\ng7a6X0MwgIqpvtun3BMIBAKBQJCPZLqHT3IGSXuSDgD6APAhOQDqPftWKcnaAAjUkf0agOqSJFWR\nJMkoJf8fudJygUAgEAgEWSYrK/z0GAlglSRJBgASkLL/LklSeQCbSXYkmSxJ0pdQ7/XrA9hK8t77\nNjqXyfdthCKC6BfdiH7RjeiXtIg+0Y3oF93keb9kyWhPIBAIBAJB0UZ42hMIBAKB4ANACHyBQCAQ\nCD4Aiq3AlySppyRJ9yRJUkmS5JzqvpskSdclSbqT8m+bVM/OpbgBvplyldFRroMkSfGp0qzPr3fK\nDfKqX1LSzUhxofxQkiT3/Hif3CIn/ZIqzR+SJN1Np9wiO17yqk9Snn9QY0WSpJOSJN1KybdekiR9\nHeUW2bEC5F2/pKT7YMaLJElmkiQdlyQpICXf9+mUm/3xkteu/ArqAlALagc+5wA4p7pfH0D5lM91\nAASneqaVNp1yHQDcLej3K4T98jHUrpONAVSB2qWyfkG/b172S8q9blC7nNY5JoryeMnDPvngxgoA\ni5R/JQAHAfQpTmMlj/vlgxovAMwAfJby2QjAX0hxY/++4+V9rPQLNSQfAEgT3Yikf6qv9wCYSpJk\nTDIxH5tXYORhv3QBsDcl/RNJkv6B2rXypfdvdd6Tk36RJKkE1DEmRgHYn19tzS/ysE8+uLFC8k3K\nfQOof8SLnbV0HvbLhzZe3gI4m5ImSZKkG1D7sHlviq1KP4t0B3DjHaG2LUU9Mkd69y/0/1RJSXNe\nkqQW+dDO/CYn/VIBwItU34NS7hUn3u2XBQCWA3ibSb7iPF5y0icf4liBJEmnAIQBiAFwIJ18xXms\nADnrlw9yvACAJElWUDu5O5NOvmyNlyK9wpck6TSAsjoezSJ5JJO8tQEsBdAu1e3+JIMlSSoJtXpp\nIIDt72R9CaASyQhJkhoCOCxJUu1UM9UCp4D6pdCTm/0iSVI9ANVITpQkySGDrIV6vBRQnxR68uD/\nEEi6S5JkAmAX1M7KvN/JWqjHClBg/VLoyYt+kdQ+bvYAWE3yXx1Zsz1eirTAJ5kj3/2SOvrf7wAG\nkXycqrzglH9jJEnaDbXaSEuwpczAElM+X5ck6TGAGgDy3A9yVimIfkERcKOcy/3SBICzJElPof5/\nVEaSpHMkW79TZ6EeLwXRJ/jwxkrqchMkSToCtZra+51nhXqsAAXTL/hwx8tGAIEkV6ZTZ7bHywen\n0k9RkRwHMJ2kb6r7BpIk2aR8NgTgASCNlbEkSbZSiiWpJElVAVQHoGv2VaR4336B2mVyH0mSjCVJ\nqgJ1v1zN+5bnLen1C8l1JMtT7XK6OYBHOgRbsRwv79sn+MDGiiRJJSRJKpfy2QDqUOMBOvIXu7EC\nvH+/4AMbLynPFkIddv7rDPJnf7xkx8KvKF0AukK915MIIBTAqZT7swHEAbiZ6ioDwBzAdQC3oTag\nWIUUS1AAngDmp3zunvL8JoAbADoX9LsWhn5J+T4Lagvah9BhVVqYr+z2yzt5HZDKWra4jJe86pMP\nbawAsIM6rshtqCfLawAYFKexkpf98gGOF3uojRcfpLo/IjfGi3CtKxAIBALBB8AHp9IXCAQCgeBD\nRAh8gUAgEAg+AITAFwgEAoHgA0AIfIFAIBAIPgCEwBcIBAKB4ANACHyBQCAQCD4AhMAXCAQCgeAD\n4P8AF72QgDE41WMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768b13b358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (8,8))\n",
    "viz_tools.set_aspect(ax, coords = 'map')\n",
    "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
    "dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n",
    "ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n",
    "dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n",
    "ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n",
    "dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n",
    "ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n",
    "dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n",
    "ax.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, grid, coords = 'map')\n",
    "ax.set_ylim(48, 50.5)\n",
    "ax.legend()\n",
    "ax.set_xlim(-125.7, -122.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 35)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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UzMIHFlK+qtwqH3zF3Zgf3YNqPp99p53Jf/c8wO3Vp2J2dFsHikPv1t7UcQMB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\nB9nQthblZrkfBz7u8FqEJiQzGSpVQ5z6fTO4IlslY71Win1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Bli2wYYP1mWzcCCswWDhq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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768b43f908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (8,8))\n",
    "ps1=et.varvarPlot(ax,dJDF,'N','mod_nitrate',cols=('b','darkturquoise','navy'),lname='SJDF')\n",
    "ps2=et.varvarPlot(ax,dSJGI,'N','mod_nitrate',cols=('c','darkturquoise','navy'),lname='SJGI')\n",
    "ps3=et.varvarPlot(ax,dSOG,'N','mod_nitrate',cols=('y','darkturquoise','navy'),lname='SOG')\n",
    "ps4=et.varvarPlot(ax,dNSOG,'N','mod_nitrate',cols=('m','darkturquoise','navy'),lname='NSOGF')\n",
    "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.set_title('NO$_3$ ($\\mu$M)')\n",
    "ax.set_xlim(0,35)\n",
    "ax.set_ylim(0,35)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-40, 20)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qvWWA89JI7/MvBe26bv/X6exfRl1HL7M7/MbRoWa2rGvlZjaMXw+pKmZWPgDj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oklT4C2a52TecDE9Osuk52AiFJ2W25tU6MGzd1j+s58YKIJ5e1Zwf39ZtaHZvJjBsgK+qcHYycO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\n+P8Bb0Y+8vUBQFoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768b0b1f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (17,8))\n",
    "cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n",
    "      'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','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')\n",
    "ax[0].set_xlim(-20,20)\n",
    "ax[1].set_xlabel('model - obs Si')\n",
    "ax[1].set_xlim(-40,20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Silicate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nitrate\n",
      "z<15 m:\n",
      "  N: 408\n",
      "  bias: 3.239940827126592\n",
      "  RMSE: 8.72961877743578\n",
      "  WSS: 0.8512026306176373\n",
      "15 m<=z<22 m:\n",
      "  N: 101\n",
      "  bias: 1.2884485157881684\n",
      "  RMSE: 6.5641039831358485\n",
      "  WSS: 0.8388630857516797\n",
      "z>=22 m:\n",
      "  N: 718\n",
      "  bias: -1.2640967267602292\n",
      "  RMSE: 8.000488560938594\n",
      "  WSS: 0.7701281160541672\n",
      "all:\n",
      "  N: 1227\n",
      "  bias: 0.44369006336463457\n",
      "  RMSE: 8.145057845364887\n",
      "  WSS: 0.8857354768367287\n",
      "obs Si < 50:\n",
      "  N: 869\n",
      "  bias: 3.6445810186739465\n",
      "  RMSE: 7.400399742280486\n",
      "  WSS: 0.8628295440288553\n"
     ]
    }
   ],
   "source": [
    "print('Nitrate')\n",
    "print('z<15 m:')\n",
    "et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n",
    "print('15 m<=z<22 m:')\n",
    "et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n",
    "print('z>=22 m:')\n",
    "et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n",
    "print('all:')\n",
    "et.printstats(data,'Si','mod_silicon')\n",
    "print('obs Si < 50:')\n",
    "et.printstats(data.loc[data.Si<50,:],'Si','mod_silicon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 80)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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p1xNBF4R2QLpEg6cj8Z6NI6rhZUcdfvvbdwFbBIJBOwf7xIkg06atRGuN12tw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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768a475ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (8,8))\n",
    "ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
    "ax.legend(handles=ps)\n",
    "ax.set_xlabel('Obs')\n",
    "ax.set_ylabel('Model')\n",
    "ax.set_title('dSi ($\\mu$M)')\n",
    "ax.set_xlim(0,80)\n",
    "ax.set_ylim(0,80)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Silicate, z<15\n",
      "Feb-Mar:\n",
      "  N: 42\n",
      "  bias: -6.842793693542475\n",
      "  RMSE: 7.815912707150922\n",
      "  WSS: 0.8411748519568665\n",
      "April:\n",
      "  N: 188\n",
      "  bias: 1.8525515852583219\n",
      "  RMSE: 7.453918923345409\n",
      "  WSS: 0.8451170830289715\n",
      "May-Jun:\n",
      "  N: 178\n",
      "  bias: 7.0843454751004025\n",
      "  RMSE: 10.07861802091332\n",
      "  WSS: 0.6612790796195628\n",
      "Sep-Oct:\n",
      "  N: 0\n",
      "  bias: nan\n",
      "  RMSE: nan\n",
      "  WSS: nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n",
      "  out=out, **kwargs)\n",
      "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:874: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
      "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:875: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f768a8bd9e8>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FzvO4fwIzjTFFgW+B9mQ1b+cZYzoCO4FmwYkoIq5Ya+nZsycLFy7k5Zdfpnnz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\nloiIiIiIiIiIiMhJ/j+C/ZQXRReIFgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768a713cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768b529c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "obsvar='Si'; modvar='mod_silicon'\n",
    "fig, ax = plt.subplots(1,4,figsize = (24,6))\n",
    "for axi in ax:\n",
    "    axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n",
    "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "ax[0].set_title('Feb-Mar')\n",
    "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n",
    "ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "ax[1].set_title('April')\n",
    "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n",
    "ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "ax[2].set_title('May-Jun')\n",
    "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n",
    "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "ax[3].set_title('Sep-Oct')\n",
    "\n",
    "ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,4,1))&(data.dtUTC>dt.datetime(2017,2,1))\n",
    "ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
    "ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n",
    "ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
    "\n",
    "\n",
    "print('Silicate, z<15')\n",
    "print('Feb-Mar:')\n",
    "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar)\n",
    "print('April:')\n",
    "et.printstats(data.loc[ii1,:],obsvar,modvar)\n",
    "print('May-Jun:')\n",
    "et.printstats(data.loc[ii2,:],obsvar,modvar)\n",
    "print('Sep-Oct:')\n",
    "et.printstats(data.loc[ii3,:],obsvar,modvar)\n",
    "fig,ax=plt.subplots(1,1,figsize=(24,1))\n",
    "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 80)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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UsTn9jo7u5yor6/mPU9bTsKAaHQJljzDh3+096p/HlrABSRn4WSWz9SOw9fZZ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\n4C8dNRjakK60swAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768a713710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (8,8))\n",
    "ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n",
    "ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n",
    "ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n",
    "ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOG')\n",
    "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.set_title('Si ($\\mu$M)')\n",
    "ax.set_xlim(0,80)\n",
    "ax.set_ylim(0,80)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f768ba28208>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DXnYnHy/hEY/G9e9AREREJM9UZjyKxeNRPC8BpPC8BPF4dKSHJIOIR+N4CQ9S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KoPAypC8mHr8ymlv70ZZ/YYDDcuABK7cMcrI24NbXUdnXoOHz7Mww8/zJo1a+jfvz8rV67kzjvv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\nFpt5zc+HpKcU6mbkIV/s5rm74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WRDpKfDp5/W386q81B7XzF71c4PMuiAEIJXX32VmTNn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jzT9mZmXmN9us83r06WUTcCEzf9BmbWMREXOBuZn5YkS8GzgE3Aeso7K5jNLLZ6hvLgHMyMwL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\nHweo9ogCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768b0b1438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,2,figsize=(16,7))\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].set_title('Observed')\n",
    "ax[0].set_xlabel('N')\n",
    "ax[0].set_ylabel('Si')\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].set_title('Model')\n",
    "ax[1].set_xlabel('N')\n",
    "ax[1].set_ylabel('Si')\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": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Z</th>\n",
       "      <th>Si</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.027667</td>\n",
       "      <td>-123.437833</td>\n",
       "      <td>297.5</td>\n",
       "      <td>66.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.027667</td>\n",
       "      <td>-123.437833</td>\n",
       "      <td>311.8</td>\n",
       "      <td>67.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.163167</td>\n",
       "      <td>-123.551000</td>\n",
       "      <td>347.1</td>\n",
       "      <td>66.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.163167</td>\n",
       "      <td>-123.551000</td>\n",
       "      <td>367.2</td>\n",
       "      <td>68.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.250833</td>\n",
       "      <td>-123.749000</td>\n",
       "      <td>390.9</td>\n",
       "      <td>72.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.402000</td>\n",
       "      <td>-124.155167</td>\n",
       "      <td>272.6</td>\n",
       "      <td>65.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.466500</td>\n",
       "      <td>-124.499500</td>\n",
       "      <td>316.1</td>\n",
       "      <td>69.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.730000</td>\n",
       "      <td>-124.685000</td>\n",
       "      <td>347.9</td>\n",
       "      <td>68.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.885333</td>\n",
       "      <td>-124.995333</td>\n",
       "      <td>307.2</td>\n",
       "      <td>66.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2.0</td>\n",
       "      <td>49.483667</td>\n",
       "      <td>-124.766667</td>\n",
       "      <td>0.6</td>\n",
       "      <td>66.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>4.0</td>\n",
       "      <td>48.651667</td>\n",
       "      <td>-123.499667</td>\n",
       "      <td>98.7</td>\n",
       "      <td>83.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.030000</td>\n",
       "      <td>-123.437000</td>\n",
       "      <td>314.0</td>\n",
       "      <td>67.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.164167</td>\n",
       "      <td>-123.549833</td>\n",
       "      <td>298.0</td>\n",
       "      <td>65.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.164167</td>\n",
       "      <td>-123.549833</td>\n",
       "      <td>347.1</td>\n",
       "      <td>69.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.164167</td>\n",
       "      <td>-123.549833</td>\n",
       "      <td>368.5</td>\n",
       "      <td>71.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.318333</td>\n",
       "      <td>-123.799000</td>\n",
       "      <td>297.5</td>\n",
       "      <td>66.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.318333</td>\n",
       "      <td>-123.799000</td>\n",
       "      <td>336.6</td>\n",
       "      <td>67.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.401833</td>\n",
       "      <td>-124.155167</td>\n",
       "      <td>247.9</td>\n",
       "      <td>67.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.401833</td>\n",
       "      <td>-124.155167</td>\n",
       "      <td>272.0</td>\n",
       "      <td>68.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.443333</td>\n",
       "      <td>-124.337667</td>\n",
       "      <td>297.6</td>\n",
       "      <td>68.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.443333</td>\n",
       "      <td>-124.337667</td>\n",
       "      <td>315.7</td>\n",
       "      <td>69.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.592000</td>\n",
       "      <td>-124.637667</td>\n",
       "      <td>163.9</td>\n",
       "      <td>66.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.726333</td>\n",
       "      <td>-124.680000</td>\n",
       "      <td>297.7</td>\n",
       "      <td>68.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.726333</td>\n",
       "      <td>-124.680000</td>\n",
       "      <td>346.2</td>\n",
       "      <td>73.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>4.0</td>\n",
       "      <td>49.883667</td>\n",
       "      <td>-124.993833</td>\n",
       "      <td>308.2</td>\n",
       "      <td>66.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.706833</td>\n",
       "      <td>-124.724333</td>\n",
       "      <td>197.9</td>\n",
       "      <td>73.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.706833</td>\n",
       "      <td>-124.724333</td>\n",
       "      <td>287.2</td>\n",
       "      <td>75.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.670667</td>\n",
       "      <td>-124.272333</td>\n",
       "      <td>198.7</td>\n",
       "      <td>69.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.670667</td>\n",
       "      <td>-124.272333</td>\n",
       "      <td>343.8</td>\n",
       "      <td>78.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.250833</td>\n",
       "      <td>-123.751500</td>\n",
       "      <td>198.2</td>\n",
       "      <td>70.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.250833</td>\n",
       "      <td>-123.751500</td>\n",
       "      <td>388.9</td>\n",
       "      <td>71.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.054667</td>\n",
       "      <td>-123.373167</td>\n",
       "      <td>1.4</td>\n",
       "      <td>66.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1103</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.029667</td>\n",
       "      <td>-123.436333</td>\n",
       "      <td>247.8</td>\n",
       "      <td>69.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1104</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.029667</td>\n",
       "      <td>-123.436333</td>\n",
       "      <td>298.1</td>\n",
       "      <td>67.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1105</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.029667</td>\n",
       "      <td>-123.436333</td>\n",
       "      <td>313.0</td>\n",
       "      <td>69.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1121</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.163333</td>\n",
       "      <td>-123.550333</td>\n",
       "      <td>297.9</td>\n",
       "      <td>69.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.163333</td>\n",
       "      <td>-123.550333</td>\n",
       "      <td>347.1</td>\n",
       "      <td>83.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.163333</td>\n",
       "      <td>-123.550333</td>\n",
       "      <td>370.5</td>\n",
       "      <td>83.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1148</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.318167</td>\n",
       "      <td>-123.799333</td>\n",
       "      <td>297.8</td>\n",
       "      <td>69.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.318167</td>\n",
       "      <td>-123.799333</td>\n",
       "      <td>334.5</td>\n",
       "      <td>80.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1166</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.402000</td>\n",
       "      <td>-124.154333</td>\n",
       "      <td>271.0</td>\n",
       "      <td>70.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.443833</td>\n",
       "      <td>-124.335667</td>\n",
       "      <td>247.8</td>\n",
       "      <td>70.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1185</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.443833</td>\n",
       "      <td>-124.335667</td>\n",
       "      <td>297.5</td>\n",
       "      <td>77.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.443833</td>\n",
       "      <td>-124.335667</td>\n",
       "      <td>313.8</td>\n",
       "      <td>79.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.591500</td>\n",
       "      <td>-124.639000</td>\n",
       "      <td>149.3</td>\n",
       "      <td>71.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.591500</td>\n",
       "      <td>-124.639000</td>\n",
       "      <td>164.3</td>\n",
       "      <td>73.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1237</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.727000</td>\n",
       "      <td>-124.680333</td>\n",
       "      <td>297.6</td>\n",
       "      <td>76.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1238</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.727000</td>\n",
       "      <td>-124.680333</td>\n",
       "      <td>348.7</td>\n",
       "      <td>82.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.962000</td>\n",
       "      <td>-125.147333</td>\n",
       "      <td>147.9</td>\n",
       "      <td>66.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1264</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.883167</td>\n",
       "      <td>-124.993500</td>\n",
       "      <td>173.7</td>\n",
       "      <td>65.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1265</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.883167</td>\n",
       "      <td>-124.993500</td>\n",
       "      <td>198.6</td>\n",
       "      <td>66.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.883167</td>\n",
       "      <td>-124.993500</td>\n",
       "      <td>248.1</td>\n",
       "      <td>69.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1267</th>\n",
       "      <td>6.0</td>\n",
       "      <td>49.883167</td>\n",
       "      <td>-124.993500</td>\n",
       "      <td>307.8</td>\n",
       "      <td>75.95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Month        Lat         Lon      Z     Si\n",
       "80      2.0  49.027667 -123.437833  297.5  66.85\n",
       "81      2.0  49.027667 -123.437833  311.8  67.82\n",
       "97      2.0  49.163167 -123.551000  347.1  66.29\n",
       "98      2.0  49.163167 -123.551000  367.2  68.34\n",
       "109     2.0  49.250833 -123.749000  390.9  72.03\n",
       "140     2.0  49.402000 -124.155167  272.6  65.08\n",
       "153     2.0  49.466500 -124.499500  316.1  69.51\n",
       "169     2.0  49.730000 -124.685000  347.9  68.70\n",
       "184     2.0  49.885333 -124.995333  307.2  66.13\n",
       "185     2.0  49.483667 -124.766667    0.6  66.38\n",
       "231     4.0  48.651667 -123.499667   98.7  83.80\n",
       "370     4.0  49.030000 -123.437000  314.0  67.87\n",
       "389     4.0  49.164167 -123.549833  298.0  65.52\n",
       "390     4.0  49.164167 -123.549833  347.1  69.04\n",
       "391     4.0  49.164167 -123.549833  368.5  71.44\n",
       "411     4.0  49.318333 -123.799000  297.5  66.13\n",
       "412     4.0  49.318333 -123.799000  336.6  67.33\n",
       "430     4.0  49.401833 -124.155167  247.9  67.95\n",
       "431     4.0  49.401833 -124.155167  272.0  68.41\n",
       "450     4.0  49.443333 -124.337667  297.6  68.10\n",
       "451     4.0  49.443333 -124.337667  315.7  69.80\n",
       "487     4.0  49.592000 -124.637667  163.9  66.94\n",
       "503     4.0  49.726333 -124.680000  297.7  68.27\n",
       "504     4.0  49.726333 -124.680000  346.2  73.59\n",
       "520     4.0  49.883667 -124.993833  308.2  66.64\n",
       "807     6.0  49.706833 -124.724333  197.9  73.17\n",
       "808     6.0  49.706833 -124.724333  287.2  75.08\n",
       "825     6.0  49.670667 -124.272333  198.7  69.14\n",
       "826     6.0  49.670667 -124.272333  343.8  78.96\n",
       "843     6.0  49.250833 -123.751500  198.2  70.85\n",
       "844     6.0  49.250833 -123.751500  388.9  71.47\n",
       "848     6.0  49.054667 -123.373167    1.4  66.25\n",
       "1103    6.0  49.029667 -123.436333  247.8  69.83\n",
       "1104    6.0  49.029667 -123.436333  298.1  67.66\n",
       "1105    6.0  49.029667 -123.436333  313.0  69.44\n",
       "1121    6.0  49.163333 -123.550333  297.9  69.22\n",
       "1122    6.0  49.163333 -123.550333  347.1  83.94\n",
       "1123    6.0  49.163333 -123.550333  370.5  83.76\n",
       "1148    6.0  49.318167 -123.799333  297.8  69.70\n",
       "1149    6.0  49.318167 -123.799333  334.5  80.44\n",
       "1166    6.0  49.402000 -124.154333  271.0  70.33\n",
       "1184    6.0  49.443833 -124.335667  247.8  70.53\n",
       "1185    6.0  49.443833 -124.335667  297.5  77.42\n",
       "1186    6.0  49.443833 -124.335667  313.8  79.93\n",
       "1220    6.0  49.591500 -124.639000  149.3  71.18\n",
       "1221    6.0  49.591500 -124.639000  164.3  73.79\n",
       "1237    6.0  49.727000 -124.680333  297.6  76.22\n",
       "1238    6.0  49.727000 -124.680333  348.7  82.07\n",
       "1250    6.0  49.962000 -125.147333  147.9  66.55\n",
       "1264    6.0  49.883167 -124.993500  173.7  65.36\n",
       "1265    6.0  49.883167 -124.993500  198.6  66.20\n",
       "1266    6.0  49.883167 -124.993500  248.1  69.74\n",
       "1267    6.0  49.883167 -124.993500  307.8  75.95"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chlorophyll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n",
    "data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n",
    "data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "log10[Chl+0.01]\n",
      "z<15 m:\n",
      "  N: 206\n",
      "  bias: 0.10897889858594145\n",
      "  RMSE: 0.5167158288957011\n",
      "  WSS: 0.5972047603791936\n",
      "z>=15 m:\n",
      "  N: 80\n",
      "  bias: 0.12618954251863623\n",
      "  RMSE: 0.42346750376089515\n",
      "  WSS: 0.5566132260070961\n",
      "all:\n",
      "  N: 286\n",
      "  bias: 0.11379306472096096\n",
      "  RMSE: 0.4924144851127812\n",
      "  WSS: 0.6484324191486167\n",
      "\n",
      "\n",
      "Chl\n",
      "z<15 m:\n",
      "  N: 206\n",
      "  bias: -0.5415394490943113\n",
      "  RMSE: 5.26910919566735\n",
      "  WSS: 0.5577466681377852\n",
      "z>=15 m:\n",
      "  N: 80\n",
      "  bias: 0.1720573520440416\n",
      "  RMSE: 1.5959544625382338\n",
      "  WSS: 0.6239337331596642\n",
      "all:\n",
      "  N: 286\n",
      "  bias: -0.3419319522723945\n",
      "  RMSE: 4.550819900456616\n",
      "  WSS: 0.6150757001919298\n"
     ]
    }
   ],
   "source": [
    "print('log10[Chl+0.01]')\n",
    "print('z<15 m:')\n",
    "et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n",
    "print('z>=15 m:')\n",
    "et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n",
    "print('all:')\n",
    "et.printstats(data,'l10_obsChl','l10_modChl')\n",
    "print('\\n')\n",
    "print('Chl')\n",
    "print('z<15 m:')\n",
    "et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n",
    "print('z>=15 m:')\n",
    "et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n",
    "print('all:')\n",
    "et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f768a35def0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fPhw5coTevXszbdo0HnzwQUeHJYQQohSJjIykXbt2eHl5ERkZSdWqVR0dkt1JC5MQQhQz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\nhBBuSMIkhBBCCCGEEG78fxuUJkAUXykrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f768a703a58>"
      ]
     },
     "metadata": {},
     "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]')\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)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:python36]",
   "language": "python",
   "name": "conda-env-python36-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}