{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time series of spring phytoplankton bloom and model forcing at station S3 from Feb 15th - June 15th 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib as mpl\n",
    "import netCDF4 as nc\n",
    "import datetime as dt\n",
    "from salishsea_tools import evaltools as et, places, viz_tools, visualisations\n",
    "import xarray as xr\n",
    "import pandas as pd\n",
    "import pickle\n",
    "import os\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "start=dt.datetime(2017,2,15)\n",
    "end=dt.datetime(2017,6,15)\n",
    "year=str(start.year)\n",
    "modver='201812'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Location of station S3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Latitude')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc='S3'\n",
    "\n",
    "# lat and lon informatin for place:\n",
    "lon,lat=places.PLACES['S3']['lon lat']\n",
    "# get place information on SalishSeaCast grid:\n",
    "ij,ii=places.PLACES['S3']['NEMO grid ji']\n",
    "# GEM2.5 grid ji is atm forcing grid for ops files\n",
    "jw,iw=places.PLACES['S3']['GEM2.5 grid ji']\n",
    "\n",
    "fig, ax = plt.subplots(1,1,figsize = (6,6))\n",
    "with nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc') as grid:\n",
    "    viz_tools.plot_coastline(ax, grid, coords ='map', isobath=.1)\n",
    "ax.plot(lon, lat, '.', markersize=14, color='red')\n",
    "ax.set_ylim(48,50)\n",
    "ax.set_xlim(-125,-122)\n",
    "ax.set_title('Location of Station S3')\n",
    "ax.set_xlabel('Longitude')\n",
    "ax.set_ylabel('Latitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "savedir='/ocean/aisabell/MEOPAR/extracted_files'\n",
    "#savedir='/data/eolson/results/MEOPAR'\n",
    "fname=f'springTimeSeries_{year}_{loc}_{modver}.pkl'\n",
    "savepath=os.path.join(savedir,fname)\n",
    "recalc=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "if recalc==True or not os.path.isfile(savepath):\n",
    "    basedir='/results/SalishSea/nowcast-green.201812/'\n",
    "    nam_fmt='nowcast'\n",
    "    flen=1 # files contain 1 day of data each\n",
    "    ftype= 'ptrc_T' # load bio files\n",
    "    tres=24 # 1: hourly resolution; 24: daily resolution  \n",
    "    flist=et.index_model_files(start,end,basedir,nam_fmt,flen,ftype,tres)\n",
    "    # flist contains paths: file pathes; t_0 timestemp of start of each file; t_n: timestamp of start of next file\n",
    "    # a list of the files we want between start and end date\n",
    "    print(flist)\n",
    "    fliste3t = et.index_model_files(start,end,basedir,nam_fmt,flen,\"carp_T\",tres)\n",
    "\n",
    "    ik=0\n",
    "    with xr.open_mfdataset(flist['paths']) as bio:\n",
    "        bio_time=np.array(bio.time_centered[:])\n",
    "        sno3=np.array(bio.nitrate.isel(deptht=ik,y=ij,x=ii))\n",
    "        sdiat=np.array(bio.diatoms.isel(deptht=ik,y=ij,x=ii))\n",
    "        sflag=np.array(bio.flagellates.isel(deptht=ik,y=ij,x=ii))\n",
    "        scili=np.array(bio.ciliates.isel(deptht=ik,y=ij,x=ii))\n",
    "        no3_alld=np.array(bio.nitrate.isel(y=ij,x=ii)) \n",
    "        diat_alld=np.array(bio.diatoms.isel(y=ij,x=ii))\n",
    "        flag_alld=np.array(bio.flagellates.isel(y=ij,x=ii))\n",
    "        cili_alld=np.array(bio.ciliates.isel(y=ij,x=ii))\n",
    "        with xr.open_mfdataset(fliste3t['paths']) as carp:\n",
    "            intdiat=np.array(np.sum(bio.diatoms.isel(y=ij,x=ii)*carp.e3t.isel(y=ij,x=ii),1)) # depth integrated diatom\n",
    "            intphyto=np.array(np.sum((bio.diatoms.isel(y=ij,x=ii)+bio.flagellates.isel(y=ij,x=ii)\\\n",
    "                            +bio.ciliates.isel(y=ij,x=ii))*carp.e3t.isel(y=ij,x=ii),1))\n",
    "            spar=np.array(carp.PAR.isel(deptht=ik,y=ij,x=ii))\n",
    "    fracdiat=intdiat/intphyto # depth integrated fraction of diatoms\n",
    "\n",
    "    sphyto=sdiat+sflag+scili\n",
    "    phyto_alld=diat_alld+flag_alld+cili_alld\n",
    "    percdiat=sdiat/sphyto # percent diatoms\n",
    "\n",
    "    opsdir='/results/forcing/atmospheric/GEM2.5/operational'\n",
    "\n",
    "    flist2=et.index_model_files(start,end,opsdir,nam_fmt='ops',flen=1,ftype='None',tres=24)\n",
    "    with xr.open_mfdataset(flist2['paths']) as winds:\n",
    "        u_wind=np.array(winds.u_wind.isel(y=jw,x=iw))\n",
    "        v_wind=np.array(winds.v_wind.isel(y=jw,x=iw))\n",
    "        twind=np.array(winds.time_counter)\n",
    "        solar=np.array(winds.solar.isel(y=jw,x=iw))\n",
    "    # wind speed:\n",
    "    wspeed=np.sqrt(u_wind**2 + v_wind**2)\n",
    "    # wind direction in degrees from east\n",
    "    d = np.arctan2(v_wind, u_wind)\n",
    "    winddirec=np.rad2deg(d + (d < 0)*2*np.pi)\n",
    "\n",
    "    # reading Fraser river flow files\n",
    "    dfFra=pd.read_csv('/ocean/eolson/MEOPAR/obs/ECRivers/Flow/FraserHopeDaily__Dec-2-2020_10_31_05PM.csv',\n",
    "                      skiprows=1)\n",
    "    # the original file contains both flow and water level information in the same field (Value)\n",
    "    # keep only the flow data, where PARAM=1 (drop PARAM=2 values, water level data)\n",
    "    # flow units are m3/s\n",
    "    # DD is YD, year day (ie. 1 is jan 1)\n",
    "    dfFra.drop(dfFra.loc[dfFra.PARAM==2].index,inplace=True)  \n",
    "\n",
    "    # rename 'Value' column to 'Flow' now that we have removed all the water level rows\n",
    "    dfFra.rename(columns={'Value':'Flow'}, inplace=True) \n",
    "        # inplace=True does this function on the orginal dataframe\n",
    "\n",
    "    # no time information so use dt.date\n",
    "    dfFra['Date']=[dt.date(iyr,1,1)+dt.timedelta(days=idd-1) for iyr, idd in zip(dfFra['YEAR'],dfFra['DD'])]\n",
    "    # taking the value from the yr column, jan1st date, and making jan1 column to be 1 not 0\n",
    "    dfFra.head(2)\n",
    "\n",
    "    # select portion of dataframe in desired date range\n",
    "    dfFra2=dfFra.loc[(dfFra.Date>=start.date())&(dfFra.Date<=end.date())]\n",
    "    riv_time=dfFra2['Date'].values\n",
    "    rivFlow=dfFra2['Flow'].values\n",
    "    # could also write dfFra['Date'], sometimes this is required\n",
    "    # newstart is a datetime object, so we convert it to just a date with .date\n",
    "    pickle.dump((bio_time,sno3,sdiat,sflag,scili,diat_alld,no3_alld,flag_alld,cili_alld,phyto_alld,intdiat,intphyto,spar,fracdiat,sphyto,percdiat,\n",
    "            u_wind,v_wind,twind,solar,wspeed,winddirec,riv_time,rivFlow),open(savepath,'wb'))\n",
    "else:\n",
    "    bio_time,sno3,sdiat,sflag,scili,diat_alld,no3_alld,flag_alld,cili_alld,phyto_alld,intdiat,intphyto,spar,fracdiat,sphyto,percdiat,\\\n",
    "            u_wind,v_wind,twind,solar,wspeed,winddirec,riv_time,rivFlow=pickle.load(open(savepath,'rb'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spring Bloom Timing Metrics (3 ways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Metric 1: Allen and Wolfe definition: “peak phytoplankton concentration  (averaged from the surface to 3 m depth)  within four days of the average 0-3 m nitrate concentration going below 0.5 uM (the half-saturation concentration) for two consecutive days”\n",
    "a) Average phytoplankton concentration over upper 3 m\n",
    "\n",
    "b) Average nitrate over upper 3 m\n",
    "\n",
    "c) Find first location where nitrate crosses below 0.5 micromolar and stays there for 2 days\n",
    "\n",
    "d) Find date with maximum phytoplankton concentration within four days (say 9 day window) of date in c).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The spring phytoplankton bloom according to metric 1 occurs at 2017-04-27 12:00:00\n"
     ]
    }
   ],
   "source": [
    "bloomtime1=bloomdrivers.metric1_bloomtime(phyto_alld,no3_alld,bio_time)\n",
    "print(f'The spring phytoplankton bloom according to metric 1 occurs at {bloomtime1}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Metric 2: the first peak in which chlorophyll concentrations are above 5 ug/L for more than two days (Olson et. al 2020)\n",
    "Take first peak, check if it has two days around have concentrations>5, if no, move to next peak\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The spring phytoplankton bloom according to metric 2 occurs at 2017-03-22 12:00:00\n"
     ]
    }
   ],
   "source": [
    "bloomtime2=bloomdrivers.metric2_bloomtime(sphyto,sno3,bio_time)\n",
    "print(f'The spring phytoplankton bloom according to metric 2 occurs at {bloomtime2}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Metric 3: For a given year, bloom initiation is determined to be the week that first reaches the threshold value (by looking at weekly averages) as long as one of the two following weeks was >70% of the threshold value. (Karyn’s method)\n",
    "The median + 5% of the annual Chl concentration is deemed “threshold value” for each year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The spring phytoplankton bloom according to metric 3 occurs at 2017-03-26 00:00:00\n"
     ]
    }
   ],
   "source": [
    "bloomtime3=bloomdrivers.metric3_bloomtime(sphyto,sno3,bio_time)\n",
    "print(f'The spring phytoplankton bloom according to metric 3 occurs at {bloomtime3}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total surface phytoplankton and nitrate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff09e84a880>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(12,3))\n",
    "p1=ax.plot(bio_time,sphyto,\n",
    "           '-',color='forestgreen',label='Phytoplankton')\n",
    "p2=ax.plot(bio_time,sno3,\n",
    "           '-',color='orange',label='Nitrate')\n",
    "ax.legend(handles=[p1[0],p2[0]],loc=1)\n",
    "ax.set_ylabel('Concentration ($\\mu$M N)')\n",
    "ax.set_title('Surface Phytoplankton and Nitrate at Station S3')\n",
    "\n",
    "ax.axvline(x=bloomtime1, label='Metric 1 Bloom Date:{}'.format(bloomtime1), color='r')\n",
    "ax.axvline(x=bloomtime2, label='Metric 2 Bloom Date:{}'.format(bloomtime2), color='k')\n",
    "ax.axvline(x=bloomtime3, label='Metric 3 Bloom Date:{}'.format(bloomtime3), color='b')\n",
    "ax.legend()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fraction of surface phytoplankton that is diatoms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(12,3))\n",
    "ax.plot(bio_time,percdiat, '-',color='orchid')\n",
    "ax.set_ylabel('Diatoms / Total Phytoplankton')\n",
    "ax.set_title('Fraction of Diatoms in Total Surface Phytoplankton')\n",
    "ax.set_ylim(0,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Depth integrated phytoplankton:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 16 ms, sys: 0 ns, total: 16 ms\n",
      "Wall time: 16.6 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Depth Integrated Phytoplankton Concentration')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "fig,ax=plt.subplots(1,1,figsize=(12,3))\n",
    "ax.plot(bio_time,intphyto,'-',color='forestgreen',label='Phytoplankton')\n",
    "ax.legend(loc=2);\n",
    "ax.set_ylabel('Concentration (mmol N/m2)')\n",
    "ax.set_xlim(bio_time[0],bio_time[-1])\n",
    "ax.set_title('Depth Integrated Phytoplankton Concentration')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fraction of depth integrated phytoplankton that is diatoms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 16 ms, sys: 0 ns, total: 16 ms\n",
      "Wall time: 16.3 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "fig,ax=plt.subplots(1,1,figsize=(12,3))\n",
    "ax.plot(bio_time,fracdiat,'-',color='orchid')\n",
    "ax.set_ylabel('Diatoms / Total Phytoplankton')\n",
    "ax.set_xlim(bio_time[0],bio_time[-1])\n",
    "ax.set_title('Fraction of Diatoms in Total Depth Integrated Phytoplankton')\n",
    "ax.set_ylim(0,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fraser River Flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9a0c3f1d90>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot phytoplankton on top:\n",
    "fig,ax1=plt.subplots(1,1,figsize=(12,3))\n",
    "p1=ax1.plot(bio_time,sphyto,\n",
    "           '-',color='forestgreen',label='Phytoplankton')\n",
    "p2=ax1.plot(bio_time,sno3,\n",
    "           '-',color='orange',label='Nitrate')\n",
    "ax1.set_ylabel('Concentration ($\\mu$M N)')\n",
    "ax1.set_ylim(0,18)\n",
    "\n",
    "# Now plot Fraser Flow\n",
    "ax2=ax1.twinx()\n",
    "p3=ax2.plot(riv_time,rivFlow,'c-', label='Fraser Flow')\n",
    "ax2.set_ylabel('Flow (m$^3$s$^{-1}$)')\n",
    "ax2.set_title('Fraser Flow at Hope and Surface Phytoplankton at Station S3')\n",
    "ax1.legend(handles=[p1[0],p2[0],p3[0]],loc='upper center')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Forcing (ops): Wind Speed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'm/s')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(18,2))\n",
    "ax.plot(twind,u_wind,'c-')\n",
    "ax.plot(twind,v_wind,'b-')\n",
    "ax.set_xlim(start,end)\n",
    "ax.set_title('Wind speed')\n",
    "ax.set_ylabel('m/s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Wind Vectors in Geographic Coordinates')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cMGKMMcY+EFevXn3fq8AYY4wxxhgRccCIMcYY+2D06NGDLl269L5XgzHGGGOMMQ4YMcYYYx8KZ2dniouLo+vXr7/vVWGMMcYYY/9xHDBijDHGPhC5c+emy5cvU1xcHN25c+d9rw5jjDHGGPsP44ARY4wx9oHIkycPERFduXKFvv76awLwnteIMcYYY4z9V3HAiDHGGPtA5M6dmxo3bkwqlYoqVapEkiS971VijDHGGGP/UZr3vQKMMcYYM3NycqL58+eTl5cXffbZZ7R+/fr3vUqMMcYYY+w/ijOMGGOMsQ+IVqulvn370q5du2jv3r3ve3UYY4wxxth/FAeMGGOMsQ+Mq6srde3alT777LP3vSqMMcYYY+w/igNGjDHG2AeoT58+tG/fPtq9e/f7XhXGGGOMMfYfxAEjxhhj7APk7OxM3bp14ywjxhhjjDH2XnDAiDHGGPtA9erViw4dOkQ7dux436vCGGOMMcb+YzhgxBhjjL0HqampL13GycmJevToQUOHDiUA72CtGGOMMcYYM+OAEWOMMfYexMfHU//+/SktLe2Fy/Xs2ZOOHTtG27Zte0drxhhjjDHGGAeMGGOMsffC2dmZ9u3bR9WrV6f4+Phsl3NwcKBevXrRZ599lm2W0fPnz9/WajLGGGOMsf8oDhgxxhhj70n16tVp3bp1FBsbSxcuXMh2ue7du9OpU6doy5YtWd4/fvx4unPnzttaTcYYY4wx9h/EASPGGGPsPalWrRoREZ05c4YmT55MSUlJWS5nb29Pffr0yTbLKCUlherWrUspKSlvdX0ZY4wxxth/BweMGGOMsfckJCSEypQpQ9HR0WRnZ0dWVlbZLtu1a1c6d+4cbdy40eI+T09P2rlzJ/Xs2fNtri5jjDHGGPsP4YARY4wx9h6tWLGCvvvuO5o6dSodOHAg2+VsbW2pb9++WWYZeXp6EhHR9OnT6Ztvvsny8WfOnHmlmdkYY4wxxhgj4oARY4wx9k4dPHiQHjx4IP7t5OREuXPnpkGDBlGLFi0oMTEx28d27tyZLl26ROvWrVPc7unpSQEBAeTq6kqxsbFZPvbo0aM0ZcqUN/IeGGOMMcbYvx8HjBhjjLF3yNXVlaKjo2nnzp2K2/v160cGg4GGDRuW7WNtbGyoX79+FllG4eHhdPjwYdJoNPTnn39m+di0tDQaOnToC5trM8YYY4wxJuOAEWOMMfYGZDflfWYBAQEUHBxMpUuXpmHDhokyMY1GQ99++y19+eWXLyxN69ixI129epV++ukncZujoyM5OTlRmzZtaMaMGVk+zmQy0fPnz6ldu3avvK6MMcYYY+y/iwNGjDHG2BswderULBtSZ6Vly5ZkMplo+PDh1KtXL0pLSyMiosjIyJeWphmNRurfv3+WvYzatm1LmzZtoitXrlg8zmQyERHRtm3baO7cua/xzhhjjDHG2H8RB4wYY4yxN6BmzZpUrVo1qly5Mp0+ffqFy9aqVYtcXFzI0dGRChcuTGq1Wtz3KqVpHTp0oFu3btEPP/yguN3X15cqV65Ms2fPtniMTqejevXqUbFixahWrVqv9d4YY4wxxth/j/QxpKUXKFAAhw4det+rwRhjjL1Qp06d6Ouvvya1Wk3du3en8ePHk0ajyXLZ3377jR48eEANGzakAwcOUHh4uLjv5MmTFBMTQ9u2baNChQpl+fgvv/yS5s6dS7///jupVP+//rNx40Zq1qwZXb16lXQ6HSUnJ5NWqyUAdO3aNQoKCqK7d++So6Pjm33zjDHGGGPsoyNJ0mEABbK6jzOMGGOMsTdk0KBBZGVlRWlpaRQVFZVlsOjOnTtkMpmoSJEiVLVqVercuTPVqVOHnj59KpaJjIykwYMHv7A0rV27dnTv3j1avXq14vZy5cqRra2tuP3+/fs0bdo0UqlU5OfnR+Hh4bRp06Y3+K4ZY4wxxti/EQeM2AclMTGR9uzZ875XgzHG/hZvb2/69NNPafHixdShQwdav369xTLPnz+n8uXLi9nKRo0aRS4uLtS+fXtFT6JPP/2UbGxs6LPPPsvytaytrWngwIE0bNgw0Z+IiEilUlGHDh3o66+/JiIie3t76tOnD8mZupUrV6Z169a9sffMGGOMMcb+nThgxD4o1tbW1LlzZ9q3b9/7XhXGGPtbhg0bRg0bNqS5c+dS3bp1adu2bYr7/f39ycHBgfLkyUOTJk0iSZJo6dKltGXLFkXvIY1GQ/Pnz6dp06bR/v37s3ytNm3aUHx8PK1YsUJxe8uWLenAgQN06tQp0uv1ZDKZqH79+hQfH0+VK1em9evXK4JMjDHGGGOMZcYBI/bBCQkJoQoVKtDBgwcVtz9//pyngmaMfdCePn0qAt4NGjSgadOmUfXq1em3335TLNe9e3d6/vw59e7dm8qWLUvW1ta0ZMkS6tWrFx05ckQs97LSNCsrKxo0aBANGzZMzLRGROTs7Ex169almTNnEpE5y+jSpUvUrl07io2NpeTkZOLegOxN2r179/teBcYYY+yjde/ePbp///77Xg0LHDBiH4R9+/aJq93R0dGUkJBA5cuXVwycrl+/TlOmTHlPa8gYYy9nNBpp1qxZVLFiRTp48CC1bNmSxo8fT5UrV6bDhw+L5YoVK0ZRUVGk1WopJiaGHB0dqXTp0jRw4ECqU6cOPXr0SCz7stK0Vq1a0bNnz2jZsmWK2zt27EgLFiygPXv2kIODA+n1esqdOzc9efKEypcvz2Vp7I25c+cODRw48H2vBmOMMfbRcnBwoEqVKikuwACgn3766T2uFQeM2Afi3Llz1LhxYzp79izly5ePiIjUajXdunVLLOPj40N9+/bNsicIY4x9KEaPHk07d+6kmJgYqlGjBhUtWpSGDBlC5cuXpxMnThARkSRJNGjQINq5cyfNnj2bFixYQEREAwYMoJw5c1KLFi1ERqVGo6Fvv/2Wpk2blmW5rk6no8GDB9Pw4cMpNTVV3F64cGEKDAykHTt2UGJiIlWuXJkePXpETk5O3MeIvVGnTp2iXbt2KYKijDHGGHt1Go2GihUrRqVKlaLRo0dTWloaSZJEK1eupN69eysyyd8lDhixD0Lp0qVp6dKlVKJECQoICKClS5eSSqVSfDGsra3J0dGRGjRoQKdPn36Pa8vYf0vGIERm2fXW+S/z8fGhTz/9lIiINm/eTI8fP6bevXtT9+7dKS4ujv744w8iIqpTpw4VLlyYli9fTh07dqTdu3eTSqWihQsX0pEjR+iLL74QzxkREUFDhgyhli1bZlma1qJFC0pOTqYlS5aI2yRJoo4dO9Ly5cvpxo0bdOHCBVq0aBGlpaVRpUqV6PDhw3T79u23vDXYf8HJkyeJiDgLmDHGGPsHmjVrRmlpaTR48GCqWLEiPXjwgKpVq0aTJk2i6tWrU0JCwjtfJw4YsQ+Cr68vBQcH0927d6lixYpUpkwZGjRoEA0aNEjRmNXX15cSEhKoWrVqdO/evfe4xoz9d8yZMyfbmurp06fTwoUL3/Eaffj69u1LBQoUoNjYWOrXrx/Fx8eLgE/ZsmXp8uXLYtny5cvTxIkTqWbNmnTp0iVydnamFStW0NChQxVpyX379iVbW1saOnSoxetptVoaMmQIjRgxQhHga9y4MV2+fJmsra3p2LFjlJCQQL/++iu5u7tTvnz5aMOGDRbP9fDhwze8Ndi/3alTp4iIaOnSpXTjxo33vDaMMcbYxylv3ryUO3du0mq1VLJkSXJycqIKFSqQTqejdevWUZEiRd757ywHjNg7tW7dOjpz5kyW9xUrVoyIiG7fvk0PHz6kDh06UHx8vOKKeUBAAPn6+lLDhg1JrVa/k3XODADdu3ePG3Cz/4x169ZRpUqV6OrVqxb3xcTEUPPmzWnOnDnvYc0+XEajkX766Sf6+eefyd7ensqWLUsPHjygsWPHUq1atahMmTJ07do1sXynTp2oQYMGVLVqVYqPj6dChQrRuHHjqH79+nTnzh0i+n9p2ldffZVlaVrTpk3JZDLR999/L26zsbGhpk2bkkajIbVaTSEhIeKzyq4sbdKkSYpyYMZeJiIigvLnz09Dhw6lZ8+eve/VYYwxxj44CQkJtHDhQlFBA8Ai01tuWbB+/XoaO3YsHTp0iGxtbal06dJkb29P1atXJy8vr3e63hwwYu9Unjx5KCYmhubMmWMRcClUqBARESUmJtLSpUvJysqKhg0bRkOHDqWUlBQiMqe7jxo1ilasWEH29vZvbT0B0Ny5c7OsFZUkiXr06EG7du1SDMwY+7cAIMo+U1NTaefOnXT//n3Knz8/bd++XbFsbGwsAaB27drRV1999R7W9sPl4eFBer2e1qxZQ35+flS6dGm6e/cuTZkyheLi4qhs2bKKwMzkyZPJz8+P6tevT6mpqdS1a1cqWrQoNW7cWByLcuXKRUOHDs2yNE2r1dLQoUNpxIgR4phJZG5+nZSURNWrV6ecOXPSL7/8Qk+fPqXKlSvTxo0bFcsSEV26dImGDx/+FrcM+7fp2rUrRUZGUmpqKuXIkeN9rw5jjDH2yrLKtn4b7OzsaM+ePRQdHU2bNm0iSZJo3LhxNG7cOEpOThbL1a9fn8qWLUuDBw+m+vXrU3x8PA0YMIC2bt1KU6ZMUUwK9S58sAEjSZLaSZJ0SJKkQ3fv3n3fq8PeEB8fHypSpAi1a9eO6tWrpyh9CAwMpLi4OLKzs6O1a9cSAGratCnpdDqaO3cuEZEYTD18+JA2b9781tZTkiT6448/qGzZsoosAFmOHDmoZs2a1KdPHzFtNWMfOzmIK0kStWnThrp27Ur79u2jhIQEunr1Kt29e5fi4uJo8uTJYllra2vS6/VEZJ4OdMmSJe+tKd+HysrKihYtWkSRkZFUsmRJunnzJs2cOZPy5s1L5cqVE+V+Go2Gli1bRlevXqVevXqRJEn0zTff0J9//kkjRowQz9enT59sS9MaN25MGo1GNNEmIoqMjKRChQqRu7s7bdiwgezs7GjNmjVUsGBB0ul0tHfvXsVz3L17l+bMmUNnz559S1uEZfbHH3/QlStX3vdq/CMBAQEf/XtgLKOjR4/SkydP3vdqMMbeIgDUuXPnd5YdO3jwYDp37hxVqFCBKlSoQHFxcTRo0CDKmzcvbdu2TbFsv379KCQkhNq0aUMlSpSg/PnzU9++fally5aKANNbB+CD/8ufPz/Yv8eSJUtARFCr1Rg3bhxMJhMAIDU1FSdOnIDBYICdnR3WrFkDAFixYgU8PT3x7Nkz8RyDBg1C5cqVxWNfZsuWLRa3PXv2DNOmTcPz58+zfMzJkydBRHB2dsaPP/6ouG/37t3iPRARJkyYIO7766+/sl2Pa9euvdL6Mva2/Pbbb3j69GmW98XHx2PAgAGIj4/HnDlzQEQwGo3QaDQwGo2wt7cHEaF9+/a4d+8eAGD48OGoX78+mjZtirx586Jdu3Zo0KABkpOTFc+dlpb21t/bh+zw4cOYO3cuWrZsiaCgIFy+fBnHjx+Hp6cncuXKJbYnAFy8eBEuLi6YPn06AODYsWMwGo3YuHGjWObUqVPQ6/XYu3evxWstXLgQ/v7+SEpKErctWrQIwcHBCA4OhkqlQkxMDACgadOm6Nevn+LxUVFRICJ88sknb3QbsOw9ePAAAQEBuHLlyvtelb9t3rx5KFmy5PteDcbemIsXLyIwMBA///yzxX3/9d80xv4t7t69CyLCF1988cae8/HjxxbnwRn16tULRAR3d3ecP38eDRo0EONK+dxPdufOHXh5eeGrr74CACQlJSF37tz47LPP3tj6AgARHUI2sZj3Hgx6lb+oqKg3ukHY+/X8+XNERkbCz89PBFq2bduGxMREJCUlQa1Wo2DBgnB3d8fTp0+RlpaGfPnyKYIyV69ehVqtxpQpUxSDouxUqFABp06dsrh94MCBCAgIwMqVK/HkyROL+wsUKAAiQo4cOXD48GFxe3JyMmxsbEBE4m/EiBEAgDlz5mDGjBlZrkeLFi3w4MGDl65vRgkJCa+1PGMvsnTpUnTo0CHb+7t37w5vb2+sWrUKdnZ2Yv+OjIxE165d0bt3b4SEhIjvy6ZNm0BEaN26NTQaDQwGA4gIVatWVQRj161bp/gO/dekpKTAaDSid+/e6Ny5M3x9fXHu3Dk0atQIRARbW1ts27ZNLL9r1y4YDAYRJJo3bx5cXFxw9epVsczYsWMRFhamCKYD5uB7WFgYZs2aJW5LTEyEq6sr2rVrJz7To0ePYsmSJcidO7fi8TExMdBqtejRowfu3r37FrYGy0pwcPBHHTT69ddf4e/v/75Xg7E3qnbt2iAi1KtXDzdv3hS3L1++HOvXr3+Pa8YYexMOHTokgjfZXVB9XYmJiahQoQLGjBmjuCAou3PnDqpWrYoCBQqgRo0aOHjwIKytrWEwGLB582aL5Xfs2AGDwSDOow8fPgy9Xo/ff//9jawv8C8IGDk4OLxyJgn7cD18+FD8/19//YX9+/dDr9djx44dGDlyJHx9fXH37l2EhobC1dUV9vb2GDJkCABgw4YNcHJywqNHj8RzeHl5wd7eHocOHQKAF+4jYWFhaNCggcXt9+7dg62tLYgIERERaNWqleJgMW3aNERFRcHb2xt37txRPLZjx44oV64crK2tYWdnJ+7/7bffIEkSFi1aZPF6xYsXR/fu3V++sdLdvHkTEydOfOXl2Ycrq/0zJSUFGzZseOHj3vQJ6Y8//ggiwurVq7MMRl65ckVkzoWEhIjgQrly5ZCSkoLU1FQULVoU7du3B2DOSpKXUalUiiBqqVKlxGscOXIE7u7uuHz58ht9Px+T8uXLg4jQtGlT9O7dGx4eHli/fr1iu2UM8nz33Xewt7fH6dOnAQAtW7ZEkSJFxFWrlJQUxMTEoE+fPhavtXjxYvj6+iIxMVHc1q9fP1SpUkW8VmBgIG7fvg21Wo0///wTu3btwuPHj3Hv3j0ULFgQixYtwvbt29/yVmGy+vXri8/lzz//fN+r89ouXboEtVqNlJSU970qjL0xv/32mzhmNmrUSJwj3rt3DzqdDv369cs2k2D9+vVITU19l6vLGHtNq1atEuewkyZNemPPu2/fPqhUKlhbW6NNmzY4ceKE4v74+Hjcv38fUVFRqFOnDhYvXozvvvsOtra2WV5gHTVqFIKDg8VYePDgwcibN+8LM5lex0cfMPLz8+Msi3+B8ePHY8yYMYqMoGnTpsHT0xNHjhwBEcHGxgZxcXHix9na2hrnz5+HyWRCyZIlRQAJAPLnzw8iEuUUv//+O06ePGnxuiaTCXq9HpIkZXn/oEGDQERwdXWFj48PAgICRPrxvXv3cP/+fdSpUwfly5dX/PAnJyfjxo0bsLOzQ4ECBUTWhjyAVqvV+OmnnwCYI8OPHj1C7ty5odFocOjQoVe6ivzll1+iQoUKr7J52Qdu69at+OqrrywO7OHh4fjtt9+yfVyLFi0UQYQ3sR5EBCcnJ/Tv318xMD1//jwAoGHDhiAi5MqVCzlz5oSTkxMkSRLBrRkzZsDW1lZ8T8LCwkBE0Ov1ioBRjhw5cP/+fQDmTDkiQlhYWJZXW/4LRo8eLbZNp06dMHToULi4uKBmzZowGo3ivpEjR4oA44ABAxAUFIS7d+/i6dOnyJ07N3r16iWeUy5Ny7wPpaamIleuXIpsx0uXLkGr1cLJyQlarRZeXl548OABihUrhpkzZ2LevHno2bMnAKBz587o3r07qlWrZnGSw96OiRMnQqVSITo6+qPMxktOToZKpfpoM6TY2/Oi37iPQWxsLEJCQlCjRg3FeWCNGjVARIiNjc0yyDt16tQsS7QZYx+ODRs2oEePHoiLi8ONGzfe6HPLpWdqtVq0Wsns7t27iIyMRMOGDZGamorx48fDzc0NFy5cUCyXlpaGcuXKoW7dujCZTEhMTERkZCSGDx/+Rtb1ow8YeXh4vJENwd6vu3fvQq/XIzw8HDt27IDJZILJZEL9+vVRunRpODs7Kwabcv+gSpUqwWQyYc+ePbCxscHt27cBQGQ/GI1GPH/+HCdPnkR4eLhFaZlcmyqnFGd2//59fPLJJyhYsCDy5s0rlm3YsKEo9Xj06BFy5Mghys4ymjlzJry8vGBlZYVjx44BAPz8/ESGxY0bN7Bs2TI0adIEvr6+ICIUL178lfqDFClSBAaD4ZXK7j4ET58+5atp2UhLS0NUVBRCQkKwatUqERDw9/eHvb19liWTgDnIIEkS1q5d+0bWY+/evSI4Gxsbi3Llyol1qV69OhISEnDkyBF07doVHh4eKFSoEAwGA9RqNbRaLTZt2oT8+fNjwoQJcHd3x507dzBmzBhIkmTx/VWpVPjuu+/Ea7u7u4OIUKRIEYsyqv+C3bt3w9vbG0QEjUaDRYsWYezYsbC3t8eMGTPg4eEBIoLBYMDWrVsBmPebWrVqoXjx4khMTMQff/wBW1tbrFq1SjzvuHHjsixNW7ZsGby9vRWlgZUrV0bdunWh0+mgUqlw/PhxjBkzBtWrV8fMmTOhUqnwww8/4LvvvkPhwoWRN29e1KpVC4A5+P42+nZwBrHZ/v37sWHDBlhZWWV5ceN9OXv2LI4fP/5Ky/r6+nJWGlPYuHEj2rVr975X4x85fPgw7t27h9DQUEWW+MqVK0FE0Gq1mD17tsWx7ODBgyAi1KhRQ5HtyRj7sOzatQuenp5v/HmfPn2K4OBglClTBmFhYeLCbEYmkwlDhgxBaGgomjdvjtTUVPTo0QPBwcG4deuWYtnbt2/D09NTXAw8ePAg9Ho9jh49+o/X9aMPGOl0uheeUCYnJ2Pfvn3/ZBuxt+zcuXNYsmQJunTpIgaTtWrVwrZt25CQkICwsDCEh4dbDDglSYLBYMAPP/wAAKhatSp69OiB5ORkWFtbi0Fp9+7dce3aNRARmjVrpthfzp07h5EjR8JoNOLSpUtZ7ktyGUZERASsrKxARJg8ebJimd9//x0Gg8GigXZaWhoKFy6MggULokyZMjCZTOjUqRPKli2Lnj17YurUqfjhhx9ARAgPD4dGo0HHjh1BRKKcLitXrlwR22H37t2vtb1NJtN7uaL17NkzNG7cmE+MMtm5cydu3bqFdevWic+0aNGiuHbtGmJjY0FE8PT0zLJh+ooVK0BE0Ol0b+Qq7ZkzZzB58mRotVr07t1bUQaVI0cODBw4EIC5/vrw4cMwGo3QarViveX/X7BgAWrWrIkaNWogLS0NAQEBWQaMunXrJl67ePHicHR0xNChQ/+TWUaJiYnYunUrJEmCWq3Gnj17YDKZMHXqVNjZ2WHw4MFwdHQUPaDk4OuTJ0+QL18+NG/eHCaTCcuXL4e9vb048ciuNC0tLQ2RkZGYNm2auO2nn36Cp6cngoODIUkSOnXqhKNHj8JgMGDSpEmin9KcOXNgZWUFFxcXcaxKSEhQBADfhGfPnmH16tVv9Dk/dp07d0b16tXf92oIf/75J+zs7PDw4cOXBveKFy/+xvcR9vFKSEiAn58f2rZt+75X5Y24cOECXFxcMHXqVADmY3pcXBxCQ0OzbECbnJws+vpVqFDhjfVHYYy9WQ8ePAARvZVz01OnTokgkJOTE3bs2CHuS0tLQ7du3VCoUCHcuHEDISEhaNOmDVJSUtCgQQPkz5/fospq+/btMBgMOHLkCABzP97o6Oh/PO776ANG8ol1ds6cOYMaNWr8g03E3jaTyYQiRYogNjYWarUaVlZWWLp0KfR6Pbp164YDBw7A2toaxYoVUww4NRoNxo0bB39/fzx9+hRHjx6FtbU1Tp48iebNm0OSJGi1Wuh0OlHWRkSYN2+e4vWTkpKg0Wgs0vsyu3HjBlxdXVGlShXo9XqLrI7Zs2fDzc0Nx48fV5w4y+vl4OCANWvWIDk5GYcOHYJer0f58uXRokULEBHs7e0RFRWFli1bikbC2Zk2bRoCAwPh6emJMWPGKO57lav8vXv3FtlY71LJkiVRunRpxMfHv/PX/hBduXIFR48ehbOzM7p164aYmBgxA1VqaqpoQqzT6bBy5UqLxx87dkzs10OHDn1j2RgFCxZE1apVRbbRlStX4OzsDCsrK0VJyerVq0WPHZVKJf6/atWquHv3Ltzd3fH1119jyJAhFgEje3t7qNVqXLp0CYA56Dp16lTky5fvP5tVkpqaihkzZkClUqFZs2bi9lmzZsHGxgarVq2Ci4sLVCoVmjZtKr7r165dg5eXF8aNGwcA6NatG6KiokRWUXalaStXrlTMMpmamgp/f3+0atVKzEiZkpICb29vtGnTRtHfKGOJYaVKlXD16lV4eHhkWyKe8TN99OiRxXJZfeaDBw/GyJEjX3cz/qvdunULRqMRu3btei+vf+LECcXA1mQyiXLSzLO3ZNakSZM3lh7PPn6dO3cGEaFNmzZv9HnT0tLe6G/I6zzXb7/9BoPBIM4PHz16JILucmZoRqVKlYJWq0W3bt1eeRKB/+IFFcbeN29vb0Uw5234+uuvodfrMX/+fCQmJorZ0QYMGADAPKlTYGAgOnXqhOfPn6Ns2bIoV66cRaXJyJEjERwcjPj4eCQmJiJXrlz/+Fzqow8Yubi4oFOnTtm+QTl748yZM/9kO7G37OeffxaDzqpVq8LW1lYMWAMDAzFw4EA4OjqicuXKikFn2bJlUbBgQdG/qGHDhmjVqhVq164Ng8EgMoLKli0rsh+6du1qcSUnMjIy2/rRjC5fvgwfHx/UqFEDRqNRMW21yWRCkyZNEB0djZYtWypKPXr27IkcOXIgKChIZNhUqVJFzLQmD6ALFy4spq0momyzRlJTU9GtWzf06tULjx8/Vtw3evRoxWtnZdSoUfDz83ujHfRfxbBhw0BEiIqKUswo8l917NgxuLi4IDQ0VGToFCxYEAEBAWjRogUWL14s9oW6detalPQ9ffoU8+fPhyRJcHJyemP9Qb744gsEBgbC19cXFSpUwG+//SaCQRkbxK9fvx6FCxeGJEmiZErO/ps1axa6dOkCrVaLuXPnigCDJEmQJEmUPcXFxYnne/LkCZycnCwy9f5r2rRpA0mSFL9bCxYsgNFoFJ+3Wq1Ghw4dxGDm0KFDMBqNWL16NZKSklCoUCHFlftx48YhNDRUUZqWlpaGvHnzYsqUKeK20aNHo2TJktBqtVCpVNi8eTPatm2LypUro0KFCmI/tba2RqVKlaBSqfDHH3/g6NGjir5xABTHodWrV8NkMuHevXtYtGiRRcB96dKlioHZ6dOnodVqMXjw4DewRf9dhg4diqJFi76XwOq+fftQqVIlxQmqRqMRv98v6mk1ePBgtGrV6l2sJvvA7dy5Ew4ODiAyz6L5JqWlpaFHjx4W50aylJSU17ravnfv3tfqXbJixQrY2Njg4MGD4ravv/4aHh4eFiUka9euxXfffQcvL68sZ+PNypAhQ/7TE0Qw9j5UqFBBTF3/Nm3atEkkEMjn1BlnRrt8+TL8/PzQo0cPPHr0CNHR0WjUqJEiWSA1NRVxcXGoX78+TCYTDhw4AL1e/8rl41n56ANGoaGhcHFxyfbgP27cOMUVjEePHnEflQ+QyWRCnjx5RGru4MGD4eTkJL4s48aNQ9u2bVGwYEGLTIVFixZBr9fj/PnzOH/+PKysrFCmTBkRhJGX69WrFyIiIrBgwQKL169fv76iB1Fqamq2J+Nnz54VmUbOzs74448/xH2PHz9GeHg4bGxsULBgQVFGlJCQAG9vb/j4+GD8+PG4d+8exo8fL4JYKpUKGo0GCxYsULzvunXrZrvNWrdujRYtWlhk63Tv3h2VKlV6YenXyZMnQWRuRLxs2bJsl3vTdu7cKRq8ffbZZ2+l58mLvGiAJc/ek5SU9E6nC2/fvr1ify5SpAhCQkLg4uKCJk2aoEyZMlCr1S/sayX3xfq7TaMzzlIImK9iqNVqzJs3D8HBwXj48KGYQeunn34Sg8U+ffogMjISdnZ2sLOzE+9Bp9OBiNCiRQuUKVMGKpUKlStXFn2KAgMDRUmpWq3Gr7/+CsCcwj9kyBCUL1/+td/Dv8nTp09hNBoRFhamuH358uUwGAxiKme5rE/er1etWgUbGxscOXIEf/75J5ycnEQJkFya1rt3b8VzrlmzRjFd7K1bt6DT6VC9enWo1WpUqFABa9asQUhICEaMGAEiEiW/+fLlg5OTE/bt2ydmC9LpdKIcbs6cObh27RpMJhMCAwOxfv16fPfdd6hdu7bFhZ769euL2SNNJhNKlCgBIkLfvn1fuK1SUlLw4MGDv7mlP07x8fFwcXHBjz/++M5fW25QX79+fXEuZWNjI777AQEB2fYgmzNnDsqUKfMuV5d9oORSi08++eSNzjwk69q1KyIjI7PMHJdbA7zq+ccXX3xhkcmdlJSENWvWZDuekPv4XblyBcnJyUhMTETdunVRrlw5pKWl4fLly+L109LSEBMTI8rWXtbDr1OnTqhatep/NhOXsfehd+/eYgKjt+306dPw8vKCWq1GYGCgRZLDhQsX4O3tjU8//RQ3b95EUFCQYsITwHwu5+Hhga+//hoA0L9/f+TLl+9vl6Z99AGj/Pnzw9vbW8zIk5lc3qPT6XDjxg2sXLlSEaljH46lS5eidevWMBqNWLFiBbp06QKj0Qh3d3d4e3sjPj4e0dHRipNTIoKdnR2qVasmGmC3a9dOZDvIy6pUKnz66acYN26cIqMBMJeMNWjQQBGcOXbsWJbpwxkf4+DggDJlyiAwMFBx1ejUqVMiEOTq6opt27YBMA/m7O3tYWNjg5s3byIsLAxubm6QJAkuLi4ICwvD1KlTRRYGEWHixInZnhQ0bNgQjRs3RtOmTRW3L1y4EESEKlWq4MyZMzh+/DhSU1MVJyEmk0k0Bi9ZsuQ7u1qVlJSE8uXLw93dHUuXLn0nr5nRN998k+19X3zxBUwmE3799VfMmTPnhc9z8eJFnDt37o2sU0JCgiKwaWNjg6JFi4rAWpEiRdCwYUOoVCpcvXoVSUlJePbsmSJ7Q565rHz58iJIuXTp0mwbome+vUuXLhbLFC9eHBMnToS1tbUos/Tz88PGjRvFMtHR0ZAkCVZWVggLC1PM5iVnHfTp00fsz3L5pfze9Ho9NBoNAgMDkZqaikOHDqFPnz6wtrYW9dcfqnPnzmHcuHFiprc37ZtvvgERKQJCAPDjjz+KQJt8rMjYC2rMmDHw9vbG9evXsW7dOhiNRpH1cfr0aRgMBkUZt8lkQnR0ND7//HNxW/369dGgQQNoNBqo1Wrcvn0bWq0WK1euhKOjowgIajQaFClSBDNnzsT69euhUqng5uYmUp+7du2Kvn374syZMyAixMTEoEqVKjAYDAgKClK838aNG8PBwQHXrl3D+vXrkSNHDhARunfvrnj/t27dUvTz+vnnn7Ms1/y7Ll++jAMHDrxwmb/++uu99xuZMmUKIiIi3ssFMDlALWe4FS5cWHzf5SzerGzevNnic2cfnzcRqJCDyD/99NNbCXxs27ZNXDTM+JslK1SoEDp37ixe+0XnQA0aNEBQUJBFgGnYsGEIDQ3Ft99+azEIM5lMaNOmDSIiIvDgwQM0adIEp0+fRlBQEEaPHo3t27ejZcuW4vu7Z88eGAwGXL16Ffv27cPixYuzXJfExESUL18eRMT93Rh7h+bPn49ixYq9k9dKTk5Gzpw5ERAQgMjISFy/ft1imbNnz8LDwwNDhgzB+fPn4erqqjiPA4Bff/0VBoMBv//+O54/f47w8HCMHj36b63TRx8wypUrF/r06YOGDRsCsOzfMnnyZERHR2Ps2LG4fPkyunfvrugN8Ta9rYHEv1VqaioeP36MtWvXigbS1apVE2nLtWvXxoULF2Btba0YLMlXvPV6PZYuXYpr166J8pmAgAARNDp+/DiuX78OjUaDq1evAvj/DGeDBw9Gzpw5xbrMmzcPderUUazfli1bFEGX3377DTY2NihUqBDy58+vSH8eNGiQKN2QT4hMJhMqV64seoS0bt1anGDr9Xo0adIElSpVQlBQkLi9SpUq2V4Fq169uugr8v3334vbT58+LR6fK1cuDB06FN27d8exY8fQoUMHkZH06aef4pNPPkFkZOQ7bUT9+PFjLFy4EF5eXtn2O/mnsurPdPPmTTg7O2fb36Bo0aL44Ycf0LdvX1SpUuWFz1+3bt03Wsu8dOlSWFtbQ5IkODs7w8/PD7a2tmIfqlGjBiRJQtOmTZGamoqmTZti//79+OKLLwAABw4cQO3ataHRaDB//nwA5il74+LisuwXtXjxYlG+duXKFahUKovj1YwZM1CkSBFUrVoVY8eOBQCEhYWJq6D37t1TzH6WK1cu+Pj4WGQAEpFojpwzZ05ERESAyNw8WX68VqvF9OnTYTKZEBwcDB8fH9SsWfONbd+3pW3btjAYDOjYsaMi0zCzvxOQNZlMcHNzAxEhf/78iivlmzZtEgN0jUYDKysrjB8/XjyuWbNmyJ8/P54+fYpBgwYhLCxMfNfGjx9vUZr2448/wtXVVZREbN++HQ4ODiJoM2vWLMTFxWHKlClo0qQJJElCrly5QETo1KkTOnTogJMnT2LVqlVwdXUV36/y5cvD1tYWX3zxhTheZ8xEyzgjiBxMrFixIkwmExo3bowePXpg4cKFigHfihUrxP4ImL+LPXv2fGGA/3VcunQJ4eHh2Zb1mkwmVKtW7ZV/399WFkBiYiICAgLw7bffvpXnf5FKlSqBiFCuXDmcPn0aycnJit+tfv36ZXncOX/+PLRarUWQ611nmrJ/5mWNy19WEg+Yz1Osra3fWuA1JSVFzK7r5+dnMeCSz7/kkte+fftm+5su79uZS6WfPXsmJnQIDAzE3LlzFd/3Q4cOwc/PD6VKlUKfPn3g5uaGmTNnQq/Xi2N4/fr1RbCpfv36aNq0KU6dOgUbG5ssZ0w6deoUXF1dQUTw8fF5a+dQjDGlgwcPwsHB4Z1k9k2ePBk5c+ZEQkICmjVrBm9vbxw+fNhiOfl4MHLkSBw8eBC2trZYuHChYpnhw4cjJCQE8fHx2LdvH/R6/QtLx7Pz0QeMXF1dxQxVjx8/xurVq0UT1QcPHmD37t1o0aKF6HGTL18+GI3GV64V/ic6deqUbQ01e7FvvvkG9vb22Lt3r8i+UKvVmDZtmmigm3mqbrVaDYPBgKdPnyI0NBROTk7InTs3jEYjrK2t0aRJEwDmQcy4ceOwbNkyfPLJJyAirFy5EiqVSpzodOnSBRqNRlG33qxZM4vstC1btsBgMCAiIgIVK1YUP/xpaWnIkycPbG1t0bZtW3GAuXTpEvR6PXQ6HYYPH65Yf1dXV2g0GtSqVQs1atQQ5XbZHZzi4uJE2YatrS0uXrwI4P+Na/V6PapUqSKyVSZPnowSJUrA19cX69evx8OHD5GUlISoqCj079//zX6AL2EymVC8eHGLmZsy+/333//WFXR5FoGMOnToACLC3r17s5xZzt/fH3nz5kWuXLlgZWWl+O5mLPPavXs3iOiVel69KpPJhDVr1mD//v3Q6/XQ6/Xw8vKCnZ0dDAYDHB0dERQUBJVKhTt37sDX1xfDhw+HtbU1evfujbS0NNy4cUNkKPXs2VP0lMmqX1Tnzp1F81l59qvMpYm3b9+GRqPB2LFjERsbi6dPn0KSJBQpUgSAuX9RmTJlFBl/csmSu7u7Yva0jN/XwYMHi9vkwK5er4eNjQ0ePnyouH/58uVvbBu/DQ8fPoSnpyeICEaj0aJEKDU1FSNGjMCgQYP+1vMvW7ZMUeY3fvx4cYz5/PPPRY82e3t76HQ6MeNZYmIiihUrhjp16iA5ORmlS5dGgwYNYDKZkJqaikKFCilK00wmEwoUKKAIOuXKlQtNmzaFTqdDzpw5MWnSJJQvXx5LliyB0WhE5cqVodfr0b9/fxQqVAiAeaBoZWWFs2fP4vnz56K8Vi43lo/TkiQhT548iqvocvA7b9682L59O9zc3LBt2zbUqVNHlKoB5pLb8PBwmEwm3L9/HzqdDjExMYiOjsajR4/+1nbO6K+//nphKdzy5ctBRK88acCbzqQ0mUyi/9PChQvh6+v7SgP0N2nGjBno378/YmJixO+T/JtFRAgODs5yIJuYmAgiEhdsZNeuXcOQIUPey+yd7PV5eXlZ9OLJ6FUam0+YMOGlF2YA8/7+d7/Xbdq0Qbly5UBEaNq0qeKcYPLkyWJ/nTJlCsaNGwdXV1eL2Ujv3r0rlqtfv77Fa6xZs0b8vmWVyVSwYEHodDpxHqZSqVC9enV4e3uLHiXVq1fH8+fPceXKFej1evz0008gMpf8Zr6YJ/dldXNzQ+vWrXH69Om/tW0YY69HPge+du3aW32d69evw9bWVgSoTSYTxowZAxsbmyzHHceOHYOTkxMmTJiAjRs3wmAwYMOGDeL+1NRUlC1bVpwDfvrppyhQoIDFGOllPvqAkUqlQnx8PHLlyoXvv/8eS5YsQfHixZGamoo//vgD0dHRCA8PR5kyZfDo0SMxQMl4Avq2xMXFoXPnzm/9df6tRo8eDQ8PDxQqVAgqlQoBAQHQ6XSiEXDGFPiMf2XLlkWJEiWg1WqhVqtRsWJFhIaGwt7eHiaTCd9//z1y5coFLy8v8ZhTp07Bzs4Ohw8fxtWrV8V05nJpRWJiIuzt7fHpp59arKecESU3KpZPoJ88eYKcOXNCo9EoBkZjxoyBq6sr8uXLJ6bJlv98fX3RokULFClSRGRVZadw4cLiCprRaET//v3Fa589exZly5YVvUbkE5o+ffqIf7do0QKPHj3C8ePHodfrFQ2834Xjx4+LWe2yM3/+fIwaNeq1njchIQF6vR779+8Xt509e1ZkpcXFxaF58+aKx6SmplrsT0uWLBH3d+/eHU+ePBG9BuQA3Ntw8eJFODk5Qa1WIyQkBLlz54aNjY3IOOrQoQMKFy4MIhLZd02aNEFSUhLKlCkj3kepUqVEhkpAQICihC5fvnwICAhAWlqaOJHNqvFo+fLlMXjwYKjVamzevFkM+FNTU5GWloYVK1bA09NTzOrl7+8Pd3d3eHh4KPa9jH+ZA0nyvqlWq9G5c2dFhlyRIkU++AbYa9asgUqlgsFgUFx5v3LlipjZ8UXZRy+SmppqkU2ZN29eceW5ffv2UKvVUKlUcHZ2hk6nE2WXd+7cQWBgIAYNGoSbN2/Cw8NDNGzMqjTtl19+gbOzsxjof/nll8iXL5/4vHbu3AmdTocrV65AkiQUKFAAOp0O3bt3h16vF4Hd4sWLY/bs2Xj69KnYFwsVKgQHBwdoNBoRRHJ0dFQEXVatWoXevXujXr16OHr0KIxGI+bNmwciwooVK0RfsXz58oGIcPDgQUyfPl3sk0T0RhpSXr9+XWzvzIHl+/fvi+9UViniWQkLC3vlZV/F8+fP4efnh6dPn4oLE3Km4btiMpnw+PFjODs7ixPTbt26KQLB5cuXz/Jih5eXl5jhLeMFmbi4OMTGxnIz3w/cw4cPXxhQffLkCQwGw0v3+eLFi4veGi/Tt29fdO7c+bXLwO/fv48nT56IwHrt2rVFAGbTpk2IiIiAj48PEhMT8e2334KIUKBAAUX25fnz5/HVV1/Bw8PDYgZcwPxdqF69OgYOHAgHBweLY8Z3330nvhfyb2K9evVQqVIlkZ2UN29e7Ny5EwAwYMAA8ftORIpyY8AcaCMihISEWPS4vHXrFmfr/cuZTCacOHECK1eu5B5W70GOHDkUwZi/y2QyYcGCBdizZ49F4KZRo0ZZBqdXrFgBo9GICRMmWHz2hw8fhoODA6ZMmYLvv/8etra2itL6W7duwd3dHbNmzcLz58+RM2dORab2q/joA0YGgwHTp0/H6NGjUalSJaxevRpE5ibJchPOvHnzgogQFBQEDw8PeHh4vDSzISvZ9QPJjnxi+7YGlv92JpMJ3bp1Q0BAAKpWrQqj0YicOXPCyspK/PDKJ++Z/wIDA2E0GuHg4IC6desiKCgIkiRh27ZtePLkCWxsbMTMVA4ODrhx4wZy5syJcePGoU6dOiKrKSYmBqmpqYorPllZtGgRDAYD3NzcRDYboKyjv3PnDgDzfhQWFgYbGxuMHDlSvBeVSgV/f38ULVoUOp0OOp0Orq6u2UaB5XKRGjVqQKPRKK74PXjwQNEXRx5sZiwbGjx4sDjojB07FqGhoa+UHr5r1y4xeDt8+PALAz4v07NnT5QsWTLbH74VK1ZArVYrBrYvI5+gTZgwQZw8devWTZTCBAcHQ6PR4OnTp+L9Xr9+HVqtFhqNBs7OzrCzsxPBwYcPH8JoNOLgwYNYvHixmO1LnsL8bbhz5w78/f0hSRKioqKQI0cO2NraiuyM6tWrKzJ0DAYDZs6cKXrFyJ95REQEHB0dFbNpPXnyRAywV6xYgYIFC0KlUqFs2bIWn8O8efMQHR2NQoUKKaZV/+GHH7By5Ur8/PPPCAkJgSRJ6Nq1K+zt7VGjRg3Rj8He3l6sY8a/7G5Tq9U4c+YM6tevj9jYWBE0y/wduHHjxgd1Yjxp0iQxs8XgwYOxZs0a8f17nZr3GzduWMzo+emnn0KlUolBT5UqVcTnNG3aNHEMdHR0hIODgwiqA+Z0ZXt7eyxcuBDbt2+HXq8XJxGZS9NMJhMKFSokmv8/evQIBoNBzOTYtWtXBAcHY+3atQgLC4OVlRV0Oh1KlSoFKysrsd4DBw5E06ZNER8fj88//xxE5iy33Llzg4jEbc7OzoqgLAAcOXIERqMRo0ePRunSpcV3dunSpejZsycSEhLEvtO1a1f06tULarVaBN6joqLQokULcaz9O27fvi2CUB06dFBkOLZq1Ursr5kzEbJy+fLlFwaynj9/LjKiX9WdO3dARKI09JdffoGTk9Mbya56XaNHj0a+fPlgMpmwcOFCi6D70KFDLR4TGxsrSqjr168vApTff/+9+K2Us7LWr1//7t4MeyVHjhwRF6mymhxi1apVICJRGp2V+/fvQ61Wv9J3CDA3eff29oYkSahWrRp+/fXX1xos161bF0SE0NBQUXb28OFDJCQkIGfOnJg5cyY2bNgAInMmZ+Zg2MWLF6HRaLL9zZH34RkzZsBoNOKXX34R9z1//lyRJV+hQgV4e3vj4sWLcHV1FWW78vlbQkIC3N3dRWB94cKFiiwj+XdYrVbD3t5esU5jx479R7MgsQ9TSkoKtm/fjp49eyIoKAgODg5/+yIU+2c++eQTiz5Bf9cff/wBJycnODg4oHbt2pg9ezZWrlwJW1vbbLOYDhw4AA8PD7Ru3doiJrF//37Y2dlh+vTp+OKLL+Dq6qoIsm/duhUGgwFHjx7F3r17odfrcerUqVde348+YOTv74+IiAhcunQJGo0GixYtElex5QbCfn5+YsDs7e0t0tlf15EjRzB27NhXfmzOnDlBZM6E+TszFzFzaVf9+vURGBiI0NBQGAwGxYBTnvo58+BTbsqq1WoRGBgIjUYDjUYjGl63aNFC/CCHhoaiffv2IpOjXbt2YhaxmzdvIjk5Gc2aNROD8Oxm0Jo1axZsbGxgY2ODmTNnIiUlRWQYaLValCtXTuw727dvh5WVFby8vBAbGyv2T7nJrLOzM1xdXaFWq1G5cmVFer/JZMJPP/0kAhcVKlRAsWLFFIOSL7/8UpzUEZFiyvP8+fNj3rx5MBgM4kpvSkoKChcujO7du2f53m7duoWffvoJgPl7kCtXLly7dg1//PEHgoODX9rPIy0tLcuyiWvXrsHT0zPbjD85UOfv728xk1fG7SF7/vy5aAhZpUoVHDt2DBs3boTJZIKrqysWLVokSqiqVauGefPm4cSJE7hw4QLmzZsHSZJQsmRJEJE48ZL7r8yfPx+3bt2Co6Mj7Ozs3vrsck+ePBFNpaOjo+Hh4SE+c3d3d+TOnRuRkZHic5UHWfny5YNarYa/vz969OiBY8eOwdraGr///jsAcxBTDuZ06NABJ06cgK2tLVJSUpCWliY+Z8B8Uq3T6dCjRw+EhISI3gm5c+dGaGgoNm/eDF9fX3H1tGHDhmJGykGDBkGlUmHatGlZBnXl7KiMf5IkoXTp0nj27Blu3bolBqDjxo1TfM7jx4/Psp5bduzYsZdu338SVMjOyZMn4e/vj1q1asHHx0fRUyqz58+fW3xv0tLSEBkZifnz54v3azKZ0L9/fxCRyOKSg9JyeZQc/I6KioKNjQ20Wq1oiLphwwYYDAbs3r0bY8eOhb+/P+7fvy9K0zLOrLFhwwZYW1uL7IA2bdqgYsWK4vPt3Lkz2rdvjzZt2kCj0SA8PBx2dnYoUKCACFKtX78eAQEBAMwDQ/mzlTPkdu3ahTx58kCn01l8p00mEwICAhAVFYXq1auLDMrhw4fDw8MDR44cQZcuXeDl5YWFCxeK33g5C6pChQoieDZ79uy/FVR89OgRFi1aBGtra8XJVFpaGk6fPg0rKyvUqlUry0DP/v37FeVWs2bNAhGhdOnSiuXk/fOLL7547dLWixcvis/j8uXLYka5rMoek5KS3tpV6LVr1+LBgwfQarVi5lE5uJjxL3Pz3oYNG4qgZIkSJdCkSROYTCY8ffpUBAhbtWqFhw8folq1ai/8nrN3Tw4I2draYtiwYRb3N2rUCESEBg0aZPscixYtQt68eV/rdX/88UexT/Xu3fu1+i6uXLkSRYoUERNHZF4XPz8/HDx4EPXq1YONjY1FOeXjx49BRC88z5EvaixZsgQGgwFz5szB0aNHkZKSgqFDhyIiIgKSJEGn06FQoUKoU6cO9uzZA71ej2LFiqFdu3biub755hv4+PigSJEi+PLLLxWvs3z5cpQvXx7jx4+HjY0NDh06BMB87MyZMydmzJjxytuFfRyuXLkiej+qVKosSx/ZuzF48GCLCoV/Yvfu3eJiYK5cuRAaGvrSgNRff/2FqKgolCpVyuKYtGfPHtja2mLOnDno3bs3AgMDFS0phg0bhpCQECQkJKBPnz6IiYl55dK0jz5gFBUVBUdHR2zfvh1FixZF586dodPp4OnpKZpoyieTAQEBsLW1hYODw986kTSZTPDx8UGjRo1eOu0lAHFFlYjQvn371349ZpaYmIjixYuDiMRVyMyDzKwGpBn/YmNjERwcLK5qyZk/ckAxY3Bl3rx5AMxTBR8/fhw7duzATz/9hMDAQEyePPmFkf2JEyfC3t4e1tbWaNCgAYjMs7i1bt0aGo0GM2fOFMs2a9YM9vb2qFatmlgX+Wp5VFQUwsLCxO158uTBn3/+iR9++AH58uWDvb29GEz7+fnhyy+/FJkMJpNJ/LjIV9bk9ZC316ZNmzB9+nS4uLiI3kdnz56FwWAQU5xnFhkZiQEDBmDKlCmwsbFBYGAgjh07BiJz89OkpCRx8pLZ+fPnLRplpqSkoFevXli8eDE8PDwsmqSmpKSgefPmYnDUs2fPLJ97xYoVItI+atQolCpVCkTm0rNbt27Bzs4Omzdvhlqtxu+//67YL5o1a4ZChQphxYoV6NWrF1xcXMR23bZtG1JSUuDv7w8iQq9evVC5cmUQmdPW35QXDeiSk5NFg9ncuXNDkiQRIG3atCm0Wi1sbGzg6OgorvTv3bsXRIQBAwbAYDDg9OnT6NevHwoXLoy0tDRcvXoVS5YsQf78+fH8+XMcPnwYTk5OAMyD0fz58yvWoUaNGujcubNozJ7xmDpp0iSR4VKzZk107txZZG9+/vnnyJ8/P+zs7DB27NhX+q6q1WpoNBqsW7cOAERpZo4cObBmzRoxAM6fPz8mTJiQ5TZ7/PgxihYt+sJt/vTp02xncvqnbt68CScnJ9jZ2WHGjBkv7GNXo0YNLF++XPQWAoChQ4eCyFxmKA9cUlNTYWNjA41Gg99//x329vaYN28edu7cKbad3Ji1YMGCok+anKExbdo0uLq64uLFi6hatSqqVq2KtLQ0nDlzRgSTAPO+6O7ujvDwcKSlpeHw4cPQ6XQiUO/n5wcPDw/8/PPPYp8kIjRq1Ehk5MXHx0OlUonsAQcHB3h4eMDd3R329vYAgLJlyyIoKAhTp0612CZdu3aFSqXC4MGDodPpsGzZMjRu3BhEhB07duDw4cNwdnbGgwcPRNC/WbNmCAsLw8yZM0WAy9vb+5XKGbP7/lWrVs2iHHb9+vXw8/ODyWSyOMlKTExETEwMKlWqJG6rVauW2K/lAOXz588RGxuLhw8fwsnJCbNmzXrpOmYkH8Osra1FGenevXthMBgUJV6AuSlvnTp1MGrUKPz555+v9TovM2nSJMTExIgLOfHx8Zg2bZoI8snfdQ8PD5w9exaJiYkwmUwYMGAAKleujAsXLqBq1aoiGA8AHTt2RPPmzUWTdn9/f7Ro0eKNrvedO3e470s2nj9//tIs43379mHChAkoXry4xUWgxMREcaE0LCws2/6DDRs2FM2mX0f9+vVRvHhxODg4vFaT+9TUVCQmJsLOzg7R0dEW94WGhmLGjBkwmUzIly+fRamcyWSCXq+3yP7M6Nq1a6hbty7WrVuHX375BTY2NsidOzcaNmyIGjVqiP5+8u+ng4MD5s2bh88//xxeXl6wsrISgeTU1FRERUWhZs2aiImJEa8hn+f06tULnTp1QvXq1UVZyf79+0FEaNy48StvF/bhe/ToEVq3bg1bW1vY2dlxxcp7tnTpUotz5H9q+fLlcHZ2houLC6ytrRXtNLLz+PFjVK9eHSEhIRZj0h07dsDGxgbz589H48aNERUVJcZXqampKFOmDBo2bCj6/cq9K1/mow8YBQYGolevXqhbty6mT5+OqKgo7N27FxqNBt999x06duyIihUrwsHBAd9++61obvzJJ5+Ixtc7duwQV9+zq58/f/48UlJS0KlTJzFgfFnjK7k5sxwVPnr06AuXZ5aOHj2KNWvWICEhAdbW1ihatKhoFJhx22aVZURkLtXRaDTInz8/cuTIATc3NwwcOBDnz5/PNvAk7wshISHo2LGjaOjq4+ODPXv2IC0t7YUBxyFDhsDe3l6U/Xh7eyMxMREhISHQarUiQHPnzh3Y2tpm2dPFz88P4eHh4oSbiEQUWh6oywGgW7du4fLly9BoNPjrr7+we/duMQNVrVq1IEkSJEnCmDFjFE1yL126hC5duiBXrlyinGHKlClwdXXNsrxhwIABYqAiDwo8PT1F1kunTp2yLS9bvny54sTn0KFDmDNnjghylCpVShEQMplMaNu2LcqVK4devXrBYDBk2ajeZDKhTp06Irvm559/hq2tLXQ6HcaMGYPnz5/DYDDAxcUFkZGROH/+PPr27QutVgtXV1f069cPROYeKzly5EBwcLDYxqtWrcL+/ftRsWJFuLi4oGzZsmKAnPFq4D/166+/olmzZli7dm2WWVjytsgY9CMyZ6PJ+7P8fuRSj5CQEHh7e6NXr17Inz8/Hj58CH9/f8yaNQupqanYsGEDAgMDAZgHAB4eHgCAevXqwdPTU/H6S5YsQVhYGIKCglCmTBnFflqsWDFRUvnjjz+iRIkSogylc+fO6Nq1K0aMGAFvb2907NhREfB60Z+/vz+SkpJE9pLcJHnPnj0ii7R8+fJZbs8ePXqI95OdNWvWwMvL661kX0yZMgWenp6oVq0aAgMDXzg4Xbp0KYjMZaVnz55Fly5dcOjQIbEdihcvjgcPHgAwlx7JQWC52f63336LQoUKwWg04s8//4STkxMkSUJISAisrKxgZWUlAsCdO3dGREQELl++DH9/f1FSOWHCBISEhIiLIHI2pRz4y5Mnj6LUSKPR4ODBg+LYS2Tuf5Xx88iXL5/IGqxZsyaaN28OlUoFFxcXAObMknbt2iFnzpwWn8EXX3wBSZKg1+tFcEYOgHfp0gUXLlyAWq1Gnz59RCZp69atUaFCBQDm7M2wsDAYDAb8/PPPL/28Bg0alOUFoHnz5lkEhtu3by8yJ7Zv3644B5AvZuj1enHb9u3bERISggULFogA2meffQaj0SiOp3KfvJSUFJhMppeWvp84cQJffvklbG1tFU2ia9asiQ4dOlgsf/r0aej1ekiShDJlymDBggVvpJwzPj4ednZ2Yh+Qm2jKWVUZ/4KDg3H27FnUq1cPXbp0gZ+fHypWrCiyUeTA9uPHj5GSkoKSJUuKYJuVldUbywaUZyutWLEiatasic2bN8NkMuH48eNYuHDhB1Xm+j6kpqaKRvkvsn//fjg7O1vcnpiYiGvXroGIcO/evSyzgFJSUuDg4IB9+/YBUAZsTSbTC1/79u3buHXrFubOnQu5HcXrkLOU5Iw42YIFCxAQEIDk5GTMmjULefPmtTgu+fn5vXRm1JkzZ4LInPFZtWpVkVUpf0fki5I2NjZwd3eHwWDAH3/8gSpVqiA4OBhlypQRr/vrr7+KbFF5QLht2zbs2rULM2fORLly5TBt2jSULVsWgPn4TkQiu5N9/DZt2gRfX1+ULVsWV65cwffff899izLZvn07fvzxR4tj94oVK97KDIwnT55U9Gx8U+TJRJo2bQpra2v06tXrhRcbTSYTDh06hD59+sDR0dHiQv+WLVtgNBqxcOFClC9fHmXKlBHH45s3b8Ld3R2zZ88WWY6vchHlow8YWVtb448//oBWq8WJEyeg1Wpx4cIFxMTE4JtvvsGBAwfg4OCAAgUKYMmSJTh37hy0Wi1KliyJ4OBg/PXXX0hISICnpydq1qyJqlWrZplBcuLECRQpUgQLFiwQJ80TJ0584Zd35MiRimBE9erV3/hO9m+XlpaGnDlzom7dumjcuDHs7OxQrVo1UXogfxZyI+KMf15eXlCr1ahWrRqsrKygVqthZWUFFxcXDBgwAO7u7orl5RKZGzdu4NmzZ+L+ihUrAgBcXFxw6NAhrFu37oXNF+XeS3KwSm5Ce+nSJeh0OoSGhor9YPbs2YoeRhkDV3LpVP78+eHo6Ag/Pz+oVCpEREQgOTkZGo0GWq1W7INxcXGYOHEiHj58iKlTp6JatWrYu3cvChUqJEriGjZsKF5r8uTJomyuYsWKoiTJ3d1dnIRkJF/ByrhPFyhQQMzeJWczZTVIGzhwIIjMjWrPnz+PevXqwdvbG15eXgDMB2Fra2tRBibPINevXz9cv34d4eHhFv1OZE5OTggLCwOgLIGpWLEiWrZsKa542tvbIzExEatWrYK/vz+cnJzEzGnyn5yxoFKpxOc2ZcoUVKtWDQ8fPoS7uzvc3NyyXZdXJTeszbx9bG1t0ahRI+zatcvi2DJixAiLDB25iXCTJk1Qrlw5uLu74+HDh6JsYM2aNYiMjMSQIUOwdu1aODo64vjx4/j0009hZ2eH1NRU7Ny5E35+fqLnm06nU7y23MS0cePGiImJUcyKJgdFiQhHjx5FcHAwtFotPvnkE3h7e6Nnz54wmUxo06YNIiMjUbZs2VcKGqnVaowcORKzZ89W3N6mTRvRk06v11sE2A4cOKAITGRHzlx700H83bt3Q6/Xi8DywIEDYW9vn22mS0pKigiKOTk5oU6dOvDw8EDOnDnh7Oxs0UtD3pf/+usvzJ8/H/b29jh06BCio6Mxc+ZMRQadi4sLdDodrK2tRWPF8uXLo1KlSvjtt9+g1+uxfft2pKamonDhwqI07ZtvvhHPsWTJEsyfP18MdIjMszmOHTtW7AdyGaGrq6vYb7p37y6CF40bN0aBAgXg5uYGtVqN+/fvIzY2Ft9++y2cnJwsTnSaNm0q9o/mzZvj+vXryJ8/v5iC+tatWyAi3LlzRwR4mzRpItLETSYTRo8ejYkTJ8LGxualV+uqVKmCwMBAi33pzp07IiNV/vP09ESjRo0AABs3bkTJkiXFsVzeL41Go3iO27dvIyIiQhwTz507B51OB5VKJQLtXbp0AWC+KBUREYFt27a9cH0B88Be/uxle/bsgVarzfK3KeNnmnmQff/+/WwzQ1+mb9++it+DadOmITk5WdFbzdHREZ06dcLs2bNFE/OMPfXy5MmDLl26YOnSpbh37x7S0tJElp783GPGjPlb65fZ1q1b0a1bN/z8888i2Ojg4ICxY8eiSJEiyJcvn6L/zH9R7ty5FZN3ZCUhIUF8BzO7evUqiCjbc93t27fD1dUVaWlp2Lx5s6I59oABA15pkHfw4EHRSL9jx46vFegrXrw49Hq94gJUSkoKcuTIgblz5yIhIQG2trYioCWvc4ECBbBixQrFcyUmJioa96empooMZysrKxiNRnFBUP5OyL+ZPj4+8PDwQP78+XHz5k14eXnBYDAoZtqsUaMGAgICxEWYRYsWITY2Flu2bIG/vz/Onj0rZnTt1q0bNBoNihUr9tZncWJvV0JCAtq3bw8bGxt8/fXXHCR6gaSkJOTJkwc5cuTA1KlTRVb20qVLERQU9MYnTUlOToZWqxUTj7wp8hgXMI+HihYtCj8/vyzHUwcPHkSpUqUwZ84cAMCcOXOg1+vFmEW2fv16GAwGLFy4EAUKFED9+vXFsVK+6Hjs2DH06tULhQoVeml84qMPGGm1WqxcuRIVK1bEsGHDUKVKFYwYMQITJkxAxYoVkZSUBJ1Oh4iICIwaNUqcbD58+BC+vr5wdnbGoUOHxAwJ8on7iBEjLFLOCxQoADs7O+TOnRv+/v5iCuOsJCQkYNmyZaKcRKVS4dq1azCZTFx/+pq+/vprMZh2dnaGu7u7uDorN8otVKiQosmzHCBQq9WiUamHhweMRiP8/Pzg5OSETz/9VLH8xIkT4e3tjZ9//lmUwMkD01u3bsHGxgYnT55E1apVs+xfk3H617S0NLi4uIjXkxsaLlu2DCqVCj169BDLRUdHWwQs5GAAESE8PBwlS5YUZRpbtmxBUlKSWF42d+5ckSo5cOBAtG3bFoD5ypPcS2np0qVwcXGBWq2G0WjEhg0bUK1aNeTMmVP0L5Jr/TMeqDZu3Ihbt24hICDAImjRu3dvNG3aFDVr1hSDgMzfHfl70LJlS4wePVoMNuUZtwCgT58+KFasmGJwU7hwYZw5cwYjRoxAtWrVLLb58+fPxYlYjRo18OTJE1FCJmdBBQYGinUeN24c9u7dC3d3d/To0QNeXl6KXjpyI3F7e3vxw9OzZ0906dIFy5Ytg62tLVq1avX6O3EmT58+RdWqVbFixQqkpaUhNTVVBEH1er3ofdC9e3ds2bIFJpMJ27ZtQ8eOHRXbXr6CKU9xXqpUKXTp0gVpaWmwsrJCSEgIfv/9d+j1euzbtw/Vq1dH1apV4eLiAiLC1KlTsWHDBgQHB6N8+fJiW2bu4VC/fn00bNhQbFN5qnV5WxORCKpn3J/l4GhycjIqVqyIUqVKITAw8IXBIvlPpVKJIFbG96tSqeDq6orSpUsrZqtITk4W2YcODg7ZbvuUlBTxPXvdWSJe5NatW/D09LQos5L7hck/7hldvnwZxYoVg1arhZeXl7hCLX+mRqNR0VNKHozlzJkTgLme3s/PD+PHj0d0dDRMJhO6dOmiOHZpNBoYDAYcOnQIDx8+RHh4OLp37y5m/rl586aiNG3Dhg2izPDAgQN49uyZ2M/k41JgYCAiIyMhSRLs7e1FQ1p58Ldy5UpEREQAgGjqaG9vD4PBgLi4OAQGBmL58uXo27cv6tSpI97f8ePHFcGp+fPnIyUlRTSdBSCOfSdOnBDHkPbt26Nfv34AzN8tb29v7Ny5E5MmTYKLi8sLA/xyz7PQ0FAkJSUpSmNLliyJadOmiUxTInOpTcbSz88++ww7duwQ62wwGACYB5Pt27dHdHQ01qxZA5PJJKb4JiK0bdsW0dHRYnbL7t27i+9X+fLlsX379hcOFKpUqaKYHc1kMsHW1jbLJusmkwkNGjRA7dq1odfrLS52VatWDTVq1HjtAOrVq1fh4+Mjgi9y8E9uyq9Wq+Hq6gpra2uMHz9eTAyR8TttZ2cHnU6HjRs3iuafz58/x9SpU6HRaBAVFfVGG/k2bdpUDNgzDuAzloC7ubl98LMzZuXChQsvLJt6FfKFn6xmhM3I19cX27dvt7j94sWLUKlU2T6uT58+aNGiBa5duwZXV1cRIBo3bhyCgoJe+Jr3799Hhw4dRMb0mTNnYGdnh8DAQJw9e/YV3p35OTQajaJ0FAC+/fZbBAUFITk5GR06dEDLli3FfVWrVkWxYsUs+gMtXrwYdevWFd+l1atX48KFC7C3t0dQUJD4nSX6fxm3ra2tmK3W19cXdnZ2GDhwIHbt2gWtVgs/Pz+RZSgHmH18fGAymTBx4kQQEb799ltIkoRnz57Bx8cHGzduRHJyMojMszfyhemP19atW+Hv749SpUq99oQI/1UHDx4U567e3t7i/Fm+GNeqVSuRqf0m5M6d+7V7DwLAn3/+iTt37lj8rm/atAl2dnaKXkNpaWmYOXMm7O3tUbduXdy4cQOXLl0SrU5CQ0MV46ytW7fCwcEBffv2VXz/f/zxRzGDb44cOdC9e3fx+kOHDkVoaChu3bqFkJAQTJw48YXr/9EHjHx9fREVFYW1a9fC09MTCxYsQFhYGC5cuACtVosHDx6I6X8bNmyIZ8+egcjcn8TOzg558+aF0WjEihUrxODH09MTROb+DBmv9n311Vfi4F+jRg0YjUZcuHBBsUFNJhNmzJghGm7KzfLs7Owwd+5cAEChQoX+cT+BhIQE/PLLL/+JyPOTJ0/ELDiSJGHx4sWwt7cXJ6nySfa4ceMsBp0lS5aEra0tcuXKBSsrK3h7eyMmJgYajQZ3795VZDpMnz4dFStWxJdffomhQ4eKOnMic3mGVqvF9u3bRZAk8xXpY8eOiQjv+fPnodFoUL16ddGTSE4vbNy4sWLK5mPHjomARsZgjFarhVarhVqtRtGiRfH555/D398fCQkJYmAplxUBEA1Iz507h9atW4seAZMmTRINZKOiojBx4kQ4OjqibNmy0Ov1cHd3x/nz5+Hk5ISZM2eKE2dHR0dxkN21axfCw8OxadMmRUBAPgHq37+/Yhr1zJFuubwuf/78orxErVbDw8NDXKFLSEiAl5cXxo8fD2dnZ+j1emi1Wvz22284f/48tFqtRYM3uTRG/suVKxeKFCkCSZJETxf5T962PXv2FME/lUqFAgUKQKVSwd7eXsxAUrJkSRGJr1mzJiZOnIj8+fMjMDBQfI//KbkcycnJCcOGDcPt27cRFBSkmA1m9OjRYnDTr18/WFlZoX79+or9RN7uvr6+6NevH6ytrXHo0CHRm2v37t0YM2YMQkJCRNNe+bEeHh5o0aIFwsPDcfv2bUiShBkzZih+uADghx9+gL+/PxwdHaFSqWBtbQ13d3dFidzvv/+OiIgILF++HLly5RJBH7kfUUJCAqKjo1G2bFmLfT27v4zPLz8fkTl7ZvPmzejbt6/4Hj5//hw7d+6EjY2N4mQ/s927dyM2NhYuLi6iB8zruHfvHtq0aYNRo0Zh+fLlGDduHPbv34+SJUuifv36WR6Tf/31Vzg4OKBfv35iv0pLS8O2bdsQGxsr3p+7u7v4fsXFxWH69OlwcnJS/F7Ur18fRCSm1W3UqBGio6NhNBpx4MAB0W+DyJwNJGfn2NnZiQbvzs7OmDFjBho0aIDSpUsjNTVVlKZdvnwZd+/ehVqthqenJwYOHIiGDRuKgLw88Bk+fDgkSYKVlRVUKhVCQ0NFdoa8L927d09xXPDx8RGZnn369BG/03KgSd435KCR/PsrT3UvnyAZDAbMmDFDXPSpUaMGpkyZAgCiV8gPP/wAAKLxoxy037t3r+IzkqepJiJERESgU6dOImA6efJklC1bVpT4yfvs0aNHMXfuXLEfV6hQAaVKlYJarRaBsl27dsHGxgYFChTAsmXL8OTJE3FiW7duXVhbWyMsLAzfffeduKjRrFkzMdW2q6vrC7ONxo8fjxo1aihuk3sCjR492mL5R48e4c6dO9i7dy98fX1RrVo1cXz/448/xAWKOnXqZDnzZVZZHCkpKThw4AB2794NInMpNWAO/Mnb1MXFBTVq1ECpUqXE55vVn62trdj3fXx8MH36dLRo0QIajeYfnezfvHlTEQB/9OiRONfT6XQoU6aMCBrJ+50kSVCr1ejatWu25XByJtSHIj4+HuHh4f/43FJupWA0GrOdjAIwB1qzarAsZ71kJ2fOnFi6dCmKFCkCKysrmEwmkUma1UUh2eHDh0V5vp2dnbg4J/+OS5KEZs2avdLMa6NHj4YkSeK3CTDvy0FBQfj2229x9OhR6PV60ZQ/X7588PHxsWjyXahQIajVavz55584c+YMihQpAsA8ADx8+LDiXMnT0xNWVlaIiIiAm5ubKLmU+ybu2LEDo0aNglarVWTUde3aFRqNBnv27BEXlfLkySNmOGrZsiX69u0rZk98G2U47O17/PgxOnfuDKPRiGnTpv3ny2NfV4MGDaBWq+Hl5SUyZuXfdmtra3z77bdv7LUaNmwoSsmzcuXKlSxvv3XrFvLlywdHR0cULlwYzZs3x9dff42QkBBx/pLZjRs3UK9ePdjb24seqkSE5cuXWyx79uxZ5MiRAzVq1BDjzdTUVLRu3RoGgwFz586Fu7u7aEcgZ0Q2btwYO3fuhMFgeOEFh48+YJQ7d264ublh7dq18Pf3x8KFC2E0GnH48GHky5cP8+fPF82v5Z4VGo1GzCqj1WpFyr0ceDAajWI2IBsbGzHbzP3798VUwps3b0anTp1QvHhx8cWOj49HvXr1oFarFWmqckZHvXr1AJivuNatWxeAub/A350Ot2rVqnB3d8eCBQv+9YGjfv36oXHjxtBqtRg/fjy2bdsmsou0Wi3s7OxgNBrRvXt3xUloz549QWTu+6HX66FWq+Hk5ASdTofJkyeLoBORuV+IfMVbHhDnyZMHRCSavsp14hqNBmFhYfj666/FwaF///5o0qQJAHM5YtWqVZGUlIQKFSrA3t4ecXFxSE5ORnJyMnx9fWFvby96Z2ScXUYeMGT8u337NtLS0lC8eHEULVpUZEBFRUUptlO1atXEa8sZcJ999hkiIiKwePFiMZAyGAwwGo0i0+fw4cNi2m05oGBnZydSJJ89ewatVovg4GD06tXLYvpkSZLg4uKCmJgYlCxZUnFFPzU1FTdu3IC9vb1icCzPOJfxZH7ZsmWws7NT1P7L34+CBQti9uzZivd77NgxTJkyBS4uLmJqeLkvkVqthp2dnWLASkQiU8BkMllkpckBI7lvFWA+WRw6dCgcHBxgZWX1xhqmmkwmkfklr2++fPmwYMEC8f7lDI7M+4McQM0qwDJgwADExMSIK8Vubm5ISUlBkSJF0KZNG3H1P+OALm/evNiwYQP8/f2zXNfExETY29ujQoUKiiCOnJ0hSRL27t0Lb29v7NmzB7/++qtYxmAwoG3btoiPj8eNGzdgZ2cHX19fRTnbq/7JA3adToctW7bAyckJe/fuFes5evRofPLJJy882TKZTFizZg2io6OzXe5lkxqcPn1aXD2Wg1gqlQpVq1bF119/neUV3rNnzyI4OBi1a9fG06dP8fnnn4vjSsZ9NE+ePBgwYABsbW2xdOlStG7dGrGxsaK3R1JSEjQaDVQqFb788ks8fvwYxYsXh7+/vwiULVy4UJT+RUZGIjIyEhqNBo6Ojjh79qw4OVi7di3CwsIwaNAgUZom9xJr2LAh1Gq1Yt3k/1er1VCpVIpsoLJlyyqaRIeFhWHt2rWKZTLut8HBwdixYwfi4uIwfPhwMRGBHOySs06A/5eaymUkHh4eKF++POLi4hAUFISYmBgsXboUN27csJi8IC0tDQ0bNkS+fPmQkJCA4cOHK3qYyI37icwB5ypVqoisAbk3XMb3QERo0aKF6Oel0Whgb2+PwMBARERE4K+//sLjx49FSXpYWBgWLlyIOXPm4PPPP0d0dDRSUlJgbW1tUZo5e/Zs/Pjjj7C1tc02K022b98+ODk5KfZhedY4ohdPa379+nXRhFy+UtqjRw8QmbMrjxw5YvGYhQsXon///hYBifr162PHjh2i3Fm+WCBnEnl6eqJChQpwc3PDlClTRMBR3vflfTnzdz08PBy9evUSwfPM39VXHVDt2rVLlPTIduzYAVdXV7i5uaFx48aIi4uDWq0W5YIZ1yMkJASXLl3CgQMHxOOfPXuGWrVqvTBz7XUlJye/0uyOWUlNTUXlypUhSdJL+w+9zOLFi1G6dGlF6bws46yGPXr0EOWUGcmzbmZFvvAjZ0F6eXlh2bJl4rjev3//bNfr0aNHyJMnD7RaLQYOHKi4b9SoUeLzGjhw4EvPh1NTU+Hj4wN7e3vF+ffcuXORI0cOpKSkoFChQiJb1NvbG0TmiR1kp06dEq+5du1a9OzZE3q9HikpKZg+fTpWrFiBxMREeHh4wM7ODlZWVqJBfFBQEPz8/BAVFQWNRgO9Xg9HR0fcv38f+fPnh1arFbPxPnjwAFZWVihRogQ0Gg0kSUKhQoUQFBSENWvWYPHixYiKihLtNv7tY4F/g/v37+PkyZPis9qxYweCgoJQrFixN17q9CF7ky0Btm/fDmtra8TExMBgMGDNmjV4+PAhIiMj4e/vb/EbkFlWPVKzM3r0aNSvXz/L+06cOCHG91lJSEhAXFycOHaULl0akZGRL52pbMWKFbCysoKNjY2YlCQr9+7dQ8mSJREVFSVmhGzYsCGKFCkCo9GIr7/+GnZ2diKAduPGDbi5ueGbb75Bjx49EBsbm22G4kcfMHJ1dcX48eNRqFAhjB07FqVKlUKTJk3Qq1cvjBkzBlWqVFH8mJw7dw7Ozs5i0CgPqMqXLw+DwQCVSoXq1asjKChIHMi3b9+OR48e4cCBA1i0aBGmTZsGT09PXLx4EYGBgZgyZQqOHDkiylkqV66s2MjyINTe3l5kHEmShIsXL2LmzJl/exrM27dvi4G7m5ubxSxU79qvv/76wiZd/8SDBw/E7Ej29vaIj48XVytz584NOzs7SJKE4sWLK4IZBoNB3J9xwNmgQQN4eHiIlEX5xHXatGkwGAyoXbs2iMwZGDqdTiwnZ8pkzNLw9fXF8ePH4e/vDx8fH6SlpSE8PFxcnXv69CkKFy4MGxsbNGvWTDEQKVasGHbs2IH169eL4JXcuDbjIHnPnj0AzINOucm3SqVCqVKlFNtp0aJFiIiIQIECBbB8+XIsWrQIuXPnhl6vF1NW+/j4oHfv3opBkLu7O/7880/MmDEDRqMRKpUKO3fuhIODgwiYyt8ZufY+42BZ3gednJxgY2OT5cEsZ86c4mq83JQ5s7S0NFhbW4ttYWdnJ+6bPHmyxfTUgLl3h5OTE3755RfR3Foe3Lq5ucHZ2VkMdB0cHET2y549exSfvzw4yJglAADOzs4oXLgwWrVq9bdnWMzOsWPHFOU+GQekmbdv5oyczIPYjIN6Ozs7xdWIiRMn4sKFCzAajfDy8hKN0OX7IyIixNS/2SlRogTKlSsnBnpyE105gLB161YYjUacOnVKZF/4+vqie/fuKF26NPz8/LBlyxZ4eXnBaDQiLi5O0Q/pZX86nU4E9Q0GgziuZywBK1asmGImwuysXLnyhTPd9e7d+6XP8fvvv4sMxIzbcsiQITCZTLh27ZrFJAp3795F/vz5ERYWhkaNGomgWa1atVC0aFGULl0aRObsotWrV8NoNGLHjh2IjIxU9DPKmO0aGhqKhQsXws/PDxqNRgyA5IxLd3d3FC9eXDTdd3V1xaVLlzB//nw4ODiIoM4vv/wiStN27dqFy5cvQ5IkRRmVPNjPapAfGxurKC9r06YNevfurfiMMx43iQgNGzbEgAED4O3tjYIFC4r9V6VSoVKlSqIs5smTJyAyN9IFzBdhPD090bZtW1EqPn78eCxfvlxcwcuYXp2YmIgyZcqgfPny6Nu3L9zc3ETWSsaeOyqVCq1btwYRiSt+cm+izMeJvHnzYvXq1eL9aTQatGnTBs+fP0fhwoXFMVIuAfPx8UHFihXRt29fUWYtZwQRmbNz9u7dixEjRqB27dr49ddfYTAY0K1btywHgcnJyTAYDIpyrYMHD4rv58tmXztx4oT4rQwNDcWsWbMQExOD2NhYlC5dWvyW//nnn1i/fj1SU1NRtGhRqFQq1KxZE1u3boXJZMK8efMgSRJatWoFlUoFrVaLS5cuYfLkyYr95vPPP4efnx8+/fRTBAUFQZIkcWFOXmf5uK9WqxX7jbOzs0Ufo2fPnmH48OEvPR6vXLkSRqPRIhtox44duHHjBooUKYKoqCg0btxY7AdykF6SJERERODOnTsYO3YsatSogd9//x2xsbEICAgQTbT/qc2bNyMiIkIRlHodci+plzX7fxXx8fFiwoHMpffDhw8XpV+zZ89GmTJlLB6fcdbNzKZMmYISJUqgYcOGkCQJkZGRSExMRFRUFIKDg7Fw4cIsH/f8+XOUKlUKFSpUwJIlSxQXZAHz9zsoKAienp5Qq9XinOVFtm/fDrVarRjcJScnIzAwEAsWLMC8efPg7e2N1NRU8T1xdnYWn3fG/oeffvqpCIYfOnQI3t7e+Pzzz7F9+3YULlwYY8aMgbW1NbRaLSIjI2FtbQ0vLy/kzJkTbm5usLGxgUqlQvHixXHr1i1YWVkpzu0ylhk7ODigf//+qF27NiZMmIDbt29DpVJh/PjxcHNzE4/hTKMPl8lkErNBxsTEwNraGpMmTXrnWUXvM7i4bds21KpV640+5+DBg8X3RK1WY/Dgwbhy5QpOnDgBOzs7i2b3GX3zzTcW/YIOHjyY5bJr165Frly5srxPviieufooo6SkJDRo0ABRUVGQJAnOzs6YOHGiRSsImTzzb5kyZdC9e3dYWVlh0KBB2U6Sc+fOHbRs2RKenp44ePCgmJAjODgYBoNBXKyUMyw3bdoEg8GA/fv3Izg4WFHqLks/B/u4A0ZEhOPHj8PJyUlE4GbOnAlPT0+cOXMGOp0OM2bMEDvRsGHDEBQUZFGu4u3tLU5U8+fPj/PnzyM8PByhoaGwtbVFp06dxAmYyWRCvXr1UKZMGWzduhUGgwGLFi0SJxmLFy9WbOjTp0+Lk+Xly5eL16xevTpatWplMc3nq0hNTcWWLVtEs1x5IP8+p4vdtWsX7Ozs0LBhQ/zyyy//+EpXVrZu3QqtVouKFSti+vTpkCQJNjY20Ol00Ov1UKlUFkGALl26QKvVwsfHRwQO5KbKcvaXvb09tFqtCIrMmTNHDAKmTJkimmofPXpUXLn38/ODWq2GXq8XV1eJSNSM3rt3D9u2bcOePXuwZMkS5M2bF3q9HoMGDQIAMajOkycPoqOjFUHMzDOnydlCmcvoMjenfvz4sSgz69GjByRJEicb169fF1fxJ0yYAJVKBY1GgxIlSsDf3x85cuTArVu30KtXL+h0Onz//fdYuHAhXF1dcefOHXEFzdPT06L/U+a/woULY/HixYoDmjzwioqKQnh4uMiGSE1NxciRI7Fx40ZxdV1+noyD+uvXr0Oj0SiaZALmPjAqlQqpqan46aefxNTscjminK4uP6d85dvDw0Nkieh0Omg0Gjg7O8Pe3l6UVsgBXmtra4wcOVI0QE9OTlaks/8TmzZtEj0J5HV0dHREixYtsH37dkW5YlYz6mX15+XlBWtra5QqVUoEdoD/N1nP/DwuLi7Ily+fYsCRlJSk+Pz69OljEYz19/cXpZM//PADiAhXr17FkiVLoNVq4e/vj7Fjx+Lrr7/G+PHjRTBw7dq1MBgMisy61/2TSxvlLLiHDx9CrVZnmw6c0bJlyxRZZJk/Dxsbm1f67JYvXw6tVovq1auLEks3NzeULl0aR48eRYUKFRAeHo4uXbqgZ8+eKFy4MJydncVMfnPmzBFBIz8/P2zbtg0LFiyAJEkIDg5Gnz594OHhgW3btsHGxkbRzyhjf4zQ0FCsXbsWGo1GMQDKnTs3VCoVWrZsiQoVKsDPzw9arRaenp64evUq+vXrh+DgYEXp28SJExESEoKnT58ib9680Gq16N69uyihyO7Px8cHOXLkEK/93XffISYmBrNmzRL7W+asMisrK7Rp0wa+vr6iNt/e3h52dnZYuXIlcuTIIaawJyJcu3YN8fHxIsNp6NChiIuLE/tldHQ0oqKiMHv2bIv+D/Hx8cibN69oHN6xY0dxX61atcTtciNtjUaD3377zaJvWMbvGAARoCYy94jbtGkThg4dqniv8nfYwcEBv/zyC7y8vMRxPjQ0FMWLF4eLi4v4TFeuXCm2oUqlQvPmzcVVv4xXQuPi4vDVV1+JfycnJ2Pbtm3w8/ODh4fHSwcgGXtm5c+fH+fOncPjx49RunRpxMbG4uHDh/j+++8RGhqKmzdv4o8//hC/oQUKFMDly5fx5MkTcUFGzg4LCAjAhQsXFPvn8OHDUaBAAQwZMgTR0dEoXLhwtjOc6nQ6lChRQpGNpFarLXrmlC9fHg0bNsxyNi6ZfP7XqVOnLO9PSkpC586dLcpf5UxfnU6HXLly4fz58zAajeKzlHsEHjp0SNFL7VVcunQJJpMJly5dEr3/KlWqhMePH7921tJff/0lnuNFQfDX9eWXX1rMFjZmzBhERETgyZMn2L17d5YBqn379sHd3T3L54yLi8PUqVPRu3dvNGjQAGvWrMEvv/wCV1dXPHjwADdu3LB4jDxzW8GCBV94QfL48eN4+vQpIiMjoVKp8Pnnn7/0PVapUgVarVbRj2TOnDkIDQ1FQkICJEnCd999J8pcw8LCcOnSJdE7SN5XMs6uKh/HOnfujPDwcNFXcsWKFeL3LyoqCjqdTmT3yhntkiRhxIgRojn8qlWrxDaV98WQkBCUL18e/fv3R5s2bQCYj/Nubm4IDAwUGYB9+/blbKMP0JMnT9CvXz8MHTpUUeHQpUuXd9576vjx41iyZAm+/fbbNz5ee1HGzG+//Qaj0Sj6Dr4pycnJyJcvnzgXcHd3R6tWrZCUlISNGzfCYDCImQ4zfzeOHTsGjUajGL8XKlTIYrwBQPRUzOp3Rx6/dO3a9YXrmpaWhpIlS6JZs2b44YcfEBMTA0dHRwwdOlRcGAPM+0uJEiVQpkwZEQQ+fPiwmPl769ateP78OX755Rd07NgRMTEx+Ouvv2AymTB+/HgYjUZ8++234nc2R44csLGxwbBhw2BjYyOa+w8ePBhhYWHYsGGDmL0xo/RzhY8/YCQ3ui5RogSaNm2KDh06iKaFefPmxbhx40ST02PHjiFv3ryKK3uVKlVSXPm0s7NDQEAAjhw5gnLlyol01Iz9LhISEhAaGoohQ4agYcOG8Pb2RkREBLp27Zplaps8W03Hjh1FSUhcXJyYpvvvzFIyadIkBAUFwcnJCRqNBmq1+r3P8DF27FixHaOiot74bA1JSUnQ6/UICgpC7dq1odFoUK9ePdjZ2cHT09Mic4KIFFeA5RPQsLAw2Nvbw9nZWUxPnvExGQNxn376qXiOHTt2iH0lT548+Oyzz3Dy5En4+PhAo9HAw8MDlSpVQoMGDfDVV19h5MiRiI6Oxvfff4+TJ0/C29sbGo1GZJVVrlwZKpXKIsskPDxcMeCoXbs2APOU0xkH+zqdDrt27VJsozp16ii2werVq0UTWMBcYiUH9lQqFfr06YPmzZtDq9XC1tYWrVu3hpeXF4KCgpCUlIRPPvkEsbGxIjNHq9Vi//79WWbGZD75r1mzpjjIyWWgOp0OXl5eioHOiRMnxDTgoaGhotQwY4kLAJQuXRqTJk0S/964cSOeP38OIhInm4ULFxZZWVOmTBHrIpfk1KtXz2K9M26vnDlziiukJ0+ehFqtRocOHVC/fn0MHz4cT58+RZUqVSzK4/6pzZs3K4JDarUabdu2Rfv27RXr6ubm9kqBI0mS4OnpKQZ48o9IxrLArAZq8iBz7NixivKTy5cvi+Wsra0RGhoKnU4Hg8EAa2trEQD9888/ER0drShfWrp0KR4/fiwCKkFBQRg6dChsbGxEmu3L3o/8p1arRe8ctVqNEiVKADBnEoSHh7/Stl60aBGKFi1qcfuDBw/g7e0Ne3t7i/ueP3+OgQMHokePHpg+fboo55JnA/vjjz9QtmxZ2NjYoGjRorC2tkbXrl0tmnxbWVlhwIABGDJkiCj7NBqNcHFxwW+//QbAHNDSaDQixToqKgrffPMNbG1tsXnzZgD/79+l1+thMBiwceNGDBgwACqVCmvXrgXw/yxUtVqNn3/+GTVq1ICnp6cI5l24cAHVq1dHiRIl0KpVKxQqVAjPnj1DbGwsevbsKfqZFC1aFGfOnLH4zmf83sjffblp9KVLl6DRaHDx4kURIJFLfDM+zt3dHaNGjRLBBrVajSZNmuDJkyfQ6/U4ceIEAECj0eDChQsis0ylUmHs2LH45JNPIJ8HZDxeZjVYunHjhtjXrK2tceDAAZw4cQJ37tzBpk2bxHrZ2tqKpqO//PKLeG8ZgwpqtRopKSki65TInNUjB7u++OKLLLdTxnMPFxcXWFlZYcuWLeI8Q/4rXbq0mJVVq9WicuXKSExMxNq1a0X26rBhwxRZXbJt27ZBkiR89dVX2LBhA1asWIGrV6+KMheZyWTCJ598gurVq4vZBQ8dOoRnz56hcuXKyJcvH1q2bAmNRoMBAwYAMJ93+Pv7Q6/XY8KECQD+P6W3/Ofk5ISSJUuK7DRra2sEBARgz549MBgMyJcvHwwGgyglzup7vnjxYtGgWqfTwdHRES4uLqIXFQB8/vnnIDL3nMuuz9Fnn30mjv8vCsaMHDnSIqApByIlSYKvr68owSUitGvXDoB5kOLq6ooRI0a8cobAV199hSVLlqBx48bi+fbu3Ys5c+Zg2rRprz3Qb9WqFVq1aiXKMN+EZ8+ewc3NTXHVXQ4wNm3aFPfu3QMRWWz3Xbt2wdfX1+L54uPjodVqcebMGbi5uWHjxo0wmUyIiYnB+PHjs1wHk8mETp06ITQ0NNteUpklJiaiWLFi4nf7RYPwy5cvQ6vVwtHRUWQtJSUlwc/PD4sWLRLndCaTCd7e3nBzc0NkZCTu378vMtx1Oh0iIyPRrFkztG3bVmT+yseFjFm7Bw8ehIuLC7RaregtZ29vj3z58kGSJPj4+ECSJOzatQsFCxaEwWBAQkKCuBgjSRLmz58PZ2dntG7dGiVKlMCDBw9E0NpoNCI5ORlHjhyBWq1+Kxdt2T/z7NkzNGrUSPyG6HQ6SJKEsmXLvtHxUlbZJxmZTCakpqbC2dkZFStWRMGCBf9xw/yMsspSAczBDjm54p/ONpyVkydPokePHqhevTp8fX0RFhaG0qVL4/79+5g5cyacnJxw7tw53L9/HyNHjhRBn7S0NDg4OECSJJGlni9fPhQrVszie5SWlmaR3StPXiMfzw0Gwwt7761btw729vbiuGMymbB161bExcXBYDCgZ8+eOH/+PEqVKoVSpUqJuIL825CSkoLJkyeL82D53DLj7I4ARBZ0QEAAAgICMHjwYFGW1rNnTzg7O+Ps2bNISUlByZIl0aRJE3Tt2hVFixYVx06TySQfYz7ugJGzszNUKhW2bt0KOzs7fP3117CxsUH79u3RsmVLjBw5EjVq1BAnlbNmzUKRIkUUAYGhQ4di8+bNig+6WrVqcHBwwPr160VQx9raWjGAkmd0kTND+vbtm21UVV6mYMGCosdKxpNs+eTjdaSmporBnzwIlyTphWl3b8O5c+cwbtw4HD58GCkpKahYsaJoOpxdSt8/UalSJQwaNEhcjR02bBjatGkDSZLELElZ/WXuOWI0GmFtbY2CBQsqysD0ej0+++wzdO3aFUSEK1euiOeYM2eOOIkMCgpSfHlz584NKysrGAwGzJs3Dx4eHqLX0MyZM5GWloZOnTqJ5woODkadOnXg6OhoUV4kTysu/1su37p+/Trq1q0rgi8uLi4W+1zGGf+srKxw9+5dlCxZUpxMnjp1CpIkiVJJW1tbxUDIysoKbdu2hZ2dHerUqYMlS5aIbZMnTx50794d5cqVQ8eOHbMMGmX88/Lywvnz52EymUTkXw4GZew9A/y/h4b8GXl4eFjMYjVnzhwULFhQ/Lt69erYvXs3HB0dcfjwYQBAt27dQGSealtucp/xL6uso4zbvWrVqrC2tgYAzJ8/H0SE8+fPw8/PDytXrkThwoVB9OKU09clD+S6deumGJxmlVWk0Wiy7HOV1Z8kSeIqVtGiRWEymbB///4XTmt/9epVXL16FdbW1ggKCkJAQADy58+P6OhoxTaTB/92dnawsbHBhAkTROlJ5nUgIjEoDQsLw9ixY2EwGFCsWDHo9XoRIHuVRtgZX99gMCA+Ph4mkwmtW7cW/XdeZsGCBSLQlFGTJk3E9yorjx49EmVj8m9C5rKzbdu2IW/evPD29kZ4eLjiu6VSqRSB0oULF0Kv16NZs2b48ssvYTQaxVXlzz//HE5OTmImnaJFi4r+Fh06dMDdu3fF78qoUaNEWZkcQJIvQsiBPEdHR9y5cwf16tUTgxYPDw8ULVoUNjY2yJ07N4KCgtC+fXucPXsWBoNB9DoiIlFOkfEzkIM88p/RaBQBbJPJBGdnZ3Tp0gVFixYFkbmUS+6TlvGzlnvvyD065BLcmjVrYvjw4QAAGxsbHDhwQExKodPp0L9/f9SrVw96vV5RApW5x4ns2bNn6NevH7RaLeLi4vD48WNcvHgROXLkwC+//KIoP5MkCVeuXIHJZFLMcCTfP2HCBJw8eVKRgST/xmzfvh01atQQ37OM77VZs2aKc40+ffrg3r17Yhtl/LO2thZljxqNBrGxsTh16hRUKhW+//57rF69Gnq93uKiAQDExMTAxsYGjx49ElN9G41G1KlTR5ERc+/ePTx69Ai//vqrKEfu0qULnjx5gtq1a4sLJPJzpaam4tdff8XWrVuh0WiQL18+bNmyBYMHD1a8T19fX/G6ROZynk2bNqFZs2aifJ+IFDMtZj4Wb9iwAR4eHmI/8/HxQZkyZcSJrDxTnny8l2eXyuizzz5DwYIF0axZs5f2CJLLiuRtrlKpFGVyrq6uUKlUsLKyUpTItW3bFkTmoOWrNOju168fPDw8EB4ejly5cqF8+fIAzH366tWrh88+++ylz5Hx87O2tn6j/UBkY8eORWxsrDjPyZghP3v2bHh4eIjvqmzr1q1Zzna2YsUKhIeHY+3atfDx8UFqaio2bNgAZ2fnbDOHRowYAU9PT4tj7MskJyejatWq0Gq1qFChwgv7kwwcOBBOTk6oWbOmeJ8zZ85Ezpw5xX43adIkVKhQQVwEKVq0qMhIlP+KFSuG4cOHw83NDY6OjuI4lTHrEjDPLJgzZ05otVpER0eLGWvlY4+LiwsMBgNOnz4NtVqN0qVLo3///uJ1oqKioFKpULlyZXEuJd+XM2dOpKamimbb2b3vv/7666U9U9ibt3fvXoSGhiImJkYxSU9cXByaNm0qelC+bmmavN+eO3cOT58+xdatW7FmzRrUqFEDq1atyjITZubMmTh//jzq1KkjjnXW1taYMmXK3yqNu3jxovj/mzdvwsbGJstAy8SJE8UY6m1UxMizkRYrVgyNGjWC0WhEgQIFEBoainPnzqFXr14ICQnBvXv30KRJE0RGRopzJfmiU0hICA4cOCB6DfXp08fidQoWLKjIRpo+fTpWr14tPtPQ0FDs2bMHf/31F2rUqIHChQujfPnyqF27Nrp06YLAwEDFuWBGBw4cEOfLHh4e+P3333HhwgX06tVLcdEnMTFRUa7aoUOHLC82HD58GG5ubqhevTqsra3x+++/Y+rUqXBwcEDz5s3h7++P69ev4/r163B1dcWMGTMQFBSEyZMnA4CY7Ik+9oCRPFtAREQEBgwYgHLlyiF//vzo06cP7OzscPToUVhZWWHUqFHQaDSoX78+cuTIIXorSJKEw4cP4+TJk2Kj+/j4wNbWFhUrVoTBYBAn/CqVCoGBgYr66cmTJ4uTJI1Gk+XsIsD/B54qlQpffPEFDAYDSpcujdatW8PFxQWrV69WfNAmkwnTp0/HpEmTsHv37mzrkc+cOSNO6EaOHCl2ePmDfhWJiYk4derUP0pflTOLXFxcULNmTdSqVQtjxoyBXq/HF1988UrPvX///pc2mwXMkevKlStjz549IDKXP6Wmpop+CFqtNtuBp1zCJh8U5PK2jFPq6nQ6jBo1Clu3bgUR4cyZM+L55GAEEVlcFStXrhw6dOgAjUajyGoiIkW0fejQoYqT5ewG7/IBQ/63fPCVo8Byg87MAcKjR4+CiFCmTBnkzZsXdevWReHChdG2bVsxc1CFChXEiUZWvXGioqLg5+cHvV6P8PBwWFtbQ5Ik/PDDD7h+/TpsbGwwa9YsrF27NtvmxXKpkk6nw/LlyxW9xIjI4rOuXr26CNwZjUaMGDFCpKrLHjx4oLhSXK5cOURGRiI8PFyU68g9SGxtbTFmzBjFCZVcdmYwGLIMxqjVavTu3RtE5tlGSpcuDXd3d1y/fh2SJCEkJARE5vKhN5XubTKZ0KJFCwDmq5tr1qzJdv+Vt7WdnZ04LmXuC5Pdfk9kvtqZM2dOtGzZMsv7icwZH3K51+rVq0Wfosx/cuDM3t4eDg4OGDBgAFxdXVGpUqVs10Fefw8PD+zduxcxMTGKQfirZE7J34kpU6ZAo9Fg/vz54grwpk2bXmmbz58/36If1sOHDzF8+HBotdoXZiolJiaKUjq57G/dunWK/SE1NRXTp08X3xv5vbVo0QJ6vR59+vQRx/SdO3fC2dkZPXv2xKpVq2A0GjFlyhSYTCa0a9cOuXLlQqNGjSBJkrgCJm93+Tvl6emJb775BjY2NqhZsyby588PDw8PXLlyBQcOHEDx4sUhSRLq16+P1NRUNG/eHPb29mJbZiw1VKvV+P777/H5558jR44cGDlypHjNatWqvXQ/K1eunDjhDAsLg7e3tyjZtbe3R3h4OLRaLWxsbBAZGQknJydR3iFJEgwGg3j8ggULRGN/FxcX7Ny5E4sWLYJarUZwcDDat2+PBg0aIDAwUJHJJc+umNmBAwfQp08fkYm1YsUKAP+feS7jvh4SEoKpU6eKXk6Zv5NJSUno1KkTSpQoYbEd5OCVvD/b2NiI5tny91UuoZ4zZw6WLFkCJycnrFq1Shxj5D9nZ2c4ODjAxsYGtra2yJs3r8jMkWf8JDKXJx8/flwcVy9evAhJktC3b188fvxYBGl0Oh1+/PFHABDZYLIbN24gd+7c4thYo0YNxbpk/s2Tz2vk42bGdS9SpIgogSQyz/rm6+srvmPZHaMyfs91Oh2qVasmWghIkgQ/Pz8xA6jJZEKePHng7e2d7eyVqampmDp1qignzs7atWsVn721tbUIGGRcXy8vL9SpUwc6nU5k32S84Ni7d++XlpbI+5tOp8ODBw9w7NgxHDlyBEQksjOzm+I4JSVFkUk+YcIEFC9e/IWv93fFx8fDwcFBzNa3ZcsWREZGwtfXFxcuXEDp0qUtGrNv2LABYWFhFs/VvHlz9O3b93/svXV4VFfXPrzHPTOZTNw9xAhJIApECISgQYK7uxZ3t0Jxh1JK0AIFSoFCW4oVaykUimtwlxCf+/sj797POSNJgD7P+/T9ffu69gWZOXPOPlvWXnute90LjRs3xujRoxna1ZSbipYVK1ZAq9WaGfkKCgoqtPcWFxejXbt2kMlkCA0NtRhaApSGnTs4OPA4TvLz8+Hu7s7Gv3LlyszRS9GS3HAiOr8p1UFISAi+/vprREREMBlj+szU1FSIxWIWNiyTydj6kclk8PX1xdixYyESiXgOIu4aMF1Dnp6eWLhwIfvbNKssXQstW7Yst/8+pDx8+BBLliypsK7//1rJy8vDsGHDoFAoMGPGDGasGzBgAEJDQ6HRaNCxY0esXr2a8bcNGzYM2dnZWLp0KUaNGoX27dtjzJgxFo3iJSUlGDFiBDIyMmBnZ4fIyEjI5XJGz2FjY4O2bdvyDDSHDx+GjY2NGYLd3d0dBw8e5N2/ImM6cuRIliyBzk1LiKWvv/4anp6eGDNmzL/NaHn37l22L8pkMojFYlSpUgV6vR6HDh1Co0aNUKNGDRw5coTtX6NGjcKwYcOQkZGBsLAwFBUVMTnt6+trxi/XuXNnnmOqW7duPCNy/fr1eQmxuLQlbm5u8PHxsYoCy8vLQ1paGqpUqcKiUAghGDhwIN68eYM3b97g1KlTCAkJQUREBJYuXYpmzZrB2dkZqampFpG0OTk5iIyMhIeHB8LCwlBYWMgyZtevXx/h4eF49eoV9u/fD5VKhTVr1kCpVOLq1avMqEj+6QYjGxsbzJ8/H0KhEGvWrIFKpcLo0aNRqVIl+Pr6YuvWrQgJCcGECRMgFovh5+cHsViM0aNHs4PKu3fvmKAnpDR2XavVwtXVlaUrlsvliIuLYwdo6mlLSUmBt7c3jyzRkoeJcjAoFAps3rwZERER8PPzY+nXTXmPgNKwN4ogEolEiIqK4kHgaJk+fTqmTp3KvLnUS27Ny2qpzJw5E/b29mjWrBkWLVqECxcufJCV2Wg08gQP5Xs6duwYPDw8UK9ePTM4vGkZO3YsNm/eXC5Z37lz56BSqVBQUABXV1cIhUJcuHCBET9yD5WmlevZ1Ol0kEgkcHFxYamh6XcZGRl48+YNCCG8tMtRUVGQy+VwdnY2S4NYtWpVpKWloV27dgxySYU/9ZLTQg2NNFyE3p9682nlIuGoMA4KCsLw4cOh1+uhUqmgUql4Ma/0sNK9e3fk5OTwPLg6nQ5PnjzBvXv3zBR0mUyG7t27w8fHh3nKKXdTZGQkqlevjoyMDBiNRqSmpkIikaB3796wt7e3aDRSKBSQSCRwdHSEUChkSD0axkRLSUkJli1bBqlUCrVaDYlEgunTp0OhUCAwMJDHNQIAnp6eaN++PQCww5qvry8LEaNhEMuXL4dUKoWDgwMLp6P8RmKxGGlpaRazjS1evBgikQgHDhyARCJBZmYmtm3bhuDgYLRp0wZyuRwdOnQoc45+SPnmm29YCNzWrVuxaNEiFgpECOFx1dBx4s5xCmW3NN9NK+X7Cg4O5qE86OHV0iHO19eXEZZT0mn6G0JKDXN2dnbo0aMH7O3tzQ6D3HBPrmGC8i1QowdFQ5WHMqJzbcqUKYiMjIRarWacSOXBsGlZtWoVatWqZfb5zJkzUbdu3TLRYydPnoRCoUCLFi1w48YNTJ48Gfb29ggPD8fXX3+NoqIiXL58GWFhYSyNvEgkYobXTp06ITo6Gr6+vuwgdu3aNQQEBKBhw4b48ccfYW9vj4EDB+KHH35ApUqVUKtWLTPkFiGl4dQUKbhy5UqGsJVIJOjQoQNCQkKQlZXFMogIhULs2LEDu3fvRnBwcJmG9V69eiE4OBi9e/eGVCqFSCRCYGAgNBqN1Sx9hJQanNu0aYOCggI2L2nGPrFYzAhvvby8EBYWhs8++4w3Z+rUqcP6mhqIb9y4ATc3N6xevRqZmZkQi8WoX78+srKy0LJlS5YFjtsOoVCIadOm8ZRSo9GIsLAwZhClnAZnzpxhv6PvJpFIEBISgiVLlqBy5crMkE3fY+PGjRAKhXB0dOT1G3fN0r+p8aNTp048tFKXLl0Yj0/Pnj1RUFCAnJwcpuTS39va2rJ1b29vz9aeUqmETCaDh4cHWxuZmZksm1WzZs0gkUjw+vVr5hTp0KEDbG1tUbt2bSxevBjh4eHo1asXNm/ejEePHqGoqMjsEEF5+yi3EgAWIkS9sCKRCLNnz+bJkSVLlvAM2pZQhNwwXNN5RfdHus/T+aVQKPD9998DKCXl3rFjBy+syLQcP36cR1hsqdAw0ISEBCxevJitKypvuP8KhUIsWbIEarUap0+fRlFREUJDQ+Hh4cEj4bdUioqKeO9JiaUpibJEImFo3KVLlwIoRS3Sd7t8+TJiYmJw7949FBcXw8vLy4yc+u8sY8eOZbLy5cuXePv2LXQ6HY4cOYI+ffqYoTp3796NsLAw3mfUobdz505IJBJcu3YNBw8ehK2trZnREgB27NjBCP9pefjwIcaNG4exY8dabGdubi5WrFiBGTNmsOxARqMR/fv3ZxxB1lBY69atY/yFd+/eBVCKGHB3d4e9vT1zRhBSiiSiOoSp3KP6SHBwMDp16mQRmcDtk549e0IoFCIgIIBxSjo5OTEDdb169eDs7AyhUMjWvFqtNtO55HI5RCIR/Pz8WMIMOzs7HtH7+fPnGSL1xx9/tNquipYnT55g4cKFqFmzJtMTKoKu+3+tnDp1inFZmQIKioqKMHr0aOZkpnuCpX21ffv2Zkihd+/eYcOGDcjLy0NeXh6LaLBUhUIhatWqhYULF+LgwYPIzc1lBiWdTseyCiuVSjNny9GjR3k8X5ZKZmYm2rRpg3fv3jE9kaKlue/r5+eHVatW/dsNizSxBH0/X19fBAcHQ6lUYunSpYiKikK7du3YGadWrVpo2rQpvv32W/j5+WHx4sWYM2cOWrVqhXbt2pndf+7cuWjYsCH7u1+/fhAKhQy4ULNmTd71JSUlWLlyJRQKBcRiMRwdHWEwGNCnTx+cOHGC9Ud+fj7S09MRGxuL1atX8xC+lL6kRYsWUCgUmDRpEgoLC5Gfn4+SkhK8evUKvXr1gkKhwJQpU8yMi+/evWN8m5RjidoOqlevjpo1ayIvLw+jR49GUFAQoqKiEBUVxU2g8882GBFSSjLs7u4Og8GAQYMGoW7durC1tUX79u2RkJCAuLg4BvekXoGYmBimqFy4cIEHRff09MQXX3wBpVIJf39/6PV6yGQyNGjQAIMHD2ZQ0nHjxjGiYGp80mg0VtP3UY6dVq1aoWvXrpDJZHj16hUIKfUQW4Llvn79mnny7e3t8eWXX5p5r4qKipCfn48bN24weDMNffqQUDeuwSUxMZFnhKhIKSoqQv369ZGeng6VSoWOHTvi6dOneP78OTIzM+Hi4mJGWsktNWrUQIMGDViWIWulpKQE9vb2+OWXXxhk3sPDA7Nnz+YpmlwiQlq5EHlu7d+/P8RiMdtQdTodAEChUKBRo0bs0CuRSCAUClGjRg0z67ler4dGo8GuXbuwZ88eODs7QywWM4SbqQFu586dTOmwxivDVQooSbRGo4GXlxcjTxQIBIyPpaioCPb29sw7mpSUBG9vb55y4+PjwwsvogeYBQsWoKioCDdv3mTvSw8khJQaZWi2GpqZgyorltpuY2PDDmaurq48JB4lei8oKMCECRMQGhrKskWEhYVBp9MhIyMDOp2OZWzjzhNCCH799Vc2XnK5HAMHDgQAhhIIDAxkoTemWecIKQ1lpOuWq8DPmTMHKpWKjfu0adMwZMgQNG/eHHK5HMePH2cH/Y8tdA0XFxczrgO66VOUIDUo0nlAPf/cPqYIFm6WJ2sKA62+vr5mBznTvjE1YpoarUwVEbohi8ViDBs2jDcnKCeVpd86Ozvj1KlTvIxu3DCcsqq3tzfatm2LQYMGwcXFpVwEAbcsWbKEhYFwS0xMTJmpzJ8+fQoPDw/G3ULl1Pv377F48WJ4e3uzOefh4QFPT0+cOHEC169fR5MmTaBUKuHl5QVnZ2e0b98eKpUK3bt3x6tXr/D8+XPUrFkTVapUwdGjR+Hv74/MzEymkAcGBpqht2QyGfbt2weFQgGpVIr3799j/vz5EIlEGDx4MNLT02EwGBAbG8sQFCqVCk+ePLHooTYdp5YtW0KhUCAzMxPOzs7o06cP4uPjyzTqSaVSVKlSBTVr1mSf0fBFQggjIQ4LC2Mp5+kBmRBidgBNS0vDnDlz4Ovri5YtWzIPf/PmzRnEu169eozvxrQtpsov5TUTCARITEyETqfDhQsXkJqaCl9fX7bf0nVVo0YNTJ06FSKRiHEharVaxkXI7TNL85zqHAqFAlFRUby1NHz4cJ4Rdvjw4TAajThx4gSv/ywZ98ViMVP4uWTMLi4uaN26NYBSp5NEIkFiYiL77eHDh/H8+XMMGjQIcrmc9xy1Wo1Dhw4BACPepVUsFsPZ2RkXL14E8K/06zNnzkRwcDAzRjdu3Jj1Q6VKlVhIJN17uBxypv1laV7R8OGEhARUr16dIRp1Oh3u3r3LHFGNGzdG27ZtLa7b9+/fQywWmxGhc8uMGTMgEAhw+vRphtKiBMamVaFQIDo6GpMnT4aDgwNu3LiBO3fu4Oeff4ZSqWS8W6bFaDSiU6dOPMdQfHw8jEYjNmzYAJ1Ohx49ejASa51OhwMHDuDo0aOIiIjAy5cvsWPHDhBCsGrVKuzatQvOzs7/Vq6ap0+fQqVS4eTJk+yzpk2bomPHjli8eDHPwAuUOkAiIyN5n504cQK2traYNWsW4uLi8PjxY9SoUQOTJk0ye97hw4ehUqnYAfXMmTNo27YtJBIJXF1dWRbIgoIC/PjjjxgyZAji4+Nx5coV5OfnMz6g1NRUrFu3Dm/evMG4ceOgUChY2K5pKSkpYVxxqampKCkpQX5+PlxdXZGeng6ZTIbvvvsOhJQ6KmbPns1kAXfPpZke/fz84O7ujv3795fbv/PmzWPJWqjxmBr9hUIhM7ZbWhdUvlAeQK6zLycnh2Vd+uGHHxgiOSIi4m85rFOuO6ojWHJm/79c8vPzMWrUKHZ4565Ro9GIRYsW4fPPP8fZs2dZSCtXvnP/njZtmtUxmzJlCgwGA0aPHo0LFy7wOPW4lauTSaVSSKVS5kxWKpVsX/X29maoeloKCwvh5OSErl27mp1T6bkmKCgIIpEIbdq0gaurKyQSCSZPnsy7dvXq1fD19f2PcWslJyczZ1dQUBC8vLxgMBig0WjQp08fuLq6omnTpujatSuUSiXGjRsHoVCIbt26Qa/X49mzZzh37hwUCgWTO7QcOHCAF3o7dOhQti4NBgNL2EFLQUEBC9umiZacnZ3RtGlTaLVa+Pn5YcyYMUhKSkK1atXw6tUrrF271kynp2HjkZGRZsh2Wo4fP47Q0FCEhITg6NGjvO9KSkoYtQDlgx0/fjwcHBwQHh6OZs2aIT8/H9WrV4der2d2lf9xjP2zDUYikQgajQYHDx6EQCDA8OHDIZfL0a5dO6Snp0MikVjMcsI9QI8ZMwZ79+5lf9PMEOfOnYO3tzd0Oh3EYjFCQ0MRERGBzz77jCkxlGBq7ty5TGmXy+U86N+bN2+wbds25uHT6/XIzs4GIaVEtPTA/vXXX1uY8qW8GdWqVcOyZcvg6emJ8PBwfP/99xYnyuvXr1G3bl0EBQVh0KBBIKQ0ZXNFNgij0YjOnTtDrVZDoVCgR48eePbsGYxGo0UvkKXy7t07XL16Fbdv30b9+vVhZ2eHL7/8EiUlJVi0aBGUSiUmTJhgZvTKy8tj5F16vd6qwkVLy5YtMX78eBYH3LJlSwQFBTGvID1sV5QThR4OYmJimBL7/PlzODk5mWVPIaQ0Vpwr9J4+fcoOEsXFxfj888+ZYaNXr15wd3dHzZo1eVBByuNCIcdbt24ts80CgQD5+fkghDDOJu53+/fvx7x583ghPmq1GgsWLGDKDXdDonM4KCgIKpUKrVq1AlDq1adcUEqlEoGBgcy7vnr1apb+lZI+KpVKM28bIaWhTba2toiMjDTzyEkkEuYxEwqFoOvY1tYWjx494m16er0eCoWCGeji4+NBSKlxduTIkahWrRoMBgOCgoLw7t075jHg8kJZ6lM/Pz/G90QPdQKBAB06dIBer4dcLkdQUBA2bNiA+Ph4BAUFYcCAARVaB7RYC7H8/fffUadOHcatRghhh5n8/Hx2GKXkzoSUGrK9vLx4/UgVS9N3K49bSiAQsLTf3JqYmMhgtenp6XBxcWHjY8mIY9rHbm5uuHjxItzc3CpkvAoODsbevXvNkHVcI1hZNTU1Ffn5+VCr1WYhZmWVL774As7OzpgyZQrLqnbv3j2IRCKrKIXi4mLUrl0bjRs3tihPc3Nz0alTJ+btpRw7XMP7jz/+iPDwcBgMBmi1WsTFxSE2NhYuLi7YtWsXCgoK0KFDB7i6uuLHH39EfHw8wsPDWd8rlUre2NIQLhrm2r59e/z6669ISEhg5Kl0jNavX8/QIDQlvTUDuukY29vbMxLurVu3lmvQCwgIQEREBLRaLQQCAY/QmaZ4jYyMhLe3N7Kzs5lxXyAQmGV6WrBgARwdHWFjY8PeXa1Wo379+qhatSpq1qyJkJAQXuZToVDIkkHo9XoeB8qzZ8/Yeqd8hi4uLvjuu+/w8uVLREREMEWaHuDOnTvHsmLSdtLMSdaqSCSCXC6HUqlkWTVnzpxpdh0XZSoSidCgQQNs374dy5cvt3rvpKQksxDfqKgo3t/Uu0tDaTw8PBAUFMRDCV2/fp2FV9G2dOjQgcnaDRs28BCCNCHA2bNnYTQaGXmrVqtlyCWxWMwLeZ0zZw4zbInFYgQGBuKLL74wQ/VShCGXxJNbaVa8Tp06QavVQq1WIzIyEgsXLsShQ4dw9+5dHim8aYmIiMCWLVvYOHP74OHDh4iPj4eNjQ3Cw8PRokULbNu2DS9evODNBW57nJ2dER0djR49esDf358ZrkaOHInw8HAztKPRaMTgwYPh5eXFC/MUCAQMLSQUCnHz5k3MmzcPCQkJiI2NhdFoxMuXL9l87d69OwghqFGjBurUqWOGXqbFlED3U4wEgwcPRqNGjdjfo0aNglQqxd69e80Irjdt2mSWgXLUqFFo1aoVAgMD4e7ujgMHDkCr1fLGAShFweh0OoZQf/fuHY/zi4adL168mMkCsVjMc+Bcu3aNfRcZGcnk+ezZs6FQKCCXy1nWWW45fvw4FAoFXF1d2fcLFy6Ej48Pc76JxWJMmjQJ7969Ywdwrm6xe/duEEIYWq2iqe13797NwuUpCo/uIRTRVtaeSCkQuG3hogtu374Ne3v7clOLV7Tk5OSgdu3a8PDwgJ+f37+FvPifXM6ePcvOi9Z4096+fct0VWoENx1XilZxdnY2u8/79+9RXFyMwsJCpq+LxWIMHDgQderUYXyHYrGYzRuqc3PpGKjc5e6fNPSZi2iiPFq+vr6Mf/TYsWP48ccfce7cOaaX2tnZoXv37hg2bBivzQUFBfD09PyPcuy+evUKGzZswJIlS9h6ov1kb2+P1NRUqFQqrFu3DosWLYLBYGBryN3dnUU3REZGmiW5efDgAQghzIA2evRo5pwODg6GQqHApk2beL/ZsWMHNBoNC58XiURITU3F/PnzsXTpUoYuDAsLM0uWQvegGTNm4OnTp5g6dSrs7e0RERGBzZs3m52pCwsLMW3aNCiVSvTs2ZMna2n4MyGl/ExGoxEjRoyAo6MjvL290adPH/z+++8gpNTJI5fLaZTGP9tgRDsxMzMTycnJkMlk6NGjBzMWhYeHM3I+7gYtk8nY4unQoQP++OMP1oFcwtNnz57BwcGBGVEiIiLg6OjIPPvJycnMwkpTLLu5uaFatWooKirC2rVr2STlphb+/vvvQUgpRwgVFHXr1rU68V++fIni4mLk5eVhzpw5sLW1RWpqKiP65ZaioiIMHDgQer0egwcPhkAgQM2aNSsUYlZUVIQFCxbg2rVryMjIgF6vR0JCAho0aICdO3dW2HAElCoo33zzDVxcXJCUlITLly/j999/R0BAAGrWrMlTaA4fPsxbGNYY9mlZuXIlEhIScOLECRBCcPnyZcTGxvK8MUKh0GLohKOjI++gS8eFClXqoRk0aBDPgMStpiSjNG6cKkrt2rVjh6TVq1fjzZs36Nu3L5RKJaZNm4ahQ4fC3t4eZ8+eZVl4IiIisGvXLvYMSwgQes+BAwcyTh0fHx8ex4ZSqWRhCxqNBhqNhudhJqQUUSMSiVhWDnq4+vXXXxEaGorg4GBGuiyXyxmfUlhYGBo3bsxDtDg4OMDZ2Rk6nY6F4tF64sQJtG7dGnK53MyoJJVK2fs4OjpCJpNh8eLFAEph9xqNBjqdDgkJCSwMYfv27bxwrR49emDs2LHMS29vbw8nJyfIZDKWpYga5SwZtX788Uezz+m7q1QqODs746effoJEIoHBYOB5GW7evImuXbuie/fuGDJkCCZMmIAFCxbg/PnzmDp1KqpXr461a9fysvpwy549e3gyKTw8HKNGjcK8efOwZs0aGAwGZqyk19nb20MgELADGPewZapoUGL0D602NjaQSCSQy+VITk6GRCKBu7s7C62y9jt/f3+4ublBKpVa7Gtrz1q0aBHbHLnQ+7KeRdeHSCRihlaVSoW9e/dWSDYtWLAAycnJTNFOSkpCmzZtLBJh00IRpaaeJgC4dOkSQkJC4ObmBoVCgaVLl2Lfvn1ISUmBUqlE//79kZ2djb179+LFixdYuXIlDAYDXF1dIZVKkZ6eDq1Wi5YtW+LRo0eYMmUK1Go1tm3bhho1akCpVDI5pVKpmDeQjr1cLmcGwOvXrzPknUwmYwdeGxsbPH361CwjXeXKlS0mC7B0ONHpdGjYsGGZPHG0TSqVinmyuEZ3ygNXpUoVuLq6YvPmzYyPjRJvcvkCHjx4wJsX9L1iYmLg5+eHmjVrMsWa1tTUVERFRTHUm8Fg4KXsHjhwIDIzMyGRSPDixQu0bNkSGo0G33//Pe7fv8/6l77j06dPuXH8IISwMPfy5jiFkhNS6tH7mDVJCB+lRbkQqcGGkFLECVfpt7W1xfPnz1FSUgIbGxvI5XLs3bvXIhHusWPH4OrqCjs7O0RFRUEmk2H06NGoX78+Hj16xJPZSqUSCoUC3bt3R9euXVnfJyQk4Nq1a3B1dWVZFOnvhgwZwvqSEqNHRETA39+frXOqJ1EDtaU5KJFIkJOTg7Zt28LGxgYymQxJSUlwdXXF8+fPMX/+fPj5+Vk01Hft2hV169ZFaGgo7/NXr14xxK23tzdmzpzJ5hpNamKNa5Dqeg0aNEBcXBzev3+PgoICREVF8ZByRqMRU6ZMgaOjI65du4abN28iMDAQUqkU48aNw6VLl/D48WMQQnDjxg08f/4cb968gZ2dHQu94xrdaN9IJBJe2BEthw4dwqRJk3DixAmMHj0anTt3rrDxwlK5f/8+5HI5Q5HMnz8fAoEAEyZMACGEIVmAUiJ/U06l8PBwDBo0iCHFUlJSzJD4t27dgrOzMw919PPPP0Ov1yM0NBRZWVn45ptv0Lx5c9StW5fNJ0uZ4bKzsxmaoEOHDmzOL1myBAqFAlqtFv379zdzDrRp0wYpKSlQqVS4cuUK8vLy4OzsDIVCwXSIjIwMAODNb6FQCJVKhSlTpkAoFGLhwoVwcXHh7UfPnz/nySDT8scff0ClUll0wHFlbZ06dcySDZheYzAYcOTIEZw5cwavXr1CSEgI0tLS0KBBgw+OHDAtW7Zsga2tLdq1a4dXr179WxLb/FNLQUEBQ7NNnDixXCTNzZs3eXujh4cHfHx8eLpPcnIyVCoVRCIRpk+fzs5xeXl5aNCgAfr06YOpU6cy+dSwYUMWGn/lyhXUqFGDx7dlum9TvY6LQNLpdAgPD0fnzp2Zofn69evs+zZt2uDx48fo0aMHhgwZgpiYGF44XI0aNZjRl5alS5cyUvaCggKLXEyfWvLz860axk+ePAlbW1ve+1NkvFwux7Fjx9CrVy/mvKTIwvPnz2PhwoWIi4vj3c9oNEKv1zPk5bFjx1gWSZowKSQkhDmrvv32W7i6umLZsmXIyclBr169MHr0aMydOxdxcXFMZ+rbt6/Fc6tIJDIzGubm5mLBggVwd3eHv78/Vq1axevXJ0+eYPfu3YiOjoaTkxO2bNkCo9EIo9HI4wXs0KEDioqKMHjwYDg7OzNjGldH/J8z1j/bYMQ9nGzevBkikQiNGzeGTCZDYmIi6tSpg6SkJIwZM4YhfAwGAy/FOoXf0c4JDg5mcDyqbNWoUQNyuZxHmBsQEACBQID09HQ2Sbt16waRSMQ2PopGIqQ0TaxMJoNEImFM8b169WKHbIlEUuHUoS9evMBnn30GuVyO1q1bW4RaL1u2DEqlEj169IBQKETlypU/GAq4cuVKEPKvg6pYLEb16tUxb968CnMcvX79Gv369YNCocCECRPw7NkztG/fHgaDgcGDDx48iG7dujEDginM2bTcunULYrGYKbNbtmzB48ePGZdDRatGo2FhU6YHKYVCYXFjJoSYKV/Uu0tRDlzrMDV+lZSU4JdffmHcSdz43g0bNjADJDe0wloGGSrcx40bx0gTqVCh11C+kf3797N+pRbty5cvIyIiAl5eXhAIBMx7r1Kp0LlzZ1y8eJHXlwKBAElJSZBIJGjevDmbs5SniBqksrOzeQJZKBQiPDzcatp02l6asYkr7LZv344rV66gS5cuLHW7Wq1GkyZN2O+VSiW2bt3KCOy57aWIttWrVzPybe41IpEIdnZ2PMJz+luRSMQ2Dpolbv369Wbz8K+//uId5LjvuXnzZpw5cwZarRa+vr5o164dli5dylurixYtYtdnZGRYREVVrVqVkSx/SHV3d4dEIjFDl1W0Uki8jY0NUzjoGFi6XiqVonnz5nj06FGFkH3UcyoUClGnTh1ER0fDy8sLgwYNqhC6iM4/uVwONzc3rF27Fvb29hYPUKZl3rx5yMzMxIYNG9i9yuIf+e6776BSqSx6C9etWwelUglXV1cEBQWZQfOPHTuGunXr8oweTk5OyMrKQuvWrSGVSuHo6AgHBwdUrVoVdnZ2+Prrr7Fx40YolUoMHjyYeQnT09Mt9gM3fDE0NBRXrlzhyQKtVguFQoHVq1fj6NGjrP+lUilatWrFjMz0+vIMIatWrSrze4p8MlXQ6LsTUqpMOTg48EKWWrVqxQg6uSUhIQF2dnbMiE75tGxtbVGtWjVMmzaN94xKlSohLy8P7du3h0ajgUQigb29Pdtfi4qK8Pz5cxBSyl1QUFDADoCpqalYv349r//q1q3LUMGElBqswsLCylwPdK/n9iUNfa9bty7c3NzMMi2VV02Jdj///HO2N9vY2PAcLwKBgIVO0n18y5YtVtdESUkJNm7cCG9vb2g0GjbnfvrpJ4hEInh4eDCUA0VBcLmTbGxsEBsbi/Pnz8PPz493EDIN22vVqhWaNm3KFOumTZvCz8+PyQPuPDQ1HCuVSjx48AAtWrTgheI1bdoURUVFiI6OxujRo3nvZjQa2b7Ru3dvs3c/efIk7xmUR4QaCWrXro24uDhGSsyd0x4eHqhWrRpiYmKQmZmJ4uJiXL58GSqVipHwjxgxAhKJBDNnzmROt8GDB0MoFGLOnDkA/pV1l4Z+00w/Xl5euHr1KpMh3PmlVqsxc+ZMXvbeS5cuQS6XM5SNi4vL35Kuu0ePHgyFTJHdtra2sLOz4xl4V69ejZSUFPb3nTt3IBKJ2Npt164dNBoNj5D56dOnCAgIQO/evZkuTUlXp0yZgoyMDLYfazQahIeHY8mSJRgxYoTV9h47dgw5OTmoXr06KlWqxPhj1q1bB7lcDldXV4SGhqJVq1Ysw9O9e/egUqnQvHlzxMTEoKioCF988QVsbW0ZH5tYLMaJEyeY3sjdL6tXrw65XI74+HgWzjhmzBgUFxejpKQEcXFx+OKLL5ieY3q4ffToERwcHFjCENP1r1aroVKprJLGc+dlQEAA1Go14uPjkZ6ejry8PLi7u8PDw6PCjhVuefXqFdq2bQtbW9sy5cg/rXyqAY2Wc+fOoXLlyggLC2N8o9bKpUuX0KdPH5b4gTueSqXSokOQGo2ioqJw48YNjBo1Cs2bN+ftP9w9nDqq7t27h/Xr15eLOjfll9uyZQscHR15mbzq16+PjIwMxMTEwN/fH3369GFt79y5M/utra0tD+mZl5fHnENAaTY3U8TO31Hev3+PhIQEtGjRAhs3bjQb20ePHvH2XEdHR7i4uDCE119//YWAgAAEBwfD3t4evXr1QnJyMkMlX7p0iXfurV69OlatWsX+phm1v/jiC9aXs2fPRnFxMRwcHBAUFIQdO3YwzuJXr16hsLAQTZs2RXBwMKZNm8ZD9HLXPc3SGRsbizZt2mDUqFEMxVpQUIC1a9eyJCPz5s3Du3fvsGfPHtSoUQO+vr5wcXGBSqVC7dq1cfv2baSmpsLd3Z3xSdavXx+vX79G37594eLiwvRzg8EAlUpF59k/22AUGhoKqVQKiUQCrVaL3r17QyAQoGXLlkhKSoKDgwPEYjH279/PNhyKvqBeVYFAwLghZDIZoqKi2ATIy8vjHSDpIYqb+poQwsivCgoKmFeTQss2b97MvCn0YE0VgaioKFSrVg0ODg7Izs62msnBWrlz5w7at28PuVyOQYMGmS2QQ4cOwdbWFs2aNYNIJIKPj0+ZKUZNC1WiTeGSFUUs0XLw4EGsW7cOVapUQUBAAH766SesW7cOarUaQ4YMQUFBAZYtW8b608vLq1wCW19fX+zZswcKhYLx13AROhqNxmoGKS6fjkwmg5OTE5ydnS0uVkL4ZNlarZbXDsodRQhBdHQ08vPzIRKJYGtri8qVK2PJkiVYtmwZ7t69y7L0USLGzz77jBmfFixYAEJKQ7Do/OJ6kK0JeUp8zRWCVLnnXqdWq5GRkcEIm93c3PDTTz/xeBoEAgGysrIgFApRv3593gGFHhoUCgUzjI4aNYpl+vDw8IBer8fixYvN+tr0oGPKeyQUCs0MMsXFxdi6dStevHiBbdu2MV4Yf39/3ru5u7tDLpdDJpPx5mlycjLzBh4+fBhSqdTMck/DqLhjy4V/UwOpXq+36rnIy8tDnz592O8IKUWCLVmyBM+ePcOxY8fY+Njb2zNSTaAUuiyVSvH5558jJiYGrq6uZmgJaqjmokoqWj09PdGiRQuWVamiv+MaSrlcVxcvXkSdOnWs/k4qlbKQQbrpcuemtbWYlJSEFStWwN3dHYmJibz1Vl6lHqJLly6hVatWvCxd1sqcOXPQrFkzAKUZi+ihtHLlyswj9NNPP+HJkye4efMmbG1tzebnu3fv0LFjR2g0GqjVanTp0sWibJ0yZQqKioqwdetWM0VfqVSiUaNGqFevHuRyOUPl2NnZISAgAEOHDmUx95bGhs5RLsScEII9e/awUCTKV1C3bl0olUocOXKEcSaEhIQgLy8P7969w8aNGxkxPSHEjEjd1PDj4uJitq5NK5es2LT9np6esLW1ZWS/NOQ2KioKQqEQixYtwq+//oo3b95gzpw5DGlACGGJHQgplfM0tJTeR6VSITk5Gb169UKVKlWgVCohlUphb2/PO6hSTqGpU6fiyZMn7H2cnJzMQty4xsXAwEC2t9DwUUL4IZpJSUm8v7n9QI1FeXl52Lhxo9kaMtUvrI0BIaXeXNqntWvX5s0PuVyO7du3M4eYr69vmesCKPXSUh4nOkdlMhlSU1MRHx/PHGam4xocHIyGDRvC1dUV3333HUJDQ3nhZVzDDyX57tOnDzQaDYKDg+Hs7IwWLVrw+O4oCtaSfMrJyWEoMfr5mjVr8Ntvv0EulzMDQUlJCQYPHsyusUQQPW3aNBam6+joCGdnZ9SuXRt+fn6Qy+WQSqU4e/YsioqKLMo/b29vVK1aFX5+fujbty+MRiOWL18OZ2dnRkRPs2/StThy5EgQQvDZZ58BKM0uZjAYGFqZiz5dvnw59uzZg6lTp7KQV9M2DBs2DG/fvuU5MBQKBUsZ/anlxo0bkEqluHbtGi/TKw3tpmXZsmU8h9/ixYt5vF1VqlThGfRoaE6zZs2YYWXYsGHQ6XQ4ePAgnj59ytY9IQRjx45FYWEh8vLyKoyaHzVqFFQqFdauXQsA2LZtGxQKBXPeiUQidO/eHXfv3sXEiRMRGRmJwMBATJ06Fe/fv4dOp2PhYnQMaTIcU3lOZbWTkxOTJ3FxcXj06BFDGNra2uL48eP4/PPPzRA679+/Z0kmuGuMu0fZ2Ngw0lxreyr9VyaTsT2Ny/MZFxeHZ8+eYerUqYwk/M2bNxZDhn7++Wd4eHggLS3tbzE+/reUEydOfLLhorCwEJMmTYJCobCaxQwo1We//fZb1KpVC1KpFG3btsWvv/6KjRs3YsaMGahSpYqZjNfr9VYdfh07dmTnjvLmQHJyMubOnWuV34jOLy6KXCQSYdWqVVAqlYx7liIfg4KC4ODgwNv/TXUbbuKQL774AuHh4Wy9Hjp0CB4eHmYk3n9H+fHHH3nv3rZtW95zCgsLUblyZfaeAQEBLMLC1dUV165dg5+fH3x9fZGVlQUHBwds27YNWVlZGDZsGM9ARLOkUkTr3bt3mUyn/VCtWjWWRXzo0KHQaDSMJ7CoqAjNmjWDl5cXfvzxR7Owcmo4Dg8PR6dOnXiGRHd3d6xfvx7Xrl3D0qVLsXv3bpw5cwZr1qxBVFQU7OzsMGnSJJbpjVZKLUD5KRUKBdzc3JCSkoLw8HDcunUL3bt3Z+NZt25dGAwGqg/9sw1GQUFB2Lx5M+uM2NhYKBQKeHp6QiQSwWAwICwsDDNnzoSfnx/zGAkEAt4GTmNJKecBndjU60PjNwkhLDzNVBFs3Lgx3r59y2KuNRoNfH19MWLECLRr1w45OTlMsRWJRKhbty6L/Xd2duZxCwCl1sfu3bsjOTkZDRo0QKtWrdCzZ0+LHBvnzp1DnTp1oNVqMX36dB4k+8qVKwgICEBCQgKkUimcnJwqZFWnIT2ElB50ucJJKBTC19eXR0ZMi9FoxJIlS1C3bl306dMHc+fOxYYNGxjnzKxZs6BWq9GhQwecOHEClStXRtWqVTF37lxGGnjv3j2r/C9AqVLbo0cPDBw4EJ6enkhNTQVQmqJaq9Wyca7IIVuhUMDLywteXl5YunSpmVJOiTzp39HR0cjNzcXFixexZ88eLFy4kKU9bd26Nc6ePcuUhtWrV2PRokVwd3dH3bp1ERERgTVr1qB58+ZYs2YNqlWrBl9fX5a1goZbcb3SFc2AxR2b9PR0s8OGs7MzkpKSULt2beTn50MgEODSpUs85Y8rVM6dOweBQICOHTsylAO9v0wmQ3p6OuLj47FlyxbGPULnNtdQx+UvoZWGSJhugKYK4I4dOyCTydC0aVNMmzaNhcBxvQRCoRDOzs4ghLANUSKRMMQU5dCicdZcZdtUKaNznIZh2dnZQSgUsowClsrbt2/RvXt3yOVyTJkyBUlJSZg/fz5iY2MhkUgYkTs1Rjs5OWHVqlUoLi7GqlWrUL16deTm5qKkpIRlwqKHFG47k5KSzEL+qJwpay7Qf21tbT/IaETXhum8oN4Ha7/x9vaGra0tJk+ejLCwMKtGBdpuio6haIOPqZmZmfDw8MClS5fg5eXFkBXWysyZM9GiRQsApYYfLul2UFAQbt++jYsXL8LV1RUBAQFmmfr+/PNPBAUFwdnZGRqNxmKWS1pSUlJY2MS+ffvMjNharRanT5/Gjz/+iNDQUOaYoMZ6GxsbqygWroySSCS8LF7Pnj2Dh4cH2rRpwxTBSZMmQa/X4+LFiyx74ZIlS3jtpRkcufVDx4PuD5a+o4ccimqkazk4OBhAKUxfJBIhJSWFKS1UhlBj6m+//WZRWZVIJNi5cydLWU1IqeczOzubrSmDwcCy+YwcOZIZ0vbv34+VK1cyIxzXYEQI4b0PNbJzs6IQQnjKfVpamkUkAF3fXC/0yJEjzdY218FVXn9TnYbKQoricnd3h1KpxOTJk1nYbkUyanHDCyhKSiwWIyQkhLdWuPIpOjoaBoMB7du3h1KpxJw5c+Dn52dx/ohEInh7eyMjIwNpaWmwsbFBr1694OLiArFYzAvdMw1H5M75GzduMN1NIPgXp+TgwYORkJCAkpISGI1GnD17lsmsY8eOmb0v3Yf/+OMPHD58GBs2bICNjQ3EYjGkUinq168PnU6HjRs3wmg0ol+/fmbv5ePjg6ioKDg4OGD27NkwGo0spH3fvn0wGo2Mf0gkEjHy6tDQULRt2xYODg5wdHSEVqtlc4Ei6YRCIT777DNcu3YNhBC239H+ofOce+BISkoyS+n+qWTHbdu2RdeuXbFs2TKWnMHJyQnDhg1j1yxcuBANGjRgz+OGG/fs2RNqtZrpn4WFhSwKgBquMzMz4evri7/++gv79+9nHIYikQjh4eGMX7SwsNAiQuePP/6weBClBrn27dvj3bt32Lt3r5ksbtq0KR4/fgx3d3cWWvT7779j6tSpPDlDuU6465uG6VIUGrfa2NigatWqPOSiQCBA3759IRQK0b59e54h5s6dOxb3eu76EQqFPH2H+71EIuHpSLGxsXj//j1evnzJkCrNmjWDwWBAmzZtoFAoMHv2bBQWFiI+Ph4jRoxgxN+fffYZlEolFixY8EFO4n9CSU9PN0Mjfki5cOECIiMjERwcbDU078WLF5g9eza8vb1Z5MmjR49QWFiIzZs3Y/Dgwbyx5jo2DQYDdu7cyUI/TffY6tWrm6GRCCnVrbjGxIYNG1qNljCdV4TwkfI6nQ5qtZqHYvzrr7+sOuNppXQpubm5cHR05GVZW7t2LQghZrrH31Wos4z2BeVcoqWkpATr1q1j7xsUFMSyyPr5+eHcuXOwsbGBQqFA//794enpiZ07d8LR0RF2dnbMKLh06VL4+PggMjISt27dwsWLFyGVShnxPl3nVFehgIRLly6huLgYrVq1QlBQkEUuUpVKhUOHDuHZs2f46quv0LBhQ8hkMpYhkY67TCZDaGgoT7dPSkpCYmIi3N3dedFUdIybNm0KX19f3pxo2rQpunXrBkdHR+zbt4+3twcHB1N96p9tMJLL5SguLuaRLHKrq6sr/P39UblyZYwYMYJHrkonrVQqNVuQrVq1Qnx8PFJTUxESEoJHjx7xDkmmoUJUuVQqlYiPj+dlfVEoFCyUgZIWSyQSBuHr168fXFxceF4aWvLz8zFgwAB2L19fX2zcuNFqPPoPP/yAKlWqwM3NDWvWrGFEWC9evEBqair8/PyYZ4UrACyV5s2b85Siq1evYv78+WZoBaVSiT59+pjdjwvLk8vljAMiJCQEu3fvRoMGDWBnZ4cVK1agT58+PKZ+Szwh3HL06FGkpKQgICCAZQID/pWhg4YomKJRrFW1Ws14ESxdz/W8N27cmGcECQsLY3NDpVJh8eLFLMyJQre1Wi0cHBzYAq1VqxYmTJiAPn36IDo6mh08IiIieMogFQjW2s3le7DEbUMr16JOyb0pb461/hGLxWbp1rn/l0qlcHZ2Rr169dhhhH7GfR4hBDt37ix3DAgpRZZxETgAzOa/q6srFAoF7yBlzaiWnJwMNzc3xMTE4Ndff8XBgwfLfD5XsEZHR0MmkzFSfWvz0MfHBzVq1MCtW7dgNBp5qWWvXbuGiRMnwsPDA2KxGJUqVULlypWhUCjg4uKCBg0aMHRcSUkJ6tevj7CwMB75eXBwMObMmcPQjRXpR0s1KioKzZo1s3qPsWPHWjU+UYQanWeWlGJupcowVXzUanWZqdi56CxurWiIqbe3N9q0aYPQ0FAcOHAACoWChUkUFxeb8UhNnTqVZZK6efMmfHx8oFarGSG1TqdD9erV2TvPmDGDxX6vWbMGCoUCjo6OiIqK4nnSLBV/f394eXmhoKAAJSUlGDp0qEVDQmxsLJo0aYLMzEzY2toyhYW7HgnhG/G4+xkljqfKiY2NDUaPHo3AwEBs27aNXd+5c2f4+fnhl19+YfflkkIDYCFnptn5PsR4JBQKecgAS1Uul7O+mDFjBns+RTBu2rSJx2klFouh0+lw69Yt3n1oP1AE1axZs3j91rlzZ/zwww+wtbVlYZqPHj3C5MmT4ezsjFWrVsHOzg63bt3CypUreUhF+s5cpZ6mnS8rdI+LFDKtSUlJmDx5MtauXYvjx4/j3LlzGDVqlFn/0r/r169f4X6nYU1arRZeXl5IS0uDVCpFUFAQIiMjy0RL0sI1jg0ZMgR6vZ4dUvV6PZo2bWrx2e7u7rCxsUFSUhIMBgPjr7N0WBGJRHBwcMCwYcNQs2ZNuLq6omrVqggMDGTZhbjXW+prkUiEQ4cOMfJ2V1dXlJSU4O3bt/Dw8MCKFStgNBoRFxeH8PBwBAcHW0RQUGJQWu7fv8+yvkkkEgwYMADr1q2DXq9HmzZt8PLlSyxcuNBsfH19fREREQGNRoOxY8dCqVRCp9Mxr3RBQQESEhLQrVs3M4dJ8+bN0bhxY6SlpfHeb9myZRCJRHBxcYFMJuOFB8+cOZPJSG7/pKWl4dSpU2ZEqKYkrB9aLl68CJlMhnv37vEctfHx8eyazz//HE2aNEFxcTFL8U4IQb169VC3bl0MHz4cQOl+17ZtW1SuXBmvXr1CTk4OIiMjUaNGDdy7dw/du3fnZZmlKP+dO3eib9++vPGipaSkBD179oRIJEKlSpXQvHlzTJs2jRmQcnJyUKNGDVSqVAkXLlxgXKK0GgwGPHz4EBs3boSzszOGDx+O0NBQvHjxgjlbRSIRM+Zb2tMotxRXDnD3c1NnCx0/pVKJqVOnYteuXbCzs0OHDh0sOltM9THKK2ZJbkRHR0MgEDBOI6AU8bVz504olUqa+Yhd7+fnxxLHpKWlISwsDFWqVGGZEf8vFcp/ai2zYlmlqKgI06ZNg0wmQ/v27bF3715s374d69atw549ewCUgg26d+8OhUKBhIQEbNq0CYWFhXjy5AlGjBiBmjVrmh3m6fxo37491q5dy86Vnp6ecHFxsag3UJnM/VsgEMDBwYGdU9VqNaKjo+Hh4cH4d63tH1wybO49vby8eOdOytdD94Xw8HAzeZiZmYk+ffrA3d2dx39LE0a4ubmVG0lSVvnll1/Qv39/rFq1CocPH8bWrVuxe/dudOjQgRlnqB41e/ZsFBUV8X5/5swZRmdBeVSFQiECAgKwe/du5mCKiIjAhAkTWD/T88CRI0eYYU6n02HWrFksS66trS3UajVSU1PNHG/Pnj1D69at4ejoaFXn3rlzJzw8PGAwGNC2bVtkZ2fj9u3b2LRpE+PG9PT0ZIhD7pjRDNrW9BOhUIhBgwaxbJy0/vnnn/j8888hl8t5tCqctv+zDUYCgQBLlixBcXExU3KsZW3iHqwp2zghpV5BU46QgIAAs6xOXCsgJSy1pMxUrVqVB/2TyWQ87gtqFGnSpAkEAgF69uwJZ2dni5kbaNm9ezcMBgO6dOmCwMBAqFQqtG3bFnv37jXjJSopKcGGDRvg5eWF0NBQfPfddzAajSgsLESvXr1Y+nelUslg25bKpUuXeH1HM1HcuHEDf/75p8WJ7ubmhunTp7NsYNu3b4dUKmVksFzl4cSJE9i4cSNcXV2RlJSEAQMGsIlpDQF19+5dfPvtt8jPz2d8HpSRHigVYjRdNt3MK+Kh5ZK4SiSSMkMBuGnCMzIyGLs9/T4lJQXe3t689/X29mYHDu7Bw9bWFo0bN0ZcXBwTtuWlMedWimyyVEUiETuwubm5oWnTphbv26hRI0aSa6lqNBo21005JmidMGECPD09GQ8F18JO1wcNZeCuRfodd5MSi8VYt24dG/Pff/+dtZvyamg0GjPDmqXxkkql6Nu3LwYPHgyFQoEOHTpgxIgRZSJk6PtRolOhUIg3b97wDln5+fkYMWIEFAoF5syZU6bnraioiK0D+gy1Wo2EhARGdn7lyhXMmDEDzs7OUCqVPL4QGoJgSs5uKtfKq3K53OyQ8iHz6UMrbZdCoUB8fDzc3NzMFB5rB2q5XI7KlStbRWhYqlWqVEFaWhqqV6+OiRMnwtfXlykpNCtavXr1MHbsWLRq1QrNmzcHUArDp+2g4Uw0dSl3PvXr1w9t27ZlCNPBgweXS9xoNBqZHOjXrx82btyIxYsXY/DgwQzNZqrsh4SE4OzZs8ywxFU2LGVSoWuTXsNN007HnHrXdTodZDIZUlJSEB8fz6DTXLg4UMrZZCmzoiVOmbKqJXlj2q/0/9xwvry8PEilUtSsWRNHjhxB5cqVmRxXqVTYs2cPr++ocuPt7Q2VSoXY2FgWjlGlShXIZDJ4eHhg586d8PHxgVgshlqtRlpaGuRyOS5evIhu3bohOjoaeXl5vCwilsKUKZKD2xcajeaTDLrWMuVQuVFeaCe3clNo29nZoVq1ahCLxcyJM2XKFKtzNjc3F4sXL2a8SAcPHkTdunUZtx5F3YhEIowcOZIn16geRMPYnJyc4OTkZFHu0L7r2bMnYmNjERMTg06dOjFOLy6qlzt3TGUCNU7T+VqzZk0YjUbs3r0bOp0OAwcOBCEEixcvRt++fc3QopTM9ezZsygpKcH27dtRtWpVlolv27ZtSEhIgIODA+bNm4datWrBw8MDP//8M3bt2mW2Hmg4AyGlIQjff/891Go1Dh8+jOPHj2PTpk2YPXs2z+g+ZMgQDBs2DD179sTNmzfZvK5UqRLEYjFPHzGdY5TfgvtZWFgY8vLysGLFCh6nW3BwsJlD5kNLkyZNMGDAADx58oQnZ6gsnDFjBlq0aIEXL17wkpDs2rULSqWSIeSHDBkCb29vPHjwAGfPnoWLiws6duyIU6dOsb0iMTERt27d4h1s6LyMiIiw2D6a8Yde37x5c5aiesOGDXj8+DFGjx7Nsr5SOUzntL29Pe7cuYOEhAQMHz4ckZGRGDZsGBo1asTmOpdH0bRaMnRyM1WZ1s6dOzM52KhRI6jVaqxfvx779u3jyXLTSn9TlsyhTkHqsKHGDAC8jLrc+cMlu/X39/+gRDf/pELPD6YE7eWVixcvomrVqggKCsKWLVvMEJeNGjVCtWrVIJPJ0KlTJ/zyyy/o1q0b3N3dodFoGOKE6wim650aeuhhPy4uDj169GBnBlNdgTt2YrEYo0aNMgMzULoVhUIBBwcHtGrVqlzHKUWhmc7rpk2b8vTgrKwsGAwGNudNdYawsDBotVrEx8dDo9FgwIABuH79Onr06AFbW1skJCRYzWpZXqFG4Pnz5/OeaU1ndHR0RJUqVcxCdB8/fsyS/0ilUuh0OggEpQkQpk6dColEglq1akGpVDK5Tp28L168ACGEAQRkMhkcHByQnp4Ob29vSKVS2NnZISwsDFlZWZBIJKhSpQrat28PT09PMxSz6bpt0aIF2zs1Gg1OnTrF+v/9+/fYsWMH00nLS0pj6Rl+fn6Ij49n42Zrawuj0Yhvv/3WWj/+sw1GdHI/ffoUjx49YgoLhVRTRdOSRZWGP1HvGe1EgUDAPJymv9FqtViwYAHEYjG0Wi3zNNIFRZ9TqVIl9OjRAyqVCnZ2dqhSpQoz7PTq1QuE/Iv8s3HjxrC3t8f06dPLXCD3799nKIbffvsNQ4YMgYuLC+zt7dGnTx8cO3bM7FA7d+5c6PV6JCcn4/Tp0zAajVi4cCHkcjl0Oh2kUqlFiHZubi66devGsg/p9XqMHTsWQOmGPH78eOa5NA3x8fLygkQiQVhYGCZMmIB58+YxIkHTA4SzszNOnTrFOH3oJA0JCbFqzOrWrRtsbGzQqFEj3r2uX7+OKVOmoE2bNgDAPCXczdVSNeVWoFwyOp3OooCuU6cOfvrpJ/Tu3ZtxGnAh/Gq1GjY2NggNDWXhWba2tmjSpAm8vLzw4MEDfPXVV3B0dETNmjUZeomrDFfUk18Wh4hQKMTKlSvRv39/xMTE8LgNLM3t8p7p5OSExMREM3I82o5u3bpBrVZbNUpwLdamz5fJZCz9NP2sUaNGePfuHYqLi9G1a1czAUYPI5begWZFpGmcVSoV+vTpg8aNG0OtVrNNobz+lclkCA8PR3FxMaZNm4b169fj3LlzCA8PR0REBC5cuGB1vZ4/fx5DhgyBk5MTM3Cp1Wo0bdoUzZo1Y9wnGo2GeWk0Gg0LQUhMTLTYRolEwlJLV3RzoJUawcoyEBLyL8VEr9d/kNGGjoHpb6hCUdHMbdx5nZiYWK6hi44VRVE0atQIycnJPO8hl1uLZiQDSr3uwcHBTC5bWwsuLi5wcHAwU7zLKs+fP2fGp4iICJ6S6O3tjdjYWOblNa2+vr4YPXo04uPjK5x1jlZqeJDL5Sydcq1atTB27Fj4+vpCJBIhMDAQWVlZ8PX1hUAg4CF8gNJkBbVq1WL3pKGoH2K4sFQtHXDUajWA0mygffr0QfXq1eHg4MDQbOfOnWMGhMDAQHaAptwitA9tbGzQrFkzBtFu2LAh7t+/j5kzZ7LQqtGjRzODEiGlXB4LFixAXl4eoqOj0b17dxQUFDCSfEtZ/7h7Pa2msqis9zfNwkYIsehtLms+llXFYjFzmAwYMABCoZCF3lEDmiXPbmFhIUaPHs0UYZFIhGfPnqFNmzYMEW0wGJh8kEql+Oyzz8pFkhFCGPm46ecUgXTy5EkoFAo0adIEMpkM8+bNY+va0dGRt2dYuk9cXBz7nPL0cZHed+7cwbp16xAbG8t75yFDhkAqlbK/V69ezetvqVSKU6dOYcuWLXBzc0NcXBwL0xk+fDh8fHzM5jRFDGu1Wly4cAH9+/dHpUqVeNe5u7vD29sbAoEACoUCAQEBaNWqFc6dO4cJEyZg7dq1cHBwKDf0gzvm3L99fHwwd+5cxMTE4P3797h58yYIKTWcFRQU4MGDB3j58qXVzEJv377lGZGNRiMWL17M+EAfPXoEDw8PNi6UQmDy5Mlo164dioqKoNVqIRAI4OvriwYNGmDIkCEASrl0bGxs0LBhQ/To0QMKhQJTpkzB8OHDmZNk9erVMBqNyM3NNfOEE1IaQsEtjx8/xqhRozB58mQsW7YMbdq0gYuLC2JjY6HT6TBq1CiGOPf29kbDhg1hZ2fH46Si+otGo8H27duhUCiwb98+KBQKrF+/nq0JFxeXChuHpVIpW4OWvpfJZPDx8WH8iTSMsHPnzggJCSkTmWtaywo78vb2ZpENNJyvfv36EIlEqFGjhpker9PpeI67/0vl4cOH6N69O6RSaYUNRsXFxSyD4meffcaTnxs2bIBer2f7hUgkgqOjI2JjYxli3NnZma1luVyOpKQkhoynSN6BAwdixYoVqF27Ng/VbWk/KE8n4sqD8PBwXtKXiIgIBAQElBumZsnZXqdOHSYXioqKkJKSwvZjug9rtVq0adOGIetmzZrF5jElTR84cCD69u370WM4c+ZMhhhas2YNW18RERFmDn9ag4KCmLOP66AqLCxknMYajYYZUBwcHJCcnAyBoDTTODdT7YoVK3D79m24urqiY8eOqFq1KjPAZmRkMLuDj48PDAYDQwq1bt0a/v7+PNsBrf7+/nB3d8fUqVOxYsUKdOjQwYzPUy6Xw8vLC5s2bcL169cxf/58pKWl8WwYZSVsMq12dnY4fvw4i07x8fHBgwcP0KVLF+Z041z/zzYY0ZCc9u3bA/gX6THNCkYhvBS2WV7Wqbi4OIjFYnz++edsgzCtarUarVq1YgNE4dB0kdIDdUpKCg4cOABCSpWsiRMnAijlG6IDq9VqERERwTa08orRaMSqVauQlJSEuLg4REVFwcfHB3Xq1IFOp4OXlxdGjhzJO8i+fPkSw4cPh0KhQMuWLXHjxg3s27ePpS0XiUTYvXs37zmTJ0+Gp6cn1Go1U263b9+ORYsWoVOnTrxJLJFIzJSaxo0bY926dcjMzGSkvXRcGjZsyDsQurq6YsKECbwwgtatW0OlUmHlypVmykxeXh4vVp8Kiu+++w4DBgzAgAEDAADx8fG8sB7u+FkTwvT/1NBjiSROKpVi8eLFKCoqwpMnTyAWi9GsWTPmReJm8qGe1i+++AJGoxHXrl0DUAplnD17Nho2bMg7lJm2o7yDAg1DKetd7OzsIJVKcebMmQoJkPKqRqOBi4uLVYFUUQWXCl6dTsfuZWoEUavVOHDgAO7cucM8JRWpQUFBLJubvb09lEol3NzcoNFo0KVLlw8ytmRmZgIA/Pz8mFGrY8eOFtEljx8/xrx58xAREQG5XI6GDRuiZ8+ePASjh4cHDh06hEuXLkEmk2HRokVmB6Dq1atDKpWyuGpL7aLkrHQNVtQIVtEqkUgYKszLy8uqN8S0UllaVmY3S4ZY00oNqFWrVsW3335boWf7+PjAw8MDvr6+aNOmDezs7HghKMuXLwchpYYGuVyODh06ICYmBq1atcLp06dZcgBr96cG7vJk9MOHD3H16lX8+OOPbB/Zs2cPbt++zfhvMjMzyyWNJqR0LXt6ela4z0w/c3NzY33p4+OD9+/fszTier0ePXv2ZEi6y5cvm70PDdemfCofakCkvy2rjTqdjqFK8/LyMHHiRF7f1KpVixm827VrhxcvXjBllItcPHHiBKpVqwaBoJSjkHrsJ02ahNOnTyMwMBBisZhB82nboqKi8O7dO9y+fRt2dnb47LPP4OjoiCZNmvAyJnIrVUopBJ1yupRXdTodzxNLnVQKhYL3zlwDSHljXF6lyRFWrlzJMot17NiRN85//PEHy+5Fw41CQ0OxYcMG9OvXj7eH0sOIXC6HjY0N3NzceOTfH9JOSsp56NAhdO7cGXXr1mXoMirX4uPj4e/vz0OalidbBgwYwMJ9nJ2dUVxcjF69ekEmk/FQ2ZUqVUJoaCiAUiMJDSXo27cvBAIBNBoN5HI5mjdvjuzsbAwdOpSRhoaGhjJDoSn61sPDA56entDr9TwdUSAQYPDgwSgpKWGhfadOnYJSqeTNM2rko9ybH7rWaNtpH9OkGrVr10ZxcTHPySUUClGvXj0ercC6devw+++/8+bIjh07oNFo4O/vj2HDhmHcuHFMP6R8lmPHjkXnzp2xZMkSEFJqxJg+fToUCgUePnyIdevWQaPR4PTp0zxjDe270NBQPHr0CK9evcLUqVNhZ2fHwtC5/TB48GAzWUUz9NFrwsLCkJ+fj4MHDyIxMdEszNdgMPDIqQkp1UdtbW0hl8vRoEEDNG3aFJ07d4a9vT1P1+KifsurMpms3L2ZEtyKxWL06dOHIYtpv1hDypuuhbL2FDrmMpkM3bt3x9GjR83Cy6mxaMOGDbC1ta1Q1tF/Ytm6dSsiIiLKpb8AgMuXLyM2Nhb+/v44duwYDh8+jF69eiExMZEZQjw9PdGqVSssX74c6enpEIvFcHR0hLe3N2QyGQwGA9LT0xEaGop27drhs88+Y2cUg8GA0NBQqNVqltwhLi4ONKmTtfH09fXlyRxLXFbceWFvb//B+4clB7FSqWRRM0+ePGEygK6tmJgYPHjwgGU0JKQUeUl1yuzsbMbh+jG8aiUlJfDy8mK8Ubdu3cKWLVswadIkTJgwAWq1mqF9LK1FX19feHh44Pvvv2f3NBqNSElJYTKAymKaCZorW2kfikQihISEYMqUKSwLoenzWrduzeRWdHQ0fH19edluhUIhdDodfHx8YGNjw9b5jBkzMG3aNABAdnY2VqxYYXF8dDodevbsic6dO6Njx454/PgxDh48yMvAXpE9Y8CAAWwu02zZlE+TEMab9882GNGXFQqFTJGn0GkqcJ2dnaHVaiGRSKx6wrjksISUWinXrVsHQsxhdrTSlM6ElIZyUAWWQlAFAgESExPRunVrZqn7/fffYTQaGb+Bl5cXDAYD5HJ5mcS6pmXPnj0841dUVBRCQ0MRHBzM0BU6nQ5TpkzB7du3AZSGc3Xs2BFyuRwDBgzAsWPHWKiUQCDgHaxMs3OJxWJ2X+7n1gg/ue2aMGECy1JBhU3nzp0hlUrZwcVUQNFwAXt7e7Rs2dIMFnv79m1Ghkg3TFtbWzRs2BBTpkzB5cuX2RgIBAKe0LOUWUAkEiE4OPiDDkNeXl7o1KkT4uLiGO+IKYTYYDCweVlQUIATJ05g1qxZSElJsapE0ExjFU2lLhAIEBQUxIuTr1SpEjMg0M+oMLC2YXDn87+rmoajnD17Fu/evcPUqVPN+JK4lcYZc4VvWe9CCGGbrY2NDcaMGYNmzZqx2GK5XG7xEGjpfiNGjMCNGzfMvBadOnViHtpt27ahQYMGzMDRunVrpKamsg3SdHzXr1+PDRs2IDo6GgkJCWWSGiuVSjg5OUEsFvPWG1VYuQSprq6uaNu2bYW9Cx8yv2goZkhISLkpWilq4FNCdKZPn46UlBR4eHhAIpFU+J1SUlIYgWyrVq2g0WiYoRYo9UYNGzYMMTExPGVMr9fj5s2biIqKgo2NjdWU55bQRVeuXMHo0aOZweWnn37i8Z4RQtCrVy+8fPkSr1+/RlZWFpKTk1GrVi32XtyDnqUxcHZ2rlB/WrqPWCxm8iQiIgK///47EhMTmYGb8sv5+PiYxfkDpcr13zWfrB32JRIJj5D52rVrMBgMsLe3R0BAAFt/EokErVu3ZhwcdB8UCATYt28fevXqBWdnZ4jFYowZMwYrVqxATEwMnJ2dsWTJEgwbNsxiH9PEA/v374dEIkH9+vVx7NgxKJVKqzoAXYeElB5OKWq5IuOj1+sREhKCgIAAM1JKbl99yhoyrZ6enjxuws6dO2P58uV4/vw5zp8/z+RQ1apVWchZ69atMXbsWKSkpLCMmDTD3bhx49C3b1/GNcPlsTAl7S9rPmg0Gjg5OWHBggVQKpVo2rQpBAIBkzmUxDUuLo4RYpclM7k8HZUqVYJWq0Vubi5WrlwJQkpDCmimLaFQyEibW7RoAYFAgNGjR8PT0xOxsbFYtmwZ/vzzT4waNQpeXl7Q6XRo3rw5oqOjGXq7vPGmZORisRidOnVC1apVkZqaymTEV199hfDwcKSkpHyQcehDKpfnghty6+DggPXr1+PRo0e8LL3p6emYN28egH+RZRuNRuasEwgEGDZsGON97NSpEwBgxIgR6NixI9P3tFotGjRogAEDBmDnzp0M5VK9enXY2tqapafftm0bxowZA61Wi4SEBGRnZ8PW1hb29vZsb6MkzJbKq1evGBrR1dUVzs7OGDFiBK5cuYJDhw6hcuXKLKyNPtPb25vxQVJnM0VPyeVy7Nmzx2J47dq1ay3KM0uh95bkHfdv034wvVd8fLxVNKq135RXPTw80K9fP172N4lEwmgkMjMzWTbRf1J5+PAhI8C3VsaPH18uf1FxcTE+//xzKJVKDBo0CLm5uSgsLMTGjRsRHBxssZ+lUikSEhIwb948XLp0CUVFRXj9+jU6depk5tRLSEhgDg7uPSqCKuPOH1PdiDpSCDE3ZHMzV5rWsvYaU+e5QCDAxIkTkZeXh9OnT/N+W7VqVYwZMwZJSUkwGo1Yt24dO/O2a9cOGo0G3bp1Y9xxN27cAFBKpn39+nW8e/cOubm52Lx5M7Zs2WI2LpR/ce7cudi9ezfGjBkD4F9hai9fvkStWrXMzuPc9lNnfvPmzVmYbElJCUNg+/v78zLGmcpS7v1cXFywa9cu5lyjYduElBppqRNdKpXyzu1SqRTt27fH27dveQYh7h6akJCAlJQUREREWDUe0neMjY3F0KFDsXPnTpw8eRKdO3dG7dq1K4wKp/OTGhe5zrL/oT745xuMaPX392dZMahlsaKkqfQAZC1ltI2NjVVrnZ2dHbRaLQIDAxmaSSaTMf6JyMhI2NnZQS6XIyQkBAUFBUhMTAQhhMVOEvIvGHVFy7t37zB06FCkpKRg8uTJZtZNsVjMssUlJCRgyZIlePr0Kf744w/UrVuXkaLGx8ezA/ncuXNx/vx5i9nF6H0EAgEiIiKwceNGAKWHCScnJ8yYMcMqgoumne7WrRvs7Ozg6+vLBB6N9+Ve36dPH9SvXx+2trYIDg6Gt7c3Tpw4gby8PCYU9u/fj6NHj7LF5eTkBJlMhokTJ2L48OE8wmtHR8dyvfncuULJBC1dx1UQhUIh/P394ejoCJVKxfsNN/a0c+fO2LlzJ0/JVavVEAqFcHNzg1wuZ3+bPq8iyAJCCIPEmv7fx8fHIjeGpfp3Hk7Kq7Vq1eLN5+fPn2Po0KHltoFr7afvaA2Cyq0dOnTA0aNHMXjwYKuEtJY+0+v1UKvVZgpd69at0bt3b9ja2sLZ2Rnx8fHw8/ODWCxGcnIyBg0ahN69ezO0nOlzaNYmrlyxpujRQ4fBYICzszNTEOzs7FC9enVmqFSpVPD398eaNWv+9vGiyjTd9C1xjJjWioyLtUo5AIYMGYK7d+8iPj6+wr9t06YNtFotNBoNkpOTER0dzUOEDRs2DL1798amTZuY7BGJRJBKpdBoNJg2bZqZEsadGz169DDzjI0ePRqElCoPbm5uZkSUNNQwNDQUNWvW5DkvKGqNi0SwNh8/BMFnqVJoep06dRiKgzovCCEYOXKkxf1m165dVucn3T8+pB3W1nl6ejojjqcHNb1ez96bylyqxFE5q9Vq2XyjIQGElCaweP/+PbZs2QJfX18EBwdj1KhRFo2eWVlZuHDhAhwdHWFvb49Hjx5BpVKhVatW5b5PdnY2QzhXBBlqeg3lVbL0+7Lu9yFODqFQiJSUFDM+NUtjIhKJMH/+fOh0Onz++ecMnRAXF4dmzZph8uTJzMBw9epVZGRkMBlBx8HGxqZCmUppmFB0dDRLdS4Wi5lzh3rGK1euDADMkCeVSq0SatP/L1myBNWqVcOIESNQUFDA5lFwcDCmTZsGgUCAU6dOMQJkbmjhuXPneOvcaDTi6NGj6NWrF+zs7KDX660SDpuu2eDgYNSsWZPX99QIsX//fri4uFRonv1dtVu3bszpAZRyuTk7O6Nx48bo06cPBAIBYmNjkZOTw7I8AsDevXvZPdq1a8dQsAaDAUBpiB9F92u1WsbDsXv3bqjVasyaNctszEz/9vf3Z5nlLl68CEJK5VZGRgaEQiGuXbvGDpmWitFoxIwZM/D8+XN8//33aNq0KaRSKcLCwrBgwQJMmDAB8fHxPP6XuLg4xgUiEAgQExODiIgICAQCeHh44MqVK2ZrrXfv3kyX547/xzpsKH8h13GXkJDAS1jy7zIoEkJYViXKh+Ll5QVbW1t88803Vvv6v7EYjUbUqVMHtWvXxtGjRy1e06RJE8ycOdPqPa5evYqEhASWDfrRo0eYNGkSXFxc4OnpiaysLNSoUcNsvVM6Ck9PT3YWjIiIQLt27ZCcnMwQXVwjgqlBx1QWc+VzRflNaS0vq61pLcsZaOkM7OTkhAMHDjAia0JKkU9qtZoRrQPAs2fPGNqIG24nFArh7u6Oq1ev4urVqzwku0Qiwdy5c83Gplu3biCklK9OoVBgzZo1uH//Plq0aAE/Pz/o9Xqz85ufn5+Z0YvqPnK5HLNnz8aBAwcgEJQmD5LJZCzRgKW+kMvlPKdi//79MX36dPj5+fH2VGsJeaRSKUvKwJ2TDRs2ZAl3qDxxdnaGr68v0/OthSrHxMSgY8eObA+zZCgrr9LrHRwcWB9Spwr5v2QwIoRg3LhxAEotzPSzDyHqpEq8aVprWsuyzFIiaap8U/JtuuEIBAKo1WqMHTuWebq4imP9+vV5iyI7O5tt5kBpnOXZs2exbNkyjBo1imXAoOk4b9y4weNeMg1top4Qb29vdOrUCcuXL4e/vz/s7OwQEBBQpoc7ICAA69evZxkqli5dilatWiE2NpaF6nh6emLIkCGoXbs2D/nDFYSbNm3CnTt3EBgYiLi4uDL7VSwWm1nfhUIhgz7TkpyczELrZDIZbGxsWOgEFegGgwHZ2dnljr+dnR1UKhU0Gg0aNWrEPIPca9RqNezs7MzaZWoUoAguKlS5yoaNjQ3S0tLQpEkTRnBHeY5kMhnUajVOnDgBnU6HhISEMttsquSXdS23DXK5HG3btq1QWMy/o1arVg1z587F5cuXeUIzJyfHatZD7vt+rHGLHt4rer1AUEpAN3v2bLM22NvbQ61Ww2AwoEOHDtiyZQuDOBuNRmzbts0iLLa855U1JnTeUQSPwWDAyJEjUbt2bej1emYcpLDc/42x/dhqanQlpFSJnTBhAo/ItCKVpveWy+VwdHRE9erVMWTIEHTs2BE+Pj5ITk5Gp06dMGjQIKxbt46FhnIVmbL6z8vLi5cRr6ioiMeZQucYXXMikQiJiYmoX78+qlSpwpOPUqmU8VXY2NjwnvsxIWBlValUyvhURCIRC1ml7ywQCFgoSmFhIVauXInevXsjOTnZogFQIBDwoO4V5VviHopM5ZZEImHJLLy8vDBmzBiLv7exsWEKtCWvbJUqVVC1alVERETg2rVrKCgowIIFC2BnZ4fQ0FCLBzva34GBgUhOTkZGRobVuUeNBRKJBHK5HBEREWWOlyU+JFopf1lFEZTW+rIideDAgQytWJZBh3IHhYaG8hRfgUCAatWq4fz58zAajdizZw+qVq0Kd3d3iwaUiRMnlgmPp/O9UqVKFg3D1HDk4+PD1tvjx4/h5eXFQjat3VsoFGLOnDmQy+U4f/48CzuwtbVFvXr1IBaL8erVK6hUKlSqVAnVqlUDIYRlUbRWCgsLWQZM0/e1Jjco8lulUmHYsGE4f/48CPkXUjsgIKBc9ObfUaVSKePhqVy5MqZMmYLz58/DycmJ9z4CQSnZf9euXdl7G41GZGZmol69ehAKhUhISGCOz0uXLqFt27ZMtshkMqSmprLw4NGjR7OsxdYOMpMnT4abmxuUSiW8vLyQlZXFvtNqtWYcVNaK0WjEoUOH0Lp1a2i1Wh45L+0DKj9oeynnKJWDCQkJjAS6SZMmLDNUWZXLb1SWLKTPMP18zJgxTAaoVCocP34cycnJ7F4fymdX0UrbrNfrec+ws7ODvb09b6/7J5TLly8zWZycnGx2bggICMB3331n9ruSkhLMnz8fKpUK/fr1w88//4y2bdsyo29kZCTEYjEiIyMxffp0XLt2Dffv30ffvn0ZR1y3bt1Qo0YNpvupVCq4urpCKBSyfcp0z7NkfLZWtVotUlJSykS+0vVL55irq2uF505Fzsum0QK1a9dmf4vFYpZ8yLSY6vZ0jNRqNX766Sdehk5CSve26tWrY8+ePTh79ixevXrF9gPahuHDhyMrK4sZikzbVtH3pnoQV05IJBKLMtnFxYVFdtC1rFarkZ6ebpZlzNJvKfl2bm4unj59ivXr1yMpKYkhQOm1u3bt4vXf2bNnMW3aNGRkZJidTSkv3NChQ1GzZk2L88G0byvSLzKZjIb6/t8yGBFCsGbNGkyaNOlvUbS5C7ysBUMXGR0QlUqFli1b8ojGVCoVI7Y8dOgQbwDFYjESEhLYpKDZNEJDQ3Hq1Cm0bNmSN7gBAQHo1asXxo8fj0WLFmH9+vVYunQpTpw4gQsXLqBnz55YtGgRbt68iUGDBn20p5/2ISUEo9Xe3h5ZWVmoVq2aGVke/b+7uzsaN25sJnzUajXmzJnD0jzSz60plCKRiNd+iUSCzMxMfPXVV3j8+DGmTJnCwg5lMhmvn1xdXdGiRQuIRKIKkwdSYyG1HltDqZWFDHFzc8ORI0fMyIUjIiIQFBRkJoDi4+Nx5coVAMDp06chFovh5eWFhg0bIjk5udyNQalUfrBh4r+hUuHu4uKCPn36YO/evbh58yZOnjyJK1eu8DYhbq1Xrx727duH/v37VyjdPOUH+NjU9F5eXmYGQXd3d0gkEsycORPFxcW4f/8+9u/fj7lz56Jz586IiYn5pNAwum7ovCakdN0FBgYy5VahUDBOkrIyQ3LnaXlxzZa8Xf+pSkMluG1wdXVFy5YtmQHmQzwmNHUtNzSVfufi4gK5XI7Jkydj7969sLW15WVmc3d3Z3LPmvFIJBLxlM7bt2/z5omNjQ1q1KjB/q5fvz569OiB2NhYMzQifWeJRAJHR0ezzfzvCjOkoZ3Z2dnIzMxkxg7uNXq9nqXQffHiBSZNmmTVyErHg74PV0mtSBWLxYiJiYFWqzVTmNVqNapXr84zxLm7u0Or1bIwc/q5tayJGo0GQUFBUCqVLORt8eLFLN2tJbi2Xq9nhnpuRlTumHHnko+PD6pWrcqIIq296+jRowGUOncGDRpk1VhjY2PDQjH/XWutf//+jLx71qxZaNKkiUXibq63lIuecHFxwb59+1iIklAoxMKFC60eNjIyMqzKHpVKxUK0HR0dzfjS6H5pb2/PU57z8vJQu3Ztxktlel8qS6jcUyqV6NevH2xtbVGjRg2IxWKEhIQwvqiAgABER0dj/PjxuH79usUDz9OnT7FkyRLEx8ebyaqKrL3y1rGvry8OHjyIhg0b/ltDxGUyGRITE5GUlITq1avzQtKpvkXfrXr16rxwtdzcXBQXFzMHG0VzDxkyBG5ubmwOUP4WFxcXZrihxjEuNwjXeKLT6co0AO7cudPiuADAr7/+itatW2P27Nk4ePAgTp06ZYbatFa5IftUDolEIsTHxzMZ3rlz5wodPrl6fVnXOTg4WL2GZpalHEvcPomOjjbjviyrHWVVSwTepr9Tq9Vo166d1X7/by00C6hOp+Ot5/fv30MoFGL58uWYO3cuZs2ahe+++w5r165FZGQkPD09MWrUKERGRkImk8Hd3R0ikQhRUVGYMWMGrl+/zhyCbdu2RVBQEOuzGjVqID09Hb6+vkxnWLRoEUsa4OfnZ+YU4zoJ7e3tERERAX9/f9750dp4VtTIJBaLGVre2pyzBDb42Lp06VKLY3L48GHG3WZaKSrcxsaGRYWYIrUlEonZvlm1alWMHz8eR48eRWFhIa5du4a6detixIgRqFKlyge33cbGho2HXC5nSXlMx0wmk7FQf25mubKSg0RFReHChQv49ddfUbduXcYxGRkZidGjR8PV1RW9e/dG9erVkZqainXr1uGXX37BsGHDEBgYCLVajZMnT+K3336zyGsWEhLCzh8VDUUTCoVlyiqaxIr80w1G1rLuDBs2DI8ePfq3HqJNDyD0My6nzujRo3kDQUNLfHx8mHJGQyECAgIYGePy5cuRkpICgaCUl+S3337D3Llz4eXlBaFQiOTkZCQnJ7M0wvQ+dMMXCoVwcHBAaGgoUlJS0KhRI5a161PfW6vV4vXr17h//z6Ps8FUuaGHc9onpsov5WSx5mmxFh9M+VGoksIN6xMKhTwFNzo6Gl988QX7mxtGww1Fsfau1ANfVpssKYzcWGUu6TetHh4eLLxo06ZNDGFTWFiIe/fuYdasWRAIBGbenrKqnZ3dJ/PG/LdUFxcXdO3aFRMmTEDbtm0tGjyFQiE8PDzg5OTEOAdM55+1MfvYSjcypVKJL774ArVr1+ahy3x8fNCgQQN07twZERERn5xRqqKVZjOkJP8qlQqBgYFQKBQWjY00M1ZF7m36++joaCxduvRv5UniVpFIZHbvadOmsfTXH3qIMjUUc7k8TK+l3BY0mwZ3rpUlJ1q2bMnW8N69ezFq1Cj2XefOnZmsSUtLw44dOxgSlN4zICCA5wH8T6xhmpWycuXKsLW1hUql4vWtVCpFVlYW1q5di4cPH+Ldu3eYN28eMjIyeO9nrS8tjWt515SnuND5p9fr4enpyZMLpm2QyWRo164dC8Gi3/v6+qJ58+ZwdnaGk5MTGjRoYLG/hwwZgr179/LaTQ1HhJSib7ghwIQQ3sHBUnV0dMTs2bMZwTdQmo3u888/R+XKlc2upyGS/645wEUVJyQkYMyYMWWS23P7IiYmBr6+vkx5r1+/PmJiYtj41a5d+4OySRHyL+cMRQVy1y5NrmFaSkpKMHToUIt8cWVV2t9cxKZMJsPz588ZepuW3NxcbNq0CfXr12ehcgkJCZ88NmVxUtC+1ul0/xZ5IJVKUatWLZa5khsSaXpwDAkJYXwbXCLszZs3QyaTsfZRgz89+IWHh0Ov1yMxMZHntDFdJwJBaYpnU35JU8SdSCRCQUEB7t69ixMnTuCbb77BwoULMXLkSHTo0IHxltDr7e3tMXnyZLRs2bJCxlcPDw8zbiyxWIyoqCi29rlzjBKAfwxKm+7BS5cutZhchZB/hUdSUtzQ0FDY2NiUyd9FK0UfW3OUmsrjivAjmaIdnj17xvhf/hvLmzdvkJqaitq1ayM4OBgPHjzAd999Z1UvoxyNarWa6dJVqlTBrFmzcPPmTbP7FxUVYefOnahbty47230Iep2QUqNh9erVkZ6ejujoaGYEEIvFjItNIBAwjtRPdSJ4eXkhPT3dTKaYnsMkEgnjkvuY5yiVSjx//pz11e7du1GjRo0yZZlAIMDw4cOxfft25Ofnl5tIQiAQICMjA5s2beLtqUApwvD169cwGo1Yv349wsPDK5zJlI4lzRAuEAgs7i0tW7bEZ599xs6dFdGJadInqlPOnTuXZ4yfOXMmkpKS0Lp1a0ybNg0HDx7k6TmfffYZHBwcEBkZCY1Gwzv70mvs7e2Rm5uLkpIS3Lp1i+e05F77EWP7zzYYyWQyHuM4t/r4+GDmzJmftLg+tdJwFlPPGk2jSP9PD0kymYx5FrjeKyrcfX19ce3aNezZswf37t3DmDFjmFFMr9czYSMSiaDT6VhMNneiUILKT1FCqAALDg42O1C6u7ujX79+2LFjB/766y/MmzcPiYmJVj3AliYu3aS5PESfUqkwNIUqfuz9qNAu73BDOR1sbW3RqFEjtGvXDmq1GomJiUhJSUGnTp1Qv359REZG8g4g9NBP7/OfMjyU1Td0fnLn439zpe/g4uLCQ6eIxWJGnv2haAhuDQkJwdChQ9G1a1colUocOnSICf39+/fzDpf/G2NGkXmUxJJ+LhQKy0SsWZILpvM8IiKCZYAs67qKVLlcDrlcXi7yicqPj5FbXEPIp8oT7vNN0UTUi1lSUmIx45pEIkGdOnWg1Wp5bfp3IknKqlz0FXfe0P+3b98eVatW5XnAfv75ZxQVFZVJhP139vHH1MjISLi5uTF5Rb2r1IlB56lAUErWO3bsWHYd9x0opwch5iEDH8MPQN9LqVTiyy+/NDuAFBQUYN26dazPub81GAws3PTvNIJ/bKXINArF1+l0mDZtGrZv3844b3JycvDw4UPUr1+f99uy5I81ow+dlydOnMDTp0/NOMRWr179SetIIpFAJBKxBBvFxcU4cOAAWrRowTzG3PVOdQprz/ynOG5MZbYlonWhUIhKlSohISEBcrkcKSkp2LNnD4qKihAQEFDmu2o0Gl5WPdP7mnKRcX9XnvE1MjISGRkZ6Ny5MyZMmIAVK1ZAq9UiLi4O69evR15eHoxGI1avXs07dFEd2NJ9LTmChUIh4wM1nTNJSUkfjcSlB9GJEydW6Ho7Ozu4ubl9cEh9WZ9b+94SzxohBOvXr4fRaITRaMTbt28RGxuL9+/fm8ky7sH9f7O8fPkSubm5LJslVy+j9A+UNJj2R0BAAGbOnIlbt25V+Dm3bt3C6NGjcePGDVy5cgWZmZlW9WSNRmO1f7njww2VpGjQv2vdJyUloV+/fmbGR9M2Z2Vl8bJSW6vWOJfq16+PxYsXY9euXWjTpg3jMbJW3dzcUL9+fdSqVQshISEWz25cx5pUKkXTpk0ZgbY1ZOiyZcvQunVruLi4fJCeSo3gXGMQdxw2b96Mhg0bokuXLhWSA9z9YujQoax9OTk5WLt2LbKysiAWi5GamoqxY8fy5mvdunUBAG3atOE5HGl7THXoRo0aoX///sjMzORlVCak1D4ybtw4jBgxwirPkoVq1WAkQGnI1391+R9ll0gkElJYWGjxmsTERHL06NGPun9wcDCRyWTE0dGRqNVqcuLECfLs2TNSUFDwKc22WCQSCSkpKSFGo9Hi9yKRiGzbto1EREQQgUDAamFhIdm9ezfZv38/KS4uJmfOnCGvXr0y+71UKiUikYgUFRWR4uJi3ndyuZwUFhZaffbHFpVKRWrXrk0OHTpE8vPzSdWqVYmvry+5cOEC+f3338v8Xe/evcmdO3fI0aNHyYMHD4hYLDZrNy02NjbkzZs3f2vbrRWBQEAUCgV5//49IYQQoVBosd+USiVRqVSkqKiIvH79mgAgUqmUqFQqkpubSwQCAfH29iZqtZoIhUIiEAhIUVERefHiBbl9+/Z/5F0+ttD2lpSU/G835ZOLVCq1KjvKK82bNyeDBg0iJ0+eJBMmTCADBw4kFy5cIIcOHSKvX78mKpWKFBQUWJ23/1tFIBCQT5Xvtra2JD8/n+Tl5fE+V6vVpLCw8IP7lMozazKovO//W0pSUhLJyMggP/74I9m3bx8Ri8UEAFsrGRkZ5JdffiHdunUjT58+JWfPniUymYw8e/aMPHny5KPn4qcWa3Ni4cKFpFmzZuTgwYNky5Yt5NChQ6SoqIgQQkijRo3Itm3b/qPtFIlExGg0Vmj+isViIpFICABSVFRkUV75+/uTvLw8kpOTY1GWR0VFkd9++40IhcIy5Z21fcBSkUqlRKFQkD179pDExESL1xiNRrJ9+3by+eefk9OnT/Oe/Xes339HsbGxIY6OjsTFxYUYjUby5MkTUrduXZKUlMTmOy329va8v7mF+36m72pnZ0eeP39OtFot8fX1JX5+fsTPz4/4+PiQ4cOHk+fPn3/SO9SuXZv89ddfJCcnx2IfC4VCIhaL2TqVSCRMDzMtZeks/5TCXW8ikYiUlJQQmUxGCCFEp9MRPz8/8uuvv5arC4jFYtKwYUPi5+dHDh48SM6dO8ellvjg4ufnR+rXr09KSkrIxo0bCSGEKBQK4uzsTHx8fEhBQQHbhwoKCsixY8c+WV+Ry+VELpcz/VogEBBbW1vy5s2bf/w4WyuW5rBYLCY2Njakc+fOZOnSpSQtLY1888035O3bt2T9+vXEwcGBZGRkkNzcXKLT6UiHDh1Ijx49SFJSEnnw4AFxdXWt8PNPnjxJCCEkJiamzOvy8/NJQUEB0Wq17LOSkhKyYMEC8tVXX5E//viDzTW1Wk0cHR1JQUEBycnJIYQQ4uDgQDp16kR69epFPD09K9w+WoxGI1m5ciVZsGABuXz5MjEajUQikRAnJydy79493rXu7u7k+fPn7AxB19X/RlGpVCQiIoKcOnWK7eumRSgUEoVCQXJzcz/pWaaynO6Zcrmc5Ofn866l40jXsdFoJDKZjBiNRovtpPcWCoUkNTWVeHl5kb/++otcvXqVPHv27JP1RtP9nbsu4uPjiUAgIMePH6+wPFMoFGTfvn1k06ZNJDs7m7x+/Zp9p9VqSW5uLikpKSECgYCIRCIil8tJy5YtiUqlIg8fPiSbN29m18tkMuLh4UFkMhmRSCTkxo0bH3QeFolExNPTkyiVSvLXX3+VNRfPAoi29MU/xmBUkevUajXrfLlczhaoQqEg+fn5pKioiOTn51tV1oOCgkhwcDD5/vvvSUFBwX/9oeX/QhGLxcyIUl5RKBTEYDCwg1deXl6FjHpCodBMaTFVVkUiESGE/NsUAqFQSNLS0sivv/7KExr/f/n3FYlEQjQaDSksLCTv3r3jfcc1THzIwUwqlZLMzEyeIP9vKmKxmG0EdN5/rBwTCoWEEEICAwPJ3bt3iV6vJ2/evCEajYYoFAqSk5ND8vPzCQAil8sJIaWb4JMnT8rtT5lMxg4n1BglkUgIIaUHFHoIoMZ15uH4n7GqyDv9pxQ0oVBIEhMTia2tLdm9ezcBQBo0aEB27dr1b3/2v6N8iFHk7ywikYg3thKJhIhEIotODqlUStq3b0++++478uzZM1JcXPzRh1LqHLC3tyevXr0iSqWSvH37lhQWFpLi4mLes6njij6PKq/WDsUCgYDIZDJSUFDA3sdoNPL2Ge5vy3qHv9OAVFab/5tKeXOR9olAIGDXl5SUEIlEQmxtbUlhYSHPsSYUColKpSJv3779dzedV+zt7YlEIiEODg7k3Llz/9FnWysCgaBcAym3aDQaIpfLyYsXL4hKpWIGtYKCggrpb/+UIpFIiIuLC3n16hXJy8sjcrmc6PV6AoC8ePGCaLVaZoD4mBIZGUlu375NXrx48Te2+t9bqHz08PAgYrGY/Pzzz4SQUjlcVFREfHx8yI0bNyz+VqlUEhsbG/Lu3TsCgOTn53/0vkwdsUKhkMkwa/fS6XQkNzeXzU2hUEiUSiUBQIqLi4lYLGayhZ4B8vLymNNXIpEQpVLJrikuLrZoNKSyx1SWarVa8vr1a7bOaBvKMtj8N8hkgUDAHKxcnYsalPR6PXnw4MH/CUeypcLdUwQCAVGpVOTdu3dEo9GQ6Oho8ssvv1T4nGhJB6XABzre1JBGx10oFLL5R9dMeW2taBEKhUSn05Une/55BiOBQNCdENKdEEL0en3UuHHjSEBAAAkLCyMKhYKUlJSQoqIikpeXRwoLC8mbN29IQEAA0ev1vPsUFxeT9evXk3nz5pELFy4QQkoHsUqVKsTT05NZ3BYsWEDevHlDIiMjyW+//VZu+xwcHMjLly+JQCAgHh4exNPTk7i7uxM7Ozui1+tJSUkJ2bRpE3n69CkJCAggFy5cIIWFhcTJyYmIxWJ22PqY4urqSu7fv/9Rv+WW4OBg4uPjQ169ekVevnxJ7t+/T4qKiojRaGSHtY8pISEhpKCggNy4cYM3maVSKZk8eTI5efIk+eGHH0ijRo1Ix44dyeHDh8mUKVPKnPhOTk6kc+fOpEuXLsTHx4cQUupZePToEbl06RJp2bIl28w1Gg3Jyckhvr6+JCoqikRFRRGlUkmmT59OAgMDicFgIIsWLSIPHz4kGo2GaLVa8vjxY/LXX3+R8+fPk2PHjpGLFy+SJ0+e/EcRNgKBgKjVavL+/XtSUlJCpFIpKS4u5rVBLBYTsVj80XNHKpWSkJAQYjAYyJMnT0hBQQGJi4sjjx49IkeOHDEzrHxIEQqFRCaTkZKSErODVkV+6+3tTWrUqEGqVq1KDAYDef78OTly5Ah59eoV+fnnn8n79++Jl5cXefnyJXn9+jXRaDRs3ZWUlJBXr16R3NxccvfuXZKbm0uqVq1KEhMTSXR0NPHz8yNVqlRhhkFaCgoKyNWrV8nhw4fJsWPHyIULF0hOTg558+YN2yRVKhWxtbUlAQEBpEWLFiQrK4sMGTKErFq1incvgUBAQkJCyOTJk8mpU6fIzp07ibOzMxkxYgRZu3Yt2blzpxlSpyL9QpUIiURCvLy8iL+/P3FxcSGenp5Er9cTW1tbIhQKiZ+fH4mIiDB7R6ocASDnz58nmzdvJtu2bSPzRz6VSwAAnMFJREFU589nRnQfHx8iEAjI+/fvybNnz5iBqLi4mOTn5zOUUV5eHnn//r3Z/+n379+/J+/evSOFhYW870yVJLlcThQKBa8qlUqzz8r6XiaTkXv37pHz58+TU6dOkTt37hA3Nzdy7949UrlyZeLu7k5evXpFrl69Sp48efJB/V7RsRGLxcyTeuvWLfbdxIkTyY0bN0h2dvYnG6EFAgFb91ThLCoq4ilz1n7HRWt9CGrHtDg4OBBHR0cil8uJTCYjUqmUSKVS3v+5VSKREIlEwv7PRQGJxWIilUqZAm9nZ0cCAwOJn58fKSwsJCKRiJw/f57s2rWLrFixgjx9+tSi97si/co1OAiFQqJWq8nbt28JAFK9enXy9ddfExcXF57TgJbHjx+T77//nuzZs4ccOHCA+Pn5keHDhxOZTMYOAQKBgJw9e5ZERUWRI0eOkOzsbFJQUEAyMzNJ9erVyfnz58ns2bMJIYSEhoaSP//8k0gkkgofsNVqNcnLyzPbg9RqNYmNjSXVqlUjRUVF5NKlS+Ts2bPk0aNHxNvbm9jY2DDUI3et0n3DEpKPoqxo3xgMBvLo0SNy+fJl8vLlywq1l1u6du1KAgICiFQqJQ8ePCD3798n9+/fJ/fu3SP3798n+fn5zEhclsHPWn/RvdLOzo7ExsaSqKgoEhsbS6pWrUq0Wi0bzxcvXpDNmzeTQYMGkUaNGpH09HSyevVqcvz48TJR639noYZGigD/dzuNDAYDcXR0JA8fPmSHAzs7O+Ls7EwkEgnx9vYmSqWSHD58mDx69IgYjUbmbKXjoNVqSWFhIduzgoKCyNmzZ4lSqWR7CiGEFBUVkTt37pC9e/eSrVu3khMnTvyvHyYrgvq1sbEhmZmZpFu3bsTT05M4ODgwmSqVSgkhhDmUqFGAlsuXL5N3796RLVu2ELlcTm7dukU2b95MlEolSU1NJTt27DBDWVSrVo2cPHmSODs7k0mTJpGwsDCyZMkSsnfvXhISEkLkcjl59OgRz6Co0WiYcdPT05MEBweTxMRE4u3tTUQiEZFKpeSPP/4gEyZMsPqeaWlp5MmTJ+Tp06fkwYMHZt/TuWlnZ0eqVatG7OzsyJkzZ8j58+eJUCgkHh4eZMCAAez9atWqRUaNGsV+KxaL/ysNhnq9nnTr1o3Mnj37f835XxbC8t9RKIrEYDAQpVJJCgsLyd27d8nDhw/ZmpTJZMTFxYUIhULy7t078uLFC2ZEI4SQDRs2kFatWhFCCBtX7n4nFArJ0aNHycCBA8nZs2d5z1cqlczJN2PGDNK/f3/SuXNnsn79+v9YH5RVTI17dB1RY6ejoyOJi4tjhvERI0aQatWqkZycHJKTk0Pu379Pvv/+e3LkyBGSk5PD9tlPiUYSiUTE3t6ePHr06JPerVGjRqRJkyZk1KhR5MmTJ2WuSblcTuzt7UlxcTGxtbUlGRkZRKfTkby8PDJ16lSrBqP/dX6iitSoqCh8Snn58iWOHj2KZcuWoV+/fkhJSeGR+m3cuBECgQCDBw9Gbm4uFi9eXG6cn1qtxpkzZ8yIEwsKCjB58mRenGPfvn1x+PBhRnYNlGb+cHNzQ0REhEVSbW42C0tVIBD8LWTfIpEIcXFxqFWrFpYvX46tW7fixx9/xG+//YZ27drBYDBUOKZWKBTil19+Qb169TBt2jRs27bNYszr1KlTkZ+fj4sXL+L27dtlpia0VL29vTFx4kRcvHiR9efPP/8MrVYLtVqNypUr48iRI1i8eDHGjBmDKlWq8PpYIpGYpbXmfmdrawtXV1fY29sznqmP6du0tDRcvXoVAJCfn48nT57g+++/Zzwb9Doun4Ber4dMJkNoaCh69eqFGTNmoFu3bqhTpw5L2SkUCi1mWCqvRkZG4osvvsD58+cxe/ZsxiOhUCiQkZGBL774An/++Se6dOli9s60r3r06IHZs2eXy0VjqSoUCjg4OECpVEKv16NVq1ZYt24dHj58iPz8fLN1e+jQISQlJfGyBAwaNAgnT57Es2fPrMbNG41GXLt2DV9++SW6d++O0NBQEFLKjxMVFYXIyEj4+vqakenqdDpUrlwZbdu2xdKlSy0SIHLL27dvkZaWZnFNjRs3DiUlJXj+/DmMRiP++usv+Pv7f9Q8SkhIwNChQ+Hk5IRatWqVK+9MS0lJCdasWYPAwMAyx0av18PV1RV+fn4ICwtDtWrVULNmTdStWxdNmjRBmzZt0LVrV/Tr1w/Dhg3D+PHjMWPGDCxYsAArV67E119/jW+++QZ79+7FTz/9hF9//RV//PEHrl69ipycHDx//hzv379HSUnJB79DWeXOnTvo0KEDb56Eh4eja9euaNeuHRo2bAh/f/9PykYkEokQEBCAAQMGYOPGjVizZg2mTJmCPn36oGHDhmZkxsL/ybj2n+I44XLhUflma2vLk3FyuZwR+FriXZDJZBY5FGgWs79z3H755RdkZWWhcuXK2LVrF4YOHYqYmJgyM31+CreDTqeDu7s7Jk+ejOHDh0MoFPJ0gPJKQUEBfv75Z95+bzQaMXLkSDg5OaFSpUrw8PDA8uXLUVBQgLdv3/JS3laqVAlGo5HxjJWVIcq0+vn5Yc6cOejQoQPc3d1Ru3ZtDBgwAMuWLcO3336LLl260HS4IKSUqHrs2LGYO3cu1q5di507d+Lw4cP4/fffsXz5crx8+RIXLlwwIz9Wq9WM40fwPwTFjRo1wujRo7Fx40ZcuHABe/bsQZUqVSo8r2lmTw8PD7i5uUGr1VrM1iT4n0x2tra2cHR0xIwZM7BhwwaEhoaisLDQIjGqQqGAu7s7Bg0ahOnTpyMrKwteXl4gpJRgvm3btvj888/x3Xffwc3NDSNGjMDAgQPBTaLi5eWFwYMHIysrq0wy7Yq8b6VKldCgQQM0a9YM9evXR2xsLPz9/WEwGHjr8H+TG9DGxgZVq1ZF+/btMXr0aMTFxWHmzJm4cuUK4wIaNmwYu16r1fIIlUNDQ8tNvW40Glm2qL+rOjg4fLC+m5OTUyaXikwmw7Zt2z5WhJm9c1FREfbv348WLVpAoVAgJCQE06dPx+3bt7F79240adKE9/zg4GB88803PD3m9u3b2Lp1K27cuIHdu3dj/vz5+Pbbb/Hy5UuLz923bx8jGDcYDFaJud3d3ZGSkgKtVsubf35+figqKuLdk3v+cXd3Zxw/kyZNwtu3b1FQUMD4YTw9PdGvXz88ePAA2dnZLEu0SCSqENdLcHCwWZbhv7tqNBq0bdu23CzEH1JFIlGFuNTs7e3x008/sWyc1qpWq0XPnj0r/HzatwqFAlqtFk5OThg4cCAWLFiAFStW4O7du9i0aRMWLlyIu3fvYsaMGUhJSWHnOWdnZ2RlZSEtLY2XKbRPnz4Wefdoef78udW13bVrVzaXHz9+zHT6FStWMC5f0z6syLsqlUreMwX/k23uY8/AlNuM7jvOzs6YM2cO/vrrLyxfvpyny1F9ifJi6fV63l5gY2MDe3t7HleqSCSCh4cHunTpggsXLvDW99mzZ9GkSROr/EoODg5lkt3r9foy9VipVIovv/wSRqMRp0+f/qB+kcvliIuLA/mnk15/qsGovNKpUyccO3YMRqMRly5dQoMGDSrUwVqtFnl5ebx77dq1CxMnTsSYMWMwfPhwDBo0CFu3brX43I0bN8LZ2Rlt27a1eH8uQbI14fQphL6mNSsri0dsZzQaMWrUKKvGlbLq2LFjkZubi/Hjx1skc/bw8MCZM2fw8OFD/PHHH3j48CGKiopw+vRpGAyGcu9PieJ8fHwwatQonD17lh3KBwwYAKVSicqVKyMwMNCs7yQSCTw9PVG3bl307dsXn332GQYNGoRGjRrB19f3k8hzadYFqsCPGzfObNxv3LgBZ2dn9OjRA/n5+Zg6dSojW5PJZLC1tUX37t1ZSuC6desiOzsbubm5KCwsxPTp0xEREQE7Ozur7bM0X0QiETM6icViaLVallpy3bp1vHGfPXt2hbLFccmWTeeiwWBAeHg4/P39WeraiRMn4uTJk2aG1vLKs2fPcOzYMfz888/ss4cPH2LTpk3s76KiIly7dg27d+/G9OnTkZmZiYCAANa3tG2UYE8kEsHf3x8uLi5wcnLCmjVrPupQfObMGasElR9KEG3p0KJQKFhmGR8fnw9uH1A6ptevX8fy5cuRlZUFBwcHHDt2jB0S/snlzp076N27N6RSKdvYqcGGm2XLx8eHR/xnifjVWqVZEHU6HVN0pFIpXF1dERERgbS0NLi7u4OQUgJFqVSK7OxsHDlyBJcvX0ZOTk6FUiSXVWnSBG6bpVIplEolW4PcDH8VuaeNjQ1EIhE6duzIlDoqO+jhu0GDBnBzc2Mkxx9SCgoK2P8LCwuxadMm+Pr6ltkma+T/NFmEqSwqj3g+JiYGO3fuRFFREZ48ecKUwEePHn30nCspKUGfPn3YMxo3bszedfPmzZDL5Tzy665duwIAc0JERkZ+8L7SsmVLPHz40GqbHj9+jB07dmDBggW8NV1cXIyNGzciODgYjo6O6NixI09Z5xpaw8LCMGbMGLx9+7bM9z9y5EiZByaa0VEoFCI0NBQODg6sP2QyGdzc3GBvbw+FQoG0tDQ0btwYCoUC48ePx/v37/HNN99AoVDA1dUVU6dOBQBMnz7d4prw8vKCo6MjZs2ahTdv3uDx48fYs2cPRo4cCWdnZ6bMR0VFoXfv3vjyyy9Rp04dVK9eHQMHDuTpcI8fP2YOho+pdA9UKpVITEzEpEmTcPToUeTl5aGgoIDtWcOGDcOSJUswdOhQi/cIDg7GsWPHMHfuXF5q+o9pj7XvXFxc2FoLDg7G0qVL8e7dOwDAq1evkJqaavYbT09PdOvWDWfPni13jcybN4+NkalO9SnE5TY2NizTXlnvp1QqkZeXh8WLFyMzMxMuLi5mSVkkEgk6dOiA06dPAyjNlPd3lLdv32L9+vWoXbs2xGIxS/vdpEkT/PLLL7h+/TrevHnzSXvvpk2bIJfLIZVK8dtvv4GQ0szRZenqlStXxsKFC3Hv3j28ePECb9++5eliy5cvh5OTExo2bIipU6fi4MGDPIJ4WmrWrAmdToeMjAy8f/8eRUVFMBqNiIqK4hnDt27disePH5dL4E11/v8mEvny2iIQCGBnZ1fuXmtvb49BgwZZzdRJCEG7du1w6tQpTJo0CYSUymFKzE1I6T6fnp6OL7/8kv0mISGB9atMJsPevXsBAL/99huqV68OQgjL/hUQEIAuXbpg7dq1uH79OoxGI65evcpbh05OTrhw4UKF9sUbN27g+PHj+Omnn7B3717cvn3bTJc0Go0YPXp0hfu3LF2ZmxjK1dUVDg4OSExMNLtOJBJh/PjxuHHjBjZv3lxmZkOdTofAwEA8ePAAAHDy5EnMnDkTrVq1QlBQEAgplZGrV6/G119/jcGDB6NmzZpQqVQQiUTQaDQsE1pUVBQmTpyIX3/91cwAa60YjUYsX778g2ShWCyGr68vI+Gn2Ustyb4qVapAo9Ggd+/erP8CAgKQkpJSXqa3/99gRAfI1CBy5coVLF68GK1atYKzszNkMhmSk5PRv39/ZGRkQCgUlun1JIRg4MCBPMX4Q9oTExODhIQENoDp6elmC4ceROgELm9SfawHSyAQYOfOnax9d+/eRY8ePT7aICUWi9G4cWMkJSWxjdr0Xu3atTNTgouLi9GxY0c28ct7jkajgUwmg4eHB3r27Ins7Gx07dqVfV+vXj0EBwezRePn58f6US6Xw9bWlin49vb2ZQoZ2n47Ozvm1aepGen37u7urN0BAQEWlYJbt27By8sLDRo0QJ06dTB16lQQUrpx+vj4QK/Xo0mTJjh9+jSmTp2KoKAgaDQadOzYEYcOHcKbN2/QokULODg4wMfHhx1+o6KiEBMTw6zwltovEAjg6uqKmJgYnnGuQYMGDFWTn5+P2rVrm/3eFFnETWVt6o10cXFB586dsWXLlnK9khUtly9fxpUrV9C7d2/IZDJERUUhIyODZTcRCATMeyCRSODr64tGjRph1qxZOHz4MGtHUVERfv/9d8yZM4e3cVWpUgU//fRThdpiNBpx/vx5rFy5Eg0aNPjgFPSW1pVGo7GoVKjVajY3/w6kR0lJCVME/6nFaDTim2++QWhoKE9JnjlzJn7++WekpKTwvDVRUVFo3rw5QkJCPvrAQn8XGhqKQYMGYffu3awfc3JyoNVq8eTJEzRp0gRff/01a+vbt28xbdq0D8lUUW47PDw8UK1aNVSrVo136KdVKBSyg5pQKGTZw4RCIQIDA6FWq2FnZ4fKlStb9L7+j7eJpcC1s7PD06dPKzQ27969w4QJEzB27FicOnUKX3zxBerWrcuTSXStVqlSxaqcp3uhUqlEcHAw+vTpg++++w65ubmYPHmyRTlkWh0dHdlBeMCAAUhKSoJQKPxgozUtRUVFaN++PfR6PWrWrImePXti8eLFGDduHDMKajQa6PV6SKVSJCQkIDk5GV9//TVLNR4WFobu3bubpR2nxmxL70GNn4sWLapQ20tKSpCdnW2WzpubJn7ChAmIjY1FUFAQvLy8IJVKUaNGDWzevLnMez9+/LjCRkmRSAQ3NzfI5XKGQKhTpw5GjRrF5mR6ejquXbvG7n/mzBk2b//66y/2eceOHdmc4OpJPj4+iIqKgq2tLcaPH4/nz59j5cqV7H03b96M7OxsDBw4EPHx8WwdSyQSDBw4kM3rS5cuoXnz5qhRo4ZVT25FHFqmcl4oFMLd3R2NGzfGihUrMHToUMycORM//PADjhw5gqdPn7L7CgQCVKlSBVKpFB07dsTly5cBlKLSu3XrZrHfpVIptFotXF1deUZta9XZ2ZmteZFIhNDQULRu3RrLly/nHXi4Bz46L+Pj46HVanHw4MFy5+DOnTshEol4GaoIKdWL7O3tzYzA5VW6N0ql0go7MTt27IhXr14BKD0Ubt++3WxdCYVC9OjRA507d8bJkyfLfa8PKffv3+etwbi4ONy+ffuT7rl06VKoVCp4enpi2rRpOHLkCJydnVFSUoKUlBTe+3l7ezPHnkAggJOTE4RCIWJjYzFr1izcuHEDQKm8uHv3boWMWOPHj8eBAwdQs2ZN9tnFixeZkdHb2xsuLi4sq2hJSQmCg4P/o5kf1Wo1T9Z9bLW0t3Krl5cXb/+0NJ+lUikOHDiAkpISM0MHNTpMnToVRqMRYWFhkMlkiI6OhoODA8RiMTZv3oymTZvi4cOH7J0MBgOaNm3KdAqZTIYmTZrw+tjR0dHqXKOoTaFQCJ1Ox4vY+NRSXFyMdu3aWZSDLVq0sLiuqRPl+++/N8u4aUl+UWRUtWrVQEipLA8LC8Pp06cxZswYhIeHw8XFpdw5FxcXx4twOH36NM+5J5FI4O/vj/DwcOacCg8Px9ChQ7Fv3z6mW3xsmTdvHjNQfUgNDQ2Fra0tgoKCypT3EokEEokE27dvR/Xq1Zmt4smTJ+jUqRPvzPY/9/n/DUZ//fUXUlNT8cMPP+DLL79E+/btWTrdxMREjB07Fj/++KMZYmjVqlVwdXXFxo0bmVfDWi3PA2ipHD16FGKxGI6OjvD19YWXlxdq167NJjlX+FBFgVq2y2rLpwhmlUqFSpUqlam8cttUkWeJxWJmpOFu9GKxGAqFAjNnzjQLSzp69CibzKbQQ1OhTIWRh4cHVCoVbGxs4OXlxeCxXIHu4OAAhUIBlUqF2rVro127dggPD7eKqOF6Rrt06cIEIYXXm3rE9Xo9lixZAkJKN63s7GyzcS8qKsK0adPYbw4cOIDZs2dDo9GgTp06iIqKQuPGjaHX65GdnY2SkhKcPn0a/fv3N4P1i0QitGzZEr/++isAYOvWrWjQoAGUSiWioqKwbNkyrFu3DmlpaQyhkJKSwlIJS6VS+Pn5IT09HaNGjWJGlWXLlqFbt26sH7h9QsfA29sb06ZNw+TJk2EwGBjaQSaT4dixYx+0Fsoq165dQ4sWLcxCBOmYOTs7Iy0tDWPHjsX27duZklJeOXHiBAvd+Pbbb/HLL7/gzz//ZAey48ePY968eQBKFb/169ejZcuWcHV1/aA1xr2WGjGkUilDEXLfydpBjHo0zp8//7f16/+VUlJSgpycHBw7dgwHDhxA7969IZFI0LFjR3h7e/NSk6pUKha2RcdRq9Wid+/eTEZVBH2k0Whga2sLkUiEatWqYfjw4RgwYADevXsHo9GIP//8EwDw4sULDBkyBAkJCUz59Pb2xvjx4+Hg4FCmgdpS1Wq1Fg+zlsKYuag6kUiEwMBAZkhbuHAhSkpKsGnTJnZdpUqVoFKp4OXlheTkZBBC0K1bNxiNRjRo0ACdOnUqdxzWrVvHQ/3odDpERUXBxcUFDg4O7EC7YMECfPvtt+jcuTN8fHx44XBCoRCdOnXC1q1bce/ePXb/q1evYsyYMWz/o9dTAzlX+eFWuVyO/fv3Qy6XY/369XBycvroufbixQvcv38fRqMR+fn5SEtLQ506dVi7bW1tkZSUBKlUyjMiL1iwAPHx8cz4azQaMX78eJ6yR8fJGspKo9HAy8sL0dHROHHiRLltfffuHS5evIi9e/di1qxZsLGx4ekOtra2SElJwYsXL+Dk5MSQsQEBAWV6Ss+dOweDwcCUdWu6AhddQevSpUtx5swZnjF3yZIlvPs/efIEhBC0adOG9/n169dx9+5d5oAyNRp06tQJSUlJUKlUzABTuXJlHiLmypUriIqKQnJyMrKystC3b1/Mnz+fp/vNmjXLouw2XVsfsna5aFxaZTIZsrKycObMGbx79w6Ojo6sP5OTk9GyZUvIZDI0a9bMDNVTUFCAbdu2IS0tzczgq1QqoVAoYGNjA4PBgPj4eBgMBosyTaFQYPLkyRbTpufl5WH79u0ICQmBQCCAWq1mMkYsFmP16tXlzsGjR4/yEHe0Ojo6Yu3atezeHyIDpVIpOnTo8EGh8SNHjsSbN28AAIMHD+bdi44PlVcfEq5aXnny5Am+/vprLFmyBDNmzMCoUaMwduxYZsT6kGI0GjF16lRotVp0794dISEhKCgowOLFi1G7dm0ApWteo9EwHVkqlSI1NRUSiQRarRZKpRJ2dnbo3r07ateuDYlEgsqVK2PSpEn4888/K2QwoqiM3377jdc2irr08PBAcXExfvjhByxcuJDJShcXl09Cl31MdXZ2/qAQYGu1rPMfNXqXNY/lcjn27t2L58+fM2cM9/c9evTAy5cvGTKPEIJVq1YhMTERcrkckyZNQmxsLFvfv/zyC5NZDx48wI4dOzB58mQ8fPgQT548wfXr13H27FmLTp49e/bAwcEB48aNQ2BgIHJycj54LpZV+vfvD19fX7i6ukImkyEuLo6Fzu3YscPMqEnXX1xcHIqKilBcXGzRYW2p+vv7szW8a9cuHvXL7Nmzzc6Ols4PNJzu999/R/fu3REREcHWDwUBdOnSBRs3bsTjx4//1r6ixWg08uTS3101Gg0yMjLMwmCBUkTpxIkTqfHx/12D0du3bzF8+HAmpKhyP2LECOzfv79c6+CpU6dQXFyMhw8fYu7cuRUamGrVquHIkSMVbmNSUhIIIcjMzMTjx48RExMDiUSCIUOGQC6XQyQSmSka9GBeUQjnhx5KuAtKLpczZUcqlaJRo0a871UqFXx8fKwKUtNFStvP/ZwiZXbs2GEGp8/KygIhpYcsal2nCqolDwI18nh7e/MUFa1Wi5SUFHTr1g3Lly9Heno6U34sCXr6mY2NDaZNm4bs7Gyet4GrJNN2VK5cGVWrVoXRaERGRgaaNWsGBwcHiwibw4cPIz4+HoQQREREoKSkBPPnz2cW7sTERKxfvx729vZo1KgRHjx4gK+++gpisZjnjXZzc0O/fv3g6uqKI0eOsHCC69evIzIyEtHR0bhx4wYePXrEi8/t2LEjCgoKcPz4cYwcORKhoaHsUDlnzhysWLECNWrUsDqu2dnZZSoXf0eo040bN9CpUyfeoSomJgbNmzdHly5d0K1bNxZj/3cUo9GIffv2oWnTpuzATOe/tTViekin42N6HQ035BovPDw82MbI/Q31yFt6Vnx8/N/2vv8Xyo0bN9C4cWPcvHkTPXv2NDNI29nZQavVQiwWIykpCdOmTcPZs2eZQXH79u1Qq9VQq9WoVKkSpkyZwpAgFfFiU845X19f2NnZQSwWIz4+HmPGjMGhQ4fMDmLPnz/Hr7/+itevX+OXX34xC5P4kErDS7mfubu7Iz4+Hg4ODsxA4OzsjLi4OObRFwgECAwMZO8pl8vRt29fXLlyBVKpFGPHjmUImYyMDOTm5uL27dtQqVQ4fPiwxXF4+/YtBg8ejNDQULi4uEChUMBgMGDDhg0ASmX5hQsXsGLFCnTq1Ik928vLC61atcL8+fNx6tQpFBQUIDc3lyG3nj9/jiVLliAuLg5SqRQODg5QqVQ8Yww1+NEwJmv9lZCQgO3btyMiIuKT553RaDTzohJC0K9fPwQEBCA6Oho9evRgYQUXLlxAamoqEhISIBQKcfXqVYuIAGo04iKLTedbeno6RCIRevfubZXfhFvevHmDatWqWTSojRw5EkVFRVi1ahX0ej0zPpQVgvjmzRtIJBJcuXIFERERPPmo0WiQm5uLly9fYvv27Zg1axa++uor7NmzB8ePH8fBgwcRERGBtm3bYs2aNRY94EajEWq1mocu4pb379+zfuMi6Qgp9bz37t0bAoEAYrEYPXr0qPAeQcPwvb29Ub9+fQwfPhxr1qzBhAkTPnqNuri4wN7e3uphkqJvNBoNatWqxeMWNBgMWLVqFfr37w+lUom0tDT89NNPFvfWgoIC7Nu3D/Xq1YNOp7O4/8THx6Nfv34ICQkBIaX6sFqthpeXF8aPH18mUv7bb7+FXq9nSLf4+Hj4+flh/Pjx5TpnfvvtN+h0OhbOQdskEolw8OBB9O/fv1w5Z20tcPuVyxtnSTd0cnLCpUuXcO/ePZ7B0vT+BoPhb0Vc/B2lpKQEgwcPhqOjI3bt2gWlUsmccj179sTQoUPZtfv27ePtBy4uLmjbti0kEgnbD+kB8ty5c/jqq6/QqFEjyOVyBAYGYuTIkThz5gybZ8XFxRYNipbaSCk2LCGYnz17BhsbmwqjE011nw+ZG6bXUMdQWdd9DDcnt6pUKh6KmNtmuk/Hx8dj5cqVPIcxbeOdO3fw+PFjRkGQnp6OP//8E8ePH2dcr0KhEPv27fukuURRupcvX64warii5cCBA+xdmzZtipycHHY+lMlkaNeuHQYMGIARI0bAxsaGN37Ozs68s5Jp6LapHq5SqXD16lXmlNi4cSP7rdFoZOHF1HBlacwGDBiArKwsrF+/Hrdu3eIBNgghqFWr1kejkT+mHDlyhOcY/1A6mIpUpVKJoUOHWlyj5P9Vg9Hly5dRp04deHp6MvRD48aNPyqko6ioiBldoqKiKiSkXFxcsHjx4jI34devX7PJrtPpUFJSgvfv38Pd3R1arRZHjx5FtWrVWLgUd7MVCASoV69ehcLULC22D6lBQUHYu3cvrl+/ji1btmDEiBFMeFELblmoi7L6i/7G3d0der0eqampZiiKH374gUfYyvUKWVOuueFXcXFxrP9oH3IJPrk8PPT3Dg4OaNSoERITExEVFcW8a1xyWaVSCZFIhE6dOqFatWpYu3YtYmNjAZRa/b/44gukpaWhR48euHnzppmiZzQasXv3boSHh+Orr74CUBoOlpubi5o1ayI5ORl37tzB/9fefYdHVXx9AD+TbJJtKaSQkEASCARC6IYeeu+9I70jTXoTUEBAQIp0VHoTpIPwoymiKF0UlCKIgnSIlPT9vn/cvfPuTSOEQBJyPs+zj7LZ3Ux2Z++de+bMmbZt28p0frV9H374IR49eoTly5fLk4m9vT2mTp0q+3hUVBTee+89uLq64quvvsJvv/2G1atXY/DgwShfvjz69+8vD4bbtm2Dt7e3JuBh+36o9VJs3+Py5cuna8Am4Xvz/fffY9WqVZgyZQp69+6N+vXra5ZNpqeTJ09qCtXa3nLkyIFq1aqhZs2aqFixIsqWLYv8+fMnKlBXpUoV/Pjjj5g5cybc3d1lKnrCDCLbga1acFs9AaqP9/f312Rz2f6egwcPvpb3ICt5+vQpxo4dK49rdnZ2MJvN8PHxgZubG4QQ8PLywoABA7Br164U67LcuHEDFStWRM6cOeHq6ooqVapg2bJlKFGixEsdJ9WTe2BgIIoUKQIPDw84OTmhSpUqmDhxopwV/P7779G+fXs4OTmhevXqWLduHWbMmAFPT88Uix7a3mwHo05OTkmm4Nvb26NGjRqoU6cOXF1dsXz5csTHx2PXrl0yG9PR0VH2LxcXF7i5ucnAuIODA5ydnWVx2BkzZiAkJOSFS7CfP3+OqVOnwtnZGRUqVEDNmjXh7OwMo9GIKlWqYOTIkdi6dWuijFyLxYLPP/8c8+fPx9atW9G8eXM4OjqibNmy6Nq1K4xGI5ydnTXL6/Lly4fixYvD09MT3333HTp16pTiTG9YWBjq1q37yv3PNohge7ysUKECSpYsCYPBgJMnT+KDDz6QGUUNGjRA7969odfrZVbNgwcPZK0JtR+rgcCkZmITjjE8PDywevVqOYuf8BwTGRmJKlWqaGa1HRwcIIRAly5d5OxyXFwcihYtiilTpmDEiBEIDg5OcjMCQJns8Pb2hsViwblz52RfbNmyJYQQiTK1bT169ChVkwmTJ09O8edq0XH1bwoICNB87qVLl8bXX3+NNm3ayIwU2wBUUm2IiYlJdhLx9u3bMpPM9vuV2mNDzpw50bBhQ1SrVi3JYEahQoXQoUMHOYmkvr6DgwMqV66MI0eOoEiRIjAajShXrhx27NiR4lj2+++/R+nSpZEnT55EF9s5cuTA2rVrX3pS5/bt2zJbo0CBAnj48CHi4+NTdUF18eJF5MqVC3ny5En0vvXs2RPz5s2TGYjJvYeOjo6YN28ezp49i9KlS2u+f15eXnJS4EXj8zZt2sgabWqf8fb2xqhRo9C1a1dMmjQJ3bp1e23ZBC8rNjYWnTt3RmBgIC5duoTatWujd+/e8ucVKlTQ1KEEoKlBVaFCBVSqVAnDhg2TkyhCCNSoUQNOTk6YNm0aYmJi8OTJE2zatAlt27aF2WxGQEAAhgwZgqNHjyIsLAw///zzC9saExODRo0a4Ycffkjy55cuXYKTk5OmWLDt2CelW0rnRtvxVHKPUSe4U/odJpPplTYUSu46y2QyYefOnRg1ahSCg4NhNpsTfQ+KFSsm30N1CV+NGjXw+++/a4qDd+jQIVPWnjxz5ow8tgkhMHv2bACQy/CcnZ1hNpuxdetWAMo1UokSJZAjRw7odDo4ODigQoUK8rh2586dRMcuFxcXeZ4pWrQoLBYLrl69Cjc3N3z22WeyLadOnQKRMhb78ccfcfv27ST7Rr58+fDgwQNNRq3FYkF0dDQiIiJw584dTdbSm3D//n35+au1ANPaH1O6CSEQGhqKJUuWyGM4ZdeAUVLi4+PT/EVTZ2VWrFiB9u3bv/AApd6v1+vRu3fvZIuJ2Q4e1PXq8+fPR968eeHi4oK9e/fik08+kcurgoKCNAcaV1dXfPTRRy9cpmZ7YE3rkjUvLy9MmTIF//77r6y7o9PpZARZLbCW1sCRwWBA06ZNodfr0bdvXxn9tlgsmDx5subE0bFjR/l71AFwcmuWbQf0tgd09X1UB+lqMbOaNWtqdrUIDg6Gn58fihYtir59+2LMmDFYv3493nvvPTRt2hTz5s3DvXv3sG7dOk0GSFRUFC5fvgyDwYBChQolO2sVHx+fKCvtyZMnqFixImrXro19+/ahXLlyMJvNeOedd9CtWzdZ8Pn27dvo2LEj6tati/Lly6Nw4cLo3r27Jnq8adMmuLi4YNCgQXj+/DnmzJkjgy89e/ZMNEjr1KkTfvzxx0QDZNsMGfX91Ol0mDRpUprqeGUGcXFxmDt3LoKCgjQBsYIFC8Lf3x+BgYFyeZGtqKgoPH36NNFNPdn17dsXRYsWxezZs5NdQhkeHo6QkJBkl9LY9l3bmQaTySRrD2RHP/zwQ6KlDHq9Hm5ubmjZsiWWLVv20nUiYmNjMWHCBDmTbzAY0KpVK3z99deai5PUnog9PDxgMplgMplQsmRJlCxZEiaTSX5nypcvj3Xr1mkGIwcOHHjpjKOKFStqvr/q8V3tU2rgPEeOHOjcuTNat24Ng8GA9u3bw2g0wmg04uDBgxg9enSyNfumTJmC+Ph4xMTEyKBCUuLj47F69WpNAN/b2xsLFizA6dOnU1zm9OTJE5mxY2dnh4CAAIwbNw7Hjx9HhQoVYGdnBw8PD8ycOROrV6/GqFGj8Pvvv6NSpUooUaKE/Lx79OgBIUSitH8ikllJZrP5lWoPbNy4ETVq1EDXrl3Rpk0beHt7Y9iwYTKQ1bdvX5nFdPHiRbRq1QoA0KJFC0ydOhX29vaoU6eOPGaePHlSfk5qsEg9V9kW107qljNnTnh7e6NatWpYtmwZPvzwQ9nOmJgYNGnSBDlz5pTZpZUqVUKVKlU0y0lUu3fvhru7Ox49eoRr167JXT5t3bt3D1OmTEGLFi3kfWvXrgWRMsNrMBjSJTsjuWCVrRUrVmjOR7lz59YsHbG3t0f//v1x/PhxdO3aVS7vOn36NGbNmpWmpRgHDhxIlLGtZumlVI9H/XzVCYKEF5Z58+ZNVG9KPdarF8rq8U6tm1KkSBGsWbPmhYVWZ8yYgfz588uNAQwGAwIDAzFmzJgUg3sJ/fbbb+jXr5/M4qtVq1aqi7wCSu3GoKAglCpVKtEY0c7ODmvWrIHBYMD27dtRrly5ZMeRoaGhGDt2LDp27IgiRYrIx/n4+GDGjBlYuXJlouyjpG7qOVXNCvHy8sKPP/742ial0iIyMhJNmjRBaGgo/vnnH6xbtw7e3t4yE8NiscDZ2TnRMro//vhDBmRMJhMKFy6MgQMHamrI6HQ65MiRAz4+PihWrJhmmWtkZCR27NiBLl26yHOJvb09Jk6c+MIL6MjIyBSPAUeOHIG9vT0CAgI0k7C29cFeZYLb0dExxV1p1UnilLL+Onfu/EoX6qVKlUpUysHd3R0HDx6ExWJJsuA9EWHLli14+PChDPjZ2dnJ66Bff/0VX375JVq2bIk5c+aksUe9HtevX0fZsmXRrVs3rF+/Hnfv3pU/a926tWZM8Ndff8mfPX36FE2aNJG7/JlMJtSsWRPXr1/H+fPnZQHvhJ9PWFgYFi5cKI/hO3fu1Jz7Bg4ciNatW2sycBcvXqx5nUKFCsHLy0suscxM4uPjZZ3D15Fl5OTkJOveqe+pdUUJB4zSQ8uWLVG4cGE5k2c2mzFu3DjNiSepA5NthLBSpUqag/Iff/wBIkLfvn0hhMCXX34JADh37hyMRiO++OILGI1GLFy4ECdPnkTu3Lnh5uYGd3d35MmTRzNwMZvNCA4OTtVBLqmL0NTe7O3tYWdnhxYtWmDUqFGaGizqgKlOnTrw8fFJ9LwXvbZaO6Rt27aoW7cu3NzcMGfOHHmCsi147OLigp9++kmTFaK240VZV0kF+xwdHTFlyhTExcXJYo85cuSAu7s7fH19cfr0aU1a7t27d2E0GnHixAkZnV2zZg3Cw8M1/eaTTz6Rn5NaDye1IiIiULZsWVnb6v79+/KEbzKZcO7cuVS/1uXLlxEcHKwJiqhbJw8YMABz587FokWLMH/+fOzcuRNxcXHyIK++TytWrJDZAuoFjbu7OxwcHBAYGJjscpWs5OnTp/jzzz9feV13TEwMqlatiqZNm+LevXuJZsfUE4Gbmxu2bNmSbHaT7c32NTw9PfHrr7/i2bNn6b5VfWZmsViwZs0azfLQEiVKYOvWremSOnzkyBH4+fmhTp066NixI5ycnNC/f3/s27fvhXXskjvW2BYz9/T0RHh4OCpUqIAcOXLAbDajbt26GDRoEJo3b46CBQu+sNBmcsd0Ozu7RMt9c+fOjSJFimiycoRQdgnMlSsXmjdvDovFIuu22NZDUdtte4Fw7NgxGI3GJAOWT548wU8//YQ9e/Zg9erVmDNnDsaPH4+bN2+m+J7/8ssvmsKPBoMBP/zwA0aMGCHr3M2YMUMGWGJiYnDmzBn4+/ujVatWMvizfPlyudvbjBkzZGp/Usd+nU73UsdPW2owIyIiAlu2bEF0dDQ2btyoOZd06NABf/zxBwDI2fYOHTpgzJgxKFy4MIxGI5o1ayZfU52AUd932+zXDz/8MMVlHLVr18aAAQPkcVrNJOvYsSMKFiwoH9etWzfNUpOELBYLqlWrhlGjRiX73vTt2xe5c+dG06ZNNWOZ/v37Y9myZShWrBg2bdr02jJPE7p06RKGDBkCvV4vj6m2WWZ6vR5msxmffPIJLl26hPfeew8GgwHOzs7w9/dPdtlbSuLi4pLcRcxsNmPkyJEpBo50Oh2MRiNcXFw04xQPDw8sWrRILlm0HZv5+fmhb9++8nvu6emJ4OBgtG3bFoGBgcibNy8WLVr0UsGfV6Fu2zxu3LhU1TGydevWLYSGhqJSpUqJggJCCLz77rvIlSsXbt68iS5duqRYTqFLly64cuUKunbtKu9btGgRAGDevHkvNTmqvt92dnYICgp65WK26SEiIgJVq1ZF2bJl8eDBAzx8+BA5c+bULL25du0a7O3tkwywdu3aVV4Q1qlTR2ZhJMxcdHNzw6hRo2AwGNC3b1/8/fff8n2Mj4+XxdbVfl26dOk0fW9sqcHe0NBQzdIkdet3dXyasJDzy5x3Z86cmWLh65SWoNnZ2WHp0qXyHJKW4JEaFEt4/8iRI3Hw4EF88803WL9+vQzK+fn5YcCAAXj27Bn++usvhIWFgYiwbNmyRO+fujNdZpHSrn+DBw/G2rVrUa5cObi7uyd6XHx8PEaMGAFnZ2d4eHggMDAQJpMJn376KYYOHZrke+vo6ChLeaiuXLkCQDk+bdu2Lcn2DBo0SPMZT548GStWrEjHdyJ9LV26NN0yjGyPt+p3KjQ0FNu2bZPLXYkDRulj/Pjxcl3/xYsXUbNmTZQuXRrdu3eXS8aS+2DVwblaJNrf3x/z5s1Dx44dodfrER8fj1WrVqFv374AlC+Qm5sbfvrpJ3z33Xfw8PDAoEGD8ODBA7Ro0QJubm5wdXVFSEgIzGaz/PAdHR3h7Oz8SimVqTkQq/91cnKShRqJlGVlXbt2hZ2dHVxdXeHv76852KtZROq/kxpYqQGpAgUKYNmyZShUqJBcEqd69OgRWrduDTc3N2zcuBElS5ZM8qSS3LrnhL+PiGTx82PHjmHTpk348ccfUaxYMdSuXVsWS7Q1evRo1KlTR3PfqlWrUKlSJc19al0EIkL9+vVfqs89efIELVu2lG09ePAg+vXrJ983f3//VKVNWywWrFixAkWKFIGLi4uc5XzRTJpagO+dd94BEcltWAcMGACz2QxHR0cEBAQgICBAppR27NhRM7uQnd27dw958+bFuHHjMG7cOFkXSb3lyJED+fLlg6+vr8zSS2pmzLZvq0EjnU4Hd3d3jBgxQi5nzA5u3bqFzZs3Y926dVixYgWWLl2KBQsWpOsA/969e3I7+ZUrV6JRo0Ywm82YNGkSJk6c+MLgd3LnAZ1OJ3dry5MnDxwcHFC6dGmULl1ak9mjFqdXZ3Z1Ol2qd2dSl+yGhITIuiHq65hMJlk7SO1Xar03tV6ZOvNZunRpWRMqoZ49e6Ju3brpMmCNi4vDN998g4MHD2LFihXo0aOHLNCsXkAmzF7ctGkTzGYzJk+erGnD+fPn5fuwd+9e7Nq1K8X6J0SE+fPnv/LfACjBICcnJ1k3oUiRIon6ZI8ePTBmzBiZ0RASEqL5ealSpeSxXS3WrmavTJ8+HUFBQcl+5mpmrtr/GjRogKCgILl83NnZGdu3b0/xb4iPj8ehQ4eg1+vh6+ubZPbI8OHDQaRc2NnO3kZFRaFTp07w8fGByWR641kaz58/x7Bhw2AymWTQSK0fRaRknwQFBWHz5s3yfEykBGrSujNWwh231Jufn5+8wE7uYlfdjMPOzg4GgwG5cuVCvnz50KdPH81W5ur4Knfu3Dh8+DDKlSuH4OBguclFbGws1qxZgyJFisDHxwfTp09HREQE4uPjk8wQywzu37+PsLAwVKlSJcnsWjVjLiYmBn379n3hzrUDBw7Exx9/DJPJBL1ej6+++gpHjhxBpUqVEmVEp3TstJ2QKVu2bIZekN+9exfvvPMOatWqJZdTJ3Xc3bFjBwoXLpzka1y7dk1OSgkhMGXKFJhMJjRs2BAjRoyAvb09cuTIASEEWrdujcuXL6NmzZpyY5UdO3Ykek2LxYKYmJhUZQC+yJgxY+Dk5ISyZctqJpjNZrM8HxoMBmzYsAEffvhhmi6cZ8+ejbZt26b4GDXYnNTPevXqhSlTpsDe3j5V1xPJfdcT3ufi4oLr168jNjYWT58+RXR0NJYsWYLvvvtOvj+RkZHo3r27LGieVe3du1de49aoUSPZxy1btgwGgwGhoaHw8/ND7ty5UbZsWfTs2RNCCDk2tv2sli5d+lJt+e677xJlURcsWBAXLlx41T/ztbh3755mZ72EfUkttxMUFISFCxdqMrKSq81rO/Gpfqe8vb3xxRdfgDhglD4OHz4sD5LffvutfMNnzZqFHj16IF++fLJGTnLrZHU6HYoVK6YpjObn5yeXop09e1b+vgYNGmDmzJkA/j87pGHDhoiIiMBnn30Go9GIsmXLwtHREWFhYUl2jtQeYIUQSW6tnNxjif4/WpkwZc7FxQXLly/XnHzV2WPbYFPC9ib8t7p+f9GiRZgzZw7c3NxQr149zczGl19++cLUVXWpWnLvhW3bq1atin///Re//fYb/P390blz5yTTbx8+fAhnZ+dEy8hWrlyp2WrU1uLFi+Hi4vLSJ9qbN2+ie/fuEEKgYsWKsFgsePz4MTZu3IgOHTqgUaNGL/2aGzZsgLOzM4YMGZLiUrL79+/D0dERU6dORcOGDWXgTM1I0Ov1cheEHDlyICAgAM7OznB2dsaSJUuSXYaZnfz6669wdnbG4sWLUahQIeTIkUNmQai3CRMmYMmSJfJiUU3TTmqgYZtFoj4+V65cKdboYS/PYrFg7ty5MBgMmDhxIg4dOoSyZcvC29sbo0ePhre3d6rqx6nHtYSfpbqRQFJbS/v7+6NKlSpygKrWInJ2dk5VrQfb36Een+3t7VGyZEnkzZs3UY0yNV1e3djA3t4enTt3xrJly6DT6eQFihoAefDgAby8vLBp06Z0e7937twpJxMcHR2RL1++RMsa4uPjMX78eDg7OycZkLBYLLKe28OHDzF16lTY2dkleY5Q6zURERo3bvxKF4exsbEIDQ3F8ePHUaxYMbi6umq2iVe99957GDZsGLZs2QIiZZMEWxEREbIeFZGSkayeKx0dHeUS6KTOmf7+/rKodIUKFeDo6Iht27ahcOHCKF26dKoyfmJiYtCqVSv5mkllGalLw5csWZLoZ7/88ot8bkYNwK9evYqCBQvCbDajePHisg8QKcEhd3d3lClTBgsXLsSCBQswYMAANGvWLM27T969ezfZXVzVXVTV3eeSu6n1CXv16iWz0lTx8fHy9dUJoqlTp8JgMGDs2LHy/B0XFyeXcrm5uWHs2LHImTMnTpw48crv6esQERGBypUro0KFCrKeEBHJgq9CCHTt2hUWiwWDBg1KdPxM6tzYtm1bmZ3ZoUMH3Lx5U7P0SF2mllIGmO2tf//++PPPP9/4e/PXX3+hYMGCaNWqlRzbqcVwE7Zn8uTJaNOmTbKv1a9fP9SqVUsGntW+2KlTJ+zevRtGoxFFihRBmTJl8O233+LgwYPy+GM0GlNVtyitLBYLWrVqBZPJhFq1amm+J+rkijqB3LdvX3z33XcYPnz4S2/iU7RoUYwfP/6lnqN+f4mU2kIXLlyQk3pJ7fqXlpuHhwdWrVqFqlWrpjjh9cUXX7wV47vIyEhMnz49xcccOHAArq6uqFixIkwmE+rXrw8nJyeZfb169Wq88847mrHyy+xq+N9//6FRo0aJPouaNWu+4l/3+ty6dQtjxoxJcpMmnU6HkJAQ6PV66PV6LF++HL///rvMTkvuWOnj4wOz2SwzuG1+xgGj10FNbfvkk09w//59eHh4oF69ejJoZBsUSnizt7fXRDmFEKhevToWL16Mr7/+GgAwbdo0NGnSRK73fPjwIapVq4bixYvjxo0bOHnyJPLly4fy5cvLIpsJf4+6dCi1BzC9Xp/i2t+kDqbJpcqrhUjVx06ePFnOGtsebJNqt+3gwcnJCY0bN8alS5fQr18/6PV6DB48GA8fPsSBAweSrN2U3N/s7+8PV1fXZH9uNptRv359uLq6Yty4ccleRHz44YeoXLlyovu//PJLVK1aNdk+s3PnzjSfgM+dO4fatWtj9+7dmvvVGYqXdenSJRQvXhxly5ZNsd5L+/btceDAAdy8eTNRyvuaNWvg5OQEvV4Pf39/6HQ61KtXT27hajKZ8P33379029426q4mQgg0a9ZM1vywLbZeqFAh9OzZEzlz5pTfiZw5c2oKQ6Z0GzNmTEb/mW+l06dPIzg4GFWqVMGNGzewefNmFChQAPny5UPhwoURHBycbEank5OTDEinlJWk1g5SA0geHh4IDw9HsWLFULZsWVSqVAkNGzZE+/btkT9//pcqtqvemjRpgk6dOsnfJ4TQpMs7OTlpzlm2NQcGDx6Mo0ePokqVKjLTc9WqVciVK1eatodOaPPmzZpzQsWKFRMF6v/77z80adIE+fLlw/nz55N9LXXHpdu3b2vODUkFjZycnGRtHz8/vyQzSVPj33//xd9//w0A8PX1xc6dO5N83LBhw9C/f38AgJubGwoWLJjoMZs2bdK0sV27dvL7r9PpMGrUKEybNi3ZflS1alV4eHjgwoULOHHiBAYOHPhS9eViY2Plsufly5cn+vlnn32G4sWLJ7v8s0GDBrCzs0uXDIS0evr0KVq0aAGTyQRXV1esXbtWLs0TQqBOnTowGAx499135ef2KuLi4jS7xxIpSzttN+oIDg5+4aScOnasWrUqjh49iuXLl+PJkyeIjY2VgZA8efLgwYMHOHv2LIoVK4YSJUrg/PnzGD9+PCwWCywWCw4fPizrIZlMJuzbty8d3tX09+zZM9SuXTtR9qRtJkfjxo0RHx+PPn36yCW16s/Cw8OTDdo7OjriwYMHWL9+vVw6r37+6s56qTmvqnWN3pSLFy8id+7c6NWrl/yORUdHo3Dhwpg2bVqix7dp0ybZmnKAMuFoMBjQp08fOQZW3+OLFy/KOpUmkwk3btxAbGwsfvjhB0ycOBEVKlSAr6/va62XGBkZibJly8LV1RVNmzaV2ezqZ9O6dWv5uRcpUgQ3btzApUuXEpW8eNFNp9MlWonwoqCP7Q6MJpMJv//+u1wi5eDgkKjQflpu6vVTlSpVMsUyyNctNctmL168iHz58iE8PBzu7u5o0aKFXBoYGhqKR48eyTplRMo4+WXEx8cnWUMqqVqlmUVMTAy+/vpruSmCm5ubrHdpZ2eHcuXKwdHREWazWdZuOnfuXJJ18WxvtsXXrWNVDhi9Ds+ePUOBAgUwffp0HD16VKait2jRQl4cJswkSOrWsGFDdO/eXRN4adSoETp06ACTyYQqVarIwEV0dDS6d++OXLly4eTJk3j8+DGaNm0Kb29vmdpsOygpXry43EoztQcw9eT9olkY29lpIkq2cG+JEiXg6OiI8PBw3Lp1S86QJrUdecKDNZEy8DKZTPD29sbhw4fl9sTqmv+//voLxYsXlyeVpOoyGQwG2Nvbw8fHB46OjujWrRtGjx6d7Gz9gAEDkv3cnzx5And3d+zfvz/Rz7744gtUr149xX7zqmnOL1vMNyWRkZHo3bs3cuTIkexyhW+//TbFi8LNmzfLz06n08HLywt169aV/cHOzg6DBw/Gf//9hwsXLmSreju2OnfuDCLCzJkzsWjRItjZ2WH79u2agqbqAMXNzU0OiOzs7DQzakld+AohYDabs3Uh7NfpyZMn6Ny5M9zd3bF48WLExMTgk08+0dSnM5lMyW7pntoZbfWWP3/+RMtJzpw5I2sulCtXDl26dEnTALVy5crQ6/UoU6YM7O3tERISgl69emHBggX4/PPP8emnn8LNzU2TBu3u7q45vr/77ru4d+8eqlWrluKxMjXOnz+v+V19+vRJdIy4evUqQkNDUb16ddy/fz/Z13r+/DnatWsHImVJSZEiReSSrPr162suLm2XcavLfh0cHORSn7RQN2dIzrhx49C9e3cASrZR3rx5Ez1m2bJlic6Btjc3Nzf07ds30YYEtn0sKCgIN27cSPOsdGxsLNq2bYtevXol+tnq1atx+PDhZJ979OhRBAYGpun3pieLxYLp06fLrLnChQtj+fLlmsLRBQsWhMFgwIQJE9LlYq1evXqaz8Te3l5Tg8XOzi7RkoGkjudqQNfBwQE+Pj44duwYYmJi5DguT548uH//Ph48eIDRo0fLCQZ1l6B///0XHTp0QIkSJeTSuDVr1rzy3/c6REdHo0WLFvD19U00HlMvZNSt4Rs3bizrr6n93dPTM1GBe3VsWbZsWVy5cgXNmzeXGZ1ESs0vdYMTInrhON3e3h4HDhx4be9BXFwcIiIicOLECXh4eGD06NGaceKUKVNQpEiRJLPdQ0JCklw6Zmvo0KGoW7euXKI5YsQI5M6dG3PmzMH27dvlTs2dOnVK9NxHjx6lOfsute7evSt3s27fvj1q1aqlOaZ16dIFBoNBlrRYu3atLAj8sue/nDlz4tNPP0X16tVlNuqLbk5OTjI7bfny5Thz5oy8TnJ3d0eHDh3SdC5O6tz8NmQSpYe7d++iYsWKKF68OEJDQzUrVmrVqoXff/8dxYoVk/cdOnTopX/HrFmzNNeM6g7Xmd3NmzcxZcoU1KtXT8YNnJycUKlSJeTOnRseHh4y4xgAfvzxR00Wp+1NLU9icx8HjF6XY8eOYfr06YiPj8d7770HIiWCr+6MRUSaTKLkBoBGoxHvvfee5kuhPrZy5cro2rWrnLFTB0ImkwmLFi1C3bp1ZacJDAzEu+++q5ktzp07t0xJTe2By97eHtWqVUux0GbCk7o6yElYsFUtUO3o6Ah/f3/kzZsXc+bMSVSMzmw2J3p/1JNE0aJF4eTkBEdHR4wZMwbR0dHYtm0bgoKCEBISgq1bt+Lq1asyZdT2d48ZM0bOqvj4+ECn08HPzw8ODg5J7gik3ubPn58ouLN792588sknKFOmTKKfHT9+HIMHD0aZMmXw1VdfvbE+mB7WrVsHZ2dnDB069KW3kLRYLFi0aJEc+FatWhXFihXTDP7y5MkDPz8/VK9eHUOHDn1Nf0XmNmDAABApAdSpU6dCp9PhyJEjCAgIwL59+zTffXd3d5m1klw2SVJLOtOrHgtLLD4+Ho0bN5ZBFr1ej9KlS2uycnQ6ncxYSW7gaRv8s/1svby8Eh2P/P39sWzZMpw9e1YeV/V6Pdq2bYtp06bBaDRqasil9iaEQK1atbB582Z89NFHCAgIkEvtBg8ejDZt2mDu3LkoVaoU7O3tZZ0tvV4PZ2dnuLq6olChQvjiiy9gMBheadnL//73P1kDsGfPnti3b5+mds7Bgwfh7u6OgQMHpmpHJrUYsb29vayd0KxZM/Tp0wfBwcEyOGS7LNrJyQm9evWSx7CpU6em6W+Jj49PMSA+efJkdOjQAYBSXN3d3T3Jx+/duzfRuVA9h9nb28Pf3x+dOnXCunXrkl2S7eLigtWrVwNAomVOqREbGyuXxNtSd2dKyaRJk176970u6vI/ImV2+vfff5c73hIpwdkyZcrA19cXK1askJ9HWiZ2LBYLevTokeizSFh7ys/PTzOhkpos0gYNGuD27dtyQtDT0xPdunXDDz/8IO9TzykJ2/T333/j4MGDePbsWbq8p+ktNjYWXbp0ga+vb6KJR9v+rdPp5Pur0+lkAN3JyQnff/89GjZsqHmuyWSCo6Mj2rRpI7PtPT09UadOHVkYXT0O2Na7SupmZ2f32upyLViwAL169YKzs3Oi79zly5dhNBqT3KY+MjIS9vb2L5xEvHv3LsxmM9atWyf729atWzF27FiZlbZjxw6EhYW9UsD8VVy4cAGurq7w9vZGjx490L59exD9fwZOkyZNULhwYblbdJ8+fXD//n3NZ57aZWJGoxErVqzAlStXMHr0aNmPPDw8kl3x4ODgIMdozZo1Q1RUlFy+a2dnh2XLlqW4quRFNycnJ7zzzjuYM2dOpipmnZEiIyPRvn175MmTB23atIGLiwsGDhyIVq1aYfjw4fjqq6/kxGqBAgXS9DvWrFkj61PpdDq5wicr+PPPPzUTR0ajEXnz5kXDhg3h6uoKJycnuZEToIy1UrGhCgeMXqd///0XgHJiVnc6uXr1Kvbv368ZBKgXB8kN8Dw8PODi4oIuXbpg6tSpctck9YRWoUIFTYFjdVmLOsBt1aoVHB0d0bZtW3z//fcoXrw4/Pz85GyL2Wx+Yf0LdZcy2x1GKlWq9FLBpuQeW7lyZU32U/369RMdMI1GY6It3tVb7ty5YTKZ4OHhgbCwMFy+fBlRUVGYMWMGnJ2dER4ejkmTJmHq1KnYvXs3/vzzT83gb+HChTLzKzg4WP6tREpAQx1MBAYGwtXVFTVr1kw0sxIeHg4HBwf069cv0c4/v//+u2yr7faOWYUasS9Xrpxm28vUunbtGvz9/eHl5YW5c+fKA3mePHnQqFEjNG/eXL4/s2fPfg1/QeZWoEABuLm54Z133kGxYsXg5OSEw4cPw8vLC4CSctqiRYtE34mUCuk7OzsjICBAU+fk5MmTGfyXvn0iIiI0A1MPDw8ULFhQ1p47deqUPLY5Ojpi0aJFmmL1CW85cuRAw4YNZWaoTqeDk5MTHBwcoNPpULduXTRq1EgGg4QQCAwMRO/evZEnTx6UK1cOAQEBOHjwIABlx5mXnW1VZ0w9PT0xbtw4DB8+HKGhoRBCoGDBgvjqq68QExODQoUK4Ztvvkn2vRk/fjxKlSqVph3qnjx5ggkTJuDw4cOJgkEWiwXz58+H0WhMcmlUchYuXAgiZfJEHXirv2f37t1wc3OTxfxtb2azGe3atZOD/mrVqqV7NuSsWbPkdvQxMTFwdXVN9gLt888/h6Ojo2YL9uDgYLnzTqFChdCiRQs8efJEsxNaws9YHXCnZevgtF64ZORyNFvqeV9deung4ICcOXPi66+/1mQX5M6dW+4SU6pUKRw5cgTTp0/HgwcP0vR7d+3alez30XYMZPv/ajaSl5dXooxEFxcXeHp6wsXFJVFm9O7du3H9+nXMmTMHlStXho+PT5rO3xlN3Y3LZDIlmiSxPQf6+PjIyRcHBwf5fRVCYNGiRfj77781WVz29vaJxrC5cuWSGb/qd1/9fqV0zCxXrly6b+hx7949GSTr0aOH5phjsVhQs2ZNuRlOQqdPn4aLi0uqvqfjxo1DlSpVMH78eBk0Wrp0qea5Fovlje1umJT//e9/MBgM8jNWy36o1wTvvPMO3n33XTg4OMiJm99++w2zZs1KclOIIkWKJDvhptfrUaxYMRmI27BhAwIDA+Hn54f58+drslds+5LaR9Tl2F9//bU8Pjdr1gxz5sx5qfNwUtdJb3IJZGZnsVgwadIkuLi44J133oGTkxPGjh2LR48e4ejRo4iMjMTkyZOh1+vTNPY9ePCgXH7v6ekJNzc3nD59+jX8Ja+HxWLBggULNKs8ChQogIkTJ8LR0RGenp6oVq0abt68id27d8NisWDDhg0pZb1zwOhNWr58OT7//HOMHDky0Q5hKW3jqB6QvLy84O/vj5UrV6JXr16a+hgBAQH45ZdfZNFh9UCaP39+PH/+HA8fPsSSJUtw+vRpxMbGYt68efJgZmdnB7PZjCFDhrywULS61MI2bT+1xVaTynywLTRou2SsQoUKGDBggEy1zps3Lxo0aKDpzAmDbp6ennImYMWKFbBYLLh9+za6d+8OvV6PkSNHJluL4vnz5+jVq1eitfC2NSLULUstFkuiCwa1nU2bNk3yAkedSUzrds0Z7fnz5+jZsyfc3d1lHY6XqX/x4MEDVKxYEUWKFMHo0aPloHzIkCGYPXs26tatK2dwNmzY8Lr+jEznwYMHst/8888/MBqNsrCwyWTSPPaDDz5INtPOdnZALX6dM2dOlCxZUvZpR0dHHDt2LIP+0rfPpUuXEBISAqPRiAIFCqBKlSqYPXs23n//fZjNZqxYsQJ//vknxo8fj1q1asnC1EePHkVsbKzmwkTNLrINVG/duhVbt27VHPdcXFxkBtP06dPRv39/zYDYZDKhSJEiCAkJkTVYLl68+FIFsW2PfeqgWj0O1qlTB4GBgfD29kbu3Lkxa9YsLFy4UAbIbEVGRiIoKAhz5sxJt936oqOj0aNHD+TMmfOla6CdOHECRInr76hBjPr166Nr166araXVv9vNzQ01atSQ9Wg8PT3THDRIKCIiAgsWLECDBg1k8KZNmzYYP358ko+3WCyoW7cuKlSooDkedOvWDQ4ODqhWrRpKlSqFOnXqYNu2bYmCzQn/thIlSmTaDJPXLS4uDrt370ajRo1QpEgRGAwGTJ06FTVq1JB1INSLQDXT22g0IiwsLM01uu7cuYMiRYokWnqfUg0VNzc3+Pr6omXLlnLGW6/Xw93dHQ4ODmjevDnCw8M1z7O3t8elS5fkhf+dO3dea6Hi18lisWD8+PFwc3NDrVq1kC9fPhlA0uv1KFeuHMxmM2rWrClr8hCRXFJFpAQVFi5ciEOHDqU4m37jxg3MmDFDU2POzs4OpUqVQmBgYKLCyj4+Ppg5c2aSmT6vonfv3iBStngfP368pr+tWbMGPj4+mt0Iba1cuRIVK1ZM1e959OgR3NzcMH78eM2yzMyWzbJ06VK4ubnB29sbI0aMwNSpUzVjH19fX8ybN09O+Kq74kVHR+Pzzz9HwYIFkSNHDrRr1w5OTk7o27evHLerRegNBoO8xnFwcEC7du3QoUMHbNy4EStWrICvry8cHBw03zN1y3sXFxd57tDpdDhw4ABu3bolx/4eHh5YvXr1C6/1XnQduGvXroz+KDKN2NhYWX/RYDDI+pGBgYHy+3Lz5s0XLs1MSmRkJIYMGSKPzVWqVIHRaMTZs2czpOB9WsTGxsrl1+o1dq5cuRAeHg4PDw8EBATIsgKbN2+Wz0m4rN1644DRm6ambR87dgwFCxaEs7MzHBwcUL16dc166YYNGyaqTyKEgNFolLPYzZs3x7Fjx7Bx40bMnDkT48aNk3Ucnj59igULFiA4OBgjRoxI1I7t27drCpvqdDoZZEoq+8n2ZmdnJ9PgX3ZXAtvtgW3X79vWZiFSZtgOHToEi8WCVatWyee0aNEiuc6suZlMJrRt21aeUE+dOoXw8HD4+Pjgiy++kAGfhDOe169fl4MMOzs75MyZE87OznIb3KR2gLl79y6IlOJ0yRVuGzhwIAICAjLdSfhlrVmzBmazGcOGDUPPnj01mW0v8vz5czRr1gwFCxbElStXcODAAbRr107uKBcVFYUjR47go48+ktl5b7uvv/4aRqMRixYtwoMHD2RheTVN3ra/PHr0CDqdLtFODvnz54enpye6dOkivyd+fn4wGAzw8/OTs6rqIOjAgQNZvh9mBrdu3UJERESS7+Xu3bvh6emJDh06aHYQvHLlCnbu3Cmzbq5evYrChQsnqvumBu4DAgKwefNmlCtXTn7eRqMRPXr0QFhYGPR6vRyAGo1GzUWok5OTDL4+fPhQDlxtH5OWItn9+vXDzp074evrCzs7O3h4eCS5O9mTJ08wefJk2NnZpcsFyO3bt1GxYkWULFnypTMlDh8+jC5duiBXrlzJLl/7/fffodfrMWXKFHkuUo/7Qgh4eHigWLFimDFjhgymqZlcr2Lfvn3w9PSEyWRC7969ASiFw0uUKIF58+Yl+Zw///xTPt7DwwNubm5o06YNunbtKpfahIeHIzw8HI8fP8b69evl35PUZ1qwYMFsf0y4ceMG9u/fL+tZ9ezZU7PznF6v1+wwU6FChTTXFYmLi8Pw4cOT3I5bHW+0b99eZrio9TQcHBwQHh6OXr16yck6Ly8vFCtWDEajES1atNAUpTeZTBg5cmSiumdZ1YwZM+Di4oLFixfjjz/+kNnzZrMZbdu2xZ49e7Bnzx7NRXmZMmU0Y9c6derg5s2b+PTTT5M8/nXq1AmxsbGYM2eO/Hxsa31OnDhRbkLh5uaGpk2bom7duskGb9Li1KlT8PT0xIcffpjoddWdKDdu3Jjs84cOHYo+ffqk+vdNmTIFZcuWxeLFi+XY/JNPPklr81+bYcOGISAgAF5eXpg4caKsPaZOnhuNRmzbtg25cuWSWbk9evTAnj17cPToUTRr1gz16tXDoEGDEBISguDgYDnh0rx5c+j1ennuNZlMmuX/u3btQteuXWU/8PT0lMvgOnbsiHPnziFv3ryoW7eu7DeDBg2SGXLq+9qnTx+UKFHipc+76s1gMCRZJzU7+u+//zBz5kx5LVukSBE5lmrXrl26nNMOHTokS5YIIeDi4oJSpUplqYz9vXv3ylIv6sR8qVKlUK5cOdnfnZ2dNStnPv3004TjBQ4YZaTnz59jxIgR6NevH0wmEw4dOqSp31OuXLlEwRF120ZPT0+4urqiQoUK+Pbbb5P9HfHx8fjmm2+SnEG0WCy4evUqli1bhpo1a2oyfFxdXWVmQlKp0LYBH/XgantSTumA5+npiQYNGiT5eA8PD4SEhCBXrlzQ6XSYPXs2Nm3aJNcru7i4oECBAqmqz+Hr6wt/f38ZkLBYLNi4cSP8/f3xzjvv4MCBA2jWrJnmAuKvv/5C4cKFUa5cOfj4+EAIgfz586N69eqYM2cOli1blihI8u2336J48eIpzjju27cPAwcOfNkukildvHgRhQoVAhGhXr16L7U8Iy4uDv369YO3tzdOnToFAKmqP/K26tu3L+zt7XHhwgVYLBa5E4h6e/78uebxVatWxfz587F3717N48xmMxwdHbFw4UK4uLggf/78MJvNsrC9bTahg4MDWrdujXv37qVqZwqWNjdv3kT16tURFBQka/kkVQfMYrHg888/11w8qlmc6jE5ICAAK1euxMmTJ7F3716sXr0ad+7cwdixY+V3kUipxZLwWN2yZUs8f/4csbGxmuVzttmkBoMh1XUe1EBUjx49NFutExHGjx8vjwcxMTGaAfaVK1fS/F6eOnVK1it42WyYZ8+ewdnZGXZ2dli0aFGKtdiGDh2KatWqISIiQtZEsa0h5uHhAT8/P+zYsUMOvEaNGpXmvwuApmjxxo0b8e+//8rjQFK7palmzJiBoKAgODs7o2PHjujbty8uX76MBg0awMHBAUOGDEFwcDBKlSqFe/fu4ddff4Wrq6vsH3nz5tX0ueQymrKTEydOaCbS1q1bh6+++kqTbTR8+HCMHTsWVatWRePGjRMdo1/GihUr5LbHtt8jnU6H7t27IyIiArNmzUpUw9LJyQl9+vRBp06doNPp4OLiAh8fH5QqVUruTmo7TjOZTFi7dm06vlMZZ/HixTCZTHI57IQJE+RYVC0KvW3bNk2QJ2FdzJIlS8JiseD+/fto3bp1onGjxWJBdHQ07t+/j86dO2veT09PT0RHR8NiseDcuXPYt28fLBZLup5LDx8+jIiIiET3b9myBT169EC9evVSvBiuXbs2Fi5cmOrf9+TJE3h5eWHHjh1o164dDAYDHB0dU1xynBHUXQfDwsLg7u6O6dOnY9u2bbC3t9eMcbZu3YqaNWvKAJC9vT3c3Nxw/fp15M6dG+3atZPHwc8++wyjR49GWFgYJk2aJO83m82aJb2Ojo44cOAAfvrpJ8yZMwetW7dG4cKFYTAYoNfrsW3bNty5cwdly5ZF+fLl5RK1kJAQPH/+HBs3bpTt9PPzkwW8X/bm7e0NT09PjB07NttmhiYUGxuLr776CmFhYWjevLmsWZtemc0ff/yxDC6r16K1a9dOl9d+E+Lj47Fq1Sp5TFT/loULF6JVq1ZyF04PDw/N+Wzr1q22Y0MOGGUGDx48wKJFi2SdIrWoG5GS7rp58+ZEM8dqxlFgYCAcHBxQt25dudwprWuNnz59KuvJ6PV6GUQyGAwICQmBk5NTsjOU6tKyvHnzJnvhYTAYZE0O25NzUmv6+/Xrh4MHD8LX1xdNmzbFli1bkCdPHtjZ2Wl2HLGdIQoNDZVrvtXXzJMnD/R6PSZMmCADE8+fP8eHH34ov/gdO3bExYsXcfbsWfj6+qJXr16IjY1FXFycrJavnkBKly6d6ER+4MCBF2bEREVFvTXrjy9fvqxZx/2yM1EWiwUff/wxnJ2dM+22vm/C9evXZV0si8WC3377Dbly5YKjo6O8QLl3757mOTNnzkTdunWxfv36JAuzm0wmzJgxQ15g2H5f1aCu+t0IDw/H9OnTM+ivzx7i4uIwefJkGAwGzJo1C927d08yK+Hy5csyu0z93NTjjroDDJFSJNd2V57IyEhMnDgRPXr0QNOmTREeHo6mTZvi77//Rnx8PB4+fIirV6/KgeWaNWs0/WXUqFGJljOmpuaRTqdD586d0a5dOxw6dAgbNmzA3LlzMWbMGGzdulW2z2Kx4IMPPgARYdGiRWl6Dzds2ACTyYSpU6emacbw2LFjmov9lF7j8ePHyJkzJ8LDw7Fjxw6sWbNGZsDaBo2cnZ2xd+9eGawrU6bMK9U1UoNT6vd9/vz5ICIUKlQoycc/e/ZMs127i4sLtm7dilOnTiEqKgply5bV1DgsXLgwbt68icuXL8uLZzV4rL6GXq9/paDe2yIuLg779u1Du3bt4Ovri4sXL2LIkCGazJ1hw4Zh4cKFOHfu3Cvvonbs2DF4enpqglLqrXHjxrh16xb+97//JSr67O/vDx8fH0ybNg0NGzaEk5MT3NzckDt3brnVtO1N3X3zbbB27VoYjUZs3rwZ9+/flwXtHR0dcf36dTx9+lSTievk5IRu3bpp3g/bc9/JkyeRP39+zfGtQoUKuHnzJp4/f46jR4+iX79+cHV1hb29fYYEV+/evQtHR0fY2dnhf//7X4q14Xx8fOREaWrNnj0bxYsXx/379+Hl5YWGDRvCzc0tTYXxX6enT5+iZMmSaNSoEVxdXTF58mRZ19X29tlnn8m6TOp95cuXx8iRI2VfISKULl0agJJheOvWLTx48ACVKlWCvb098uTJI8dZer0ezZs3x40bNzTtmTRpEtzc3KDX67F161Y8e/YMzZo1Q/78+eUuaXq9HidOnMDVq1fh4eGhWe79sjdXV1cYjUbkz58fNWrU4KBRAleuXEF8fDyOHDmC9957L001+pJy4cIFVKhQQTMeS48M4zfp2bNnmDRpEsLCwtC/f3/4+/vj4cOHcryhntts/fjjj+r4hwNGmUVkZKRMfy5RogS2bNmimWU+dOiQphi0TqeThVHVAaMa5ClZsmSaBgaRkZHo3LmzvGCoXLkytm/fLmcb1ABLwoCQmsJtNBpRtWpVODo6omjRoomCS46Ojpo2q7cCBQokuaa8VatWuHXrFho1aoTcuXNjz5496NixI6pVq4YGDRrAbDbL7dodHBzg4OCAEydOYOrUqTILKzQ0FEFBQQgKCkKFChXk2tNTp05pBmg5c+aEi4sLPvroI80FxbZt21C8eHHNRVTFihXTZavdrMxiseD48eMyW+inn3566ddYtWoVjEYjVq1ahYULF6Z7IdnMTt3OsmDBgnjy5Al++eUXGUxVU5j/97//aZ7z+++/w9HREU+ePMGYMWOSHFAYDAbN2nyi/w+sJkyFNpvNuH37dga9A9nHsWPHZBHWDh06JBm0iIuLw/Hjx/HBBx8gKCgIJpMJfn5+ckmU+nkRKcsQ0zJYGT58uGawLITAuHHjsGTJkmTrwyV3E0LIwfaLLF26FK1bt051O8+cOYPY2FiMHTsWLi4uaapBoFILWY8cOfKFAaeNGzfKC/Phw4cDUIpMq1kc6t/t5uYGg8GAlStXymCPi4tLmgen+/fvR8mSJeW/4+PjER4ejsKFCyf7HNtMpJ49e8otc6OjozF//nz5GebMmROdO3dGvnz5cPr0acycOVMWVVYf4+LiIieesvu5zdajR49w5swZAJBB/ffeew/u7u7Q6XTIly9foqB+Wly/fh3FihXTZAuqx24nJyfMmDEDS5cuRcGCBeXkoZ2dHXLnzg0vLy+Eh4dj+fLlKF26NFxdXeVxIuHOToULF5aZvVndtm3b5K5WFosFn3zyCezt7eHi4oK9e/ciOjoa06ZNg8FgQEBAAMxmM+rUqSPPhfb29poNSuLj47F8+XJNENXe3h6jR4+WuyNGRERg0qRJ6NGjxxv/e9etWyfbNXny5CSPZXfu3MHRo0dBRHj8+PFLBdgjIyPh5+eHjRs3YsOGDfDy8kL//v1RoECBdF1ulx7++ecf+Pr6om/fvjCZTHj//fcTFTQnUjLgE16HVKtWTf7/wIEDk93Nc926dTCZTGjTpg3279+P9u3bo2XLlok2tbFYLBg0aBC8vb1hMBjw9ddfIy4uDu+//z48PDwwbdo02Z4JEybg2bNneOedd5LatvyFNWTVm+1kYfXq1Tlo9IbEx8dj6dKlGDp0KPr164cKFSpkyaXcN2/exL179/Dvv//i9OnTWLBggbw2yJEjR6Kg6JUrVzhglJncuXMHPXr0kAO4bdu24dy5c7KorRACc+fOxZEjRzQZOrY3nU4nBwoODg6amd6XcePGDXz88ccICQlBz549NbUv1PYVKlRIpm67uLhgzpw5MgBTvHhxmQ6asMBbwvpFalvVg23Coo0rV66ExWLBvHnzYDQaMXHiRFSsWBH//fcfYmJi8OOPP+Kjjz5Cvnz55NbUu3fvxt69e2U6aqNGjeDi4oI6derAxcVFpmbHxcXhu+++kwffvHnzJjngj4+Px4EDB9CzZ08UKlQInp6eqFGjxiulor9NoqKi0rx7wL59++Ds7Ay9Xp9kfai3mRokrVy5MgCgU6dOsv/PnTsXer0eFy9e1DzHYrEgf/782LZtGyIjIzW76SSsPebt7Q17e3sZdChcuDAKFSqE999/X/Od7N69e0b8+dnK+fPnNVtoL1269IXPuXr1Knr16gW9Xq+pb6cei9Vg++HDh1PVhri4OPj5+aFMmTK4du0afv31V3h6esLR0RHBwcEoWbKkpo6cerGaXLBIr9fD19c31fXGjh07lqrB1fPnz1GoUCGUL18eQUFB+O2331L1+slp3769XKryIurOK0TKknD1Ptsl1OrfbzAYYDab8dFHH2Hz5s1yK+6tW7fi5s2bLzWQVItT2vr9998RFhaW4vOePHmC+vXryxR8ImV3LECpj6YeTyZNmoQBAwbAz88PFy9exC+//KIpDkxEeP/997Fp06YUl+wxpfC6mjlApNQufJkNIJLz5MkTNGnSBP7+/pqAv9FohNFohMlkgtlsxk8//YQrV65g06ZNsu5KyZIlodfr0a9fP7kzkG2Wte1S5zFjxmTJi5ykHDhwAGazGXPmzEHXrl1x9uxZtGzZEiaTCePGjUNcXByuXbuGevXqoXLlyiBSlpSpY9chQ4Ykes3r16/LSVDbm20m9csGY9KDWqMwpWU2jx49kjudNW3a9KUn4RYtWoSCBQsiJiYG9evXR8uWLZEnTx7UrVsXcXFxL1Wz8nU7ffo0zGYzChcuDCcnJ0ybNk1TY0wN/Lu6uqJevXowmUxwcXFBkSJFsHHjRri6uqJfv374448/sGzZsiR/x40bN1C9enXkzZsXRqMR3377bZKfe3x8PDp27IjAwEAYDAZs2bIFAPDZZ5/BaDRi4cKF8jsdFhaGhw8fapZrq9mBrq6uqFGjRko7VSU6D7m4uKBq1aoc6H+D1LqUly5deqvqrZ4+fRoDBgxA8+bNE2UwcsAoEzp58iQqVKgg11jfvXtXc/Jq164d+vbti/DwcE0QxmQyaVKW1SViX3/9dZrbYrFYcOrUKezYsUNGH7t16wZnZ2eYzWbkz58fixcvlrt2zJw5E0uWLJEFe6tWrYoqVaokuUTN1dUVDg4OKF68OBwcHGS2RVIXvmpxsTNnzsDPzw9EhLZt22oO3Hfu3JHL5oQQOHnyJC5fvgw/Pz/Y29ujcePGcHZ2RosWLeDu7o53330XERER6N+/vwwWffbZZ6k+6P79999yFyKWdt9//70sOujm5papBiSvk8VikbNL3333HWJiYuS230IILF++HC4uLhgzZgyuXr2qee7gwYPlDOfff/8ts0VGjBiBli1bytksnU4HR0dHDB48GJ07d4abmxuEEOjbt6+mBpinp6ecRWevT1xcHA4dOoQePXrAx8cn1e/58ePHZcDIdgbSzs5ODiwLFiyII0eO4Oeff8azZ8+SHNQeOnQIQ4YM0Vzc3r9/X7ON+OjRo2UdrOQGqQmzFnbv3o3hw4enW6Bh6NCh8rXV7IFXkZbXmDNnDhwdHeXM7f3791G+fHnNpId6fvL09ET37t1x7do1+b4VKlQIq1evfqmiyEltOb9nz54XPi82NhYjR46UmU6dO3cGoGzhrgaSPD09ER8fj7Fjx8LT0xNBQUHo27evXJ7m5+eHTp064ddff011e7OzuLg4HD16FCNGjEBISAh69OiRLgGE+Ph4jBo1Cq6urqhatWqiADGRsiTSdlfCS5cuoUaNGvD09ETx4sXh6emJhQsXYs6cOXB3d0dISAgaNGigyWbo16/fW5PRe+jQITnG3L9/P2JjY3H+/HkUKlQI1apVw7///osHDx6gT58+8ly5YMECbNy4EQ0aNJAbxdiyWCzYvXu3ZidiIkKvXr3w6NGjJJ/zOlksFoSEhGiWIyf3OHXSeNOmTS/9e6Kjo5E3b14sWLAAbdu2BZEyIRwcHIxGjRplqsml06dPIzQ0FESE4OBgGAwGeHl5YenSpWjbti2KFy8uJ9Ts7e0xatQoDBs2DF9//TX+/vtvXL58GbVq1UJsbGyK393z58/LfuDt7Z0ow0ilBtnUukZq0Gjnzp0wm82YMmWKzG5SN66wvYYrV64cXF1dMXXqVMTGxmLSpEmpWrZmb28PHx8fjB49Ot127mTZW1RUVKKsNQ4YZVIWiwVr1qyRqcPR0dGayDmRsn59+/btiWaAAwIC4ObmBnt7e9StWxefffZZuhxE4uPjsX79epQpU0YGWYiUHSOePXsm14sHBQXh119/Rb169eDo6AidTofg4OBEEXN7e3t8+umn2LFjB27evIn33nsPTZo0kXUCjEYjJk+ejDx58sDd3R1nz57FgQMH5AmCiDRF/SwWC7744otEgaaIiAhUqVIFOp0OZcuWRYECBVCpUiWEh4fD19cXISEh2LBhQ7YuvJzRrl27hvfeew8GgwGdOnXK6Oa8MWpgtHTp0oiOjsapU6fkDJQ6WDObzYkuxA8cOIBcuXLJAf/p06dhb2+PCRMmAFBqotkW/NTpdGjevLm8r0CBAhgwYID8ef78+ZNMyWavT1RUlKw59yJ3795FzZo1NVu8q0FWNYikBirUHTw+/vjjRAPb5JYVXLp0CaVKlZKTDBMmTMB///2HIkWKJAry586dW85g2waV7OzsEBAQ8MqznEePHpWzpgMGDMCFCxde6fVexRdffKHZUMJisaBZs2by/GJ7rvH29kbVqlXx+PFjmb2g1kF51Qyp1LBYLIiPj8eyZcvg7e0tg4KRkZH48MMP4eTkhO3bt+P48eNyaWTFihURERGBBQsWICQkBEOGDHlrMk/etMuXLydZpDit1OXatrWI1GLW7u7uyJs3r2bCSh0zenl5oWTJksidOzfCwsJw8OBBjBs3DkajEc2bN8eoUaPQtWtXzJkzJ8vV30iKxWLBZ599JidLQ0ND5VjuyZMnaNeuHXx8fGQW5rVr19C+fXv4+fnh+fPnsFgsKWaKWywWrFy5Em5ubjJYbzQaUbx4cfz333/p+pmn5O7du5odjFJSuHBhFC1aNM0BwRUrViAwMBDlypWTkwNqgWaDwSB3es5o6mejfvbq+UidbN+zZ4/c5t422Gp7PfTs2TOZLZKcx48fY9WqVWjUqBEcHR1Rvnz5ZDMKnz17hgoVKqB06dIwGAxyq3K1BEavXr1kBqsQAt26dUOzZs1kxmqdOnXg7e2N2rVr49q1a4iNjcWwYcNeuEQ8V65cqFChAoxGI3r37v1Gzjkse+GAURZisVgSBY06deqE58+fa4Io6oHFyckJK1aswPXr19O1HTExMfj2228xatQo5M6dG0IIHDp0CICy5MDb2xtCCDg4OODTTz9F48aNEx3cnJycMHfuXKxcuTLJ9f83b95E586dQaQU6h0xYgScnZ3RpUsXTJ8+Hb/88gtGjRqF4OBgzdaGp06dknWe1N0I1Bn3999/Xy7PqVOnDvLkyYMuXbpAr9dj8uTJKRYQZG/G3bt3MWHChFRfSGd1ahHqvXv3AlC+W66urvjll1+wbds2EBHq16+f6HnR0dFwdnbW9P2dO3eif//+ACAHSwaDQW79WrhwYeTNmxc1a9aUM7GnT5+WhZbVNrDM6/79+/jqq6/Qp08f1K1bF2XLlpUz5i4uLprliXZ2dvD390+UnZaS+fPnw9HREfb29li9ejUAJcPFxcUFnp6eiTKLjEYj7OzsNEvtPD0901wTS910YfHixWnerjy92Wb93Lx5U1NcVZ0EUbMbXF1d4efnh8GDB2uyOby9vd/o+eXnn39OdHF57do1TJs2DU+fPsXs2bNlhuH69esBKMeMw4cP87KGTOTw4cNwdXVFQECAHNcJIRAcHAxHR0fMnj0bX375peYC/uHDh+jVqxcMBgOqV68Oo9GIFi1a4Ny5c+jZs6d8nWnTpmXgX5b+IiIi8NFHH8HNzQ2fffaZvN9isWDRokUwGo2YMmWKDKKcOHECx44de6nXHzp0qGbiMzAwEPXr18f58+fT/e95FXXr1pXZLS8rKioKXbp0kX/jnj174OXlhQ4dOshA86xZs9K5xa/m9u3baNWqFSpVqiQ3Y1H//ri4OMybN0+zi3OXLl3S/LseP36M1atXy2W/SXn48CGKFCmC6tWra4JGf/31F4oUKYI6depg165dcHR0lHUAf/jhB7z//vsoXbo0QkJC0Lx5c5jNZsybNw9xcXH4559/ULt27RSDRgUKFMCuXbvQqVMnODk5oWbNmti5c+dbk0nIMhYHjLIg23WvRISdO3fi1q1b6NevX6KlXzly5JBFnl+H+Ph4HDp0CGPHjpUDzT/++EOz3KVDhw6apXIuLi5YsWIFJk+enOzyo5iYGPTr108Obrp27YpBgwaBSEnNvnz5svz9SQXEjh07hsqVK8vClO+++y7WrFmD9evXy13aunXrBqPRiNGjRyN//vyoXLky/vrrLwDgrcbZG5E/f340btxYc9/cuXMBKAM3V1dXzJw5M8nntmzZEhMnTtTclzD4umXLFri5uWHXrl2YNWsWZsyYAaPRiPr166Nr164AlAH16tWr0bp1a84uyGLUrZ9//vlnzJ49W1PM0zZYkdplRt99953MXHJ3d5fH5wcPHqBXr14yaK/W1VOXO7Vr105mbDo6OsLNzS1R7a3UiIqKyvR90GKxYP369fD19UVQUFCiDF97e3u4u7tj6dKlmq28O3TokNFN13j27BlmzZqFsLAwLpiaiV2/fh3FixdHeHg4+vfvr8lsUwux165dO1GG9LFjx1CkSBEEBQXB09MTer0eHTp00CxpnTFjRgb9Va/P48ePsWDBgkQZIKdOnULevHlRr169NC8nO336dKKanOoxVh2TZgavuoHIpUuXZC27ffv24cqVK+jUqRMeP36Mbt26IX/+/JkyCLFjxw48fvwYy5cvR82aNTVB+qioKAwePFgekxNuJpLebt68icDAQDRt2hQGgwFfffUVAKV/1qpVC8WKFcPp06fh7+8vM8n37duHmJgYjBo1ShbyDgwMRPny5WXG0L59+xItk0x4mzx5Mm7cuIFJkybBx8cHQUFBmDNnjsyGS48i/Sz74YBRFhQfH4/evXvLg4PZbEZUVBQePnyIkiVLJsrkadu27RtLmwX+PwPp/fffl0V9ixYtisKFC2PSpEmoXr06mjdvnqqC0b/++itat24NOzs79O/fXxbVrlatWqouLA4dOiQPro6Ojrh69SrOnDkDDw8P2Nvbo0uXLnBzc0OHDh3QuXNnuLq6Yt26dWkqFsjYyypfvnyiDBDbgX+XLl2S3dFmxYoVLyyICyiFtGvWrCn786VLl1CpUiXkyZNHM2iKioriYrdZmMViwZIlS9C8eXM5ExwaGoqmTZuiXr16qV7adfbsWfTo0QN6vR4tW7bU/Gznzp3w9vZGkyZNNLtp9urVS87wWywWPHz4EP/888/r+DMzjSdPnmD06NHYvXs3mjZtijx58sj3w2g0wtnZGTlz5kSlSpVkVkJmzOJ7+vQp75KYyT158gRNmzZFUFAQ6tSpk+RFYsKtkAFlLGa7lbw6fvL398e8efPQv39/mR2eHTx69Eh+V3/88Uc8fPjwpXf/ioiIwO7du/Hee+/JWp3qe5pwZ6GMkh7ZjL/99hs8PT1lIf5Hjx7JMffu3bszfRZ4cssFLRYLdu3ahUGDBr32TWsuX74sd6g0Go2yplRMTAy6d+8OX19fnDx5Ek2aNJGTDcOGDUN0dDT2798Pb29vNG/eHP3794fBYMBHH32E6OhoREZGYvz48UnWhlVvrq6u2LBhA6KiorB69WqEhYXB2dkZAwcORPfu3TFp0qRMPznDMhcOGGVRZ86cQenSpeXBYc6cOQCUVMiJEyciODgYQggYjUbUqVMHjx8/zrC2LliwQLazfv368qL0ZQ5W58+fx7x58xAVFYVVq1ahRIkS+Pzzz1/4vEuXLqFMmTLy96u7Ud29exelSpWCg4MDdDodSpQogRIlSqBJkyZyxnjy5Mlp+4MZS6UXzXL99NNPyQ7+7ty5Azs7O5w4cSLFgerjx4/lBYIqPj4e8+fPh9lslhf77O1y7949fPPNN2kuYnz//n1Mnz4dP/30k+b+u3fvonnz5siZMyeWLl0KnU4He3t7WWi1a9eu2Wogqn4/v/32W3z77bcoWbIkhBByJjsoKAj379/H0qVL0apVK17yxdJELYatTgSqm4TY2dmhbNmycHJywpo1azTPiYyMxKRJk1C2bFm50646FipZsmSGjgszisViwaxZs2AwGNCuXTu0atXqlY5Xd+/exbfffospU6Zg8ODBb9X3++zZs3KZ+9voTZynTp8+LevxGY1GbNy4Uf7uKVOmwNnZGXv27MHs2bMhhICjoyNKlCiBq1ev4vbt26hduzYCAwOxfPlyhIaGolixYjhx4gSmTJmC33//HeXLl0+xvlFAQAC+//57WCwW7N27F23atJE/a9euHa+mYKnGAaMsKj4+Hrt375Y7pRmNxkQXfdHR0ViyZAn27NmT5O4rb8r+/fsxZMgQubY4PS4oLBYLzp49m6rXefbsGfr27StnedVdJnbu3Cnrf5jNZjRt2lTWCFD/+7rTVhlLq5kzZ8Ld3R2Ojo74+eefU3zsoUOHYDQaEy0T+vPPP1G9enXkyZMH33zzzetsLnuLqMVGXVxc4OTkBG9vb81sZ6dOnbJ1TbgLFy6gRo0aKFiwIIgIY8eOlT/jzFWWFnFxcRg0aJAcn1SvXh379++Hq6srKleujJs3b2LatGnJFuN9+PAhtmzZgv79+2PRokXo2rUrunbt+tqzLDKr5cuXy+NVcluqM3D2YTo4cuQITCYTxowZowkaAcC6detgNBqxaNEi/PDDDzAajdDpdDAajVi3bh3i4+Mxffp0GAwGTJkyBR988AH0ej0cHR0xcOBAWCwWbN68GR4eHilmHJUsWRKtW7dGnz59EBgYKK+HypUrx58xSxUOGL0FTp48ibZt22LIkCEZ3ZQXunPnDjZu3Jjq3R7S05MnT9ChQweUL18esbGxuHv3LqZPn67Z0UatD1CqVCl069YNwcHBmp1IGMssvv/+e3nxkJodzoYMGYKwsLBEy84sFgsWL14MZ2dndO3aFY8ePcKjR494eRpLUXx8PKZOnSoHpEWLFtWkw/fr1y/b7zwZFxeHffv2oX79+rxdPUsXly9fxuDBg+Hi4oLFixfj33//RdWqVRESEoIcOXK89O5I2TGAGR8fj1WrVqFq1aogUnb+4l2l2Ou0detWGI1GfPzxxzAajdiwYYP82XfffQd3d3cMHz4c9+7dQ4ECBeSuaV27dsXTp09x/PhxBAYGIjw8XLPJhFrg/b///ku0I1xSNyEE1qxZIwtp//DDD/jhhx8y6m1hWQgHjN4i//zzT7Y8+b+sZ8+eabKx4uLisHv3bpQuXRp6vR4BAQHIkSMH5s6di+joaFkIm7HMZuDAgSAizW5pyYmMjEThwoUxYcKEJH/+119/oXbt2vD19cWwYcPQs2fPbLW0iL0ci8WCM2fOICQkRNaqa9++PRo1agSj0Yh333032weMbL1NS1VYxnvy5AnWrFmD6OhonDhxQm4sUqxYMV5m8hL+/PNPTJo0CU2bNuX3jb1Wn3/+OVxcXDB37txEQaPff/8d+fLlk8uW27ZtKzefCA4OxpkzZ/D48WO0adMGXl5eGDRoEJo0aQJXV1dNbbyzZ8+iaNGimt38krp1794dz58/5z7PUo0DRoxZRUZGokePHvKAumDBAg7AsUztyZMnCAwMTLYwdkKnT5+GwWBIVJdGZbFYNDXH1NpojCWnX79+GD58OH799VdMmzYNd+7cQVRUFP73v/8lKujOGEt/d+/exaeffiqz/AYNGpTRTcpy4uPj+eKZvXbTp0+Hl5cXli5dCqPRiPXr18uf3b17F+XKlUP58uVx9+5dLFq0CHZ2dnB1dYVer8e8efMQHx+P5cuXw2QyYeTIkXjy5AmOHz+umdyLj4/Hl19+CRcXlyQDRzqdDnZ2dnBxcUGBAgXkbqg8QchSklLAyI4Yy0Z0Oh01btyY6tevT0II+vjjj+m///7L6GYxliyz2UzLly8nIUSqHl+yZEkaO3Ysvfvuu/T8+fMkHyOEoEKFChER0fvvv0979+5Nt/ayt4+npyc9ePCAQkNDaeTIkZQzZ05ycnKimjVrUr58+TK6eYy99by8vGjw4MF07tw5OnnyJMXHx9Px48czullZip2dHen1+oxuBnvLjRgxgjp37kxTpkyhJUuWUPfu3Wn9+vVEpHyPDx06RH5+flSuXDmqXr06nThxgiwWC1ksFvrwww+pQYMGVLduXfr5559p9+7dVLNmTcqZM6dmDGhnZ0ddunShP/74I8lzcFxcHDk4OFBkZCRdvnyZ/Pz8aNKkSfTTTz/R7Nmz39h7wd4eQgkoZW5hYWE4efJkRjeDvWWuX79Oy5Yto9jYWJoxY0ZGN4exFMXHx5O9vX2qHhsXF0eVKlWisLAwmj9/frKPu3LlCu3atYu+++47mj59OhUoUCC9msveIvPnz6cDBw7Q9u3bM7opjDErAKmeSGCMvTkAqFu3bnTixAmaMGECdenShZYtW0bt27cnIiKLxUKjRo2izz//nLZt20YlSpSg8uXL04ULF8jLy4ueP39Ou3btojJlytDQoUNp7dq1tHTpUmrTpk2S3/vdu3dTv3796Pbt22SxWCguLi5Rm1xcXCgqKopiYmJozJgxNHnyZD5+MA0hxCkAYUn+jANGLLuLiYkhnU5HdnaccMfeHleuXKESJUrQ1q1bqVatWi98vMVi4e8AS9L69evps88+o2PHjmV0UxhjjLFMLy4ujlq0aEH37t2jkSNHUvv27TVBIyKixYsX09ChQ2n58uXUtm1bql+/Pn3zzTdEROTk5EQjR46k8ePH0/bt26lHjx7UsmVLatGiBZnNZgoPD0/0+xYuXEhjx46lp0+fJmqPv78/3b17l6KiooiIqFevXrRw4cJUT0Syt19KASO+OmDZnqOjI18os7dO/vz5aebMmdS1a1d68OAB/fHHHyk+nr8DLDleXl507969jG4GY4wxliXodDrasGEDOTg40JIlS2jTpk3Uq1cvWrt2rXxMnz59aPPmzdS7d2+aPHky1alTh/z9/YlIGZOtXbuWypcvT2XKlKGzZ8/ShQsXqFmzZtSmTZtE52SdTkeVKlUiZ2dneZ+TkxMRERkMBhJC0NChQ2nnzp00Y8YMiomJoU8//ZQsFssbeDdYVscZRowx9pYCQA0aNKCrV69S5cqVadmyZRndJJYFnT17lqpXr04PHz7M6KYwxhhjWUZERARVqVKFQkND6d1336WWLVvS4sWLqWPHjvIxZ8+epQYNGlC9evVo4cKFtH37durTpw/Z29tTXFwcxcfH0+eff05Hjx6lefPmERFR7dq1ae/evYkm++Li4uj06dN08OBBOnDgANWoUYN8fX2pWLFi5OXlRXny5Hmjfz/LOnhJGmOMZUN//fUXNWrUiM6fP0+enp7077//kk6ny+hmsSzk8ePHtGnTJurduzd99NFHNGLECHJ0dMzoZjHGGGNZwu3btyk8PJwaNGhADRo0oObNmycKGv3zzz/UoEED8vb2pq+++oqioqKoVKlSdOvWLQoKCqK7d+9Shw4dqH79+rR582b6+uuvaeTIkTRu3LgUf3dMTAyfs1mq8JI0xhjLhgICAmj9+vWUP39+un//Ph09ejSjm8SyGFdXV1q4cCEREW3ZsoUHnowxxthL8PHxof3799OmTZvo559/pq1bt1KfPn1o9erV8jG5c+emo0ePkp2dHYWHh9OFCxeoRYsW5OrqSlevXqVu3brRmTNnaOzYsTRy5Ei6c+cOhYSEUERERIq/m8/ZLD1wwIgxxt5ioaGhdOLECapfvz5t2bIlo5vDshghBHXv3p2IiMqWLZvBrWGMMcaynnz58tG+ffto5syZdPXqVdq2bRv17duXVq1aJR/j4uJCO3fupPLly1OHDh2oS5cudOvWLVq5ciWdPXuWZs+eTfXr16cyZcrQunXrqHnz5uTq6pqBfxXLLjhgxBhjbzk3NzfasWMHhYaGUlZYhswylw4dOpCTkxOVK1cuo5vCGGOMZUnFihWjnTt30rBhw+jRo0e0bds26tevnyZopBbJHjRoEFWpUoUOHTpEnTp1oiNHjlBoaChNmzaNtm7dSuPGjaO2bdu+MMOIsfTAASPGGMsG7O3tqW/fviSEyOimsCzG3d2dmjVrxhlGjDHG2CuoVKkSbdiwgbp06UJERNu3b6d+/frRypUr5WOEEDRy5Ehavnw5tWnThhYuXEjnz5+n+Ph4IiKqVasWnTt3jiIiIqhEiRJ0/PjxjPhTWDbCASPGGGOMpej999+nggULZnQzGGOMsSytYcOGtGjRImrevDm5uLjQjh07qH///rRixQrN49q0aUP79++nDz74gFq2bEnDhw+XP/P29qY9e/ZQ//79qXr16jRt2jSyWCy8myl7LXiXNMYYY4wxxhhj7A359NNPacqUKfT999/TrVu3qHHjxjR//nzq2rWrfExERAR17dqVtm7dSkREhw4domrVqmle58SJE9S2bVvKly8fGQwGGj9+PJUuXfqN/i0s6+Nd0hhjjDHGGGOMsUxgyJAh1KtXL6pduzYVKFCAduzYQQMGDKAvvvhCPsbV1ZU++OADevfdd0mn01Hv3r0pMjJS8zqlS5emM2fOUGxsLO3cuZNat25Njx49etN/DnuLccCIMcYYY4wxxhh7g6ZMmUJ169alOnXqUPHixWnnzp00aNAgTdCoRIkStGrVKrp+/To1b96cFi5cmOh1nj17Rj4+PqTX6+n69evUpUsX3uSEpZtMuyRNCNGLiHoREfn7+7/z119/ZXCLGGOMMcYYY4yx9BEfH0+tW7emf/75hw4ePEgnT56kRo0a0dy5c6lbt26JHh8dHU1OTk5JvtZ///1H27Zto3Xr1lHdunVp8ODBr7n17G2R0pK0TBswssU1jBhjjDHGGGOMvW2ioqKofv365ODgQDt37qQff/yRGjZsSHPmzKHu3bun6TUfPnxIOXLk4N1xWaqkFDDSvenGMMYYY4wxxhhjjEiv19O2bduoWrVq1KlTJ1q7di3t2rWLGjZsSACoaNGi9M4775BOl/pLd3d399fYYpadcA0jxhhjjDHGGGMsg7i4uNDevXvpzJkzNHDgQKpcuTLt2rWLhgwZQu3atdPUNWLsTeKAEWOMMcYYY4wxloFy5sxJ+/fvp23bttGkSZPIw8OD/Pz86Nq1azRhwgR69uxZRjeRZUMcMGKMMcYYY4wxxjJYQEAA7d+/n+bNm0dHjhyhxYsXU1hYGN2+fZvmzJmT0c1j2RAHjBhjjDHGGGOMsUwgNDSUdu/eTaNHj6ZTp05RzZo1acuWLbR9+3a6f/9+RjePZTNc9JoxxhhjjDHGGMskypUrR+PGjaNhw4aR2Wym69evU+PGjenBgwcZ3TSWzXCGEWOMMcYYY4wxlklER0dTZGQkOTk50dOnT2nevHmk0+nI29s7o5vGshkOGDHGGGOMMcYYY5mEXq+niRMn0oULF6hRo0Y0b948ioiIyOhmsWyIA0aMMcYYY4wxxlgmky9fPtqxYwetWbOG9u/fn9HNYdkQ1zBijDHGGGOMMcYyqQYNGhCAjG4Gy4Y4w4gxxhhjjDHGGMvEhBAZ3QSWDXHAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaXDAiDHGGGOMMcYYY4xpcMCIMcYYY4wxxhhjjGlwwIgxxhhjjDHGGGOMaWTagJEQopcQ4qQQ4uS9e/cyujmMMcYYY4wxxhhj2UamDRgBWAogDECYl5dXRjeHMcYYY4wxxhhjLNvItAEjxhhjjDHGGGOMMZYxOGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQ4YMQYY4wxxhhjjDHGNDhgxBhjjDHGGGOMMcY0OGDEGGOMMcYYY4wxxjQEgIxuwwsJIZ4Q0R8Z3Q6W4TyJ6H5GN4JlCtwXWEbgfseIuB+w9Md9ihFxP2AZg/sdIyIqCMA5qR/o3nRL0ugPAGEZ3QiWsYQQJ7kfMCLuCyxjcL9jRNwPWPrjPsWIuB+wjMH9jhEp/SC5n/GSNMYYY4wxxhhjjDGmwQEjxhhjjDHGGGOMMaaRVQJGSzO6ASxT4H7AVNwXWEbgfseIuB+w9Md9ihFxP2AZg/sdI0qhH2SJoteMMcYYY4wxxhhj7M3JKhlGjDHGGGOMMcYYY+wN4YARY4wxxhhjjDHGGNPIFAEjIUQfIUSHjG4HYyxzEELohBAlhBC6jG4Ly36EECKj28AyjhDCTwjhk9HtYG8XPq4wxjIKj6ezNyGEgxCiXlqfn6EBIyFEOSHEPiJqTkS/ZWRbWMYSQgwSQowTQjhldFtYxhJCdCWis0RUhYgsGdsalh1YT6SjhBCtiIjAxf2yJWs/+IiINhNRwYxuD3s7CCEqCiHsAEAIkSkmatmbJ4SoLYT4VggRnNFtYdmDEGKAEOJHIiIAcRy0zp6EEF2I6CciaiSEsE/La2TYiUsIYSKiz4joNwC1AZzl6Gf2I4RwEkK8T0TDiKg1ERXP4CaxDCKEMAkh5hLRWCLqCGAuAA4YsddKCOFNREeJqDMR1RFC5LPezxd22YgQIi8R3SUiTyKqA+DbDG4Sy+KEEG5CiNWkHF8WqXdnYJNYBhBC5BRCrCeicUQ0H8AlvnBnr5sQogcR1SciLyHELOvdPK7JZqyf/XAi6gegH4D4tLzOG+846iAcwDMiWklEDkIIbyHEaCIaK4SoLIRwe9PtYm+WGhwEEE1Ex4koiIg2ElEXIYRrRraNZQzrMeFfIlppDSC7CCFqCCGcM7pt7O0F4A4pA/l2RPQPEalZRhyszF7+IaKfiegHAP9Zl8R684UdewW5iOgcERUiopZCiAIA4tM6w8uyrCJE9A4RvQtgs/U6iCfIWbqzZsmq56wfiagTEZUjop5CiDx8/MmWfiKiiwCOW5fbtxNCBKkrelI7xhFvKvPemg71LhF9DmCdzf0HiCg3KTMwV4ioJBH9AmDqG2kYe+OEEFOJyJmI9gHYJYQQ1lTtHKQsBZhLRDt5WcjbTwgxmIh2A7hs/XcoEXUnJdPMk4guEZE9EX0NYE1GtZO9PYQQfkQ0nojOENH3AH4TQthbB1LNiaguEX0J4EfrMhIOHL2FhBC5SRlv7AUQZ72vHBGtIeUiPxcR3SMliD3IOrnBWIqEEA2J6CqAi9Z/+wK4JYSYTkRlAFTL2BayN8EaHLxs8+/PiegCEcUSUR0iukZEu4lof1pn/BmzJYSYQ0SBpKzcGWu9T72+mk9E+QHUU8c7GdhU9hoJIYYS0T0Aq2zuW0tEPkTkTcrEWG4iOkhEn6R2jPtGMoyEEGFENJCILhNRBetATTWGiAYD6AlgOilZJoFCCM830Tb2ZgkhPiGlNsR3RPS+EGIgEZmIiAA8IqINpETEcyf7IizLE0IUEEIcJ6JRRDRTvR/Ab6RcyJ8lokqkLFNcQUSDub4Ve1VCiAJE9A0RPSIiLyKaK4QoYTN4+omIrhNRc+tAi4NFbyEhRFNSxiMLiShEvR/AcSLaQ0TXAVQgov5EVICIqr75VrKsxJqNdoCUbMXZQohZQggHALeIiACMJKJgIUSzDG0oe62EEGFCiF+IaIkQ4h2bH31KRD2JqBop1z1/E1FTImrxxhvJ3jpCiEFE5EtEg4iopBBiujWjCEREAAYQUZgQorZtsIgzaN8eQogcQoiDRNSPiKoLIYrY/PgTUgLWNQF0s/67ABGVSu3rv6klaWeJqBkpB8xIsqb8ExEB+BnANzaPjSMiOwD331Db2BsihDAQUVkiGgDgKyKaQko0vI36GADLiCieiCpaC0W2zoi2stfuIREtI6JgInITQtgOmr4iotEA/rOe7H4jol+JyMQnN/aKTET0HYDRACaTEhxYqv4QwE1SgkaCiKoJIcKtmY/sLWE9hsQSUQUiWk9E7YQQZpuHjAQwlIgIwD9EdIqIqr/xhrKsphgR/QegHBF1JaL8lLhvjSVloE5CCOcEP2Nvh7JE9AMp2UNN1TsB/ErKKouWAM6RkkkfSdYJU8ZeURARnQTwFxH1JiWbpIYQwmjzmGFENE0IESKEGCyEMPJKjreHNeliMilB6D/IJhgN4CwRDQVw23rXz6RkUd9M7eu/kYARgDgAfwH4g5TBeIgQohTR/9c0sp48hxLRx6QcbDny+RaxztZHkrLEqJP17mNEdJKUqHeAzcM3k5JVspaU5UjsLQPgARGtA/AfKRfsw2x+HA0ghkgpik7KIDsewEM+ubFX5EtEedV/AJhNRM5CiM429x0kpb7EDlL6puFNN5K9PtZjyPcAzhDRAlICR6Vtfh6p/r8QoiQpM3D73nQ7WZZzj4h0Qghv66B8LRGVJ6LC6gMArCCih0KIs0S0k5SgEnu7rCCiIUT0CxHlFELUV38A4ISa3QEgiojykNJvGHtVvxARhBCuAP4m5ZxVhoj8bR6zmohKENG3RHQXwPM33kr2uh2xBofOEZGvEKImkRJrsbmuyklKYCnaekuVdA0YCcWLXvNnUiJaLYk0hUWHEFFlImoM4Avrz/jiMItKoh+owb8dRFRQCBFoPWH+SkTPSYl0khCiMCkBgiVEVADA+jfUZPaaJOwLaiDY5sJsExHdEUKMsd4P67GkNykB5rukzJgwlmpJnYsA7CGioASZi0OJqI/N80aRkiEwAEBhdUkJy5qS6QcR1v/+RUqWWWchhI/Nc3yEEDNJGWBvAHDoTbWXZX7JTGbqiehPUpbcE4BNRARS6mSREMJeCBFORAGkLA3oaB3YsywqmX7w3Dq2OUnK51xXzVK19gGdEOI9oWx1HkHKxTtjqZJCIsVjUgKQhaz//oqU66r81ucVJKLtpOxO7mdbS5hlPcn1A5u4yQlSEjQaWTPJLEIIOyFELevPnhBRGwAPU/s70yVgJITIJYRwh8IihHC0+ZnmdwC4QUqhJQchxBAhxEfWx08H0ATAn+nRJpZxbGt/CCFqWdfxq4HBi6QUEe1CRATgF1Ii3urOaHeIqBaAQQBi32jDWbpLpi9oAsHWz3kWKXVjdNagoZ6U3fOaABilFqVlLLVs+l1xa79Sz0VjiGi6zUPPEtFF8f+19dYQkReAL63P591ssrCE/UC932bANZ+U9P0S1vsLWTNEDhFRSQDLEzyeZXPqOSxBnzhBynL60jbHkoNE1MP6nHiy7pYGoD2Af1IxwcoysaT6gU3NmEf0/8ub61h/bE/KdVdJIhoBoBuAJ2+00SzLsmaJIOF91v/dRUQWUuoE57WOq38motpERNYVPp0BDAQQy+OarCupfpAQgHukHH+iSalnVJ6I3EjZYCwcwBhrP0j1Kp70OlmtJqJmQgiTEGIhEa0WQoy0NloWDbU5qN4gohqkDNwjAcSAdyB5a1gzRHIKIT4mZalRoHpQg7JrxE4iqiSE6Gqd1Y0noijrzx9YOzp7CyTTFxJdeAE4Skqx4eekzIDkAHDOmgHA2EsTQpQWys4grUipi2chIgKwhYjOCyFmCyECiagmEXla69UQEd0EEKMOqDhYmbUl7Afq/dZjk701G2AWEc0RQvxJRH2tge49tgMqznjO3mzPW9YM2BFEFGb9t4M1ILSVlLqMagbjz0R0QVhrFQFYDuCo9fn24KL6Wc4L+kHCsc1PpCwNaiiEOEJK1moMgO42/YCDhixFNtdPFiFEESHEJCFEUZv7dNYVG1+RMvkxXSgFj2sT0QH1dQA8VPscj2uynpT6gfXnmuMPgO9JCRitJaVeoweAKAB/W7ONBF5itzyR1jGQteECylbETYmoFylr5kBKp11GRJsBTLM2CjbP3U5KOlRvAM/S1ACWaYgEWzQKIbxJWWLYAEDRZJ5TmZRlH2WJaAWAGW+ksey1etm+YHOAG03KsqBPAMx/I41lb40k+l0RUtb0jwTwScLHCSF8iagjKcEiVyIaA6V2EcvCUtsPEjzHlYhWkZL9MQjaTTgYS5IQYgUpweWxtmNcIUQFUnb/jCGiKkT0EYB5GddS9jrZ9oME96vnmhVE1JCUC7b31cx560U7BwxZsmz7iBBCT8oOe8NJKesiiOgYgEW25z0hhAsRjSClCP/PUDb3YFnYS/QDzTFFCNGTlOL6wwEseOV2pCVglHBQZr1vISkX/10AnBdChJJSr6YsgPvWC0M76wHUCC629VZI0JEbENEPAB4JIaqTsuxjNIADSZ0crTP4shAXy9pesS/Utj7+6ZtvOcuqEvQ5IykBoGMAHgghviIiJwCNhRBOahZrgou73DaZRSyLSks/sHlubiIqDmB3Uq/Hsid1MsOaiSZIuQBrTkRrAFwWQjQipVj6R9ZMNNvjihspxdQvAriWMX8BSw8v2w8SPNeLiD4nJVB0xXofH1vYSxNCfEZKxlB7ACeFUkx9GBF1APBvgqCRICJ7NYsoYdIGy7pS0Q/sSDlcwXr8iYJ12as1Ey3NmWWpToUUShFIAyktiRdC5BVCrBBCvC+ECCOiiaSkPpmFEAYAv5Eys9eZ1Nb//+4AHCzKwoQQVYQQjYlkalw1IcS3pKzVnySE6A2lSOg2IqotrDWMkkiXi+NgUdb2qn3BZjC2n4NF7GXZBAmakVIvZAARfSmUnSF6E1FNIUQQgGiRxNIiNVgkXmIdN8t80tIPbJ77jxosEv+/DJEv6LIx68WXOuj2th4zbpCyBfpH1jGvjohyWYNFdgmOK4+hLGm8Jqyp/xn0p7BXkJZ+YPNcOwD3ADQGcMXaDzhYxFJFKHIKISZY+9lHpGSTmK0POUZEp0nZtEOtkUbW/weAOPH/y444WJRFpaEfWGw+7/sAngilhqd4lWARUSoCRkKp6j+JiL4nomDrfeVI2fr8ECkFjFeTkn67n5QLxWLWp8cQ0Q+v0kCWuVgjloeJaIIQIrd1IFSZlBTIXkRUgIiGCWUp0k5SOnWLjGove33Soy/wiYy9DGtAMq/Nv/VCiO5E9CkR9QRQi5TM1vZE5EREU0jZcZFIKQiZpIQZsyxze439gOs6ZFNCCIMQIphITooahRCfEtFuIcRkIioGYBgpNWnGEJE7EZUTQnikFARIMIBnmVx69QNol4bYWfsBB4tYkoRSU3Gc9f+9rMeMx0TkTcpGQHdIqUUziEju9LmWiGoJIUok9Zp87Ml60rMfqJ+9NTnjlftBigEjIUQdUgJCOiKqAuCc9UchpKyf+52IBhPR/wA8JmWtXB5SLiA3ElEsKXWNWBZmjXCqM2T3SalPdYeUeg8gpWCoKykBxG1E9D8imgxlB7Q/iShcKMsQ+cCVxXFfYBlFCOFOROuIaKU1OECkZLWeJ2VXvQLW+/YR0V0iqgxgCik7RFTjPvd24H7A0ptQaprdIqIF1uCjAxHNIaJ7pGzQ4ktEU6wX/l8S0RekTI4YiChHxrSapbfX1Q84UMRSYSsRDRFCFCSl/9W0rsDYRET5hVK2YRIR5RVCNLE+5yIR9QBwNkNazF6HTNsPXpRh9JiU3WPGArgphKgq/r8i9x5SCvu9D2CgEMJERBGkDOQuWe/vyMvPsjah1KK5SNalhaRkidiR8jn7WTvzU1LqV80EsMT6+C7WTLRlpGwfyv0gi+O+wDJYPCmpt+uJqLsQogspdfh+JqKZRNSSiAjA30TkQf8/gC8B4PCbby57TbgfsHQF4BYR/UhELkTUHUotmg9JKYa+lpRAZDQRTbY+fhcRvU9KFr0rUZI7ZLEshvsBywjWAORRUlbpfExEW4ioExERgCOkLINsan34HOtjCMqOVyfecHPZa5LZ+0GKASMAPxHRViHEV9aUzE+IKBcRfUvKdqGfATgmhMhJRPOJqC6AFQAGA7j5uhvP3oi7pCxF7CeEaEhEcaQEBCsQ0S5SdjojIipIRF5CiFpElJeIphLRQwARHCB4a3BfYBnCuv46gogekhKoHEhEFYlopFDqzqwjokAhxCIhRF0iKkdEajHr8+prvPmWs/TE/YClB+sS6tlC2dGMhBAepGTMrySiOkKIAlDqm3UiotMA2pOy+283IUQAERGAB6RsWZ3f+m/OXMtiuB+wTELtM/2JqDopy6YjhBCdrPcfIKJGpGSRrKD/Dxqwt0um7gepKXrdnYjqE5EBQGkoxWn/JKJFRLRICLGIlGjYvwD2vMa2sgxgjVouJKXIn56Uz30/Ef1NRL8Skb116eJkIvIiZVnijwAmALiUMa1mrwP3BZYJbCUiBwAnSdlUYRQRTSOiR0Q0j4jKEFE9Impnnf21XcfNA/m3B/cD9ioqkVJO4UMhRFHrRb89KROi+0gpmk6klF/4w7o0yYuUEgtFiYiEsvtnYyK68GabztIR9wOW4QDAml3ykJQ6fCNJyS4ZIYQoTkQNSAkW/Gx9/CWe+Hj7ZPZ+IFIzdhJCTCSicAA1rbN4Fig7HeUj5aB5Crw18VtLKFvE/kXKILwbKQPxCwDaCiHakhINbWid+WVvMe4LLCMJId4lZYbFQsq55xNSZlnuk1IzqwwRRQOYIpTdsLjo41uI+wF7VUKIXUSUm4gWkLIEaQ8pm7ZsISUAOZKIQkkJBtQgohWkbJ0eZX2+LxE9h1K/k2VR3A9YZiOE+IuUosZuRNSFiI4CGJ+RbWJvXmbrB6kKGBERCSGuE9EwAJuFEI7g7dCzFSHEFCIqCaC+tWZECBGNJaVyex1S0nSf8qD87cd9gWUUIUQOUoqnrwEwwHpfMCkzwkeJqBYpy5S6A7idYQ1lrxX3A/aqhBDvENFBUnb1/YyUJdaXSTmXvUdE5QG0sU6S5AJw0fo8e/Cuim8N7gcss7Bml1isk68fAChse72t/jyDm8les8zaD14mYNSWiFYCcHq9TWKZlRDiBhENBLBNCOHGMyrZF/cFlhGs6beziWgPgP8lHLQLIcyknNeeZFgj2WvH/YClByHEVlLq8E0ipWB6TiJqRUodvoFE9AmAa9bHClL6FF+wvWW4H7DMwiZYcICIFluTNDhLNpvJjP1Al9oHAtgghMiZ0Q1mGWoEEW0kIicOEGR73BdYRgkiIr21ALJmhhfKLn0se+B+wF5VdyK6TkRfAOgnhMhvrSNxBUA/2wdax7w87n07cT9gmYI1SOBMRM9IyaIlzmTLfjJjP0h1wIiICMC819UQlvlx0JCpuC+wjGAdxHexFgVk2RT3A5YeADwUQswmpV5NEQBXrPfHEfESkOyC+wHLZMJIKax+LqMbwjJUpuoHqV6SxhhjjGUW1swSPoFlc9wP2KsSQnxDRB2I6CH3peyL+wHLDPicxogyXz/ggBFjjDHGGGOMMcYY07DL6AYwxhhjjDGWUazLq1k2x/2AMcYS4wwjxhhjjDHGGGOMMabBGUaMMcYYY4wxxhhjTIMDRowxxhhjjDHGGGNMgwNGjDHGGGOMMcYYY0yDA0aMMcYYY4wxxhhjTIMDRowxxhhjjDHGGGNM4/8AJptM7tSJ/cAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(20,6))\n",
    "q=ax.quiver(twind, np.zeros(len(twind)), u_wind, v_wind,scale=200, width=0.001); # change the scale\n",
    "ax.set_yticklabels([]);\n",
    "fig.autofmt_xdate(bottom=0.3, rotation=30, ha='right')\n",
    "yearsFmt = mdates.DateFormatter('%b %d')\n",
    "ax.xaxis.set_major_formatter(yearsFmt)\n",
    "ax.set_xlim(start,end)\n",
    "ax.set_title('Wind Vectors in Geographic Coordinates')\n",
    "# this can probably be done better?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Daily average wind speed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate daily average wind speed:\n",
    "ttday=twind[12::24] # start at 12th value and take every 24th\n",
    "wsdaily=list()\n",
    "for ii in range(0,int(len(wspeed)/24)):\n",
    "    wsdaily.append(np.mean(wspeed[(ii*24):((ii+1)*24)]))\n",
    "wsdaily=np.array(wsdaily) # convert to numpy array from list to be able to plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'm/s')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(18,2))\n",
    "ax.plot(ttday,wsdaily,'b-')\n",
    "ax.set_xlim(start,end)\n",
    "ax.set_title('Daily average wind speed')\n",
    "ax.set_ylabel('m/s')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Daily average wind speed cubed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9a06ff8250>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wscubed=wsdaily**3\n",
    "\n",
    "# plot phytoplankton on top:\n",
    "fig,ax1=plt.subplots(1,1,figsize=(12,3))\n",
    "p1=ax1.plot(bio_time,sphyto,\n",
    "           '-',color='forestgreen',label='Phytoplankton')\n",
    "p2=ax1.plot(bio_time,sno3,\n",
    "           '-',color='orange',label='Nitrate')\n",
    "ax1.set_ylabel('Concentration ($\\mu$M N)')\n",
    "ax1.set_ylim(0,18)\n",
    "\n",
    "ax2=ax1.twinx()\n",
    "p3=ax2.plot(ttday,wscubed,'b-',label='Wind Speed Cubed')\n",
    "ax2.set_xlim(start,end)\n",
    "ax2.set_title('Daily Average Wind Speed cubed and Surface Phytoplankton at Station S3')\n",
    "ax2.set_ylabel('$\\mathregular{m^3}$/$\\mathregular{s^3}$')\n",
    "ax1.legend(handles=[p1[0],p2[0],p3[0]],loc='upper center')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Photosynthetically Available Radiation (PAR) at Surface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9a0c1c1bb0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot phytoplankton on top:\n",
    "fig,ax1=plt.subplots(1,1,figsize=(12,3))\n",
    "p1=ax1.plot(bio_time,sphyto,\n",
    "           '-',color='forestgreen',label='Phytoplankton')\n",
    "p2=ax1.plot(bio_time,sno3,\n",
    "           '-',color='orange',label='Nitrate')\n",
    "ax1.set_ylabel('Concentration ($\\mu$M N)')\n",
    "ax1.set_ylim(0,18)\n",
    "\n",
    "ax2=ax1.twinx()\n",
    "p3=ax2.plot(bio_time,spar,\n",
    "           '-',color='red',label='Model PAR')\n",
    "ax2.set_ylabel('PAR (W/$\\mathregular{m^2}$)') # say its model PAR\n",
    "ax2.set_title('Modeled PAR and Surface Phytoplankton at Station S3')\n",
    "ax1.legend(handles=[p1[0],p2[0],p3[0]],loc='center left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Forcing: Solar radiation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'W/$\\\\mathregular{m^2}$')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NiguNRnbxe/MpSy68MJwuT0O719HRonxVyRJyrfrFL6qPgby+fX0gRpbQcxoZ0ePZ8LL7+gvV19Sp/rL2KDJZkpGRkZGRkZEx1vj734GzzwZe+9ru5vO85wHPfGb30ufGiM/4oYl+1SB/TfnzX3yxvmLeNELGPxlOMTeGOgERSUFALj8hdIuISiFAyDirQ5bQtsA+o5fqsW4w0ZRzqhr/vC3EDFZfHryPxFxPfP2Jp62dw5UgvnLE1BRNKktC9d3X5y8Hrwsf4fK85xXftbbFr4upV6q64fBncOqpehox8DquqizhZdPaBT/u6y/U/yYg8Z3JkoyMjIyMjIyMsQZNTGNBFeugzvacqeCTY5+6hCbKVQmAlNX9GK680u348OlP108rhOOOc8aHFsB1eLh4JjFJ+6ZN1Q0Lqq8UssS380ldcMPMZ2ySwVknPgvtQOMzeqmeq5IlKX2Iyl+1v/G2EDNYfXUVI0v4cV9dxciSFGUJ/d5NsoTuL7RdMrl7aOVIUZZwxAgX7ZlR2aZNq64s4b+dc068nBr4M/WRJaG6kmnEyBLfWE1jWSZLMjIyMjIyMjIyoqCJcrd2QQDK5MVYbE25Zo1+DhnkVcmS1OsGBvzGD7m1fP7z3Z2wf/CD5fw4uNERMzZHRvxt4x//cHE6rrxSP95JbJixIEs0I40bylWNZq4S0urK2qI9VG3/IYOcQM+16n3EXDp4OXx5cONd64cpypKYgiCmLLF2bMgSGjtD5BTFM9HGjhRlCUcsDe1eqWxz57q61MacTpQlKcFsNfA69hFxpMLxqe46UZb4yJJuvX/GAJksycjIyMjIyEjD+vXFNoPbMq680gUtjW07GcKf/gR8/ev+42NBlvAJfZ17CSHFDScWxyA1j5i/e38/cMAB+rGU7S2bABlFMaPCZ4THjDDA7XYD+ON00HNIMQTHiyzh91/1ecSMXv5b1fvshCwZC2VJyA1n8mRn+Gp9neeR4oaj1WeqcT9pkl8Z1QRZQtelKEuqxizhCJElU6aE2/fcua4etPbXibIkZZtkDZs3A9ttV3zXQNv5+kjkFGWJMa6MvjEru+FkZGRkZGRk9Dw014BOsGCB3xjtJSxbVn2rUAD41KecMqDOVreHHFKoDDTQRLlbxipQnth2yyWHT461ybi19eNw0PUpbiU33aT/ztt+N+ucDI+Y8eMz9FIM5499zH367oN+7xWyRDOw+G9NKDJiZEldN5xJHpPJ2uKcrVurGYOdkCWDg7oCYHDQuXxMmxavC1+7iCkIYmQJ/bZwoatvjYh4+OGiLquOSVSOENFMwY1jio2UPhJyw5k9W79Prizx5dOJsmT27Hg5NWzeDMyf78+Dw9dHtm4t8veRJf39ru35yKdMlmRkZGRkZGT0NI49Fth5Z+COO+qlUye+wFhh8WJg112rX09uDPPmNVEaHdwo6pZEmU/QU1bIqyC2UjwyUj/AK93H5MnVrgfK8vBuSsJDRlqnZIlvlw1CjCxJUS11iyzhbUErB2+bVccUnkYsCGddNxxf2xscdO2bjMkq/YzqZ968tCCbGskwMOCM1alTdcOc8ujrCytLSL0VcsOZMkUvQypBsHCh/z5SQOUIGd7UrmPtIkVZEmq/s2bp98mVJTJPwkMPuQUIfr6WBlDPDWf2bPfMfG0zRmRs2VK8C0NkSV+fn3zKbjgZGRkZGRkTFBdeCNx1l//4+vXANdeMXXm6hc9+1n12Es+AI2VSua2A6oj83ruBmAS7CYwFWRIzevnxqmQJtb06ZAk3zLqpLKEyxlaKQ2QJES4aWcJJn21FWVLVDSfmWjIWZAm1q5AxuW4dcP75/jzoGopv4SsHGcwxsiREEMyeHc4jdB/0nBYuDBv3VE4fWUIEQUr7lLC2KEfomYb6QKfKkipkCT2jUF089BCwaJH7Hhsvqr6Ltmxx106fHidLQsqSFLLER9TxtLOypBqMMfsaY/7B/jYaY95vjPm0MeYB9vu/sms+aoy5wxhzqzHmsPEsf0ZGRkbGBMXQkNsi8GlP85+zZAlw4IET8iVfAk1iqm6d2s04D53iF78Afv7z7qVPZEk3n3kTvvsx8Ilr1VXclSudW1NKHt0iS5pQlnBDoZtkSRPKElqN1gyTtWuL79sCWTJ1ajOxPjRDbyzJktAze+lLgUMP9Y+hdM2cOXq7GB1190LuFL5+NnWqf3Wf8pg9O7wbTgpZMn9+mrLElwbdRxWyZHAwbtwD4T7Af0tZPPClYYwjIULKkhhxRCqb2HhR9V20ebMrY3+/v5+F6nNkxM2TQs80kyXdh7X2VmvtAdbaAwAcCGAzgF+0Dn+djllrfwcAxpj9ABwOYH8ALwTwLWNMjTdoRkZGRsY2i5CBduON7tO35SlQqE66ucXrWCAkS04BV0KM94Tnla8EXvWq7qVPq/dNSId9ddVEzIYYmlCW7Lijc2tKyUObjDdJlvjiRkhodc7LVue5Ll0KnHCC/3hIWUK/hVZ5BwbcajWgGx4pZAkRohOBLAkZ7zHEyBCeb90Ar6lkiXYvFPuIPzsOriwJKQxIkaGNF6nKkjlzwm44IaN482anUpgxo56ypA5ZwttVE8qSL34xnqev/U6dGo8RE+rLMbKkifY7MOCIjP7+am440p0oRpbEYpZMQPQEWSLwPAB3WmvvDZzzcgBnWmsHrLV3A7gDwEFjUrqMjIyMjLHDyScDd99d/fpzz3Uv+Usu0Y+vWOE+U2JTrF5dvRy9hKrKEk4W1TGwqhrMYwma2DYxwfPV1UQhSzrJo9vKklSyRJuwN6UsedvbgPe+1388RVniM4oB1y4o/oV2H+vXF9+3BWXJrFnVCdxeUpbQO0Src8rbR5ZwkkGrK8qDyBIfKTltWpqyJOSGE1OFzJjhN7xT4nTECJkYmiBL+G8UkDkEnxvO1KnuL+am4yvHwEDRbmLKkqrtd3DQtYkUsiREOMbIEqqLqsqStWudAsu3/fw4ohfJksMBnMH+f48x5jpjzFJjTIuKxGIA97Fz7m/9lpGRkZGxreDuu4F3vAM44ojqaVxxhfv84x/14zTpTCEQthWypAllSdU0rrvOTbp+8pNq148VaELXBFniq6smAlzGkBIjoy74/YXIkunT/cErY+jUDUcjAJpSlsSQoiyZN6+6soTXdy+TJXwXjpAxWUdZMha74dBz8tVTipqCUFdZQoa1T1kSMlhTYpYMDITvY2DA9ePp0/1xUygPXxqDg45wMabac48RZISQkpLSeMlL0gKn+u4jVN+UL21h7EsjFBg49V5DGBpyZaxKltB90JiktR3Kow5Z8s1vAuecE1btjRN6iiwxxkwF8DIAP2399G0AewM4AMByAP9HpyqXq7VvjHm7MeYqY8xVq7eViW5GRkbGIwEkXa4TWJQm6z6/ZJrw+fLgE+QeXPGoBN+9rloF3Hmn/7omyJJrr3Wfv/lNtevHGlUnqHxC6KurbU1Z4jOgYoEQU0B1mKos0QzbXopZkkqWaG2HE7u9vBvO4GBhiMaUJU244Wj12SRZ4iPUpTEZupcjjgBuu639dx6zxGeMAsXqfpUAr5zIGBlpf+4jI66OQkZxTKWQShCE3FdiSHVNSVGWzJ/vjyOz++56njyNum44Q0PFcV/7pTGvaj+tqyzhJBvgb599ffXIEjqeovQZY/QUWQLgRQCusdauBABr7Upr7Yi1dhTAd1G42twPgO8JuAsANfqYtfZka+0Sa+2S7bbbrotFz8jIyMhoFE24a9BKHJeuc8SUJXwiVXVVvNfgM94XLwYe9Sj/ddygr+rKQ6vuVa8fK9RVlqRsTbktkSVTprjJsvZcmyBLOlWWaM+tCbIkZQxI2Q0nRpaEVuZ52XtZWcJXzWMxS5pww+nWbjiURkwhFjKKaSeT5cuB1762/bhUlkiDktIMKUtiAV6l0SvPofuLGcVTp6YRo7E0QoZ1CHRNX1/9mCXz5rkxS3u206YBhx3mT6MpZQmpPnz12d/vvo+FsiQ2fgNxlyTfM6U27SNL6PdMlkTxejAXHGPMTuzYKwDc0Pr+awCHG2OmGWP2BPBoAFeOWSkzMjIyJjr+/OfxD9IZA00I65AUNFGJkSU+g4GTJVV3bOg1+IiKGIHBJ1pVjRtqc02RJd3azrguWZJSV4ODzugAurfT0FiRJWSkjSdZwp9Vt9xwOIHra8OUdogs8e16QueEDG+er68+uaEYG+frkCV33gl88IP+FekUsqROu4iRJU0EyKSyxZQl9K7RykH1AOhtWLqvyDFDKkuqBHiVechyphrFKcqSUPulNHyxPmKga6ZPrx+zhJSn2vg7MhJ+pjGCIEaikZInRGQ0QZbwZxbbDUdr46kkWqqyxIdMlsRhjJkB4AUA+F6AXzbGXG+MuQ7AIQA+AADW2hsBnAXgJgDnAXi3tbaLmsqMjIyMbQi/+AXwrGcB3/nOeJckDHqx1yEpaMLk28kmtqK/LZIlVQmGJsgSMjabIku6rfbpJlnC4wNUMRpSMJZkyZQp4V04Zs0qDIQqeQBhN5yYe0oTyhI+HvgILqqD0Mr77Nm6goDqJxTglZfd126oLqyN32udvvjqVwNf/3qxqxjHWJAl/LqQsmTy5Hor84CrS414SlGWcEyd2v7bwIAzNok8lX2V0kxxw4kpS3wxSbqhLPEpLppQltQhS+jeQmTJ8HChCKpClsSUJXQ8RJYMDRVkSR2yj9yFYsoSLY/UZ1rXDSeTJXFYazdbaxdaax9kv73ZWvt4a+0TrLUvs9YuZ8c+b63d21q7r7X23PEpdUZGxjaFP/4ReM5zwiqDffYBLrxwTIvVMYaHw4b9Lbe4z3vuGZPiVAYRGXVWPula3ySB15Mv+r8sz0RHL5AlTQXY1Ca5TQbvrJoWb1e+yWMspkMTaJIs8fVDMn6mTAmvTIbicMRA9xGaSPO8fW44tKpf9bny9uYjYKkcoZX32bOdcSDrKyVAZifKktA52rmdIkS0xMgSThylkDoa+HMMxfqYNq0ZlzqtjClqCt7myfjlIKKDjsl7SVGWxIz3XlCWWJtmWIfQBFkilSVafQ4Pu2cyaZI/DVLyVFGWcHeibipLeH3HtvWtoywJuYDxPDJZkpGRkTGB8drXAhdf7A8G+ve/A7ffDnz4w2NarI7x4hcXKyIayJCjVawqeOgh4F/+BbjqquppxEDlrGNIdkKWaMbPtqgsqbqS3CRZ0tdX7XqJkNwcqO9qNlbKkrHY1rduHr72TwZUX19cWSLLlApKN/Q8YrvEcLenqgQBN6piypKQMel77lxtAYTJkp139o+NKeoT7dyq8CkuUmOW0PmdIkaW0PEpU7pHlqS0b/7btGntx4ksoWM+ZUlsN5yQG04sUGeKOxERMtOnhwPqpqgp6gZ47e+vtxvOpElFP/QpSyZPduUcL2UJETJAvfZLREYVsiTWbuicum44dDw1iPcYovdKlJGRkTFeoBcJ7WYgQUoMmrD0Kv7wh/DxJsiSK65w28B+5CPV04iBJoRNuOGkkCVaQFk+MZjIZAmfqDQRTLEq4UITqaaCSoZWUIH67j5NKEtCMUu6rSzh9VyXLPFdz91wQpPtUKDDGFLaTcwNpwmyJEVpFlKWSMPDR5akuOHMnVtdWcLJjTp9MbQKPJZkyUEH6XnQvcWCgYYQI+FSAnnyNKqQJZJk87nAhFb3Y/VN/4dceUilMG2aK4MvEK1PnUL30QvKEq7k0epzZMSNaaHdbjrZDcen5IkpdaZOdQRClfY7OuruI1VZktK+YzFLYnnEdsPJZElGRkZGDyNmWC1veQI2tSo+XqCJgSYHTgXVlY9YagJUzjpGHr38fURHTFnCX/wTmSzhE5zxdMMJTcqqIEaWVI2FQJjoMUuo/KGdEFIRUpakkCV1lCUpZEmKUVt3lTZFaZaiLImRJSnKkhkz0pQlWhqxYLipCCm3BgddGSdNiscs8ZUzBrqP6dPjZEnsPp/yFOAd72j/vVM3HFkOa9OVJRTPRI4ZdH3MzSYlwGuMyCACIKamANrrI+aGI++jToDXkLLE2uKYr674ffi26J4yxV9OXhchFzAiaGN14VMDEVlSpZ/yZ5riIhMav2P3mmOWZGRkZDwCQC8K3wuYgkn6fNUnCppQlowlWTIwUN2dIqYs4avDmrKEv/gncsySJtQWTZAl9DyaIktibjh1d8vpNlkSWnlvAlT+GTPqk32+dhOTeTdJloTabixmCff/75ayhMch8SlLjClWaX1kSX+/P2AulX3mzPElS77xDeCGG/RjRBCEDO+BAefmQO+hKn01lSyZOjXel6+8Ejj55PbfU9y7AL+yZGSk/P4KkSW0EOPbDSemHIkFeKXnQedr90HKkVhsCq2csb7epLIkRJbw30PKEt99AAVZkuqGo6lseH2H6iL0zPr6qgcolu2mjhtOKolW1Q0nkyUZGRkZEwAxsoQmyhPZaAYKo6nOS4nqKrSVZ13weq5qTNaNWcJf/BNZWdIE0TERlSXjRZakuuHMnOlfeW8CnCypoizhz8lHWMYCvEoDqk6A17rKkrrBEvmYpL0HYm5PtALr2/WE2kHI6OXKEp9hEgsCm0qWbN4MXH65fuzoo/3XEUGQYmCRwVpHWTJtWphYWrMG+MtfiuDmHOefD9x7rz+PTpUlPqOYoLkZpCpLYrGBYsqTFOM99syI6AilkaIsqRuzJOSGEyMLpbJEO2dkxM1vQgFcKQ0tQDFXW2h5pKiFuLKkzi5iqaqPUPsOtYusLMnIyMh4hCGmLPEF9psooJdfnXgO9FLtJlnCDc6qREUKWULqmJiveSZLiu9V284jhSzh5fKVgfv/dztmiS8gYwy87L66IAOqm244VI66MUvqKktWriy++3bQIIRiEPhiJXCyxGd4UNnruOGkbqN81FHAU58KrFjhPwfwx66IKUs4QVClXVC+PjcGujd6Viec0H7OoYcCe+zhzyNVWRIjCPbd131qMc+2bi0rHUJERlU3nLFUlsSCmo6lssSnPmxSWcLLlXpcPlOtDDxmSRNuOHWUJbF2UTfAayZLMjIyuoKtW90OLr2+BexEg4/53laUJfTSqmNIjoUbDq/nqvEWQhHxAWes0HaMMReCuoZ3CJddBjz96borUBPoFTecJsgS3j97NWZJzMAC3HPoNlkyOuom2lVjlvD6842LE8ENhwId1g3wescdxXftPcDv3+eGQ+oAeT7QTpb4jDggTpbQ2Kydww32UF1cfbX7pIWCVFQhS+q44fT3h4mlOuDppmyN7TOK3/Med7+a++vAgLuHqsqSkRFXFyFFkqzvqjFLYmqJyZP9WyCnqClioGvqKEtiRAZQnyxJVZaESAbKo6objsyjztbBMWUJ1cXwsF5W+u3BB/Wxkd4vOcBrRkZGozj3XOCnPwU+8IHxLsm2hW1dWUIvpTrKkrGMWQLUJ0tCeRBZ4pusAG6lrK7hHcLSpU4mftpp3Um/E6LDZxTzSVLV59EEWcKv7dWYJalkCU3Gu7V18OhoYbz48rjqKr/Rzdt8SFnSC7vhhOqcjtV1w7nnnkIhoCnN+P1rx2MGVIobDleW+OqSE0Ox+g7VqW+VNxZDaqyUJdwNR8YGAdrvTR5PiYUVc8OJtW9eFz6FgFQ6hFQIGllC9ZsSLLSOskS6TmmxVVLcdLod4DXFDSekLBkddW2DArxWceXpRFkSi1lS1Q1Hy0Nr86H3cmq74M9da3+8/N/8pv94JksyMrYhbNkCbNgw3qXI6Aa2lZglMd/QOoYkvVTHSllS1w3Hhy1bih1JQm44s2Z1lyxZvNh9dmtM6YQs8dUZv/9OV5pl2nXIklg8hl4jS3xpEFnS3999ZYnPDeeee4AnPxl43/v06zslS7qtLAm1m1AcDkmWVG1/W7YA22/vvseUJb7xJGRsSqPXt+INxJUlTZAlBPkukW2pjhtOUzFLAF1xESpnyviQEgsH8G+tyl1PJk/2G6Qp7i0+FQKvb59RLLcnruLqk6KWoLHAmGpqihionNOmxcmSWLBb331wN+MYcRSqT3JPnDQpXhcxN5y6yhJqW1r7qxPgleK1hNoFnUfQCBEqQ3bDycjYhvC0pwHz549vGaruEJIRRkxZMjDQXMyFbsJXxomkLKE+1oSyRHuumzenKUtmzeqeQQsUE4SqxnkMqTEKQseHhgqDoOqOUE0oS2IGaQpZctVVwCWXxPPqtrIkNBlvAkSWTJumE46rV7tPcreQSHHDIaOgr298tw7uhCyp81xpB6OYssRHHDXhhmNMmGQLkSXyGVXpi7L/y/rsRKXQlLIEiJMlEin9LkVZMnmy+5syJUxk+NwpOlUh+O6TlBBawFGZRzeVJcboZIh06ahDlvT1xcmS6dPDpI/vPvj8xlfO2DOj40Cc4EoJ8Fo3Zkmon9Vxw5FxaPhvWh5AQThzTOSYJcaYFxhjvmuMOaD1/9u7XqqMjImAf/zDfdYxOD/72fEnXDLa4XsBc4NzIrji+F6udH8//nF1I22sYpYsWOC+N0GWaJOELVsK//3Qqni33XC6jVjMEv6bb0wbGiqeR1VlSQpZYi1w0knAunX68U6UJb5n9uQnA89+drisQPfIkhSZdxMgsiQWANMXqJmX68wz/eekuOHMmOE+6+yGE3rfhohRur6usmRw0KUxaZJ/JRjwx2+JGWlUzpgbDhlxQ0M6iRUiSyTJ0wRZItOg5xQyvJuMWeJb3Y8pS1Lef0NDRfo+ZQk9T82w5iSEz+hNbRc+RQZ3YfDVJw8oDYTjiaTEpuDX8DRSCIK6ypLYdrpUx/39RTwXDnJP9N0Hn9/43IVi5BNvFyHiKLZ1cFMxS3xt61vfcm7AALBqVTgNrV1IVRP/jYOXn8ZhjolMlgD4TwD/DeBNxpjnAjigqyXKyEjBZZd1z8c7BfyFe9991dP55CezKw8ArF0LvOUtvUNAhAIZEnqlrCGEVrQB4MYbgc99rlraY7F18JYtY0OWpCpLukmW0AShW2qxmLIktnoKuEkWkbvdVJbcey/wrncBL3yhfjy2et9rbjjavfKV4NAuBXVBZIkvj07Iks9+1n9OzA2HG2l1VpPH2w2HG4sxF5luueFcfnmRDuAvB5FT0riR764qMUvkeCz7iVyZ71U3nFRlSSgwcIwg4CvzPjecoaHCMNfuI1VZQn2dysXBA0prx7nxHotNEVOWUFlDQWSrxiyhPEKuKVxZopVzZKRcV776THHD6baypE7MEpkH0H6v//u/xffly8s7fvHzO1GWxMgS7T0xwcmS1dbaDdba/wJwKIAnd7lMGds67rqrkP5WwZVXAs94RnUjrwnwicLy5fXT65b0fqLgk58ETj21e8EtO4XvefCXRDddMppCyOglVN19pdtbB1tbJkuqxizhhrX2zLZuLWT1PuMG2LbIEm11ntdNzA1n6tTukiV0zt/+5i8HQXsmX/mKfm4VdIss4cbkRCFLfODSfJ+ypK67RV03HKksqfNcQyvBVMczZlRzw+GKDN8zu+gi9+lTCADu/okskeWUsVaqxCyJKThSyZKJ4IYzNBQm2WIKAr4y7yNLiMjwER1SIaAFJAXCyhKKkRRzw/EZxaTQ6BVlSSdkiabE4cqSkBuOVs6REfcXc51KUZaEgvLymCV13HBCbWv9+vL/999f/j+mLKlClmjviQlOlvyWvlhrjwFweveKkzHuuOuu6vJqQmwSvffewBOeUD39v/zFfa5ZUz2NuuB11ESwz7pGWA8OLh2B7r+bLh2dIBbIkL5rOPvs3iF9UgJ1brddtbS77YYzMOBent1WlgwOhmMpkD+6b2vKpjDeypKUrYVp8jd7dnictzY+iU01ejXE3HCuuqr4XpeEuOCC9sljCni5tPvpFbIkphBLafM0oQ+54cQk2jHQNSltC2g/pyllCSd+YsqSKm440vDwuVsAYaVOyA2nE7LENy6FygWkkSXSpaNKH6By9ZKyJKSm8LlTpLrh+Ix3SnPy5LCyhJQSQOdbB2uGt1ZOqgvNJampmCVNkCUxFQ7gb78psUA6IY667YaTEjyYINXug4NuHPCpbDqNiwLo74mJvBuOtfZX4n9lv5+MbQKjo47IeOUrq6dxySVuZ4nzz9ePUydcsaJ6HjRx3XPP6mnUBZexNuGOMZ4uRb0APqD3AkLKkliQwte8BjjqqK4Uq2OkkCULF1ZLu9tkCSlJKJ5IqI/86U/AAw/ox0JkibXuPqZNcxOB0GSlm3ElgO6TJTFVVKobTl+fU5eExr33vc9vfFPfuvFG4MEH9XNihmxMWcJR95l9//vA/vt3fh0v4/XXtz/XXiNLfP04VVlCuz741BRNKUuAeCwm7RypLKnjhhNaFefKkhQ3nJArhLbazP/3KQSAMFnSiRsOwRcDxnc8lSwJrXinYKwCvDahLAkpBHi74tfI48akK0s0AoDGG+24VH2kGMUxN5wUZUmn77wmyJJUNxxf+6X0YrsLdaIs6YYbTqrqg0OSJTRmGROui7rKEjp+zTXh8o0DOqJvjDFLjDG/MMZcY4y5zhhzvTHmum4VLqNhrF/vXFd8Lw8K7OMjOlJw7rnu8/LL9eN33lk9bQJ1wm7GSoihaWXJRHDp6Cb4S6MXEIpZUmdHh7FGCllSVZXU7a2DqYwUTyTkhnPIIcATn6gf43Ug+1mK5D0Wo6BpjIWy5LTTgCuuKB9PdcMJ+bMTTjjBfWr3widM732vfn0nyhLtmfE22QQJUcVVjef7+c8Dp5xSPt4rZEmsH2sEo3aOL5YCPz6eZIlUltR1w/HJ5um5Tp/u35EktGtELOgjPz/khhNyL6wS4NWn1PGl0QlZ0qQbTsw9SCI297LWlTOkLOHxY2KBPEMxS1IVG1q74DFLfG2LAgPTTjUxZUlMCcF/08qZEqcD6HyThE7IEurvPjecSZP0hRKuuEu9j1hdxEgGGYiWFnOIZOuWskRCU5bwAMbddsP51a/aj40zOtW6/AjA9wG8CsBLAbyk9Vkbxph7WuTLP4wxV7V+W2CMOd8Yc3vrcz47/6PGmDuMMbcaYw5rogwTHq99LXDwwf7jxxwDfOITwDnn6McpUGkdg5V2LyDpvAR/SVc1CqhjjqexysmSrCypDz7Y9gJCypJQfIteQ8idiFB1N6duK0uoTcyZ4z5jfcQXBymkLJETntDKTrfJEnpWY0GWAMDFF5f/T2kTnCxJqYsYWVJVWRJzw9luu+Jd2C0SIgaZL+2eRug1siTVDScU6DA1EGKVe43FgJG/d0tZElOacWUJz5cfDxkuMTccjSzRCK1NmwoXS9+4R0h5B/jqk1BHWVKnXVC+9Fw7dcOJjWN0H6F2I43J0Hsm5oaTGv/CpyyJueHQ+zqmEIjtepKqLEkxrDtdLKT7aEJZQuWMxSzxua7wugjthqONv7H65ORVSsySQw8FlixpL0MoDw0+ZQmlExuzgHpkyXi9swPodJa72lr7666UxOEQay0PRHEMgAustV80xhzT+v8jxpj9ABwOYH8AOwP4ozFmH2ttxbffNoKf/tR9WquvFtPE1Lf7yrJl7pNe8lVAgYK0baGAcgfaurUYyDoBpTGexionSMZTWdItw2qsMVHIkm1FWaK9kDsFtdluKbyoXEROdSNmScwwoWtootFNBVi3yZJY2ZtUlhDIUJe/EXxEW2wFLeaGs2VLQbL1ClkiFyH4ymUvuOGkkiWbN5ff79YWfWT6dF0BJmNTjIWyJBazpAlliXYfPGYJnc/nOWRYp5IlVdxwHn7YPZdFi/Tjnbiq0Fwy5oZTRVkiA452yw2HG9Wdxiyh9JpSltTZOpgrS1LccDQCgJMlIbeQ1JglMTVFKslA86oUcGUJoNs8sd1wSFlC9+MjEInMDhFgKc8s1JelW54kQVNjlmheASlqII5Jk8LKklhdhAiZVLKk6gJeF9GpsuRTxphTjDGvN8a8kv66UjKHlwOgSImnAfg39vuZ1toBa+3dAO4AcFAXy9H74C8An+8+NWLf7i0UsK/OzizUQXySed7JqioyiJzYlpQlj3SyhA/ovQCtD4yOukF8IilLUtxwqr6Y6MXcLdepVLIk1gdCbjgpZMlYueGk7BJTB1u3lg3ikNGQoixJGbO0e+F9y9ff6ypLYttBjwXkZFHea69sHRxza5X19+Uvl/+n++jrK8gSbfW+SbLE1z67HbOEiKHUmCX8f348ZBRL18AqyhJyG6N4VDFlSUpddFNZ0s2YJdwoBtKUJfwcOh4L8BpSU0ijV1O7xNpFLP6F5oajEQBUF6FyduJ6EipnqP3WURRJskSbr6UGeKX78RGIfHzW2kVMJZZCMvjqQpJsdWKWpLrh+NpF08oSrQw9rCzplCx5C4ADALwQzv2GXHGagAXwB2PM1caYt7d+28FauxwAWp/bt35fDOA+du39rd8eueByZp9yhMgQuU0UgQiAOpNLYnd9agveCasqMoicGE9jlZNBTShLmlg1n8iITdjHGtpLicq4LShLBgeBV7/afa/6Ylq71n12i7Cj+p0xw7ULHwEbm0B0oizxGZP8eLful9LtJllCBoWGlJX7KsoSCZ62jyzpRFmiGUcDA72nLJH32ituOJ2SJV/6kn586lTXV0dG/CusdYxivuJaJ2ZJyOiNga4JkadSWVLFDceYwuj1jVmf+YxfWUJkydy5YSNN3lcIvvokNOGG0wRZot1baF6h3Tv/TSqSUpQlPjWFL2YJJxyNcXUWUmyElCWpbjhaGnQfFNNkeLj8vvMpIXzlTFWWjAdZwt1wQsoSIo5k/CHtPnx9nc4LKXm0NHgeVbcO1giZUD/zlZO3vRQCzEdCUvubYMqSTt1w/sVa+/iulAR4urV2mTFmewDnG2NuCZyrRSRUZ7At4uXtALDbbrvVL2WvIiXgKL1AfceJhAgNXNa6IK4vfKG+vRM1dl8eTShLeoEs4Z15PJUlVI6JvnUwtbleUcr4ghgC246yhOIKVX0xUR3VUaKFwF/AoRgZsQlEaswSbRJA55AsmcrVDTXNWChL+vuLsTmkLImRJVOnpm0xH1OW+Nxw6ihLiHimfjqeZAk3SMaLLOG7PhDZx98XnZIlL3+5fnzq1OJ5btlS7iPUh+h4VbJk1izXTlNilnTDDUe6IVRRlhD5Onmyew6x1WjfKu6ee/oDvNJcb86ceNwToJndcGJuOMPD7W55kiyp0gdoHPOlIckSH6nDMTjY3lZTlSV9fe1jIzeKNXcKOUaEiAw67lP2pAR4pbL42iYvC883poSgc3g5ZXDsFMIlhqaUJVxl41N48d2Dhoba20XMDYergWS7GBwstuTV6qJTNxwNVZQlsftIcUnyKUv6+lzdhnbD6UGypFNlyeWteCGNw1q7rPW5CsAv4NxqVhpjdgKA1ueq1un3A9iVXb4LgGWedE+21i6x1i7ZjoJdbYtIcQuhc3xEBh2XEZk5vvUt4MUvBs46Sz9OE9UUZcm2QpY0EcegqrKEytErJENV0ODcK0oZrf3Tc94WlCVDQ85o0Cbrqeh2jI0UwwSIv1h5HchzO3XDAbr33Kk+u0U+DQy0x5qQxwlNBXj1ubMRqipLQmQJKZBSlSXdJPu4kme8lSXUfn3uFKm74ch4ZHyiTIaJVIGRAUUr1p32IbkjSR03nFgaIUhjsaqyJGYUhwwTSSJredx7r/tcuDBs3BBSYpbUdcMB/AEw65BoKQFeOVniM4plueT31K2DQ4E8fTFL6HxOZGjPjLcLH+HFt8ONKUtiqhCZRgrR0UldjIWyxLcbTkxZwt1wtHJ2qiypUt9SWVJnNxxffct5QIqyRKpsOnHDocC8IbKkB9EpWfIMAP9o7UDT2NbBxpiZxpjZ9B3AoQBuAPBrAEe2TjsSAO0n9GsAhxtjphlj9gTwaABX1i3HhEZKwNEYWcLT8G2V+Oc/h49T2t1UlvRCzBI+2DRBllRNo1fIhbqg+uyVwfKR4IZDE56qLD6l3a1nJlcrfBOqTpQlVcgSqquxIkt6wQ2nqZglMbKkGwFeiXimmCWXXZaeVpMgQtKHsSRL+Mqlz3hJVZaQO688nkKW0Hmd3mvKjiRAmhuOT/GRAimb19KI5ZMizU8lS3xuOBdcAMyb53bGCMWmIIxFgFetnGS8GxMmxENICfDK23bKvWsGa0xZkupuobnh8Dg19BlTloTccHwkBCdLUtqeTKNTZUms/Y6lskSrrxRliU/1QW25E2VJjBiVafC6mjTJ9etO3f5jBJfskz5SR5ZTI9FSyJJJk1wbDLnh9CA6JUteCEdMHIpmtw7eAcClxphr4UiP31przwPwRQAvMMbcDuAFrf9hrb0RwFkAbgJwHoB3P+J3wkkhS2iSEyNTAH9ck5hyhCZJKWRJ1VgflMZ4yauBoqPPnNmM8VTVQNpW3HCoDnuZLKGXyrbihkMrelX7EaU9FsqS0Gp0jOwJKSZSyZK6fvUpGCs3HB+6QZZUDfDq21JYK59sv1QuUpb4VJC+65uCJEs0QxEY25glgN940dxqtfN9LgZ9fQVBIN/tMQMqhhSDVf7uI3VmziyXu0o5QuPFz3/uPmNuOJSOZqSluOFwY1OeQ9sGE1HRhBtO3ZglQHhr1SokGuVLZItWLiJLnvIU/XhMWUJ1R33Zd36qmkIjS6QbTkxZkuqGE1OWxFxoZBpNKUsmTw67C8XQhBtOaswS6YbD7wMIx15pUlly333OzvuP/2i/1xB429PuQxLbvrYn24WP1KlKltx1F3Bl72oeksgSY8xTjTHGWnuv9le3ENbau6y1/9L6299a+/nW72uttc+z1j669bmOXfN5a+3e1tp9rbXn1i3DhEfTyhIfWUID7erV+vGYsqQJNxzqhL2gLJkxw280vOtdwO9+l5ZeXbJkoqPbLgidYltWlljr2g3FEOhVZYk0CqoqSzZvLibr8l5T1CtjpSzpdgwYSZZIkiuk1uDn1FWWpAR4/dd/DacbKisfm5/5TCAWq0x75k0QgKlkyVhuHUzl0srhI9y7oSypSpYQAbH33i52mgRvb297W/lYk8qSEFly5pnlfGKS9jpuOL5nyvt6XTccQjeUJdKwrqosCZGBRJZccAGw/fZpRJFGENDzTFGW+AgunzuFJEtiypI6bjhcTTFeypIQIZMCIn3GajecmBuO7z6kIqPTuuB5UN/5+9/b7zUE7ZnxPFLIEq1d+MqZSpbI+t57b+COO9LuaRyQqiw5EsA1xpgzjTFHGWN27GahMhQMDQEf/jBw++368RhZYm1cWcLT8AXvo3PWrNGPU8dL2Tq4apyOXiBLuLLEZzScdJKL75KCqgZSU2TJQQcBu+4aP69b6Lah2CmaCPDaC5JCn381EHdviYHaXrfJkpDknZfDh82bC5VBEzFLmnC709BtZQmfxALt7TOk1uC/x5Q+HFXdcGKgsk6aFDYm99zTr5iQ53M00XcHB8tkic+4HGtlyXiTJVWMYqksAYClS9vPC41FTShL5JgUug9ffcdW3qVhImPIpZAlW7Y0T5Y0HbOE4h6EjMkUxNo3kSUzZ7rxwKcg4NCM4pCqKUb6VFGWxBRJo6N6QOOQGw4P8FpFWcL7OgUorqIsCREyKZDKktCORr6YJdwNJ1VZ4qsLre3xRSk6r9O64O2iaqyloaGyq5vMQ85nfOXsVFmiPdOYG04PI2mmYq19JwAYYx4D4EUATjXGzAVwEZwbzGWPeDeYbuPUU4GvfMW9BL/5zfbjnOjQFBuDg0XjTHGR8b20iETxGQydKEsmMllCA0FTbjhVDc6mDKu//a2ZdOqiV2KwNBHglcupmwZJj2PuV6FVs6aUJd3eOpiMAl99pyhL5sxxariQpH3qVJ0k3lbccPgkVkMoaCpQNm6acsOpS5Zo42+q+5Y8n6OJZ9CpG04321UKWeKDLJcv/kXMd7+OsoTS4/WpuZSFnhul4YthkIIUNxzC4sV6PjE3HDJu6Dj9JmNyjJWyxBezRI6VnZIlKa4nKaB3YYgg4EZxp2449J0WSbRxL0VZMmmSK0cKWaKNB0NDRRn4vdK9cTeckLKExyyR7o5SvcLL5itnrK/HXFO0csaQ4oZDv6W44cRilsSUJfRsNUVS7JmmuuFQOp2+m2JEhyxTlXJ26objC/Daw0h1w3m/MWYJgDustV+31r4QwHMBXArgNQCu6GIZM4BCUbKjR9TDyQmNqODERB2yhFaVfMdjMU2aVJZ0a4U3BTFlSacG5HgrS8YbvaYsCbnhhJQl2mSwG5g8uV1mriFGltRZ0e4VN5xuK0uadMO54Qb3p6HbrmgxZYk2KdaO13XDSYlZEgOXxscIsBRSM1TGqpBkSWzlUu4w0BRSVt4B/zvLR0bJ4yHjvSk3HK4s0cgSem577gkcfLCeRn+/q49uueE8/vHAK15RbM3OzxkZcfXciRuOTKMJsiTFFUVCnvPPf4aPx8gSfpzKWeWZpCpLKI8UokibC8+f7z41Qj1FWULPsurWwZJkk+Xkbjg+4iglZkkoDz53oM+Q64mvLmQedZUlVXbDaVJZQmlo79BO6iqUh29XKg1yp5qU8QQoiKFOnxkvZ9WYJT2OVDecXQB8A8AqY8yfjDFfgCNLLrfWvtdau6RrJcxwWNcK1+LrKPwl5Jvwa+fKNGKr5jFlCf0+FmTJeKoQYgFeOy1bJkvcZy+TJdS2ScatPfejjy6+d/vZfP/78XNCpE9fX28rS1KN3lhfe/jhYmeUWMwSLQ9aVfFt09kJHv9496chRVly2WV+F8kYpLLEZ9wA/noAinZTJc6B/M23A0sMqcqSFMVGN5UlfPchLV4D4A8g2BRSlSW+sTdmaHOjIJUs6fQ+qQwUNwIoEycEvjNKiESrShLLe/XNtXxEBh976TOFLOHn8J1TUsmSbuyGc8895f/rKkuqqqusTYtZQnlUVZbEyJIQAcaNTW1VPUVloykyeD6dBniN5REyrH33Slt8x1xPQnmkgPqIVNVwxHbDiSlLpJukTIPKTG1b1qfs61Xqgs9PaJ6VMl+TaaS40ABuzKjTLuiZaO6xQDhmSY8jiSyx1v6XtfZpAHYE8DEA6wC8FcANxpibuli+DMLKle7TR1LEyBA6bkw4jVg8BnpR+I6nkCW+YF+p6AWyhOSPvhVWXraTT9bT4EZmrwR4HS/yZSKQJXxl0jexu4KJ7HrhZdDNmCW9snVwk8oSLQ+a6HbbDYf6gG8sWLMGeMYzgDe8oVr6kizxGZPaMf4bJ0tiRFnIl5zSqgLuUhEiS6oqS5oiS/j9+coZIhmaQCpZkrIQo12vScVDxuJYKEs0skQqYKrUNU/DN16QYREzKgC9LuRuOKE0UsgSbTcc/r/mFqJBnrNqVfj4WLrhpCpLtOeeqiyZN899hlw1gbjrSX+/v0+lKks0Eo3HLAn19VBdpCoIfM9MU05p495YKktCAV5TlSUxNxxKI6QsSXVv0dIILXIQeHBUOV6kEB1AQZZ02i5S+zK5zGl9oMfR6dbB0wHMATC39bcM2QVnbEABVX1qDL7qrTVSvu1pHbIk5IYzPFwMWj6yZHjYDV7GVFOWjIwUg8V4qiqIodcmInSc8I536Glowbk6RdOE0caNzabXKXolZolmBFK/oYmw9txDxuh4oJsxS+i6sVKW+OozNWYJMP5uOCHElCUUNLPTaPiEGFnSqbJEXqPBpyw55JB4eQk/+lH7b5TvjBn1yZJYXJWqiNW3NN61c5pAXbIkpixJJUuadsPRlCVceq8ZrBRboAllSWy8CBkVveKGc9xx7rwmdsNpImZJlWcSa9+xuugkwGt/P3D22e1xAaXqY3Cw/F7kxuaMGe0BkFOMTU0hwM+JKUvIza+byhLtPoaH2+uiKWVJN3fDkbuVyTQkWZKiLJHBmjUSIpQHvy+JV7+6+C7bbwrRAbh+6nOdSlWW0DkhlW5/v38TkB5FasySk40xlwH4CYCnAvgLgNdYa5dYa9/SzQJmtEDEQojoMMa/lS013Nmzw6oQcsPxqSWIBPFNEgghsmTKFNdZqpAlPI/xJEtosNYkrkDa5IOXv64bTlMkgwz4NVboBWUJf6GHlCWhiTJ/qXWLLOmEnIiRJVVX83jaYxWzxFfOTpQlPjVFyLAOrRQ3iW7HLKmrLOGTv1Sy5IEH2n8bHS2uT7nXT36y/TdOlsSeqdw1QiKmfqmK1Pquoyy55BLgIx8Jn5Mas6RbZIm17YZeFeMIKKtJNFVSTFkSIilSIJUl0iimc7gSLbQyHyNLYqu4vmeashvOTjs5t9GqyhKZ53i54XRCllRRlvB+unWrizl1wgnt50uCS8aNoN9nzGifH6coS2LtIrZ1MD2fTmOWdKIs0dQWMo1uKEtCY3hKgFet7aW64XSiLJFpxMgpjSzxvXMlCaPlESNL5s2r5gKm1YXPRuzrq27/jSNSlSW7AZgGYAWABwDcD2BDl8qUoYFeMiFlybRpfqUDJ0tChEsoZgkf4EPqlalT/WQJSSKbIEvGO2YJTQK0+kwhcpokS5oijrplCMbQC2QJzzsUs2TatPElSzqpo9BEMET2xWDt2AQkBQqiooqyhAw1GteqxCyRxs94KUsIVZU8nShLli8Hrrmm/XqgbKTFxp1nP7v9N06WfOxj/ncFQbtfKksKWQKEn1k3A7x2W1ny7GcDX/5y+LqmlSVypThmvEtpflPKktBz88UsCRmjKZBtSwvKK5UlnazM0zl89d+XRl9f4UbQqZqCE0cxssQXsyRGOlQJ8FqHLKFYCVpdULsJKQg4QgSB/E5qgZDqQypL5Jgn68JHZIQMa+6GQ/XB00ip71geMYJAIwOB9nPqKkto/h0aN6k9+mKNcTccrV1QW40Rnz6CQCOWZDk0ki00XvD7kuA7y/mUJca487Q8DjkE+M1v/O0iVe1G54RUd9Onb5tkSWv3mycD+Grrpw8B+Jsx5g/GmM90q3DbHM4/v3oDoY4bIjqILAkpS2bNKrvLyHNCbjjkguMrB3f1CRk2pCypYqT1irKEBmvfoNDpSk1dN5ymiKNuGfgxNEmWVJX3xZ5HiiKDT6K6JTPs5FnHYpak7moiwetnLNxwqipLyFCjyXLVmCVcWdKEr61WZzGypG7f4BMe+p+D3/snPwkceKB+vBNliQZOlgCFi6kPWl2RAm7+/PpkyURWlhDWrvUfa5os4dfw47770IyGTu+T0pjEpqwhA8nnhpOqLBkYcIbFN7/ZngYQVppRPjFViK8cvN3EDBNj9LFx69Zy4EktRgalvX69U0rEnkkVZYkx7pmNhRsOpaXVBVeWaOQfUA42HTNYiUDy3Qf/nb7T79Onx5UlvtX9EAnB3XC0NOjcECGjtb1Q+/XlEXPZCKkUUkDlpPe6Ntei9urb4SWmLKE0Z8wIu8j4dnPy1YWPOEoZO+VxDv5O9dU3paWV89hjgb320vthijpl8uSiX/jGV0pnW3XDAQDrcAOA3wE4F8BlAPYGcHTwwkcKli8PH7/uOuDQQ4EPfKBa+inKkpARx4kMwH9OSFnCA1uF1CszZ/qD/1GAqWnTtg03nJQArz7w8tcN8JqVJQ533eVebkuXdn4tfwZa26W6CSlL+AurV8kSbtz4lGidpDveWweH6oOuoclylZgl9IJvUlkS2m7cV591+7i8j5QVVnk9UJ8s4X7zQHtfk89T64vr1zvJcGzXE9+9hvIDuqMs0VbrgHrKEsLq1f5jZEz66iLFDYdPtmUaMbJEMxqqKkt88nFCzA0nVVlCC0OfEWuBUpXHf5P5hFbmm3LD8aUxOBhXlvC2CcRdcKsoS6ifd9sNJ2SkcZcknxsO7x+8bED5mVEQzdh98OvoO3fD2bLFr87ylTOmyOBuOFoaNB/hKpuQsiREENRVloTIwBRUIUs0ci+kLCFCa8aMMNHha3u+upBERoickvUN+BenfGSJ7Os+givUD2PPTL4jfOMrpbOtuuEYY95njDnTGHMfgEsAvATArQBeCWBBF8s3MfC3vwE77wz88If+c1ascJ88YnEnoMH57LP9wSdT3XD4//Kc0HEiS7QdCHgZiXDxrfxsS244vkFhrN1wJrqyhFD3Pm67zX3+9Kf18g654YRISb7yGXMvqIqmyZIqSokYsdQEUlQfQLivcUNNC2YrV/e11aeRkWZW/zm0HRViypImyJK+vmLLz9DqEUGb0FNdVi0Tn6T6yinP5/jsZ92K/9y5fmMT6H1lSYxk6AQhsoSMwZiyJLR1MN8CWaYxUciSTpQlBJ+aghNc/F741qkpdaGVg++Gkyp552lItxDfbjiyr3O1hIaYskS7j07IkqpuOLR1MKUly5ES4JUH8QT8aok992y/D41A4NfRd+6GMzLSmWJDphFSlnACgKfBjX9Ko4qyxBh/HmOhLCHXt07IEu3dHlMkcXIpRoAB1eqiU3IKSCNLfKomyqfTthdTwMh3nY/43NbdcADsAeBsAAdZa/ey1r7ZWvsta+211toe2etzHHH11e7z4ov95/B4B1XAB+ebbmo/zqXisQCvMj2ex8yZ5fM5aLVlwYIwWUJpaBPppgK8anvVE377WyfP3rCh8/RTQYODz4jjE4vtt9fTaGJ1vglliS8w1FiiKWWJ9sJJRaobTkhZ8kghS5og+mIYHHRjhU9qTgjVB1/dmTLFb7CS8TM6Wr6fVMP7uc8Fjj8+fk8EbeyLkSV1SRoas3baCdhnH924oYk0QQYpBJpxw+FkiZz8yXLJ41/4QpGO1i46JUtSY5Zok9TPfa68CwGHXNELkTp1yZJ16/zHmnDDkdv0+lZQU6TkVYxiSm/33fUyEEJuOJ0oS3x1wg0gzZik63zHU1ZxUwxWmUZoNdpneEuyxNeXiUSRBLk8X+6kN1ZkiTR6NbKEjGqfsmTKlHDMB7qW+hEfv7X70NLgyhKgPD+IPVOq75BLh3TDkW3Lpyzx7VTjM977+uJqiphrSR1lCa+rOsoS6YajKUumTvVvxRxTU2jjnkyD98OUvh5CqrIkpZxyUZqTrz4CLJQHP4/ccLZFssRa+0Fr7dnW2oivySMUfMXZB40hrJIHoDfCmLJEqj58hAoZgtpxWg1dsCAcs4TIkpCyJHVlRysj4F44vpf7t7/tiJJf/7rz9FPBlSVaffOyPe1p/jQIVQzOe+8FTjqpPa1OobHhY42myJI6rhKpZAkZYVoe3AjsVbKEv4CbUJaMxe4tTShL+vrCbjg02eD3lrL6v3w5cNFFwPvf7y/Hqac69aHMl2OslCWAf4U15G6h1VWV8YIbN/S/L0/tOE2QBwbGVlmi1f8nPgH87GftW4lSOXzSfl6mJpQlmlKJQORUt8gS2cd8x0MEQQx0/gtfCFx+uVuAqKIsqUuWyHcA/00eD60Uh8Y1TUEQk813SpZIA4qn64NGIvN+LN14YmSJFnC07nii3WvMDYeUJb6YJbI+5TvTRxD4DFYiS3ifjRFHmiJJ5iHdcGR98hgcPA3frj0x4z5UzlSCoMq4V4UskWOOte7Pp5ChNKmuYgSYlkbKM5MErnacH6OyawiRJZ0qYGLjN/+dvvMy+voy3e+2HLMkIwBSMITYP2oYVZQltKMDQZsYpSpLaAtNOTDw7f18hiAxgXPn+iVWQNwNJxQYNYYUsmSvvdznsmWdp5+KoaGCLJG7AwDlF1CK8VPF4PzlL+N5HH888NWv6scInOHdVpQlVSdd2ndCClnySFGWNO2G8/GPO3dGDmk0+Nrmz3/uT1cqS1LIEn5OzBAECrcWIok1vPOd5bhWIUOvmzFLQsYijWnyN/m9CWVJHbKE8p47129sUjnpfRtaxUqNWRIaUzS1J9X3mjXAS17SXWVJjCypu3VwHTecFOM9Bp7GU57in4zTc/MpS1LdcGLKkhhZUscNR1OW1CVL5BgvDSigM2UJ5cdJNKnk5WQJ5dXNrYMBfWcfzQ2Hv7OonL4FSVlO+c7slCDYd1/3eeWV/jSqqBRS3XC4soSnTd9jxnuKSiGVINB2Z4khlSyh9kx9NabCkTtbbd5cViTJ+6A4kYS6yhJtN6fBwXYizzff4ueEiAxZzlg/1MgUfn/0PVQX8rxtVVmSEQEx6ny3GAk6VoUsoUb54he7T21i1GnMEvnyJIM/5GJAjXvOnLB6JeaG45PFpYDynT7dP7mj30N+3HVBfsU0QMh75WXzTUJSCJUQtFUaife/H/jv/w7X9QUXFN8nKlnypS+5SQi9MOoqS3wBXkmC6usje+xRfH+kkCV1CS5rgc9/HjjooPLv/AUcMo5OPNGfNn/Ra2TJ4GCxzaJGAGgryT6FQAhyZV67htpcjFyNxRbQMDpa+HkD/hVWSfj7jLS6AV45WRKLhSD74sKF7vNjH4srS6jeQ6tY2j2EFFlauXzKkr4+V945c/R2QxPksSRLNEUR/5SIKUt4H6EdEUKT8Srvfs0IiylLpPEjycJQ240pS7ibjc+w0LZvjRnFdA7fsYRfR9953AiZhlQ6T51axF7iaaSSJQRNWcLnsyFlCbW/mAphLMgSoH3uJckSaQhSPwXaDb1OCQJ6z918c3E81i5SVAoaAZCiLPEZ7772HVIpdEoQaOWMIXV8lyovra44scSvAdz8rRNlSYxkSCWffPVN75uUd25MWRIbn2m+wNPqRFnie6Z0XiZLHqGghx6KkXHjje5TTjpSQIP4okXuUyNlYsoS6YajyTKBwoAKkSGpZIlPWeILuJSCFGUJ1U9sS8o6kPu8+yagQPeUJfw5xwzo0ABLK+NA9cl6U6gaWPGYY1xw1/Xr3f91yRKfsqST1dEf/ajzMqSgkzqKbYHcC8qSM87Qf48pIYBy2TVlX4qyhK4LkSV8pVg+95Q+E1qZJ3TTDacTI+3DH9bLqSkhmohZ4lP7EGT7mjULeP7zgaOOcuWQO6+lrjwSqipLQrGeKPZNrL5DE9AY+D3XUZZQ/fvI3RRlCREDQHzlso6yJDYe8JglWjlTlSV0rKqyxLdKm0L6pAR47WR132foyfEy1pdjypIQWULliJElVeYfIbKEAqlKsoSXgxbwQsoSbmzWVZZQX+qEOPKREPwczQ2HH9dilsg0NGVJqN1UIXVkGp2OB9x9KzS+S2KTl1PbOYiXn9KUypIQWSLzSHlmMUWG1k9T5lsxIiPW9ng5feNJJ2MSvx+aS3FFfrc2CWgQmSxJwU03AT/4gf84DZza6hLhT39yn1VWBSl9WlHrhrKEjtdRltBvIbKEXqCxAfIvf3FKGm0lGBh/soQGB99qc4qypEmypJOJjgRvtxNVWUJE4rXXus+6ZMnKlfpEmU8CtDxGRorJ0CWXdF6GFHRSRxMhZskb36j/Lo3J0JgEAPvvr6cBFC9ojegIkSVSmcJ/k+eEXvgpyhKqR5/BQOWqMrHQpLQawctVI7KcTSlL+FafQOfKkk2bXNwsKou8hk/uaLLbqRtOirJEI9XkuSHjXhrvWh4h8DI2QZb45i8pypIUOXodNxzNCAv1IRqDfUZDjCzx9TUyyvr74244lI82nqSSaE2QJT4SWCpLfPVBJJhmFHMSjS+6UH6dkCVVF9D4eCLJkhSCQG5lzstG5/L69pElob7M00hR2cRIiDpuOD5lCakJOnG3iJE6KSSDry/+4hfA+ee3/55Khofe/VKFE1OW+EifTpQlPhItRBzxPGiO6wN/p3ZCyMTIvlQCrBM3HLnYMp47myaiJ8gSY8yuxpiLjDE3G2NuNMYc3fr908aYB4wx/2j9/Su75qPGmDuMMbcaYw7ragH33x844gj/cZqI/f73wC23hM+pIj2SypJYzJKQ6sNHlqRsi8rJktHR9omyVK/45M0pbjivfS3wu9+V/fyBolwhNxwiS0hl0A00oSypa3B2QpaEjvNJ8ngpS+qSJfPmuc+1a91nlfvgz+Pd73Yyfw656uJb2Zw+3cUoABzp0jQ6aTdjsRtOnVWBULuUSh4uDSXw8TSkBiBis1OyhE/+yL9aM3pjCBmbsvwxsqQKOlGW8Mmbb1JVhyyR7j4+QpygxTSJGSbkpkCT3W4oS+qSJXWVJTxPuarPESJLVq8GzjvPffcRLjFliVx5T5mMS7eQGFIUGUCYLOlEWeJr17RDBi348LLx/DhR4RtPfOWItYtUsoTqQFOByWcmj3NoJLGPLFm1qpweJyGkMcljSgDdccNJIUtIWcIhn6lUlmhuOPKZhdKQ96oFu01xhQgRALJdxOpCG7P47/S9E2VJCtnne+6vfCVw6KHAaaeVf9fIEs2uojQ1e0MSS1WUJbRAze8jpCypQjLw4+ec48pLcSclfGRJrO35nrtUlsSUUynKEjpPjkl147GNAXqCLAEwDOBD1trHAjgYwLuNMfu1jn3dWntA6+93ANA6djiA/QG8EMC3jDGTtYQbxdFH679zY4NLmLVzqhgmdA2tpoWUJT43HKkskYOTlKyFXHl8QWJT3XBCu8gQfPKsFGUJ1U9I6VMXZFikKEt63Q1nW1CW0HMgoqyusgRo300pZbJNZOBb3uL+l2RfE9Dk0CnnEiRZohGfnZShjrIkFOcpxZiMkSXyXrVxL7YCS9fTp88wDmEikCVk3Pi20GySLOF5yDRkm9C2FpYxHeQEdNo0N3lMccPR7uGLX2z/LTTG+9RGIUOwrrKEn3vqqe1GBS+njyy5/vrie7eUJSkr7zGkkAxA8UyaUpZIPPxwMb8JqZo4AetTqtF5IQJ3LJQltIuXJMDPOad4n2llAIr+ReBbWKcqSzhBMDjYOflurZ8sofdDiCyh+nz9693/Wn3y+u7vDytLUtyeUg1W3+q+lkfMDYfKzHcGCuWhBV/VlCUpBEEVZQnhqKPK/8v30JQpfmXJ1KnuPmQ/0+qKlx8oK0u0+EOdjnvymZH7aIzIoOO77AJ88IP+uuIkSqjtpSpLJIkWUpZoY5I2B6c6kwRsJkvSYK1dbq29pvV9E4CbASwOXPJyAGdaawestXcDuAPAQV0v6De+oQ/kfMJOnUuCBqo6yhLqDD4yxGcQ8GuacMOJxT2JueEQ0xsyaMlw8JVz+nR/B6OBs5tkCa2O+pQlnbrhdCvAa8rxhx/WXxZjiVhwyxiaIEuksS37slzRDpEl1C66IS+MkSV8jEohS4DOSVye7llnVY/PEjJiNaNB3m+MMJTKEnmfMWWJNlHwGcZ13XDoel/bHQtlCSdCZFm6RZbI57ZxY/l/2S/59b4VP3pePrIk1kd+/OP235pWlkilmpZHCDJPXx+U0meeBzd2H3pIV2PWJUt8K5OdjNGDg+UgmyFliY8YShm/+bkatKCP0pjkx3xkCa+LoaH2mDtjQZZQGi96Ufs9//SnwEtf6ua8VOdaHvIdKeckkiwJGWlV35l1lSW00PiDH7g+EHKFAPxbB9dRlvgMVvq9CWVJrB/K43SOrw/RuSFlVVVlSchOknU1fbo/ZgkvRx1liVZOqbhLdUkK1XeMqAstMm+3XXvedE8hgou++4LdynJqQbxjOwPJssj65mMT2Zc9hp4gSziMMXsAeCKAK1o/vccYc50xZqkxZn7rt8UA7mOX3Y8wudIctMkhHzh920c2oSzp73eNzKf6SFGW+IiOVDcciosSSqMJNxwazOQgyF/SvpcqDbTdJktCyhK692nT9HKuWAG85jXF/1VW5zvZTSdGlsxvda1OJutNgiaLn/50tbg+NPiSoVXlPmQdyVUzadxoeVx7rXuWMWNy2TK/y14M/Fm/7nXtx7XVJu14X18zZMngIPCmN3V2PSG0Y5CmLPFNqki2LBFTlsTIkpQVbTonRJZ0EuD19tt1t4omyRJtjK+iLKnaz0LKEnnvGlkSW7mk+vaRJTzNVOOsabJkYMC/ysvz+NrX9H6SWve0G0hICUG/L1gA3Hln+XppFGhpVFm57JQYSpmMh8iSlPGbkKIsacoNByjaIO3gE9sNpwpZ4jN6tXGPFJH33KOTuJRWp2RJCkHQ6UJHXbKE2tbkye7Zau2X13csZolPWRIjXGSQZF7OlDxiMUtku5BtSx6nc2QaITIlloe1aX055L7MF3YBP1ki5w91lCVaOWMEQYw4ksfpe0zJMzKiz3V8AcdjhAvVE827fUQdVxzJNPi7jPKQz9Ra95ymTWtvF7zPVrGRxwA9RZYYY2YB+BmA91trNwL4NoC9ARwAYDmA/6NTlcvVmaox5u3GmKuMMVetbmIr2ZB7CuBXljQRs4SIiqrKktBKcsyooGv6+/1ppLjh8FgfoZcivaDlIEh5zJhR7DggMRZkCQ0wMWXJtGn6xOv004H77y/+rxsks66yhGJ+jJeypK4CQypL6ro1AZ0rS+64A7j8chdYmCYsvnpfvBh47GPD5bnkEuDrX2//ndfV737XfjxGlvAJexNkSR2ElCVyZQhor3Pq6z7ytK6yRJv8+ZQlIXQS4BUAXvGK9uNj4YYjlSUxsqQbbjhSWaIFgK2rLOF1nXoPdckSHv2fyinjSsg8vvc94EMfAo47rr08qWM1kSWkzOB5aCTMfWwdioybkLJEW23uxGhIQWx1lJ/niyXWibIkRJakKEv4mBJTqvHftTge2n10QpbQuT43HK0vkxHJXTS1Z0pzPTqfl3OsyBI+HtRRlvjKKQ1W39bBIWJfIxlCZfARGZ0oS3z1HTPe6yhLYuoVejYhggBoDzVw+untefAxvlNlCZUj9B7ZvLm8YKbdq3xmKXXhe6b0PVbfspz8nnzBmGPKP1kGXr6UdqG1X1nGW25xY8IOO4SVJeO1YBtBz5Alxpg+OKLkR9banwOAtXaltXbEWjsK4LsoXG3uB7Aru3wXAMu0dK21J1trl1hrl2zHZUpVoRkVMTccmnD4rk/NM6QckcoSLdYHJ0vk4MTZ2piyxPdS62Tr4FQ3HEku0TU0iGkGEidLurUlVV1lyR57lP+vYtxzBUbd3XDGW1kiy9fpc6OXBBladd2aAF1ZEppsr1hRfK9jTBKe/WznoyoRu7cUsmTKFDepqjNBbQKdKkt8ZMnMmeGgnD4SOGY0aBNMn2EcgmxLIWUJAFx5ZfvxOm0pRSFDRsd4u+FIZYk8zq+PreKOl7LEZ9zwa4jE4MdlHrfd5j41tV2nyhLKh1+nGRlcBs3fY768YyvFMQMqBanKEpoHdUtZsnlzWFmiqTpiu+Hw32PH6XvIwOIqYSqDvCdeF9pxam8nnFAoIEPKEkqrE2WJjxjq9N2ycWPhol5VWRIy9KSxWUVZopF9vAw0t+bHeTlTCEc6hxMAoX7YDWVJjAxMIQiA9nHpfe9rv49OyBJNTQG0v0f4OVu2lO05jSBIcW+RdUF5aPWtKXVkffO0OUZGinGe0ra2fbzQSDRZhlg5NWVJKNgtAOy3n/vcaaf292GOWZIGY4wB8D0AN1trv8Z+34md9goAN7S+/xrA4caYacaYPQE8GoAyu+wCYsoSOakA2huVhre/vX33DXlNSFnCtw4G9J1qONER2w3HRwr5tszj/8fccIhkCL0UaVeTkBsOpSdB14yOdk/SJVew5L1wBj1lt4XxdMNZu9axvUDvKEvk/xdeCBx/vP96uj9SljRBlkiXuthkmz/DkDF5xhnF98su67ycsXvT5KbyOPXhqsqSpsiS1JglPgUXV5pp90rHu6ks4RMTH+RuCzGyRGs3TShLQvch4zDJcnJDTjP+U2BtXFlCcTP22st9amRJyJjkxg+5ZEjSvZOxk+Ab4ylP7Vyf0QCkKUsoYKZUdmh5+twXQ2QJkZWf+UzxmybnbiLA63iTJXI8CY1hvmNNueH42oWsK4oPUEdZEgvwqtXVJGYa0Cq/9kylyqaKG04oWHMKUsgSar8+ZUnMFYLXd2rMkpjRW0dZorlW8QVP333wuD9V3EJ8KgXpquUjwFLyANrHa642lO27vz/uhuMjMkLPLOaGU1VZEqpvLQ1NWaL1kdHRop1LxUZsfNYImVi76ERZwsuruYRmsiQZTwfwZgDPFdsEf9kYc70x5joAhwD4AABYa28EcBaAmwCcB+Dd1tqx2ajZRyK87nV+AoBf43PD+e53gWOPDedJZIjWUahT+cgQ6tgpbjg+1Qe54YSUJZMmtXdYDgrwKgcFjksvLb7HyBKtk23dWhzvlitOLMArX5FLMXyqGPc8DS2PVKn5qlWOLNG2RR0raFJ7juc9r4jar4HOp5dqE244tPsUzyNkbHJjOUSWvOENxfdnPKP9uJTrSyM8psJJUZb0ClkSUpZIGa2WL3fD0Z453df06d2LWUL/h8gS2Q60sS8WdLTbMUs0ZYlvgul7z8RAzyikLLnhBuAxjymCkcv7pnLy+wmt+MWIzSpkyY03Ak9/evG/jywJTcZTyBIiQDZsAE48sVhE0M7VYG0aWcJVtyEDzHdOJ8Z7FaM4lgeBnr3PYA2N3xwhZUkTbjix1X2qb2N0g7UKWULn0Ja0ITJlkmIahJQlWl004YZDO4aEMB7KEj6P9z1TykPb9UQSLjLmQ2x1X4sbESP2fYZ3J6oPn9JBumrF1BSpyhLa4YsrsVOUJdde694jPmUJldenLBkedmUKBXjVSDYeT2RoSCenQvWtKUs01UeqsiQlDx9ZEmsXMbKP58EDhz//+ZksqQpr7aXWWmOtfQLfJtha+2Zr7eNbv7/MWrucXfN5a+3e1tp9rbXnjllhfaoOIhFibjp13XA0ZQm5+cSCr5IU3Xec8vCRJSkBXn2rOgTuhjM8rBs4f/xj8d1HltAgppEOQ0PAwoXu/26RJTRh9w1ePGZJKJYCoYpxHzOKU3bkGRlxMTbIj7BXlCW+csh4BgSqiyaUJURmaAqC0GRbU5Z0Wg4i4T7ykfJvHDEVTqxd8JfjeJMldZUldL1PWUJjr298jpElcvLnIxli8BEsHDEDnsr18MPOeNZw6aXAucrrUJvQ+5QlKW44tLre6fgqJ6n8N8DVweWXAwceqG8fTwEwQ+1Cm2DKZ5YyNkrw+vrgB8vbglchS1LccIjMOP984D3vAd7xDn+emlEplSHyuVP/8e2k8EhVllQN8KoRFVXIkk5Wgn1GsyTipEEbGvc0sqRpZYmmhJD5POpR8dhekizh95Eas6QTZYncOlg+s1SjuBNliXxmlIYkX/k5MZKtirIkpnSIqWw6VZbsv79zweFbUqeQJQccAPzjH9WVJXxewe81pizhaWgELy9/irJEEnUxZUlfn+sDnebRaTlTlCU8DyJLfvxjN36Gtg5+wQva760H0BNkSU9D+o77yJCYiww/t1PEyBLemEMuMiE3nBRliXTD0dKYOjW8U0Is1gdQXj3zxSyhyZvmbgQUZIm2FWITiClL+Iq2NvHi9z1lSn2yJKZe8U3+1q51eW+/vf+5p+LOO52Rs2ZN59fGlCUEHhRXO58kw3WUJccc4/a018gS/nKVChBed1VjOlD5v/KV4reQC4GWh1yZk+glZUko6DZ/ifvGi298w30+6lE68UJ151Pl8brophtOirKEt1ktLcp3w4YixhCHtcAznwn867/6r40pZFKVJeRqKQPxxRAjS66/3u2EcNhheh+W1/sUBDH/af5eSCU0+TOTxmQqWeIzkHxkCdXv3Xe7TyKD+bnHHOM+tTbDyULKp4qypIkAr7G+HEIsD17eUMySVGWJ7xgP8OojZAA/WTI4GHaFSDGsqypLqBwx5QkQJt749zoxS6hthvrIPfcAt97aXhYOTpZMmdK8skQSBL6YJb77SCEItJgP/FofiSbvg2KRaXk0oSyR/TBGDKW0b60v8nFr++1dHCuq8xSyRJbPpyzxlVO2G62cGskGlImhTuqKzklR8vgWoikOXafPNESiNaksoY0kZNujPvutbwG/+Q1w113t9zfOeGSRJaFVTB+e8pTy/yFlSWgXGcAxalWUJZyB18gSSaZo5aSOHSJTgEJ94ruPmBvOtGnFAKMRQ1xZAuidft26YjKuKUumTi1e0uedVz5OeS5a5D4POKA9/SYQI31oxXXu3Likvr+/PlkyMKBvsUnwGQS0RRspS+oYwf/7v8A11wC//nXn18aUJTQB8G0p14TxzvuRz5iU8lIZsJFQlSzRVuo7JUt4uX3b6Y4lWbJqFfCJT+hl0VQQBGncyHw3bQL++lf3fddd3aRZTvLrKku0lTKfSmRoyF8vlOY++7TfByE2BsTqfNWq4rsxwL33tl8bU5bEyJJJk9xfiCz505/8ZdTIEt6eaVK1yy7VyRLNDUeOJ3wcqeKGI+ODfPGL+rkhgqATsoQWEPhKJ93TYYc5aXNo7PCRJXJxgafLv0s3nJgRFjLee0VZIslujroBXvmYIpUl2ipuyChOUQh0QpZI4117l2l127SyhBbf5Jal0mANYWjInedzw6H2X2c3HFnf0g2nm8oSSbjEnnsnpE9VZUlMhTB5cvsWyJ0qS3isme23d9/p/VaFLPEpS3zvESKRZYDXTlU2obpKJcBCz4yDbCueRtXxJFbOFGUJd6Gj9zot8sgxhz532MGls+ee7fc3znhkkSVNGlQcfJeYkBvOnDndUZZIVQj/jZ8zbVoxkIUIl5CyJMUNJyTRpgCvITnZ+vXAjju679oq7rRpxcvxzW9uLyNQnvx1A7QK67sPuvc5c+LKksmTq5ElMt0vf9l/3Df5oxdQE8oS2g2GgsV2gpiyhOqZr6yGzq+CGFkSM96bIEu0GB6yr8bqipdjLJUlPsPj7W8HPvc54OKL24/5yC/Kw7fyAxSuKIsWuX42MtI+aYopS1LJktCKNP8/ROY997nA3//efg0hNgbE+iZ3CwGAP/+5vYy8Prl/NZ3T1xd2w6Hrp01zpIk2xh9ySPGdT8KAuLKET1K19iRXBGMKAkAf1/hzSu2jIWWJhG+1WY4XRGIY494DPrJEGqcyj1mzdOIqRpbQhJ7vgNOpsiRGZPiIo7EkS2ScDo0g4NDendbqyhKNLPEpS6qQJbGV4FRlic9418Y97X0gxwIgXBcxssSnpqBzUhSqNB+oG7MkRvbx4/39Lg/KJ9bXtWeqxSxJCfAaMqxT3Ik6VZZoJEMsjSoqBdmXaV46fXrxbGl808gSn13Fn4nWfn1jEr2HfMoSHvpA5uVTlshgzRoBFlPy+Eh1wI1xcqfR1DxC6hWN4OL1mVIXNFfzKUu0eUGP4ZFFltTZRnanndynFi+EK0u0lwxNKBcujBslz31u+28xsqQTZQmdFyNcUnbD8eVBZIk2eaMAr6EJ07p1/t1ZaMCn4H9aGYHukyXkhuNTltBg61OW0PlHH+0m3nWVJQDwhz+0l1H7zsGVJfLF2CnIWOt0wOMTD4IsB6XZTbKEG9Y+siRm/BBoZWU8lCXcWB3LmCWyr958s5NR0zPTxt+QG4dcCZb50haz3/pWMaGSMW22bi3UElWUJXKioBne/H9JWBDkeKGNe7ExIPaMli0r/08TE55fqD5TlCV0nTF+A51Dts2YsoQbN5wYkOXpxA1H68t8R6qQsuSII5zKhdIlaGQJb98pZElMujwwAFx9dTkPTVkydap7FqGxgytYNEOQkyEpyhKNcPHdR1NkSczAAvxkScrzkPkRqA4HB10fpfnNpEmuHWpGmI8sSTVYO1kJ9qmFfMRQjEyR9y/vjX+XMXeky3noPjhZyNOQq/sh0HhfhyyJ9UNpsMp3pvbMeR4+VYisi5Stg0Np+EgfvlNNiMiIGcWpaWgEQSft+7bbgP/+b/e9v79oI7wf8jRCyhKyE+TcNka6+2KWxFQ4/JisKwrW3EldpCpLrrjCzbd8bjghVYiPwA0RXFoeIbKE+jKNnT6yRO4a2EPIZEkqKPK9Ntm2NrxTjSRLQuW46KL235pUltB5vgk/paHdR8wNh/KIKUtibjgbNhTSOx9ZQi9HifFSlsj7oHufNSscT+TYY90AVyUgqcyTs+A8D/mdgytL5IuxE5xxhos3AHSehrYqINOgeo4FeK2DKm44/Bz+wg4pS0ISQ63PyP7+j3+U/5d5cEJpLJUlMo399nP3SiSAZmCGAoRqZAlvF0SWzJkTJkv4tpG+8QSo7obD26+PLKHxgiYDWhqxbaRj/YqUXQTeHuXkzkeW9PWVJ0WhifLMmfEAr9bqu3KlKEt+/nP3ne9KVcUNRz73lSuBM8/U85c4+uhidzaeB3fDec5z2o83QZb86lft5elUWXLHHe5z112Lc7XJ+HbbFeOSZjTHyJLYyjz9zj/HUlmiKcTkfRA2bizaHqUJFG2dbymvqSV4+mPhhpOqLPG54WjvAO3ZaKSQDM7K0+DBcOmcUPv3re6HkEKWTJ3q35GE8osZrLy+ZX3J9k071XTyTKsqS0IkMZ3Ln3vMuOd50zl1lCXyXlOUDpz0p0VooFrMEnp39PWVN5SQpHuKsoTXBZ8r8vvgaci6onNi5FSMiObXAm4+ePDBbv49MJCWB1eV1iXRQnUhySeqz6ws6XFUWb0n0EP0qTpCu+FwsgTo3JjsRFkSU33QeXXccHxkCQ34U6e6l5bP8OP7bPvIJVoVnSjKEllOkuvOmeOMV9/2rn199dxwDjmkCOgo6ySFLOHyuDrKEr4dbhNkyXgoS8bKDWdgAHjTm9z3F76wfEybIMr6oVWXf/93fx6E8SRLCBTJXiNLQsoEXk5tkktkydy5aWTJtGnues31BKjuhsPHOZ90nFQbciJN+Oc/9es4Yv1K7pDDy5VivBOhk6IsAeLKkuc9z31qO8/4yBK+orfbbm678NCKYIrxI+ub/KdJLfqpT/kNM1qpo3QJnCyhcffss4vfUupbW1nnx6+91n3yd5mmACFlifYsiFh90pP0PKiuJk8uFmo0ZUlo3NMMKHk8FNQ0BbE8CHwOwsvpex5aGd78ZuD3vy+nCaTFMaBnQG5NTShLYrJ57ZlOmlQQs74Ar5QGGTDc4Ex1w5Htgl/H47vQuSFlSbfIklAeVOYqyhJ6L9O4yceEFBWCLEOonKlphFQIvrYnFQRNKksojU6IIxnPz6csoecgyRI+16YYGanjQUxZErsPnkaMOPKRU7KfxZQlfM6zbp2u+ggRLrE8YiRaClmiuYPy49RnM1nSI6ijLNFeBkDcJx4oJq3Ecso0YlL9gYFC8hlTlvjiiXSiLJk2rfDx5aCXW8zVhyTaPllwSJ0CFCsSmvFOA74m0ab0gbIEvek9vK0tjJ+QsmTmTLdiNzTUbsTR+TSJrOqG09cH/OAH7n/pV55Clmza5Mo5aVJYWXL77cBXv5qmgNEmsdb6o9prqwKyHDQR8ZElVRUxHClkScz4IYTIksFBZ2A97Wntx6nPvOhFeroc9HuofWuBf5skS/bdt5yXhuuuc5/a+NupsoTXN/WpGFkS2ppSI0tCCgFt7Hz4YWfYA+UtDjmIXPWlQYaBTzEHxNs4kUcEbjynGIuasiRkpGkrejQ+fPrTLugopcvzAPyEjFzR0wwXfr12H7GAjTSGnHxy8Rs3jjmI3JLl5MQfGcZvfGPxm09NQWn4/Lx5HsuXOxeggw8ufpNEH103a5arOzk+r1nj2hSV0UeWAH7iiR/T6iJGTsVWtFOQoiy5915HDt18s24Q8Lxp9x+pxgIKJRGhE2XJpk3uPUztM1VZElp5T1GWyJVi3q58MUv4yjxQ7svaWKPtABMyrKWyRB73EQSUNidLRkeBCy8sB60G0sgSGXeC39/goMsv9Eyl0Utl5koHzSgOGaxVY5aEVB8pRJxGdPgIhCbykGmkKEuoHZ57rhtnJTkl229/v7uenjt/djKgqE/JkKosSVFT8HOkIi+FZOB1oQUr5/chsX59XPWhEVyhduErZyd58IC92n1kZUmPoY6yhHZXaUJZIo0f6WsuwTtdt5QlfAAKKUdS3HAAXaJtbTtZonV6Tpb4lCVcms1BdbvzzuX0NFx4IXDWWfqxEDgLGlKWEFkCADfdVD7OV5rrkiULFgCPe1y7sZSyG86mTcVE2qcoAoCXvcwpGq64Qj++337Fdy2N734XeMxj2ieiQJqyhM7xkSWdGvsaHnrItU0ZUZyXqVNliVbvfPXTZzST2x+dr4FiKci6ouc5aRJw4onFCr92H3XJkosuAk49NS0Nea9aQFaZh1QQaCsqs2enK0tkOXkechJM+fFVcZ+yZIcd3DP3kSWSaJNpUD0sXerGLjm+DQ0BX/ta+TdJPkllSYgs8RFHU6YABx0EvPe9Rbn5cUmWyL7Ld5/QiHttUiRXo4Fy4Ejt+hCJpk3otdV/rsTzTdJGR/W2x8kSTeVI9+STHadOlPniBL+el4eUJUD7u45vq0rn+upKI57kKq7mRiYNpJiU3PfOPPVU4OMfhwrtmVpbHl9/+1v3eccdcWOTdqW67bb2vHwLYlS3vtVmwL2fZLsKkSWyj1RRlmhp8Otjbjj0vuNjsfZO1sgUSoNc0XkcjxgJIeN0yPbH2/KrX+3eY3vsUS4TqaFSyRLZ9mg+wZ9ZiFAE9JglmpqiU1VILFgo/13moZWzaWUJEXKhPDSCIMWw5vdB7wBagNDIKQqIDbSTfbztUrvwKXW6qSxpoi5i6iugXYHF05Axq7R79ZElMg15r50qS7hqVT7TTJb0GKooS4jgeP/73WdMWRIiS3zKkt13D5chlSypoyzh6hXfZCbVDQfQyZKhIfcMQm44w8PutxSy5PDDywoSKiPgVptPOsl91+TJmze7l+/rXpcm95T3AZRXYX3KEhqsn/GM9jTo2mXLgFNO8bfPCy5wL4df/rL8O482P3duu6GYoix56CF/ECwOamMUl4T//qxnOTKIttnWyJLLL3efp53WTg7GyBLahQDQjdHR0faJGV3XCdatK/poSNVEx+k3QiduOFOn6oQM3efTnqanC7jndeSRwBOfqOcxdy7w1rcW9yK3cuXGi2+8AFwMjVtucQFUV68uH+N9QEtDq3s5blG/O/ZY4KlPLb+MrY2TUzxomI8s2bw5fScEKfeVx6kcvr6+YIG7F3Lz0M6hcsj6psnZdtu5cU3W1TXXtKcpiThJlnbqhkPKkpkzgeOOaz8ujYL+/naySwvQysdXbVLE63vLliIQHuA+R0f9vuY+skROQKVBCziCge5Te2aAy1fLQ0ruJbTAqjwNvsjC05HkqyRLJHkFuPubO9d9l21AkiVVlSVExjznOWmrzSHjXuuH1gJveQvw+c9DhUbIyLKSC9xJJ8WNTTK6Nfc3qkuCdMOJKUtCZEnM8PYZYSHSUktDM4p9bjhAe1/WFiV4P5YEgLXlxcIUl6WY6wnP7xe/aC8PUIyL9DybIEtS65srHUJqChnHRssjFr8lZrBqaWhjTkjJI10lZDm145pRLBXOvJy+NDRlCT03Wd8UOJjG4BBZ8qxn6eX0uXPKtucjS5pQlsTqImWXGX7fWh7ae0ZTFIXUbnQfPjez1JglvAz0zKieM1nSY6hClgwPuyBv9IIMKUtSArwCnW8fLMkSjUCgYyEiI6YskZMmjRiK7bgTIkv44BBSZND1IbIEcCuwmqsQ5eFbbQOA//zP4vtRR7UfHx31txe+euojfShmyUEHuf9pK2SCHKC0NADgr38t5OwnnOBPQ1vl1VZkJfjkTjPeCaSsuvPO8u8331xsUeqLMwMUA+0ppwDvelf5WMwN56GHCmPpBz9ojwtB52p1zHHppcDHPtaeF+Ce9fe+F1bZ8EmRpkJICfDKX4AaIUNt9fGPL37jz3VoyD2zvff250EGkjSc+H3ElCUPP+wIvsc+Fnj3u4EPfah8XCNLOgkQCABr17rPRYuAF7zAHac+51MQaCsqFBsIaCdLNmwo2mWqskTWdypZQsGS3/1utIGTJVoaXParjfGa8kym8eCDRWBsoEwSy0mTNukiZQlQxDwIGb39/e1jDn8mNNHk42+MLNm82V1H40VMrqvdhyZd9ilLjjjCfeckLB/3U5QlmnrM56Mdm2DGyBKNyOjrK9q4VBd1Qpb4iCfAEQg33ugC48ZW3mPHtfrkxvm3voU2pKRx993A4sXAO94RJyHonScXUo4/viDzX/zichqaskS+J/jiA+DaKW8fKUQHL6eWh9YPZRohZYmWh3Sp0wKpawGjORHN55U+lyW+811sBxjfIhbvnxs3OpdVKockS7ZuLZMlcqeaFGWJJABkfWsEAU+Dzxf5vaaobCQJ4TNY6Z5CfUSWU25lGzPeQ4Y3H9e0ugjlQXVBz1WSJVp987r0kSUf/ziwZIlezhjpLsvAy8nT0UjJEHGUoizppL6B9n6SSmTwc2LtRiN9OlGvxJ5Z3g2nx1DF1YEmbz6jQhIAmrJk0ybXCGjSEpKrk1HKUUVZopEhsZgl0rdfDsQjIwWJIY/T/3QslSzxGYszZvgVMJzU0dQvlIdvV56hIadwIMhdBzZvds/rq1+FCm7YhO5j5kwXRPBZzwIe9ajyca4KkelyfOQjxXf+oqQ8uaEnSQeu4Dj6aP1eOFkSUpZQ2WirYQLf/YOUDD7ChUAxLAgxZYk0+r/xjfL/2ktFK8czn+lW/qVCBwDOP999kixbGoIjI8XqGdC+2kHf+/tdeX1EBt0XxUWRZaR6nj3b+ezy+wPKuyxpeYyOFhN237NMIUblM5LBWWNkiUZQynulGDb77FOUQ0rFQ24jmzcXATh9ZIlUC8lyaGSJlJuHVgTpXrlRIMk8UkaFyBI+OdMC0fK6/Z//ab8PwPVNcs0CyoZgzHgncpiPSfJe5SqtRpakKkv4pEgjSwgxhUCKG05IWTJ3rhtXOVnC6310tH37S6A8FkuSlt8T34mJl9M3wdRWivm4phEZU6cWZIlUyDz4YJgs4WSgNhbwPPbbT38vS0JRzoNiK5dAWbmmkY0yDy3OxgMPOLIEaCc+ZbshBa0cp0hB/IEPAB/8oPvepLLER3T44jFQmUOkpaZ00Iwf7jYi86hKlhx8MPDhDwM//GGZ5PWRJfzaGEHgI0ukAobXd0xZQqq1VGXJ8LBLj6ch33c+NUWIIKC4gNQ2UpQloTwAN4ZJl7uUNJpWlmiuJymKDHpu0gVGtm/5TH1kyWMf6y+nNh4A9ZQlGnEUIhl8dTE87N7FKYoNXtZO8uBpbNlSvk8Z48hHgKU8Ux9xJOcGWVnSY9CUAn/+c7vEnDA05P44WeIzzkNuOCtWOJ92beWSY9Ei3dDknU4jZJpQlkgSQqbBo7yHdgZKVZb4FBl8QqIZk9LQ44y0zMNHlvBdCwDgFa8o/3/33e7zwx92cU0k+ECqTaTpHMpfW+XXlCVy0Lv66kK1oYETLprhwlUgvi1NecySkLKEyibT4TJmCqalGel8W1Q+SQOKcp9xRqGe4W1LrpbKFxCdK12y+KSKl/sVr3AxQXg5JRkglTpyEqv15a1bXT+fM8dPllA78JGBDz9cEACPeUx7HnwSqgUkffhh1x9CgUK54UEBLGVflgY/7RzC0wA6I0tkHrfc4j4f85j2MUfWt09+SioEGvukfHz9+oIsqaIsia2aA0Vfl0QaT4OIZron37hH7YLXAVC+LzLOeTlGRtzuKTwYKH8G1Bd8wW7l5FG7V22SWpUsCbnhaAEZpQHliwVCK9e+YHRAWVkyaZIbtzhZIslHoP2Z0XjxqlcV7nAccgLZTTecvr5i7I0pS+T8gbfvyZNdP6fthnl+PsNai2Mg20WKGw7FPSLI+DyyH2p9VSNLqJzafcg5Cn/uc+e2G2mpAV7H2g1HrrzLlWLqh1QXfHGNIJ8ZJ0ve9z63Q5B0w5kyxfWDL33JxZfQlCVShcPvURppMWXJoYeW06Zy8vYdI0son1RliQxMCcSNd5mGT1lC90qGcSfGpszDWjff23vvztNIVbv5yBS6D0qjU+LI99ylsoTXN7+enj/NrUJEHSfB6P6A9l3qqAw+4ihFWZJKlvhcZFLqipeVn9MJqSMXKCShGFOWpBIycqGFfgfybjg9B6ksGR52q/577aWfzyewFIxTTvhpkrVggd8NZ/lyNwmJBVM8+GA3+N9zT/l3SXRwKSNPL+Qik6IskZN9H1kiOxMvBydLpMQ1xQ2HpPlz5sTLOXVqe5A3jSyR5bj55vL/0lAmsgQAXvtatEFK9GKrzXPnViNLSELogzT0pOFy332ubG9/u/tf88uXyhJf26QXkNw9gN8XTdhlXVx8cXknHFnfVO5HP7pwOeJEB+VB7jt/+1v5eirzm99c/p2nQVtoEv7yl/K9UJnJ3UTWp1yN85ElXA4MtJMlV1/tPp/wBF3JQ4a3MXoeGlnC89AmfxJSLaGRp5JAlm2Ly1i1MUeLE6QpS+bPd3E6fDJZn08xUI5HArgxQ1OWyO0DKQ0aR7mx2NfXOVmycaOr7098opwPQU7eUpQl8l75fWlE8623uvp4ylMKYksqS6ZOLQeqBTojSzQ5ulSznX56cYzul49rdH4owGtIWSJX9+XxFGOT+gjls3Bh8d4Byv2JlJ6yrw4Pu5XLs892wa+f8pTy5DxW350E90sJ8EpE8c9/jhKkMTljRrtyitfVgQeW4+PEyBI6ztvN9Omufrjbh6Z04EbY5z5XLveHPtTeD2UeQPleli0ryBIiUH3KEqCdLOGqydHR9nEtxQ1HkiUxlY3mYkDX+fKIKUtkH5KkpbZqHlKWfPnLThlLpK9WBnmvPhUO4DfSYmTJYYe5Tz6udaosoXxSlSUa0aEpSzSyJJUgICVBHWXJ6tWufXKypIqyhI9ZvrqooyxJSWPLlvJOk7H6pk0UaM6ikSW+951PSUmEDK+LTpUlWl3wfhZyXxkcTFeWyHew1vY6ITJkGhrpU1dZQrscUR+Xizk9iEcWWSKVJffd5z61iT1QfqnQy1caFeSnvv32fmOTyBLN+CECZ9KkotP/27+Vr5duOPQbgU9oqipLJJki0+BkCaURykPbOjjFDecvf3GfBx6YRpbIcqbELFm+3D2v5z5XP07tAtBX6LUdG3xuOIBOlnBVCE1w5VZ5EtINhw/GGlny0EOu/K96lfv/739vT5P7WM+c2T5BoRgb9LskXHjdHXCA+5TPjMgagkYQ0D1oq9FUd0ce6SZtv/pVmeigtiwDvPI0aMvBE08sfuMTQhqsjzyyKIsW/V+qEGTMEvrdR5Z8//uuvg86SFfyUKwbXx58IkBl4XnIrRQ1aKubMWWJHCMfeqgI+qWNSXylnoI2ynu95Ra39TAP6OkjS3zyUz7ZlmTJ4KCrL5+yhLs0EWQ/ki42ckwaHnZ5Lljg3GOe9jR/H6GyauPaDTcU52j1ye9LG/fIwD3wQGc0Pv3p5b4pJyuyPuX4rpUzxQ3nJz9xn7vtpscsufRS97xprKCy8TxCZIlGPAHhFT9uNNO9kioQcM9OU5YceaQjcCkfabDyPA491LVHGrflRNknFefnSOOdnhmvD1kG2hWCSIILLmiP6SDJEj4uyrFgjz3K7pupZIk8zu9VGtYyVgInqjj4DnKynDKPzZudqobvghcjdWR98+Dl/PnVccOZNas8dsrxxKde4f1QKgj4NuQ8DT6u8Tyo31P5NdJn+vRyu5DkLNW3j5ChcsRilgB+skQjRvlx2h2F6pO7nBI0siREMlRRlsj3si+PVEWGT2UGpLtCUB8iG0JLI6YsSXXTibmehOo7hWRYtaqI7wi0qxDke4jumeYsKaqmSy5xn77FAbkQI4+nKktkXfAxZ2CgUGdpaaQqSzZudGkce6yb3/L3nVbf2rgm+zKf/2r3IY/LPLT3tpyfc+Ke5vgyuHYP4ZFNltx1V/Fdk43Ll6NmVNBqxPbb+5Ul99/vJjPaJJga9Re+UPwuJw8xsiSmLCGpbEhZornhaCvFPABmiHCp6obzpz85g3iXXeqTJT43nGXLXPoXXOCMG3mcJs6TJpUDJhIkWZKiLNm4sdz++AtWIwhoshIKeMQnCj6yZObMQiaukSV8cqepgWjwpd/lyj3V3de+5kg+jQCYNs2pt+ilIKXiZFwuWKCvRtP5c+cC3/62+04xRgD9JQ6UyY5//tO9mN74xuI3TmBp0s8qbjj0Oxkxkiy55Ra3o8Ts2e65y7bH240WF4WeQ11lSYwske5W0r3lppsKN6EYWfLKV7YfB5xsmGL5SPJUqre08SJGlvB2xfOgNLQJvXzu1IcI3KcYKNrmggXume+1V3sQ5Jiy5O9/L0g87obD64ur3TSi+fbbXf60Jao00uRqnKzPlECHKWTJLru4nY32318f12680dXR9tsXJLGMWaKt4vpcIWg7wtDETdaFNGh9ZMmTnlT8Jsf4gYHyRHv2bNcm6F6l4UHvTSqHZiDJBQZ673P3Ql9slv5+58J4//0F2T866u6VT0A1soTfxw47uH4TcgvhhrUv/gXgJ0ukMpXmOz/9aTlGF6kRR0fLcwstjwcecJ9EGlGdcDIFKPdlOUe5+GLXlk44wQUCl0axzwiT8XAkWfLwwwWJ9tBDZSKkU/WKdB+g++RpcBdgwL13+TPT6kLupse/0/X8WnmfdC+hsbWKsoQfl31I2wK8KWXJ0JDrz3WUJSGyhKsHq6zMy/ug58X7ehVliU9BwGNoxJQlKQFeQ/d6xx1lhYyMLyTJqSrKkh/9yH36FgckaQ8U5Ksvnoh8V2mKDEmWaCQE5Z+qLLnxRvfeP+YYt3EFf4/43jOA6z9DQ+0xeQDXH6hvaO1izpxiXAuVk+qTB9on8DFJa789hkcWWSKj1nOD4Nhj28+XRrFPWTJnTiGXlccfeshNBvbYw29gAe4YNXBJ6tRVlsjG7FOWhEgIueKR4oYjDUHO0vsUMFde6VZFfXnwjqulsWmT+72vz0+W3HdfManSDNZ169y1H/iAW7G9/379PrghFyNLRkba1RI0MGhGBRl6p5zSLncF3CA3MBAnS2bNci+TXXYBrrqqfJxWZuiZamqgM84ovk+Z4uqXq14eftil/4EPFC81WRcbN7qdVe65x+16smFDuY2ToTJ/vr4aTaTGvHnFlrpc/aMN1kC5Ppcvd7Ee5s51OwzxdIH2oGLkw03lTHXD4S8luVoHuPFihx2K+3nwwXJd8ImuRpbEArz6lCU8D7kqro0H11zjXAvOOcdNQDVXtv33L5eTp0EG0PnnF1uj83YxOOj6FblAyperXGnQdmdJJUvIDUeWkxNPBE1ZIld5gaLOuRsm4CZ5991XToNUTXSOJCFuv72cvuaGQ9s/f/SjOnF0331OvUjHJPEp26YcO33KEqmckjFLpAT4vvsKEk3ry//8Z7FC/IpXOIWJJEvkMwWK5yonwsaUn7tm3M+eXa4LabAuWFBWUvEAsDwNThjKyR+dyyeYKWRJiNShNLghJ7eD5u+GPfd0n0QcUFpSWUJxjYB24pTi4dAiEJWT58NXBDX5tCQyZAwNoPyeoLpfuBD44heLc6gMVKd8Ii1XmzWyhMfh0MZFOUdZscLd/7vfrccsobmFXE2m+7C2XelAz53eA7Lt9fWV3btJ9SRXm6VrSoxQlIYeJ8k0Y5IThsPD7txddin6snRp9pElqTFLiFjUAkvye5050+2A9/WvF0YxzduJqKbxndIIEbxUjhhJTPWQGrOkapyOgQGdQKD3XaobDr0vfQFeifjR0uCkjzzO+7J2H7IfaoY1H3+3bi0IboKsTxl7hdLgYyt/prNnu/sIkSWS7Fu8GHjpS9vd1ehaTVkyZ07Rx7X3DL0P6FlodcHz0I7TGLdxY1p9W+tspgMPLM7hdeV7zwDuHM0lj+6Vp6E9U8DVRQqps2FDuZ9SnlxZMnVqdsPpFowxLzTG3GqMucMYc0z0ArnKyydItPMERypZQuoDGni4YUIT5d13DytLpk8vyws5OlGWaKuSsmNrBi0f8FPdcHge9GKhAYpcOvi9kAG1YIFezoEBN2GhSV9/f7uxuX59ewwCnsb69W7QMkaPWWKtUxTRYKyROhTn4N3vblcjAO3tYtas8kR6cND9UV3RAMiN81SyZP78YgLL25V8yUvjnu6bynDIIcCvf102Jum+KY1Zs9wz5KQiPYtnPQt43euKnT14Gnyg1dQpa9Y43/9dd3Vy9ZGR8jnr1rk0iHA0RnfDmTvXnbdoUTmwLG//fGtgbsitWVNMtrTnIZ9pf3/hggS0y7g1IkNONhYsKLtkjI66FzqNF3PnFoQVv1d6HhTo1eeGQ+dxpY5PWULXjY62PzPZl0dGXGyVgw5y22c+61nlPKx1hgxJ3kPKkiVL3PFJk8p95J//dGWh9iXHHM24kaTkpk3lCZEkSySRUVVZopElNAmQeeyxh6sf7srwu9+5+n72s4ty8PuQcYA0Iu6uu4B3vtMpEGkS5yMhgHbiU07oZR/Q2s28eeXnLiep/f1u3OfS5BUrXD8HinGa94H77iuOUxrSDYfnIcupGWF8VVybxM6aVZDLdK/8Pnff3RF3dB80L+A7082bV74PvssS0L4VrRbfZdKk8nH6neAjuPhOajfdVCY6OIlB/ZGMSa0PzZhRXhmVfYjeNdQmH3yw7IYBlEkySUjScaB8jpwo875M8wIuvQcKskQzBKVbCBGOPP4cV5ZodSEDr69eXXZjkOMaDxZN4H2ZSCg+XmhqCH5cxlbR5Op89V+q5eg+eTmlsgRoNwSB8jNdsKB4DjQWfOhDRXw36eqgkSWpMUu4i4EWWJJL92fMAN70JrdLEbnE0Y51cuwFXJ8dGCiedwpZ0tenu1MMDurKEi3OTFVlydat/sUevtiiERncKNbcGPj8d3jYvW9lGnPnFmO8lgcfw7X7kFuWa2oJ/h7RDG+ex8CAG4tDZIm2w9F224XJEvku2rChfYdKHrtKU5bwd5H2zOSOZCluOFpdUfm0PKZPd9dQ27/6ajdWP+c5xTlUV3ycl4sHgDtH2yKZzqE+pLULvoiRorLRlCWzZxftduPGnlaVABOYLDHGTAZwIoAXAdgPwOuNMfsFL5LKkrVr3QTmsMOczFkqOuTELEaWUAPhpAwnS7QYBHwAot87VZbwgHXa7hbU6OklrQXmW726mBxqk3Ea7LhhzScaa9e6ctNLldLi8maaxO20U/GC4y5HtDpEk/7ttisTWsPDLk+aVFGH5ZNYIksANzBNmlQu58qV5UBYkuigMi9Y4Ay5o492O9JIv2OgqCdZTh7HBtCNcz440KDOy0H1Mn9+sarMn5kkr8i4lzujUNqvfrV78fLgttJA0lxg1qwBnvxkJ1F+1rOKsmt50D3T/VOZH364eGaaAbV2bdEejGmXim/Y4AZ76j+77upXlnz+80UQVXkf1Ca1bTZjEdhT3HA2bChPxufPL+exZo0bg7iyhK4j3H23M7gJMt4CqZy2265YRaV+AxR1v2iRM9KpvPT7unVu0iSNAj5e3HKLe2ZPfrL7f8cdywb9Qw+5Mslxj6dx332ujubMcX1QpkFuJZ2QJVLyzoknOlcjS6SyJBQfYPr0djKQt2/qK9SXyaCj+qTgqpwsufZa4F/+paxE4/dBAb1pskd9hU/+1q4txkXtuUsSYt688tgqJzyUB52jKUtk4FOf/JnGvuXL3RhE5aBdoSiN4WFXL7ycfJEAaF9tlmOnZoTx565N3CSRIQ3Wffd1ZSO3XCovJ0tkX/aRJT7psjFlAktbsebHaeW9v9+Nu+efD/zf/7m6pja3Zk2ZYKC2R+1CIxnkGC8JAhqbqK9SHjxeFjfiNONdkiVr17YTIdxg5a7MALB0qfukMUszBGUet97q6psThpyI08aTHXYoj0mrVoXJEh4sWrsPjXDkq7hEVPO2R/lwZYlGlkhiidd3FWXJ9Oll9crCha6eKQYTUK4rejZc7ZOiLNHIkoEBvR8D7SoaqTLbcceCLNFINto6nfqARmTwuat2H3yM14xJOe/UlCU8j61bnUqEqymozGvW+MmSRYuKd4BmsC5aVLyLtT5C49fq1TrRQeWgeqxClsyY4Z4Z1YWWBidLfPcBuLogO0wSGZIskWlwskRrW9RfiJDhc1ICrwstjgffdccXG2v6dHevtC10zA3HpyzZsMHvXs5VYKed5spJcQkBV1fDw4VqaerU8vjN31UpyhKfGw6lobVfTrpbW7bL+DlkE8ot7nsQE5YsAXAQgDustXdZawcBnAng5cErJFmyZo1reE94gnuYe+3VHhwNKG/5KF0dpLIE0CXYe+yhr0bzSdP3v+++k/SRsGxZ0fiowXHj/P773YBDA8iiReVJABmW9CLZeWc3sHDjZuXKIg+ajHP3E5nGLruUJ+s0UIWMhhUr3At60SLXYWfOLLtCkQFFE54ddihHqOfxAXg5eTm43GvSJHev/D5oQkwrUIsXuzJyBczKlcUA/rSnuTZx7bXFccqP6ou/1Oh6Kj/gV5bQ4ED3wQkAMqB2392V9Y1vLN+nnJhpxjs3CmhVhkv+qX1zAoyuI9x7b1E+KYkHdLKEPzO6D3qmGkFAAXcJkiwhFQ4N+LvtVq4r+VLRdkrgZOD227sXPFenbNlSKDmA9vqk50vll8etde2M+gfQviUpbclJRJ2si8FBVya+qsJJVMC5EO2yi+tf8+a5e+Xtm/rTjjsCL3oR8Mtfuv/pmch+Snnw+r7ySvd50EHuc6edXB+hsVGSgRpZcs01zsWCJuQ771weC6ivUz+kZ0btWpuwz55dNlhXrgyTJZJ8oP5IdaRN6OV4IQ1rORmnc4kAoNV9uldrgeuuc+8YXk5OQtx9N7DffkX7lKv7NGaROxP1JeoD1raTJbvs4sruWx2SZIlm6PHVZqB9RU+Wk8pD5TCmnMby5e4dzMu5eHG5vuWKnqYsIXc/An/u1M65MSldZCSpue++7pO2suZuIYT584t+am07WSLzeOCB9u22uZsN3TN3G6Hj1rq8Nm8ujj//+UU8GhpTV6wo57Hddq7uqL1QXfD74CpG+uNjgXTDWbu2TBpRGjS20vjG85Djr6wroEx8Llvmnin15be8xY09NHfS/Nk1smSffcoxvrgCRr7rAFd3K1cW88IVK8rjSaqyhN4BNC5q7eKhh4p4B5Is4aSORqYQgUDtDtDrmytHNGUJj1kijSO+eBUiS+gepbsRUCZoNQUYtaPly/1G2vTpRR/SyrnPPmFlCY3P999f7MgkyRI+d9XIEj6v9BEE8+aFCRmeh2bc837mI0s4AbBli06mAK7O6b3InxmP5UHjjkaW8MCo8j44yUDPlKdhTEEk00YA8pkRWUJGs2zf/F0k50gETpasX99uWPO6oncFLwfZBOvW+ZVsnCzZsKG9nPxdRHMImQbVBV+04pg50z3L0VHXRmlOQuBzQmo/8hxOltxyi3OH5iQuJ0OWLWt/D/HjdL/yXrmyhNufMo2NG4s0+Pi8ww5uLH7gAZfPyEg7WbLzzkU9rl7dXpc9hinxU3oWiwEwiwn3A3hK8IqtW4tVCwD4zW9cJ/v854GzznKTkE9/upiU/v735aB5e+zhjABKY3jYRVB/6lPd/9TBv/71YtA+/XT3Qt1xx8Jf7w9/KCZ7ZLwuXOjY1Be+0CkZvvc9l/fQkBvMiGklIuX73y8md1dcUZ6A7rMPcPnlRTlppZ3KtOeebuA6/viiM/NYCjvt5MrJV6YvuKCYjFFaV1xR5EEvMBqgyWg4/XRnCADARRe562hCs9NO5XKSguJxj3Of22/vOtp3v+uukZMReqmdfXbR6e64oyAGAPcs//a3Ig/adpae1Z57ukH+uOPcgGGt25nirW91xyk46oc+BPz7v7tB7ve/d2WnCcmiRW4Xn+9+111PUfwlWXL22cWx5cuL32fPds///POL+vv+990kSZJT1C7oPmjQosHypJOKYJM33VTEldhrL/ciPOMM1w7J1QJo90v+xjdcHW7Z4trYa17jfqc2dvLJwOMf775feWV5Z4sddnB9ier7ggvcJz0TKueJJ7qYGNa6+z7iiCKNmTOBCy8s0vjtb8svg113dTviUF1cdFFxj0DRRs88swhCdd99RaDRyZNdX77ooiKNyy8vEzI0aTjhBNdGLr20XFc0cfntb90z27rV1ZckS37xi+I+zjuvnAa1469/3cV0uf9+V1ZuWM+dWx5zLrnEnQu4sj7qUW4HEuozF1/sykNSYprkfuc7TlVEkxFuID360a5slMdXv+rypWe2887u3r72NXdPlAb1caqrs84qAl1eeSXwjncUeSxe7PrNKac4AuVnP3MTHkqDj2u33lqMBXxS9JjHFP1sZMRNSvhEYtdd3Uv3pJPcuPWzn7my0Xi+007u/3POcc/vN79xv3PDYs89XR5UFytWlI/T8/3BDxwJ8r3vubqm+tx1V/dczj7bjVcbNrhy8mf62Me64KYnn+za4iWXFO8QKifg3OYefhj44x/d/xRwdOFCVy+//a0bs9audc+Hr6pTOU880bWBv/ylIL8AVz+zZ7t3zdKlrt0AZcNj4UJ3/0uXujxGRsqTKppA/fCHLkjtb3/r/qfxntL4+99dGtddV9QRYY89gB//2NXjyIibmPH7oDHyD39w79sLLijUSIQ5c1yQu6VLgcsuc78RAQIUY+QPf+jq9qabip3Q+Llnnunu8w9/cP/ztjV/vnvHLV1akD58Ikx5nHKK87m/9VbgDW8ol3PWrKLNnHeea1d8gjhzpuv/3/pWMRnmKjNqxz/8obuH228vxgLA9at99nFj4+MfX+z48NjHFufQ2HjiiUX5+VhA48WPf+za5s03t0/Wp093hMwppxTxnzRlySmnuHJu2qQrSy67zNXnpZe658KVDvvv78aCpUuLnaL4ZJy+n3eeG3uvuaaIZ0WYN8/lv3SpCwxOrlCEnXZy9X3ssa4u7ruvGEeBwn3wzDNdvd12WzEfIOy1l6urb36z2JGKp0HlPP74op1JImOHHdx4+Z3vuH7Knzng+sPQkFMW0W6BvL53392NQWef7dqNdK2ie73+elcXF13UbtBSnz3uuKLtSRXOpEluTBoedvX6FDHdfsxj3Er3ySe797d0b6H3yZlnFmOaNNIe+1jXbr/2NXevL3hB+fi++7rx/9vfdmUBym2L3iMf+Ugxh5OG9S67uHfR0qVuHJfPlMbOH/6wmHPKPrB4sZv/fulL7p3D3/uUxsaN7l30u9+VxzSe3pe+VMTok+csWODK+b3vubYn64L679Klrj4pJhth+nTXDi6+uCCyad5G4GP8+ee3u5zTvOvss4uFFxqHCKOjru3usIP7TnNOnsbIiDvnt78t3FHlffzwh8U8XpIlkya5NvXtbzuCiY9pgGvf55/v8vjJT1wZuJKHAuJfcklBNstyLlrkxu5vfcv1x/e9r3yc6va441y72GmndqJt/nz3LMjGkXVF/fK449wc56ijyseJUDjjjCJujRwPFi50ffi733XPlubnBOpTp57q6pS/93kZLr20eO/LvjxnjmtzJ5zgnom8D6qLb3/bBcudM6dMtE2e7OrnZz8rFhm4iyRQkCUnnODq7PWvR0/DWjsh/wC8BsAp7P83A/imct7bAVwF4KoD3TS+/Pe5z1lrrbVr1li7eHH78SVL7P/HiSe2H5861do//tEdX7XK2unT28/5j/8o0nj5y9uP77CDtVu3uuM/+IG1xrSfQ3kMD7vz5fEjjyzy+K//aj8+a5a1mza549de234csPb004s0nvSk9uPPe15x/Pjj249Pnmztvfe64ytXurqR5xxzTLgu9t67OP7zn+vlvPxyd3xw0Nr589uPv/vdRRr/+Z/tx+fNK+r7r3/V8/jpT93x0VFrd921/fjLXlbk8cUvth+fNs3VgbXW3nefqxt5zi9+UaTx/OeH8zjjjPbjc+ZYe//9RX3PmtV+ztKlRRqvf3378T32sHZoyB2/8kpr+/rKx6dMKep7aMidL9P49reLPL73vfbjCxZY++CD7viqVdYuWlQ+boy1v/pVkcaRR7an8alPFcdPPbX9+AEHFMeHh6098MD2c668sjjnTW9qP/6udxXH77zTtRN+fKedrB0ZKc556Uvb0/jDH4rjn/1s+/FnPKNIY/Pm9rY1Y4Ybiwgf/3h7GiefXBz/7nfbjz/nOcXxzZutfdSjyscnTbL2rruKc047rT2ND3ygOH7TTdbOnl0+vnhx0Yd8dXHBBcXxn/2svQ8ccURxfHTU2t12Kx+fO7ech1YXZ59dHL/++vax89BDbQlPf3p7H1q9Olyf3/tecXz9+vYx/hnPKOfx4heXj0+d6spGOO+88DMdHbV2xx3b2zdve+98Z/n4rFnW3nhjcVwb4086qVxO2Ud4u7HW2m98o3y8r8/aW24pjmtj/EtfWk7j3/6tfHznncvt++yz28t51VXF8cFBN37w40cfXc7jve8tH99++3JdXXllex6/+U05jX32KR9/8YvLx3/yk/Lx/n5r7767OL5+vRsffM/UWmtf8pJwu7nkEjfe8n56223F8U2b2sf4T3+6nMZnPlM+vtturj0Rbr3VjTH8nEsuKadxyCHl43z+Yq0bq3lfnjPH2i1biuOrV7eP8WecUU5DzlEOO6x8/Je/LB+fMsXaBx4on/O855XP+epXy8dPP718/IlPLB+//fb2tvXXv5bPOfzw8vFPfKJ8/LLL2uub3qfWunrh49q0adZefXU5jU9/OpzHHXeU6/sxjynXt7XlZ7bDDtZeemn5+CmnFMeNsfbLXy4ff/DB8hg/b561y5aVz3nd68rP45xzyscvuijcT0dHrd199+L4/PnWrltXPud//qdcV7Kf/vnP7nc65/nPL7dva6193OPKafB+am37GP+2t5WPyzH+la+0beDtYtdd3byG49xzy3l885vl4yMj5bnrTju5eQvHe95TToPPLay19u9/Lx/n71MCH+P33be93cgx/vjjy8dXrSqP8fPnt+fx1KeWx8V//rN8XM7jTz21vS6e+MTyOfKZyrnrX/5SPi7fqV/4Qns599uvPBbwfmqttRdfXG5bcsxasaI8J5TvOmtdvrwc111XPn7ttdbOnFkcP+us8vHhYWdz+sYsa91cmI739bl75/jTn8pleOtb29Pg/fDVr24/ft55ZVtA1sXmza490fHHP749DTlf4/MTa1375XXxnveUDgO4ytrx5xroz7gyTTwYY54K4NPW2sNa/38UAKy1x/quWXLAAfYqYqMBx9wtXlysJm/dWo63ALiVFpKdWetWvrg7z6xZZZZ/w4ayFNwYxzJTHkND7dtyLlhQZthXrSq7U0ybVma2H3qoLO8HHEtHTCpJvDjmzi2zzmvWlKX3U6YUq7yAW6nkriWAKwOtqFvrlA7cfUXWxfr15Tgcxrj6ptUdCgjIsWhRedVjxYpyMMTp08srYZs2laX5gMuDmN2RkbL7CuDYW77aQC5JxhSuGHy1Ys0a90ynTnXHKaAU1Te1C2uLNGbNKrPO69aV3VvkquLAQNl9RdYV4FY9eTwF2W42bizanrWurvjq58iIy2N01KU7c6a7nkuXN28uu3jNmVOWzw0OuuMUl0e2TaC9/W63XZl1lnnIupBtS/ZTrS5kHhQfgUCBYQmjo66cvG3xdgO09zNZ37KfaXUhyynzoHgUBFnf1ro8aJyeMsUx9rwu5JjD+ynQ3s9kP7XWjUn0TLW2J/uZrAs5rvX3t2+7LcccPmZpdSH7KbULY4pggFLmKut7xx3Lq5tyjF+4sLwKK8d4Od4ATobLXerkfQwNuTwo4Pb06e07WpEaZHRUz0O2PZmHHNfmz29f5eL1rbUbOcbLdiPrQrYboDzGa+1GtgvZTwF3nFwyZD8F2tveLruU85B1Idsm4O6TXDJI6ckhxyS+sxCB1+fs2e3xK3h9Tp7snhmv7+Fhd5zulc8tCLw+5bgIlNuenFsQ+DtTtm+gXJ9aP5X1KccsoNzPZD8FyvXZ19cuBQdc26IxR/ZTmYdW34OD7n02ebL72377cl1Y6+piaMitkj7uce3PfcsWVxfkriH74fCw68v9/e5PKjIAd5/WFsdlXfFxTc7DqJzLlhXBXjU5+rp1buzq63PtW+bB5w9aXfIxXmtXQLltae1mZMTVxfCwu08tDXr3a31M1oXWbkZH3X2QKkLbCZD3Ea1trlpVBI3X2g3V9/CwW11/0Yvax7UHH3TvVHLlln2M5hc0F5T9GHD3MTjojsl2Bbi2uXmzG5u1MWvTJvfunzXLtQvZT4EiUHpfn6tvWRc0Jlnr+qDWLqguVq92Ckh5zoYNhUvH7Nll5SCVYcOGQmmh1QWNSVofA4r6pLIuWVI+vnKlU8dsv70/jVjbozHJWtdu+PuUsH69U2BdfbWLV8jfM4AbSygOh9bPANfPHnjAta2jj25vOxs3uvrS3nW8LgD9fcn7svZOBgr3rhUrnKJD5sP7IalhJdatc2W9916nYPSNOf/8p6sLGWcGcPdx111OwfLRj7bX54MPujr/5S+d8pupq4wxV1trRUMYP0xksmQKgNsAPA/AAwD+BuAN1tobfdcsWbLEXiW3T83IyMjIyMjIyMjIyMjIyBhX9BpZMmFjllhrh40x7wHwewCTASwNESUZGRkZGRkZGRkZGRkZGRkZKZiwZAkAWGt/B+B3412OjIyMjIyMjIyMjIyMjIyMbQcTeevgjIyMjIyMjIyMjIyMjIyMjMYxYWOWVIExZhOAW8e7HBmNYhGANdGzMiYS8jPNqILcbrY95GeaoSG3i20P+ZlmVEVuO9se9rXWzo6fNjaY0G44FXBrLwWMyagPY8xV+ZluW8jPNKMKcrvZ9pCfaYaG3C62PeRnmlEVue1sezDG9NRuLNkNJyMjIyMjIyMjIyMjIyMjI4MhkyUZGRkZGRkZGRkZGRkZGRkZDI80suTk8S5ARuPIz3TbQ36mGVWQ2822h/xMMzTkdrHtIT/TjKrIbWfbQ08900dUgNeMjIyMjIyMjIyMjIyMjIyMGB5pypKMjIyMjIyMjIyMjIyMjIyMIMaNLDHG7GqMucgYc7Mx5kZjzNGt3xcYY843xtze+pzf+n1h6/yHjDEnsHRmG2P+wf7WGGOO8+R5oDHmemPMHcaYbxhjTOv3DxpjbjLGXGeMucAYs7vn+mcZY64xxgwbY14tjo2wMvy6oWqaUOixZ/rO1u//MMZcaozZz3P9NGPMT1rXX2GM2YMdO88Ys8EYc05ztTSxMEGfae6nPYBeajvs+KuNMdYYo0bOz+NBGBP0mebxoMvopXZhjDnKGLOapfHvnutzXw9ggj7T3NfHGb3UblrHXmucfXejMebHnuvzWBDBBH2uzY0H1tpx+QOwE4Antb7PBnAbgP0AfBnAMa3fjwHwpdb3mQCeAeCdAE4IpHs1gGd5jl0J4KkADIBzAbyo9fshAGa0vr8LwE881+8B4AkATgfwanHsofGqy17567FnOoed8zIA53mu/08AJ7W+H86fPYDnAXgpgHPGu27zM+3omeZ+2gN/vdR2WBkuAXA5gCWe6/N4sO090zwePILaBYCjQmmy63Nf3/aeae7rud3wdvNoAH8HML/1//ae6/NYsG0+18bGg3FTllhrl1trr2l93wTgZgCLAbwcwGmt004D8G+tcx621l4KYKsvTWPMowFsD+DPyrGd4Iytv1pXU6eztC+y1m5unXo5gF08Zb7HWnsdgNGObvYRgh57phvZqTMB+ILz8LKdDeB5xF5aay8AsCl409s4JuIzzf20N9BLbaeFz8K92L3pI48HQUzEZ5rHg+6jB9tFCnJfD2AiPtPc18cfPdZu/gPAidba9a28VnmyyGNBBBPxuTY5HvREzJKW5OmJAK4AsIO1djngHg5cRabi9XCMoGZELQZwP/v//tZvEm+DY7A6Rb8x5ipjzOXGmH+rcP02hV54psaYdxtj7oSbTL/Pk/5iAPe1yjYM4EEACzso3yMGE+iZhpD76ThgvNuOMeaJAHa11saktHk8SMQEeqYh5PGgYYx3u2jhVca5VZ9tjNnVk37u64mYQM80hNzXxxg90G72AbCPMeay1nN/oSf9PBZ0gAn0XEPoaDwYd7LEGDMLwM8AvF+sHFfB4QDO8GWl/FZ6QMaYNwFYAuArFfLezVq7BMAbABxnjNm7QhrbBHrlmVprT7TW7g3gIwA+XiWNDIcJ9kxDyP10jDHebccYMwnA1wF8KCH9PB4kYII90xDyeNAgxrtdtD5/A2APa+0TAPwRxapnJ2lktDDBnmkIua+PIXqk3UyBc9l4DpxhfooxZl6HaWQwTLDnGkJH48G4kiXGmD64Sv+RtfbnrZ9XtuQ3JMPxyaZkWv8CYIq19urW/5NZ8Jb/hWOluHvNLgCWseufD+B/ALzMWjvQ+u3zlEYsf2vtstbnXQD+BMe6PeLQS8+U4Uy05FvKM70fwK6tY1MAzAWwLvF2HxGYgM/Ui9xPxxY90nZmA3gcgD8ZY+4BcDCAXxtjluTxoHNMwGfqRR4PmkOPtAtYa9fSHA7AdwEc2Eoj9/UOMQGfqRe5r48deqXdtI79ylo7ZK29G8CtAB6dx4JqmIDP1YtOx4Px3A3HAPgegJuttV9jh34N4MjW9yMB/CoxydeDMVTW2hFr7QGtv0+25EGbjDEHt/I+gtI2Ts77HTiiZBVL438ojci9zDfGTGt9XwTg6QBuSiz3NoMee6aPZum8GMDtrTTkM+VlezWACz2SsEckJugz9d1L7qdjiF5pO9baB621i6y1e1hr94CLS/Uya+1VeTzoDBP0mfruJY8HDaFX2kWrLDuxdF4G51uf3/0dYoI+U9+95L4+RuildgPglwAOaZVrEZz7xl15LOgcE/S5+u6l8/HAjl9k3WfASWquA/CP1t+/wvmJXQBnCF0AYAG75h44tu8hOGZpP3bsLgCPieS5BMANAO4EcAIA0/r9jwBWsnL82nP9k1v5PgxgLYAbW78/DcD1AK5tfb5tvOp1PP967JkeD+DGVhkuArC/5/p+AD8FcAdc5OW92LE/A1gNYEurbIeNdx3nZ5r0THM/7YG/Xmo74pw/wb9zSh4Ptr1nmseDR1C7AHAs3HviWrj3hJpO7uvb5DPNfT23G95uDICvwRnC1wM43HN9Hgu2zefa2HhAGWdkZGRkZGRkZGRkZGRkZGRkoAcCvGZkZGRkZGRkZGRkZGRkZGT0EjJZkpGRkZGRkZGRkZGRkZGRkcGQyZKMjIyMjIyMjIyMjIyMjIwMhkyWZGRkZGRkZGRkZGRkZGRkZDBksiQjIyMjIyMjIyMjIyMjIyODIZMlGRkZGRkZGRkZGRkZGRkZGQyZLMnIyMjIyMjIyMjIyMjIyMhgyGRJRkZGRkZGRkZGRkZGRkZGBsP/AyP138hcemZlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(18,2))\n",
    "ax.plot(twind,solar,'r-')\n",
    "ax.set_xlim(start,end)\n",
    "ax.set_title('Solar radiation')\n",
    "ax.set_ylabel('W/$\\mathregular{m^2}$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate daily average solar radiation:\n",
    "ttday=twind[12::24] # start at 12th value and take every 24th\n",
    "solardaily=list()\n",
    "for ii in range(0,int(len(solar)/24)):\n",
    "    solardaily.append(np.mean(solar[(ii*24):((ii+1)*24)]))\n",
    "solardaily=np.array(solardaily) # convert to numpy array from list to be able to plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9a06e85100>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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R79WPtRnNRB6LVrSB4ioR6URz73gG+JW+/qdocRkrgVVo5+mnvRtRSq0F7kQTLw1oA7D3Eny+VPk1cI3+h/wdtEFnB9qg8h9Rx9+LFlT5C7TYhWkJjv8yWhaVjWhuCF56us8YqVWbROTTGPv/GU1Uvo0WmOolweA8Cf2+b9Huke16H16h54x4b1pJfJ3/CqxA851/hahzmwZxP4vSsiWdhhYQ3owmSObpq29Cu0c/0F1LXkWL68gFz6DNsD+jlOqKWh7rml+C9p3fre/3E6XU/6L2+Tda8G4LmkXiXKVUIMYx49636aC0Ohy3Aq+LVr/idTT3lnoR2atvdj3aQHkrmnX172j3a7rHSvZ9jnXsaPxo5+5VtEH/arTfpyv19tejCe2tugvTGJKfpyXAI/r2F/bqrx/t/j4VzZJyH1o82Pp0Pzva9bwaLcjacO/8tVLKEIefQ/sedQEv6o8f9uM4JiaDjvR0VTYxMemNiPwZ2K2U+vFg96U/iMiHwP1Kqb8Mdl9MTIYyIrIFLYPYq0k3jt/GErSA2cuy1jETExOTAcas8GdikgB9Nu5cYP4gdyVldPekDWizZZeipZV8aVA7ZWIyxBGR89Asha8Pdl9MTExMBhtTIJiYxEFEbkPLmf9zpVTNYPcnDQ5Ec+EoRMsOc36CjCwmJvs9IvImMAv4Qq9sNyYmJib7JaaLkYmJiYmJiYmJiYlJBDNI2cTExMTExMTExMQkgikQTExMTExMTExMTEwi7NMxCBaLReXl5Q1uJ0I+IAzWOP0IeQABq2sgezW0UGEIecHiAEuMWzLkAxUCWx7p1RDq3Y4XULGvRTigPawuiJvifhBQIe3zW50g1gE+ttLuT4tde/Qm7IdwEGz5PZcH3dp1tMRMg54+YT+oIFjzk287HFBh7bqqkPYaQES7vsYj5ANC+85nNjExMdnHcbvdSik1hAYQmTFgMQh6qsjTgUal1EH6sn/QndO6FGhVSlXH2HcbWv7jEBBUSi1M5ZgFBQWqq6sr+Ya5ZMtD8OGX4dQVUDa357q1v4LlN8HnnoCJFw1O/4YCKgzPVEHl8fC5XiUCOmvg+akw4zsw/5eZHWfTH+Djr8Kpn0FZdffycBCenwb5Y+HEd+PuPii0b4D/zIAjHoXJXxjYY2/5M3z4JThtNZTO7ru+5jF4/7Ke67t2wr8nwCF/gGnXZqcfn3wbtjwIF3Zkp73BIOiBFT+AnU+DeycgUH4EjDsTxp4JxTM0kWCw9WH44Itw2koonTNYvTYxMTExSRERcSulCga7H9liIC0ID6MVZ4pUo1VKRUbFInInWuGneByrFzwaXlSdoj3X/bdbIIRD8Om3YeM9MO4cGH/e4PVvKCAWqDoVav8Nq27RZ6b92ixqy6eABQ78RubHGX8BLPsGbHusp0CofQa6tsHBd2V+jGxTMEk7Px2bB/7Y9f+DvCoomRV7fclM7bl9XbdAaFujr4uzT3+wF0KwSxOSQ8m6kw7Ny2DDbzURPOcWGPt/4KqIv33l8dpz/aumQDAxMTExGXAG7N9WKfU2WpXMPoiIABeiVU/ct8gfC6VzYbeehj7YBe+cq4mDGd+GRU/FdqvZ35h4MQTbYdUSzbKy8T6o+St0bIKZN2rnMVNc5TDmVNj2d02kgeZGs+4OKJwKY8/I/BjZxuqE/AmDIxAa34LK43rObEdTrBv/2tZ1L2tbq6/LokCwFQC6u9NwJdCuPVf/HKZ8MbE4ACgYD0XTNYFgYmJiYmIywAyVkelRQINSalOc9Qp4RUQU8Eel1APxGhKRa4BrAByOLPlAZ8qYU2HdndC+EZZ+Hlo+g4X3wvSvDXbPhg5jToGLvIAFLDn0tZ90Kex6Xhv8jj4O9rwHTR/Bwt/n9riZUDQVOgdYIAQ94KlLbAmwFUDBRM2CYNC+Vhv8usqz1xdbod6nLl0sDEMCunuU8VlSYfQJUPOIFhsTKwbExMTExMQkRwwVgXAJia0Hn1NK7RaRCuB/IrJet0j0QRcPD4AWg5D9rvaDqlNh7S/hv/O12dij/w1jTx/sXg09BmIQNPYMbZC27TFNIKy/E5wj4YArc3/s/lI4FXY8ObDHdO/UnvMnJN6ueGZPgdC6JrvWA4gSCJ1Akpn3ASIQCFBbW4vX601xhwNg+n+hNgi71yXfHsB1FRxwBqxdvX8nMcgiLpeLcePGYbebgsvExMQkEYMuEETEBpwLLIi3jVJqt/7cKCLPAIcCMQXCkGTUkeAo0/7kj/kPjDh4sHu0/2LL12I+dv4TZtygxT3M/lHfTDxDiaKp4G8GXzM4RwzMMd07tOeCFARC41t6Nh7RLAiTLstuXwyBEOjMbrsZUFtbS1FREZMmTULiuWBF46kHtwXKZqbuUhgOQstyyKuE/DEZ9dcElFI0NTVRW1vL5MmTB7s7Jib7JcH2IA2PNeDd6qX4iGJKFpXgqBgi3h4mPRh0gQCcAKxXStXGWikiBYBFKdWhvz4JuHUgO5gxFjuc9IEmElyjBrs3JpMu1Vw33jlPuzZD3dWraKr23Lll4ARCly4QklkQSmZqsQFd27VzGWiHkhgZjzLBcCsKDh2B4PV6UxcHEJXONA03NotN++zBdsAUCJkiIowcOZI9e/YMdldMTPY7Oj7rYPf9u2l4rIFwVxixCeoOzckjf0Y+JUeVUHJ0CRUXVmBxDNNkFPsYAyYQRORxYDFQLiK1wE+UUg8BF9PLvUhExgB/UkqdBlQCz+h/xDbg70qplwaq31mjePpg98DEoPI4cI3WAqCnfAnyRg92jxJTqAuEjs0w8pCBOWbXDkCSB4cX65mM2tZ1z4xnM4MR9IxBGEKkLA5Aq3kglvgB3/GwF4GnQQuqH6oxMsOItK6ZiYlJxjQ80UDt3bV0fNiBJc9CxcUVjLl2DIXVhXR80kHb2220vtNK45ON1D1YR/v77Uz/vTleGgoMZBajS5RSVUopu1JqnC4OUEpdqZS6v9e2u3VxgFJqq1Jqnv6YrZS6faD6bLKPYrHCpM9rr2d8e3D7kgqFB2jPA5nJyL0D8sYkjwuJTnVqZDDKtkCwR8cgDFfC/St0Zy8GFAR71oCwWq1UV1dz0EEHccEFF+B2u9m2bRsHHXRQWs3ffffduN3u9Pulc+WVV/LPf/6zX/s+/PDDfP3rX++z/Nlnn2Xt2rX97pOJicnQoP2jdtZdso5QW4ipv53KEbuOYMafZ1B8aDEWh4WSI0qYcNME5v5nLouaFjH6qtHUPVSHr8432F03YQAFgonJkGLOEjjxvewPZnOBLQ/yxw1sJqOuHcnjD0AL8HaO0gXCGnCWJ0/hmS62fUAgGBaEdLEValaHQE+BkJeXx/Lly1m9ejUOh4P7778/TgOJyVQg5AJTIJiYpE6wPUjL6y20vtVK+7J2utZ14d3pJdAcQIUHN09L0wtNYIH5S+cz7hvjsJfFn3ASqzDxhxNRAUXtXTE9zrNKsCPIR7M/YumYpXww9QM+nvsxnxz2CcuPXc7m7+Tmv1ZEXCLykYisEJE1InKLvnyJiOwSkeX647SofX4gIptFZIOInJyTjsXBFAgm+yf2Ii14fLhQOFWLQRgo3DuSxx8YlMzUXIza1uZGcEViEIaWi1FaqFD/LAhiAVtRdx2FGBx11FFs3qz9oYVCIa6++mpmz57NSSedhMfjYcuWLRx8cHdihE2bNrFgwQLuuecedu/ezbHHHsuxxx4LwOOPP86cOXM46KCDuOmmmyL7FBYWcuONN3LwwQdz/PHHx/Tjv/XWWznkkEM46KCDuOaaa1BKG5wsXryYm266iUMPPZTp06fzzjvv9Nn3hRde4IgjjuDtt9/mueee47vf/S7V1dVs2bKF5cuXc/jhhzN37lzOOeccWlpaUm7XxGRfQ4UV7cva2X77dj47+jPeG/keK45fwfLFy/n0kE/5eNbHfDDhA94b+R4rT1k5qH1tfqmZ4sOKEwqDaPKm5FFxcQW7/7CbQHMgp31rf78d91o3RYcUUXxYMXlT8rCV2fDu8FJ7Zy0hTygXh/UBxyml5gHVwCkicri+7i6lVLX+eBFARGahueHPBk4B7hPpzx9J/xgKQcomJibJKJqq1W8YCJTSLAjjzk5t++KZWhpWpbSCd9lmiFsQbnv9NtY1JkldGtJn6a2pZcuaWTGT/3fc/9Pe2IvAvStmPYRgMMh///tfTjlFq9i+adMmHn/8cR588EEuvPBC/vWvf3HZZZdRUlLC8uXLqa6u5i9/+QtXXnkl119/Pb/5zW944403KC8vZ/fu3dx000188sknlJWVcdJJJ/Hss89y9tln09XVxcEHH8ydd97Jrbfeyi233MK9997boy9f//rXufnmmwH4whe+wH/+8x/OOOOMSD8/+ugjXnzxRW655RZefbW7ANwzzzzDb37zG1588UXKyso488wzOf300zn//PMBmDt3Lr/73e845phjuPnmm7nlllu4++67k7ZrYjJcCblDtH/Yjr/Oj7/BT6AxgL9Be93xUQeBvdrguXB+IeO/M57SY0sRmxDqCmmPzhANjzTQtWrwJlUCTQE6Pu5g0pJJae034fsTaPx7I7vu3cWkm9PbNx3aP2wHgZmPzsRW0j0Urn+knvVXrsdX6yN/WnazGypt1sT4I7Prj0RmnrOAJ5RSPqBGRDajZfF8P6sdi4MpEExMhgNFU8HboLma2ItyeyzfHgj7UrcgFM8Evzarm/UMRtA9qB5CaU7TRwH9DJC1FwO7NCuCcyQAHo+H6upqQLMgfOlLX2L37t1Mnjw5snzBggVs27YNgC9/+cv85S9/4Te/+Q3/+Mc/+Oijj/oc5uOPP2bx4sWMGqVlWrv00kt5++23Ofvss7FYLFx00UUAXHbZZZx77rl99n/jjTf41a9+hdvtprm5mdmzZ0cEgrF9dJ+MfZYtW8Yrr7xCcXFxnzbb2tpobW3lmGOOAeCKK67gggsuiKyP166JyWDStbaLvGl5WOypO2kopWhf2k79w/U0PtlIqL17Blvsgr3CjqPSwYhTRlB2chkjThyBozJ+elDPJg/tH8e3POaa5v81g4IRp6SXea9wTiEjzxxJ7W9rGfftcdgKczNMbf+wnfwZ+T3EAYBzvBMA387sCwQA3QLwCTAV+L1S6kMRORX4uohcDiwDblRKtQBjgQ+idq/Vlw0IpkAwMRkOFEalOi2rzu2xjBSnqcQgQHegMuTGxchiBWvekLUgRGb6E9G6WvsMRVPSP4A1X3NPCnREBIIRg9Abp9PZvZvVisfjAeC8887jlltu4bjjjmPBggWMHDmyz76GS1Aq9M4G5PV6+epXv8qyZcsYP348S5Ys6VFEzuiX1WolGAxGlh9wwAFs3bqVjRs3snDhwpSPn6xdE5PBovnlZlaespKKz1cw828zk2bO8u70Uv9IPQ2PNODZ7MFSYGHU+aOouKgC12QXjkoHtlJb2hm4bKU2lE8R8oawugY+A1rzS83YRtgoWpD+hNaEH0zgsyM+o+6BOsZ/e3xa+/rqfThHOxNuo5Si48MORp7e93cwIhBq+xUobRORZVHvH9CL90YfOwRUi0gpWobOg4A/ALehzSTdBtwJXEXsWaUBCywxYxBMTIYDRVGpTnNNqkXSDIpzLBBAczPaH2MQQAtSthdrFoQ0BvHRuFwuTj75ZK677jq++MUvRpYXFRXR0aEFQB922GG89dZb7N27l1AoxOOPPx6ZuQ+Hw5FsRX//+99ZtGhRj/YNMVBeXk5nZ2fKmY0mTpzI008/zeWXX86aNWv69KmkpISysrJIfMFf//rXSJ9MTIYaYX+YTd/chCXfQuPfG9nxsx0Jt299u5WPZn7Etv+3Ded4JzMensGR9Ucy8+GZjDx1JAUzCrCX2fuVntdWps3/BlsGXjirsKL5pWZGnDQCsabf95LDSyg9tpSdd+wk7AunvF/HJx28X/W+5j6UAG+Nl8DeAEWH9RUvznHdFoR+EFRKLYx6PBBvQ6VUK/AmcIpSqkEpFVJKhYEH0dyIQLMYRCukccDu/nSsP5gCwcRkOFCozzwPhEBItUiaQf44bQDvGAGuytz0yVY4ZC0IKZGJQADNrSzs11y/+smll16KiHDSSSdFll1zzTWceuqpHHvssVRVVfHzn/+cY489lnnz5nHwwQdz1llnAVBQUMCaNWtYsGABr7/+eiTWwKC0tJSrr76aOXPmcPbZZ3PIIanX6zjwwAN57LHHuOCCC9iyZQsXX3wxv/71r5k/fz5btmzhkUce4bvf/S5z585l+fLlfY5tYjJU2HXvLjwbPMz6xywqL6uk5sc17PlX7MJ8rW+1svLUlbgmuDhs82FUv17N6CtGZ82lxlaqC4TWgRcInSs7CTQE0nYvimbCDyfgr/NT/0h9yvt4t2sTFU3/aUq4XfsHmoAoPryvW6M1z4q93I53p7fPukwRkVG65QARyUMvFCwiVVGbnQOs1l8/B1wsIk4RmQxMA/r6h+YIScesPNwoKChQXV3DeNbRxCSap6tgzGlw+EO5Pc4n34YtD8AFHakX9nrlc2B1wvGv56ZPL87VRNLRz+Sm/TRZt24dM2fOTL4haLP+zZ9AXlXywnPxCHk1N6WCCf1OI3vHHXfQ1tbGbbfdlva+hYWFdHYOY4EWRVrXzsQkRfwNfj6c/iEli0qY+8JcQt4QK45bQefyTua/O5+ig7tnq1veaGHV6atwTXJR/Xp1wliC/mK4Os1/bz4lR5Zkvf1E7PjlDrZ+fytH7D4CZ1Vid594KKX49LBPCTQFOHTDoVhsyeez6x6uY8MXN1B8RDEHLz047nabvrmJuj/VsahtUcx2lx28DEeVg7kvzE2rzyLiVkoVJFg/F3gEsKJN0D+plLpVRP6KltVIAduAryil6vR9foTmbhQEblBK/TetTmWAGYNgYjJcKJ0LTQMweWCkOE3HrP25v5NTg6S1YPhaEJRuIs/EgmBxgsWhuRn1QyCcc845bNmyhddfz5GAMzHZz9n6w62EPWGm3qW5g1pdVg565iA+OfQTVp25igUfLcA5xknL67o4OEAXBxXZFwcwuBaE5peaKZhX0G9xAFqc04QfTmDNOWvY89QeKi9Jbp02ArvbP2on2B7EVhx7iNv+YTtFC4riig7neCfemuxbEJRSK4H5MZZ/IcE+twODUiDYdDEyMRkujD4O2laDpyG3x0m1SFo0BROhIL1gsrSwD+cYBD0bSSYCIRKH0NGvOIRnnnmGlStXUl5e3q/D7yvWAxOTXND+UTv1f65n3A3jyJ/enfnGUelgzvNzCLYGWX3WavY+v5dV/7eKvCl5VL+RO3EAgxeDEOwI0vZuW0buRQblZ5aTPyufHT/bkVIShWC7/llDmgtXLMK+MJ2fdVJ8WF/3IgPneGd/YxD2KUyBYGIyXKg8TntufDO3x0mnSNpAMZxjECIWhAx/bq0uLZZBpR60Z2JikltUWLHpG5twjHYw8ccT+6wvnFvIrL/PouOTDlafuZq8aXnMe30ejlG5EwcweBaE1tdbUUGVFYEgFqHqy1V0re7C3+BPun2oI4TYBUuehZZXW2Ju07miE+VXMQOUDVzjXQRbgwQ79+/MaKZAMDEZLpTNB3sJNOTQTSTk1eotpGtByDW2wuFbB0FlwYIQvb/KSYVPExOTftDwtwY6PuzggF8cENelpfzMcqb9fhojTh0xIOIAugVCoCW3FYl70/xyM9ZCa9biHgwrS3RdiHiE2kPYSm2ULCqh5bXYAsHIcJTQgpBZJqN9BlMgmJgMFyw2qDgaGt7I3THctdrzkLMgFEBomLoYZcuCYAoEE5MhRbA9yNabtlJ0WBGVX0jsIz/2urHMfXEujvLciwMAi8OCJd8yoBYEpRTN/22m9LhSLI7sDC+tJdrvXrAt+ecItgexFlspO6EM9xo3vrq+A/z2D9txVDkiIiAW0cXS9mcGTCCIyJ9FpFFEVkctWyIiu0Rkuf44Lc6+p4jIBhHZLCLfH6g+m5gMOSqPg45N0LUzN+2nWyRtoDAtCKZAMEmLkDuEZ6uHzpWdtL3XRtNLTTQ+1Ujzy82D3bV9AqUUW2/air/ez7R7piGWflZKzyG2UlvWBYJvl48N126IOfj2bPLg3ebNinuRgWGVSdmCUGyj7PgyQHN36k3Hhx0UH16csLaEKRA0BtKC8DBwSozldymlqvXHi71X6mWpfw+cCswCLhGRHFVjMjEZ4hhxCLmyIqRbJG2gsBVCyA3hYTg4zoFAEBFuvPHGyKo77riDJUuWAHD//ffz6KOPAvDwww+ze3f6dXWeffZZ1q5dm1l/TQYNFVJ8OPVDPpzyIcvmLeOzRZ+x6tRVrL1wLStPWUn7R4kLSQ0GHcs7WH3uakLuwfuOK6XYcM0GtnxvC+FA/FgfFVZsvmEzu+/fzbhvjaP40PjuKoOJrcyW9SDl5leaqftjHZ8t+gxPjafnupc08Tni5CwKhBI9lqI9BQtCRxBrkZXC6kJsZbY+bkaBpgCezZ6E7kUAzrFOkH5XU95nGDCBoJR6G+jP1MWhwGal1FallB94Ajgrq50zMRkulB4EzvLcxSF07QAE8vqZrz9X2PTU0iH34PajP0SCirPnYuR0Onn66afZu3dvn82uvfZaLr/8ciCxQAiF4g/ETIEwvPHUePDX+Rlz3Rhm/3M2c1+ey/yl81mwbAHWIiu7frdrsLvYg3AgzPor1rP3mb24Nw7ed7z55WbqHqxj5693suL4FTEDY1VIsfErG9l1zy7GfWscU+6cMgg9TY1cWRBAy4702aLP6Frb7frZ/HIzedPzyDsgL2vHsxan7mJkWBDEKpQeV0rLqy09sh8Z8QeJApRBc89yVDpyUixtODEUYhC+LiIrdRekshjrxwLR/hS1+jITk/0PsUDFYk0g5KLIoXsH5I3Wip4NJeyF2vNwTHWaAwuCzWbjmmuu4a677uqz2ZIlS7jjjjv45z//ybJly7j00kuprq7G4/EwadIkbr31VhYtWsRTTz3Fgw8+yCGHHMK8efM477zzcLvdLF26lOeee47vfve7VFdXs2XLFrZs2cIpp5zCggULOOqoo1i/fn1mn8Ukp3St1r4no784mlHnjWLESSMoOaKEogVFjL5yNI3/aEwpK8xAUfubWrpWan0ejLz9oFkFan5Yg2uSixmPzKBjWQfLFiyLDCpBEzLrLl9H3Z/qmPjjiUy5c0pCV5XBxl5mz7oFwb/Lj22kjeq3qlEhxWdHf0bHJx2EvCFa32jNqvUA0nMxMmIQAMqOL8O304dnc7eVo/3DdrBA0cLEAgHMVKcw+IXS/gDchlY97jbgTrSKcdHE+vbFHRmJyDXANQAOx8AEA5mYDCijj4Od/4TOrVCU5dmrriGY4hQ0FyMYmqlOP7kBWpbHXx/yQ9gH9uR/ShHKqmHB3T2X9YpB+NrXvsbcuXP53ve+F7OJ888/n3vvvZc77riDhQsXRpa7XC7effddAJqamrj66qsB+PGPf8xDDz3E9ddfz5lnnsnpp5/O+eefD8Dxxx/P/fffz7Rp0/jwww/56le/ahZdG8IYAiF/Zn6fdWO/PpZdv9vF7gd2M+n/TRrgnvXFs8XDtiXbyJ+Rj3u9m1Db4LgY7Xl6D52fdTLjkRmMvnw0hfMKWX3Oaj47+jOm3zedyssqWXvJWvY+s5fJP5/MxO/3TWk61LCV2uhak91JFV+tD+c4J4VzCpn/7nxWnLCC5cctZ9y3xhH2hLMafwD9syAAlJ2gzTe3vNpC/jTte9D+YTsFswuwFSYf+jrHO3GvG4YW6ywyqBYEpVSDUiqklAoDD6K5E/WmFoiuwDQOiOtUq5R6QCm1UCm10GYbbP1jYpIDInEIORiguftRJG0gGMoCISmK2PMcaWJkQdIFQnFxMZdffjn33HNPWs1cdNFFkderV6/mqKOOYs6cOTz22GOsWbOmz/adnZ0sXbqUCy64gOrqar7yla9QV1fX/89hknO6VnfhmuyKORDKn55P2cll7P7DbsL+wa2poZRi47UbEYcw/YHpwOBYEMLBMNv+3zbyZ+VTeamWjahwXiELPl5A6TGlbPjyBj6a+RF7n9nL1N9OHRbiAHITg+Db5dN89IH8qfnMf3c+zjFOtt+yHXEKpceUZvV4FrsFS54ltSDljhDWIk1Q5E3NwzneGYlDUErR8VFH0vgDA8OCkEqBtn2VtEfQIlIAeJXKPJWGiFQppYx/mnOA1TE2+xiYJiKTgV3AxcDnMz22icmwpWg65I3RBMLUq7PXrlKaBWHM6dlrM1sYMQhDMZNR75n+3nRug0AblM3L7DgimhUh6qf3hhtu4OCDD+aLX/xiys0UFBREXl955ZU8++yzzJs3j4cffpg333yzz/bhcJjS0lKWL1+eSe9NBpCu1V0UHFQQd/2468ex6vRV7Hl6D5UXJ07PmUsa/tZAy6stTLtvGgWztf4OhkBo+FsD7vVuZj89G7F2i3n7SDtz/zuXrT/aSu1dtUx/cDpjvjxmwPvXX2ylNoJtQVRYZS3Lkm+Xr4eLjmuci+q3q1l91mpck11YCzJ0pYyBrcSWNEg57A8T9oYjFgcRoeyEMvY+uxcVUni2eAi2BCk+PDWB4BrvItQZItgWxF5qz/gzDEeSWhBExCIinxeRF0SkEVgP1InIGhH5tYhMS+VAIvI48D5woIjUisiXgF+JyCoRWQkcC3xL33aMiLwIoJQKAl8HXgbWAU8qpfpOc5mY7C+IaFaEhjeyG4fga4KQZ4hbEIZhDALhzGsgGPQSCCNGjODCCy/koYceirl5UVERHR0dcZvr6OigqqqKQCDAY489FnO/4uJiJk+ezFNPPQVoM3ErVqzIxqcxyQFhfxjPBk9CgTDi1BG4prgGNVjZv9fP5m9tpvjIYsZ8ZUy3K8kAC4SwL8y2JdsoWlhE+dnlfdaLVZjyiykc1XHUsBIHoFkQUKllAEqFsD9MoDEQsSAYOEY5OHjpwcz828ysHKc31mJrUhejUIf2uxhdrK7s+DKCLUE6l3emHKBsYKY6Tc3F6A1gCvADYLRSarxSqgI4CvgA+IWIXJasEaXUJUqpKqWUXSk1Tin1kFLqC0qpOUqpuUqpMw1rglJqt1LqtKh9X1RKTVdKTVFK3d6vT2pisi9ReaxW8bh9XfbaNFKcmjEI2UWFMg9QNuglEABuvPHGmNmMQLMQXHvttZEg5d7cdtttHHbYYZx44onMmDEjsvziiy/m17/+NfPnz2fLli089thjPPTQQ8ybN4/Zs2fz73//OzufxyTreDZ5UEGVUCCIRRj79bG0L22n49P4AjKXbLlxC6H2EAc+cCBiESw2C9bC5APBbLP7wd34tvuY/LPJCQOOs1X4ayAxqilnS3T567TAdsfY2PGduQrYthXbkroYGSLIEJoApceXAtDyWgvtH7ZjLbRSMDP+9yIas5pyai5GJyil+tTqVko1A/8C/iUi+6f9xcRksDDiEOpfh5IslQUZqkXSICqL0X4uECyaQOjs7D4PlZWVuN3dwXRGPQSA8847j/POOy/yftu2bT2au+6667juuuv6HOZzn/tcnzSnL730UoadH/oopWh9qxVvjRd/g59AYwB/o/ZcfFgxk2+bPNhdTIoRoJxIIABUfbGKmh/XsOt3u5jxlxkJt802zf9rpuHRBib+eGLEtQhyk5YzEaGuENt/up3SxaWRoNZ9iYhAaAnCpMzbM1Kc9rYg5BprSQoWhPa+FgTnaCf5s/NpebWFYEuQokOKeriQJSIXFgQRcQFvA0608fc/lVI/EZERwD/QrtI24EKlVIu+zw+ALwEh4BtKqZez1qEkJJXEscRBf7YxMTHJIoWToGBydgOVh7IFwaoPIoaji5HKoosRfS0IJtmj87NOVhy7gg1XbaDmBzXsfmA37e+30/lZJ7sfSL/g3GDQtboLrJB/YN8MRtHYSmyMvnw0DY834N8zsClPN9+wmbxpeUz4Uc/fmkwFQvuydhoea0h5+9rf1RJoCDD59sTWg+GKrSy7FoSIQBg3sAIhJQtCh25BKOo5GVN2fBlt77TRubwz5QBlAEeVAyxkuxaCDzhOKTUPqAZOEZHDge8DrymlpgGv6e/RiwJfDMxGKzR8n148eEBIakEQkZsTrFZKqduy2B8TE5NUGX0c7Hxaqy5sycJvRtcOsOaBc2TmbWWbYW9BcGWnLYsVgvt38Z5c4l6vWWLmvTaP4sOKIwGXW763hdp7agezaynTtbqL/Gn5WJzJRenYr49l9x92a3n9fzAwmXlC7hDutW4m3TYJq6vn71amAmHnr3fS9HwTFZdUJA3KDbQG2PnLnYw8fSQlR5b0+5hDmWy7GBmVhQfagpBKkHIsCwJo6U533aPF2qQafwBgsVlwjnFmtZqy0lIiGX9idv2h0Ir/LtaXPwK8CdykL39CKeUDakRkM1q2z/ez1qkEpDKt1RXjodBMHjflrmsmJiYJqTwO/C3QmqWAUSPF6VCcSbPmATJMBUI4pzEIJtnDW6OJr+LDi3tkY7GV2lA+Rcg79M99sgxG0RTMKqD0+FIt5WlwYFKeGuc4b0rfarupuJIkbHurl7AnjHdbchHd8GgDwdYgk26b1O/jDXXsZZr3d7ZSnfp2+bC4LBHLxECRSpByrBgEQEu7qi9Kx4IAuSmWJiJWEVkONAL/U0p9CFRGxeDWARX65oNaKDjpVVZK3Wm8FpEi4JtoxcyeQCtsZmJiMhhUHqs9N7wBIw7OvL2hWiQNNBcdW8HQTHOaDBUiayVnTIGQUzw1HuyVdqz5vWa2S/Rqrm2hPrPeQ4mQO4Rni4fKy1JPXTru+nGsPns1O36xg4JZBaiAIuwPowIKa7GVUeeMStlvOxU8W7Vg+bwD+goEW6kto+JURttda7tith9Nx6cdOKocFFWnUcBwmJH1IOVdfhxjHQPujmUr0VyMlFJxjx3PgmArtlF8aDG+3T6cVelZPpzjnXR+ltZ/jk1ElkW9f0Ap9UD0BnqJgGoRKQWeEZGDErSXVqHgbJOSDNQDKL4NXIpm/jjYCKAwMTEZJPKqoHiGFocw88bM23PvgDGnJd9usLAVQGiYxSAolQMLgspyXIOJgbfGS97k2ANX0AZajsrYGVz6i7/Bn7U23evcoJIHKEcz8vSRuKa42Pb/tsVcf8AvD2DC97I3ceDdqs3uu6b0dbvLxMUo0Bog2Kzt617jhiTlXNKxtAxXrEVWsGTXgjDQ7kWgWwUUhDpD2IpiD1uNNKe9YxAApv9xOqHO9CdWnOOdND3XlFCY9CKolFqYfDNQSrWKyJtosQUNRl0wEalCsy5AmoWCs00qdRB+jVasrAOYo5RaYooDE5MhQuVx0Pg2hDPMExDygadu6FoQQEt1OtwsCEp328hmHQQwrQg5wlvjxTW578DVWqLn6M9yCs7Wt1tZWrUUz5a+KWj7Q9ea1DIYRSNW4eClB3PwRwezcPlCDllzCIduOpTDtx3OyNNHsv227fh2Z8/NwrPFg7XIin1k3+SHkcJe/ajvYggP6D4P8VAhhXuNm4I5+7ZAEIto/vtJRFfH8g62/mhr0vM+WALBsAokClSOuBgV9hUIhXMKKTki/TgT13gXYW+YQFN28vCIyCjdcoCI5AEnoNUWew64Qt/sCsDII/0ccLGIOPViwdOAj7LSmRRI5V/rRmAM8GNgt4i0648OEWnPbfdMTEwSUnms5pff/Elm7Xj0gklDMcWpga1w+MUgGAP5rFkQLJF2b7/9dmbPns3cuXOprq7mww8/TLjr4sWLWbZsWcJtErFkyRLGjh1LdXU1s2bN4vHHH09r/zfffJPTT9emdZ977jl+8YtfJN1+6dKlkff3338/jz76aPodT5FwMIx3R2yBkG1XDYOu1V2gspcppWt1F+KUmLPziXBUOCg+pJjCeYUUzCogf2o+rokupt49lbA/zNbvb81K/0BzA3Id4Io5I2srsUFISz/an3YB7JV2utYmFgierR7C3vA+b0EALZNRoCXxALfxiUZ2/GwHgcb42ymlBk8g6C5+iQKVQ+0hrEXWrFWMhpykOq0C3tCLA3+MFoPwH+AXwIkisgk4UX+PXhT4SWAt8BLwNd1FaUBIJQbBtGObmAxVRh6qPbcsh/LD+9+OUQNhSFsQCoaxQMiWBUH7yX5/6VL+85//8Omnn+J0Otm7dy9+f3ZTVYZCIazWnsLmW9/6Ft/5znfYtGkTCxYs4Pzzz8duT78MzplnnsmZZ56ZcJs333yTwsJCjjzySACuvfbatI+TDr5aH4SILRCMAUqWLQhGhpRkKRxTpWt1FwUzC7DYsnO/5U3JY/x3xrPjZzsYc+2YrGT78W71kj8zdgrWaCFmK0wvENawIIz8v5E0PtGICqu4g8WuVbqlZR+3IEBqblv+eu23w73RHdfdLdgcRPnUgKc4he7A40Tfv2B7sE+AcqZEF0srmp95rIpSaiUwP8byJuD4OPvcDgxKgWBz8G9iMpzJHw/2EmhdlVk7Q7lImoGtcBjWQTBcjLIYgwDU1e2mvLwcp1P7AysvL2fMmDEAvPbaa8yfP585c+Zw1VVX4fP1nf267rrrWLhwIbNnz+YnP/lJZPmkSZO49dZbWbRoEU899VTcbkybNo38/HxaWloStvfSSy8xY8YMFi1axNNPPx1Z/vDDD/P1r38dgOeff57DDjuM+fPnc8IJJ9DQ0MC2bdu4//77ueuuu6iuruadd95hyZIl3HHHHQAsX76cww8/nLlz53LOOedE+rF48WJuuukmDj30UKZPn84777yT8qmNZNeJEzwL2bcgGAIhWQrHVMmFX/3EH07EMdbBpus3oUKZxUeqsMKz1RM3gDiT8+zZ6sFebqf48GLC7jDe7fGtMl2ru0C0LE77OrYyW9IYBEMgeDbGd3Uz7tV4VZRzSSRJQAIhHeqIH5/QX3JRLG04MbC5qkxMTLKLCJTOgdaVmbUTKZI2LvM+5Qp7Ybcr1BBi0w2b6Fwex7KhQhB0g21zWiKhsLqQaXdP67tCt0ScdMIx3PqzO5g+fTonnHACF110Eccccwxer5crr7yS1157jenTp3P55Zfzhz/8gRtuuKFHM7fffjsjRowgFApx/PHHs3LlSubOnQuAy+Xi3XffTdi/Tz/9lGnTplFRURG3venTp3P11Vfz+uuvM3XqVC666KKYbS1atIgPPviA+ofree+F9/jVr37FnXfeybXXXkthYSHf+c53AE34GFx++eX87ne/45hjjuHmm2/mlltu4e677wYgGAzy0Ucf8eKLL3LLLbfw6quvJj3fEBU8O0wtCMG2IL6dPvJnJy6Qli7WAitT7pjCukvWUffnOsZcPabfbfnr/CifwnVAbBeoTASCd4sX1wGuSGXmrjVdMQPOQbMg5E3J65Otal/EVmrDXZc4M1S0BSEeg1VFGQbPguCodCB2yXaxtGGDaUEwMRnulM7VLAj9COyL0LUDXJVgzVJBr1wwHGMQIhnpsuQXq4uMwoI8PvnkEx544AFGjRrFRRddxMMPP8yGDRuYPHky06dPB+CKK67g7bff7tPMk08+ycEHH8z8+fNZs2YNa9eujayLN5AHuOuuuzjwwAM57LDDWLJkScL21q9fz+TJk5k2bRoiwmWXXRazzdraWk4++WT+99X/EX4uzJo1axKegra2NlpbWznmmGNifsZzzz0XgAULFrBt27aEbUXjqfGAtXvWMBproZ4NJtsWBH1mMhvCoz8ByqlScVEFJUeVUPPDmqT+7ImIpDiNUQMBeqaT7U/beQfkkT9LE0juNfEHu/tDBiMDW2mWLAiDKBBSCVIOtYf6pDjNFLEIzrHZr4UwXEilkvJzidYrpRI7kpqYmOSW0rkQuA/cO/vvIuTeobkrDWVsBUPSxSjmTL+Brwk6a6B0dnbEV1QWI6vVyuLFi1m8eDFz5szhkUceobq6OmkTNTU13HHHHXz88ceUlZVx5ZVX4vV2z5AVFMQfOBkxCE8//TSXX345W7Zsoa6uLm57qaQGvP766/n2N75NyVslKKfq0Zf+YLhdWa1WgsHUB97eGi+u8a6Y/vtiEWzFtn4NXOOhlMqqBaFrde4Egogw9Z6pfLLgE7Yt2ca03ya45xNgZGvKtgUhHNRciioursBeascxxhE3UDnkDeHe5GbUBaPSOsZwxV5mT3g+VUgR2KOJvqQWBAFH1eC5GCWzIOSib87x2a2mPJxIxYJwBFru1XeAO9CKo0U/TExMBpPSOdpzJm5GXTuGdvwBDE8LQtaDlDWBsGHDBjZt2hRZvHz5ciZOnMiMGTPYtm0bmzdvBuCvf/1rZKbdoL29nYKCAkpKSmhoaOC///1v2t0499xzWbhwIY888kjc9mbMmEFNTQ1btmwBiJv1qK2tjdGB0Si/gk6w6HkxioqK6Ojo6LN9SUkJZWVlkfiCWJ+xP8RLcWqQSY7+WASbg4S9WoxKNmIQutZ0YS204pqQGytgUXURY74yhl2/30Xn6v59D71bvWAhbh/7KxB8O7UAc8MyUTC7IG6qU/d6N4RyI6SGIrZSG2FPmLAvdqVs/x4/hLVUvp7NnrhxJv5dfuwVdiz2gXc8MVKXJsxi1JF9CwLkpprycCGVKz0a+CFwEPBbtBRMe5VSbyml3kr1QCLyZxFpFJHVUct+LSLrRWSliDxj5IeNse82EVklIst7VakzMTEp1Qsx9lcgKKVbEIaBQAh5IZxdN4+cYtRBIItpTkXo7OzgiiuuYNasWcydO5e1a9eyZMkSXC4Xf/nLX7jggguYM2cOFoulT/afefPmMX/+fGbPns1VV13F5z73uX515eabb+Y3v/kNc+bMidmey+XigQce4P/+7/9YtGgREydOjNnOkiVLuPv6uyPvXQFt8HjGGWfwzDPPRIKUo3nkkUf47ne/y9y5c1m+fDk333xzvz5DNMkEgrXEmtUYhOhZyWxZEPJn52c1zWNvJt82GVuxjZof1PRrf88WD64JLiyO2EOPyExxmgIhEj+iWybyZ+XjXudGhfsOdnNpaRmK2MoSn1PDvahkUQnKr/DuiG3B8+3yDUoGI9BqdViLrEldjGIVScsUw4IQ617a10klzWkILf/qSyLiBC4B3hSRW5VSv0vjWA8D9wLRiaz/B/xAKRUUkV8CPwBuirP/sUqpvWkcz8Rk/8BeDAWToaWfAsHfornuDAcLAmh9dWSebnFAyLYFAUBsLKg+qEeNgGiOP/54Pvvssz7L33zzzcjrhx9+OOa+iXz2o2MOQPPx37BhQ8L2TjnlFNavX99n+ZVXXsmVV14JwFlnncXsd2ZTe2ctAE89pGVPmj59OitXdt/TRx11VOR1dXU1H3zwQZ92oz9jeXl5yjEIIU8If71/QC0IEYEgWYpBWN3FyDNGZtxOIuwj7Yw8cyStr7f2a3/vVm9c9yIAi9OCxWVJ+3wYrktGdqSC2QWRTEa9A5W7VnUhDiFvWuw4iH2NZFXADYFQenQpzS8049noiRnc7av1Jfx+5BprcXyBrpTKSZAyaMXSVEDhb/TjHD04AmmwSOlfS6/idi7wN+BrwD3A04n36olS6m2gudeyV5RSxhX/AM2VycTEJF1K50BbP1OdRjIYDXWBoM/4DcE4hLiocGTWP2uIZXhZUVKgc3lnJI47W1VL08G7LX6KUwNbiS0nFgTXZFfGLkb+Rj+BxsCAzIrbR9oJNPfvGnm2euIGKBv0R4h5tnoQu0QCaI30pbHcjLpWd5E/I39QXGUGA8OCEC+4PGJBOEqbdIkXhzBYRdIMbMW2uBaEsDsMYXLmYgT7Z6rTpN8QEXkEWAocDNyilDpEKXWbUirb+QavAuI5wyrgFRH5RESuyfJxTUyGP6VzoX2D5oKTLsOhBgJEWRCGURyCCmWvBoKBWLstE/sASim6VnRRWK1d32DTwIufRClODXJiQbBC/vT8jF2MIhmMZg+MQAh3xfdpj0ewI0igMZDQggD9O8/erV5ck1yIVVOZRqpX99q+g92uVV37RYE0g2RxHYZAKJxXiLXIGjOTUcgTItgcHFyBkECgBzu05bmwIJgCITFfAKYD3wSWiki7/ugQkfZsdEJEfgQEgcfibPI5pdTBwKnA10Tk6ARtXSMiy0RkWToZLExMhjVlc7VBY9u69PcdDlWUQauDAKZAEGtUbMPwx7/bT2BvgLLjywAI7B14C4KnRs+uk0wgZNmC4KxyYhthy9iCMJB+9faRWuXsdK0IiQrRRdNfC0K0ZSKSyaiXBcGoFbG/xB9AVAxCnFSn/no/1mIr1nwredPzYloQ/Ls1ETEYRdIMrMXWuN8TQ2Bnu1Aa9KymvL+RVCAopSxKqSL9URz1KFJKFWfaARG5AjgduFSp2InclVK79edG4Bng0AT9fUAptVAptdBmM+vAmewnlBiZjPrhZtTyqVaN2TXE0/5FXIyGhkCI83PVi3B24w9gn7MgGEXmSo8vBXLrYhTvmnlrvFjyLDF9tA1sJZqLQ7aCFX21WtBnIteJVOla3YVthA3H6NwP4GwjdJeVNK9TshoIBv0JBo8V21Awq28mI0NIFc4pTKv94UwqFgTjvsmfnh/TgjCYNRAMjO9fLAzhkAsLgr3cjsVl2S+LpQ2qE56InIIWlHymUiqm45uIFIhIkfEaOAlYHWtbE5P9lqKpWp79dDMZhQNQ+28Ye0b2B7LZJjpIeZBxuVw0NTUlFwmmi1FSOldoAqHkyBLEKTkTCEopmpqacLn6Wgm8NbqLSoJYEVupDZSWTjEbGAIhUfBlqhiFv1KpO5EphgUhXVcw75aemYbika4FIdASINgS7GOZyJ/dN5PR/pbBCKIEQgILgiEQ8qbn4d3uJeTteY9HBMIgZTGCxEHKEQtCDmIQRATnuP0z1WnKZ1NEVgErox6rgCuUUrenuP/jwGKgXERqgZ+gZS1yAv/Tf9g+UEpdKyJjgD8ppU4DKoFn9PU24O9KqZdS7beJyX6BxQYls9MXCI1vgb8Zxp+bm35lkyEUgzBu3Dhqa2vZs2dP4g09ddqA3pVFlyB/MwQ6ocCevTYHkda3W7GOt7Jp1yakRNizeQ/+df6cHMvlcjFuXN9cGMlSnELPFJzG6/6ilMK708uIU0ZgK7ah/IqwL4zFmb5IV0rRtaaLyksrM+pTqkQsCGm6GHm2erCV2rCXJb5v0xUIvVOcGsTKZNS5qhNrkRXnhP0nG43VZdUyQyWwIBTO035b86fng9LEXHQ8y5CwICSwtOXSggD7by2EdH7ljgHm6o+LgceBtUBKAkEpdUmMxQ/F2XY3cJr+eiswL41+mpjsn5TOhd1pFr3a+TRY86Hq5Nz0KZsYAiEw+ALBbrczefLk5Bs+dwaMPAzmxwuv6gcrb4aNP4VLgkPf6pMCH279kLJDypg5cyadlZ24Qi5mzpw5oH3w1Hgo/lxij9nITGwW4hBC7SHCXWGc45yIU5v1D7YHcYxK30XIt8tHqC00YLPikRiENC093q1eXFOSp8lMVyBEXJd6WRCiMxkZAmEgLS1DiUTn1F/vx3FytwUBtExGPQRCrQ9roTUnM/SpYiuxEeoMoUIqEoxuYFj1clEHATSB0PpGa8btiMh4tFT/o4Ew8IBS6rcisgS4GjBmnH6olHpR3+cHwJeAEPANpdTLGXckRVL+d1FKNSul3lRK3aOUugI4BNiUbD8TE5MBonQOeOvB25ja9ioMO5+BMaeBLT+3fcsGwzHNabAD7EXZbdNeAigI9K0yPNwIdgbxbPZEZjDt5fYBz2IUaAkQagslDZ61lujVXLOQychIcWrEIED/i6UNtNuMfYTuYtScfq2CZOcYtIGg8qs+bi7xiGdByJ/VM5ORUmq/y2BkYCuzxXQxCnlChNpC3TEI07Rz1jsOwb/LP6gBytBtHTAyFkWTSxcj0C0Iu31xq0ynQRC4USk1EzgcLenOLH3dXUqpav1hiINZaBPys4FTgPtEsu2zGp+UBYKITIt+r5TahGZNMDExGQqU6l/HVAOV9yzVBMVwcC+CIeVilDKBXAkEIJCVJHKDSteqLlBEUpzaR9oHvA6CkV0nqYtRFi0I0QIhMvDpZ7sRgTAAKU4BLPmWtGNFVEjh3Za4SJpBsqDa3ni2erCPsvfJYGMvs+Oo6s5k5K/3E2wO7lfxBwbxLAj+Bj07kS4QbCU27JX2PpmMBrsGAnS7+MUS0rl2MXKNd0EIfHWZuRkppeqUUp/qrzuAdcDYBLucBTyhlPIppWqAzSRI0pNt0rFPPyAiO0TkfRH5o14fYbWIDIOpRxOT/YCIQEgxDmHn02BxwNj/y12fsonVpbnUpCkQVEjhrfXi2ebBs8WDe4ObrrVduDe6U8xE1E/CQQh5wJZtgaC7wgTastvuIGBkMDIEgm2kbcDTnBouKunEIGRKLAtCf1Kdhjwh6h6oI39mfmRmP9eISNpCzrfLhwqopBmMoB8CYYsnrvAomF0QsSB0rdKF1H5qQYhVKM2ogRCd/SpWJqOhIBASCelQewixS79ieFIhjVoINiPNvv6IW7dLRCYB84EP9UVfF5GVIvJnESnTl40FdkbtVktiQZFVUrbHKKWOBRCRCUA1WlxANbBCREJKqRm56KCJiUmKuEaBqzI1C4JSUPs0jD6pe8A51BHRrAhpCoT1X1pPwyMNMdfNfno2o87JUXpXo585syDkViB0ruzEvc5NxUUVuTvGik5spbbIH7C9XKvSq5QaMD/xSH7+ycnz80MWLQgCjioH/j3aIK0/Lkbbf7odzyYP814d2DA9+wh7Wi5Gni2x4wRika5A8G71Unx47N+w/Nn51D1Yhwqr/TKDkYGt1IZ7Q4z6BjEEQt70PJr+0xR5r8IK/27/oAuERK54wY4g1iJrzn4zegiEIxJuGlRKLUzWnogUAv8CblBKtYvIH4Db0IoC3wbciVY8ONYHyuGsVk+SCgQRkej6BEqpHcAO4LmobYbJCMPEZB+ndG5qFoTmT6BrOxz0k9z3KZvYCtKOQej4sIOiQ4oYc90YxCqIVVBhxfrL1+PZ1Dfnd9YwYgSybUFwDIyLUc3/q6HltRZGXTgqZ3+8ncs7KawujLRvH2mHkDYIt5cOzIy4t8aLrcyWNDNRti0IjkoHFoelu900LQidqzrZ+audVF5RGSkyN1DYRtrSsiDEixOI2bbhStKWXDCFA2G8O7xUfD62iC2Y1Z3JqGtVF47RDhzlg+tLPxjEi0GIZ0Gob6gn2KZl6wrsCaCCalBTnELU9y+OBSGXAdTZLJYmInY0cfCYUuppAKVUQ9T6B4H/6G9rgfFRu48DdmfciRRJxR7zhohcr1sOIoiIQ0SO012NhokTs4nJPk7pXGhbA+Ekf647/6Wl3xx35sD0K1ukaUFQIYVnq4fS40qp+mIVoy8fTeWllYz+wmgs+ZaID25OMPppxE5kSP3f6vnooI9QFl1w+HNnQVAhRdvbbYS7wnHzp2fjGF0ruyLuRRCVIWcA3YxSSXEKYHFYsORZUhq4JsOogQCJZ0bjoUKKDVdvwFZqY+qdUzPuT7r0x4IgNonMxCYiHQuCb6cPQvEtE0ZchnutO5LBaH/EiEHo7VLpr/eDgH1UtxiPZDLapFkcjBSnQyZIOYaQDrYHcxZ/ANr5s42w0fJ6S0btiDYT8hCwTin1m6jlVVGbnUN3ra/ngItFxCkik4FpwEcZdSINUhEIp6ClV3pcRHaLyFoRqUHLYHQJWuT1wznso4mJSaqUzoGQFzo3x99GKU0gVB4LzpED17dsYCtMK82pd4cX5VeR7BzROEY7IjNoOcGwIGTJxajhbw2417gJdBjpXnMnEDpXdkYGaIa/fLbxbPYQ9oQpmNc9aLOX968IV0b9qPGkJBBAm8XMlgXBEAj9CVLe9YdddHzYwdS7p0ZE1UCSbgyCZ6sH50QnFlvyIUc6AiESPxLHMmFkMupc1UnXmv0zgxFoAduE+xb589f7sY+y97gu+dN7ZjKKxMsMtotRgiDlXFsQRIQJN02g+cVmml5oSr5DfD4HfAE4TkSW64/TgF+JyCoRWQkcC3wLQCm1BngSraTAS8DXlBq4KplJz6hSygvch5ZeyQ6UAx6lVGuO+2ZiYpIu0YHKxQfG3qZtDXRsghnfGrh+ZQtbIYRSdzEy/uTypvWdYXRUOnJsQcieQAj7wrS9owmCQEs+Dsipi1HrW62R176dPgrnZscKEk3vAGXof479/qLCWnad8jPLU9reVmrLWgxC6eJSACwuC2KTlC0I3p1ean5QQ9nJZXFda3KN4WKUaqyId6s3pfgDSE8gGNWZ4wU/G5mMmp5v0sTofmxBAL3IX9RAOrqKskHelDwQIpmMhkKRNEgSpNwRwl6RW6E87oZx1P+lnk3f3ETp8aVYXelbLJRS7xI7ruDFBPvcTor1xrJNWiHfSqmAnqapNUf9MTExyYSSmZrrUEuCOISd/wIExp0zYN3KGraCtCwIhpncMJtHM2AWhCzEILR/0E7YrVVj9jdbtWxOObQgtL7ZGsn7793pzckxOpd3InaJFLQCbeAJA+di5K/3o3wqZQuCtcSasQUh2Bkk2BqMWBBERGs3hRgEpRSbvrYJFVJM/8P0QSv4ZR9h16o/u1OrEO7Z4kkpgxGAJU8TTKkIMc9WD+IQnGPiD14LZhfQvlQT0/urBcFWpguEXu6CsQSCxWnBNcnVbUHY5QOrNqEymFgLrGCJn+Y0V0XSDCwOC1PvmYp3i5edd+xMvsM+wPAvw2liYtKN1QVF06EtQSajnU/DqM9B3uiB61e2SDMGwbPRg7XQGvPPzVHpINCQw4FoFi0ILa92+776GwNgK86ZQFBhLf5g1DmjEJtkJTAvFp0rOsmfmY/F0f03NNAWhFRrIBhkw4Lg36WJ0uigT1uxLSULwp5/7aHp+SYm3TopadalXJLOdQq0Bgg2B1MKUAZNMKVaTdm71YtrkqtPZd1oDDcjoIcY3Z+IZ5Xx1/tj/jbmTc+LWBD8uzQRkegcDwQigq049vcv1y5GBiNOHEH5eeXs+NkOvNtzM3EylDAFgonJvkbp3PgWhI7NmvvR+PMGtk/Zwp6mQNjkIW96XsyZVsdoB4G9AcKB1GZB0yaLFoSWV1siblKBxoCWyShHLkadKzsJtgQpPb4UxxhH7gSCnsEoGluJDawDJxAMH/ZUB9vZiEGIroFgYC22JhUeIXeIzddvpnB+IeNuGJdRHzLFNkK39DQnv06RNLIpWhAgfmGv3ni2Jq/ObAQquw5wabPQ+yGxBIJSKqYFAbSKyp6NHpRSWg2EQc5gZGAtjm1py3WQcjRTfzMVBDZ/O0Gc3z5COpWUnSLyeRH5oYjcbDxy2TkTE5N+UDYXumpiDyB3/kt7Hj8M3YsArOmlOXVvcseMPwCwV+qzoHtyNBjNkgUh2Bak/aN2Rl0wCqzgb/RrtStyZEFoe0trt/SYUpzjnTkRCP5GP/46fx+BIBbRMuQMUJCyMXh1TkxtAJQNC0IsgWArtiV1MXJvdOOv9zPhpgkpBfvmEsOCkMp1MmogpGpBgNQFgndr8urMhkDYX92LoNvFKLpYWrAtiPKpmAIhb3oeoY4Q/gb/kCiSZmAr6WtpUyHN1W0gLAgArgkuJv5oInuf3kvzK80DcszBIp1fmX+jlX0OAl1RDxMTk6FEyRztuXV133U7n4YRC6Fg4sD2KVukYUEI+8N4a7wxMxhBt09tzgKVAx1arIA1M1eQ1jdbIQwjThqBY5RDsyDYS3KW5rT1zVZcB7hwjXfhHOfMSRajzhV6gPK8vsHP9pH2AYtB8NZ4cYxxpBxwmE0LQnTayFgDn94Y58RRNfh5/NNxMTJqIKQapAx6rEcSIRZoDhBsDSa1TOTPygdL7HttfyGWBSFWDQSD6ExGQ0kgxLK0BTu097mOQYhm/I3jyZuWx6brNxH258gCPQRIRyCMU0pdpJT6lVLqTuORs56ZmJj0jzIjk5EehxAOwo5/wv+OgqaPYMKFg9e3NOla38XWH2xFhfX83bZCCPshlHxQ763xQjh2gDJ0/zHmLFA52Kn1N8NA0pZXW7DkWyg+vBh7hV0TNPbcuBipsKL1rdZIhh3XeBe+Wl+f/OmZEslgFEsglKeXQjMT0klxCtpAS/kUIW//Mw36an3Yy+09REk814loDIEwGGlNe5OOi5Fnqwd7uT2tGd5ULAjJUpwa2MvsVL9ezbhvDa5b1mBiK7GB9AxSTiQQjN/Mjk87CLWFhoxAiCWkjfcDZUEALZB76j1T8Wz0UHtX7YAdd6BJRyAsFZE5/T2QiPxZRBpFZHXUshEi8j8R2aQ/xywHKSKniMgGEdksIt/vbx9MTPYL8idoLih73oG1v4LnpsC7F4B7Fxz8G5hxw2D3MGX2PLWHHb+ICggzio6lkOrUCLKL52I0IBaELMUflB5disVp0QKrGwM5czHqWtWlxR/oAsE53knYG876jH7n8k6c450xB7vpVunNBG9N6uk3Ib0qv/GIroEQaTeFIGXDnceoFTGY2Eek7mLk3ZLcDag3qQiEdCwTpceUDlhl7qGIWEQToSlaEFwTXIhDaH2jVdtmkIukGcQKUjaE9UDFIBiMPGUk5WeXs+22bQRaB66wYzxE5EQReVBEqvX312TaZjoCYRHwiT5QXxlV1CFVHkYruhbN94HXlFLTgNf09z0QESvwe+BUYBZwiYjMSuO4Jib7FyJaoPK2x2D5TVA0BY5+Fs7Qax9Yhs8fpTEw9WzSZgux6X7EKcQhGPsY5vLeRARCziwIHRnHH/h2+XCvd1N6fCmAZkFozJ0FofXNVkAbUAGRyrfZjkPoXNEZ1+VjoFyMwoEwvlpf2hYESK+oWW9iCYRUgpSNc2LM3g8mFqcFS4ElZQtCOiIM0rQgpHH99mfsZfaULQhiFfKm5kXqoQwVC0IsS9tgWBAMRn9xNOGucPf/0+DyVeC7wGUichxQnWmD6QiEU9HKPJ8EnAGcrj+nhFLqbaB3RMdZwCP660eAs2PseiiwWSm1VSnlB57Q9zMxMYnHjG/BtK/BqSvg+Ndh3FlgGX4ZPIwA4m6BYFQRTh6H4NnkwTbCFpnt7I21wIq10Jq7VKcpWBACzQG8O+Kny2t5TUtvWnaCZlx1VDiishhl34LQ+lYrrskuXBO0QVcuBELIE8K93t0nQNnAcDHKtltTb3w7fBBOb4Bp1IZINHgNB8MJrVIxLQglNq2ugC++P3OgKYC1xIrFPjSSD6ZSTTkcDOPd7sU1JU0LQomNsDucMMOYd6sX+yg7tqLBF0zDgd6iy1/vR+wSCWDuTf70/IilbKhkMYrpYqRXhx7IGAQDQzj5d+ewnk7q7FFKtSqlvoM2Tj8k0wZT/qVRSm0HStFEwRlAqb4sEyqVUnV6+3VArLKQY4HoqhS1+rKYiMg1IrJMRJYFgwOTCcPEZMgx/lw45N7ueIRhiiEQjIJnEYGQQqCye2P8DEYGOS2WloIFYct3t7Bs/jL8e2P3oeXVFuzl9kglY3uFnVBniFCwVI/FyF4u7t7xB6DFIEB2i6V1remCEPEFwkg7ypd6Ea7+4qlJL8UppGZBqHugjg8O+CDmNQ15QwT2BmJaEICEcQiBvYEh4V5kkEq2Kd8OH4TSC1CG1M6zZ4snbdel/Rlbma2PBcEx2hG32F507NZQsiCEPT2F42C5GAE4xmjWF9/u3KSCTpMXjBdKqe8Dj2baYDppTr8JPIY2iK8A/iYi12fagVQOHWNZ3KklpdQDSqmFSqmFNps5s2BiMpzx79EGWRELgt0QCKm5GMVzLzKwV9pzG4OQRCB4t3sJNgep+WFNn3VKKS3+4PhSxKL9DDoqdLeo9hH6MbLnZtS1uotgc7CHQLCPsiN2yWomI88G3fVrZuxrE8mQk2M3I8OHPS0Xo5LYBaeica9zE3aHafp3U591sYqkQbd7RKI4hEBTYEgEKBvYRtqSuhilGkjcp+04hb2i8W71plVbYX8nlgUhlnuRgfHbaSu1Yc0fGtbnSAxQ1PdkMF2MHBUOsAwNC4JS6t+93v8u0zbTsVV+CThMKXWzUupm4HDg6gyP3yAiVQD6c2OMbWqB8VHvxwG7MzyuiYnJMKCPi5HViEFIbEEIuUP4dvqSWxAqHYMapBzYEwCBuj/V0f5Rz8G+e50bf50/4l4E3XETgfYSbUEWU532jj8ALbjROS67tRA8mz0g8QeNxix5rgOVvTVexC5pzY6mMrPt26Wdqz3/3NN3XYwaCBBlQUjQ7pCzIKTgYuTdkn6RNEguEMKBMN4d6QWY7+/Yymw96iAkEwiGBWGoBChDtwiI/p4MpgVBrIJjtGOoWBAiiMhCEXlGRD7tZ8wwkJ5AECB6eiNE7Nn9dHgOuEJ/fQVarYXefAxME5HJIuIALtb3MzEx2YdRSkUG0J6tHs2sbE/NxcgozpTMgjDYLkaBxgCjLhyFo9LBpq9tQoW6jaMtr/aMPwDNxQjA36q3m8U4hNa3WnFNcuGa2HPgnu1iae5NbpwTnHFrD9hG6ik0cywQPDUenBOciDX1v7FULAiGCGh5taXHgCx6XTwLQlIXoyFkQbCPsBNsThJIXOPRRNiY9FxUkmWLisSPmC5GKdNfC8JQcS+C2K54RgzCYMWiOMc4U7YgiMh4EXlDRNaJyBrdMydhRk8R+YGewXODiJycYrceA/4CnEc/YoYN0hEIfwE+FJElIrIE+AB4KNWdReRx4H3gQBGpFZEvAb8AThSRTcCJ+ntEZIyIvAiglAoCXwdeBtYBTyql1qTRbxMTk2FIqD2ECiitEmoIvNu8KccgGBaHVCwIweZgbordJLEgKKUI7A2Qd0AeU+6YQseyDuoeqousb3m1BdcUF3mTuj+D4WIUaNGFT5ZcjGLFHxhkWyB4NnvImxr/uqRThKu/KKXoWtmV9sy2tdAKlsRpTn27fBQcVIAKKpqe6+lmFKtIGsR2nehNoGloWRAMF6NEweS+nVpAdjoiDJJbEIwJANOCkDq2UhvhLs1/X4W0yZdEAsFeYcc2wtZnwmAwiSUcg+1BLPmWtO+xbOEYk5YFIQjcqJSaieaF8zU9K2fMjJ76uouB2WhZQO/TM3smY49S6jmlVI1SarvxSO+TpRek/BvgKrRMRC3AF5VSd6ex/yVKqSqllF0pNU4p9ZBSqkkpdbxSapr+3Kxvu1spdVrUvi8qpaYrpaYopW5P+dOZmOxD7Hl6TyTt3P6AEX9QfGQxoA/6U0xzmqwGgkGkWFpjlq0I4QCEfd2CJgbB1iAqqLCPslPx+QpKji5h6w+2EmgKEA6GaX2ztYf1AKIsCC36n3aWLAhda7oINgVjCgTXeBe+Xb7uYnUZkrJA6EcMQsdnHSml3uxY1oF7nZtR545Kq32xiJaLPZ7rSzCMv97PyDNH4pzopPGpnl6zvloftlIbtsKes53JgpRD3hDhrvCQsyAQSuJutcOHc0L6M9BJBcLm1CYATLoxshUFW4Pab2s4dopTAxFh7ktzmfSTSQPUw+TEtCC0hwYl/sDAOcYZcStMhlKqTin1qf66A23SeyzxM3qeBTyhlPIppWqAzWiZPZPxExH5k4hcIiLnGo+UP5ROWvnSlFKfKKXuUUr9Vin1WboHMzEx6T+bb9jM1h9tHexuDBhG/EHJkZq/vSYQUrcgOEY7kpqdIz792U51avQvgYuR8fnso+yICNN+P41gW5CtP9pKx8cdhDpClB3fUyBY86xYi6wEmvWBYpYEghF/UHJMSZ91zvFOVEBlJVYj0BIg2BRMKBCMPP+pFOGKRoUVy49ZzoarNyTdtu5PdVjyLVRcEitxXmJspX2LNRkEGgIQ1s7ZqPNH0fJKS49tY6U4heRBykOpSJqBIVYSuRl5d3ojmbDSIRWBYMmz4KgaOv7xQ53oc5qoBkI0xYcUDykXo1iWtmB7cFDiDwwcYxwEm4IJUxTHQkQmAfOBD4mf0TOtLJ5RfBGtDsIpdGcePT2tDgJJZZeIvKuUWiQiHfTMHiSAUkoVp3tQExOT9Aj7taJOgb3a7LLFNjRyoecSYwY5f1Y+1hKrlurU4gCxJa2D4NnoSWl2MWJByHYcQqBDe05BIBhuQ4UHFTLu+nHU/rZWG2gKlB5b2mc/e4Ud/179+mfJxaj1zVacE5093JkMIrUQan04qzIbLBgzv/nT4seGWGwWbKXpV1P27vAS6gix95m9eLZ44roPBTuDNP69kYoLK/o182gtscYduBozic6xTgqrC6m9s5a9z+9l9GWjtfVxBEKyIGXjuzCUBEJ0rEgsVx8VUtrn7YcFwVpoBYl/PgwrVLwUnSZ9sZfpgq4lGPluJRMIQ41YQcqhjkG2IOgCylfnA7CJyLKo1Q8opR7ovY+IFAL/Am5QSrUnuI/TyuIZxTyl1JwUtktI0lGGUmqR/lyklCqOehSZ4sDEZGDw7vCCgrAnjHude7C7MyBEz7DnT8vXLAgimhUhiQXBvcndI493POyVustOtjMZGQIhQQyC4dZkH9U96Ju0ZBL2Cjt7n91L4fxCHOV9/8AdFQ4Ce41GMrcgqLCi7e22mO5F0B1Qm404hIhrSAILAuj+7Wm6GHk26pmuFNTeXRt3uz1P7iHUGaLqy1VptR/pWwILQrRAKD60GOc4Z49sRvEEgsVlQewS14JgDOiMQflQwChAGM+C4K/3Q6hbYKaDWARbSXxXrmRuaiZ96Y8FYagRz8VoMIqkGRi1EPRA5aCRZl9/xBIHdjRx8JhS6ml9cbyMnv3N4vmBHr+QEenUQfhlKstMTEyyj3dbd6Gqjo87BrEnA0dkhn2Ug7xped0DQFtBwhiEYHuQQEMg4Sy1geFilHWBEEzdghAtEGwlNqbcMQWgj3uRgb3Cjr8xCNa8rLgYda3pIrA30CO9aTTZrKZsCIRk2WeMasrp4N6gCeeyk8uo+3NdnwxCBnV/qiN/Zn4ktiVdEg1cI1mKxjoRi1B+XjnNLzUT7NAC4f0N/pgCQUSwFlvjxiAMRQtCsmByo0K4UZU7XXpn3TFQIaVZiEyBkBaRGISWKIFQObwEQkRItw0dFyMjQ1cqgcqimQoeAtbpcb0G8TJ6PgdcLCJOEZkMTAM+SqFbi4DleuajAUlzemKMZaeme0ATE5P08dboAsG6/wgE/x4/ljwL1gIredPy8O7wan6e9sQWhFQzGIHu019szZ2LUQILQrQAiqby0kqm/3E6424YF3M/R4VDsz7YS7LiYtTymp5ONZ4gGWnH4rJkpZqyZ7MH5zgn1rzEf+ip5Njv0/ZGD9YiK1N+NYWwO8zuP/adaOta00X7++1Ufbmq3+4pySwIYpeI6Bt1/iiUT9H0QhP+Oj+ovilOI+0W25JaEIZSkLIRKxLvOvl26GKpHy5GEF8g+Hb5UH5lCoQ06W1BsBZZsRYMjQJoqRJLSA92kHIvC0IyPgd8AThORJbrj9OIk9FTz9j5JLAWeAn4mlIqfqqzbk5BExMnkUGa01RiEK4Dvgoc0EuBFAFL0z2giYlJ+nhrvIhNKP5cMe0fZ6967lAmsCcQGWjlTcuDsFYPoSCJi5F7k57BKAUXI8hRsbQULAj+PdqftMXZc55GRBhzzZi4+zkqHQT2BFC2UiQLFoTW11rJm5oXd6ZXRLKW6jRV1xD7SDtda5JXy47GvVFzKyucW0jZiWXs+t0uxn97PBZH9/mte6gOsQuVX6hMu+8GiSwI/l1+HGMckcrXJUeW4KhysOefeyLBuvEEgrXYmjwGYSgJBGNGOo6LkSEo+xOkDHqsR4zzkaqbmklPjOsVaAkkrYEwlLGV9BTSwY7BtSDYR+rV5lOwICil3iV+/bDj4+xzO5BS9k4ROQL4oD8pTWORigXh72jK4zm6o6HPABYopS7NRidMTEwS463x4pzgpPjwYrpWdqWdMWE4Ei0QjKI9kUxGCVyMDFekVHPc56RYWopBykba0nSwV9ghDAFPZcYuRuFAWKt/cHxpwu2yJhA2pRY8bi+3p53FyL3BTf6B2n0y/sbx+Hf7aXyiO81o2Bem/tF6ys8u72O1SQdbqTZAiZX21bfL1yPri1iE8nPLaX6xOeICFdeCUGJL6GJkLbb2EDuDjcVmwVpiTWhBsBZbI5ln0iWeBcEUCP3D4rIgDolYEIatQCjutuAppTQLwiAVSQNtAsUxxpFysbQccwXwqYg8ISJXisjoTBpLJUi5TSm1TSl1CdAOVAITgYNE5OhMDm5iYpIanhoPrskuig8pRgUUnSsSB+nmirb321hatRT/3tz/GAb2dBeGMgaVkVoISVyMnBOSu7EYOCoduUtzmqAOQmBPoF8D1UixtK6qjF2MIulUT4jtXmTgHO+M+Nf3l2BbkMCeQMoWhFBnKGUhHPKE8O3wRYRk2Ull5M/OZ+edOyOFvPY+u5dgU7DfwckGthIbqO4KrtH0FggAFRdUEPaE2f2A5vLUXxejoWQ9MLCPtMetO+Hb6etXgLJBIoEgDhlS6TeHAyKCrcwWiUEYrgIh2sUo7AujAmpQLQig10JIvVhazlBKXauUmg8sAcqAh0XkfRH5mYgcnWKRtQjpBCl/GXgbraLxLfrzknQOZmJi0j+8NV5ck1wULdRmpDuWDU4cQtvbbfjr/QOSScm/xx8ZQNvL7NhG2rQCaCm4GKVTQCmnFoQkWYyiA5RTJVIsraMioQUhUYVbg5bXWkCg7NgkAmGc9geoQv0vlhapfpuCQIhOoZlS25s9oCDvQK1tEWH8t8fTtbKL1tdbAS042TnRmVQMJe1bad9Ui6Cd71gCoWRRCfYKOx0fdmAttMYdzCQLUh5KAcoG9pHxLT3eHd5+ByhDAoGwxUPeAXmDVjl3OGOc0+EsEGwltkiQsiGoBzMGARgyFgQRuUFEFgKblVJ3KaVOAY4D3gUuQKu5kDLp2Cu/CRwCbFdKHYtW4GFP4l1MTEwyJdQVItAYIG9yHs4JTuyj7IMWqGz49/vrBsiCEDWAjqQ6tRUmrIPg2ehJmsGoy9/F9c9dz6a9m7BX2gm2pl/oJiHBDhArWOMPkHp/vlSJFHfrGBk3zWnbB228N/I93JsTC7mW11oorC5MOjvtGu+CUCTXd79IxzXEGAynLBB0tzLDggBasLe90s7OO3fiqfHQ8moLVV+qisQH9BdriZ5qsdfgNdgWJNwVxjG258BLrBKp2Owc54wbHJ3IghBsCg5JC4JtRPx6FRlbEEpshDr6unKZKU77j63Uhn+3n1B7aNgKhGghbTybFoQI44B7gEYReVNEfoYmED5QSl2vlFqYTmPpCASvUsoLICJOpdR64MB0DmZiYpI+3u16sN9kFyJC0SFFgxaobAzycv1jGHKHCLvDPQbQedPyksYgBJoCBFuCSQOUn1//PC9ufJEXNrzQneq0MYuiJ9ChWQ/iDAaVUv0WCBELQltpXBejtnfbCLYEqf9Lfdx2Ql0h2t9vj5u9KJpspDqNZJdKITYkWQrN3hj+/dHX3eK0MPbrY2n+bzNbvrsFLDD6yoxccoH4FgT/Lu3+ieVCNOp8XSAkGDAnC1IeqhaEWC5GIU+IwJ5AxhYEVM+c90opUyBkgL3Mjnu99l0ZrgIhOkjZcPMbChaE6NSrg4VS6jtKqSOB0cAPgWbgKmC1iKxNt710BEKtiJQCzwL/E5F/k1rBBhMTkwwwUpy6Jmt/tkWHFOFe5ybYmV4QZzYwBnm5tiBEsrb0Egi+Wh+hQJHmYhTDhca90R3ZNhFPrnwSgJX1K3NTTTnYkTBAOdQeQgVUv2IQ7CPsYIFAW7F2nHDfPybPBu06Nfy1IWYwLWgiQvlVSi43WREImz04xjhSSq1oCIRUA5XdG904xjiwFfYcKIy5dgyWPAt7/7WXEaeM6HdGnWiMoNveFoToImm9KTmmBMdoR8L70lZiQ/lVTEtWoCkwpIqkGdhHxHYxitSDyDAGAXqeZ3+9n7A7bAqEfmIr7S5AOGwFgh6kbAQoA4NaKA26ayEMIfKAYqBEf+wmTfciSCHNKUSKO3xDKdUKLBGRN/SDvpTuAU1MTNLDU6MXl9IFQvEhxRCGzk87KT26dMD6EeoKRfwsc+1vGatGQCSTUX05hSoIYT9Ye/4wGwIm2tWkN+v3rGdF/QoK7AWsql+FfWEOqikHEgsE/x69inI/shiJRcuz72/VA6CDHeAo7bGNe6MbsQm+nT5a32yl7Li+IqDltRbELpQsKkl6zGwJhFQHdhEXoxSrKXs2eCIZjKJxlDsYfcVodt+/O+PgZIN4FoREAsFis7Bg2YKEA5noKrHR933YFybUERqSFgTbSM2nXYVUj5iATGsgQGyBYGYwygwj1SkMX4FgLbGiApqQHiouRkYthMFGRB4AZgMdaIJgKfAbpVRLf9pLyYKgtGi3Z6Pev6WUek4plfE/qogcGFUwYrmItIvIDb22WSwibVHb3JzpcU1MhgveGi+WPEvEFSYSqDzAcQhGkCnk3sUoMoDuZUEA8NSWagtiBCp7NnnA2i2mYvHkqidxWB185bCv0OxpprmgWTtmNi0IhotRvNWNfS0k6eCocOBv0QdJMdyMPBs9jLpgFNZiK/WPxnYzanmtheIjilOa0beV2LAWWjPKZJSWQEjXxUivgRCLSUsmccAvD2DkGSNT62gSklkQ4g0WnGOdCV0hjHW94xAiRdKGoECIXKdeVaszrYEA3ec52nXDFAiZYYguGL4CIfI9aQsNmSDlIZRRawLgBOqBXUAt0NrfxtJxMfpARA7p74HioZTaoJSqVkpVAwsAN/BMjE3fMbZTSt2a7X6YmAxVjAxGRnCjo9KBc7xzwDMZGbPzrsmu3LsY7YntYgTg3qEPvGPEIbg3unFNcmGxx/5p8wV9PLv2WU6ceiJHT9KyNK8Lr9OOmc1Up0lcjOJVUU4VR6WDQLO+b69MRsF2LUtJ4bxCKi6sYM8/9xDq6jvo7PysM6X4A9CLpY1z9ruacrBT61OqAzuL04KlwJKSQAg0BQg2B2NaEEA7VxO+NwGLLTs1BGINXEGLQbCNtGF19W82M2JB6GWZGIpVlA3sI2K7gkUsCHFSuqZCPAuC2ATnxCEzIBtWRCwI0v/JicEm2tIW7BgaFoSh4mKkZy06BLhDX3Qj8LGIvCIit6TbXjq/mMcC74vIFhFZKSKrelVWzgbHA1uyVQXOxGRfwBAI0QxGoLIxe1dydEnOLQixBIKtyIa90o5nhz4QjGNBSORe9PKml2nztnHR3Is4cNSBOKwOVjSv0LJ7ZNvFKEENhFgWknSwV9jxN+t/9r0yGUXiMKbnUXl5JeGuMHue7plwruWNFlCklfIzk2JpkZnfNNLP2kfaU3IxMgKUE133bGJxWrC4LH0tCLW+zAbEhmWiV6rTSDzOELQgRNLR9gpU9u304Rjt6FMlPK224wgE1yRX1sTe/oZxTu3l9riTKEOdiEBvj7IgDGKhNNAEiiV/aJxPpbEaeBH4L/AeMAUtE2lapPOJTtUPchxaJeXT9edscjHweJx1R4jIChH5r4jMzvJxTUyGLEaRtGiKDinCu8Ubt0hRLnBvcmOvtJN/YL5m3nXnLmtDYE8AsUmfKqz50/LxbDdmznsKBKWU5mqSYBD65KonGVc8jiMmHIHD6mDmqJlaHEKlPctByp2JXYxiCKB0cFQ4COzVfb57uRhFUn4emE/JohJck100PNrQY5vW11qxFlopOiR+H3uTFYGQhmuIvdyekgUhIogOHDi3E1upLWYMQiauBkldjIawBaH3dfLu8GYUoAzxBYLpXtR/DAvCcHUvgu7vSbAtqIlpC4M+OBeRIWFFEJFv6FWUd6LVLTsd2ACcC4xIt710zupXlVLbox/AV9M9YDxExAGcCTwVY/WnwESl1Dzgd0TFQ8Ro5xoRWSYiy4LBgc/yYmKSTQItAUJtoT4CofiQYmBgC6YZf86OKj3rTw7djPx7/NjL7X1yxudNy8NTo5uTQz1djPz1fsJd4bgzydtbt/P+jve5YM4FWET76Zs7ei6rG1ZrAiGbFoQUXIyshdaUqz33xl5hJ9QJIb+jj4uRe6MbREsnKiJUXl5Jy2stPdyDWl5roeSYkrRmEZ3jndo59qdfLyIiEFJIcWqQqAhXj7Y3aG4nva1sucRaYo0Zg5CJQIh2nYhmKFsQItmmmnudi52+jAKUoa/LlZniNHMM0TWcBUKkDkl7kFB7CFuxLW5tkYFkiAQqTwL+CRyqlDpAKfUFpdR9SqkVSqm0f7jTEQgnxlh2aroHTMCpwKdKqYbeK5RS7UqpTv31i4BdRMpjNaKUekAptVAptdBmG3pp4UxM0sG7TRvU5U3u+adYuEBzXxnIQGXPJq0AmTFTkks3o3g1AvKm5+FvhKAnr48FoWu1JhjiWRCeWvUUFrFw/kHnR5bNGT2HrkAXgbJA9oOUE2Ux6mcVZQNHhV4sra2sj0DwbNDdMHT3jtFfGA0KGh7Tflq9O7x4NnlSjj8wcI13gerfdfds9mCvtKflCpCyi9FGN64pA+t20tuCEPaHCTQGcmJBMETSULQgxKp4rZTSqihnmFLWYrNgLewWYoG9AULtIVMgZIC9TLuHhrNA6BGk3BEa9PgDg6FgQVBKfVsp9U+lVF022kv6iyoi14nIKuBAPfbAiD+oAVZloxM6lxDHvUhERuupVhGRQ/V+N2Xx2CYmQ5LeNRAM7KV28qblDVgcgpHiNG9qXmSmJJcWhHgCwaiQ7GkY2ycGYecdO7GNtFF8RHGf/YLhIP9a/S8WT17M6KLuYlnzquYB0FzQnD0LQsivpWBN4mKUiUCwV+qpWdtL+7gY9c7okzclj5JFJTQ80oBSipbXtIx36cQfQFSq035kMjLEZTqk7GK0wR03QDlX2EpsPfPz69+F3lWU0yEyM9o7SHmvZm3KxJ8/V9iKbVpNjqjrFGzRKkpnakEAXYjp59nIomYKhP6zT1gQooOU24ODXgPBIBULgoj8WUQaRWR11LIlIrIrKkvnaVHrfiAim0Vkg4icnKOuxyWVX5y/o8UaPKc/G/EHC5RSl2ajEyKSj2aheDpq2bUicq3+9ny0SnAr0MpIX6ynXjUx2aeJJxBAi0MYKBejyJ/ztDycVQNgQdgbx4JgpDqtG99DILS82ULLKy1M/MHEmLPUb9W8RWNXIxfOvbDH8gNGHECho5A6Z502I+XNQlxFUL8mSVyMsmJB6BjZw4KglMKzsW9NgMrLK3Gvd9OxrIOW11qwV9gpOKggrWMaAbj9iUPoj2tIdI79eKiQ5nYyUAHKBr0tCJHCYBkEKVucFsQufWMQhmgVZdBrcoyw93AxMu6PTGMQoJdAMFOcZox9lB2xS8I00EOdaEub4WI0FEjRgvAwcEqM5XdFZel8EUBEZqHF5c7W97lPRAZUDSU9s0qpNqBNRL6IFugwydhPRMhGylGllBsY2WvZ/VGv7wXuzfQ4JibDDU+NB2uJNWIajqbokCIa/96Ir84XGbTnrB9Rf862ETbEITm3IMRKAWoMDtz1YyNpTpVS1PyoBsdYB2O+OiZme0+ufJJRBaNYPHlxj+UWsTC7cjZbLVs5gAMINASwTszwNzigC4QkFoTCefGzHCXDKLDm76zqkcXIX+cn1BnqM2CuuLCCTddvov6Relpf0wqnpeu3299iadHWp3Swj7SD0uJwHOWxZ+e8O70onxrQAGXoOXCFxEXSUkVEsBZb+8YgDNEqyga2EbYeFgTvDn1SY0Lmg1BriTUixDybPWBhQGNN9jVsxTYWfrZwWIssi0PPIqYHKUcXfxtMUrEgKKXeFpFJKTZ5FvCEUsoH1IjIZuBQ4P1+dzJN0rFZPovW4SDQFfUwMTHJEd4ab5/4A4NIoPIAxCEYNRDypmqBr44qR86qKYcDYYKtwZgz7NZ8K46xDjwN4yIWhKYXmmhf2s6kmyfFDPpt6Gzgja1vcN7s87Bb+7Y5d/RcNrAByFI15SQWBKWUFoTdjyrKBoYFwd9Z2cPFKDrFaTS2EhvlZ5dT96c6/PV+So8vTfuYtiIb1hJr2gLBs7V/M7+pVFP2bEheOTsX2EpsPeogZEMggDaAG04WBNCDyQfIguCa4BqSrlbDiYLZBcP+HFpLNCEd6hh2FoR4fF133/+ziBi+n2OBnVHb1OrLBox07pJxSqmLlFK/UkrdaTxy1rP9EKUUTS808dniz9hw9YbB7o7JECBWDQSDwvmFYB0YgeDe5MZeYY/8GDvHOHPmYhTJ2hLHBSd/Wj6ees3FSIU164FriovRXxwdc/u/L/87IRXi/Dnnx1w/d/Rcmgq0kKasBCpHLAixLQShzhDKpzJyMbLmW7EWWgl0jOrhYhSd4rQ3o68YjfJp7jrpBigbuMa70i6W1l/XkEiGnASZjAxBNOAxCKU2wt4wYZ+WGMS3y4fFZcl4NtNabI1ZKG0oBigbxLIgiF0ild8zaruXQBjOM98m2cNWrAn0YHtwyAQp6xYEm5FFU39ck8Kuf0ArIVAN1AHGuDqWiXdAXevT+TVbKiJzlFLZDEw2QfOj3fPPPWz/2Xa6VnZhLbLS9lYb5eeUM/K0kQn3DXlDBFuCOXcxMRl4lFJ4t3kZcUrs9MXWfCsFswsGJFDZs9nTIzuQY4wD91p3To6VrEZA3rQ89n4yFgJraXyyka6VXcx8bGaflJ0dvg5uf+N2nlr9FMdPOZ7JZZNjtjd39Fzai7RzmB0Lgh4bEceCEGjMrIqygb3Cjr+9ZxYj90Y3Fpclpi982YllWvGqfEtcq1Qy+lMLIdr6lA7GoDhRoLJ7gxtrsTUja0x/iBQ1awviqHDg3+XHMdaRcbpFW4ktZprToW5B6FrV7Uzg26kVjBNL5qknewuEUeePyrhNk+GP4YoXag8NepE0A92CEFRKLUxnv+jMnSLyIPAf/W0tMD5q03HA7gy7mRbpWBAWAZ/o0dS5qqS832Ckgtv94G4+mvERay9ei/IrZjwygyPrjiTvwDw2fWNTwqBJFVKsPGUlH077kM5VfavKmgxvAo0Bwp5wwoCyooVFdHzcQa5j9j2bes7eOatyaEHYkzjve970PAIdJfj3+Nn2/7ZRMKeAiosremzz0c6POP2R0/nXmn9x3WHX8bszfhf3eGOLx2Ir1/5ksmtBiC0QMq2ibOCocBBoK+3hYuTZoAm53R27+dfqfxEMdw82LTYLMx6dwfT7p/f7mM7xzphZjNyb3Oy6fxcq3Pc+9Gz2YB9l71P0LhkpuRjpAdkDnQe9dxEv367MqihH2u3lYhQOhAm1h4a8QOjhYrQj8xoIBrYSLRg80BIg2BQ0LQgmQHcWsaGU5tRa0L9+iEhV1NtzACPD0XPAxSLiFJHJwDTgo4w6mSbp/GJns+bBfoenxkPzy810reyia1UXnas6Iz6shQsKmf2v2ZSfXR6ZdZn2u2msPGklO3+9k0n/b1LMNrf/dDttb7VhLbSy+uzVLPh4QaSyZTrsuGMHrokuKi6oSL6xyYDhqdFmXhMKhEOKqP9zPd5t8WMVMsUIMo1OU+kY44hUU7bmZ/cH2hhAx5thN/pRc99MPJs9HPTcQZHvjS/o4zfv/oaHlj3E+NLxPHHxEywYuyDh8USE2eNn4ynwDEgMQqZVlA3sFXa8awt7WBDa1rWxs2onlz10GcFwkK3NW/nu0d+NrB9xYtrFNHvgHOfUhKsvHPFjbnqhibWfX0uoPYTyK8Z9Y1yPffrrGhIrx35v3BvclBxVknbbmdI7Jamv1hczvW7a7RZbCa7rHmwP5SrKBrYRNkKdIcL+MBaHBe9OL6VHlWan7VIbhKBzhTYBZgoEE9CEdOfWzsjr4YKIPA4sBspFpBb4CbBYRKrR3Ie2AV8BUEqtEZEngbVosb9fU0plIc1e6qR8ZvXKySb9IOQJ8ckhnxBs0vzlCucWUvn5SgrmFFB0cBFFhxb1mQEbceIIRp0/ih0/20HlFyrJm9Tzh7H1rVa23bqNyi9UMuarY1h+zHLWXryWOS/OSatgkFKK7bdtJ29qXtYFQstrLTT+o5Hp90/Pirl5f8NIcZpo4F+0UBuEdizryJlAiE5xamAEZPnr/GlVx02FVFyMAOpemE/x4cWMPF1zw2vobODKf17Jxr0buWTeJfzgmB9Q4Egtlefc0XNpKWjBs9uThQ+Q2IKQLYHgqHDQ8V4+BNpZv2c9f3j3D5xRcwYrJq/g0upLafO2cf9H97Ng7AKOm3JcRscyiK6F4DrAxY6f7aDm/9VQWF2IbYSNrTdtpeykMgpmdJ93z2YPpYtL0z6WtcCKOCSuQAh5Qvh2+AY8/gB6WhCUUvh2Z1ZFOdJuLwvCUK6ibBBxBWvWMo/5arNoQdDPs5HO2RQIJqAJdCMxwFCxIKSCUuqSGIsfSrD97cDtuetRYlIeSYrGZSJys/5+gl60zCQJe5/eS7ApyEH/PohFrYuY/858pt83nbHXjaX4sOK45vEpv5kCFth8w+YeywNNAdZeupa8A/KY9vtplBxewvQ/TKflfy3U/LAmrb75an2E2kN0ftZJoDV5UaJ0aHyykboH69jz1J6stru/EKmBkCCtX8FBBWCFzuW5czGLFWTqqNJm93PhZhTYEwCJP2vqOsAFormyTL59UuT7c/OrN7OjdQd/OvdP/PTEn6YsDqA7DqGtti35xslI0YKQcQxCpR1/q5Ogp4X/e+Q0Vi9bjS1s40sXfImbj7uZn530M2ZVzOI7//0OtW21GR3LwKiO27WuizUXrKHmxzVUfL6C+e/OZ+ZfZ2LJt7D+8vWEg1rwbsgTwrfT16+BnYgkrKZsxDYMdAYj6BmDEGgKoHwqKwIhOq0nDO0qygaG1TrYFNRc9ELZSXEK3QKh8xPdgnCAKRBMNCGtAtp/wFAplLYvkk4Mwn3AEWgVjwE6gN9nvUf7IHV/qcM12cXI00em5SvrGu9i0s2TaPp3E00vallWlFKsv2o9gcYAs/4xKxKgU3VVFWO+Noadv95Jw98bEjXbg67VenCZgrZ3sjA4isK7XRvg1vykJjJgMEkdb40Xe4U9oW+j1WWlYFYBnZ/lUCDECDLNZTXlwN6AVmvBGvu7YnVZyT/AT9mcjyk7XLvHXt70Mq9ufpVvHvlNjj3g2LSPOWf0HNoL2/HWp5ehJyaBDrDYwRp7wOhv9GPJt/TbZ9XAUeGAkAXVVcBZ007mzwf/GYCKOZol0Glzcu+Z9xIKh7j++evxBWOLuT1de/jjR3+kw5c8G5ZhQVh78Vr2PrOXKXdOYeZfZ2LNt+KscjL9D9Pp+LiDHT/fAYB3q24Fm9a/gZ293B43i1EkpesA10CAnhYE/67MqyhH2i22ofwqkh1pOFgQol3BjBoI2UhxCt1CrGNZB46xjqy7M5oMT6KtBsPJxWi4kY5AOEwp9TXAC6CUagGGb73uAcKzzUPra62M/uLofrnZjPvWuB4By7vu3UXTc00c8KsDKDq45wzl1LumUnJ0CRu+tIGOT1NLfWkIBLELrW+2pt2/RPh2+LCX2/Fs8ND4WGNW294f8NR4Uqp4WTi/MLcCYbOnR4pTIKfVlOMVSYum+l9hZt9wM3Rto8PXwS2v3cKsillctfCqfh2zvKCc4MggsjcLrnCBjqRF0jJ1L4KoYmltZVww42Qs27Wf82iXm4mlE/nVKb9iZf1Kfv7Wz3vsHwqH+Otnf+WEh07gV2//imfXPpv0mM5xTrBqVX/nvjyX8d8e32PSo+LCCiouqWD7rdvp+LQj4+q39pH2uC5GkZSu0wbPghBqC3XXQMhCkLIx8DEyGRmffSgXSot2MYrUQMiyi5GZ4tQkmuiEB8PJxWi4kY5ACOhlnhWAiIwCzGnhJNQ/XA+i5SDvDxaHhWm/m4Z3i5eNV29ky3e2MPL0kYz75ri+29otzH5qNvZRdlafszoS7JmIrjVdOKoclHyuhNY3WvvVx1gopfBu91JxaQWFBxey7ZZthP3m7ZIOiWogRFM4vxB/vR9ffW6yCrk3ufvMAOeymrJ/jz/pANoxaRI2lxe6tnHHO3ewp2sPt594OzZL/wdSRWOKsHvshNwZxoEFO+LWQIDUBFAqRIqltZdy0IjxuDe6sY209UlUcPL0k7lqwVX89bO/8p/1Wga9VfWrOO+x81jy2hLmVc2jLK+MVfXJM1hb863M+988Fn62kBEnxA54nnbvNOyj7Ky7fF1kAqK/gzvbSFtcgeDe4MY5zpmxJaY/WAutYNEsCNkqkgbds6FGHELEgjBMXIwiVZTHZ9fFCMz4A5NuoierTAtC7khHINwDPANUiMjtwLvAzxPvsn+jwor6v9RTdmJZRj6ZRsByw98asJfbOfAvB8Z1VXJUODjomYPw7fJR+9vkfsddq7soOKiA0sWldC7vJNCSnTiEQFOAsDuMa5KLyT+djLfGS/1f6rPS9v6ACil8O3wpBR4Xzddmq3NlReid4hQ0/3DnGGdOqimnNMNeMBGAXXVLeWz5Y1w+/3LmVs3N6Ljlk8oB2LMttZgZpVSfnPWAZkGIE38AqQmgVDAKUQXayyiyhPFs8MT1x//e0d9j/pj5/PDlH/LDV37IuY+dS31nPXeffjePnP8I80bPY2V9almry45N/HtmH2HnwD8fiHuNm+0/345thA17Wf8+r708TgxC0INnfWufitEDhVgEW7GWgtNX6wMBx+gsuBhFxTaA9jtqKbDErBA+VIi4GDUH8O3wYS22pp3SNm7bpkAwiYGRRQzMGIRckrJAUEo9BnwPTRTUAWcrpZ7MVcf2BVpeb8G3w0fVVVXJN07ClLumUHp8KbP+MQtHeeI/oqIFRRTOLaTjw8RuRiqscK91RwRCNuMQfDu0WTXXRBcjThlB8ZHFbLttW8K6Dibd+Hb5UEGVmotRtTZbnQuBECvFqYGjypEzF6OkA2hbPspZwcrN/6ayqJJvLfpWxscdP0WrSbN+/fqUtt/zzz0sHb00MoMcIdiZ3MUoC4W9bKP02g3tpRBox73RHTejj91q557T78Fhc/Dkyie5dN6lvPLFVzhjxhmICHNHz2VL8xa6/F0x90+XkaeMpOorVYS7wv2OP4DuHPu963yoNb/EvWYv+dMHr0CkUcTLt8uHo9LRp1Bff+jjYrR3aFdRBj3blF3LNuXb6cta/AH0dCUxBYKJgWlBGBjSyWL0CFCvlPq9UupeoF5E/py7rg1/6v9cj63MxsizEldDTgXXOBfVr1ZTuqg0pe2LDimiY1niAlreGi9hT5iC2QUUHVaEOLMXh2AEKLsmuBARJv90Mv5dfur+WJeV9vd1IhmMUhAIthIbrgNcOREIkRSnMf6cHWMcWXcxUmFFoCm1yrGN5FEQaOLWE26l0BHfpSdVps2YBsD2jalldG7+bzNhT5iWV1t6rvA3x7UgKKUINGbHxajeWk9YwgTaygi2tuHf7U84oz6meAxPXfIUL1zxAktOWEKxqztv/9zRcwmrMGsa1mTcL4Mpd0whf0Y+xYf0vz6AfaQdFVQ9Un8CBLZvJNhVRN7YwcuQZmQcMqooZ4M+LkYpfhcGEyPblOFilK0MRqDFulhc2jDFFAgmBtFxB6YFIXekM+UxVynVarzRg5TnZ71H+wiBlgB7nt5D5aWVWF0DfwMXLSwi2BqMZBGJheEfXHBQAVaXlZIjS7IuEJwTtdmksmPLKD2ulO0/206oy7QiJCOVImnRFFYX5iTVaSTINMYssHNM9qspB5oDEE6eArSmpYZP25o5MM/J8VOOz8qxS8eXAlC/LTVXOMPa1vJalEDYcC80fwKjPhdzn1BXiLA3nBUXoxWNK3AXdOBvL8OzIbWUn5NHTObAUQf2WT5n9BwAVjUkj0NIFVuhjYUrFjL1nqn9biNeNWXPRu23K798Xf87mCHRFoRsBCjD8LQggB4r0px9CwJ0uxllu96KyfDFsCxZXBYsjswtdyaxSefMWkSkzHgjIiNIrxJzXERkm4isEpHlIrIsxnoRkXtEZLOIrBSRg7Nx3FzS+HgjyqcYfVX/gpMzJbqAVjy61uh/srO0QUU24xB8231Y8i09/twm3zaZQGOAXffu6rFtOBCm9d1WGp8yMx0ZeGu8IKnnEy+cX4hnsye2T3wGxEpxauCo6q6mnC1SLSL209d/Sn3YRYV4QGUn+N1w+2na3sTfPvsbnkD8omm+eh+ezR7EJrS81qJZ6mr/DZ9+E8adBbN/HHO/bBVJA/hs92d0FnUSaC/FvVm77v31yS8vKKeqqCrlOIRUsTgsaaV27k0kQ050oLJSuDdpbeYXv5dR/zLBVqLHIOzKTpE0iB2kPNQtCKDFnfh2+QjsCWTVggCaQLBX2iMpvU1MjO+JaT3ILekIhDuB90XkNhG5DVgK/DqLfTlWKVWtlFoYY92pwDT9cQ3whyweNyfU/bmOwurCSADpQFNwUAHiFNo/bo+7TdfqLpwTnZEf3mzGIXh3eHFNdPUYHJQcWcKI00aw45c7aP+onZ1372Tl6St5b8R7LD9qOWsvXBsRLfs73hovznHOlGdHIoHKK7JrRYiV4tQguppytkhlAO0P+Xlv+3tUVR2OhH3gTb3uRyIsdguWERbGBcbxk9d+wtEPHM3vlv6OFk9Ln23b3tW+I5VXVOLf7cf9wYfw3iUwYiEc+XewxP7jyqZAWF63nNBIhb+tDM9WBZKZG8bc0XOzLhAyxQiA9WzxsPf5vWy+cTPL5n/Ahge/gcXpxWl7CRK4Uea0b6U2/HV+gs3BrAkEI/jSCFIONgWHh0AYaadrlfbbnW0Lgr3cPijF8EyGLsb3xExxmlvSCVJ+FDgXaNAf5+rLBoKzgEeVxgdAqYhkHvmbIzpXdNL5SeegWQ9AG+wUVhcmtiDoGYwMig4twuKyZMXNyLvdGzMX9uRbJxNsCfLpYZ+y5Vtb8Gz0UPmFSqbcMUXrkykQAD3FaYruRaBZECD7gcruTe64g85k1ZRDnhCbbtiEvzF1ARFJ65hgAL1x70YC4QAjynVDYue2lNtPhmu0i+NKjuOJi5+guqqau5fezaI/LmLJa0uo7+h2PWp7tw1LnoXx39ECm1sf+j3kVcExz4Mt/mAmW1WUvQEvaxvX4hqdR6BjBO4aG84Jzoyy3cwdPZcdrTto9bRm1LdsYgyO131+HavPXM2u3+/CVuBj0jmPMP++57EE90D7hkHpm63ERqBRu57ZEggWpwWxC6H2EOFgmGBrcHi4GI2wEXZrlrxs1UAwmPb7aUz/w/SstmkyvDEmNc0A5dySTpCyE6gGioERwPkicnOW+qGAV0TkExG5Jsb6scDOqPe1+rIhSd1f6hCHUPn5ykHtR9HCIjo/6USF+86whQNh3BvcFMzuFghWl5XiI4qzIhB82324JvYd4BYtKGLGIzM48E8Hcvi2wzls42FMv286Y746BgTc69wZH3tfwFPjSakGgoGjyoG9wp51geDZ7ImbhSZZNeWWV1rY9dtdNP4jddexVAbQRiDt2Crdz79rW8rtJ8Mx2oG/3s8h4w7hwXMf5KUrX+L0GafzxIonOPkvJ/OPlf9AKUXbO20UH15M/iQPzoq9tKyeDYv/C66KhO0btUkyzWK0unE1wXCQsrFlmgWhxpHxLKsRh7C6YXVG7WSTvMl5jP3GWCYtmUT1m9Usal1E9aNbmHTeoxSdcrq20d7BcTOKTsGZrSBlEcFabCXYHiTYrFkRhosFwSBbNRAMCucW9vifMjERq2AttJoWhByTjovRv9Fm8oNAV9QjG3xOKXUwmivR10Tk6F7rYzmxxrQri8g1IrJMRJYFg9n1x06FsC9Mw98aKD+7fNBnfooWFhHqDOHe2HfQ7dnsQflVDwsCRMUhNPc/DiHkDhHYG4gpEABGXz6aqi9V9VhvzbPimuyia11qt1THp4kzNA1nwr4w/t3+tCwIIkLh/EI6PkutgnYqhNwh/LtipziFbhejeBaEtqWaG077B/Hd3HoTGUAnGBStaVhDkbOIMVVHaAu6Uss6lAqOSgf+hm7BM618Gr885Ze8fNXLzK6czQ9f+SFfevRLdC7vpOTIAuSdsymb9QmtGw5HFUxL2r4x45ypi9Hy3csBGD1pNCFPHl01xeRnWBNgTqUmEIaSm5FYhWm/ncakn0yi9JhSLeFDx2aw2GH0ieAcCXsGSSBEpeDMVpAyaLOiofZQxJo2lKsoG9hG5OZcmJjEw1psNS0IOSYdgTBOKXWRUupXSqk7jUc2OqGU2q0/N6IVYzu01ya1wPjovgC747T1gFJqoVJqoc028DdP03+aCDYFs1L7IFOM9IIdH/cdNBquPH0EwrGlGcchGNU00zU158/MT8mC0L6snU8WfMLep/f2q39DHe8OLyhSKpIWTdH8Itxr3IR92QnajWQwiuNiZCuzIU6JWyyt7b30BUJgTwBrsRWLM/5P0+qG1cyqmIXYC8FZnlULgnOsE1+tr0/g9cTSifztwr9x24m30flhJ4ShtvjPsOc9ys45nGArKWWRCuwJYHFZMq7+u7xuOeNLxlM6rhSAsM9F3qT4GctSodhVzKSySUNKIMSkYzMUTAaLDcqPhD3vDko3oi0I2XIxgu7gZyMwezhZEByjHQm/uyYm2aJwXmGf8ctQR0T+LCKNIrI6atkIEfmfiGzSn6OTAf1AT86zQUROHuj+pvNNXioic7LdAREpEJEi4zVwEtDbxv0ccLmezehwoE0pNSQT6jf9pwnbSBtlJ5Ql3zjH5M/Ix5JviRmH0LW6CyzaNtEUH1qccRyCb3t3kbR0KJhZgHuDGxVKbBno+Ej7PE0vNvWvg0OcdGogRFM4vxAVVAnjOHa27mRX2y4CoeQWokQpTkGvplzljOliFPaF6VjWgbXIinerN+U4hMCexFlbAqEA6/as46CKg7QFBZOyKhBGnDYC5VM0Pd/33rKIhc/P+zw/LvoxYUuYxvyHaMWJnH440CvdaRyMKsqZZPYB+KzuM6qrqiPVlAHyR23MqE3QrAir6rOX6jQndGyCIj116qjPae+9A58BLRIoWWTNaoYdw8UoEo8zDGIQjD5mO0DZxCQec1+cywE/O2Cwu5EuDwOn9Fr2feA1pdQ04DX9PSIyC7gYmK3vc5+IDKhPVToCYRHwia5kVuppSbMx1VQJvCsiK4CPgBeUUi+JyLUicq2+zYvAVmAz8CDw1SwcNye0vtlK6TGliDWzAUA2EKtQdHBRXIGQNyWvT1CjxWmh+MjM4hAiRdLSFAj5M/NRPhWpARCPzpXaTG3zy837pJuRe4NmRXEdkL5AgNgz2XUdddzwnxtY/KfFHP3g0cy8ayZH/OEIzv3buXz131/lwY8f7LNPohSnBo4xsaspd3zagfIpqr6sWdLaP0zNipCsivKW5i34Q34OGp0bgVB6TCmOsQ4aHoufGSn8UZji+cWcWOXgU5+da5deh2umi5bXkwuElKpEJ6Guo476jnqqx1TjqOgWCHmlH2TULmiByvWd9TR2DtGUw0pB52Yo0t25Ri3SnvcsHfCuGBaEbFoPoK+L0XCwIBguRtkOUDYx2ZdQSr0NNPdafBbwiP76EeDsqOVPKKV8SqkatPFvb++anJLOtMepueiAUmorMC/G8vujXivga7k4fjbxbvfi3eZl3LfHDXZXIhQtLGL3H3cTDoax2Lr1oHuNO655rnRxKdt+so1AcwD7iPT/nLw7vGDtDmJNlfyZmjXDvc5N/tT4AZddK7pAwL/Lj3udm4JZw8vMmIyWV1pwHeBKe+CRNyUPa6G1R6CyL+jjoWUPcd8H9xFSIa477DrGl4ynvqNeG2h21rOmYQ0vb3qZoycd3aOIVqIUpwaOKgfutX3dwtqXaoJg7PVj2fW7XbS/3075GeVJP4N/jz9hkKMRQDu7Yra2oHAS7P6PNnDMcFYeQCxC5SWV1N5dq1Wx7TV7G/aHaf+wnaovjaTYt4sJB1zB6mVL+WTiJ8x5ew5hfzhhatrAnkCPQX1/WFG3AoD5VfOxe7X+iT2Iy/JqRu2CJhBAK5h2fGF2CtBlFW8DBLugULcgjFgAFocWqDz+7AHtihGDkK0AZQNrsZXguigXo2FkQch2gLKJyTDD1quW1wNKqQeS7FNpeMQopepExMh0MRaInvUZ8OQ86aQ53R7rkcvODTda32oF9HoCQ4SiQ4oIe8I9BnFhXxj3JnfczBCZ1kPwbdcKB0ULklSIFgjxUOH/3955h0dR/A38s5dCei/0EmroTXpHiiBVsfzsvYCComJ/FRtKUVFRwYINkN6kChFCJ5RAEjoESCAhvbe7m/ePuQsJubvcJUcSdD/Ps8/d7c7Ozs7O3c13vk2QfTybgDFyspm6+UZh/NZGl68jbXsafnf42WyGomgU3Du4k3VEOnD/ffZvhv88nNm7ZtOvST+2PLaFV/q+wr3t72Vy78nMGD6DhXcvZNWDq3DSOLEsalmp+iyFODViLptyxu4MXEJccG3iikdHD6v9EMpbYY9KjMLdyZ0mfk3kDvfGoMu3Wy4EgKAHghBaYTJxX9bhLPR5enw6yJCnzVo8wKfDP2V78Hb0uXrS9ljWIhReK6y0BuHIlSM4OzgTGhRaLGy4NixAyToGhZXLYdI6qDUaRcOxqzXUDyHrrHw1mhg5uMjcE9eq3g+hWINgZ6dcR+/rGgSNqwYHN8tWBRfSLrDp9Ca7tsFWjOPQlshrKir/QrRGH1jDVp5wYAmrg/PcLGyawSmK0kFRlEmGrcyq/3+d9H/ScfR3rFEh2UxlVM49lQu6sg7KRirrh5B/Md9m8yIAJx8nuSJtQUDIO5eHPkeP/yh/XFu6kralfLOOW4mM8Az0uXr87/Cv0PmenTzJiczh4+0f88zqZ6jlWItfJ/zKvDHzaODTwOQ5fm5+DGk2hNUxqynQysl+3vk8co7lmPU/MGIqm7IQgow9GXj38gbAq4cXmQcyy/UtEUKUKyBEJ0YTGhSKRjH8dLk3kq92jGTk0cEDt9ZuJP5eVugwJkjzbn5Y7vC/jXFtxjH2sbHoFT3L5y9HbyGzsz1MjI5ePUrb4LY4Ozjj4O6Axl1jiGAkIHlvpep2c3ajmX+zmuuonH2DgADSDyHtEGgtmybaG6MGwd4mRg5eDmgztFYlSUvLS+PhpQ8zce1EZoXPqjaTS+dgZ9qua1utuX9UVG5REo15vQyvxpUpq4Pz3CxsyYMwGfgDCDJsvyuK8sLNatitSPo/6fj080HRVL//gRHXZq44eDmUEhByoqQTq1sb02Y8lfVDMGZRrghuoW7kxJh3ss05Jo95dPDAb6gf6TvS0eXrzJa/1UjdmIpSS5HRpCqARycPdNk6NmzZwD3t7mHdw+vo3ah3uefd3e5u0vLS2H5uOxm7MzjcXU6A602yrNE0lU05/3w+RYlFePWWUbS8enihz9GXmwRPl6VDFAmzE2idXseJaydoG9z2+k73xvLVjn4IiqIQ/GAwmbszyYstPenMCM/AtbkrzuwCr5bg7APAQ/0fIr9VPpq9Gj7Y/oHJiZouV4c+V18pAaFIV8TxxON0qtOpeF/DVxtS59kWoDjYJeRn+9rtiUqMqpn+PVln5H0aBUOQfgj6IkiNMH/eTcDJ34nAuwPxH1kxYd4cjl6OiEJBQXyBRfMivdAzdcNUknOTGdp8KN/u/5YPwj6wKKDeTALuDLCrs7aKyn+EtcAjhvePIFMKGPffpyhKLUVRmgDNkX66VYYtGoQngO5CiHeFEO8CPYCnbk6zbj3yL+aTfyG/RpkXgTQ78ezqWSrUaU5UDoqjYjGxks9AH7Ijbc+HoNfqKYgroFajiq2qGUOdmpucZEdmg4MUbvyG+aHP0xev6v4bSNmQgs8An3LNCszh3lFqhUKTQnmj/xs4OVg3Ge3TqA+1PWsTMS+Co4OO4ujrSOd9nfHq6mXxPKOfSUkzI2P+g5IaBCg/3Gl5SdLOp54nT5tHm+A213cWaxBiLdZtK8Ykh9cWXTczEnpBxu4MvHt7Q8p+8CvtL9ZydEuaXm7Kn/v+5IeIH8rUaY8syieSTlCgLaBj3Y7F+xr/X2P8R9cHnw52SRrWvnZ7UvNSic+Mr3Rddqc4xGmJcR3QS75WcT4ExUGhzbI2xePcXhiTP+VfyLeoQfhm3zfsuLCDdwa+w7zR83isy2P8cvgX3tryFjr9v2fRRKXmkFWQxfcHvueRZY/w57E/izXO9kCr15KYnVhtAm5VoCjKYmAv0FJRlDhFUZ4AZgBDFEU5AwwxfEYIEQ0sBWKATcBEIUSVfrFtERAUoGTjdJi2kfpPUhP9D4x4dvUkOzK7OD5+TnQOri1dLTpTGv0QjPdlLYVXCkEHLg0rpkFwD3VHl6UzG1s/OzIbt5ZuOLg44N3fG8VJIW3zv8PMKO9CHnmn8ipsXgQQ7hiO1kHLWMbi5WJ5cl8SjaJh0r5J9J3bF5duLnTe19mqzLzOdcpmU87YnYGDl0OxqZ1LiAtOgU5k7rUsIBQnSTOzwm50UC6lQXDylMmysmPLbastuDRywbuPN4l/JBYLq7knc9GmaPHurpM+DwHdS53je7svGp2GsTlj+eXwL2WEXHtkUTYmSOtYp2PZg4G9IXm/XE2vBMaMyjXSzCjrbGnzIgCXAKnNqaZ8CPbGGBQgP9a8gLArdhdf7v6SMaFjuL/D/SiKwlsD3mJij4ksPb6UVza+YlUo45rEkStHGLFwBMk5/878NrcyKbkp0pdtfj8+2/kZZ1PP8uaWNxmwYAALDi4gq8C2BJ0R8RHMCp/FS3+9xL2L76Xv931p/Xlren3Xizm75tyku6h+hBD3CyHqCCGchBD1hRA/CiFShBCDhRDNDa+pJcp/JIRoKoRoKYTYWNXttUVA+BnYryjKe4qivIf0rv7xprTqFiR9RzqOfo41MnGHZ1dPRJEoNi3Kicop10/Cq5sXGjcN6dvTbbpWRUOcGjE6KpvLqJwdmY1HexnO09HDEe8+3qRu+Xc4KqdulPfhd4dfhc7PK8pjxt4ZpNRLoUG8aX8DU+jydZx44AR1FtZh1227OPTxIaujV5nKppy5JxOvHl7FoX4VRZF+CFZqEMwJCNHXonFxdCHE74bY13YOdWok6IEgcmNypdaKEv4HoadkAf/SGgTv3t4ozgp94vtwNesqMddiSh23Rxblo1ePEuwRTB1PE4kYA3uDLhfSIitcP0DLgJY4aZxqnoBQHOK0GUk5Sey+WEJjENgHkvfAv2D10ejbILTCZBblq1lXeemvl2jm34wPh3xYHMxAURRe7vMyr/Z9lbUn1vLCuhfsusJ7s/kp4idOJZ9i3cl11d0UFQNXMq8wfft0+s3vx7f7vqVnw56semAVu57exa8TfqWZfzNm7JhBv/n9mBU+i4SsBIv1RV6N5NHlj3Lv4ntZcHABh+MP46A40K1BN57p/gx9GvXhp0M/cTWrRqa5+s9RroCgKEozRVF6CyHmAI8hY7imAS8C/6pvsl6rJ2lVEtosrc3nFuc/qEH+B0ZKOirrcnTkn88vV5DROGvw6edjVfKnkhRckn9IFTYxam0+klFRehEFFwtw73C97b5Dfck5lkPB1ar/I0z4NYH4b+xnhpG6MVVG/inHMdgcPxz8gStZV6jboy7ZR7OtsiEXQnDq8VNcW3yNkBkhxLwcw7KTy6xW896YTbkovYicqBxphlMCrx5e5J7MpSjN/KpmsYBgZtU0KjGK0KBQHDU3TJrcG1t2UtbmQpFtK1wAQROCUByVYmfljPAMnIKdcPXcK0Nr+pSO0+Dg6oB3L2/8jvqhoPD32dJhR+1hYmRMkGYywlWgwdekkivptRxr0SqwVc1LmFaQDEWZ6D2a8tzq53h42cNEJ0bLYwG9oTANMk9WbxvtgNHECMp+Fwp1hcUT/3lj5uHmXFbL92z3Z3ln0DtsPbuVr/d9fdPba4nDVw4zY8eMcn+LUnNT2Xp2KwDrTvyrphW3LDsv7OSOhXfwx9E/GNlyJJse28S8MfNoX6c9iqLQu1FvfrvnN1Y9sIpeDXvx3f7v6P19b0b9OopZ4bM4cPlAsRYr5loMT696mvF/jCcqMYpp/aZxZNIRdjy9g0X3LWL2iNlM7TOVj4Z+hBCCuXvmVsk92qr5+K9hjQbhCyALQAhxWAgxVwjxJZBrOPavIf7reKLHR3OwzUFSNlqfpTf/Uj755/Px6e9z8xpXCVwau+Do70jmwczilXlrNB0+g3zIPZFrMoylOYo1CBWMh+0c7Iyjj6NJASHn+HUHZSN+w+Rqe9rWqjUzEnrB+WnnOTP5jFlthy3o8nWkbUvDf4R/hbLsXsm8wncHvmNEixE06dOEomtFJjMc30jCzwlcW3yNJh82oeG0htzT/h4uZVziwGXrfKFuzKactT8LBHj1Km3eZPRDMGbBNoUlDYJe6IlJjLmeQbkk7o2kBsHcJGT3/RB2Y/LK8nHyd8LvDj+uLb6G0AkydmXg3ccbJfUA+HYCh7ITfZ/BPuQfy6enV0/+PldaQCjPhKo8UnJTuJR+ybR5EYBbfdkXdnRUrlH2wFlnANidksiRq0dwUByumyMUC0c23PulZRC/3s6NrDwl847c6KT86Y5POXLlCJ8M+6SsJq0Ej3Z+lIEhA1kZtbJa/RHm7JrDgoML2HXRstC65sQaivRFjGs9jsiESGLTYqumgSomWRS5iCdXPkkD7wZsfXwrn93xGc38m5ks275Oe74Z8w1bn9jKq31fxcPZg/kH5nP/n/fT9ZuuTFg0gVG/juJg3EFe7vMy/zz1D093e9qkcFvfuz4PdHyA5VHLOZN85qbeY9j5MLp+05XlUctv6nVuZawREBoLIcromoUQEUBju7eomihKKeLi+xfx7O6Jg4cDx0cc58TDJ4qT1ViiJvsfgJzEeXaVGZWNZkbWhGL1HewLQHpYutXXyr8o7WYd3CvmZKsoitlIRkZTD6OJEUhhwSnQyWw+BCEEKRtSKEq3rz1u1sEsChOkv8X5aecrXV/Gzgz0efoKmxd9tvMzBIJp/afh0dGQUblEwjRT5JzI4cykM/gM9qHh6w0BGNZ8GB7OHmVyIliiZDbljN0ZoAGv7qUFBM/bPEFj2VG5MKkQjYvG5NiJTYslpyintP+BEffGoMuDgiQTlWbA1Y3S/CTf9uzAwQ8EU3ilkMQ/EsmPzcenjyekRIB/d5Pljd+ZO1LuIOZaDPEZ1zVMRUlFKM4KDp4V+24UJ0ir28l8oYDe0lG5khGI2tduT3ZhNhdSL1SqHrtiyIHwxbH1dK3XVU42LvxDRFyEzKxcK9A27cnhV+DQ5Er3lb0xpUGIz4jnmdXPsPDwQh7p/AgjW40st57xbcaTkJ3A3kuVC31bUS6mXyy+tqlM7UaEECw7voz2tdvzcp+XAVh/snzBrUYJr7cQey/tJS4jzuQxvdDzyT+f8M7Wd+jbuC9L7l9CQ5+GVtXbxLcJz3Z/lsX3LebQpEPMGz2PES1HkFuUy6Qek9jx1A4m9piIh7OHxXqe7/48bk5uzN412+Z7s5aTSSeZvG4yWr2WxZGLb9p1bnWsERAsLQVXzBaiBhL7fizaTC0tf2hJ1yNdafROI64tvsaB1ge4tuyaRRVp+j/pOPo64t6u5vkfGPHs6klOVA5ZEVkotRRcm5b/6Dw6eODo62iTmVHBpYpHMDJijGR0IzmROTj6O5bK0KxoFHyH+pK2NQ2hL/uMEn5K4PjI45ydfLZSbbqR5NXJ4AANpjUgZV0KaWGV02AUhzetgJAZER/BupPreKrrU9T3rl+sYck6Yn61XpenI+beGBw8HAj9LbTYX8DVyZXRoaPZdHqT1epX5zrOxRqEjD0ZctzcEO7Q0VP652TsNR9xypgjwJQGpTiDcskIRkaMoU5NOSpf2XjdaTdhW7n3ciP+o/xx8HDg3GvnAPDukCLt/G/wPzDi2VUuMDQ/1hyglBbB0v2VR6GukAUHF+Di6GJaSDIS2BvyrlbaJ+OmOyrrbTfjJPssehRO5ubz/u3v80jnRwh0D2Rm+EyZPSiwt/UahPxrkHsJss/XOLMkow8CgOKj8P3+7xn28zB2x+7mtb6v8eaAN62qZ3DTwXjV8mJVzKqb1VSLLI9ajkbR8HCnh9l9cXcZnxwjxxOOcyr5FBPaTaCuV1261e/GuhPrLP7nnkyIZOFPdVl1uDJ5qP57fLPvGx5c+iD9F/TnnsX38MfRP0jLk/9deUV5TFo7iR8ifuDBjg/y/bjvy53Mm8OzlifDWgzjk2Gf8Ncjf/FSn5esDprh5+bHU7c9xdazWzkUf6hC17dEUk4ST658Eo9aHjzW5TGOXj1asxZCahDWCAgHFUUpE87UEJ7J/k+vGsg5mUP8vHjqPl0Xj7YeaGppaDK9CV0iulCrQS1i7onh5GMnzf5g1WT/AyOeXT1BB0l/JuEe6l48IbSE4iDj8adtS7M6JnpFk6SVxC3UjaJrRWVCrGZHZuPRwaPMBMtvqB9FSUVkHy29Yp59LJszk86gcdOQ+Ecieeftl0gpeU0yPv19aPxeY2o1rMW5qedMCijWkrKxYuFN9ULPB9s/oLZHbZ7p9gwgTRRcm7mWyn1xI+deOUfO8Rxa/dqKWnVKC3QT2k4gX5tvtbNgrbq1yLyUyf9t+j8y92WWMS8y4tXDi6z9WWb7yVISsajEKJwdnE2ruT0ay1dTk+L4NXJl2dkPErZYcTelcXBzIGB8AEWJRTh4OOBex/CTF2Bag6Bx0lD70drkLMlhxPkRpfwQipKKijPO2oIQgjc3v8mBuAN8MuwTXJ0sCPcVMbUxQVP/prg6unI88Sb4ISTvg6UeNjtTp12LIE7rwP2dH6FVYCtcnVyZ1GMSEfER7LiwQ9579jnIsyKrdmqJv674mmXzXlKD8Or+V/ks/DP6NO7D5sc280z3Z8r64JihlmMtRrYayebTm8kutKxNtDdavZYVUSvo17gfL/V+CXcnd344WDb0L8CyqGW4OLowqtUoAEa1GsXZ1LOcTDIvuG3d9TqPuyYSf/ANwmPDb8o9/Nv4bv93zNk1h9Gho5naZyqZ+Zm8+/e79Pi2B0+tfIr7l9zPljNbeHvg27w3+D2rx5lFMk/BMh/Ydjtc/BN01pkrP97lcQLcAqRm3I4avvyifJ5Z9QzpeenMHzefp257Co2iYXXMartd49+ENQLCFOAxRVH+URRltmHbATwJTL6prasizr1yDgd3BxpPb1xqv0cHDzrv60yDaQ1I/CWRxD/K/vHkX5b+B9797RsL29543SYnbUXJRTZFWvId7EvBpQLyz+eXW1YIIQWECoY4NeIeKttXUosgdDIKU0n/g+I2DpFmHSWjGWmztERPiMbRx5FOuzuhOCpc+vRSpdplJPdMLrkncgkYE4CDiwMhn4SQfSTb5PiwhrzzhvCmI2wPb/rl7i+JSozitX6vlbLp9BnoQ8qaFI4OOlomVG3SyiSuzLtCg1ca4D+87DXb1W5Hi4AWLD9unW1mqkcqjjmO7Fu3D32OvoyDshGvHl5o07XknjadKduSgBCdGE2rwFam8zqYy4WgK5QahHp3Qu3BcHVLhcxJgh+QORG8enqhyTgAzr7g0dRs+aazmuLVw4uxC8cSfyCezHxpVlV4rbBC/gdf7/uaVTGrmNJ7CqNDR1su7N0WnLwqLSA4ahxpE9yGY1dvggbh3E+gL5A+AFai0+tIStzLVeHG5F7X/3buaX8PDbwbMHvXbPQBPeVOa3JBpEQACni2qHECAs6gd5TmM2kuaSwYt4Dvxn5HPW/LSQtNMa71OPK0eWw6vcnerbRI+IVwErMTuaf9PXi5eHFv+3tZf3I9VzJLJ4LNK8pj7Ym1DG8xHM9aMpjG8BbDcdQ4svbEWpN1RyVGoUnZB8DdHnm8sHYip5JO2aXdeUV5/O/P//HF7i/sUl9NYcHBBcwMn8no0NHMumMWz/d4no2PbmTdw+t4tPOjxFyL4VzqOb4d+y2PdXmsQlpOk0R/DPpCGX1s932wuj4cngoZlrV2bs7yex4RH0HY+TC7NEUv9Ly68VWOJRzj8zs/p21wW4I9gunVsBerY1arJmsmKFdAEEIkCiF6Ae8DsYbtfSFETyGE5ZhWtwCpW1NJ/SuVRm83MhldROOoIeSjELx6eXH2xbMUJJSWgGu6/4ER57rOONeW92eLgOAzyAeAtO3lm9AUpRShz9XbxcQISoc6zTubhz5Pj3v7sm2vVacW7u3di/MhCCE4/cxp8s7m0XpJazw7elLniTok/JxAflz5gk55JK+RcboDxgQAEHRfEJ5dPbnw5gV0ebY7BFY0vOnqmNV8ve9rJrSdUGbi2OzLZjSd05TcE7kcHXCUIwOOkBaWRv7FfE49cQrP2zxp8lETk/UqisI97e4hMiHSqj/eLZlyZX7spbEAXAwxHVGovIRpRclFJr+DQgiir0WbN61x8pIaghsjGSXthKIMqD8Gag+FvCuQeaLc+7kRn0E+ePX0Iui+IJkgzb8bWPgD1dTS0GZlGxy9HXnu5+fYcWSHvD8LApA51p5Yyxe7v2Bc63FM6jGp/BM0DhDQ0y45Afo07sORq0fMrvxWCF0hXDYInjZMzJce+5NgkUlQnd7FE0kAZwdnJveaTMy1GDYnJYGDC1yz4t5TI2TuhEb3Sv+UAuuDUtxMdHodb255kxxn+du36NlFDGo6qML1da7bmUY+jVgVXbVmRn8e/xN/N38Ghci2P9blMQAWHlpYqtym05vILsxmQtsJxfv83Pzo06gP60+uNzlpm7tnLt1ctAjFgdpKHj1dtDy16qlK508QQvD21rfZf3k/3+3/jsvplytVX03hp4ifmLFjBiNbjmTmHTNx0EgNlaIotA5qzRsD3iD8mXAOTzrMkGZD7Hfh7AsQ+wc0ewZGnYMBmyCoP5yaC3+Fwu4HLJ4+od0EGvs25rOdn9nF0f7z3Z+z4fQGpvWfVuo+x7YeS1xm3E0xZ7rVsToPghAiTAjxlWHbfjMbVVXotXrOvXwOlxAX6r9Y32w5xUGh5Y8t0eXqODPxTCmVl9H/oKTjbE3E6KgMMguxtbi1dMO5rrNVfgjGEKeVNTFyaeSCxlVDbsz1leZiB2UTGgSQ0YwydmegzdZydcFVGZlnepPiyFINX2sIAi7PrPyPfsqaFDw6ehTfp6JRaDqrKQVxBcR9btr5y2J9G1NwaeqCW3Prn0tEXARvbH6DHg16MH3I9DIrPg6uDjR4qQHdz3en2RfNyDudR+SgSA62P4jQCVovbm0xUd7o0NE4aZxMZgS+sR0HCmXEo/ZH25Ppk8mUw1NM/lm7tXTD0cfRrIBQmGR6hf1SxiWyCrJM+x8YMUYyKkncGnBwhdpDoI7hD+Gq7WZGGkcNnfd0ps5DnpARbdZBuSS16tSiw+oO+GT6kPdsHnqtXpoY2RDiNCIugmmbptGtfjc+GvqR9at6Ab1lOwvTrb6WKZ7r/hwjWo7gkx2f8POhnytVVzEJW6AwDW1gP0g/Bjnla/VSc1NZsPtTvDV6Gje4vczx0aGjae7fnNl7v0b4dZOCYbmVRoBfV6g3SuZOuHI9B5E9TRpsQafX8frm11ketRxnH2c0LhrcvSvn16YoCuPajGPf5X2lHOZvJkk5SYSdD2N8m/HFGr+6XnUZ2WokS44tKdaogTQvaujTkO4NSn+nRoWO4krWFQ7HHy61/1jCMf459zcdnAtRmjwMjh581LwlKbkpPLP6GfKLKr4A9MfRP1gds5qHOj6ERqOpkhCxuYW5TN0wlc2nN9+U+hceXshH/3zEHS3uYM7IOWbNhjSKxrR2tjLEfAaKA4S+Ihcu6g6DvsthXDw0fQouLrKoSXBycGJqn6mcSTlTaROgFVErmLdvHve2v5cnuz5Z6tjQ5kNxdXStNl+dmowtidJuCoqiNFAUJUxRlBOKokQrilLGbElRlAGKomQoinLUsL1rj2sn/JhATlQOTT9riqaW5a5wb+VOk/ebkLwymaTl16OlpP+Tjnc/7xrtf2DE8zYpINiiQVAUBd9BvqRvTy/Xxr44xGklTYwUBwW3lqUdlbMjs1EcFdxbm26771BfRJEg/st4zrx4Bt9hvjR843r0BZdGLgQ/HMzV+VcpTCw//Kc5CpMKydiTgf+Y0qY5Pv198B/jz6VPLtlUvy5fR/r2dJuyJ19Kv8Rza56jnlc9vhn9Dc4mwm0acXB1oP7k+lJQ+KoZLg1daPVzq3Kd1P3d/Hmi6xOsjF5ZJp6/ESEEc3bNQRMsvztFcUUE9gskvSCdl/56qcyqj6JR8OzuaTKj8uU5l9Hn6HFpXHbsRCWYyKB8IzcmSxNCCgi1h4CjmxQgPFtUSEAoJu2wnEyacVC+EZ/uPpyacoqgY0Gcev4Uumyd1RqE2LRYnl3zLPW86vHtmG+p5WiDVi6wNyAguXLRaxw1jswZMYdhzYfxYdiH/Hbkt0rVByBiF5OvcWNUtIz8dfjgB+QVmfcN0uq1zNgxA3+9XKBQPJuXKeOgcWBq36lcSLtAjBIIaUegyEJSvtwrUpvk1xX8uoBLbYiXq9U/RvxI12+6sv1c1a6B6fQ6Xtv0GiujVzKl1xT8g/xx9He0i6nHuNbjAFh9YnWl67KGldEr0eq13NPuHmlO9lcb0BXyZNcnySnKYfExGTXmYvpF9l/ez4S2E8rc5+3NbsfF0aWMH9RXe76is7szzqIQat8ODSfgl7SNL4Z/TOTVSF7Z+EqFTEWOXDnCh2EfMqDJAN4d/C4PdniQldErb6rzapGuiIlrJ7I6ZjWvbHyFC2n2u5YQgh8O/sAH2z9gaPOhfD7yc/v4FFhL7hU4/xOEPApuN5jGuQRBu/cABS79abGaO1rcQfva7ZkVPoulx5eWEi6tZeeFnby55U16NezF+4PfLzPW3J3dGdZiGBtObbilEgtWBdUuIABaYKoQIhToAUxUFKW1iXLhQoiOhm16pS+aoeXCOxfw7udNwPgAq86pP7U+nl09OTPxDIXJhdL/4Fx+jTcvMlJvYj1CF4fi2ti24FM+g30oSioiJ9pyvH+jgFBZEyOQZkYlTYxyjuXg1srNrCDn3ccbjauGC29fwCnASUbmuUFoa/h6Q/SFei5/XnEtQsr6FNBfNy8qSdPPmqLP1xP7fiwgbc5TNqYQOz2W46OPEzk8koTfEtDlXp84Z+wwhDcdYZ15UWZ+Jk+ufBK90LNg/AJ8XH2sOs/BxYH6k+pz2/HbCLwr0KpzJveeLFXQm98wqRHYc2kP++P2c/egu4v3NRjUgOmDp7Pn0h6+2PNFmXO8eniRE5VTnIxQ6AVnXznLuannCLw7kDpPl80QHH0tGieNE839y04Oi3FvLKMYGVd/045C7mVpXmSkzlC49o/VjnJlSN4vX60UEADaPNuGrX22krhA+qc4BZUvIJxKOsXjKx4H4IfxP1j9jIsJ6C5X7uyQD8HJwYkv7vyC25veznvb3mNR5KIK16Uvyqbo0jJWZTkQXG8Q8XpXMs//QY9ve/Du1neJTowmpzCH3Rd38+XuL3lo6UN0+qoTK6JX8FAzg3+Bp+lY7Lc3vZ2OdToyP/aEFOKS9phviNFB2b8rKBqoNxL9lY08s+JxPv7nY4p0RUzbNI2kHBNhc28CWr2WVza+wuqY1bzc52Ve6PUCDl4OZhMG2kp97/p0r9+dldErb7p2xBiytGu9rjJPw8XFkBED1/6hTXAbejXsxS+Hf6FQV8iy48vQKBrGtxlfph4PZw8GNR3EhlMbipNtHbt6jO3nt/NciCFBYUBPaPIIaLMY4pLDtP7T2Hh6I5/u+NSm+0zJTWHSukkEewQze8RsNIqGp7s9jYujC1/u+dIu/XIjeqFn2qZp7Izdyct9XsbJwYmX/3q5+F4rQ35RPq9sfIVPdnzC8ObD+fLOL+2vHSiPk7NB6KD1NNPH3epCUF/puGzhWSmKwvTbp+Pm7MYbm9+g+7fdmbhmIpvPbLZqMn884TgT106kuX9z5o2ZZ7YfxrUeR1ZBVpUvDNR0ql1AEEJcFUIcNrzPAk4Atntj2cjFTy5SlFxEsznNrF6l0ThqaPlTS7TpWs6+ePa6/0ENTZB2I07+TgTfF2zzeb6DpBNweWZGBZcK0LhpyiT3qQhuoW4UXCxAlyMn09mR2Sb9D4w4uDhIQc0BWi9pbdKUw625G0H3BnHlmytlIiRZS/LqZGo1rFWca6BU/S3cqPtsXa7Mv8LeRnvZE7yH4yOOE/teLHln8sg7k8fJh0+yp84eTj9/mqxDWaRsTEHjorFKyCzSFTFp3SQupV9i3ph5NPE17UNgL5wdnJk9YjbZhdm8sfmNUn+6Qgg+3/05dTzrMKHPBJRa8jvk1cuLu9vdzYS2E5i3bx5h50o7mHn18AK9zOqtL9Rz4uETxM2Oo96kerRe0hoHl7JRnKISo2gR2MLyKrpHYxl+tMAgyMStARTpoGyk9lCZLyHZwuTREikHwL0JuFgnYAH0atSL9ePWk9pR+plYMjHS6XV8v/97xv4+luzCbL4f+z2NfRvb3k5Hd5nIzQ4CAshxMHfUXAaGDOSdre+w9PhSm+so0Bbwy7q7cRZF6Brew093/0zd0Kfp56pjRNP+LI9ezujfRtNhbgceXvYwX+/7moz8DO5uezdfjfqKO+u1AhTwMO83M7XvVLZl5KJDA9csmBmlRkjBwLcjACecmqLRZlKUsJ33B7/PygdXklOUw2sbX7vpE2qtXssrG15h7Ym1vNr3VSb2mAhAvefrUX+KebNXWxnXZhyxabEcvXrUbnWaIiI+ggtpF6T2QJd/3Rfm8koAnrztSRKzE1kTs4aV0Svp17gftT1rm6xrdOhoUvNS2XNJfl+/3PMlPi4+9HJXwCVYLgoE9ZXawfO/8GTXJ3mgwwP8EPEDb219C60VoXR1eh1T1k8hNTeVb8Z8UyyMB7gH8EjnR1h/cr3dHKCNCCH4+J+PWXNiDVP7TGVij4l8OORDjiUcY+7eymUQjs+I557F97AmZg1Tek/hq9FfWdQw3xTyk+HMd9DofvAwn8yPhvdKn7CMKIvVtavdjr8f/5tVD6zi/g73czD+IM+veZ4e3/Zg5s6Z5BaaDnpxMf0iT6x8Al9XX36666dSvks30rNhT4I9gtVoRjcihKgxGzLx2iXA64b9A4AUIBLYCLSxUMfTQAQQ4ezsLEyhzdWKnV47RfR90SaPl8eF9y+IMMLE/lb7RbhPuNBr9RWq51ZiX7N94tioYxbLHB9/XOwP3W+X6yUuSxRhhInMQ5miMKVQhBEmLn560eI5OadyROrfqRbLZB3PEmGEifP/d97mNmlztGKH6w5xetJps2UKkgrEkcFHRNS9UeLSrEsi7Z80UZRRJIQQQq/Ti9SwVBHzYIzY4bJDhBEmwjRhInJ4pFXXf3fruyJkZohYdnyZzW2vDD9F/CRCZoaIRUcXFe/bfm57qX17G+8VO9x2CF2hTgghRF5hnhi5cKTo9FUn8d7f74l5++aJZceXibDDYSKMMHFy2klxdOhREUaYiP0oVuj1pr9Der1edP6qs3h90+uWG3l5jRB/IETyQfl5Q0chtvQuXaYwU4hFjkIcKacuc6xqIMSu+2w+7bnVz4lBMweJs9POiqL0IpNlzqecF3f9fpcImRkinl/9vEjOSa5YG41ETBZiiasQusLK1VOC/KJ88eiyR0XTmU3FrPBZIjM/06rzsgqyxIN/Pii2/OAmspf4CKHTygNXt8lndnm1SM9LF78e/lV8sesLsfPCzrJ1735AiNWNyr3WpDWTxOGfa4n0tW3NFwobIcT6tqJQWyhm7pwp2s5qIgp+14iU8EeKi/x2+DcRMjNELDy00Kp7rAiF2kIxcc1EETIzRHy3/7ubdh0hhMjMzxStP28t3t7y9k29ztS/por2X7YXOQU5QiSEyee7IkiIFcFC6LRCr9eL4T8PF+2/bC9CZoaITac2ma0rvyhfdJzbUbz818vi6JWjImRmiJi3b54Qa5oKsWPc9YKR7wixSCNETpzQ6/Vi5s6ZImRmiHh8+eMiuyDbYnuNZZceW1rmWFpummj/ZXvx7OpnK9odJvl237ciZGaImL5teqnfvdc2viaazmwq9l+q2H/onot7RNevu4r2X7YX285us1dzbefo2/K5p5czv8pNkM/t6Fs2VV+kKxI7zu8QL6x9QYTMDBG9v+stNp/eXKovk7KTxMAFA0WXr7uIcynnrKr347CPRYvZLSr12wvkiPLnubHAceAoEGHY5wdsBc4YXn3Lq6cqtmpvQIlO80DmVRhv4pgX4GF4PwI4Y02dbm5uJh9i4hI5+UzdZnkyaQ5doU4c6HBAhBEmjo22PGn+t3DymZNip9dOoSvSmS1zsMtBcXTYUbtcLzsqW4QRJhJ+TxCpYakijDCRsinFLnUfH3dchPuEF0/crSVpdZIcN+UIIdZQmFYo4r6JE0cGHBFJ65LKLW+ckH+0/aNKX9tWdHqdePDPB0Wbz9uIC6kXhF6vF6N+HSUGzB8gCrVyAnp02FEReUdpQedC6gUx9rexxZMB47YocJEUjhzCxJUfr1i8dlx6nAiZGSL+OPKH5UamRso/pYvLhMiOle+jPytbbktfITZ0tun+hRBC5F6RdZ6YY/OpK6JWiJCZISLySllBUKfXiYWHForWn7cWHed2FGti1pgVlmzi0irZ3rM/ll9Wrxci9cj1ibsF8grzxEvrXxIhM0NEl6+7iB8P/ijyi/LNlk/KThKjfx0tOs8OEdpFjkJEvHT9oLZAiKVeQux7ovw2buouxN+Dyy2WU5Ajlv3WVBT+rogzCSZ+m/V6IVYEifzw+8V9i+8TITNDxOubXhfabUOFWNNMHhdSMH1ixROi1ZxW4lTSqfLbZyP5Rfni6ZVPi5CZIeKniJ/sXr8ppqyfIjrO7WjxeVUGoxDy1hbDhO/o23ICeOZ7ORYTw4UQQiw/vlyEzAwRXb/uKgq0BRbrfH3T66LdF+3EA38+ILp83UVkZ5wv+93OOG3Y92nxrj+O/iGazWomRv06SlzLvlam3jPJZ8QH2z8ofv7mmLt7rgiZGSKOXbXP//zSY0tFyMwQMWX9FKHTl/4vzSrIEgMWDBB9vusjMvIyrKpPr9eLxKxEMf/AfNF8VnMx9Meh4nyK7YtfdqMgXYil3kLsHG9d+b8HC7G2efH3zlYOxh0Ud/x8hwiZGSKeWPGEuJh2UWQXZIsxv44RrT9vLQ7HH7a6rhPXToiQmSHil0O/VKgtQtgkIATcsO8z4HXD+9eBT8urpyq2ajcxAlAUxQlYAfwhhFh543EhRKYQItvwfgPgpCiKdY4DJkj4NYFaDWpV2HdA46Sh1U+tUJwU/IbbFpryVsV3kC+6TB3Zh8wn3Cm4WFDpCEZGXJu7ggPkxOSQc0z6IlgyMbKFRm81QpuuJX6ebVE9ktck4+jjiHe/yue8cPJxot7z9egY1pGAOy0P5Yz8DN7a8hbN/Zszte/USl/bVjSKhs/u+ExGldgwlY2nNxKdGM2knpOKbTpbL2lN68WlXYca+zZm1YOriHwxkqjJUYQ9Gcaf9/+J/+3+FDoVsui5RTjcYzkxnNEkwmIEIyidCyHOED+9pP+BkTpDpRNrvo325SkyUpM1EYxuZGDIQBwUB7ae21q8L7cwlyXHljD619FM3z6d7g26s+mxTYwOHW2fGOT1R0NQPzj8UvmRgs79ABs7Qezv5Vbr4uTCnJFzWP3gatoGt+Wjfz5i8I+DWX58OVq9liuZV9hwagOf/PMJ9y25jwELBnA25Sy/97wLB6GFxvdfr8zBGeoMh/i/pN+AJbLPmvU/KImbsxsDu7+LkyL4ev1DpOamli6QGwf51/j+7CGOXj3K7BGz+WTYJzjUHyOvkXUakCZLM4bNwMPZg5f+esmuzov5Rfk8s/oZ/j73N9Nvn14cAvRmM77NeDILMm+anfW6E+vI1+ZL8yKAxG3gdxs0ug80zhAno8SMCh1FE98mPNjxwXLNX+5sdSc5RTnsvbSXJ7s+iXumIS+HMecFgFdzCOgFF34ptmf/X4f/MX/sfM6nnOeuP+7ibMpZcgpzWHp8KXcvupthPw/jtyO/MTp0NO8Nfs/s9R/t8ig+Lj58vvvzCveLkX/O/8ObW96kb+O+fDr8UzRK6emXh7MHX4z8gsTsRN79u2wclqyCLMLOhfHNvm+YumEq434fR8evOtLzu57M2DGDwc0Gs+LBFTTxu7mmpxY5M0+Glm5jXbZvGt0LWWekz1gF6FqvK2seWsObA97kwOUDDF84nHsX30v0tWjmjppLp7qdrK6rVWArQgNDq8vMaAzwi+H9L8DY6mjEjVS7gKDIf8MfgRNCiDlmytQ2lENRlG7IdlcocHVBQgGpm1MJfjC4UpGHPDt70jOuJ3WfrlvhOm4lfAb6AOb9EHS5OoqSi+wmIGicNbg2cyX3RC7Zkdk4BToV53GoLJ5dPPEb7sflTy+TuCTRKMFbROgEKetT8Bvhh8apar82H4Z9SHJOMjPvmGlbNBs7UsezDtOHTOfo1aNM3TCVEL8QxrS+PgF38nHC0dt8lAxXJ1ca+jSka72uDP5hMIGHA9nbbC+PrXjMbGSKbee28eaWNwn2CKZVYCvLDXT2Bicf6agctwa8WoFXi7Llag8FBCRsK/+mS5JyABRHadtvI76uvnSt15W/z/7NhdQLfBj2Ib2+78VbW95CIJh1xyx+HP8jwR62+weZRdFAj5+lo+D+J8xPwFMiIMKQX+HyCqurb1e7HQvvXshv9/xGkHsQ0zZPo+PcjvSd35cX1r3Ar0d+RavTcm/7e1l6/1JC847K5HJ+XUtXVO9OyE8ondn4RgrTZJ4CKwQEAP9GoxEoNNXFM2ntJAp116OKnT2zBIBD+Rp+u+c3xrYee70dUCo3Q4B7AJ8O/5STSSeZvWu2Vdcuj9zCXJ5Y+QS7YncxY9gMHuhoORa8PenVsBfBHsE3JZyjEIKlx5fSKrAV7YLbQVGW/M7UHizzlNQeIv0QhMDZwZmtj29lcu/y86z2aNCDQPdAfF19ebDTgzIyl8ZJRp8qSZOHpTN02vWwqAObDmTRfYvI1+Zz1x930ePbHryx+Q2y8rN4o/8b7H5mN5+P/Nzib6pnLU+e7vY0Oy7sICI+osL9k56XzrRN02gR0MJi5LkOdTowufdk1p1cx5/H/mRX7C5m7pzJXX/cRZevu/DkqieZs2sO+y/vx6uWF+PajOO9we+x6N5FfDP6GzycqzHcujYXTn4uhf4bn485GoyXv6vlRDOyhJODE090fYLNj29mcMhgTiad5MMhHzK46WCb6xrbeiyRCZGcTz1f4fZYgQC2KIpySFGUpw37goUQV0H65QJBN7MBVlPdKgygD7LDjiFtso4izYieBZ41lJkERCN9EPYBvayp25SJ0aU5l0QYYSI7xrJtokpZDnQ4II4MOmLyWPYJaRJ09berlbpGka5IxGfEi4NxB8WWwVvEpsabxLa228SR201f11b0er04dvWYmLlwpljRZIUII0xEdI8Q6bvTLZ6XFp4mwggTiX8m2qUd1vL32b9FyMwQMTt8dpVe1xxT1k8RITNDxNoTaytd167YXaLl7JbinkX3iNzC3OL9Or2uWLU/6tdRIj4j3roKjX4HixyFOPya6TI6rRDLfIXY+5htjf17cMVMkwz8ePDHYhOrlrNbisnrJouDcQftY05kidPfSfOLU9+UPZafLO36VzWUNv6LawlRmGXzJfR6vdh0apN4c/Ob4pdDv4jIK5GlTUcs2RrnJcljke+av0DyQXkPl1ZZ36gNHcW1NdK07Y3Nbwi9Xi/Wnlgrvv3eXxT9rojYpBNlz/mrvRBb+5fZ/faWt0XIzBCxK3aX9dc3QWZ+ppiwaIJoNquZWBW9qlJ1VZQZ/8wQzWc1F3N3zy31nasMBdoC8fqm10XIzBDx+5Hf5c649fKZXf1bfj77o/ycYr3Jh5E9F/eIfZf2yQ9b+wmxqZuJRqTJ8XvwhTKHLqVdEvcvuV9M2zhNRMRF2PydyynIEd2+6Sb+t+R/NrfdyKsbXhXNZzUXUQlR5ZbV6rTinkX3FP9etJjdQtz9x91idvhssefinnL9KqoMnVaaXqYcFiJ+gxAHJpYyJbOa7cOFWN24wmZGN2Ktb5QpErMSRbNZzcSs8FkVOh8owOADa9ieFmXnvHUNr0GGOW0/IP2GMmk3nlcdWxUGxjWNEGIXYHEpXwjxNWCXrCWJvybieZsn7qH2MVf5L+E7yJf4efHo8nVlos0UXKx4kjQhBIsjF/P9ge+5mnUVnZCRi8aL8Qy7NAydRsfW+lu5duYaQ5oNMWuCkZaXRmJ2Ir6uvvi6+pZapbmSeYW1J9ayOmY1Z1LO4OzgjP8r/oTsCGHC5glk9c7C/25/mn3aDNeQsmFgk1cnV7lJWXpeOm9teYtWga2Y1NOKLLpVwEdDPmJ06Gj6N+lf6bp6N+rNnJFzeHHdi7yw7gW+HfMt+dp8Xt34KlvPbmVs67F8NOQjXJysHFPujSFutXxvyrwIZMKe4MEyH4IQFjMiF6MrlKuhjSu+2jsqdBRh58Po3qA797a/l0B36yMhVYpmT8uV2yOvSvMq4yq8Xgd7HoC8qzBkF2izZdbThC1yVc8GFEVhWIthDGsxzHSBS8ukBqPR/WWPuQRIc5H49dD+fdPnZ52RryZyIJglsB+B5xYwsdu7fHNgAdeyrxF2PoyVdZ3Auy2NAkxopOqNgpgZUmPh7Fu8+80Bb7Lv8j6eWfUM93e4nydve9Kstic1N5UV0SvYc3EP+dp8CrQF8lVXQHpeOtmF2Xx555eMaDnC+nuxI892f5a4jDi+2PMFfx7/k2n9p3FnyzsrbNaWnpfOxLUT2Xd5HxN7TOT+DoZnnLANNLWk6Q/IvlU0ciz62aaF69nQYE6kL4KUg3JM34izj/zOX1wMnWZJ8zUDDXwasOjeiofndXN247kez/HB9g94eNnDvNjzRbrW71r+iQbCY8NZEb2C57o/V76pJDKvx9xRc1l6bCnt67Sna72uuDvXoPnK5dVw6EXIiy+rmaw3CoL62FZfo3th32Py2QZYH0LaHJaiFZVHkEcQvRv1ZlX0Kp7t9mxF+l0rhLA4OIQQVwyv1xRFWQV0AxIVRakjhLiqKEod4FqFbsDOVLuAUJVkH8sm+2g2zb6yTlX9X8ZoT5yel05GQQbp+ekUNCkgoCCAbUu3MeSh0hP1/EuGJGk2CggpuSm8uflN/j73N7fVv43RrUdT17MudTzr4OPmQ/r2dNDDlbpX+G7Nd7QJbsOUXlMYGDIQrV7LkStHCL8YTviFcKISoxBcNxfycPbAz9UPVydXTiefRiDoUq8LHwz5gJEtR+Lu7M7mQZv5ecjPNFjagDvW3kHSmiR8hvvg390fz66eeHTxwMnfiZQ1KfgO9sXRq+q+MtO3TyctL40fx/9Y9aHqzODm7MbAkIF2q29EyxGk56fzztZ3mLJ+CmdSzhCbFsvbA9/m0c6P2jZxcW8sX12CLPsK1BkKl5dD5knwDi2/3qubQZsl7forSKB7IL/dU/lEYzajKNDjR/irLex7FAbvkEJS1Afyvm77DvxvA71WToovr7ZZQCiXi4vBpx34mJkc1RsFR1+H3PiySZUAss7KV0shE28kqB+cnsuU0L6cTo1l69mtjG41ivb5v6EEmBkb9UZB9Ecyq3Lj/xXvdnVyZeFdC/l89+f8cvgXfj/6O3e3vZtnuj1Dfe/6CCE4FH+IRZGL2Hh6I4W6QloGtMTHxQcvFy+CHIOo5ViLWg61GB06mj6NbZxA2RFvF2++Gv0VD11+iA/CPmDK+in8duQ33h74Nu1rt7eprgtpF3hq5VPEZ8Yz645ZjGsz7vrBxO0yYZ+jYbHFJRAC+0k/hA4fVKzxaZEyTHFJ/4OSNHkYLi2FqxvNLxBUkIc6PoRWp2X+wfncu+ReejXsxeRek8sVFHIKc3hry1uE+IXwQs8XrL5esEcwL/SyvnyVEbsE9j4IPu1lEjTXOjLRoEttcK0Nbg3LraIM9ceC5hlpZmQHAaGyPNvtWR5a9hDTNk3jq1Ff2ccnzICiKO6ARgiRZXg/FJgOrAUeAWYYXtfY7aKV4D8lICT+lojiqBB0X80w76oJ6PQ6zqac5VTyKc6lnONc6jnOppzlYvrFUra7AC75LszVzGXLr1vY6L+R6bdPL5bW8y/mgwM417V+IhseG86rG18lIz+Dtwe+zSOdHynluJXZLZPDSJvS/5v0f/Rx6sPXe7/mqVVPEeIXQmJWIjlFOTgoDtJ2s9dkQvxCyMjPICUvhbS8NNLy0kjPS2d4i+GMaT2GRj6NSrVhZKuRjGg5gv1D9/Pb5t8I+DmA1vtak7nuul18rfq1KIgroP5U+8UlL48tZ7aw5sQaJveabNWq063M/zr8j7S8NObsmoOvqy+/TPjl+qqhLRgFhHqj5CTYHLWHyNerW6wTEC4ugloBMnPrrYhbfej6Fex9GE59Ad6tIWq6TDJlXI3VOMp+i18nV2o1dkqslHNR5p3o8LH5MnXvlALClb9Mrw5nn5X34FhWs2eWoL4AaJJ28cXILzh05RC9/OqgrPuyrB+EEf/bpHAZv76UgABQz7ses0bM4sVeLzL/4HyWRy3nz2N/MrzFcE4nn+ZMyhk8nD24t/293N/+floGtrS+rUIvHcmzTkPmqeuvBcmgLzRsRfJV0UCrl6HlFOu0X2bo1qAbqx9czfKo5czeNZvxv4+ndXBr/Fz98HHxwcfVB18XqYlt4N2Axr6Nqeddr3ihYt+lfTy/9nk0iobfJvxWeqKcnwTpkdD+w9IXbTBerjxnngIvG/rHiDEzuFErcSN1hsnnd/4XuwsIDhoHnrztSR7o+ACLIhcx/4AUFHo27MlLvV+iSz3TNvezwmdxJfMKS+5fUm3+Y3bj3M/SnymoL/RfD04VX6kvhbOPfHaXlkKnmXKMVyM9GvbgtX6vMWPHDL4/8D3Pdn/WntUHA6sMQocjsEgIsUlRlIPAUkVRnkCG+p9gz4tWFEVY4aB5q+Lu7i5ycmQEHL1Wz74G+/Ds5km7Ne2quWWVRwiBXugRCPKK8kjNSyU1N5XUvFRScuXkuJZjLXxdfIt/7I1JYKISo4i8GsnxhOMcTzxObpFMNKJRNDT0aUgzv2Y09W9KiG8Ifm5+eLl44V3LG28Xby4NuUTa+TRm3TuLwnaFfH7n53Ss05ETD50gfWc6PS+WP7Er0BYwK3wWPx36ieb+zfl85OeEBpWdqGmztezy3IXipNA3uy8aZw1FuiJWxaxiZfRKmvs3p0/jPvRs0BMvFy+79OuppFNyJTBiIwGxAXRP7063jG4E5QXRbnk7nANsX8kv0BYQmxbLtZxr0rbPoOUwvtcLPVqdliJ9EVq9Fq1Oy2fhnxHsEczKB1ZWfRbMakAIwZazW2gX3I66XhV0/I//C3bcCf3XlU6QZop1LaTJyoC/LJcryoaVQXK17LZ5FWtXTUAICB8HVzaBg6uM+jR0Dzi6XS9zeRWEj4dB26D2IPtcN+ZTOfkffd5skjOEgLVNwbsNDFhX9viW3jIKzu1hZY9ZYn2o1DoYn/GlZbDrHhgeYd6Jct/jsh/uumZRSErISuCHiB9YErmEZv7N+F/H/3Fnyztxc3aTzpppRyHQzES2JLGL4cAzUkNlxNFTTqBd68j71jiB4iTNZrLPQ2IY1B0BPRbalLTPHFkFWSw4uIDjCcfJyM8gLV8uqmQWlA4eoFE01POqR33v+kTERdDQpyELxi8os+jCxaWw+14YuhcCelzfn3MZ1jSEDp9Am9dtb+ju++FaOIyLM1/m8FQ4NRfGxoGrHZ3+byCvKK/YLDY5N5kxoWOY1n9aKdOziPgI7lt8Hw91eoj/G/x/N60tVcLpeRAxUS6u9Ftd+nfDHlz4Q2omhuySmqdqRgjBlL+m8NfJv/jxrh+tNqlVFCVXCFGD7MEqx39GQEjdnMqx4cdos7wNgXdVkf1vBSjUFZKUncTljMvEpsdyIfUCsemxXEy7yKWMSxTpitCXFxLQCpwdnGkd1Jr2tdvToU4HQgNDaezbuNxVjsz9mUTfE01BXAHht4ezZNASXhzwIre9ehsKCp12WrYvPXr1KG9ufpNTyad4qNNDvN7vdYs25nsb7cXRx5HbIm+r0H1WlOzCbNbGrOWPyD84mXQSD2cPRrQcwV1t76JL3S5m1Y7xGfHsvbyXM8lnOJcqNTJxGXE2PzN3J3eW/m9p+dF7VK6j18HVTXLyVN7q6sFJcP5nuDsVHCyMeeMf1+3httvW1jTyEmFDG2lONPwQeDYtfVybAysCoOlT0LVyGV0BKMyATV2k9mXYPstlI16EcwvgrpSyk4+VwVBvNHRfYNv1DzwrzZvuSpUapSPTpAZlQqb5Z355JYTfBQM3S1O0chBClP0tOPAsnP0eWr4kV0TNabOMK7IBPaUA6tlCCgYuwebHrxBw+hs4MhVq+UPP3+0nzN2AVq8lLS+NyxmXuZh2kYvpcotNi6WBdwM+HPKh6YWZA89C7CL53dLcYKSwyWBCMvyA7Q1a01iGTe27zHyZjJPwV2jFhRAbyS3M5bsD37Hg4AKcNE5M7DmRx7o8hhCCUb+OIq8oj02PbapZPgS2cmKOHG/1RkGfpeBgn0iFpSjKkgsx9vrtsQO5hblMWDyBK5lXWPXgKquy2qsCwi1ESQEh5oEYUjek0iuhF5pa1avCyi/K50TSCaISoziVfIqErAQSsxNJzE4kJbd09FZnB2ca+TSisW9jGno3xMXJBY2iQaNoUFBQFIVajrXwc/XDz80Pf1d//N388XH1oVBXeN3MJj+dtLw0tHotbYLa0DKwZYXt2rWZWs69co6rC66SWT+TuePmMnnJZAL6B9BzmWkNQlZBFrPDZ/P70d8J9gjmwyEfMrBp+bbs8d/G4+DhQO2HaleorZVFCMHhK4dZHLmYzWc2k1uUSyOfRoxvM55xrcfh7erNgcsHCI8NZ9fFXcXh0ZwdnGni24Sm/k1p6teUEL8Q6nrWRVGU4gmF8fk5KA44ahzl5uCIk8YJbxfvSjlbqZRD3FrYOab81fJ/RkJ6FIy5UO2qb7uQeUpOMr3NCJ47xsg8EWMuVsqEBb1WanMStsGgLRBcznf96lYIG3pd+1OYAUnhcrX85Bzo+Cm0fs22NsQuko7Yww9Lx9htg6EoE4YfNH+OLh/WhsgwuYMrkC8gLxHWNJKT/NxL0r661x9lhZ4z38PBZyu+IpsWKVfpM09Dmzeg3ftlJ+PVxdrmsv9MaYOiZ0DkGzDmErg3sL7OvKuwqi50mg2hL1su+/cAyL0Mo85U2Xf2UvolPgr7iL/P/U0T3ya0DmrNX6f+YuHdC+nbuG+VtOGmYHxeDSdIYfRm+sKF3wVJe6T2x5KJaBVyOf0yY38fS6B7ICseWFGuoKcKCLcQRgFBm6llT+091H6kNi2+NREbvQLo9DpS81LJKsgiuyCb7KJscgpzyCnMIa8oD51eh07opPmIXotOr+NC2gWiEqM4k3ymOFKPt4s39bzqEewRTJBHELU9ahPsEUw9r3o08W1Cbc/aONSQL8uNpG5O5dSTp8i/ko8Qgg0DN3Di4RPc1eYuRoeOJsBdJgDbfGYz7297n2vZ13io00O83OflW3Lym1OYw6bTm1gZvZJ9l+WKqKPGEa1ei6ujK90bdKdP4z70btSbpn5Na+xzU0GaDq1pKFdvzZkZ5SfBqjoQ+gp0nFG17asuzv0M+x+XGga/zhWrQwiZW+HMPOg2H5o9Vf45ugKpvfBsJuOipx2WtvkaZ2lz3u1703ktLGE0aen8BbR8AZb7yUhK3b61fN7JL2SCudt3FvsyWE3kO9LR+c4T0gn80BTp89B/rXTiBDj5JRyeAnVHQt/lFV+R1eZIzcv5nyB4EAzcUv0Tq5xLUkDq/Dm0mlL2eOZpWN8SusyVz8RajJqdG82WTBG7GPb8z2otkD3ZcWEHH2z/gAtpF7irzV18dsdnVXp9u5K4A7YNkInuev528wVQo2na4H8guPJR8uzFrthdPLbiMYY1H1au07IqINxCuLu7ixPxJ9j/+X4CpwfSaU8nvHtalwVXCMHVrKvEXIvhRNIJLqZdJDk3maScJJJzkknNS7XZbMTP1Y82wW1oG9yWdrXb0S64HXU869jVS76q0WZoOfvyWRJ+SiDlkxT+qP8HkQmROCgO9G/SH0VR2HZuG60CW/HR0I/oWKdjdTfZLsRlxLHmxBryivLo3ag3net2vvWd0P5rxHwGR6fB7Ttk1JsbOfMtHHwe7ogEX9sivNyy5CfBqtrQ5i1oP71idZyaC4cmS8Gq00zrz9v7qDQJCugBQQOk1sG/u23OyTeyJkRqDzrMgPUtoPsP0PQJy+doc6UWwacdDNpquWxJjEJnUH/oZ0hGFrdW2s67BEL/v6Qj9tFpUH8c9F5inxXZ099Igcyae7vZnF8oQ1aOOCb7zxR/tYVagbb5lBx+BU5/Zdk8zIiuAFbXl9/pvtYn/7MXhbpCws6H0bdRX+mTciuizYENht+8EcfAsQrmvNocqSXy7y6Fuxo0L5p/YD6f7vyUlgEtaeLbhPre9Wng3YD63vVxdXJl36V9hF8MZ8UDK1QB4VbB3d1dfL/re7ImZOGX4cfGeRsZ03oMQ5sPLaUq0ul1nE89T1RiFNHXoom5FsPJpJNk5GcA0hSktmdtgtyDCHQPJMA9QL66BeDl4oW7szvuTu541PLA3dkdV0dXHDWOaBQNDhoHuSkOuDi63NLCgCUK4gtwruuMoiicTTnLyuiVrI5ZTUZ+Bi/2epHHuzz+n3C2VbmF0ObCuuYy+tGQXWX/kLb2lTHxRxyvUX9WN52/+xvu+5jt58b/BTtHG+yVV9i2oi300jTJnmYMex+Vk/IuX0pzozuOgm+H8s87MRuOvAJDdlvnbAzXBaMheyCwhKll6iH4504oSpcmTI3ug56/2i9SlBCwtY+M9jTqjMxcXF3seUhqTsYnmDfviXwHYj6GcQnWO1lv6Q0I6VhvDUdelVl9x16Wzt4qthExGU7PrfrV/FNfw6EXoNciaGwib0pFiV0E2Reg9bQKaUKEEMw/MJ99l/cRlxlHXEZcqSiPCgrta7dn1UOrVAHhVsHd3V2kxKSwr/E+4p+IZ363+cRlxuHq6MrtzW7Hz82PqMQoTlw7URzJx8XRhVaBrQgNCiU0MJTQoFBaBrS8tZ2MqgmdXodWr1VX1lVqLmfnyygy/dZC/VHX9+dclE6RHT6CNm9WW/OqhZOfw+GXYdTZso7Mlkg7Blt7y+hQQ8KrZtWxPM79JB2B6wyHa//IFWhrJubaHFjTRJpZDdxUfnm9FtY1k+FYh+wqezznIuy6TwonXb+xvylQSgRsvg1CX4VO1WTWIoRcuQ/sC32WmC+XegQ2dZZhdmsPBrcGst/c6ps2t9IVwDJvaDEJOs+yri2ZZ6TGqCLf35yL4OQDztZZG/zruLZTLhK0mCTDI1cleh1s6Sn9d+48USphYYVJPSTr1BdB7aFybFayXr3Qcy37GnEZcWQWZNKpbid8XX1VE6NbCXd3d3Hq41OcnXKW7ue749LYhUNXDrEmZg1/nfqLQm0hrYNb0za4bfGm2o6rqPyH0BfBX21k1tc7jl6fuFkTnvPfSvZ5GXbUGodQIzmXpXAgdDDsgOmEZ9VB1lmpJQLw7wHD9lp/rtEEbeg+MJdczYjR7r3fmkol1KsU+x6T2bBHRIOXDVmn7YUxglB5fidGjUeyCW2AW32pYWn61HWfk+R9coLXZzk0vMv69mwbLMfy6HPWOyunH4ctvaRWcdi+miHkViXaXGlaJPRSg+jkUfVtSDsKm7pC0yeh23eVq0ubK4XRomwpPB99VT7bfmusy4FjI6qAcAvh7u4usrOzyY7MxrNjaadYnV46CavCgIrKfxyjc1zPX6HJQ3Lfhg7g4GbbhPLfxIYO4OQNQ3ZaLieEnJRGvABCK/05KurcfDMQAlbXk1FwbF0RLcqGtU3Av5vlfBlCyHCuujwYGV190a7yrsr8HsGDoH81JGI1+kJYq3nS5sjs2bmXITdOvqYekonqhFb6cjR7Wjo+R74BY+PBzYYcKcbv9YCNUHd4+eXzk2BzN5mToiBVOrT3+v2/ZV546GU49TkMDoPgAdXXjsOvwMnZtpn4meLAczLk8KC/ZbS6pN0y14suH3othnoj7Ndm/n0Cwr8gbp9lFEUpIxwAxb4BKioq/3Ea3g2+neHYu9KcIT0K0o+Vyab7n6L+WEjeDfnXzJfJvyYjy+x9CHzawB1HapZwAHJyF2SwoTaXQdkcTh7Qaipc2QApFkKjJm6XoWFDX6neULiudaRzefxaSPi76q+fuF0m4PMIsa68o7vUEtQeDCGPQNu3pXP32Msyj0HuZek3EvkGuDW0TTgAOYZdguQEsTx0hXIs5ydA/w3Q/gOZQf30N7Zd01aEkKGHtTk39zpG9FpI2C41JYZF0mKSdss8Ic0nVq9wANDuPfnMDzwjtbwVIW4dnP0OQqdeD2Ud2BuGHQSPpjIMc8xM+QxUTPKvFxBUVFRULKJooOMnkBMrfRIuLpb7Gt5T3S2rPhqMk2YG8etNH7+8UppmXfkLOn4Gg3fIEKU1kWDD5MC/HDMhU7SYCM5+EPWB+TIxn4FLbWj8YMXaZ09aTQH3JjK8ql5bddfNT5Y5K4IHV37F3bW2THI26oxc+W38gDQPsRUHZwh5DOLXQe4V8+WEkFmCk8Kh+08Q0E3mlqg3Soa7TbLSMdpadAVwZTMcnCijXq1vBetaSo3HzZqsFqbJyfDaprB9sDQjWu4D2wbB0Tfh8mppoubeqGaEdHbygK5fQ0aUDBhgK3kJ0vfItyO0/7D0MfeG0k+o4QQ4+prMrl6Ybo9W/+uoESZGiqIMB74EHIAfhBAzbjiuGI6PAHKBR4UQh8urt2SiNBUVFRWzCCH/ODOiQeMiEz0N2lzdrao+hJDmNc7+ciVWlytNaLS50oHw6mapden5q9Qe1GT0WkiNKD9+vjmiPoJjb5vODZEWCRs7VlnmXqu4vEqaUXT9Blo8f3OvJfRw7gc4+gYUZcjwlLUH39xr2kLWOek83m46tHvHdBlj9Kk2b0GHEpPJwnSD6Vi+TLbnGlzxdgi9jPB14VeZ7V2bLU0Y6wyTAuz5n6QWqvbtcmLs1bLi1ypJ5il5f+cXyu9w0AA5JnQF0rcjZb+0+RcGYbK8xJFVTfhdUoM3Mtp6zZQQ8M8IGZRg+CHwbm2+3IlZEPmmdJTv8yf431ap5v7bTIyqXUBQFMUBOA0MAeKAg8D9QoiYEmVGAC8gBYTuwJdCiHKXg1QBQUVFxWqS98MWwySyx0Jp9vBfJvIdiDZMmDROckLj4CpNQ5o8JKPD2CtUZ02mMENGtHKrKydYLsHXtwsLZbbosZfB2ad622nEKOymRcLImMpNbC2RekjmCUk5IHMOdP0GfNrenGtVhu1D5ER59IWy0aOuboF/7oB6o2XOhBtNxNIi5W+Cfw+ZE8PWEJnaXLjwi4wMlnVGjpn6Y+T1ag++HrVJr5PmMJFvyYl8q1eg7Vvyuyb00gSpKFNuunw5oddr5avQygl/XrwMFpB7WQrxuZflfWucpRam5YtyRb1MG/NkYkJ9YfkZz6ua3HhYHyodiv17QEEyFCQZXpOlds+vM/h1kQsWvh1k5LJDL0hBq8XE8q+RtBd23wf5V2XG9pZTKqwFUwUEezdAUXoC7wkhhhk+vwEghPikRJnvgX+EEIsNn08BA4QQVy3VrQoIKioqNrFzvCGO+9XqjSdfExBCTkwcXG5+FtWaTuwiaWaUnyjNNUrS6mXoXAEziJtJ2jHY1ElOLt3qg2dLuSrt1VJGcVE08hiixKtxLnDDnEDjJCeZGmf5XnGC2N/gzHfSxr/TLDkBranOvJeWw64JMnN1rQDD/Rju48Iv0qxmyG7zEXvO/wr7HoGWL0k/E42zNF/S1DLUY+hLobv+WpAifR/OfAuFqdL/pdVUGYXJklCdlyjNXi78Co6esk+LsijzTMyiSF8UtwZy8+skowG5BNnaazWHM9/DwWfl73GtQPkMjVt+ghRUC5JlWUUDKFIz03+99WOyMA32PQ5xq6HundBzIdTyt+5cIeT5+YkoPq1VAcGuDVCUu4HhQognDZ8fAroLISaVKLMemCGE2GX4vA2YJoSIsFS3KiCoqKjYRFGmjKhiTi2toqIrlKuY+Yly8hfQu3LZnm8Wyfuk43DGScg6JVeTizLsU7eikc6s7afXHM2JOfRFsGOUNDcSRXKlXG94da0HAzdKIcESB5+Xk32bUKS2oNVU6RxriwB1LRxif5caOycvw+YthQZHN1AcQXGQgrviKIUW1zrgWte+iQZrCnqd+dwhQsjf7LTDkHpYak86zLBdcyYEnP5aJkgUWiy66CoKYNiEVgqFgPIA/yoBoSYsC5n61twotVhTRhZUlKeBp0t8zq140/6zOAJV6OH2r0Htt+pD7fuKofbbzedf2Md64CvDdtOogn7LBBrfpLoFsNqw3XLc4mN2oR3q0FfkpBq4UlBxaoKAEAc0KPG5PnBjyAFrygAghJgPzAdQFCVCCGFjbDsVtd8qhtpv1Yfa9xVD7bebj9rHFUPtt+pD7fuKoSiKRauWW42aEOb0INBcUZQmiqI4A/cBa28osxZ4WJH0ADLK8z9QUVFRUVFRUVFRUbGdatcgCCG0iqJMAjYjw5z+JISIVhTlWcPx74ANyAhGZ5FhTh+rrvaqqKioqKioqKio/JupdgEBQAixASkElNz3XYn3ArAiXlUZ5leyaf9V1H6rGGq/VR9q31cMtd9uPmofVwy136oPte8rxr+q36o9ipGKioqKioqKioqKSs2hJvggqKioqKioqKioqKjUEKpMQFAUpYGiKGGKopxQFCVaUZTJhv1+iqJsVRTljOHV17Df31A+W1GUr0vU46koytESW7KiKF+YuWYXRVGOK4pyVlGUuYoiAxErivKyoigxiqIcUxRlm6IoJoMgK4rST1GUw4qiaA35Gkoe05Vow41O1XajhvXbs4b9RxVF2aUoislg8Yqi1FIU5U/D+fsVRWlc4tgmRVHSDbktbhq3aL9V+3izBzWp70scv1tRFKEoisnIHOqYrXC/3XJjtib1s6IojyqKklSijifNnK+Oz4r12y03Pk1Rk/recOweRc6hohVFWWTmfHXMVqzfas6YFUJUyQbUATob3nsCp4HWwGfA64b9rwOfGt67A32AZ4GvLdR7COhn5tgBoCcyj8JG4A7D/oGAm+H9c8CfZs5vDLQHfgXuvuFY9n+w37xKlBkNbDJz/vPAd4b395XsX2AwMApYr/ZbzRtv/7a+L9GGncA+oKs6Zu3ab7fcmK1J/Qw8aqlOdXxWut9uufF5C/R9c+AI4Gv4HKSOWbv2W40Zs1WmQRBCXBVCHDa8zwJOAPWAMcAvhmK/AGMNZXKEzJycb65ORVGaA0FAuIljdZATs71C9uyvJeoOE0IYE6jtQ+ZVMNXmWCHEMSqYMcMe1LB+yyxR1B3z+d9Ltm05MNgoRQshtgFZFm/aDtyK/VYTxps9qEl9b+AD5B+C2fpRx2yF+u1WHLM1sJ+tQR2fFei3W3F8mqKG9f1TwDdCiDTDta6ZuYQ6ZivQbzVpzFaLD4JB1dQJ2A8EC0NOA8NrkA1V3Y+USk1NuOohE6wZiTPsu5EnkFKerbgoihKhKMo+RVHGVuB8m6kJ/aYoykRFUc4hJw4vmqm/HnDZ0DYtkAH429A+u3IL9Zslqny82YPq7ntFUToBDYQQ5amy1TFbsX6zRI0fs9XdzwbuUqS563JFURpgGnV8VqzfLFHjx6cpakDftwBaKIqy29B3w83Ur47ZivWbJap0zFa5gKAoigewAphyw8pqRbgPWGzuUib2lXqgiqI8CHQFZlbg2g2FzDT4P+ALRVGaVqAOq6kp/SaE+EYI0RSYBrxdkTqqklus3yxRpePNHlR33yuKogE+B6ZaUb86ZiW29pslavSYre5+NryuAxoLIdoDf3N9VdOWOqqUW6zfLFGjx6cpakjfOyLNZQYgJ8s/KIriY2MdVcot1m+WqNIxW6UCgqIoTsiH9IcQYqVhd6JBLWNUz5hTV91YVwfAUQhxyPDZoYTzxnSk5FbSdKg+cKXE+bcDbwGjhRAFhn0fGeso7/pCiCuG1/PAP0jJ9KZQk/qtBEswqM5M9Fsc0MBwzBHwBlKtvF27cQv2m1mqcrzZgxrS955AW+AfRVFigR7AWkVRuqpj1m79ZpaaPGZrSD8jhEgx/v8AC4AuhjrU8WmffjNLTR6fpqgpfW84tkYIUSSEuACcApqrY9Zu/WaWqh6zVRnFSAF+BE4IIeaUOLQWeMTw/hFgjZVV3k8JKU4IoRNCdDRs7xrURlmKovQwXPthY92KVJ9/jxQOrpWo4y1jHeXci6+iKLUM7wOA3kCMle22iRrWb81L1DMSOGOo48Z+K9m2u4HtZtRxN41btN/M3UuVjTd7UFP6XgiRIYQIEEI0FkI0RvobjRZCRKhj1m79Zu5eauyYrSn9bGhLnRL1jEbaSKu/qfbrN3P3UmPHpylqUt8Dq4GBhnYFIE1nzqtj1m79Zu5eqn7MiiryhkZ6hgvgGHDUsI1A2qRtQ06atgF+Jc6JRUqc2Ujpq3WJY+eBVuVcsysQBZwDvobixHB/A4kl2rHWzPm3Ga6bA6QA0Yb9vYDjQKTh9Yn/SL99CUQb2hAGtDFzvguwDDiL9OgPKXEsHEgC8gxtG6b2W80Zb/+2vr+hzD+Yj8ajjtmK9dstN2ZrUj8DnyB/GyKRvw0m61HHZ4X77ZYbn7dA3yvAHOTk9Dhwnzpm7dpvNWbMqpmUVVRUVFRUVFRUVFSKUTMpq6ioqKioqKioqKgUowoIKioqKioqKioqKirFqAKCioqKioqKioqKikoxqoCgoqKioqKioqKiolKMKiCoqKioqKioqKioqBSjCggqKioqKioqKioqKsWoAoKKioqKioqKioqKSjGqgKCioqKioqKioqKiUsz/A9uKLXau0DrEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot phytoplankton on top:\n",
    "fig,ax1=plt.subplots(1,1,figsize=(12,3))\n",
    "p1=ax1.plot(bio_time,sphyto,\n",
    "           '-',color='forestgreen',label='Phytoplankton')\n",
    "p2=ax1.plot(bio_time,sno3,\n",
    "           '-',color='orange',label='Nitrate')\n",
    "ax1.set_ylabel('Concentration ($\\mu$M N)')\n",
    "ax1.set_ylim(0,18)\n",
    "\n",
    "ax2=ax1.twinx()\n",
    "p3=ax2.plot(ttday,solardaily,'m-',label='Solar Radiation')\n",
    "ax2.set_xlim(start,end)\n",
    "ax2.set_title('Daily Average Solar Radiation and Surface Phytoplankton at Station S3')\n",
    "ax2.set_ylabel('W/$\\mathregular{m^2}$')\n",
    "ax1.legend(handles=[p1[0],p2[0],p3[0]],loc='upper center')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (py39)",
   "language": "python",
   "name": "py39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}