{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import formatplot\n",
    "from netCDF4 import Dataset, num2date, date2num\n",
    "from pandas.tseries.offsets import DateOffset\n",
    "import json\n",
    "from scipy.optimize import minimize\n",
    "from scipy.stats import pearsonr\n",
    "import scipy.stats as stat\n",
    "import os\n",
    "from scipy.stats.kde import gaussian_kde\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "from matplotlib.patches import Polygon\n",
    "from matplotlib.collections import PatchCollection\n",
    "import glob, sys, pickle\n",
    "%matplotlib inline\n",
    "formatplot.myformat(\"neat\")\n",
    "root=\"\"\n",
    "#root=\"/work/orange/\"\n",
    "import functions_rainfall3 as fun\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def trendpyramid(_ts, _how=\"analytical\", _minwindow=10):\n",
    "    # _ts is a time series of annual values\n",
    "    # minwindow - is the minimum window (number of years) for which trends are calculated\n",
    "    from scipy.stats import mstats, kendalltau\n",
    "    from arch.bootstrap import StationaryBootstrap, IIDBootstrap\n",
    "    from statsmodels.distributions.empirical_distribution import ECDF\n",
    "    _nboot=100\n",
    "    _nts=len(_ts)\n",
    "    _nlevels=_nts-_minwindow+1 # number of \"levels\"  \n",
    "    _slope=np.zeros([_nlevels, _nts])\n",
    "    _slope[:]=np.nan\n",
    "    _pval=np.zeros([_nlevels, _nts])\n",
    "    _pval[:]=np.nan\n",
    "    for _window in range(_minwindow, _nts+1):\n",
    "#        print _window\n",
    "        _first=_window/2\n",
    "        _last=_nts-_first\n",
    "        bs=StationaryBootstrap(3, np.array(range(_window)))\n",
    "        for _block in range(_first, _last):\n",
    "            _x0=_block-_window/2\n",
    "            _x1=_x0+_window\n",
    "            _subts=_ts[_x0:_x1]\n",
    "            x_var=np.arange(_window)\n",
    "            if _how==\"analytical\":\n",
    "                _trend,intercept,CI_low,CI_high=mstats.theilslopes(_subts, x_var, alpha=0.95)\n",
    "                _tau,_pvalue=kendalltau(x_var, _subts)\n",
    "            else:\n",
    "                bs_slopes=[]\n",
    "                for data in bs.bootstrap(_nboot):\n",
    "                    ind=data[0][0]\n",
    "                    res=mstats.theilslopes(_subts[ind], x_var[ind], alpha=0.95)\n",
    "                    bs_slopes=bs_slopes+[res[0]]\n",
    "                _trend=np.median(bs_slopes)\n",
    "                ecdf=ECDF(bs_slopes)\n",
    "                _pvalue=ecdf(0)\n",
    "                #this makes sure we are calculating p-value on the correct side of the distribution. That will be one-sided pvalue\n",
    "                if _pvalue>0.5:\n",
    "                    _pvalue=1-_pvalue\n",
    "            _slope[_window-_minwindow,_block]=_trend\n",
    "            _pval[_window-_minwindow,_block]=_pvalue\n",
    "    return [_slope, _pval]\n",
    "\n",
    "\n",
    "\n",
    "def plotpyramid(_slope, _pval, plotparams):\n",
    "    _aslope=np.empty((110,119))\n",
    "    _apval=np.empty((110,119))\n",
    "    _aslope[:]=np.nan\n",
    "    _apval[:]=np.nan\n",
    "    a,b=_slope.shape\n",
    "    _aslope[0:a:,-b:]=_slope\n",
    "    _apval[0:a:,-b:]=_pval\n",
    "    fy,ly,vmin,vmax, _dset, fname=plotparams\n",
    "    ny=ly-fy+1\n",
    "    fig=plt.figure(figsize=(8,5))\n",
    "    pl=plt.subplot(1,1,1)\n",
    "    ax=pl.imshow(_aslope*10, interpolation=\"nearest\", cmap=plt.cm.bwr_r, vmin=vmin, vmax=vmax)\n",
    "    #m.colorbar()\n",
    "    pl.contourf(_apval<0.05, 1, hatches=['', '///'], alpha=0)\n",
    "    pl.set_xticks(range(5,ny,10))\n",
    "    pl.set_xticklabels(range(fy+5,ly,10), rotation=75)\n",
    "    pl.set_yticks(range(0,ny-10,10))\n",
    "    pl.set_yticklabels(range(10,ny, 10))\n",
    "    pl.set_aspect(0.75)\n",
    "    pl.invert_yaxis()\n",
    "    pl.set_xlabel(\"centered on year\")\n",
    "    pl.set_ylabel(\"window width [years]\")\n",
    "    plt.colorbar(ax, fraction=0.15, shrink=0.4)\n",
    "    plt.title(\"rainfall trend [mm/decade] in \"+_dset)\n",
    "    fig.subplots_adjust(left=0.15, right=1.05, top=0.9, bottom=0.15, hspace=0.05, wspace=0.3)\n",
    "    plt.savefig(fname)\n",
    "    plt.show()\n",
    "    \n",
    "def plotmap(_lats,_lons, _lonlatrange, title, color=\"blue\", edgecolor=\"blue\", cmap=plt.cm.RdYlBu_r, msize=4):\n",
    "    _lnmin,_lnmax,_ltmin,_ltmax=_lonlatrange\n",
    "    m=Basemap(projection='merc',resolution='i', lat_0=(_ltmin+_ltmax)/2,lon_0=(_lnmin+lnmax)/2, llcrnrlat=_ltmin-1,urcrnrlat=_ltmax+1, llcrnrlon=_lnmin-1, urcrnrlon=_lnmax+1,epsg = 4269)\n",
    "    m.drawmapboundary(fill_color='white', color=\"gray\")\n",
    "\n",
    "#    m.shadedrelief()\n",
    "    m.fillcontinents(color='0.8', lake_color='white', zorder=0)\n",
    "    m.readshapefile(root+\"/work/data/gis/southafrica/bigsix2d\", \"dams\")\n",
    "    patches   = []\n",
    "    for info, shape in zip(m.dams_info, m.dams):\n",
    "#        if info['nombre'] == 'Selva':\n",
    "            patches.append( Polygon(np.array(shape), True) )\n",
    "    pl.add_collection(PatchCollection(patches, facecolor= 'deepskyblue', edgecolor='deepskyblue', linewidths=1., zorder=2))\n",
    "    m.scatter(_lons,_lats, color=color, edgecolors=edgecolor, latlon=True, linewidth=3, s=msize, zorder=5, alpha=0.5)\n",
    "    m.arcgisimage(service = 'World_Shaded_Relief', xpixels = 500, verbose= False)    \n",
    "    return m\n",
    "\n",
    "def plotmapgrid(data, vmin, vmax, alat, alon, _lonlatrange, title, cmap=plt.cm.YlGn,ax=None):\n",
    "    _lnmin,_lnmax,_ltmin,_ltmax=_lonlatrange\n",
    "    m=Basemap(projection='merc',resolution='i', lat_0=(_ltmin+_ltmax)/2,lon_0=(_lnmin+lnmax)/2, llcrnrlat=_ltmin-1,urcrnrlat=_ltmax+1, llcrnrlon=_lnmin-1, urcrnrlon=_lnmax+1,epsg = 4269)\n",
    "    alons, alats = np.meshgrid(alon,alat)\n",
    "    # resolution c, l, i, h, f in that order\n",
    "    m.drawmapboundary(fill_color='white')\n",
    "    m.fillcontinents(color='0.8', lake_color='white', zorder=0)\n",
    "    m.drawcoastlines(color='0.6', linewidth=0.5)\n",
    "    m.drawcountries(color='0.6', linewidth=1)\n",
    "    m.drawparallels(np.arange(-40.,0.,5.), labels=[1,0,0,1], dashes=[1,1], linewidth=0.25, color='0.5')\n",
    "    m.drawmeridians(np.arange(10, 50., 10.), labels=[1,0,0,1], dashes=[1,1], linewidth=0.25, color='0.5')\n",
    "    \n",
    "    madata=np.ma.masked_where(np.isnan(data), data)\n",
    "    m.pcolormesh(alons, alats, madata, shading=\"flat\", cmap=cmap, latlon=True, vmin=vmin, vmax=vmax, alpha=0.6)\n",
    "\n",
    "#    m.bluemarble()\n",
    "#    m.shadedrelief()\n",
    "#    cbar = m.colorbar()\n",
    "#    cbar.solids.set_edgecolor(\"face\")\n",
    "#    cbar.set_ticks([vmin,vmax])\n",
    "    plt.title(title, fontsize=12)\n",
    "    return m\n",
    "#    plt.show()\n",
    "#    plt.close()\n",
    "\n",
    "def plotpyramid2(_pl, _slope, _pval, plotparams):\n",
    "    fy,ly=1900,2018\n",
    "    vmin,vmax=plotparams\n",
    "    ny=ly-fy+1\n",
    "    empty=np.empty([110,119])\n",
    "    empty[:]=np.nan\n",
    "    xx,yy=slope.shape\n",
    "    empty[-xx:,-yy:]=np.flipud(slope*10)\n",
    "    ax=_pl.imshow(empty, interpolation=\"nearest\", cmap=plt.cm.bwr_r, vmin=vmin, vmax=vmax)\n",
    "    #m.colorbar()\n",
    "    empty=np.empty([110,119])\n",
    "    empty[:]=np.nan\n",
    "    empty[-xx:,-yy:]=np.flipud(_pval)\n",
    "    _pl.contourf(empty<0.05, 1, hatches=['', '///'], alpha=0)\n",
    "    _pl.set_xticks(range(5,ny,10))\n",
    "    _pl.set_yticks(range(ny-10,0,-10))\n",
    "    _pl.set_yticklabels([])\n",
    "    _pl.set_xticklabels(range(1900+5,2018,10), rotation=75)\n",
    "\n",
    "    _pl.set_aspect(0.65)\n",
    "    _pl.plot([119-8,119-xx/2-7],[109,119-yy+3], lw=2, color=\"black\")\n",
    "    plt.grid(alpha=0.4)\n",
    "\n",
    "#    plt.title(\"rainfall trend [mm/decade]\")\n",
    "#    plt.savefig(\"../figures_trend/pyramid_\"+suffix+\".jpg\")\n",
    "#    plt.show()\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "regs=[\"North\", \"South-West\", \"South-East\"]\n",
    "regdefs={\"South-East\":(19.4,20.4,-34.8,-33.7), \"North\":(17.9,20.2,-32.3,-31.1), \"South-West\":(17.9,19.4,-34.8,-32.3)}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "North (17.9, 20.2, -32.3, -31.1)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "South-West (17.9, 19.4, -34.8, -32.3)\n",
      "South-East (19.4, 20.4, -34.8, -33.7)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x252 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dset=\"cru\"\n",
    "ncdata=Dataset(root+\"/work/projects/capetowndrought/elsewhere/cru_ts4.01.1901.2016.pre.dat_wcp.nc\")\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "\n",
    "fig=plt.figure(figsize=(15,3.5))\n",
    "\n",
    "i=0\n",
    "pyramidata={}\n",
    "for reg in regs:\n",
    "    i=i+1\n",
    "    pl=plt.subplot(1,3,i)\n",
    "    print reg, regdefs[reg]\n",
    "    lnmin,lnmax,ltmin,ltmax=regdefs[reg]\n",
    "\n",
    "    sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "    sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "    pr=ncdata.variables['pre'][:]\n",
    "    stn=ncdata.variables['stn'][:]\n",
    "    pr=pr[:,sellats,:]\n",
    "    pr=pr[:,:,sellons]\n",
    "\n",
    "\n",
    "    time=ncdata.variables['time']\n",
    "    cal=time.calendar\n",
    "    units=time.units\n",
    "    times=time[:]\n",
    "    nts=len(times)\n",
    "    #dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\n",
    "    dates=num2date(times, units, cal)\n",
    "    prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "    pr_year=prpd.resample(\"A\").sum()\n",
    "#    pr_yearstd=(pr_year-pr_year.mean())/pr_year.std()*100\n",
    "    pr_yearstd=(pr_year)/pr_year.mean()*100\n",
    "\n",
    "    yvar=pr_yearstd.mean(1).values.flatten()\n",
    "    slope,pval=trendpyramid(yvar, \"analytical\")\n",
    "    pyramidata[reg]=[slope,pval]\n",
    "\n",
    "    plotpyramid2(pl, slope, pval,plotparams=[-2,2])\n",
    "    pl.set_title(regs[i-1])\n",
    "    if i==1:\n",
    "        pl.set_yticklabels(range(10,119,10))\n",
    "        pl.set_xlabel(\"centered on year\")\n",
    "        pl.set_ylabel(\"window width [years]\")\n",
    "plt.suptitle(\"CRU 4.01\", y=0.93)\n",
    "import pickle\n",
    "with open(\"./data/pyramid_\"+dset+\".pkl\", \"w\") as pklfile:\n",
    "    pickle.dump(pyramidata, pklfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "164\n",
      "['1854', '0.73', '0.44', '0.81', '0.27', '0.18', '-0.19', '-1.05', '-1.37', '-0.40', '-0.01', '0.39', '0.65']\n",
      "['2016', '0.81', '0.48', '0.12', '-0.07', '-0.31', '0.11', '0.17', '0.20', '-0.20', '-0.03', '0.29', '0.52']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'SAOD trends')"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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eeDMOHz6Mvn1vRk6O9FOSbXE2tqxMcIhSZQUnNqQv0pmgyLylKVPFKZ3lSme0K0sMW2mGQC4KUvP4czdv/h2ZmZnIzy+2ETod8YyJMfDuu1PQvPnZWLduDe6/fzAMwwyz7JVgcHQQgXCIkoOIQ9OmZ6N27TNDnsFHQ0pKCj74YDaSkpIwa9YMvP326+XcQgflCYcoVTKkJSUhLSnJvvyT+KZmjYyJAWJjxc8qCyAq9FPFKR2no1MW02PoPv4rTdGts+gRk0dlO3f+iW3btiIhwR3m+6T+z7m1Fi1aYuJE4eU9atQIzJ//vzAuTHBiadbPQaTCIUoOIgqHDmWhYcOzjuvem27qjmHDHkJxcTHuuKMHdu/edZJb5+BUwCFKlQ0FBeJHSz/Lox3ijjis60xXFExXlK1I9THSbWaiVGPjeHS6KJXr0nkn6PQ7VFeLFq204Sgl6ZZUr/JRo57HJZdchr//3o1+/bwoKrJr1B1v78iHQ5QqAdKio0O/MH8jHVEikS02NszSpvvpwkVKsrQdzU+JoIqG3NrGn6EaDnUEsiRCyUHv4HZH4733ZqJevTPx66/z8dhjI7SE1+1Og9vtiHGRCIcoOahyqFnzDEybNgsxMTF4++038MknH1Z0kxwcA5x8SpWg7sTS3JLdbikbRUWFFZsQwdgUHlbWJtB1VCUPL1NTNKmK7bIiEJAZB4iTMjSx4+pr8Wvo2dQWzlG9++7bGD78LsTHx+Pnnxfi/PNbhd0XCEi/pmNFJI+ZiqzfyadUhZEYCCAxECg5ZF4xR1EsG/+pBjqdPoasVHxPAYLOglWa2KY+h4NEKLomGJTSqOpqxXeCojboLIHUJrqWv8PgwRno1+925OXloXfvm3HkyMGwNkRHJ4Z+DiIDpUrqx5trpbxywJyK+iOp7sTSrid2ISYm9HdpXAoRCEo7C0iugiY6f5xaF+U74nXR/Zw7yc+3388TXdJ1dA0nWjoCpv6tPpeD3oG3OzrawMsvv4nVq1dhxYplGDCgH2bM+Bwul0tLVCNxvFfVuZSYWPIi4HBKkQy+m6364zEi1rJfmv+QzupUlrxIOs9s9X5dUgKdolt9js7rWpd5oLSQl5KCdol7SkqKx/Tpn6J69er49tuv8PLLz4UkXif/UmTCyTwZgXWnHTxoP8GpAmWOpJUmPj7EKeXkieuIE+GgSafjQAg6DoQYsiyZj1+bf1sFcSI80aWuLZR5kjg4dS8DQHJwuk0M1CyY/P6EBHn9f//7f+ja9VoAgM/3Na655toS215YmFViGUckjZlIqt/JPOnAQRnwz39ejVGjnoFpmhg0qA+2bdta0U1yUAIcohSJUGWv/Hz5I1mDxDgmf1CMLgfdpgslIejEMFVs0yV5092vhpuUJQOBLixF51tUFhGUP4cU43T/448/jmuvvQEHD2ahb99bUFiYqxUTHVQsHKIUIUjbuTP0I0ryx7ZtmDxjBoI85YgS32ZGx8CMioYZFR0iQDoioZvs6jmd82Rp95XFEZOXUZ38VahOlaDqnDN1eif1HM/WEp6BwIUpU95HkyZNsXLlCgwffhcCATPsHRMS0pCQ4DhWVhQcohSh8P/2G9r17o2mDRrAVZKm2cExIzU1FR9/PBsJCQn48MP3MXny2xXdJAcKnNEeKaBl3TDgX7gQ3ocegu/55+E5/3w9u2HJJkYwAMMMwjCD2tAMWv11XE1JnEhJHJLKjejcp4qLgfXr1+DIkQIUFtrbQs/NywuEuCoSsUqyuNlN/CWHm+isb5oMwHC5gFatzsfbb08GADz88L1YsuRXW185YlzFomwJaxyUG9L27BF/WOYn/5Il8D7yCHxjxsDTsaMo0+zVRrJOAFEgMwZZ3bj1TbW6cYMIVauzahEovpdPUqqDLGbc43rt2kUoLCxEVFRsWH1uN3Dw4AGkpFQP/a96a+vaQM+mV8/NtdfJ30EN/OX38fIePXph0aKFmDjxdfTu3R2LFi1DzZq1lOelsbrKZpFzcOJwOKUIgn/JEngffVQQpAsuqOjmHDOWL1+AFi1aoV27S0q8JjW1+ilsUekYO3Y8One+GJmZmejb99ZyC+lwcGxwiFJFw5IVdmVlwfvYY/C9+KIkSDrrm6LBjnKZcBnip+rCdT+dUU8nrlBZSeKVyyWTEhQXA7/+6scLL9wPtzs+zApWXAxkZmZqRUkecqI6VqrKbEJp2z3prG8lRenEx8fgo48+Qe3atfHLL36MGvWojatyHCsrBo74VkFI++sv8UdREXb+/Tc63X47fM8+K3RIioi2dscOnNu8ue0cHQsKjZBIonOapMuzNXs8UhlNeC7aqYGuvEx9TlSUiV27tuGDD35BUZH9vrg4YN26FUhOrhZ6LS5qkXOmKmaqRIif0+mVdPeRY6YuyJeur1evDmbO9OHKKy/DK6+8hPbt2+Paa3toniNEubI6Vjo4fjicUgVj+e+/44JevfD+k0/Cc+GFYeVzlyzB8rVrK6BlZYdhGLj55gGIjQ13316xYiHS02uhfv3GFdCysuHiiy/Giy++BAAYNOgO/P77ugpu0ekNJ3VJBdWduH8/5i5ahFvuvBO+iRPhaddO3mCxMMvXrUNyYiKaNmsmy2JjxZG01PQ/gPwCw3qOvFzldHgGgNI8DaiMqueBvFS/LnSFnmOaQqS76y4v/vOfOejQ4eKQ0pzq5KlL1FQpXGQiToe4MJ3imsDvo7p1nFKIa0PQaq+JPv1uw4wZH6FZs+aYP/83pKSkhK6nfuSpTirreCzv+k80dYlDlE5h3bE7d4bO+X/9Fd7hw+F7/XV4OnSwERe43fhr1y7UqVNH+CjxWUgzzSJKRWZ0aNIR4eCTUCVG/HPTJCfwTLo02enRPEsAgQgIr4f+/u03P4YM8WLSJB86d/bYms7FMTrHiSW/hr+D2iZ+jp6reqED9nemNlOZYUoqduBgHrp06Yg1a1aja9du+OijT2EoGRiojwoLcyrteCzv+k+UKDmpS05h3bGW+d+/bBm8TzwhrGwNGwK7dwNJSaHr8qOiUC8hAaCNFbmrM80wi4iRkle0XRz5xCRiQmWck1B1QzrPA6KVhw+Hv4+aioT+XrLEj0ce8eKVV3w4/3xP6F4KkFUTu6l/q22hd6D34mWqPo0TLCLOan4oGxjFio1NxPTps3HppW3x2Wdz8OKL/8b99z8CQPYbETU+TirreCzv+p3UJZUBcXEoiorCzJ9/hm/UKHjOOSfMqvbL4sWIi4mxm6I4yLRkbSDArW1xceLHrVPqRrl0Db+uNCOfzgGxNMfK5csFQRo/3oc2bTza5HA8zQklZyttt161G3QxemVNsaK2hW855XYDLVs2xdSpIn3u008/jnnzftSmOnFQfnBSl5yCutMOHAAA7Fu/Hr+uXYt66eloU0s46qFaNeuiNCxatQrFgQA6X3yxOEcsAZ+RdM5iOwKICq3+9Ck5V0MTiI7cCkd/Sy4ggCjFmzE5WRx56hLieOg+EhtN08Qvv3yBBg2aoFmz82zNBcIdHN1uaSHbv99eN4fOaqe+H12jeoADdh2b6jDKr491iw4sKDTw9NNP4oUXxiA9PR0LFixFgwYNAEiOLCFBcl1Hjpx8i1xVn0tO6pIIgH/hQrTs2xfJCQlo06JFWPn85ctxZq1a6FyBTpMqQToWLFs2D++//wquuOKmEEGqzBg58ilcddU12LdvH3r1ugX5On8LB+UChyidAqxYswbeYcOkyFZQILdAys+Hf9EidB0+HH/88Yd9TzcCl78IlvwRhQBcCMKFYEgQ4SKamgGAV6U6KmZnyx93rNy0aQP27dsTlh2ARKCoKKBZs3Nwxx0PhD1PJzpxcZEysJQla6bOsbK0TAc6qHXaHDmDBgJBA9HRQGxsFKZOnY6GDRth6dIlGDFieFh8nC5nuIMTh0OUyhFpa9Yg6/vvcfUdd8D30kvwtGghtLZ5eSGq4d+4Ed7nnoPv1VfRuVMnIRfQjyiLqhjixIlRB9KNcKjEgeuNCIqaCgUFQseekwMcOnQYs2d/iPT06qFH63Q+6enVbQSBms6hI06q3ogIhK4uej4nJKrHOtdhUYyzjohRH+i6lHDGGdUxa9ZsxMXFYfLkSZg06T82Yk/1p6WmIi019SSOnNMbDlEqR6zesgUdMjLw8fjx8LRvH1buX74c3pEjhSe3pryisXbtQqxZsxQPPjgmZOY93XDBBRfgzTdFepP77rsHS5cuqeAWVX04RKkc0ax5cyyaNk04RpqmjRXxL14M75NP4qtXX4XnoovKHpSmyjAscIzEN776E9OlS4KmWuT4tkaLFvnxyCM3oLjYKFGcWrVqJTZt2lyqNYyLkrqMlaoYVVqqFVWM492gez69C4daf2kJ8aKCRYgKFmFA394YPPhOFBQUoGfPW3Dw4D7bc0wYof31HJw4HKJUjoh1u3HWmWeGnfevWQPvmDHwjRqFDudFnlJ42TI/xozxYtQoHzp08ISVZ2cfRn5+HurWbYT69Zue+gZWAMaPfxXt23fAjh070Lt3LwRUb08HJw0OUTrJSNu3D2n79iF1714YR44I+zxxPklJ8G/ZAu8rr8D33HPwcB0SZynopyuj5Zm4rpgYyRIoHFMUAmEcQWn6ldxcYMECP554wovHH/fhvPM8oarpmvnz/bj++iZYvXoV0tOrhflFUZMJOkU3NZ1zOjodj6qQp3fR+Vqpuild0jb+rjodFP1iok3ERJsi1bD1S06OxaxZs1CzZk388MMPGP3UyFB2BsPilRzd0snB6akoKE9YDjAGANAAtWQI/9Kl8I4bB98jj8DTqpWUGfi1gHRBJm0018KqQWk81J5nP7Pgjk8KqyJUpoR97N27BWPGePHMMz60bOkBIJuXmwusWOHH0097MXq0D82adQiJYtwPiK7XeW2rGQvIggXIMBG6njm4h3l76za4pDbwtlAX8eupS3VJ76iuomLDdg0ARBUXoP4ZNfHx9Om48ppr8MLYsWh/4YXoetNNoQtVI4OD44PDKZ0i+H/7TRKk88+v6OaEIStrHx5//CY884wPF1zgCSsngvTUU/ry0wWXeTwY9/zzAID+Awdi48aNFdyiqgeHUzpJIK9tm8u0Fbv2+6FDIuf26NHwtG4tyogVoKPO9Vnn3qy6MJN2GJBsB7tP9fnTpbXdtGk7Bg5siyefFLFqJAbR9YsXC4I0cqQQ6aippETWcWG6WEwdF0XXUaCryr0BkgGkrlITsannVPA+ULMS8P6g96Ky+GhNpHFMDB68914sXrwYvtmz0c3rxaJFi5CUlIT8XGqLk0b3ROBkCThJdSdS8CyXB6xI0mBqKrIOHkQNHoZPoDgLniVAdfDhJiQS1egc/36aiNxgtJiF9Fo8op8CXQ8dKsTff2eiZs1GYc1budKPjAwvxo3zoW1bj615RPt0u+DqQkLU5uXlAYcP78ShQwfRpIlQ+KvEiYNeXSfN6tKTqKIhoM9soNavI7augHWDJVofyclBh0suwfr169Gje3fMnD4dRbD3tWiDTHVyLKjqc6m0LAGO+HYK4HK5UKN65OSmVuF2u1G/fqOw84sWCYL0zjuSIHHk5h7fhCMUFhbihRdGIS2txgnVUxFITk7G7E8+QXJyMj6ZNQuvvv56RTepysAJyD3ButP27RN/kIzAxTdiIerWFceDB2UZLfE68Y2SixErw78RXU9yR2FhONekkWXyCsU1PFiXNlLRhXXNnSvcAsaPFwTp779lWUKCyAbQqFFNNGt2blj0CxAuJvFmEVNpmkCaJelQUK+OQ1JfmV9D3RYTLYNpCUziCoHeVRUl+TmyOcS4mNmfvgUZISxL6Ow5c3BLz56IiorCl1/+iIsv7mITCWWa3mMT46r6XHICcssThw+Ln5oJPxCQNmmKR0hMlL/4eCm6AeGbpxUXy2t0Hn4EXr9l5zZdUaEf1RkfZyI+zrSZ2sl8T+ZxelwweARjxggrW8eOHqhS56JFfjz5pBdpaQ2Rm6t3cNTt1kvPITcDbu5XNwfQOU9Su3mojBq3ptshVxeWogstoc+Vmyt+PK1JaJcEanxRERAI4OYbb8QjDz+MQCCA22/vgf37/7LVqb6Xg6PDIUoOwrBz5zaMHq23sq1c6cezzwqld0JCUvjP4p3SAAAgAElEQVTNpyGeffZZXH755dizZw969fKWe2K2qg7H+nYcSPv9d/kPmYaIT+e6I5I7aEkuLTWIztJGg5uzKlxsA2xiX16+4Ijj3eHexlTGpUuqiqqgsho1GiMlpZXNsOdyCYL0/PPeEMFSm8JfkUQnluY61FUkxrnd8tXULJa6LJjEcehS3qrPAGTdulS+ul1e1FxLUSjFazsmRvonBWMwbdpMdOx4IRYu/BVPPPEAXnxxgq1+l0vIqQkJjjXuaHCI0vFAk8e1+MgR+H79Fbf27BnK6xwiSqrJHtCbrFTQLOQES3WQpHB4AJbLJoqCkvjFKClkS/MyoKqTk5NDk4mIzNq1gkMaPdqHCy/0AJATjhMGNQEc7ypSx1AmVO73SfdxtRtBZTy4Y6XqX6pL8qbbNZf6Q6fDCjlR8n6E4rvAGh/rKsKZtVIxY8YsXHHFJZg0aSI6dOiA3r37hTlp6vrfgR2O+HaS8O3y5WhWu7YkSFUIixf/gjFjeuHpp2dpRbpdu/44xS2KTLRr1x4vv/wGAGDo0CFYuXJFBbeocsKxvh1D3Wnz54s/mJPL2i1b8JTPhxmjRyMmOhpo1EjeQLILpbzVbRdC0GXRV+UJACAnTYtdyEN8iJspjR6qVidAchXEnXALG7lNkTRKjwUkh1RcLES6pUu/xZAh4wBILoOsajnMa4CsWjyihnT9e/fa28sZSZVh5JwScXf0Lrxu6g/eBjVtru45Ou4pKii+ecAlvmGUi00N68a84hiYpokhQwZh+vT30LBhY3zxxVJUq5YWeh7nlNzukkW5Kj+XSrG+OeLbsYBGtzXC5m/YgK4vvwzf0KGIIfMOlz+SFEUwIy4UXyXZeuk8aahbj+iSTFvn4pPk5KA6OYgYlTbh6Bzl49Zdz++jifW//wmR7rHHfGExZdRM7qRIr8VFGdXJku7TuSmoz+DXE9Hk91GZTlJWVYHqO6plBcXWgkJiadCQTpYxYhrFQ7zsuHETsWbNSqxcuRQPPNAXH3zwJfLzXWHt030LB474dtzwr1sXIkieli0rujmnHKZpYvLkhzFypA+tWnnCyoOn8ZYfcXFxmDr1U6SlVcePP36Dl156pqKbVKngcEplQNpnn4k/LPbBv349vJMmwTd4sNxqu4bllczlB2UXW7KAAXKlDu3iGmSWHjpJbAZnN7g5C9AqurlFibgSEls410COlDolbGmclVjtDQwd+jaaNWtjex69fna2K6y5KueSn19ymB9nDqkNuh1I6B2oTl4W2iLPLbnJQ4cN2/NsFjbrZhLReBtUzsq2FZ/V7/kWN1VYCNSq1RATJ85Anz7X4KWXnsZ557XDFVdcZ+O+EhLSrLodixyHQ5TKApq1hw+LfEgffABfz57wpKXJ0UouyerOjEBodhQz8UoNCI2Lk5YeV7T4O4qIkSaKNuAWypiowryQiSwm5HIQpV4e9lwgnFDpLFdUpc4AeO65baBi9eql2LBhIdq3vxE1a9a3TV7dNk+ku1JN+5x4qjFzvIupLD09vG5qe1SU7Hd6D6qLpxuJKhaVRblEQ4MuKVLT9TqXA/pM1LcktV9//VV45JFnMXbsE7jvvr744YclqFevSVjbHdjhiG/HAP+WLfB++KEgSI0bV3RzIg5r1vjx1FPXoEGDc1GzZv2Kbk5EYOjQR3H11Tfh0KGDGDDgFuRqcl45sMPhlEpA2vTp8p/9++Hftg3eTz6Br2tXeP7xD1lGSy8t1WkybQUtmYXFgvbrtr4m8Yav8GmplrhB3Jcmg0BUMNyxj/xqdA6SxInwOaFahEpTA6m7nwB2sW/VKj9eftmLe+/14ayzZGgKF9+Ia6K60tPtr8bbzjknVe/P34HERV0qEl38XayLRGHNekyOVNbDeT9Sm/nmniQeqm3m3KHb7cLEidNw9dXtsGbNSowcmYFJk96HYRhIjLOeVyi+aZaztxyAoxAl9zGaB8p7x4vyrD+sbqa89i9YAO+cOfCNGCH2beP7oNesidz8fCTQ7OLxbJauxx0tRnJyspwIajwUd/bOLxD3xZE5TKcoIT0Sk3NiIMq4tVWla1w9RSIJbzKBHknXnHGGLJN6I3H844+NWLVqFiZM+BRnn32p7X143arDIndhoL/plbmnCnU3ESPeV6o7BHlf8HewEaU460LqCK7koU6yHq4aT/lz+CdRYwP5e1WrBlSrVg0ffTQbl13WATNnfoiLO3fAPXffDQTtAdR8vlWpuXSMcMS3o8C/YgW848dLgqSWL1uGWx577LS2NjVq1BxPPPEG2ra9NKxs+/bNFdCiyMO5556HN998DwBw3/33Y8GCBRXcosiF4zyp1J340UfixNat8G/fDu9nn8H3z3/CU6+eXIbr1QMA+DdtwvJDh3Df9dfDOPtsUVarlqzU8jwsDIjlnDsI8sSRgF2xG0qdEa3pfoX45eRHhdWl6x4SHTnXQI6RJGJxpoG4EpJodu6UZVlZ9qbs25cPt1u8AEkgSUlCpFu79r8YMuQ5AJKrIa7L7ZZcEDEuJErqfEl375Z1E1TxlHN0VCf3v4opyLYXcjbHYutI+c3FN/43IPqTvpNqSeXtC4niVkMfuPdevDJxIurUro1lCxagdu3a8mK2Q0qOQX5slXcuOc6TJwuW86M/MxPezz+Hz+uFh7bzoBmUkyOU3h99hB9HjYJRVATs3y/KarCEZRYFMFxikHP9iurUqLMoZWeL78a54WTFdE67dojrxdHuNSyOOqJEz6FnJyfISZGcJCrNzhFt4GLRkSPy2eJ5kqLShFy92o8XXvDilVd+tXlUA3Iyc+2AqpfhRFr1vtalAqGgW0486HNxXV6N6tZJcnLl0boWgSq0dHO6mD6VOPFzdA2/j/I7xRaJ54wbMwZLV6zA3Pnz0bNvX/wwZw5inIA4GxzxTQP/li3wzpoFX/fu8PCwEV7+0Ufw9e6NVg0anPoGRjhWrRLZBEaO/BR1654e+8KVFTExMfh42jTUrVMHcxcswCOjR1d0kyIODqdkIXHhQgBCR+T9/HMhsiUmCpmLluikJGGF+/RT+O66C56zz5asAbHhbIkvsvxcSELmqz8t1LoYLFp5iYPhIkmobms1P3hQKpN1SQXoOVSnzhqWTKEq+ZLdLoq2a7+5xYtemZJuco6noCAHtWrVwvvv/4H4+EQbl0Lvwf2NSgrt4FKqEu5ni8NTnS95O4lptcUEEntIncXYGvpeudnh76XGCVIuPl6mC8mJhWVpIHbR7Ubt6tXhe+89dLnhBrzy1lto3749bu3e3Rakl0giEE4/OESJkJcH/+rVgiB17SpENpJTrHS2/o0bhRXu7rvhad5c7jcNyNnA5LAYS5+g20dM5dj5JKSqqGqa/ACQnh4VVheB5hcnBHROTSkLyEkl8zDJ2RRjeTobllMnb68ab8bFldjYRKSktAwRYt6WNWvWoFq1moiOrhWqU41LK00EVePjeP261CX0KbixtCgoCE8MdQj/XsEC631i1aJQ/TzFimrbIIJlMz5VVxpvNbhTy5Z4ZfRoDBs5EgPvvhvnN2qEc5syrlKxBJ5OcMQ3C/7Vq+EdO1YQpIYNw8t37BAEqVs3eFq0qIAWVm6sWePHo49ehr17d1R0UyIG9wwYgL633ILcvDx0GzgQh3SObKchTmtOKe3f/wYAYWX76iv4hg2DJzNTmHmYVcaflQXvl1/CN2gQPM2a2ePbyNpGpixmeqGYKLKiHcmWcoSq0OUiibrPGVfscq6J6qEVWyfe0HNIbON1lRpyYaXqKCgM55QyM+1t5yKhzlJWVFSI6tWTMGXKFiQmptgsdGq6Fankl+dI7FNFXkCKrrqNhkNhJkHpnOWKpmh/ZeMGACaVKUYIQH4TniqFmBg10wH50QKQIpkmDMlwu/HOuHFYtWYNVm3YgP7334/ZkybB5XKFWLO0Q4cAAFllSQpYRXDac0ohs/+wYXo/pF27QkptT7NmFdDCyo+YGDeaN2+LxMSUo198miEhIQGzX3sNqSkp+Pz77zF24sSKblKF47TmlFYfOiR0SD16wNO0qVhuaSmsXh3+v/6C1+8XIluNGuExDYD0d1Ht64DMQmmtctzTVQ3x4Jy7Gm2gC7kgpKeHe0hzRSt5KtSvH16mtoVzJykpgmuI0ezaRMyFLjxF3eGWP0/dhSo39xBiY4WvgRLhYWuL+jwdt0fbRen8m9xuyfXGFAqOhZTatu2QlIBa/hxVX+R2S05MzajAOdU6qdZFOpd6i+1tUrs2Pnz2WVw/fDhGvvgi2jZsiKv69rU/8DTC6ffGANIefhiL9+zBdd9/D9/ll8MTEyOV2hYP7j90CN4ffhAEqUMHUUZEicsytKebzgPRYt2Dml0/EhPEbN9/QFASmlQcqi8TEJ5mJClJjndyauQTmhwH6XrukEkKbl3CM5qEadXErN2fJQtVsY8TURLbqDtIauHPAYCiogLUqlUtREipDjpyMUx1TuTiIrVT3aMBCA//ABCa5Husduq225NOobJMzVTA84urYpvNWnrYeiHqCE41mVnxuk6d8NSwYXj6jTfQe+RILL34YjSsXz90X9off4Ruy2patd0sTkvxbSEnSERUGPx//y1EuhKU3g5OHDExsUe/6DTDk8OG4V8eD/ZnZeGW/v2Rf5oG6J52nFJBQQH6/fQTfB07whMdLVkUixf379gB75Il8F1/PTw1a4plWnWZ5g6T6qb0GtHOZeXpiY8L3yrJZXl789WVmkQcgk7hSk1JTZVchS4PN5WReFgjRVYW73ZZdUbxJtmeWWwphO2R77ZXsEkYxG3oshIQs0Bt37NHmuvV0BVdal4q45xSaX5KVAfn1txuu3c9Ke0B2W9ks+AMsS6Vr5prSrcFVOhBukx6dKHF7rmSkvDB2LFo2707lq5YgaEPPIDJ5Fyp8wGpojitiFJ+//7o/NNPeK9JE3gCAYCxxIiJgX/DBniXLoXvssvgad1alhE3RTOc7+2myvx8dVOVE4xaHDFFmc63hSaWGgmRk5OF1FSRGoVEhYMHJZGg63k4FfP7FGAzNBBvFyvtOiX76ySzXOChDI2WtY6LOaqeyTIeAQh3jMzOlvXvsDwFKISQR3/Q9fQZdKlL1GsBSTRIMuf36uY4fSYiVHwxUAlOXJwUD6ld9O5GIaOCPNcJIOVbfo4p0qpHR2P2uHHoeMcd+M/MmehQvz4G33CD7cXSliwBAGS1bRv+ElUApw35PXz4MFp9/z3ea9cOHnUkA4IgvfsufB4PPHXqVEALS8f69X489FBzZGZuqOimlAtM00RR0ekprqho3aIF3nlG5PUe+uqrWLxuXQW36NSi1CwBOTk5x+ROStal4nLaPP1E6v/iiy9QZ+FC4YlNCkZrCfXv2AHvt9/C9/jj8Jx5pijjGlAiUuSTxMsoqZsuRJ+uoyWVcSnBFEEYqSm2nTOsy3btEsdt2/7EwIFtMGaM3EqbOB/TlOEUxBHUrCnrIvGIFOtBUzoGuaytOUxDPDyLpYpWLXo8h1Ec7MQjJyD7g66nT8S5GmUzGOzdK7o0Ly8XQ4b0RL9+T6Bz54sA2JXUqlc6B3U/We94O+kcF9/434A9yRxxZ2ouKf43vZdhyL6lYGUS07W7XxL4PlaqKZWrAmrUwD2PPoo3p05F/dq1sfTjj1GTOHTrJXNOIO6yPOdqWepOTEwsMUtAlSdKcS+9hJE//ICrmzWTHBDNjsRE4ac0ezZ8zz4rRDaamRYvbpomDArKJcUPnzE0e0lO4VnN1NHNFDNHisREpnHIJwuJYfv3A3/8sR5Dh16KUaN8aN3aExKrTJYRg5pF53j2lKQEeywEZcEEALchHp5dEG6moi6iCRcXxSYM936EndDRpyEdFsvGEaqTJv+ePYBp7kCvXh0xcuR0tGnjgbq5MCClZTUfN7+OupoPZyKIXHxTXQ/4+kLuE6Gtk3gMm2LRT02VdcQW59gfrjPj00vrPFupYziRqlEDhYWF8HTrhl9Xr8bl7dvj/yZOFHOAKLHVqByugCsjIpkolapTOt5cK+WVA+Z46h/71lu4OjkZnpwcYO5ccdIaGP64OHh374avdm143G5g3TqZOMgS8QwgPPCJj2QlpskGlSgx9+X8fHv+Ia7PIZ3G+vWH8dJL/dG3rw/R0R6sWSP1RcEgEAgU48CBv9G6dTrc7tjQnODSaVK8fV3hRAJWgnyVe+CvE3plQxNUZlEETgiofiIEfFzSfCSiu359Ib7++nGMGjULiYkdsXGj7CqeAYa6jYgMj2Wjv0172iIAkg5wDpCGDhEZPp+JM1U/N3vVUJ28LFbN18tBDSPCw30/VMcmJX+3WViI13v2xHXbt+OnxYsx8oUXMPa222QnU7plNafwMaA852ppdSfyj6igSiu6g8EgeiUm4pyYGDGR6ONnZ8MfDMKblQVftWrwFBfLibZ9OwAgq1YtpCUquXfoGm7+ocGmOrkAcvBokktXTxezgTUpDLVqpWDs2IXIzHSFOTju2/cnxo3rhNtv/wCtW9dDYaGcfJzLqFHdrl3mi/iRfDGYdXmAqF0hEQhy4McqybajirlFT5SlpsaGvZfK8VSr5sbo0R8CADZutJdt3vw3qlWrZV1newUbs0FNSUsosJ8AkJQkqNmff8rrVUseJ9LUDyRh8TlFxJLnggr1l8tapHQ5mqjxxGJxFxSi3LTIsfGxauVKXHHfffDddRc+GToUV4wdi3GzZ6N9vXq42esVF9niWaoOqixROnjZZThUXIzWFpEBIPdtS0yENzcXvsaN4VHdhRs2hH/7dixatw6P9OolztFsohHJZy+Znkg0JBkAkIOUfJ2YaEf7jQWtFCTcNE2TTnAwLhvnc/AgsHPnMrzzztXo18+Hdu08oTFNr8CtbzT7KNUJBxGMOmeItuw9IK8hGkt1kqgHIDzIjulQAgmC2OrSeJCEu3WrOFavLjkd7s6waZMfW7bMwqBBE0LvDAC0gQzv/lDf5FtcX6HkRun9dFkTiODotionQsXbTn1cv26AVeq2P4iICudciDMiQsUVfkQt6X6rP4uKi3HFiBHwPfEEPNaY+Xf//nhwyhTcPnkyzvF4cHbjxiF2Mo2xqlnlpDo5laiy1rfdhYVorWER/YAgSAkJkiDxcisWrudll5V/I48DW7bMDRGkpk09Fd2ck45Nm/yYOtWLa68dWtFNqTBkFxQIgtSqVejc/TfeiJ4XX4wjeXm4ecQIHFHTeVYhVElOKRAIoOOuXUJJwPQ//uxseAH4TFPomPgSGgjAv2mTSE/yz3+iUXY2sNlKen/lleJIPD/n64mw0SDhhI44CVrJNIFZtdIFK7IjRXIpxHzRbVxafP/9HujXz4f0dA8OHhSPIy6DOAqeT9ulScUry8TxULa4hnMGYX487EROvrg+UXWQAhBFuc6tY1y65BqIISADZzAonxkXB+TlHcE33zyF3r19SEw8m1cLQHJF3NGU+qqmlbcolu14axhRtvsAyZGSnooztvSKpEfm/ldhuuvDh+W3JtGMOCTecBLR1GsBgAwoa9eKo2VAiUtIgKdJEzEArLqMM87A5EGDsPqPP7Bu2zbc8cQT+OTzz0V8Jf9wVYBTqnJEyWzUCOkuF9QR7QcEQQLgoRnK5Hv/9u3wvvcePuvTB50bNgTOOkverG6/yhWSNILpeZzw0H0ktvHVzRrAJDJx8Y17awN22nnddR8jJaVLSKKMixMTprCwANWrizr5uKR76ZW5PobqoGdzdQclPIOVzuPQEUk0qyVYE+uAkmENCNsgLZggiRI9h9qydas9xjkmJhmPPuqHYRi2z0dzV+YEl2VESAqKw5P9kwKfq/nUz1TarsAcREhDFF+YDmF7KGnN//pL3kiLIo0Trm+iBlo7Sph79uDvI0dQOyVFXm8Rs98PHMDZ9etj9hNPoN2IEZg1dy5emjgRI4YPx95sqRY4fFj8Xb165d0KvEqJb4cPH0Z1jauuH4wgae7zHzoE79tvw3fnnYIgRTAaNOgSdu7w4Sy43VUjlsxQEyydRigMBARBUuDfvBkTv/kGANDizDPx/gsvAAAeefJJ/EwW5SqEKsUppaSkyOWediWBhiAR+5CZCX9eHrx798J3330iX9K2bbb7AUj2guzU3JxDyzZxQ1x2Ks25zdKm6kQS3W6sBO4SAADLlvkxbZoXb7yxAAkJzcKuV3cx0aUu0UhhqOnOt7UT0LAnalwXf6B1DfeAql27mq0tdeuG2w6oamIotm+fj9TUzrZ2clGKGFrqds4l8h1YCDQ8Vq0SR13aFdJN889H5+o0scZAZqbsG9KWE+ejS7dAY4b7IJBoZ3VC7K5d8gUsUc6/eTO806ZhwcMPhziwrhdfjMcGDMALU6ag5223wf+/lahXT7BynBGrrKgSRCm1Sxe5wjKXfD8UgqTYdf0pKfD+9Rd8550HT8eOoowIz3nnhT9I1Q8A4akSWVzckWjBgicXW2V8sFp1bN1svx2QdI7EHZ1Z/fBhYP/+bdi9eyGmTPkNdeo0Co17Lu7RRKPYsosvlmVqmhHbIr3DmkxWIqZqscx2ruYS4dRMkRePuCRlIML7++/yvWgek6RLbapVC8jO3o/mzRuHhYhx/1TS+1ATeBfT+3Bpm/rh8GEgN3c/kpKkQ5RKsDlRCi0a9KDDh8PTeRJl5PIfVaqLrlYjr3ncZEoKtu3ahYWZmVg5ahTq8gSEcXEY88AD+G37dvzw00/o1as7pkz5BW53bEhHtm2bGHsXX1z5xLgqIb7pWH4/jiKyFRXBu349fC1bamPhKgNq1GiMG254FHXqNKroppQLkpJqIDU1PLXMycDBgzswc2ZXFBdrPEcjBI3r1MGj11yDuprxGRUVhRlTp6JB/fpYtWoR/v3v+yugheWDKsEpYc0a279+lECQrCXX73LBm5MDX4MG8ASDQjxTXf35qkVLNS2zF1wgy8gNmJZ8xiklG4LFMRMFV2QckKYe02W3eHHmi5Sq5NfDJUJanLnHM0FxCAYgF22qi5wUgfD83UYxswypno7c7VsNm9HtsmmJvMncwc+678wzhQiTnS3bp1q8OMdDTeDGAIKankSXtoUrxulTnnVWA4wY8T/OWIdtlcStb00a0Ba+lj/a33+HW9SogVxEs3ZT1m79QlxTKKNeWvgLklsLZ+OscZjeqRM+/eADXHz11fj447fQpUsHnHNOfwB6Z9zKgkpNlNK4bdmCH0fhkAB4Dx2C7/zz4WnZUhbQQNJtskYzmVhoPkGJYlg5N3LiJLVILBSsM43ZQIIs22zRUSIkPJmgtQVdiN5xq5jq68m3+qGxzaUHMhBRHeS4CEhRrlqc9T77pGmuKF1MvpjDFiHlo5z6XeedSESJlF+sLFBXiILZ1tzlzpPkfUE0jBNY1crNiQVJQLrcTuTPytcs6iPVsxuQhJCabsv/pxKVwkJZyZYt9kr5jbTYUT/wxqsvxkU0IkJkeOGLpDVGjyAZLdp0waOPTsTTTw/C/fffiaeeaoVGjS5gqlVJ6FJTK4coVyXEN4IfZSBIAHznnAOPblVy4KASolu3gejWbRAKCvLxyis348iR/Ue/KYJRqbMEJN4v5Wh/Zia8P/4I3xVX6FPc8nLKJMbFMNrLjTIA8FABWrZ5iABB1Y7qrrGsNFv/lLYo6nbiokJ+MJCGGtKr6zJC2uLbLAZs/Xpx5IwcPadmTROGYdjEG2IKz25abH8gIE1XZGHiycnUhNh8FacHqtkTgJA8lRuVHHovYjzI6Em3cSuSKuXo4jx1GxVQtgSqmzdPDcwFJNdFFj3+TWjjBSPT8kFKTpZjZeVKcaR31aXpJPaVVACA7FvyZeJ5vKgRNPZ4kB5x9Rab+cfeRBQU5KNHj0uwatUSdO58NSZN+hpRUVG24OXUVOknV2mzBEQqODECjkKQXC5Zft118NSvLz8+JyD0936NuEJflgYdn4RE4Ij3ZzPGjBWDrSAgyniAOKlhaOBzLwO2wzMAO5evbv+Vny8JG01kTgfq1QOysw9h9+4YBIMB1Ksn9R2hSUfvym3o6gTj6VroHWmicEMDESwSVzQR7AkQE213dkLIkkbzTJdSVvVR5BIQXaeqwABJqLhxkJpDTebiHjlp0lDgr2wErIZRZ+/cGZ6HWN0Fgf9NBJ+nLLAI1cGUFKQmJ+t3MaCPyvPRWI3ORxx7vziMHfsp+vRpg/nz/w/vvPM0HnroGSVPV6LVB5EdolIpU5fETpoU+tsPJrJ9/XXYtX7DgNc04TMMeH7+WZz8xz/CKyVlBi2rnD1RRzwnWGqUKB8FsfacSZs2ySLSW9Rgbi8EUl8QPeDdqTJmnLmxsqTamJpmzXLw558rUFwciwYNLrJxILSNXVKhdZIraIkyEkXQ5bXVvnNseMMIyh5QvEqaq2rIDCC7m3RDXC9GTSDzPe8f0jEvXSrPEc3UbRxJejp6ZV5WJ906aXlf2xpILKq63zoH3cdXn5gY+P/+G7Ft26LjWWfZI6lJyUgUWBOnWWQ1ScacN8C4cTNx551X47XXxqBp03a44oobQtdTFYYh2+ekLjnJ8KMMOiTThC8uTmwSQFyUtcLvWLECDWgiUjoIMsdQPBIAtG8vjkSoli+XZc2bAwCOnCUIXXL2rlCRYc2YvXsFO8DHHDnv0WTSpeKhSaILq6CJyqVvej2ahPv3+zFjRi/ceOMMxMZehI0b7WN7xQpxvPxywTkaYJVRxSQL8saTo5HKpoBZGmOtScvFDsWxsnbtaiFuhDgm4iZ5O8mWoDo+mqaJzZvfRY0alyA7+5yw+0htyK2X9LwmTcSRry90Pdv5KITtmeLGhmQc+ewzScSJ5aQbuYhG1gpaDRgX5d+0Cd5167D53HOFpp9bMWklIzGOsXRFsaJh+3baHy/+vhJ33/0cJkx4DCNH9kPLlkvQqJEgcLQI6DJ4RhIqraLbjzIqtYkgKdien49afLZXMezf78fy5V7ceOMMNGzoqbrCd5sAACAASURBVOjmnHQUF+dg3rx/ISmpBVJSwnc2DgYjIzC10JZVT8K/bx8Gb9yI1W3botoJJGnToX//R9CtWzccOnQI99xzM3JzI1tcU1FpOKW06tWBwYMBHANBAqRSG5CK7agoNAQA3W4Qy5aJI4+BIzaUyjp1kmWWtjg5wRp8hVJ++G2NWP5pceS6EOKQaNXneiNSQBNnwL0UqAncGZgkLRLbEhJ2w+/vgy5dfNi1y4Ndu+SrcoaH2kB11QoyuY/EE2oEbzyVEQvOgpeN3RZnQKwPt+3T7jFWSo5qOIRQIEqc0K8UW0HFOidxcpXYsKEImzdfijp1XkJurgfbt0tF9L59QFbWXGzYMAwNGvyExMQaIYs9IDkkAucyzj3X/nq6BKMhNvTgQcn9EIdDHOTixQCAwmAQbnpntg2K//BhDNy+HetvugnuqCh5P3e3t7DlQJr9+ax99N0v7hy+08zUCROwdvVqbNiwGo8+OgRjx36IM88U4nNadHRIn1W+ipbjQ6UhSgR/ZmbZCRIgZRRAEiWdMwyJbUSMuGKGhHZdjldlX56i2vVDRTTgyQfnt9/kbdddJ47ffy+OnFiQNETHGqlytW3TxlKOWgNz3z5JM+ncJZfURocOm+B2J+Cjj8Q5In7Vq/+F1NR6tlemV7jlZtYIIkIBntTMAlFJejEurqgbsXGRhMfIAGICKXs51bDuc1WXRgh6HN3euHEMGjZcBJcrOkSkSWWTm+vHwYNepKb6kJtbA7m5dgJH/UDQrUsaFysJ0obn58uGUSMsUZ7kRTd/oNWffpcL3rw8fB4fLwgSIBWKZMUDgM4i3o+YfN7FatqVvfukoaFmvqgrJTUVcz76CO0vuwzffPMRrrmyLYYNtXJUBd0RvY9c5LZMg5AVDWUkSKcx3O5w0TQ3dwsSEzWu4JUQLlf4epqfLwlSbKwnrDwYrNgtnPyBALx5efgmIQGddJsLnGScc/bZmPLuuwCABx5+GPPmzy/3Z54MRDynlGYtj+sBafbXWdmgECQy19LqBUhzU9eu4vjZZ7KMVitib/iqRRa5f/1LHFlGQDWXDq+SlNe0ILZrJ8vIgrR6tTjyFZuYjFrpFpfCVjXibmj1/9//pBRFTf/pJ1kXWaPatz+C2Ngmtn00ifG75BLrBGcNSBtKF3F/BmogWYh4GZ0j2YdznPRwHutCJjKSRaxr9gUlp0R9pR4BLhr7QSMgK8sDQOro8/KsXWmMuBCXcc014sj7nepSA4cBoGWypVXez0RX6lx6RzoS+wuEuCZq3ZcNG6IdibbkgkHjiVmk9hQJsY2MdbzLaDjQbTVdzFmSxrGltfdedhkezMjAS++8A++tt2LZvHkojm3KdiYW10VS/qWIJ0q4SOwDNmHhwpIdI6HhkGjWcvGBbPI0OW6Q5lL8+qs4Un4anuSNysjqRpkoAXviNgDeG6Xn4h13Cf0IGfa4GDFvnjiST4ylhgAAXHUV7GAmovPOE8SPLCm1aslXXLRIHLkl9rzzANMMIhBIDhNlZBcJx8ozrpR+SvFnWoSHRDROsOhv69vYAsiIQGm+U9ie3lu3St3Thg22+5p1kvb4damiXUTvqElUVUGBH3wEkOGQpPPdu/0AxgD4HOnpgtiSfopHdnRsnWdrX7u2bHrkWIscyUwdOkg5ivSWRIx4+NLvv9vG50U8ARwRd6KMjAqeYZ1bHxDfm0tbtJCFQpN4wC7VSf2Zno6xDz2EJStW4JdFi9DD64Xv28Vwu4Uuj8YAX6wqGpVGfBsKlJ0gMRTrbO2nGQyj5M985MiuEstOBQqLihAowUJVFhQUCJGtpBGQmemHGCGjAJx6Wzg9vSJVCtHR0fh4wgTUO+MMzFuxAqNHP1RBLSkbIpJTSuvRQ/5jLWktNdf5UcoHt0h/NF8KPdZVtFJPny7LaHUjawkdASkC3nKLOOoUu9b9vi+keZeUr8QNffKJvI2Yi969xZE7Af/zcmuSWtadArd0aiy2rqMFt1UrKba984448rA+S18aEgO45NunDwDUCbWP+/M0S7IU3cSlcRaLrES6kH7qWyrjHoh0zpK/Cv74A62eegpfjxqFpvQcyyT452HJtS1YII7kBiRzqvmRlVU6QfrxR3t569aijAyotqwg9I7kf8TlYLqR8mytXy87mjicmTPF0RJd9wYC4eOTL5I33iiOZGkgzhPAnjzRBrLTcJGVmhKyHOoSaJGnKeWCB+CbMgVdunbFO++8hvPP74CuXXuFOPTNm8W7XHVVxYtxEUmUUIYUn36UvgIVHjggrB9cGL/jDnG0lH82hQJ5ZhOh4vLUgAHiSC7TPLiMZr318TkbfPnl4kh+mDw5GY1DMtzQ+AQA32yhhPJeK/7nRkKa8/Sc2rXDU4FzAkcqIWL1v/tOHLOzlyMrS1gjiRhxr/Iz/yUcKuOpobxSmgQ0ickiBUjZSuNYGYLVmNidO7Hq9dcRGxMjKbb1gvXZBL3qKjFBac6fey4QDBZg7dp3UZod9scfvbjiCh++/lqWE/2g16JPCgAtu1nESBdqZC2Ou9rfBABgUWpy0aI2f/UVNgC4WNc6iygtANCJ3pl0lXSE/KYkHHD9FnUtfbfGNVk8DCnEaKCQngBAx1tvxatPPYV7Ro7Eww8PwqUdWyA6ug0Au+qvolFpxDcOP47up3RIc96BQG7u7zDN4xeZTiZieYDZMSAQyMFZZ41CaXbYK67woW5dXXn5YgFKIEgWlgOoKHfGu/r1w219+iA3Nxc39+yJ3NyDR7/pFCOiOKW0Z54Rf5QSM1NWP6W/Lr1ULClt2shCWu2JJ775ZllG1jbi0nguVLqOYu64uNKhAwDgl41i7eRSH3H6pP/kfkpqtl2SLAHA7xfHDX8JHQgXMah5xIDMnSv1rWTwosy+gFxxSe8pdPTMoRRyleSGyvg4S1tMfca5ShJfqXJu3iYOk+RS7nRJ95EssmCBtEDRN7fE7V3ZyWG3kXJ6x441MM1DiI7ujHD4QUuWjiDRa6g73gKQzpAvvyyOXIdpyXt10q3wjyXbpA8XcSM//CDM/mDjkz4Ui10J5aYgUe766wEAWwqlj1ueJd6TjYVrIcgBNJQ3iyfQImMOsVE880BqKgwAAwZNwm/L1mL9+hWYNOk2DBz4GTZtEh3y9ddS9r/uuooR5UolSm5dlvnSKjtR34vbbxfHEjba86enwztzpoj2P0p6Ejd9RZ6ehBQr5BLA/TbILv7oo+LIZSb6wHfdJY6MJSZrU506QsDn23oR4aGBzwNQL71UHGku8o18yVxN+h8+IEn/Q5MrNlYGkD/+uDjyz0b103zjdREx4voKwvYdgtI1JCskibeAnIxq2kdA6t3U6HhATlAaJ/fdJ12xqaHWBKsTKxPO3XijuI/o15w5ZyA+PjyHOumQiEMKuTpY2L9/JRo3FjGKRMi5dLl+n+jclrRC8HFIHB2tCs2ayQZZC5MZE4MtK1ditsuFS+rYBDxp7udBz/QBLIJVp114EWkHePeTmE7HjX9KvUBzWkxJ78eDIy0ZsHbtdnjvvU9x7bVtsXbtl9i69Xl07jwSgL0/jnX+E06UDlQa8c2fmQnvhAnwDR2qJUiL9+zB47/9hq+vvlpb7qDqID4+PDuoSpB05cuXjynXdhmGgYGtW4cTJADBUvKWVQQaNjwLEyZMh2EYmDjxSaxc+V1FNymEiEhdknYUJwk/LIb8uuvg2bdPilEM7SFkeXz+uThBFjyurCRemFgRruUkcxZpFHkotbXPFldEEorOF+Lh12Lbe+LEAQCvvGKvatYsWUaK1mstZTZPREZ/v/aaOHIDFkUKkD6+dm1ZPzEsfNfXt98WR9Lxc47suefEkRbvf/5TltFit3mz4FyuaMQCyLiMCsAWXNa3rziOHh3eeGIZSUF+5plS9KCgVGI1ma5p7g/iOFIs5qFMIRJ+kMjGldqESZOo/Ft88IE49+yz4sgVyAMb/Sj++O9/w9oQemfq3Ph46Q1LhhAaa5o83K7hwwXXQg0ApMXXuu/HH2UR2RKo+3iqK3IFo260ZXBW8tXbHFstB7gNfhFNde6516Jr19GYM+cpTJjQG3fdtRSXXipZssmTBXd3223HJ8ZV2dQlAQD/hSWjl4UDIsdG3bY1qsmFTxgS7ciSpHFLwL//LY7qpITNmhsCSS4kct16qyx76y1x7NVLHLnFfcoUcSSLGTfj33abOH71lfyfXovM3PyVp00TR1Lt8AHcX+SYx+TJ4vjpp7KMzPAkZl56qYxkjSG2/sMPxZH7EpD1jUSgu+9GGEgkvOYaKb6RXEnKHmoAgG5dxWT65hshc9mJkh+lmT2kn5IPQNvQHKVmcV3ewGcsx8MrrhBHbgX2+ewVr1oVChAPy9LPxykpxKZOFUdSUQBhO0S0ulQW0esTcWrCPK6b1BLE8v/mi9WIx03iwgvFkRJUMefh/cWCst10TUGon2+4YSS2bl2MlSu/xmef3YKrr56P2FghDvIxdioR8eJbFIDn4MSyVWYEyk108eNoBEn1U3Jgh8vlwpAhH6BWrbOwdetyvPLK3SgtRfapQIVxSkcT2UwAR93AefhwceTKVIpvI8e3H36QZRQsRCs7D48gsYMU3U8/LcuIJbZWucffklaSnj3FseOZgtO64ylZNmOGOBLHzpXg3buLI3E13LGSRArisOiVAGkYIkbuxhslcxFTLLTZ3/wkFZ/CQVJyYjwLI/n+0UJ/QOqWQ9Y66g7GuKALReBQo/nqP3s2OA4XFiJsI2pqzOWXSysncQ3EBrEcQx9/IkYCF2/K4hii81MiFBfnAEi0ca9h7CRPKaCmF9CBzJ/cQZLk7QmWfM85R6vjDzUV3M3/vpRF5CAZ8m1j1oics8X1xNQ3Tvg7VLbhL2H1aFFXEJbVB+V4rE6Ot/mxoWiUpCQgKSkNn38+B5dddhG++24qtm69CPXqZeCee8Q1aZYYm8UHcDmi4sS3O++Uf5Piw4IfFKl0lMAAIkYPPBBeRvIsJ0rkSEkEkXsLkoxLs/C++2QZscKWQub5NyS73nuIaOFH48T/5DAJSDGMCA/fRmnIEPv1PN6NjIIU48RFjG+/FUciKIMGSdVHjCWyejySKJGkRZZ6rtciwyTNk4cfBsNPANpg3jyhB+LxyUvai4H+4MCB4gTP80uOqRbCCBKAg7t3IxUQ+g56EdLDUKpiJs92tVQ3JEW/+uoelCWjVsl+Sn4A/QEswMyZ9eRzZopYyBr7LIrMZXLy07BQCODv7GzU57pH+tBcnCWXFDKXvvdeqOirS8SgybEkXpvl9ixL/UBqBZajO3GnaF8LuiFaKtapGz/9nln5LJBUWb26VOXd0kYoMIvObIU333wXAwb0w5Ytw9C9e2skJXWwHmjNjYOnxqcp4sQ3PyoyUsmB4FELAdQFcHw7Bx8CUFLeRz+AtSWUlR2/oiwZtUomSF4A0wDU05QfHSsArALsBKkKoE+fvrj88qEIBIrw1lu34ODBPUe/qRxwyjml0sQ2P0pZ/5o2lWw1sRzDhgEA7n5T+qy8OdiK5CclLAetZLqtVkkEoexrxMoAwPjx4mhZj4qC0lmNDDA/bhTcQ79+8jaSCMmtx9tRrqDr9whxhaQCnpmX0jqTbwq3EBHI4JOc+3eIx89yiVxJNVzMISpBTJzvvouCCuKwaD8FIBtAZwDfIS5OOFiSYpjnyvv4VauBhVaWBUuOCADoA+BOlE4uQkKzxyNNf5ZCNuugENXmr5QrPTELMhTtEgC6cURPKHvGLW44JMlz8N+WUvubb8JqGAfgIgBdNLWHwDl/4tgVaQAAXrOYcvoO3zzHcr//z+p4JbYSADB2rDhaBoP13UeFikgYIOsi535J5968OZOOPxCs85tuEaT77WfP47KrlmDBwoV4+00v/vvNN0ChIBNpjAhnleMWvBFjfVuDo0RTn322NDPQBw7lrZEOks16iL83kYVHlylfB7KOkMcj8wT/c4eQz++1jC0ffyxvu3/PYwAA48oXwqqkKkJB8MxW3xLi708+EeIKN/YRiFvmu/KQREFSgJdZbEhS9V7KzG/WxHrmGWHme/JJWUQe5rtCiQISIcS2GiH6TUbMLVtEehMAePY/Qlwgw1l/i/r+lZODO+fMOSo5CGVKmjBBup9bvhHz5wtixPdmoPFP+zfs3i0JkrR48yccrQWynLti0DoU/Z7wPRgAxeJm3dlBU/shACGrPfd+tyy909ZcGHYPXUY05vMMOY5vWj5a/EHmUy4W09i2zrVkfij+TOYsDODBB+XfJAG2aiW9M2h23Nv6F/FHsDV8U6bgQo8H/rlz8fh11+Hfln51/3mSFJdn4sqIEd/OhZgOngpux+kNA0B4ZsrMTD9Mc+JR7z4jLq6CMoL+AuBWALNKeMK6k9YCHUHyAxgBoKokyalbpw4+mTIFUS4XXvzlF8xS9GnljVPIKZW+TbYB4PzSLpg6NcRzfvmzRd/PEf4kv/+fvGzTD5Z34AhLxWpxU0FoKDB32iHlJFnaLrssVMTD4AAg5gvp0ONrY+eQuG9cKERgmyV3/E9a+3y1hFWG2GwOMhLqDD4kZRIHM+27WiHrnPdMyzn0MeZcOlEQE4plq11b2jRJKlWfy59NZvWkpN9CylHyXd0+1+rr24WorOyTCeAoBCkzM8QObtotOCTyyeLSAVndyFK9J0zV0QVAaWHuH5bUAi0GbBTcb1ksbr/s2oUjAGzuvEw98FJ2BgBgxJ0oERQRctMeVgvVQU5oPI0E+ddZyeUCrSR3NMbSPuzSpMl64w1xbOneAli7FBfdJ8S2mJvsjsGXABjftCnu37gRA8aPR+Pre+CHybL8kbsF6cgqjx12T3qNJYBUSdwD4gCA9wB0B9DoaBWkp4ec1W6cZLfwjBgRfvlDjQTr/WJdocx0AeG6pPDRLYnSF1+ETn33iDiSI3i3D28JlZGfHYHrlEJWXIqVI3MagMvfFkSJxJSyWp9JbCNuvnVr6cPXydIz2eQ9cgC0LGQPtjk3VDQCkvDqn/sbM6s3Cp2lkLA5y8QmC93INQMAXn899KcfJRAkcmP/5JOQq3IzS45at04QedZVyMrKh57kSbGXdCl6Cf05lOxgEoAYiTL9bv9M0YZpGFvCPQIUa/mtWsAIyAgc3eeHLv84ZXDoXE9YsjW35BHonCXLR701Qd7XU4yrV18Nv43cUDZubIIUq1nzrGEeGtHfyre5F8AiADOzs9HnXx48MGYT4uPFYr9tnyBqqaknP2i3wsS3fQBaAGiLMhCkcsBiANuOetXpjn+ga9ffjiv9hx8nLjCZZhDB4F8oiSCVHaV5vOWAE6Sywg+ZM16zIUqVgAFgMoDz6tTBhj17MHnyHafEsbJcOaXq1aXIZnbtJv6wEusvxDEO2N27pSeZEvr24kVSnHrqPUHzX+xtsSDjNZY2AO1Q+lDtMl7m7+bpugH75gD0Nzk1cpepxmdZT8gQLDz31yfdJDkpch+mzZu3AXgIwAwAMTZ3GVpVKQ7szTeZYYbYhkGD5A2kwCd/IL4n/VHhRnJyo7Cz5LTXrZVlurr5dVu5H0chSN+G8Rb4qrPgTuaGmJM/IZauC8Ku5f1PIiVX4B8bwj2ppqUMK/UOP6z3KyFnvM3SphXblkHMAOEg9lC8xen0uEde8mPYTeGw0kK8Nlf2UWnqH4oT7tJFOtW+eL2l4GbfZAmAvQCu7d4diQBmd+2KthkZ+O23T5GZ+SIeeuhhFt4nxtWBAyePYyrX1CWDJTeKFXfPAQC0rilMHNdDjz+zs1E3IQFRqnr/r7+AGjWseu0D6aGFUpwaRdbRg5bC9t575YUsHUkYQVLyXPzyslRqDHlA6LDM/cLlecij4eZosrCZAabunGWZ6ShSlqVXPf/8G6yj+J/nV5o3rxBxcW8jLi4mrIz0R2Q1GjhQWkKWzBG287a7mGswBRqT7E/BpgAGD/aGvYeKLorte8+exahXT5jBps0T8XD9KaULAP+OHXLXGc2EzS4qQhIPdLX6/frGwnvpzTeFeDl/fgwSEsIJUnb2TgQCdRBlUaPro0V0+/W/CAXekAelK4GauoQjGCzWbtMEAI8nC+XL84MLwsp4ehwPufOrYG7zfA6I9v+JOXOuxlVXfR5aH2bXFSLXzRnSDSVztJDP1R4sCgYRQx/cCqBM6SjVGU88IY58QxUdSH+4o7H4wA2shgZNE79v3oxbmzQJDaxm6en4YMQI3PT003ji8UfRPnMnBg+2L0ScVlSp1CV78/Kwcv9+FFZQsv8D2dkIRMBGA6mpLRAXl370C08x8vL2org4t8TyQDCI7KIirOveXUuQ9ublYd7u3WVK45GQUDvsXF7eXuzfvwLFxSe+r2tJBKk07M3LK/X9yoJgsAjdu69DrVqdjn6xgn35+VjOk+aVA1yGgb7NmiFaYQpu7NgRT1x9NYKmidHffFOuYpxR0cF3Dhw4cMARUZySAwcOHDhEyYEDBxEFhyg5cOAgouAQJQcOHEQUHKLkwIGDiMJJI0oZGRlHTRR5OqK8+8Xp91MPp8/DcVL7xDTNE/4NGTLEOBn1RMKzTmb9lamtFfmsytRPp7LPy+N5Q4YMuWrIkCHxyrmok1T3LUOGDElUziUeaz0ni1NyZWRk2NxbMzIyojIyMkreR6WMyMjIiM7IyAg567/zzjtmRkZG9YyMjNLTDkRG/eXWL+Vdf3n2i/NNS0Y597sbwIuwEoNmZGQ0zMjIeAjAHRkZGc1Kvblsdb8MkbYUGRkZrTMyMp4BMCIjI+PqY6nrZBGlfwIYbjUmMSMj4waIJH0PZmRk/OP/2zvzIKmqKw5/LIMiCEIiIpYRR1kEqyRqXHCLigoGJRMlIW4xqO/EMoqpJBrXiFuZVHDFmJ8iGhEXRKNoCURLJYBRLFSiUaGoCRJ3xBXRiBT549x2Hs3QdL9lHKh3qqaqu9+8r0/fd9+5555z37kp2UPwgoaY2VZmdmJgX2VmI1Ky8+bn2S558/Nsl+Karl/y1P0A4FVJq8ysPzAO3zJxEHC/mVWsHlQFe15g74KXZuiGlzO92MwOrHh2TLIySgcBpXqMJ4a/lfjj3Vea2Y7rO7EKOQS+rg5xPHAUXqT5WdzCp+0IefLzbJe8+Xm2S3FN1y956n4cTYXJ9wcaJY2UdAZwG14pL6kcBfQIsaWhwL8lnSlpHF7Q6thqQVlVCRgOTDezdsDhwPWSngIws0m4NU5aKWRvYIGZ7Qw0AJdJmhXYB+FWfkGF879Jfp7tkjc/z3bJ+5rukyN/ODAjx2uaZ9s8CuxiZu8APYCfx45tDzRfUqM6mQ7sgFe27osb65LsDCytFpTaUwqW8Xq8cORC4FAgVo6d3kHRpHItbjz/AvQEFseO1eOVFtLI9cBmWfPL2mURPgLG9iJK1y6BfwOwa9b8GDve7vFrmrZdxpexG2P/ksU1vQboQD7X9AZgAE1tHmf3Jl1fB+8zHYCb8CIBmbWNpPslDZbUE++XD8UODwFmpGDPlNQgaSBe3TpWD5YjamLnkC3YIfa6TxRFi7JkR1HUIbzeNUt2YNZHUbRZHvwoivrF2Jm2S2D2j6KoLqd23zGKos1j7bIwS3bsdWp2qY0r9Jksde9XylxFUdQ3h2vaq5R9y6htBkVRNCyKop2iKOoa032bKIpGZ6l74LaJoqhLFEUjajkvdZUAM+sMjABW4Zs6vAO8JWmZmW0H9JX0ZCVGjd9XWg/REegn6YVK/78BVkfcRV4uaWYZf4vAfz4hu3tgvyvpkbJj2wX2E82eXB1/ED6iviHprfDZlnhmpXsafsguzZe0uJljnUjXLhcBc+O6mVk9XpP2S2CApMTegJldg+9+cLmkReGztngl5i3w/pioz5jZrvj07U1Jk8JnnfAS8N2A/imvaUfgSLxG72fAm/i99FG4z/qk0P13QH/cy1sDvIF71g9KesbM2ktKVHA79MU6YImkZWXH2kqqqR5QFkZpCt6ImwOfEDYPBR6S9FxK9nF4+cGXJL1ddmzr8gZIwP8rvq/QbrjuDZKWhmMdJCUu3GNm9+FtcQjwK7xDADwtaQMluKriNwJz8GnECnyPxFHAbZKeTcmeCxwvaYmZfQe4EC9G+KSkxyufvUH2q8BISS+bWQPwU3wgexOPz3yekr8Qj+m8DdyYxsA1w34MeB0vXHojHj/6GI/x3FnrzdcMfzLeD7vj/WYW8BIwVVKqPTzNbAmwv6Q3Qvp+b9zADgeuKhnZhOwFeDD+PbyfvA4slfRiiLNNllT19C2VUTKzfsCjknYK77fA56pDgROAM5LegIE9C5gMbIlf/MX45qTz8UY4XNLy9UIq8/sAd0vaM7w3PINwjKT/hQ44UlLNexWHIOVdkvYKXtHz+E7k2+DtMkbStEqMKr7jN3igdQ4+IGwJGPBHfBScmMSoBt0l6dDQeR8J39EBzwadWe751cCuBx6QNCh4BbOAK3FP40Q8JnlJihE7rvv5wCl49dpxkl5JMmrH2H2AeyTtEbyjJcB5uIdwMnAPcF1K/hRJ3w3v9wEuAF7FM2WjSgNmAva3gCn40oK5kj6LHdsajy0NlfRJAnY9Xtv3l3j/3hYf6FfjDsUFuGfdzA4IzUvaQPfmwGIzO9TMukhaKelZSWPxC3V2CvZgPLg6Cc8aLAV2xL2B+4DuSQ1SkCGEzVrNrA64A7f0xwSD2DWJQQoyDO9MALsDL0saL+ki/MYenULvkvwZmA28I+l8fC+ExbjX0S2Fl/cDYLCZ7Rf0/FDSpZIuBE7Cb/Sk8hbwDzP7GXAwnjZ+MBjoc4DBSQ1SkKG4sUDSlfiaog+B08xsYEpPZidgmZkNwPv2IkkTJN2Et8vwlPx64F0z6x3e1wErJZ2DB+zPTQoO98l1Qe+jzWygmfUKA+bOwFZJDFKQFcCp+DTwBnx90q14oHtb4PVaDBKkXBIgaYGZ3Y133n5hSvEBPh8+DLeUSWUG7rouCG5gR/xHnag/7wAABcJJREFUgmdX1q0+X5u8AnxgZu2Br8Kir5uBM/C9qxPHBoDncE8OPBtzeuzYXrh7m0okrTSzq4Fb3MljAD7SjjezdavhVy/T8Wr6Y/D4xh9ix/aghtRuuUj6Ikxrz8Kn+H3N7FzgSdygNFY6vwpZRthWwszqJDWa2XX44DjbzH4r6daE7MfwWcDVQff3zez7+NStgbUznzVJiGM+jveNMSEG1gco7YjRi5R7XUqaZmYf44bpZHxnhvb4PTUuBfc9YFrs/Wf4bOZfZjYwvK5JUq9TknS7mb0G/BCfa68AdsFHrCtScN/G4wKl958TOm2YVjyVWGmXuUC70sgcAn3PmNkQ4FLc20kq80qjpqT/mD860E7SanzJxC2VT69OQgc4zswuwaeFR4fPk456hODwZfB1sL7OzNpIWoPHOSZUOr8K/mwzexFfTNce32nrQNyQj03DxuOYX4TvWRWma//FV1tPApJ6vkhabWbjgb9JWmxmQ8NvGI1PWxLrHtq2xB+GT39E8PrwTWFubvbkKsXMDsOdBcNnSKWA90IgbRzvCKAdMFvSp7FDt+ILJ2uStDGlrjS5zM8FxXriGadU1d0D+0jc23pK0qqy46UbJSm/M94BPirnh3jEn5L+hpAFG16uu5n1wONA95b/nhr5XQJ/Oe7RtQH2VVhkl0Zi7GVlunfGvd+HU8R8uuJxu6V4bGN12oRCGb8zbpjX0j0jdhd8yr8cT1asMrM98BXST0haURFQHf9gfIr7fBjASl7U9niWtWZvKWQMf49PY/vj69oagbvwuGelrYWrZS/HF0zuhnuR9wETwoBQsyQ2SmZ2Cu5uLse3wdoGeBofSaelzFyV2O/jm3f2Al7APYwpGRi89fEn4oH11UkNXiXdJdU8alTJn4OPrDMkrbsvUDL2sbhrX2r3ySkHgTh7JD54zcP7y4MlDycD/rKge6ndJ+AB6jSDQIn9AfAjvF3mAdcmDfpX4B+L30sv4t7RPWnibGZ2OdBZ0tmxz4YAP8EznmNT9PXm2IcAP8ZnOZcmYacJdI/C3eXz8dFvIh6QHoYv84+v+UnKvgCfFk4EpuJubFp2Jf4BwH7yJ7Mz1938MYE8dJ+Jewh7peTH2SNYu90PzJB9dGBPw72vtHrH+ReydrsfBOybke7n0dQu0/CkSJbX9Dya7qXSXp6DU/K/jYdUvhb5so7T8XY/ISF3fewn8Ezc3qz9qEnVksgohZhOFzw1j6TX8K1M78RTj2PM1xHVbCUrsCfjFyoxu0r+WTnqnpi9Af4kvN3Pbo2659lfqtQ9j/54J74MIK9rmkl/x6dXW5vZWPNFjiVpi6+HWmeBbIbsRMH/NNO3k4DT8GxNHbCPpGHhWKOk+krnf1PsQvdNj13oXpHdFk9QjMa9l074uqJ3gU6SEntKebHTTN+mArfjGbdPaaoB04DPh9NInuy8+YXuLc/Om79R6h5iR1PxJQAz5Yucv4evybsjpUHKjZ3IUzKzrpI+LvusDZ4FOgx4X9L8Zk/+Btl58wvdW56dN38j130+cAn+PKThCxnHhGPH4AXfXmlt7JrXKZlZT7zeyyL88Ym/4ynRz4E1ZrY7vgK1ZsmTXei+6bEL3SuytwXqJD0cPppuZnPM7FRJE4CLqaHwWkuxIYGnFJv/noNnOfbEC0YtwR+EHCWpRxJl8mQXum967EL3iuzBwC/C35eSvjJ/ROZqvFbTryVVXaK2pdiQLKa0CM8KzJN0Lr4YsAEv3HUAvhw/qeTJzptf6N7y7Lz5G7Pu/8QfGF4TjEaHMJ2aiq9/SjS1agF2tlssRVF0bxRFJ2VdKCovdqH7pscudN8gv1sURY9EUTSytbIz2TggtobiGpoeIsxE8mTnzS90b3l23vyNWffA/xB/EuCB1spOXeStkEIKKSRLyWzb7kIKKaSQLKQwSoUUUkirksIoFVJIIa1KCqNUSCGFtCopjFIhhRTSquT/sFS4WWGEczIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x252 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with open(\"/work/data/indices/SAOD-01-1854-2016-12.txt\", \"r\") as inpf:\n",
    "    data=inpf.readlines()\n",
    "print len(data)\n",
    "data=data[1:164]\n",
    "data=[x.strip().split() for x in data]\n",
    "print data[0]\n",
    "print data[-1]\n",
    "\n",
    "data=np.array(data)[:,1:].flatten().astype(float)\n",
    "saod=pd.DataFrame(data, index=pd.date_range(\"1854-01-01\", periods=len(data),freq=\"M\"))\n",
    "saod[saod==-99.99]=np.nan\n",
    "saodY=saod.resample(\"A\").mean()\n",
    "plt.plot(saodY)\n",
    "plt.show()\n",
    "\n",
    "slope,pval=trendpyramid(-saodY['1900':'2017'].values.flatten(), \"analytical\")\n",
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "plotpyramid2(pl, slope, pval,plotparams=[-0.3,0.3])\n",
    "pl.set_title(\"SAOD trends\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "141\n",
      "['1872', '0.494', '-0.041', '0.247', '0.023', '-0.688', '-0.376', '-1.780', '-1.204', '0.488', '0.439', '0.753', '0.776']\n",
      "['2011', '0.346', '1.671', '0.229', '0.003', '2.466', '0.845', '-0.476', '-0.357', '-0.575', '1.311', '-0.233', '2.882']\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'AAO trends')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x252 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with open(\"/work/data/indices/aao_20c.txt\", \"r\") as inpf:\n",
    "    data=inpf.readlines()\n",
    "print len(data)\n",
    "data=data[1:141]\n",
    "data=[x.strip().split() for x in data]\n",
    "print data[0]\n",
    "print data[-1]\n",
    "\n",
    "data=np.array(data)[:,1:].flatten().astype(float)\n",
    "aao=pd.DataFrame(data, index=pd.date_range(\"1872-01-01\", periods=len(data),freq=\"M\"))\n",
    "aao[aao==-99.99]=np.nan\n",
    "aaoY=aao.resample(\"A\").mean()\n",
    "plt.plot(aaoY)\n",
    "plt.show()\n",
    "\n",
    "slope,pval=trendpyramid(aaoY['1900':'2017'].values.flatten(), \"analytical\")\n",
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "plotpyramid2(pl, slope, pval,plotparams=[-0.3,0.3])\n",
    "pl.set_title(\"AAO trends\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "170\n",
      "['1856', '0.233', '0.166', '0.238', '0.157', '0.209', '0.232', '0.245', '0.222', '0.289', '0.139', '0.150', '0.244']\n",
      "['2019', '-0.018', '0.077', '0.118', '0.120', '0.084', '0.170', '0.349', '0.335', '0.242', '-99.990', '-99.990', '-99.990']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with open(\"/work/data/indices/amo.txt\", \"r\") as inpf:\n",
    "    data=inpf.readlines()\n",
    "print len(data)\n",
    "data=data[1:165]\n",
    "data=[x.strip().split() for x in data]\n",
    "print data[0]\n",
    "print data[-1]\n",
    "\n",
    "data=np.array(data)[:,1:].flatten().astype(float)\n",
    "amo=pd.DataFrame(data, index=pd.date_range(\"1856-01-01\", periods=len(data),freq=\"M\"))\n",
    "amo[amo==-99.99]=np.nan\n",
    "amoY=amo.resample(\"A\").mean()\n",
    "plt.plot(amoY)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'AMO trends')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x252 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "slope,pval=trendpyramid(amoY['1900':'2017'].values.flatten(), \"analytical\")\n",
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "plotpyramid2(pl, slope, pval,plotparams=[-0.3,0.3])\n",
    "pl.set_title(\"AMO trends\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['1821', '-99.99', '-99.99', '-99.99', '-99.99', '-99.99', '-99.99', '-2.62', '-0.14', '-99.99', '-99.99', '-99.99', '-99.99']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with open(\"/work/data/indices/nao.txt\", \"r\") as inpf:\n",
    "    data=inpf.readlines()[1:199]\n",
    "data=[x.strip().split() for x in data]\n",
    "print data[0]\n",
    "data=np.array(data)[:,1:].flatten().astype(float)\n",
    "nao=pd.DataFrame(data, index=pd.date_range(\"1821-01-01\", periods=len(data),freq=\"M\"))\n",
    "nao[nao==-99.99]=np.nan\n",
    "naoY=nao.resample(\"A\").mean()\n",
    "plt.plot(naoY)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "slope,pval=trendpyramid(naoY['1900':'2017'].values.flatten(), \"analytical\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'NAO trends')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x252 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "plotpyramid2(pl, slope, pval,plotparams=[-0.3,0.3])\n",
    "pl.set_title(\"NAO trends\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YK0AOav1XlbI12DufVq8tGQ0DKCAYiXe83mZLVuvRX3VwEcAJ1Fuy5ftKdXI+++emgGe20RICnn6n/bg/wTDpXZuMRdo+fyYZAwDIgXDf5sagHK/t+xRgPGqEjhnYAk7FanvFwG5gFopJHW2RgH10DdV0wwF2O0/fM/osbLeD3tdwwK+y9Vy5rr5Of56KauTCTeGtzUIVzZaM2XhInVN2O7xchYy3Z5osNN0w4LsfOIe3f+oHKNW8eT46QXsGTByvyu7Iq2fVDINi8isA9jO/7wOwajwok8kM6HS0FXuQY/YT9Hq2clo5g41szpPryxXLbX+LBMh35weZwJvZHDKZSNtxZeVBqhTzyPjJtrxRJcwmX6pYnt+k3p9xu56qYqgrhRzCPmJ8L27tgGzEgaxSZliulpDJkHvtk8l7NjI7yGRCsMOza3kAwFw8iHI+B4AsDlbf046yqCT9ZIyczRyywl3fP42TF4v41hPncfPhFID+3p9MrkB+aDbaPt/fItezuVPsaWy7XcCgjPyXAbxfFMV7ALwEwI4kSWsd3sPRBUp9ia5p33RRfbajJm8SXUN/rvFG3iOH1Z0KZBnYm4pAlmXVeap3vJJ5JcuyqePVTf0aqscvJkMI+gUIIElUzZYMv08vANSbLVTqLfgFpqRGF36dXJmcc4bZkfQTZvWbKMZGkxdF8W4AtwGYE0VxBcAfAAgCgCRJnwRwP0j45CmQEMp3eTEuRzsKfYmuIZN0TzKEi3l9dqIaKWMVXWMSWdDpPRzDQbMl49/d9Thasoxv/MaL1cU94BPg9wlIKpEg1LBX6i3UmzJCfkGV4AB30TUZxeCmY0EIgoBwwIdKo4Vao6U2vKagi0syElAXEre9ZAHSVBsAMqXBGHmz+k0UgyhS5omRlyTpbR1elwG8z4uxOOzRz4zXw7MxzcgrD3ynEgVmE5xXoRxNrGQr2FYMX7HWVL1mdFFWmbxiJKl0YkzXj7pIhqILfVRJ76dGvtpsIQqDkWcSr7Qx3M2hZktWiVCmNChNvj2MmGKc4uQ5RgTsZPGqdySVVY7MRdW/JaiRt2HlzRbpwSmAsEEKVa7hRn6kcHpL873kKw2VidOFXAuh1Bt5NhEK6OyMZ1FRk63Ie+zCa1UjH/ZrTN6l856N8d8eFJM3qd9EMQgmz438hIGVa7xm8kdmY+rfEiGlfria2NQ+Fju5BYHXrhl1nN4sqT/nK802Bpo0aPI00iVpweQdGfm6vq4L/b9qkg2tyjXhAFM6wd0c2ilrRn5Qco2ZX4qCM3kO1yjWvNfkaVmD5VRY1dadyDVWNTu4XDOaeJ5h8rlKQ70/mlyj1+R3SnXd3ync1K5RjbzyHuqcNJsb5nKNuznOlioenCavkB0TuSauyFScyXM4gizLfYmuYYuM7VXqizhxvKqZfoZ07jCXa0YSOiZf1Yw8XcgXkiTx7aKSEGelybtpCqPKNUFNkwfM54ZWJ8evi+BxWrce0Bv5Qck1w46u4UZ+glBttHQ1vEseVbZjI2RofRH6YNMkJ1Mm37Rn8lyuGR20ZLmNyRvrDs3Fg4gEfMiWG8hV6pom76Fco+3y2g03G13j9wkI+QXIcDePhsHk7QqUcU2+Bzy/VcIH730aZ7fbE3kmFcaGDp7FySsPXNDvw3tu3oeffcEibj1CkkjCNg+01TbVGA/NMXys7VR1xjJfaaq/U5YtCAL2pgibP79dsna8qnPCjVyjOF791lKeVT9ZN7o8q8nnq82+tt2jMCu3TcEyeTc7EjeYWCN/34kNfPWpLfzjExvDPpWBgZY0SEXJQ+BmC7i6U8FW0bxloMbkfbhubxK/e/tRtadn1IaVWzF5QRC0csOczY8ETm+VdL+zmjxrnKhcxxr5Nrkm4Nz4Vg0LiZ2Ph42uAdgdg/N5vmMgQoMIo7RzvAb9PgT9Alpy/3a2E2vk6ao/KN1tFEDrX9B+nCWHfTYr9SZ+4dOP4lfuPmH6umas2zVFOyavVd8zeZ+fSzajhNObZMcbVPwn+WrDtKvXPqVmzLntkhpdY3S8Rl0kQ1UMzt2wDZNn5RoyDk2Icj6HjLvdQWS91mzkGkCTbLpJ7HKCiTXyNJRwNxl5NvogEvARduCATW2X6ijUmji3XTZdFGqMXGNExCZSxm5y8wib0QJ1ul65mACgj5Nns1kpkz+3XdKKk7U5Xp0zbBodQ8dwwuTpLjISsg7ftUI7k++/fagyO2EzaM28OZN3BdXIF3ePkadyTSLkd9UFnjKkpmx+vF0yh52xtsv04828Rws0Eer6vUkAZE6YyTX7FE3+7FbJ0vEacaGVG0Mo7Zm8Ua5xr8nTujWUnAzCyGtkx6wYr8bk+xVhM8FGfrD1KUYBVK6JhfyuvPbsFjZXadcoaQ2ToElnGzvWVrfQ5AH7h5ljsJBlWdXkX7CPGHlddA1jnMw0+Z6ia4xyjU0IZaFilGvcx8rT+U2jxAZj5K2bhgBwRci6waCqUA4cneSa9VwFT6zu4AULQV025jgjz/RedRN/y2bJ5ioNLE9rr8mybNrCj8Iue9UqTh4YHyZ/Yq2A5zZLePO1C8M+lb7hUr6GUq2FdCygGj+dXMM6XqcJk1/JlJGKEd+PlePViYxiDKEMGebTdqmO+57YgCzL2FACA9qia1zIHFSuOTwbxbMbpYE6Xs2SoYD+h1FOvJEv1pqo1Js6XREA/uifnsKXHr6AP/np43jl5bPDOEXPUah0K9doE50NMQNImKMMwC+grfQroMXJ20XXjLMm/9/+6RSe3Sjh+r1JHJyJdn7DGILq8UdmY5ii9WmqDbV+jK4/b9CP+UQIG4UaNgskKWrKIoSyXCOJSnYkqlLXJ0NFDEz+rh9ewGcf0FpP+IX26JpumDy9l4Pw2VlFmVH0OyFq4uUaQCtnymIlQyb2Pz25ObBz6jcKVTJh42G/mi7tZOLkTXp2UqhSjcUEVRm5SeahXejYOMg1sizjXKYCANgomIeXTgKoHn9kLqpKIYVKU1ukg/r7R3V5gBjdWEj/Opuo1KlngNG5ayxrsK5877ceSeGOGxbxhz95TD3WrSYvy7JKYqiRH4jj1WF0DWfyLiDLsu4L2y7WsTQV1h1DdejvnM6gXGu21a7udtyWbM54B4GisnuJ98DkjUa+1iEyIOATEPAJaLRk1JqyzrlkJ/OMg1yzXaqr5zfJvp1TGxqTjwZ9CPgEVBotdfGPGIzT3lQED6+Qjk7JSMCUqUeCftSaDVTqTUvj1mzJqDdJlVIq6akZ1Mq8o/PxF164By8/OqN7v1smX6mTjPBIwIc9U0RqGqTjlTN5D1Gut8AmUpptyaiRr9Rb+O5pb1p+/ce/fxo//VcPD81w0WuKM45XZ5q8jZE3iZU2ImJhsDW5xkzmGX0jv7pTVX/OmuwGJwVPr5OWkccX4xAEAUkl7p1q4EbjRGPlgXanKwVdGOxYNpsIRRcKOleoszKnJkC1j+OWye8wGbNppSdtv+WaRktGUyY7noAF+RsLJi+K4usBfBSAH8CnJEn6iOH1dwL4YwAXlD99XJKkT3kxthkK1c6xsPmK9revPbWF114x19OYsizju6ezqDZaOLNdxvGFeE+f1w00uSbgjsnbyDV0u23FQgDyQBeqTVTqLUwxbV7VqAIzJu+3rjY4KtAb+clk8rVGC6c2ShAAXD5P5mwyHECm1MCmIpUYmfi+tHaTjU5XCtoExC7CxqjHs2PReZE3RNToxnDJ5HVGPkaMfL+ZfCcWD2hyV7+YfM9GXhRFP4BPAHgtSMPuB0VR/LIkSU8aDv1bSZLe3+t4TpA3FOYyrtayLOsWgu+czqBcb6rMoBtsFbWt/Wq2MhQjz8o1bpi8nePVTnKh0AqO6ceq2oVQjoFcs7pTUX/ODqiL0KDx3GYJjZaMQzNRtXw0NdybBfLctMk105r0aXS6UjiJsNGid7Tnrs3IV/X1anRjhNwxebrTnYoGMB0NwCf0v35NJz0e6D+T90KuuQnAKUmSTkuSVANwD4C3ePC5XaNgNPKGhKhSjcg50aAf1y4liGTzXG+SzVpOY30sAxwk1BBKl3HyxhBKFnYx8hSWco2TjFcXiSyNlowfnd8Z2MKwG5j8U5eIVHPFokZKqDRCyVGbXJNi5RpzYkR3ksZnkUXZED4J6I28vlG4iZF32SuYEpjpSAA+QUAqStl8/xZwJySp35q8F3LNXgDnmd9XALzE5LifFUXxJwA8A+A3JUk6bzwgnU57cDqAsGGoxtgQdJ9d2SHRBMlIAG954X48ft9JfOt0Hj//0mNdj7lzTqt2uVX17lrMcGJ1B+u5Kl55hT52u6BIUMvzaawUiXFuINDxXFjyXjJ8V2HiX0MsHLT8nHgkBKCMYCSuP8a/AgBIJeNt700l1gEAvmDY9vzY17744xX81udP4D/efhzve+VlttfkBTZKmvEwzqFu0c950Q2ezxIF9YZDc+q5zU5FAWTVstVzqWndeadSMiJBHyr1Fuan2+8tAMxPRQHk0PBZ399QUWlAE9Xm1myKGLqW4EM0MY16U0Y44MOe+fYw5/k02Wk14HP0vTZ8ZDLPTcWQTqcxlwxju1RHM6CFxnp9f3aaZBGNhq2fwyNLTVy3bwNHF1N9mR9eMHkzimeMm/oHAIckSboOwNcBfNaDcbXBZBnZUg1VZWtI9XYqv2waqiuyNV5uv3oPAOD7z/UWSnkhqxn5lUx/yxt/4O6H8e7PPoiLjJwAaHJNIhJQ63sY/RNmyDH+iR0DY3WiKUaYBg4stK1qO9uzknjsQL/XtZ3BlI+mYbYAkClNZgjlE6s7AIBr9moZcFMKw6WIGEIoBUHAgZmY6bEUKUXzttsB0YJcrEzKFrxTq1xajBF1KdfQc6HnNhsnstO2RfVVL+BErrn1sjl8+f0vw+/cfrwv5+AFk18BsJ/5fR+AVfYASZK2mF//CsD/a/ZBmUx3ksl7734CD57L4S/vvBovPjiNS1s5ciKpMJ7dKGFjp6T77Avr5PVkJIg4KogGfciU6ji7tmHpSOqE5y5qn392M9/1tTjBhWwZsgz86NQqbjlCVv50Oq0a9Hq5ALlOFoBsodzxXHYYA7ZdrOiO386S70qQW5afEwCZyBuZHWQy2mQulBSmVWs/B1+LjLmeLZh+LmU07GtbOwVyvg6uqVfIsqxbrDfzlZ7GNLueYaPZknFyldzfvTHt/oYFg2+lXEQmo+dyB2bieOZSASE0TK8p6lP8U1s7lte8kSELTACyekytTJhvqVLDyiViNhIhn+lnNKtkEc6XnN2bS5m8en2ZTAZJEkWJc+vbwDESeOH1/dnYJnPWL8h9vfd2OwAvmPyDAI6JonhYFMUQgDsBfJk9QBTFJebXNwM46cG4KqaVlX5L0d6psTugRAEYHa8FpmSpIGjdjs73wMDXdgajyVfqTZUxn81oTL7V0pzJsSCryduzHFmWdbVr2EgbQN8VygqdQijN9Ei1Bkqm0vaaFUpKFIVTDbYX0Bh5et2TqMmf2S6j0mhheTqsPkOAllFKYcZCX3iQNI25bC7W9hoATCs9DYyOfBbG4mSAvgR1zsbpCrgPoaTFyejnDSLCRg0jttHk+42eR5YkqQHg/QC+AmK8Py9J0glRFP9QFMU3K4d9QBTFE6IoPgrgAwDe2eu4LGbjNOaVsEMaXXOASV1mszGpM3IqQt63n5ZPdWFwjGANe6HabKtb7RXYh4btelWs0eJkPvh9gq0z5/HVvGq0KvUWmjJ5kH0C+W7YaAO7rFUKq5h3u/ceTJN74+Y7LykL1iAcr/R+HpmLIeATUKq1Jq7BiZnTFTCrRdN+/371J47i3z70KrzsqDmDnFaeLTsjb2wYAkDXTEaLkTd37vYSQgmwRr5/jlcnz0+/4UmcvCRJ9wO43/C332d+/hCAD3kxlhlmYnomT434bCyIeMiPYq2JQq2pRg2oJXmV3/crBodllYVqA7WmrH62HWRZVqNrFhIhrBdqWN2p4niX0o8dslZGXlnYqHG3CqF87EIe7/jrx/H6K+fwR2++XCvfGvGj3vBhp9JAvtrETIxMShpd4yiE0vCw2UXX7E2F4RfIDqjaaNlqlhT0YR5EoxFq5Jenw9gs1LBZrCNbbmCB7vEnACcvEinBaOSNiUdmBsoyu0sZAAAgAElEQVTnE7A0HUXGYpFWmbwN2TEWJwP07f/sImsA9wXK6OdNG4x8PxOiOjUMGQQmIuN1Jq6/WQWmGiM10mwYZcHQYUaVa7LahH3/353Ez37qYdV42iFbbqBcbyER8uO48sCs7nS/K7AfS7uOM4yRp4lQiRC5JqtkqAfPER2UprKrySbhAKaUBzPHLCS9yDV2VSiDfh+WUxHIAFYcsnl6L9wUpOoW9P4RKYN8L5Mm2dBM1yuURiEUTph8J2hyjfV3Rp3ubPFAdi6xARJmcMvkc0ycPACklf9PbZTwK3c9hCt+75/wkPJ8eAWtp8LwKt1OhJGfNRhyasQTYfPMNs3Ik9cOpPX68E65jkcv5JEtN7CS7WyAKItfmg5jWUkU6ZcuzzL5i7mayp7VkgZheyb/xBphb7TgVl7d1fhVhsPGytc6FCgDrFPY7erJA9r3ftahL4Rq8oOUa5amImo89SSVNmjJMp66SIz8lUYmH+msyXdCyoEmT+dLWMfklbIGTVklIF5p8jsGTZ6Sw8dW8/jak5dQqbfw94+tO/osp9Akqd5rY3WLiTDyM3Gyhd4yMPlE2N/G8gGmw4xys41G/qSiVQJaFTw7qAZhOozlqf4aeSMzopo2m+0KEJYjgEgbNN5ZlmU8sUoiDHYqpHiU2jczHFAnP7vFrjtI5qAZi1aavJXTya0uT7flg3C80oV7eTqsGqzsBBUpe36rjEKtibl4EHMJvQTFMmcB9olwVqD+LkdyjUVZgx2bujVQzssvkCQ5J1mrRrmGLVr4misXAQDffz6DloO+yE5Rs9nNDgoTYeSp43VLiXct1KjhYuQaUyZPbvZcIoRIwEd6nVYbqlYJABv5zkZ+jdFvlyiTz/XHyBvLJlNdXq1boxh5QdCcrzQeeT1PtGWKzWJdXRCTEc3I5yvu5Bq6e1g3fFed6mgfnInorqETBhldw2ryTmK+xw2f/SFJgrr1SLvjlDWq4YCvq6Y6LJO3aiZP5ZooMz8EQVDn2pbaJMScBQuCoLL5TnOi3myhWGvCJ2jzdXk6go/fcSXueef1+Kt/fyP2pqLIlBo4ebFo+1luYFfaY1CYDCPPyDWkLo0m15hr8tSwkdd8gqCmap/PVPDkRZbJdzbWqznCRJemwlhWKvT1W5OnjOfsNhnHKNcA7br842va4gUQySbPRDCYMXlVrrFh8i86MAUA+J6BBVFN3qq3JY1+otfQCVR66rdcI8uyunAvTYfVioWTItc8t1nCfSc2EPAJ+JVb9rW9zjL5bh2GoYAP0aAPjZZsWVrDjMmzY24UzBuFs6DNvDvp8nTHOqWUNKC49Uharb75iuPzAAib9wrc8eoRoiE/IkEfak0yoVi5xsyDroVQapNnPyPZsEzeyE7NoDH5SN81eaorXrWHOMuonl1g6tZQGOvXnFjL6z5rPV9TJ3+CkWtYTV7T1a3Z3PGFOPYkQ9gs1PEks5DQCW61QBxwmZ9AjXy/o2sypToqjRamIgEkwwHG8ToZRv4vvnMOLRn46esX1HwFFgGfoM6dXhiomY+HhbFhCAU1iDRT3crxCjjX5Wkwgd1nveJyxcifztp+lhvYNbMfFCbCyAMam98q1lUmHw/5kY6Rm2rmeE2YGPkn1gq4wBhoV5r8FNFvo0FSetdqcvcCWg3x+r2k4fJZpatP0cTIG0uYUqcrXYg2CjVmV6MxeTa6xskkFQQBrzhGGjp865TGguza/wHAnqkwQn5BJxtZod5sqbuKaqPlqW5qBCvVAJr0MAlyzYm1PL7xzDbCAR9++aX7LY+jsendRNZQTHfYAZmFUAKMkS84MfLOmPyOQY83wy1HZxHwCXhsNe/Zs9vpGRgEJsbIUwfrxVwV9aaMgE9AOOCz0OT1cg2gGfmvPU1q2FAD6YjJM046QRAYNu+9ZJNV6sxQI39mu0yyVqvtcg3L5JstGU8qO5RXKgaZyDWa45Uy1lyVZfKd68kDwCsuI5/5r89uq3/rVPfGJwg44ND5amRq/ZRs2o28YqzGtNzw2e0yfvEzj+Llf/pD/NJdjwMA7nzhHtuYf2pYezFOnbJezZKhAG2+0HtuJ9c4ZvIdYu4BYg+u35tESwZ+eMYbNq8lQ3HHa8+YVSJsaKp/IuyHIAhadI1NnDygZb1ezBGjfsth4pDq1NszX2mgUG0iEvSpjE/T5b2XbKihOToXQzzkR77aRLbc0DXxpmCzXp/fKqFUa2FpKqwmv2wUalqkUTigfh+6OHmHcb4vOjCFeMiPU5slrGQrjjriAMABh85XYyhoP52v1Dk9r0Sd0N3guDL5f3xiAycvFVGoNRH0C7hqTxzvvHmv7XvoXOjFOFHWbGXktaYhernGyOytMl7ZYzuVrHZi5AHgliOkXMP3n/fGyNdUvxRn8j2DyjXnFGNBIwSMTJ51zCZN5BqKW4+kEPAJyJYbtunsNIpmaSqsRiGwuny92XJUCdIpdiq0kl5AF51CK+nFmcgIlslTqeaapYRqvNbzGpPvGCffQVMM+n24VXlAvvXstqPqlYDWULkTk28z8n1k8sYttlp3fEyN/KMXSBGyP3rT5fjhb9+Mv3nH9eo1WWFKZfLdx3drWa/m31vFJE4e0M8Zv6CXII2gu4Byh/ng1MjfqpC775/OWkYFuQHX5D0EdbCeY5g8QHRBAYRNNFqyGjceCvh0E3gxGdbFA1+9lMCcsguwY/Nrhq09+/Pf/ngNr/7Yg7jtow/g+a2S6fvdoNZooVRrIeATkAj5VQMpfe88/umJiwCAo3NabWyWyZsZeb0mH9CYl5nj1cEkvU3V5bcdlVgFNOfruQ5M3qi5umk24hbGa6YG0S6xZ1RRb7bw+Cq59zcdmnYcDumFJt8piaxiIdewc8aqUTiFVubaXpN3auQvX4ghGfZjvaAPN+4WXJP3EDRW/pwSqUG16YBPQCoWgAzifC1UzbPo/D5BbVAcCfhweDaGeUWztHO+sk5XChqOuZKtIl9toilDF5bZLejDkoqSiU+N/A/OkFTsP3jTVboUdcqA7v7RGu47sQEAuGY5qWqxG4Waqr8nw35NrjFh8k627bceScMvAD8+n1O/l047AHoNZzsweWM1TTd16N2CbrEDyqIfC/kQ8Ako11sdjcmo4elLRVQaLRyciTiqw0Qx5YFcY+bIZ9HJ8QrYO10B1vFqv+hrJRLsdyZsVdoLDrLdO2EUCpRNnJG/kCXGJcHIFnsUA7y2UzV1ulLsV+SPyxfiCPgELDCyhhXoorKfCUV72ZE07rxxD3711v149eWE3XqRLUk1YboNphmjAPCfXn8c77r1sO54WqPj7HYFlXoL1y4lcM1SAvGQH9GgD+V6C5fyWgQDTTrJVbQElk5hkLrxIgG84tgMmjLwZ/96BoB1jDzFwbQmOdltjwepyTdaej+EIBCiAIwfm3/kAgmbfcHeKVfvo3KnJ45Xi0iVMk2GMjpemR21nR4PaLuATvPBKZMHWJLWu5HX4uSH53j1vkzikEAdrDSFP8FMjuWpME5eLGJ1p4p9Qlh5vf3SqaG+cg9xTKpM3sbIP7dJZJgjTF3tUMCHD77mCAAipXzjmW1PYqw1Jk+u9ZYjKdywL4lXXDaDX7+tvR3em69ZwEahhgPpKG49klIjWQDiVDyXqagPRyLsRyToRzjgQ7XRQqXeQjTkd5TxyuIDrziIb5/K4KFzOeV99kYiHQsiEfajUG0iU6qrJSqMMMo1/TTyWiq6du7paBCbBVKJcpHZtY06Hl4h9+GGfUlX76MMuje5xt5hrSVDGRyvzO+djLKThuFAd0aeEsZeUHNQxbXfmBgmb9yK6ow8jXbJVUydrhR33LAHtx2bwdtuJD1OVCZvk/VKjfzRefPmCakOzic32DEw+alIAJ9++7V4x0vMIyXmEiF88DVH8LYbl3QGHtAiRwAiadGH2ZgQ5TY64OBMFHfeuEf9vdP7BEHAUWWBfOqStaQ1SMdrvUV3L9rCRu/jODlfZVnGo5TJ73PH5G/cP4W5eBAvOZTqevypjtE15nINSyg6GnnHTN6+2BkLmiC24kEItFPfVD8xMUZ+1sAAacldQB/tYixOxuLgTBR/+jNXqDrxQpK8z4rJb5fqyJQaiIf82GMRc0ybJ3gRY03r1qQ7REY4ARsjnYz4VecWlWzoFps6IZ3INRTvvWW/GnboRIu8Zon4EYxlF1gYU+MHweTZa2adryRCa/Rlm/PZCraKdaRjAdXB7RTHF+P46vtehDdePd/1+Op3ZiLXNFoyGi0ZPqG9AFqYkW+sipNR0Lo3neZDp7LFLOiO3mkJbDs4jTLrJzyRa0RRfD2AjwLwA/iUJEkfMbweBnAXgBsBbAH4BUmSzngxNkUy7EfQL6jJO3omz2ry+jLDdlhQo1DM2dtpKtXMRi0jAFQt14MMOiOT7wUsk2elK1I9sKwxeQdlDYxIRgJ438sP4P/+ymlHzr5rl5MA1vD4at7yGGNjiH46Xqnkxxoftqb8n/3rWXzugVV85peuxXV73ckgg8QjK5oe302RsW7ew8IuGarK1K0xjsNWLe1klFUm76FcszdF7IWnTH6c5RpRFP0APgHgDQCuAvA2URSvMhz2HgAZSZIuA/CnsGjk3QsEQdAZlM5GvvPN1qJQzOUaMz3eCHWb74XjtaTX5HsBa+RZ5xbrfAW61xR/5vpF/Pe3HsfvvPpQx2OvXSZM/sRawdL5WjKGUPYzTt4ktpl+5995LoPPPbAKGcDJS9Y7j1HAI4oe/wKXerxXoM9YvtJAs6W/r9Qom8kY7N+sKlBSRBxWoVT7xXbYGQAknDrgE7BZqPfcoKZTJdZBwIuRbwJwSpKk05Ik1QDcA+AthmPeAuCzys9fAPBqURQ9dzdT5yugZ6dLU1STZ+WazoaSTRoyMz6qHm9j5Kc9jLFW6294zOTZLbExIareaNennUAQBLz6+KzqD7HD0lQYs/EgsuWGrjsXC6rJRxxuz3tB3YTJU/npe6ezoDOh4KBr2DBBmfwNLvV4rxDwCUiG/ZCh9XCg0PT4diMe0hn5To7XziGU9SYJJPALWrkSO/h9glYyvEfna6dKrIOAF3LNXgDnmd9XALzE6hhJkhqiKO4AmAWwyR6UTps3BXaKxemYWgt6z+y0+nlpkCiOTKmOi0V9PQy7MdMgBjBfbUAIJ5A26P5ns0odmcMLlp8TiRNDsFNpIJVK9bQFpqrR/oWU5XhOv8Ojy9qiNTsVVd+3kEoA2EBdCCKdTkOZo5ifTSOddKfrusENB2bw9ZOXcHqnheuZGuf0vBogxmAuGcZKpgwEQj3PFyvIAhkrnZpSx9g7157MVhcCrs+hX+dsRKPZwvPbZQgCcPPxfX1jkp2uZyYRRr5aghyMIZ3Wcjg2amQBikeCbZ+RntJKCrDPsRnmZ4i/rAmf5XEbeWKop2MhzMzM2J4v/YzD80mcz1SQbbi/xywoYViYnWmzH4OCF3fezGoZaa+TY3rGXEILbTMy9X1pJYJjLae87mx9W5ymNW30DFOWZTx7iUzUyw09MllEQ1pYYq9bv0yJTOhUrPfJssgY7GRY+67UyoGKvKRpiv1tX3bDARLF8cg585ohanN25UHpr+O1Xa5hH9BXXbEAQN9cZdRA5a14KDBUqUAtCWGQK2kjm6hJWzxWrpnuIE1G1AJl1s+W5styLnPSXgfntnvLVKe+h3BwvB2vKwDYmqX7AKxaHLMiimIAwDSAbcMxyGR6K9afCGjrhlwrgf24hTiZDKc3iI6aUAxbpzFno36cAnDqwib2RLSJtFWsIVOqIxHyI9wsW3atB4gufylfw5m1TV1mrFts5ckY/kYZxtOmbMPpdxhsatcSEprq+8ICMVyXMgVkMhlUlYenWNhBq9o/Q380RT77oTNbyGQybdezUyTXPhUmD0u2UOx5vlihXCWLabVcRCZDzmtfXEY6FsBtl83gxQen8c2n1rGVKzk+B7f3p1esK+w1EhT6MqbT64kHCb+7sLGNI4xqtL5NsrQDgtz2Gc2a9iwJ9YrtGI0KMcKFcs3yuJX1vHouVscYr2c+Qs77mbVtZDLdhZHKsoyq4nso5XOo2hTq6xV2uw0vjPyDAI6JongYwAUAdwL4RcMxXwbwDgD/BuDnAHxTkiTPmfwsq8kbihpRbVjxIzpm8mwJANpQ5NXHZ/HcJsl0PTIX6yjBTCtGPluq92TkjclQvSASJPXjc5WGLtWbjQeXZXlgyRxXLyUggKThmzlVKfOjzvW+MnkaNso8lDOxIL7+/hdDAPDd08QQjDSTV6KRYkNsIA2wCVHmmrwx2xUwljXoPePVTWQNxb507wlRjZaMlkx8E/4+GvhO6PnJlSSpAeD9AL4C4CSAz0uSdEIUxT8URfHNymH/E8CsKIqnAPwWgP/c67hm0EfX6G8oW0AMcG/k739yA7/wvx7BB7/8DD77wAXG6Rq1ezsA5wWu1nJVNXyP4un1Is5nKmqPSr+gjxzqBTRElHW8ptV+pg31XAYxSRPhAI7MRdFoyaZJUVSuoefXz+gaGoYbNMgcPkGAIAjq3OqX4/XZjWLP0VhUronZVHAcBKYswiitipMBxuia3jNe3cTIU+z1oLTBKCRCAR7FyUuSdD+A+w1/+33m5wqAO7wYyw40usZn4kVvN/LO2DCNQqFp+gAgffe8mkFoF1lDYcVmKArVBv7km2fwpcfW8bMvWMTv3n4UAFCsNvHOv34ckYAPn377NQDIQ+PrMX6ZYj4RwqnNkm7RUM+1VGeSggbDQq5ZSuK5zTKeWM3jtmv0r1GjNQgmrxp5i4WNfl/9SIg6u13G2/7Xo3jp4RQ+docxEtk5Sjaa9yCRipgTHLVhSIcQSrPyIyzcMXnn38VeJoGyJctdPXO1EWgYAkxQxiugyTXxkL9NQjEaeadbN/o+vwD8zqsO4U3XzKPWlPHAWaIpOjHy0zY1PB5ZyeGOTz+CLz22DkBLsAKArVINlXoL2XIDH/vWOQDeSDUUt185i0MzUbxwvyaWsuVhay7KDHuB65ZJPPcD53baXqPJUHQh76+Rt49tTvaRyT96IY+mDDy8ku+pnnlZZfLDfcStasrTap5mLJcaxXjIb9twBmDqydvMBxq+6UauSYQDSEUDqDZaahtCt6gqZGGYiVDABBUoA4C90xEkwn5cZlJHhsbKUzhl8jcfSuE3XnEAL9o/jev2JpEt1/G901m1CYldIhTFtAWbAYDf/cdncTFXw/J0mJRdqGiGg9V8/0Vpq5fyIEae4i3XLeIt1y3qz1XdXte1CpQDYiIvOTSNoF/At09lcPcD5/C2mw6or7Ux+S4yXi9kK9go1DrWcak5ZfI175k8XeSLtSbWclVHeQZmGBVN3irr1ao4GaCx+056PHtspd6ELMum/jHK5DuVSDBifyqCbLmAlWxVLXHiBqNQ0gCYMCYfC/nx5fe+EH/+8+3b3HjYrxrIgE8w1QLNEPT78O6b96np66loEP/pNYeVnwOYT3ReLNRm4gYmv12q48JOFdGgD5/8hasB6Gu5swafwksmb4ag34dE2I+mDGwpC9mgmPzeVAT/5XWkeufv3/sEHjxDFrZ6s6X27aXZud0UKPvwPz6Ld//NE2qvWyuo9XosHs5YyA8BxJAafSi94hSzk3tus/vwPSrXDFuTp8l1bY5XG01+PhGCALQV1TND0E9q/TdlWN4LtY+xCyYP9K7Lj4omP1FGHiCOOTN2AEDNYjOTc9zgdVfM4g/ecBR/9ObLHX2OVdbrqQ3yEF82H1MZKpsZSH8+PKNNdi+ZvBVoATRaa36QZVLfet0i3v6iJdSbMn71cz/CZqHG6Ms+VWPuRq5ZyVYgA/jSo5dsj1Obl1v4InyCoDalKXqsy7OG/dmN7o08lWuiQ5ZrUsq8NkoeVhUoAVIY8H+/8zr80ZuOORqjky7fTXQN0Htdec7kh4DlKVpLvjd2IwgC3nrdIm52WIY1ZbFlPbVBokgun48jFvLBLxBtkTJJOjmv35fE666YBaAvR9Av0KJqNNZ6UI5Xiv/wykN48aE0too1fPtUBiXl4Y2F/GpSiVsjL8uy+v3/85ObtskzTipvas5X73T5QrWhNpIHgOd6MPKjItccmY0iEvDh9FZZ10azrDbxNv+Or1hMWPYWMKKTLt+tkVdrXuW6C6OsDtinZYXdZeQVfbOTx95rWDVPeGadPMTHFkisvVrQSTEc9P9kOIAPve4I3vfyA/j5F+5Bv0GZPC2xPOjtZsAn4GWXkRK3KzsVTXoI+lXm5zaEslhrqtv5Qq2Jbzy9ZXocmxtgt7j1w/l6Wsm9oDuIXpj8qIRQRoJ+vPjgNADgu89piUiaXNP7+UU7hFF2E11Djif3uNjlPa6NQN0aYNcZeW+YvFtMWzQ0flZh8sfmSScqajiow5VlIKloEL98y762uvn9AF2UaG9bN7XkvcKBWSJRXcgyRj7sd1xa1oicIXHp75VoJiPY3AC7sDlKFIyFt3oB1eNvUWr3nNkuq7sKtxiVEEoAeNlRcj00iQywl2vcopNck++SydMF0tiwxilGob8rsMuMPI262TPg9m1m3aGaLVnNmj2mnBeNJqCT0mnzYa9BddR1VZMfPBM5MEO+kws7VYbJ+9RdRaXechViSBfY/akIIkEffnQ+h7Pb5bbj6g5YPKCVZ/aWyRMjf+1yAsvTYdSbMs532biiXBuNEEoAeLli5H9wJqvq1DSE0izj1S06VaLM2TQKsgM9t26NfG0EaskDu8zI37h/Cp+440r89qsODXRcGu9bqrXUG38+U0G10cKeqZA6+SiTp6yTlWsGCboobVAjPwQmsp8a+WxF1eSjIb8aTdGyiaYwA9Xjl6bDeN1x4t+49/F2Nl9z2AmL7gY9ZfLUET8Xw2VKaO6pLiUb1Y8xAkx+aSqMy+ZiKNVa+LFS497LyBONybcb43qzhVKtBZ9AnkM3UJl8l4UFqyNQSx7YZUZeEATcciStpsYPctxpQ9arUaoBtO2kqsl3kY7tBWiYpibXDJ7JzyfCiAR9yJYbqsOOGqxuaspTf8h0JIDbr5wDADx8Ptd2XKfIGgq3pQ3WcxXc/cA524XpuS2tPwHddZ7qMoxSlWuGrMlTqJKNost7qskHrcNqWaLkNmtVk2vM59nqTgV//p1zlo3KazyEcnfB6HylTrVjTOJW0tCwQzXyA/YhULmG1osZRnSAIAjYr5SHfnadLIiUiYUdZDkakWMarqRs6t9QDTzQ0ci7K23wZ994Fh/64uO4+6E109ez5To2C3VEgz4sTYc1I++QyT94dgeXmCiQUcl4pfiJy4iR/w418gPS5LvV4wHNyFtFYt31wCr+6vsruP/EhunrtGEIL2uwS2CMldeMPMvk9RJArot0bC+QNsTiD0OTBzRdnn5XNOa7mwgbtoIn1UjNjbyzqpt0QXbK5J9Xdm73WRgEtpWkTxBcMfnnt0p47z0n8Af3n1L/NiohlBTXLicxFQngXKaCs9tlJuPVO03eTK7J9eDXinXQ5J9RyIdVTSoq/XFNfpegjckrE+TYQjuT1xyv3WXq9QpjVq1V5me/QXV5ymZVuaaLCBu6uE5FtCYaNZPIFU2Td8rknZ3D2g5x8j69XjSNf6dOeKrFH5qJIuATsJKpdGw2c2aLvHeVYfKjEkJJEfAJuPUIySv5i++e7xgn7wYRG7mm2xh5gMgsPoGUuTBGOcmyrM5LqznAo2t2GdjCX4VqAxd2qgj6BRxkslm1EEpShyM3JLmGlmGgGBYToUa+aEjRd9q8mQUr19C4ZbqdZuGUySdClMl3lmtkWcbajhYlc/+T7WyeGv4jSunqoN+HgzMRyNDi561AM5NzDKO067w0LLznpfsQC/nwlZObuLCjNDUx6fHqFnZyTS9GXhAElVgYP3s9X1P1fqusZ67J7zKwhZooAzg6F9NV2ZtiNPlKg9RFCfkFT5xTbpCMBMDW5hqWpkjlGgpq5MNdyTVkB5WKMkze5P30b041ebP6QkZkyg3dud7/5AZahvBPKtdcxhS8oxVOn9+yl2wuKZnJ+WpD/dzSiGnyALme/+enLtf1AvU2hLL9XvQavEAd10WDZMPKaAULOUdl8lyu2R1g5ZonL9LIGr0RSzJhecOSagBSm2Wa0eWHkQwFWBv5TnHRZqByzTSryZvINTT6pSOTd+F4pQ7RyxcT2JMM4WKuhkdW8rpjnlckl8OMkaeJb52azVAm35KJMWrJslqaeZSYPADcdmwGv/5yUl1UgFdyjR2TJ89Rt34tukgadXlWcrOSa1RNfsiO154siCiKMwD+FsAhAGcA/LwkSW1NFEVRbAJ4XPn1nCRJbzYeM+mgcs3qThVffYqk1N+kpHtTsExejQoYcIw8RSoaRKZEzmFYTGT/jL4KIXWE2cVFW0E18pGA6mOoNVpt5WnV8sodk6GcO14vKkZ+byqKWw5N4zM/vID7T2yodfx3ynVsl0hkzWJSy2h2qvuz9W5y5QYCggAZZDEcZts5K7znpXvRlGUE/YInBKJfmjyg+YGMuwQdk7eUa2h0zXgz+f8M4BuSJB0D8A1Yt/UrS5L0AuXfrjPwgCbX/Muz29go1HDtUgJvvHpedwxbu4ZG2CQGnO1KwTpfhxVdEwsFdC0dowYm76bc8A6jyQd8gmVCVd0hk1ezkx3UlL+oMO3lVBQ/eTWJ0f/a01uqtEJZ/KGZqC6W22nCFS0kBxCjVhqRCpRWEAQB4q378e6b93nyeVEnmnyXZMkqVp4NbTVKORSTUmr4LQA+q/z8WQBv7fHzJhas0fQJwIdvP9qWnMFG13Tb6MArsM7XYUXXAMDelFaCIm5wvDrV5JstuS1emvoZagbnq3NN3jmTp3LNciqKy+bjmE+EkKs01BK2Z5TyCodn9TsXzblrPUZLltWkNUAx8iMWPtlvUOetqSZf7T6EEjDPem22ZJze0pzhneSaYWvyvVqQRUmS1gBAkqQ1URQXLI6LiIqOam4AAB6sSURBVKL4EIAGgI9IkvT3Zgel0+keT8c9BjXmgYZm5N9162HcfEU7i0lMkUmRrzbR9BPjNjcVc3WOXl3PYioOQOlGlUwM5d4AwJGFKTy+Spp87JlLI51OYjpBjKEQCDs6r+1iDTKIgZ+bnQEARIIBlGo1RBNJpBPaQhKOEoaWiEZsPzsly/D7BFTqLSSmpm1lh+3qGQDA0jT5zGv2TuNfnt7AhaKA64+kcbF4EQBw5d4Z3ZiLs8SQ1GSf5bls5KtqRBAANP0RBCJKwbtoqO/3bVjzgsVcWvFJCP628yk3yGK9dz7t6FyNx0zHSeVaIajNh+c3i6g2WkjFgsiW6ijWmqaf3QRZIGbTU0P9njoaeVEUvw7ArL7th12Mc0CSpFVRFI8A+KYoio9LkvSci/ePPZamo5iOBpGMBPCbr73c9Jig34dYyI9SramG3E0NoEmIGdIxTRse5naTdb62h1A60+SzJWIE0vH2azLuBpzGNguCgEQ4gJ1yHflKw7b2+VqWGOulabI4XbU8hX95egNPrubwxmuXcGqdLGJHFxK699EWlfmKtVxzcUdfwGynXEdJkZBGJUa+34ha6OYA+T4ALRnRLeLKbop1vD59kTjNr9uXwvdObaKi9IAwLvR2fWwHiY4WRJKk11i9JoriJVEUlxQWvwTAtH6rJEmryv+nRVH8VwA3AGgz8plMm8+2b6Ar6yDH/Lt3X49wwId6KY+MRVRcQjHyz13MAgDCQtPROXp9PVGfNqnr1fJAvydAu56ZsMZS6+UCMqgCDWK0s/mSo/M6d4k8lMmQTz2ePnfrWxlEZc1QZnPE4MqNesfPjod82CkDK5e2IKSte7GuZEg01XIqgkwmg4NTxCg9em4LmUwGz1wiNXTmw4Z7XSOLQ7ZYsTyXZy/o6+Jf3N7BdEBxmPvkvt23YTw/VqhXyPebK1XbzidTVPwVtRIyGWt5z+p6/DL5LjcyefW1R84QM3c4FcQjIT+R3i5ttiURbubJ/fM3rO+fV7DbKfS6xHwZwDuUn98B4F7jAaIopkVRDCs/zwG4FcCTPY47lphPhDp6+enrFxS9dliaPNtmcFiOV0BrwQawmrx1XLQZNDanXRMNozRmvaqlhh2EvWkRNtZMu9mS1Wqee5SmNccXiZzy1KUiao0WLmQr8AntPU2dRNfQ8EkK4njVOmntBpi1hGy0ZHzx0UvYLJLvp/sQynZNnoZPHp2PqXPSrLHIVpHMu5kBF0Q0olcL8hEAnxdF8T0AzgG4AwBEUXwRgF+VJOmXAVwJQBJFsQWyqHxEkqRdaeSdgDqIVpWMwGHEyQN6R/Gw4uQBrZlywKeF27mNrlEja5jvUnO8Go28EkLp63zNTozwVrGGpgzMJUIIB/wogSxcsZAPG4UaHr2QR0sG9qcjbRJRwsEiQo38YjKES/kacpXmSDUMGQS0Mhfk3j29XsQH730aZ7cJUbpx/1TXjYJohFKZkWtOMYlrVnOg0SLtJgVoBf+GhZ4siCRJWwBebfL3hwD8svLz9wFc28s4uwnUqNO+koMuaUDBRtcMM853MRnCTQendeWh3UbXsIlQFJombwihbDqvHOgkIWpNiWGnejxAks0un4/jkQt5fOXkJgB9s/b2z7dj8mSeHJuPKUa+MXIVKPsNYwjlFx6+iLPbFexLhfHrLz+A26+c0+VCuEHcwORrjRbObZfhE0g0lHqPDKG02VIdMshzFBhyrsJwaCKHJagEQOO3R4HJD1Ou8QkCpDuv1v3NbT15zcizEpR5aYOaKyavr/9vBi18Uq/ZH18kRv7rSq/ZQ7PtRj4aJM3dKw1zxx6gMfljC3F893RWCaHUeuLuBhgd8fQ7+a1XHcYrj8309Nl0N0TDUleyFTRl2mHMry4CxoV4q0SkmtlY/9t1dsLuWOrHCEbtcNBlhilGRa4xQ9hlxitbt8b4GcbSBm40eSdM/qLCtFkmDwDHF4guT6WkQyZMXhAExDvE49NFhJbIYOPkR6VhSL9hlO/o7obNHu4WxpryGWUuzcbJ80EXeqMmv031+PhwpRqAG/mRg1GeGZbjNRbyqan9w256YITbevJmqe1hCybvRpNPOmLyNNu1ncmzMCZCUdhJNmwiFGvkVblmlzD5oF+ATyALdKMlq72JPTHyhpryxl1h3GKh31IcvsN2ugLcyI8c2pn8cB5UQRCQVtj8sDP2jHBbaphtGEIRsnDeutHkkxYP+OceWMX7Pv8kcpWGJZM3ViA1k2sAzcgXTconZEt11JsypiMBLCRJQleuzMg1u0STFwRBdb7ulOvIlhsI+ARP2nzGDFUosyX9XFLnQM2cyc+OAJPnmvyIwajBx4fE5AHgHS9ZxuOrBey3iQEfBlxH15ho8mGLcsPdaPJGln3Pj9ewulPFx751VtWHjUw+HPDh8GwUz26UkI4F2mKsO40BaDVxFpIhJMJ+CCDGhh67W0IoAVLaoFRrqRE1i8mQ656uZqCSF63qma3opb+4RemJ7dLoyDXcyI8YWCMfD/mH6pn/xRctD21sOxhD5jphp9KuyYcsGod0p8lrD3hL1uSC//PIJXXHYGTyAHD5QhzPbpRwyFBS2WwMM0mILiB7psLwCQKSkQBylYb6990SQgloc+KsUgeI7mx6BZW8aHSNyuRjVJM3j5PXHK/DN/K7Yz83RmDlmW6LKk06uo2uMdXk2xyv7uPk2bID28W6Ghklg/gNfIK50blmiZQxuHzBxsiHrJ27tPrkgqI907lDSxvvLiZP7te5DDHyXujxAMlqBlhNXkmsi+g1eWMlylFyvHImP2JgHa3DcrqOOpxE1/z1g6sI+QW89bpFlOstBHyCGu4GaJq80XnrLk5e2aozDzhl0QdnIqg3ZazuVDGfCCFg4tf4mesXAQCvu2K28xhmco3i1N2jLCBkF1hVszxjHjTkGBdQWYWVa7z8XNqgRvXvxPTRNcZy0Fq26/BDKLkVGTGwbHNY4ZOjjk6afKnWxP/45hkAwLxiAKejAV1CTEdN3kFuAN1psSybsusD6SjuuGERH/jCU7h8IW76/lDAhztvXLIdwy5M08jkKbukJfJ3SwgloM0Jr+WaSMAHAYQMNFoy48Qn33XCoqzBllIUjzteOdqgY/LcyJuCGuh6U0azJbd1P2IN4h9//XkA+pIGgBYxZMXkneQGmLFstszAy4/O4J53Xd8Tq7QLoaRZ0XumiEEzkoJdJdcou5bzWW+ZvCAIiIX8KNaaKNebbTkXcQu/DNXueQglRxtiIZLlCAyvpMGoQxAE21h5Vh+lhnDaULKZ9t200uSdhI1SA5yrNCArXZ40I08M7/GFuGXkjBNYJdus5ap47EIeAZ+Ao3PEqWskBbtJrokwCz/gnZEHtPo1pWqzrUSGWYhrrtJAoyUjEfYPvfUfwI38yEFQoiQALtfYwa7Pq7FVG9BeTzykyjWGzlAqk+8s10SDfqSiAdSbWkSNUULpFVYtAO/50RqaMvCa47Nqw2/jbmV3MXn9tS5OeSPXAFqETaHaRK5Cio7RZzNhUtZga4Ri5AFu5EcS1Mhzx6s17HR5GglxzVICe5LmBtCqaYgbJg9o5QhoC79LHmZbAuZyTanWxBcfvQQA+KUXa5o+SwrYqp27ARFm1xLwCZ7KJHSxvJivQgZ5PmloMyvZ0d3c9gg5XQFu5EcSVKbhmrw1aAy4WRNl+rd0LIjfetUh+ATgur1J3TEhqxBKhdl36vFKcVAx8tTht26Qa3qFme5/7+PrKFSbeMHeJK5e0q6LnS+7icUD2qIPAHOJYJufphfQ75KW/9bnW5DyH42WrBKGUWPy3IqMICgj43Hy1liaDuP57TJWslUcm9dHr2hp/X689oo5vOxIui3SxDKEsuWSyc9SJl+BLMtqcSyv5RrqTG62ZNz90BoA4O0v1iersbuV6C7S4wF94pdXCywF9W1Y+XcSYT8ypQaKtSYiQb+a7ToqRn53zYQxweULcQjQik5xtIMy6HMKg2ZBsxNpXLxZKKFlCGXDuSbPnsfZ7TKy5QZqTRnJsN8zJm1k8t9/Povz2QqWp8NtZXRZuWa3FCejYOUaL52uQDuTTxv8OwlDaYNt2lN4BCJrgB6ZvCiKdwD4ryDdn25SmoWYHfd6AB8F4AfwKUmSPtLLuJOO/+u2g3jHTcu2zaF3Ow4o9XTOZSptr5WqtDOSNYehNfLbyhqoTN6ZkT80Q87jzHbZc6kGQFtTiifXSA/a110x2yZJsEY+ukuKk1Gw99qrXZT22eQerJnINUC732TU5JpeZ8ITAH4GwLetDhBF0Q/gEwDeAOAqAG8TRfGqHsedaPgEgRv4DqBG/qwJk6eafNyGTatM3kKTd+q03JeKwC8QA6Cm1E95d+/UzkS1FpotWY0DP2hSf34qups1+T7KNZTJ58h3b4zUMpY2UCtQjgiT78nIS5J0UpKkpzscdhOAU5IknZYkqQbgHgBv6WVcDg5VrjFh8k6MvLUm706uCfp9WE5FIAN46FwOgLdGxicIjKFvqguJWWXQqTCXa4B+yDXkszcLSiJUTM/k44b6QltqBcrRIGqDcLzuBXCe+X0FwEvMDkyn0wM4neGP2U/sluuZmpYR8pNm2KFYUleSueUj020unbR8/0KLGOKGrI0hy7LK7Bfm2uUQKxxbnML5TAUPnc8DAA7OT1uO2839mYoGUaw14YvEcWGHSELXHtqD9JTe0Kdkkv3bbMmYTkQHMhdGZb7Npqrqz5ftnev6vMzeNzO1pft9eVZ/f2eTMQAZyIEI0uk0smVCMo4szSGdHr5fraORF0Xx6wD2mLz0YUmS7nUwhtmTIpv8jYPDMfw+AQdmYzi1XsCZrSKuXp5WX6PaKK31bQa1/R9TybLZkiHL5LPdhOAdmYvjmwBObxYBAEvT3tbfT0YCWNsBVrMVbBdriAR9prVZBEFAKhrEVrFmu4uZRLDOda+/f+N3mTbEvycUX0i+Uocsy9gskAVnNjEmTF6SpNf0OMYKgP3M7/sArJodmMlkehzKOehKPMgx+4ndeD17p4I4tQ48cWYdy1HNWGcLRNKQ6xXL95eVGiSVelM9pqzIPEGf4Op73BPXLwgJf6Pt/b3cn6hSguGBZ0no5P5UBNls1vTYRNiHrSLgl9vPwUuM2nxrVEoAAJ8ABBplZExkPDvYXY/QrOl+D7T08yoIItNsZPNYubSJaqOFSNCHWimPWsnVaXQNu53LIOSaBwEcE0XxMIALAO4E8IsDGJdjwkF0+UybLu9Gk2dDKN1UoGw/Dw1eR3fQ6I2Tl8hOwa5TF9Xld1PDEECLrpmLhzxvtGOM0jLWIoozpQ22RszpCvToeBVF8adFUVwB8FIA94mi+BXl78uiKN4PAJIkNQC8H8BXAJwE8HlJkk70dtocHGwYpT7CpswkQ1mBrUJJ09HdVKBkcchg5L12/NFY+ScvkvDJ/SkbI69E2OyW/q4UB9JR7EmG8BOXee8jMM6j9hBKrYjcKLX9o+iJyUuS9CUAXzL5+yqANzK/3w/g/l7G4uAwQktEMmfydobO7xMQ8JF09EZLRtAvqEzeaYw8xWw8iETIj0KtiXjIrz70XoEy+TNb1pE1FDRWfreFUMbDftz3azd60tfVCON3aSwcyBaRo7kSo1BimGJ3LfccEwUrJl9yINcA7UXKumXygiDgoFLewGsWD2iVDmm0wv50e4w8xSuPzWBfKowb9095fh6jjn4YeEAfjpoI+9vmR4KJk//aU5sAgGuX9bWShgleu4ZjbDGfCCES9CFbbiBXaagMq+hArgFIi79iTdHlw0x/V5dMHiCSzYm1gueJOADadgZ2TP61V8zhtVfMeX4Ouxls9rCxpAGgRXGdy1SwtlOFXwDedM3CwM6vEziT5xhbCIKgsXkl87Uly2o/zk5Gnjbzrjb1mnw3jR4OKuUNvHa6AhpTBIiU1I/dAoc1WCZvLE4GaBmv5zMVNFoyXn7ZTF/mQbfgRp5jrHFAkS7OKhE2ZaVhSDTo67h9N0bYqA1DuojOeMNV87j1SApvvc57Bsca+X2pSN9kCQ5zsLKf0ekKtHdwow3aRwVcruEYa1AGTZm8U6kGMNPkFbmmCya/LxXBx+/oT0kmVq6xk2o4+oNwkDTzltFetwbQLwJ7kiHccjg1uJNzAM7kOcYaRiZfcmHkjUy+3gOT7ydYJs+N/ODhEwRVlzdj8mxJjbdev+hpwxIvwI08x1hjnxIzvqpUZzTWkreDGivf1DP5UWi+zEJv5K0jazj6B6rLm9WID/gEzCdIEtZbrx0dhysFl2s4xhq0Zjet/OeGyYeVcgG0UYibJt6DBCvXHLBJhOLoH6IhP1CsmzpeAeBjd1yJeqPlaQNxr8CNPMdYgxp5mmmoavIO2t8Zyw1rIZSjzOS5kR8GKJM3ljSgOL4QN/37KIAbeY6xRjzkRzjgQ6XeQqnWdMfk/Raa/Agy+WjQB78gjCRT3A1IKzXkF0aksqQbcCPPMdYQBAEzsSDWclVsFeuOs10Bhsk3aQiluybeg0LAJ+ATP38V/ILgefEtDmf47Vcdwo9X8rh2OTHsU3ENbuQ5xh6zcWrka12FUI46kweAG/btvjIFo4TL5uO4bH50JRk7jBZl4eDoAjOMLu8uhFLfzLve6L6sAQfHqIIbeY6xB634t1WsO6olT6Fq8jSEstVdgTIOjlEGn80cYw82woaWNXCTDEWja6hs47bUMAfHKIMbeY6xx4zSc3PbLZM3avKcyXNMIHpyvIqieAeA/wrgSgA3SZL0kMVxZwDkATQBNCRJelEv43JwsFATooo11XkadZPxamDyXJPnmCT0Gl3zBICfASA5OPaVkiRt9jgeB0cbWLmGVmh0xuSVjFdFk28oTH7UQig5OHpBr+3/TgKAKIrenA0HRxdIM45XWts77qDHqVagTClrwJk8xwRiUHHyMoCviqIoA5AkSfpLs4PSae+b8HbCMMbsJ3bj9RwNkfjlTKmBgJ8Y+T1zM0in7RNXZqZLAADZF0A6nYYQIItFairZt+9xN96fccKkXQ/gwMiLovh1AHtMXvqwJEn3OhznVkmSVkVRXADwNVEUn5Ik6dtuTpSDwwrT0SACPgH5agN+hYXHw27qyRNnLWfyHJOIjkZekqTX9DqIJEmryv/roih+CcBNANqMfCaT6XUox6Ar9iDH7Cd2+/WkY0FsFGrIKoXK6uUCMq2K7XtqFdJopFCuIpPJoFSpkvdWyp5/j7v9/ow6xv167HYgffcwiaIYF0UxSX8G8DoQhy0Hh2egzlcKti+nFYwhlJzJc0wiejLyoij+tCiKKwBeCuA+URS/ovx9WRTF+5XDFgF8VxTFRwE8AOA+SZL+uZdxOTiMmGGaOUSCPkfdeWjSU9VQT55H13BMEnqNrvkSgC+Z/H0VwBuVn08DuL6XcTg4OmGGYfJOWDzAMPmmvkBZgDN5jgkCpywcE4FZhsk7iZEHrJuGcCbPMUngs5ljIqBj8g6N/DiVGubg6BbcyHNMBGbjWscep0be2Mh7VJuGcHD0Aj6bOSYCrFwTc5DtCrQ38m5wTZ5jAsGNPMdEgJVr3GryagglZfIB/lhwTA74bOaYCMzE3GvybBVKWZY1TZ73UeWYIHAjzzERSMWCoKbZKZP3+0hjbBmkAiVn8hyTCD6bOSYCAZ+AVIykfUQdxskDbP2alqrJ8+gajkkCN/IcE4NZpUOUk+JkFCHV+dpSmTzvDMUxSeCzmWNiQJ2vTjV5QGvmXa630JIBn0B2BRwckwJu5DkmBsvTYQDAnKFYmR2o/v7Yah6APkqHg2MSMKimIRwcfcevvewAbtg3hZcfdd74gWryX3r0EgDgdcfn+nJuHBzDAjfyHBODhWQIb752wdV7KJN/8FwOAPCT18x7fl4cHMMEl2s4djXYEgaHZ6K4cjE+xLPh4PAe3Mhz7GrQ0gYAYfGCwJ2uHJMFbuQ5djXYxKc3XMX1eI7JQ0+avCiKfwzgTQBqAJ4D8C5JkrImx70ewEcB+AF8SpKkj/QyLgeHV6AhlDfsm8LydGTIZ8PB4T16ZfJfA3CNJEnXAXgGwIeMB4ii6AfwCQBvAHAVgLeJonhVj+NycHiChSRJoHrrde4cthwc44Je2/99lfn1BwB+zuSwmwCcUtoAQhTFewC8BcCTvYzNweEFfuWWfXjp4RRuOZwa9qlwcPQFXoZQvhvA35r8fS+A88zvKwBeYvYB6bTz+GavMIwx+wl+PW4/Hzi0PDgWz+/PaGPSrgdwYORFUfw6gD0mL31YkqR7lWM+DKAB4G9MjjMLV5DdnCQHBwcHR3foaOQlSXqN3euiKL4DwE8BeLUkSWbGewXAfub3fQBWzT4rk8l0Oh3PQFfsQY7ZT/DrGW3w6xltjPv12O1Aeo2ueT2ADwJ4hSRJJYvDHgRwTBTFwwAuALgTwC/2Mi4HBwcHhzP0Gl3zcQBJAF8TRfERURQ/CQCiKC6Long/AEiS1ADwfgBfAXASwOclSTrR47gcHBwcHA4gyPLoyOOZTGZgJzPu2zMj+PWMNvj1jDbG/XrS6bRlqjbPeOXg4OCYYHAjz8HBwTHBGCm5hoODg4PDW3Amz8HBwTHB4Eaeg4ODY4LBjTwHBwfHBGPi2v+JovhpkAzcdUmSrlH+dj2ATwJIADgD4O2SJOWU1z4E4D0AmgA+IEnSV5S/pwD8/+2de6hUVRTGf8VNy0Q0krBSTNIKy7LShLJEUcIoizKiyNSgL7CoMMEeUhH0MFGDSr5SNCsKS01DK0pJQczCLMv0D7OoCzdNez80X/2x9uAg9968mtOccf/gcmf243AW35y1117nzJrpwNlEGYbRtldW1pqW2SNpMPAE0Ioo/zzO9tI0pxXxvYYBwB6iLMXcylrTcn1SfxeioN3DtieltsLpk/p6AQbaETr0sb29iPpIOobQ4HzCl8y2/XiaUy36dAZmE6VZ9gDP235a0glEra2uhE3X2/5J0lFEWfShwJ/ASNufpGN1IWzqTNg01PY3FTXoIKjFSH4WcPl+bdOB8bbPAeYD4wBSyeMbgJ5pznOpNDKE0O/YPhM4l/gi1//BLA7QHmArcGVqvwV4qWzOA8SF24Mo+bzscJ50M8ziwO0pMQV4e7+2wukjqQ54Gbjddk/Coe9Mc4qoz3CgdWq/AJCkrqmvWvTZBYy1fRbQDxiTrvvxwBLb3YEl6T1ESfTu6e82YFrZsWYDT6Vj9QW2VMaEQ6PmInnby8s+aCXOAJan1+8R376dQJQ8fs32DuBrSRuBvpLWAZcCI9Mx/yYi44rTEntsrykbsw44VlLrZN9o4Mx0zD3EglBxWqgPkq4GNgF/lAZLakcB9QGGAGttf5bmbiubU0R99gLHp8XrOEKDX6tMnwagIb3+TdJ6ojLuMGKRBXgR+IAo0TKM2JHsBT6U1F5SJ6ADUGf7vXSs3ytpx6FQc06+Cb4ArgIWENFHqWDaKUQd/BL1qe0v4AdgZtqqrgbusv0H1UFT9pRzLbDG9o60dQZ4VNIA4le87rC9uRInewA0ao+k44kLbzBwb9n4bhRTnx7AXknvAh2JAGNiUfUB3iCcYgPQBrjH9o+SzqMK9UmLV29gFXBSWgCw3SCpVG+6sdLopxCFFX+WNA84DXif2N3srtDpHzS1mK5pjNHENm01UWunFFU0VQa5jsgzTrPdm4gixzcy9v+iKXsAkNQTeBJQaqojPqQrbJ8PrAQmVe50/5Wm7HkEmNJI1FRUfeqAS4Cb0v9rJA2iuPr0Je5lnUw4vrGSulGF+khqC8wF7i6/39MIzfmE/kSw0YcINEb+x6d5WDgiInnbG4itMpJ6AFekrqbKINcD9bZXpfY3qCIn0ow9SDqVyJuOsP1Vat5G3ESan96/Ttxsrgqaseci4DpJE4H2wB5J2wk9iqhPPbDM9tbUt5hwhksppj43Enn3ncAWSSuAC4nUTtXok24QzwVesT0vNW+W1ClF8Z3Yl19vyiccQ+yMS79w9yaR459RCRsOhSMiki9txSQdDTxIPCkAsBC4QVLrVAq5O/CR7e+B7ySdkcYNoop+rrApe9K2fxFwn+0VpfEpv/gW+3KQhbDHdn/bXW13BaYCj9l+pqj6ELnsXpLapDz2ZcCXRdUH+BYYKOmolFrrB2yoJn3S0zIzgPW2J5d1LSQeTiD9X1DWPiLZ1A/4JaV1PgY6SOqYxg2kijRqjpqL5CW9SlwsJ0qqBx4C2koak4bMA2YC2F4naQ4h1i5gTFmO7U7glfRo2yZgVOWs2EdL7CFKOp8OTJA0IbUNsb2FyG2/JGkqkS8tgj3NUTh90iN6kwmHsRdYbHtRGldEfZ5Nr78g0hwzba9NfVWhD3AxcDPwuaRPU9v9xKPGcyTdSixWw1PfYuLxyY3E7moUgO3dku4FlqSFYzXwQsWsOARy7ZpMJpOpYY6IdE0mk8kcqWQnn8lkMjVMdvKZTCZTw2Qnn8lkMjVMdvKZTCZTw2Qnn8lkMjVMdvKZTCZTw2Qnn8lkMjXMP7p4NrpjZQNsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with open(\"/work/data/indices/pdo.txt\", \"r\") as inpf:\n",
    "    data=inpf.readlines()[1:119]\n",
    "data=[x.strip().split() for x in data]\n",
    "pdo=np.array(data)[:,1:].flatten().astype(float)\n",
    "pdo=pd.DataFrame(pdo, index=pd.date_range(\"1900-01-01\", \"2017-12-31\", freq=\"M\"))\n",
    "pdoY=pdo.resample(\"A\").mean()\n",
    "plt.plot(pdoY)\n",
    "plt.show()\n",
    "\n",
    "slope,pval=trendpyramid(pdoY.values.flatten(), \"analytical\")\n",
    "\n",
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "plotpyramid2(pl, slope, pval,plotparams=[-0.3,0.3])\n",
    "pl.set_title(\"PDO trends\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "137\n",
      "['1900', '-0.7819141', '-2.649388', '-1.752012', '0.5711817', '0.3154829', '-0.2582959', '-0.2139341', '-0.8690026E-01', '1.171200', '0.3407252', '-0.3216715', '0.7399982']\n",
      "['2018', '0.2408483', '0.5325356', '-0.8934258', '0.5093113', '1.203079', '0.3253622', '0.7399905', '1.007647', '0.7002125', '0.3932745', '-1.057626', '-999.9000']\n",
      "[-0.7819141 -2.649388  -1.752012  ...  0.3932745 -1.057626         nan]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'AO trends')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x252 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with open(\"/work/data/indices/ao_ext.txt\", \"r\") as inpf:\n",
    "    data=inpf.readlines()\n",
    "print len(data)\n",
    "data=data[18:]\n",
    "data=[x.strip().split() for x in data]\n",
    "print data[0]\n",
    "print data[-1]\n",
    "\n",
    "ao=np.array(data)[:,1:].astype(float).flatten()\n",
    "ao[ao<-90]=np.nan\n",
    "print ao\n",
    "ao=pd.DataFrame(ao, index=pd.date_range(\"1899-01-01\", periods=len(ao), freq=\"M\"))\n",
    "aoY=ao.resample(\"A\").mean()\n",
    "plt.plot(aoY)\n",
    "plt.show()\n",
    "\n",
    "#sys.exit()\n",
    "slope,pval=trendpyramid(aoY['1900':'2017'].values.flatten(), \"analytical\")\n",
    "\n",
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "plotpyramid2(pl, slope, pval,plotparams=[-0.3,0.3])\n",
    "pl.set_title(\"AO trends\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.93,'CRU 4.01')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x252 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "regdefsall={\"all\": (17.9,20.2,-34.8,-31.1)}\n",
    "\n",
    "dset=\"cru_wcp\"\n",
    "ncdata=Dataset(root+\"/work/projects/capetowndrought/elsewhere/cru_ts4.01.1901.2016.pre.dat_wcp.nc\")\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "\n",
    "lnmin,lnmax,ltmin,ltmax=regdefsall[\"all\"]\n",
    "\n",
    "sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "pr=ncdata.variables['pre'][:]\n",
    "stn=ncdata.variables['stn'][:]\n",
    "pr=pr[:,sellats,:]\n",
    "pr=pr[:,:,sellons]\n",
    "\n",
    "\n",
    "time=ncdata.variables['time']\n",
    "cal=time.calendar\n",
    "units=time.units\n",
    "times=time[:]\n",
    "nts=len(times)\n",
    "#dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\n",
    "dates=num2date(times, units, cal)\n",
    "prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "pr_year=prpd.resample(\"A\").sum()\n",
    "pr_yearstd=(pr_year-pr_year.mean())/pr_year.std()\n",
    "\n",
    "yvar=pr_yearstd.mean(1).values.flatten()\n",
    "slope,pval=trendpyramid(yvar, \"analytical\")\n",
    "plotpyramid2(pl, slope, pval,plotparams=[-0.2,0.2])\n",
    "#pl.set_title(\"all\")\n",
    "pl.set_yticklabels(range(10,119,10))\n",
    "pl.set_xlabel(\"centered on year\")\n",
    "pl.set_ylabel(\"window width [years]\")\n",
    "plt.suptitle(\"CRU 4.01\", y=0.93)\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x252 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dset=\"udel\"\n",
    "ncdata=Dataset(root+\"/work/data/udel/precip.mon.total.v501_afr.nc\")\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "\n",
    "fig=plt.figure(figsize=(15,3.5))\n",
    "\n",
    "i=0\n",
    "pyramidata={}\n",
    "for reg in regs:\n",
    "    i=i+1\n",
    "    pl=plt.subplot(1,3,i)\n",
    "    lnmin,lnmax,ltmin,ltmax=regdefs[reg]\n",
    "\n",
    "    sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "    sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "    pr=ncdata.variables['precip'][:]\n",
    "    pr=pr[:,sellats,:]\n",
    "    pr=pr[:,:,sellons]\n",
    "\n",
    "\n",
    "    time=ncdata.variables['time']\n",
    "    cal=time.calendar\n",
    "    units=time.units\n",
    "    times=time[:]\n",
    "    nts=len(times)\n",
    "    #dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\n",
    "    dates=num2date(times, units, cal)\n",
    "    prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "    pr_year=prpd.resample(\"A\").sum()\n",
    "    pr_yearstd=(pr_year)/pr_year.mean()*100\n",
    "\n",
    "    yvar=pr_yearstd.mean(1).values.flatten()\n",
    "    slope,pval=trendpyramid(yvar, \"analytical\")\n",
    "    pyramidata[reg]=[slope,pval]\n",
    "    plotpyramid2(pl, slope, pval,plotparams=[-5,5])\n",
    "    pl.set_title(regs[i-1])\n",
    "    if i==1:\n",
    "        pl.set_yticklabels(range(10,119,10))\n",
    "        pl.set_xlabel(\"centered on year\")\n",
    "        pl.set_ylabel(\"window width [years]\")\n",
    "plt.suptitle(\"UDEL 5.01\", y=0.93)\n",
    "\n",
    "import pickle\n",
    "with open(\"./data/pyramid_\"+dset+\".pkl\", \"w\") as pklfile:\n",
    "    pickle.dump(pyramidata, pklfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.93,'UDEL 5.01')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1CLwWLfRSarjBN3NlKZU3EJ8CZA5F5vqS40rUeuNG3zSXyLlss3PnDi64oCdLlnzHiSf2Y9SoCVGJ5rJ9dnZ8xNveM9W37+Ki2wnrBVzXLVJKfaOUauu67m9lHWQslFI3A1ejE9Wfd1338eJo1CrqmBYWFYW6desxatTbDBp0JJ99NpFXX/0XV175l6oelkUlIZmiqlbAQqXUbGC7rHRd99yyHFApdQhaQB4F5AMfKaUme+umuK77sFLqTjSN2h1lOYZF9UFIVDtR0SCS6Lh9h16a2qJoa/LSN0sPRQEVDc+c8TW25NAM0MSWLAYdT5bCFJSf72uEchxTEdl3344MH/4yf/3rn3jyyTvp3r0HRx11QlRf9euHvLHYd31NRjJCckQFH/NAYJbrujsAlFLTgPMpnkYtCpYqrfr3H9W3R30WxTiRqclsMz1BlpfnNzVooJfyN5uCSdYJDZpjGEfZ2dGHMU3qUCj6OKaQlOHJceR3w4b+d4FJjOE4MHDgefz00x08//xIbr31IiZPnk+LFq0jAloEbp06/j1r75ma1/cer7hRSh2Irtk+BtiJJt+dCwxyXbeRsV2u67px3u/t27eXasBygQpjZ4eqANTUviu7f7PvLKHgMRknvO+FKVp4mEJSbkdZFyQkRVjt3Om3icAMEpLyjAQJSdlejiNEMJs3x8/YYD4qcrytWwsZPPhUZs36jCOPPI433viMzEztLPXeBWRlRQwwe89U476zsrJK75MEUEr1BJ5Aa4AZQCqw3XXd7FKOFQDXdRcrpUYCnwDbgG+ApK+MpUqr/v1neVMbZObm+jarwYJbUFffOt7MCZFpGcAXYJGa6vz4NtHQgsoSY81nE3IcU0jGlkG2aeP3nRtjJQcxEhUVpTF8+DgGDTqCuXO/4O67b2fYsMcAP8CUZbwgtnsHsvdM9eu7OKq0ZFKAngQuBn4G6gJDvHVlhuu6/3Fd9wjXdXsDG72+f/fo04ihUbOoaZCs7dRUrb7l5UXlyKRTQDoFkc3NyhlJxZHfjRr5H+lCZn01024kkTu2AsdMD5Jh7dzpf2R4UsUjn5QUPxld0pOCqn/q1IHWrZszfPh40tLSGT/+cSZNeoudO/3jbt2RGvlY1DwklRTuuu4SINV13d2u647B9x2WCUqp5t6yLdAPeAOfRg2iadQsLKo9Dj74GK677lEA/v73wfzyy+IqHpFFRSEZj+YOpVQGsEApNQpYAwTrpcnjbaVUE6AAuN6bMbE4GjWLGoLQypX6S+vWelmvnm+XZhveGS+ysSPA/BX/oZi2QZFosdyD/PFiUZnmdqzpbfoyJcgiwXfxW27bBjIhovgmzWi6bC99Z2TARRddz+LFX/LJJ29w5539mDp1Ng0aNIhyx6YXaLeXpcioOUhGSA5Ca5w3AEPRDOIXlOegruseH7BuA3BSefq1qGIEORRFQpgSxpNu9TxWcLPeWQSSdGEGT0TOSluQb1H8jqYAFYG7caNemulBcuzY6R/Mbcyhx45T/KM6Ku/wt789z7Jl37J06UJuuOEqnnzyTVJS/HhAqIE3GDNaZVGtUaKQdF33V6VUXaCV67oVnQ5kYVGrULduFo89NpGLLz6SyZPH063bMdx669CqHpZFOZAMn+Q5wALgI+/34UqpSZU9MIuag9DChYQWLvSjJmb0IxTSH4mapKR4YZv0OHYegz2t2JrsHTv87k0UFOiPBFbM7bdv159Ypp/8fK2dZmf7bRLIMSPuW7fqj5Sc16vnb1+3rv6YbQcd1IlRo14C4KGH/sqCBTMiLEeRa5afH/lYVG8kE7gZjq6O2QTguu4CdOmghYWGhIpFcpgQqWOEsCW6LYLRFDAC+W1GsIUGTQSTKewk4m1SnclHCDFkCJs2+R8RxhIdl1PZsiWeWm39+l1RlGhbtph8kv6nXj04//x+KPVXdu/ezcCBF/Lzz2vZsgUKwmkUhNN86Zxdpkw6iz2IZIRkoeu6m0vezMKi9uLnn2eSlxfgnEyAO+54kJ49T2DdurUMGXIRBQUFJe9kUe2QTODme6XUJUCqUqojcBPwZeUOy6K6I/T55/4PyeSWaImohMJnBuzO8Gv8IvXVXrAlM8MvZZF5tyVqbCqmprkK0VU1sUnkZpscT/qS0kfQ2mQ4HOaDD8bQrdu5tGnTFNCBID8IlE+HDgeRl5caCeI0bRo9JnNsEijKyEjjP/8ZR9++RzBz5nQeeOAunnryn95A/QGGvAPlxp6gRbVAMprkjcDBQB7wOrAZuKUyB2VhsSdRUJBH5869adCgaWB7enoGWVkNqVOn9EKsRYuWvPjieNLS0nj66X8xYcKE8g7XYg8jGU1yf9d17wHuqaiDKqWGoit3wsB36ClkWwHj0KS+89G13NarXRMQm3cj6tbWrZGEwtTILCCwc5dO/amb4a0r9HN5hCJyR5H+ZrrspFvJUTTbpERcUoHMDBv5Lhqe1FQD/P47QB1atToA0MEf0BrpDz/ksHHjCs4+e1DcKcfyVppKoGQ9iULdo8dxDB/+CPfeewtXDh7M/h0O5YhDO/g7WA2yWiMZTfJZpdRspdR1SqlGJW+eGEqpfdAm+5EemW8qMBAYCTzmum5HIBe4qrzHsqh4hD7+mNDHH0fX/UmEQ0K4ZrjaW1dQlBr5RBjDJfph1PtJ5FtWBR1GItlmcEYi0GZQRj4SjJE4iaxfvXoLK1f+GpVcLoGfb76Zwfr1P9O792WRYZpz6kippPRptslHAjlpaXDttTdx/vkXsW3bNi677AK2bdoUHe0pLCS0bh2hdbYat7qhRCHpum4v4DJ0EvlcpdTrSqlTynncNKCuUioNqIeu4ukLiC0yFvhTOY9hYZEQmzatpUmTdnHrFyzI4d13/8pRRw3Aic01KiMcx2H06Bfo0uVAFi9exNXXX09Nm/N+b0XSVGlKqVS04Po3sAXNKn6367oTS3tQj5n8H2iqtI+Bm9Eckwd47W2AD4OmjbBUaVXbf9aiRfqLSYkjZrbYmWIP79gRiZIU1fdt4xQnhs9su08lFm6ojRUxkc3hibySKhezEka+r18fv5+Y4EFWrRxazOwVK3K4+eYB3H//eLp37xO1rVleKFyTsfRt4LsBJGBkmveLFv3Accf1YNu2bTz66GhuuOEm0ndHMw1vTy0bEUZ1vWdqSt/loUo7DO0zPAtNb3aO67rzlVKtgZlAqYSkUiqEJtjdD517OR44I2BT+5qtRshaulR/CSI9FokhUkEe8vT0yPcUjBrCHYZ9C1HSR4SVdGUqcrFckWYediyjeRCxrmwTxCeZlwfffJPDK6/8hTff/JysrM4RM1z2NwWhCL6gOnLpU9alpfq38kEHdeGFF8YwcOAAbr/9Nnr06E6vbodHnXzWqlWR7be3bYtF1SKZwM2TwPNorTFyd7uuu1opdW8Zjnky8Ivrun8AKKUmAscCjZRSaa7rFgL7AquDdrZ8klXTf9Zv3hRHQZZH8+Z6KZJNpMnWrf5sXaYaFntMQ8LsTqsT1RTEJyla44YNfptokDJMU2mQDKUgASrbzZmTw6uvDuD557WA/Plnn+BC9hfeDvC1Uhl6owBvvQjQzBgeyvPP78/Qobfy2GOPctFFFzJ/6lRaNG/uB8BW+7d+fsuW8R2XgOpyz9S0vovjk0ymdrt3grZXSto/AL8BPZVS9dDm9kloZvLPgP7oCLelSqtukOTCWJXNXCfC0aTSCZqiUISp9GEIgrqeASH5kqb2JhFlUWZNdh9ZJ6bu2rV+W+wcN2agJisLVq1axKuvDmDw4PG0bNmZvDwt30XILViQw6xZL3HbbWMiPspYkzqI5NdPG/XV4YwUfR0efvhh5s6dw4wZMxioFJ98+CFpMkB56VhUCxQbuFFKPVfSzslsEwvXdb9CB2jmo9N/UoDn0PPZ3KqUWgI0Af5T2r4tKhahzz+PfCJ1ghJqDiqriy28NkO8Zi2fhJsbNIAGDdi5y4l8Itt7MAPAEpWWCLQ5X7e0SVRchlunThHvvfcUS5YsZeNGzQQkJYzhMPz007f8858n8+c/j+fQQ/tE6rxzc7WZvXPnCjZuXMiQIc/QpIlD48ba5RobyZY5uouK/HVyGRzCkY9slJGexpvjxtGyZUtypk3jnnvv9U9GBrpxI6HJkwlNnlwF/76FIJEm+SelVMD7MQIHOLEsB3Vd937g/pjVy9A14hYWFYYJE26nS5ezadasQ5QGCfDzzzmMGaM1yM6d+8Ttm5+/k8aN23DyyddXythatWrFW2++yYl9+zLq0UfpecABnH/qqZVyLIuyI5GQ/GsS+8+oqIFYVEOIUw582zHIFBQnYaKJZUyIWdmwIRAdCyrwksjT8/R+hal+SFqUVrHmzdkMxScZWxl51llDyMvrEplOQfb/5Zccxo0bwEUXjadp0z4Rs1lcqKtW5fCvfw3illvmcsABerIak/dStgvyRW7dStR5paX55naWTBHphdWPP+IIRj34ILfdcQeX3347B3frRiczDB90AIs9ij0+W2J5kZubW6oByxS0leEQrql9l9R/6L//1V/Mh1Uk1AG6MiVKgEokRCSNCNKNG32JYebBSLtEboOmNvT63LDJT4cR0lzBsmX+d4l1iHvTzMmOzVpasiSHd98dwHnnjefII/tEtR1yiPZBDht2IXfc8QUtWnRk332jTw/82m1fEPptsWznTY1qR6fAu97GLGbhcJgLhwxhwnvvcUjnzsx69FGy5A0g/4H3Fsjt2ZPiUJX3TG3oOxQKBaYAJTXHjYVFbcHy5b6AbNu2T1z7ggU5vPDCXQwb9jMtWnTcI2NyHIcXR4+mc4cOfP/jj1zz6KM20bwaoXJnM7eoccjLy2PhokUc3LJlcGhZ1DlTPRIzW+xZyfY239ym5inql6QFmakXni2dl14/alMTQdFtGapY96bWJ4rrrFk5TJ48gDPPHE/Lln0iwR/Qyuzy5Tmkp0/jqae+4McfUyLHkaGbngY51QRT+EQumallhhqlx6/ctIkGwETX5ahzz+X1KVM49phjuP6SS/zOgib0sdgjsFfeIoLQuHEAtNx///hG8Y3JQ2v6ykRwisSRMpaNG/3tTQeiCEcRorFsu8A2TzCZlrh0L12JJQ/+HNeSJ2kGaXbu1D7I998fQN++4+nQoU+kTazeTZtymDhxAB99tIr09JQ4EuDYYZoTgEGwDAuUa5Itb/pqve8HtW7Nfx54gIG33cbQkSPpfswx9OzQIaqz0IIFkd1yDz884AAWFY1kKm46oYM47cztXdftW4njsrCoMPz66+eMG6cFZOvWfeLaV6zI4YMPdBAnPT1Add2DuOiMM5j5ww+Mfv55+g8ZwvwJE2jepEmVjmlvRzKa5HjgWXTVze4StrWoyYiNpJomsrSJ1miqVe3b62VQSYvYpaYmKXaobG+qi16UJC0tNepw5iFFOfWC41FdSHxIAjkFBbvYd98OXHvtp6SmdgWizfRly3L49NMB/OlP42nWrE9EA928OdqjANHKX6w2a7oFYsdp7tfAmy0xzaxAEpXTC878c9gw5n7zDV/Mns3Fd97J/958kzS5jmWowLEoH5IRkoWu6z5TUQdUSnUG3jRW7Q8MA1721rcHlgMXuq6bW1HHtQhG6Isv/B+xE0xLeNZEbD0e+MJOpIFIDHNKWVNIiiQK8Ldt3qF9dpLSY6bdiCCUIYRCfpuUlovQys/XPsZJk/6Pyy6bQuPGXSOHEQG6dm0OX3wxgLPPHs/hh/eJGmbDhvGmtEmoISlAEZZ1wwcaO2d4lDwMF8R3Ji8jTwCmZ2by1gsv0K1vX6bOmMGwkSN5cOjQ6M6B0KxZQOKIt0X5UayQVErJE/KeUuo64B00OzkArutuDNyxBLiu+yNwuHeMVGCV1/edwBTXdR9WSt3p/b6jLMewsPjjj0VMnDiAfv3G07hxfJR67docZswYwDnnjKdNmz57foAloHXLlrz5/POc3L8/D40ezdEHH8x5NtG8SpBIk5yHZuKR3CEzuTyM1gDLi5OApd7c3ucBfbz1Y4EcAoRkRlC4MwHSKjEqWFP7jup/v/38laIeiaZnUvDEJIBHtgVfK2rncTNK+krdun6gwvzfJBS8O9570zBLq4t5eWlxu4miKgquqaGJEizPx/QJAAAgAElEQVQaaJcuB3HKKYtp2LBpxGSX8vOiIp0GdMcdfhBHvAni/iss9E13aQti2pLAvJmxIzXfovGal7HQ0dctzdTS/Ulxojrr06sXD40Ywe333sv//eUvzPvySw4wWYEOOcTbzTPh99Q9s5f1XezeruvuB6CUquO6blQphVKqTvBepcZA4A3vewvXddd4x16jlLJV/pWITJE4pqSJJV40eB7j7Etz5j8RdiJVpM+MDF9CmOlA0lesNAF2FepbUqpqTP+hyG65583otsjpgog1u5vU1KZs2eIfZvt2+OWXBTz++ABuu208hxzSJyLcZAim+Wx6CMzjmpDTMwVhrAlu5tGnObujBwq+pA2Qwn+59VZmzZnDxHff5YKLL2bmu+9ST94I3v+T9euvAOT16BE/QItyIxkR+yVwRBLrSgWlVAZwLnBXafazVGkVgywRkmZpigg7kSomF5lIE4lmBFXJiKQRle2PP+JzKMEXogHpQQVp2tEo2p/pk5ShyhA82QD4GuSaNXq5fbtfqSOyf/nyHN57TyeS79jRh9mz/TZR0GRoP//s50UGaYRyOYKmzZZ1chmjjZ+wDNBfZfpwzQEDTmYmY55+mu8XLeLb777jz0OHMnbUKM1GJCfrlR4VduvmdWOp0srSd6mp0pRSLYF90NMsdMM3u7PRUy6UF2cA813X/d37/btSqpWnRbYC7GQfewJmRFskUmyCIPjCTgSnOS+rSCgRhPvso5epqb60M4WkqIBiuuf68bkGzZoBkJ2t1S8zwC4amWiZZtWkDEHMZTMq3qwZrFo1n0mTBnDyyeM54IA+kTbpY1NMXuauXf7lkHVBZetyKt6wAd8tIH2npxm2eGGAdBUhKTua6vOmTWQDb7/9Nkf37Mkr777Lsb178+crr/RP0iS6tKhwJNIkTwOuQBPgPmqs3wrcXQHHvhjf1AaYhOaRfBjLJ1lpCP3wg/4Sm7YDvsAM8iOKlikSyjQXpQ9R8UTIpqfDypX6u5kWJCqWHM8Q1Jt3aUkoAsoUkiKkJAHc4KaNdC/C0pThq1Zt5K23BnP22TpIYwq7WCFpTscQexnMyyGCM2imhdjZEoNIPgrq+flL6RRENwbkEx3SoAHPjx7NpVdfzc133cURHTpwlLwRvBdX1scf6+WcOeT+NRl+GotkkMgnORYYq5S6wHXdtyvyoB7h7imAMlY/DLyllLoKTcw7oCKPabF3YtOmX3nxxSM555zx7LNPn6oeTrlwyYABzPz8c54cO5b+113HfNelqWUJqnQUywKklLo10Y6u6z6aqL2yYFmAyoeQUHaLCmWadq1a6aX4usxIhWhDsr9oiOCrTtLnYYfp5fr1vikoiYzg26jygItWCxF1celyraIFzbAqZvecOfFDkLJE6Xr8+Bto1Kg/++zTJ6LomqcVW4EpQ/nhh3hXqxmQjk00Ny+j5HuLJtmskaEpetexoL6f5Cn7NqjjbWdOGi6qqnfd8/Pz6XPJJcycP5+TjzuOj158kdQff9TbiG/3u+/IveIKKho18X4vTd/FsQAlMrfFYOkM9ECbwwDnANNLM0iLqkUouuQjulF4wEyINDCDM+L/kqVpB4tkETPRnKlLbkzTLpX+Pb/c7uatIk1iZosL01SUhPJMzGXTzSmCRoSX0Kh17/4IjqMlqNR3m9HmWFNahp6XF58HbwpXaZPjmj5/cTdGrGZTgnrXP9+Qg3LMcJqO+jvmgWRSMO96Z2Rn89bo0Rxx3nl8+sUX3P/QQ/z9pJP0NkapT+ippwDIvb5yCIP3JhRLlea67gjXdUcATYEjXNe9zXXd24DuaD+lhUW1R1paRWWrVR/s26oV40aPJiUlhX+89BLvf/11VQ+pViOZFKC2gKmn5qNLBy1qCszcFTNbGqLVMU8TKcjW26QXGlQ6ov3JMiYCC/jqlaiDa9f6x+nUyd9eNFtPy0zd4ke3Cwu1GSramKlUiSYoQRozn13Sgbp00UuzTFCC6LFWvnkask5M62bN4kmNzOOJQi2XwzyeXI792sscuL6gztutT8hMIBBlW4JOKSn+/9VENH/p1PM/9O3QgX9ccw13Pfssg557jnlPP83+os42aeL/zxblRjJC8hVgtlLqHXSS1/noOmsLC4sqxB2DBjFr4ULenTGDC0aM4MsXXqBundqnOVc1kplS9h9KqQ+B471VV7qua/X7GoCQqElmEp+nmhWma0dbWpE/jUBBml4nimCTFENbjM3uDkoPMhlsQatI3vHyGrWIbJ4Zk4e5ucj3k0r34iqVjCXw3XOiJMlv8H2REugxtUXxYYpWalbSyFAl3UfasrN9LTOIxEIgp2LmbEbgqaB/7Kwft73p7hXNWJRFmSEDgGXrowdoJPg7desy9rbbOHLZMhYsXcp1jz3GiyNG4DRsGBl8yEsLyrV132VGomTybNd1t3hEF8u9j7Q1LivBhcUehNhvsaFYjBK/DD9fr07M3bCzjh+BrStPt0SrA0hjI6FlqeEuKoqsyzTGsKa+JpyILbyB+KC7KXzEtJV1ZhBYBKAE0Q891G+L5QkOIuv9/ffobdPS/FOVgL4p2MRLIe8OM/dS3h8FhXqgaUZwW8ZsJpXECmH52wCayUmLJDUDYGvW0BB4e/hwet5wAy9NmsQxRx/NNaec4r9tzCiVRZmQSJN8HTgbn+hC4FBOggulVCPgBeAQr6/BwI9YqjQLi1LjsA4deO7WWxn00EPcOGIER+yzD0cGZS1YlAmJksnP9pb7FbdNOTAa+Mh13f5eDXc9dBWPpUqrAIR++kl/kYQ9I/rx+zodFIithANfQ4ukvqQYqpqoTkE+L1HDRNWSQFFKij8Ggyx23bLorkzru01rbbr/uERrTGamkQxBTsf0IojpLXEOM9NJzHPZL4jTQ8xsCc6YBEZBxBYyZtFOM4uMINc2fR1WrteDMCsQRYM0tWAJ3EhfUTSe671rKtfYvCCiVdarx2XnnceXq1fzzNix9L/nHuZNmECTUCiSmxRauDCyW+7BB8efkEWxSGb6hpfR82vPcF33h5K2T6K/bKA3uuQR13XzgXxLlVaBfcu8KPKUG7XRdevqJzB2sirwy/0i8ixs2MGdO+tl0ExbIpFia79DId+eNYqpO3bU2y9frn+bFYuFYf3gi3VuBuZjI8mmJblkiX9Ic0jgl5KL69SMUsuQhTFOAsShkC9MhfzC5PuQ/mUM24t8R2fWbi3IxAQ3X0QiME3TXY4jS8cw3MJN9ZvAkcEHhea9Z+KxUaOY9/33zJ43j0uHDWPyO++QKoLUkNQZQbWUSaDa3u+V3Hcye78E9AKeUErtDywApruuO7qMx9wf+AMYo5Tqijbnb8ZSpVlYlAuZmZlMGDuWI3r35n+ffMLfHnyQEffdV9XDqvFIJro9VSk1DV11cyLwZ+BgtMlc1mMeAdzouu5XSqnRaNM6KViqtGCEzDJBqYD54w+9lORB4A/P1BVlwqwWlN3SNnsqk6niiWondqKogeAzTYi2eOCBerlhg6/aGbbxihV6OX++Xh53nN+V5DsGFfbId1GUp03z22R7OVUz/TOWF9Lk5pAAlihlouGtXu1rrvIXmGMRbVT6ysrwOy3I0NreDm97+RvA14ylkhD80sisFDHZfX+As97bWS6aSW8UOz9Ep0606dCBN156idP+9Cf+9uCDHH3EEZx52mnsTPc1yayfvgEg1yTwLQWqw/1eGX2XmipNoJSaAmQBM9Fmdw/XdctDY7YSWOm67lfe7wloIWmp0soDc4IoeZrl6TMSv9u31xJDhJFp9vl8jdqJ13DjL36jJyQ3oNuaNDIkhjysIgHkoW3QwPelGQ+kfI0tB4d4Tl8zui3bialrRpRjaS5Nr4wIKfEYmNFjsULleKavUQSoHM8ci7gmIvzE+b4NL/1L36bpHzRxmAh0Mdmzthv2uVzb2Dwm8LPcZfCe7+Dkgw7ir399gJEj7+GSq67mww/n0batP/h9LLVaqVBsWaKBb9FVNocAhwGHKKXqJt6leLiuuxZY4U0IBnoKh0X4VGlgqdIsLMqF66+/k1NOOYfNm3NRqj+7zAopi1IhGXN7KIBSqj5wJTAGaAmUJwHrRuA1L7K9zOs3BUuVVmpEzOyDDvJXeqpM7g79F4XqF8Q2BeaEi3kZiTbX89NINmzUWmLE/7/GiOaK+icsQmZ5nNe2M9tPJpdjy/GmG3Qp0pUoxqaJK5a7BFDMscv32JxI8BVb8RSY0W35Lscxo9uyvVwP83iiNIsGKymi4Ct7ogQGEXGYWnBcwoBo3+CrxjIIM/QtO8aGxUMhilan8MgjL3PGGd357rv5PPSP63jBdb0d9fYh78LnHlGuSQZqPYqlShMopW5AV9t0B35FMwDNcF13auUPLx6WKi0aIXk6jYenoGWbqG2C5q4WQSXMOuA/uPLgByV5ByWApy5fGj2GcMAUBWYaUooWpi0aaSn01QL/fTtunF56c1xFCSbxmYqA2mnIaXNaHQiOKIuAMl1xsZdXhOQffyTeT85frq1pwsupSl+mqyugcCbOj7pPhuHEFN+vXFtzEHKS3oHy0vWfVFjoX48xYxZw/fXHkJ+/i5EjX+Cii66KnFdoo/7fcoOmDg5AdbjfK7PvslClCeqimcnnua4bMF+chYVFdUXHjodz663P8vDDV3Dffddz0EGHc9xx3at6WDUKJWqS1Q1Wk9QIffGF/iKJwUZG9tJt2rQVk9XUFqUQQ7QcCZqCrzmJdmRqcV0P05e9oFC/bE0XV2wpofRt3lrpu4xaQA8rNumIxlTDJvn8c70UC/Lkk/02CSxJAMaMWsvpizZmmrhi9or2Z9ZGx07bINi40VfeZP92bc25arS+8Nnn+mTN3MtEaYiSj2kq2bHllumrjRnOYhI5cwv8AEysOW9G4zfGFA3fdtufefddl1at2vN9zv9oHApFZy94yE2Qh1xbnyVBeTRJi+oIkW6SrG1Et8Ui+/57vTStKRGYRx+tl0Z2UCSTR54dM+pcv76+fzq010nNO4p8SfDtt9HHkedsyxbTR+iHeJssn6e/NO8eNwZxwb3tTRhiMqxJX2K+mia1nHPQ3NiLF+ulCFKT7Vwum5yzJIfXq+cLUHmxbN3mP0MNdunG/ffXqU1S5GSOU8ZipgB11GXrUT5TEWihdO+ETJozuZieVE2p4wtJOQ+Ro/LS2LrVXycJDtdd9zg//DCPH3+cy8AbhvLGG+/RJFvb/tsLjfBCvq0EjkUy0W0LC4sajszMOowYMYHs7MZ88skHPPLI36t6SDUGyeRJDkYHan7eA+OxSIDQk0/6P0T98qIEu1v7wZp8z+wVn7/JdSCKSf16nupk2MQrV2rtMAF5EHmFqVF9g6/RiNknUeg1a3ztskNzw9z2ojIr50fvBz41mmhac+f6bX366KUoWma6X8MUr/96+nqsWG+UCXqaZxCdWayZLmaz4/iBrMx83XemEYbOLdQapFhwQaRIkkt5+OHGOD3SJbMcNKLpS/mocWLhLD1op0hr8FL3DnpucLNPc+5xmWZItOFOnaBTp3Y8++wbXHrp6YwcOZwuXY6iT5/To2rLQ54anBtgiu+tSMbcbg9cppRqhy4hlDruBZU5MIt4/LFoERkpKTTMyPCfeE9IphqSMC1bP8DyoOTk+H1Itse69fphaO74tmCXLno/j4Iwyu8omUaxc0qDP5+MBNrFTbpypW+yt27tm9tFnkASU1fqrs0xi5n9skHvLILz2GO9/ZsYVS7elEzpP3wHQBvDhs/O1pJPhLnpfpDzadI42uealuYLx0io2JjDdmNhu6gmMaMBZs7US4lgm2lMIjhNf2pWmo7yhxvpF52zzk8B2pgmqVP65RTEaSkvFhHY33/vvxjF5G/XRJ/oxeccy1c3jWD06GHccMOljBo1j75920f62lFfS9x69azZLUgmT3IYgJdAfjXwV+Bx5F8rA5RSy9Hzd+8GCl3XPdLjrbRUaQmwOT+fA8zXvoVFGXDttfewYMEspk37gEce6c9xx31OZqZlNC8OyZjb9wLHAfWBr4G/oLXJ8uJE13WN7DLuxFKlxSE/P5/bunbl7/vtxwG9e/sNkowXKbj2/0rR3oKi1BLgkAhsQZZfU73aC/TEEIfrNk+JCtLG5HgSwBEtZu1a30Q2k63FkpM+DAUtol1OmKCXZoBDiHSF1YcVfr16emxFiRF1auh1mt9Ia5Rm8nYk4OldrHS5WLt2xWXc57VsF9lvZ4zzySTyFc1aouiR8eKfe9aWNf5KT93b5mmSKfX9xPv1K6OGF6XdCz2caOKiYRcW+tf7pN5ecCbfV/2//BIuuOAVvv++O8uWzWPEiJu5916daN65k+d++W8OALnyB+7FSMbc7gcUApOBacAs13Uro8bJUqUF9D116lSGnHsu7fffP3jiZ5F2hlOsbVvtFJSk6xb+MxcRcmIemrwYbTy3pjzUZpvUH4tAM9N7RHiJcBVTsmFDf3hB2ReSWN2rl79OhMDlXoGqWXwifUQqdkI+c3pkYHJdTBvX66SZJ3F3OL7AkPMKp2pHZ4RQYuvWuGtbaFx+SeURk9r0+553XvQQTNeEdLkr259Gt87a5XosYX1i67b71oL4X+WczfQicZ2Yl0EgzGq52+JTlPr2BWhMRsbb3HjjsUyc+BwHHHAMp59+RaSyqonHOmI+bzX9WSorSoxuu657BLq+ejZwCvCdUurzch1Vs5F/rJSap5S6xlsXRZUG7PVUaTt37qRz5870kTwOC4sKRKdOR3DLLU8D8Pjj17JkiQ0zBCEZc/sQdFniCcCRwArKb24f57ruao8z8hOlVNJkvnsLVdrs2bOp9847HP3dd77NaWrRMrFTLCU3vgYjQQIzCiw5e2K+zZvnt4llJabjnDl+m0SZg2q+xXwVzfPKK/Vy8WI/AmuaiRLtlT7ETARtCoKf2G5eWvkeUQxmfkUc5ATN8LFol57qmtraV+3Stm+O3l4izKZ/wLswZpeCX36JH6eZrwjR2rBohnV2Gu52T1PNbdgeiKavk34l+GZqkvIfSsm8mPIzZ0L//vq7ZCGYZZNy3efPhxYtBtO370ymTn2Be+/tR//TcgiFQrBDmwpZn/v60HZP5a9pz1KyfZeZKg0Yia7X/jcwx3XdghK2LxGu6672luu8qWqPwlKlRSErK4ujmjbVT4Lkoph/8hrPpyUSw0gmDzXWD37G/jpSaSZYS/T4G00pGJX+IfyORx6plz17+m1fefJIUmXMSh15cEVOi0Dcts2X4ebDLdUmIlxNljdxsYpg6daNOEji9pFB0lWkgSnFRVJ4b49MU2LLtRVzXS5I3br+fl6ReKumftL1Lyu1/SovIDk8+HXnYg7LdQXfT7m5rm8jZx+sv4e8NJ+mTf2L9d//6qVcP1PgymmIkBQTu6AgusoKootr5JQlgyAz8wmWLJnPb7/NZ8Dg63n++XfZr7V3/cz8pb0UyZjbZwGPAVuAzkqp9BJ2SQilVJZSqoF8B04FvsdSpUXhYDsPicUeQnp6Ha65ZgL16oWYMuV9nn76oaoeUrVCMub2CcDL6LQcB2ijlLrcdd3pCXcsHi2Ad5RScvzXXdf9SCk1B0uVRuiCC/SXs87SWdBNmvhqRBClVSw9D0Q0pqx6WvMsaORHsMWKFNJdk1RGzHRZLjBcVGICigZpznktmuDpp+ulBJZ/+ME3wc3jiCZ58cXRYwI/iCN9HtLODxv/vqNB1P5RkMCVHND0McQmd5qZ8HKyooHKddyxwy8Sl3VGACB2GnIzcBOr+Acl85vavZx//fr6fzY1T4lci4Jrlj/Ke1RMfik17drVP0U5jknNJrmWwgivNd/9aN36Na666iz+9a/7OPWUHpxyyikwe3Zkvyzv2uYPHMjehGTM7UeBU13X/RFAKdUJeANNnVZquK67DOgasH4DOkC0d0NCy0JA0LKlH0J1Aurv5Wk1H3wREN6Dn26wHaRk6AdfZliYPNnfTcgkhHDCTL8R02x6wKvxt982Ag1ZtEg/5DK9AvgC848/tgKZOE5GRFbJcUzLWCLkF/f3vDqGZdxio1eE7YXhZ3zt+2GPFztdznWZUZoiPkmxQc1SIjGz5WTFkbt6tW9qSra2YXruv782qESGyOHBd0nIuZhUn0LvZgp6EbQyFFO+i3CU62imZ4l8LwhwgIlwFAFsHk/Mc3nRndZXd7DfZSczY8YwxowZwYALL+E//5nPBQcYb7f0chmRNRbJ1G6ni4AEcF33J2DvvFoWAcgBOgOrit1i9+5PKSr6HscpXfqWxZ7HFVcM4+ijT2fz5g3cd19/8ioxkFJTkIwmOVcp9R/gFe/3pejyRIsKREgnr8HZZ+tlkyZag0xN9cO/5ps8UoTtqWVmAbTYaGJXnXtupGmlF2AQ89ec/1mUL2FhMzVJs3TQRw7wZ1JTF+I4zZk1S6+VwMXMmQXs3n0TcBEFBcdE9pJ2UX6P8ZsiQaNIJMQchKhF7drFNbE6hnLdzJMUM1lUNTMBVK6RqG+iLaan+9fYO9DWXf71l+shYzBNaum+TX0vgp3iP2ab8rT2u8bIJZdJwWQ/M8gipyHRbXFpAMhU2id59pcE9pct8y+V7G9qoHLLyG0luZSggz933vkqt9zSncWL5zD07rt5evDgqM5CZ5wBwMYNG3CCrJtahmQ0yWuBhcBN6KlfF6FnTLTYq5GDdht/iOPEp7QWFOwAdgK34NcIWNQENGzYhAlvvklGRgbPfPopr8yIz/hbE7BfbUUytdt5aL/ko5U/nL0YQv4oDqNmzTQZYKdO/qvfpJqRyIaYQ2Ztn6wT9cGIwBx0kHYli+J51ln+bk88oZeisJp5klFaG7uAp9ETXe4Xx+G4YkUOU6cOZPfuL9GmeDRmzZoGLKduXZ3MYFakSKpRx7O8XCVh2wBfs/OSLw81TMHco04DICTrzMRAUavkevxgpOWKJiROP0kwBN+/6V3rBrt8MpC6dXUwTP4uM4dStMrcfC+1Z61fw9i6vdYkP/3U3160SknvMTOUhOFH0qtEewT/f5Khi98xaNZZub3A/y/lljG1TPE979PySJ7897+55s9/Ro0ZQ9fzz+cwCSDuuy+tgNy9QIuEBEJSKfUdujImEK7rHlYpI9rLEJJSQzH35EZMSdFP2+7dvs1k2mFyZ4vdZybGxZrZhoSTQIAISTO+IbJU5K+RRxxDm1YHeKuYM8phypQBnHTSeCZPDqoUykFroF9GpuI2mcIjprcMzAz1SuKmSCTjpVFfYioiHE0/gtRimpNqC+Q6XnZZ9O9GjSJR7XAjLexMCz4SX0vRgZ4NNIy0Za3XqQNZct2NzAMZuinsJIBixt4EIvOl9POjj/w2CTKLkJTT+v57/3+WMZvT2gpBkpj3ZkHXfoWeQF9TlyFnnsnM3r0ZM306/S67jLmXX07DzEyeXbmSY4GuRplsbiwVei1CIk3Sc45xvbc0fZI74je3KC/C4TA1+92cA2gB2bp1n4D2GWgBOR7oGNBuUZ3gOA5PXX45C379la9//ZXL332Xu3v14kAC0lNqMYoVkq7r/gqglDrOdd3jjKY7lVJfAH8rz4GVUqnAXGCV67pnK6X2A8YBjYH5wCDXdfea0FrO6tV8CIwUzenAA7WK8d13fjDBLI+JnZtUKHjAVykkP8VguEj3VItWXbXZbZq63b2krhde0EvTmlq/fjo63/+R4s4AEYDBAnIDEALeBjSbkVjBpgYlXIxNz9GDadjFOC+JDEmQy8hHShfVWLRn09yWiIYc0CQ8ENNb6jMl+XDJkoha62zb6o3TV8e67ev16f0PTTDsbdFGvVrO7T39zDbRKQcYWcC33BI9PMlCAj9lSIJdpmksCrIYDmZ+qtwWcsuYaUISKJLbxPTi7HeYd22+/hqAuunpTLjxRroPG8akn37iyK5duY94hMPhWhvESSa6naWU6uW67ucASqljgeAix9LhZmAxIE/+SOAx13XHKaWeBa4CnqmA41Q7hGKm8JwGzAIeAhA6tI4dtdOpbl2fnsfk45IQtDzkprktjiV5Ukwp5CUxiowVSjKzK4HP9PMLcAHwQaB71BSQwUGaHPTU6q8hAhJ8L4Aw6oDv42u4LoAIX6SASBEzoi92pZh9Zoa6nL9kYpvMtd1j0n3F3ZGeHpEwv6zXwlEEFQDTPeEtbhIzYh5DiBw9V5BefvCBv87I146DCDn5u6VkH0DiKXJbiPti0ybfsyCuE7O6UC6HMEGdd/Zuv3Gq576R7ILNm9kfeOWEEzjnww8ZPmECx7ZowUlG2WYOMKpJEyYAebXQ7E4mun0V8JRSarlHlvs0MLg8B1VK7QucBbzg/XaAvuhIAGiqtD+V5xg1BTnoC3wl1XXCoQ1oFrvxQI+A9l8pWUAOAMYAxwa0W9QEnN2+Pff26kVROMzFf/zBSk8KzwXuBh4AAmhIawWSiW7PA7oqpbIBx3XdzSXtkwQeB24HxH5pAmwy5vVeCewTtGOt4JO8+mpAm9gDpkxh/Ekn0UI0EtEaW7XSWmTDhr6tZEY4zAAD+CU04AcKxFtvhp+94E/9PF3FM3SoPzPfhx9Gd5Wbu5j33++dwMcIM2c+Trt20e3HH6+Xq1f7QZzi9ofoahXRXre21GpOgzMNF4OwtIjKdNRRfpucowSyvGsM+BEo0SRNDVRULImQmCwRXti5Xgt9vPR8o2xF1EpRE826P7GRvf+yw35+/PP3dU7c0B/ySqXNIBpAUdFuUlKiJwAwuTfldpBSUbnuJkQTNY8n3gexBn5e5h+jozCgSITJyIwYfsstzN62jY8XLGBARgbTBg/myNRUvoRIZK+0z6egWj6nsn9JGyilMtG2Vnsgzau5xnXdMvkklVJnA+tc152nlOrjrQ5yZtSsCcGTQNbQoZHvpoDsY9ahmWjYUNtLcuOZjiUp2JUi7Db+RGARn5uUM5q+TM+czKuvheP3U/ymH3/0v69d+yS7ZAgAACAASURBVAWffPKnYgVcbu5iZs26la5d7whsX7y4ZAEpEXPTzyaeCJFjDcz5WOWplo3MCLYINzH3dhsmpAgy6dQUaCKVpS+51vXqRYRxi3qePbvCqCqS7USymeFjz6be3kKHjXcZFqh4AUzr3GRUEhQW7iQtzZ8IR9zKphdhxYqSfYFiUucazGxinov7tVUrY4cvPKHo+SS3r1pFlpdrlNqkCa8NH073yy9n1rJl3Nq0KU9K8YM3QLnHtz/2WLFjqmlIRsS+C2xGV9nklbBtMjgOOFcpdSbaj52N1iwbKaXSPG1yX2B10M41mU8y6/nngRgPnlk8DfHUVN7NCkTTgYsj6y0vFcfkFJPJo8Uzb3KReWSHuw/T6TQSKAHwhgf8hPZ2jGfy5D4BZ+KfwcqV8e2iQe7aVdz+eUBmRIM0fX3ywIrMaWFKkM8+08sgDjLRJIWm23zyx4/XS3G6mhq5FFZLoEekypw5vkotLx2zTEYkuySTNvNJROR7fmd9jU3/rRCFfPKJv040+OgZKDYCTQH9X4qb2aQ81LdGvID0/8do4SgQAS3vBZNxrr4EAN98Ux/PLLXq1o2mwIQWLei1ZQtPzZ7NMWvXcmnjxv4A33qLpUD2P/5RJg2upvJJ7uu67uklb5YcXNe9C7gLwNMk/+K67qVKqfFAf3SEu9ZSpeWQ2IMXMW969NClifPn+8EBMePAFxTykIrWCL79GkR+4WlA9Tw2i379fGEiidwzZ3YCfgaiMsiTPAMzTzK4XXtgv0FidmYgWt4Zcj+3739GpC1dhFxM9Bjwk/+E5dekKZJaR7kOZuBGXjYiqUUQLlrkm+6yNJmWJLQsQlYEMcCZZwIQmq/V9HX7+tFtsWYNoyKGt6QIuBC4AdPjZLL/JMK6dV+hE0S0sJekdVN5bh5TIGUG75Rcq3Hj4jv3rJceKSmMbt6ca3//nWvWrKHrmWdyiHTati0dgNxKNJ/3NJI5ky+VUoe6rvtdJY/lDmCcUurv6AnH/lPJx9tjkGh2DonFy3SgtzzsLVtqs7JtW9+nZpqX8sCKHWaqIRLpFk3SjKZ7wnFLlhaO77zjN/la5Qa0mzgWJZ2Bbi/exM4BFDqWnx15WM26ZzkNWZe+0WCZjU2qN7O7xaQWaWLmNoldeeKJemlq59KXbC8lLi1bRl8c8FOPAKZN00vTzBZ4L7WC3lo4jnvQbxKl3ox4RyMXLSD7FNO+AGhN0OwmosHDorjjmJfqiiv0Ujw0lw0w7quHvbQq0dLNe0c66d8fFQ4z86uvePnTT+n33nvMadyYhqmpTP3tN/YFOtWiRPNkhGQv4Aql1C9oO8kBwhVRceO6bg76yREKtaMSbV+TkUNyMeC5BQW0q1JKqiLKIyCLz5OU9qloSlGLYDSmeAG5A+35CmIL/5wZM4Zw1llTefvtZgHtFQvHcXjmpptYsGwZ3y5bxpXbtvH3li1JATpV+tH3LJIRkmeUvIlFIuSQrHiBduK0WrtW5+pNn+4HCcwCYVl36616aeZJiskuJo/5Jvfsr2xPqzr+eJ8vUOdqp0T5KTV+KsUZlNR+aGStWLomIa/40N54Qy+7jPAFarN+/fQX0QRNX6skmgvMcxYn3M0366WpdUt9oOwvtdupqb4GLwEf06Uh11/6NrMLvBNL9/zEp57qq8qS/27G0qLnzkmUkJ2CnmoqCL246CLff1i8pup7HSIRbzMgKA5KqVUMMps9+7ze0Ucz8c476T50KO9s3ky3ww/nPjP6V0uQqHY723XdLcDW4raxKB7JmtjSngPETdiwYkU0PbgJySoWm3XsWL9NngLxZZrzdXuTWq2vpyWTmdQcLxxBE0D1SeIMSt8u0W0zsCHrunp1b80aGQ/wXM99IG6HoGLnIIiZLAEts6RF/JPi5hC/55QpvukupqNZzC7BHxHUAazxX63SwtF0V8q5Bk0qFoxf0TmmlwEHBLQvBg4MWB8Ns/ZebouTDvFcGZ8Z2exyjvKyGDXKb7vwQr285BK9/PJLOgAvn3EG502YwPBp0zie6H85B3itcWOeArbXULM7Uf7y695yHjpndJ7xmVvcThY+ckgsPn4H7gd+IEBAVgvMobIE5J5ADjU9+rcBOBl97YIEZA5wMdoErzqc27EjdzVvThFwET79cg76378UqMl0y4lqt8/2lvsVt41F8cihZPHQAl2SWCZI2Zhokh0NwgjJoRRNy4zKetHbphlalenb17f7png5kxILmjXrWsoqAFevTtwOy1i/Xpt0JrONkPGIAj32dd8/e3kvz9sltmrQBD0xo1sEfohXzGYz5yW2FlP4ysxwcpAGJL4CmYfXnC7R07Q6BTjnZNqc5NAErckHiZgc/OvbMKA9GmZwTDwzK/L1H93GTPOR7ICLLtJLCXaBn1Yl18gIbD3QsCGzt21jyo4dXAgMBy6hql6PFYtkkslfRtO3zHBdN+n5sfdWhBo35gvKrz/l797N5vx8inXBy10veW0m35UIEY9BOmImQSQ9aMVmvY2ZrycM10JwAU8BRwccPIeSBKSOshZ3BVYA7QLWR7sZ437Lwyw5QyapR8zorkcbolEMbyJIzfIT6UtSXsxKnWQgdqwheOfV1WUxWzxBb85tHl3zXhKKKFlA9kmqp8OMMKsMtc0SL+/0UYMq9u679VKE5Tnn+G2Sw+tNrF7w00+ReVxS0RNfHQF8CZwLfBgzOnFB1bRodzLlwi8BrYAnlFJLlVJvK6Vurtxh1VzkIGnY5XuDLt2yhWZ165a8YaWi9ALSzJMMbt8JtEE/VhUPGd0HxAjIGomgxzOHqnRhmIjNwWiGlwCNpmUOYi+fBvwilk4NQTK121OVUtPQ7AYnoqduOBgYXcljq3FYs2ZNhd2+B4ZCiTeINRNN6mlxrEvAQUo6gM0PPQ2A44XjjjbkoJiHolTFaz05lC9PEiCx4H/5Zb38szdBiFmV+Hl7zT7eq8g7H1PNXLuWhcboAvVUsTOfftpfJydrUoWXBjL5jEHPI8N66SW9NK17M0BehoNRVgEp1xVApqzhWK8Q3Et+B3xtW4Jj4k4AfxpMSaCPyXDPQfvYb0YLhyHAYfj+dhn93CZBKWbVF8mY21PQ1Ggz0WZ3D9d115X1gEqpOui86Uzv+BNc172/pvNJhhs3pjO6jiSoEruI5NT2fIo3sE4gQYKIWQD9l794B/USpY3a8P/+Vy/FhWlSb4mlFWwS5lC+PElB4ishQzanYRX0OtqLdD/vaSIxeS4Ho32QJWYJmg66iRP10iz7KQ08gpEfe/tm+jjPXTFpkl6a9dalteZ95JD4+heQaBJTs8LnhObe1Lwfee4LSa0C/ybwotqr9vMZNfb5xptKQ26iYkZ3ArAeTYx3ATAb/UBHXmAGo0lNML2TeW6/RT+7h6BfDIcopcpjB+YBfV3X7YrOij1dKdUTn0+yI7rs4KpyHGOPYuHChXRGUxcVQ1WRNA1aIg/U7wFtewYygoqIYlcuIVzlp1FXBXIo+fofwo4dVXOH5BA9Ogdw0QLjR+AcdL1x1TsIyoZkzO2hAEqp+uii2zFAS6TyvpRwXTcMiK6S7n3CaD5Jz05kLDpAFke6Wx2p0h544AHGn3UW7Ypj8ykLPN4rky2oZbL9e5GCn4/37CojJ09MP9FuTKv+em+iDrPSriS6s6B2k7JrzZoZbN26lE6drkhu7B6++UYvzXm5tuVpTam+sI9/Z1TKmqw/Brbk53PJ1Km8cuKJhDIDbllhUXrEY1yPLWxOEp3/8HMoDzxQa18XX6x/m8rSSSdRKpTm+p92WvGVTGaQem1I51W2TFuuV5j+gAe9GkrPZ2AaKJHk1Qce0MvffiuWzSoLmLh5M90mTmR6YSHXHnggfUyeNw/yPNd0qrQbgOOB7ujM1hfRZneZ4U3dMA+d/PUUsJQk+SSrEzI9Bp739t2XjNSKD0TkLF5cMp1aELzk6Ulv659mlaO4KU/T7r0ot5KQ7AjWrfuq1AIyqP3UUyclP3YPIvPMlJms5V51jHB9mYJRksLNydKAFMfh2V69ggUk+GlBwjZUWiHppSGZZuksz4IPcluUhuSmLC+oWEhKlTm3efov3p8ulPCm26KHJlYuzNY3SujnxfGD996ws37/PeH9uWr7dlI89o7nfviBgR060NtgZ5q2Zg3TTziBe7p1o+DJJwPHXx2QjIiti55Odp4hxMoF13V3A4crpRoB7xBcMhDIJ1mdqNKyPP78jBdfrPC+I2/oXbvi6dQowbPnOb4mT24PRKdJCqmBKA9SBQm+e84v8rmeZOjSgtpXr85h8mTdPmnSMXHtJUHchnfe6a/LkhJAieaYnGDFCMn63qdECHmxCE2z70TwKm1y/3RvZNUr3pR5idycJXefQ6Lra3r5YtvNvmV2CjNAF2E6kmtlvkVlhsgG3tvUnFky5tq8SzF0f8bo56BNz5HhMBe+/z5fo1Nl/LODlHnzKHz8caCGUqW5rvvPsg2pZLiuu0kplQP0JEk+yb0BOcC/vvuOHwYMoIk8cTHttwOfUEwa8Q03AHDrfZr7zEx1E4jFZKbIieXpo7x5kpOA0gtI8EuipTQdYExv75aQhzpq0hkPZpS/NIhJRk8aHlvOIfP8stAJE/R84mZgOBZmqffixbGtOZTs4x2ZoL0QebQlS0D1Ng7iZUb8erom0G73kRtpWtpKa8QLPOX/gkyDnk9qvL3Ay0PFlIWao+8M/B0dvPkMTQI3Al2ZU1N8lHt8WhWlVDNPg8QLAJ2Mzvv9DO3fhVrMJ1kSNqF9GpNOPZUmpgroIQd9A44imTqL8qK8eZJBArJqS+gqxBSqVMwh8fVdANwCXBvYvn37KqpytqQc4kefhk40bw18DvwfNUdAQnLmdkWjFTDW80umAG+5rvu+UmoRNYRPMiRF/6LR1KkTSytdJsxGc8VdDrFMrEApYshe7slNATJKinAkPXBuqarwSxqBbi/eR/YV2tWcvHiX2QEAGOexcUgKyU03+W333ktJmI2OulbojSXVOwZ/YiINUhCvPYJOtU4UB84h0fUvLNxFVla0K1/SODnd4M32Siobee/g3AtVpOnxYXr5xE1exc2ZRu6QRH+KMVsTja4FfnrQKiA2hzBr6FBmrFlD6/ffp3E1Swva40LSdd1vgW4B62sOn6Rk48p0ChdemNyTkQA5aCKAVQnak04j9lhVTzlFJ10/95zfJHnlZqpg8iMsT57kUnQGWemyxzxXFQAXvO75BsRXYBLCPvywXkYypeNxKN70nMWM7iPgutLOHy0loIZfumdP7d8QazQRbZmPVSQWkGvQacTF3wHLlr1J8+bHYDI63n67Xn712mv+hl5SfcN87Xz+57enRZrEePklTSfS7mdeT6mUWR3vCcsh8d2xAT1X5qPATejpVg/FD0aID34J2t9enVA9ZzHdy1CEVp0XFtOew54qRNtZzPoZJYwgp4T2mUAHSisgKxopBCfjz0I7xQ+G0gnICsWHFH/9pqGTSlQx7Rpt255Do0Z7nvK2EPgYTafcJ6A9B+iC9qndgOYt2g70Q/Mw5kAkSl75LqTSo/ZMRFHJCBllgOGe2o51Fnjkrxs3+qFhs3ohCeSgs/WHFtO+hNILyKVPehqkx65lzi1WHD2lvl0DpiIoUQCuQHMdJhKgV6BfAcHRw0S45hrjh8y9Kmafmf9WgrpWSHBibw7lfAF5SaWrnpgYWfVvT9E6Kmm7KB89AUCXEkYYZ4BFoU6dxnHrpDjmu/V+itKh7/4dgJknaReFaJvg53SGvvX4qYYP9xsvvzzwuGnAg4Et0aMXrfE5dGXaIvSM7t8CE4w0oupGhGGFZJIoONJ38KVv0vTZ4cO9m/bwbpF5oVpIXfB115XY57foG6i4pNP569dzGqV/gDu8oGkGBg7UQuWss/y2QYP879u3r0bXBaQQLCBB03UtRSbtikcbr70kEVR6AQn+uwdg0Iv/AGDxWp0Bf+DTN/qNktMks1qZ13/dusAb3RxdnzKNjghdWO7f/FU9FulId3a2Fiomo1s8vkaL8B4BbXPRZvh7aF03FgvQ/8v+AW0aUj9ulkb+/e9aOIrOaaaGPvusXt5Vx5vj5m/GiZn5YugcvUR6dw7B17c+MBF9xp8BD0Hp8oD3MKy5XUUoQBufXxKsP0xbs4bTPvyw0kzs1atzmDixK1pUB0EStQ+leAEpiBeQJfNJVi1ySDy6lQHrKha70XQQWwgWkL8CXYHTKV5APkXxhbCViyCGHxOzSXx9O6PzJwHuAz6PsQTygXXr1hEOB6ZL71FYTbIEfPqp1lrMaQ7GjNKJJP/Qig0TJ/ozuyYTwJkNDEKnAwfpVznAgE8/1ZUMAYm6JWHpEK1BvlFf1/I6LWPL1TYZ074GTSo1E+09+hQogY0oACXzSRYPqVyTWQRMKsxBN+mxRBLMzYobj9dx81GnANBwnVHPGIMcSvCwrl7NRDSTjQORGSYDmYK8PNZDFrwaWfV5B61Bbp6vNS/ngA6RtmOOwXvwLwauo/g5a9qhNfQOxbQfDpSc8C58FcJ5Ar4FLamhJulxt4M89p99PQPazCAw0Cp2hajLnsrqUvz1XYu2Xy4A/gI8Alw4ZQrzzz8f4XX6HfijSxc6U/VmtxWSJSDIDbNtm6ZRkFJW8Oudu3TRnpf5Zr2fQVFdCJxF8QZoDt4DXNpSRAMd+nkD86pIhgzx+c81oe7iEqZ9FRESLyClvC14PhzQ3CTQr983vP560Phz0KX5LkF0HuL6FTNx6lS/7VVPDh3qzSW28jyf8uy0Sdr0/mijFpIXXXutv+MzPgWASafWJ2h0UumEYUqKcAwipxXcdVfk6yeDdS1gr2+1ZGrbNnpqWh0ceoNgTs1N+POdFycgS4ZU+wgnsJSmB+Hf/zZ+fOwx/ci5mkJywIDiO4mZtKe4NKsc9PWfjvZRPoRWGqbv2MFFU6YwBS2U2nif6oA9LiSVUm2Al9EvkyLgOdd1RyulGgNvAu2B5cCFruvm7unxVTZSKZ5OLeoBrlQfzYG0bt0oYH2ON4K3gd4B7ckglIAqzYyS7/lZTwrRKUAJY/RSi1wGDb50CBKQM9Hm92kBbQB/UJN5jnKID+KkoR/6I+rVY/ratdwFVFqJXxlRFZpkIXCb67rzlVINgHlKqU/QIdAprus+rJS6E7gTuKMKxgdAyMt/2xmQFSOxAclpXrvW3y4y7/1XXwX26xAsID8HzqeCPHjetAZLl2h/zgtxc0iVXkAK/b9oz10MR+qYMXGbB2Ab+v33KdrXFgxR0CSJ3Ev5jILM4rB9u7+u+eAnALhoso7cmtoj6BmrjwaeoIQkpkQavDEjYt4m/Ydn1vH0TbkpgBGveRkOnl37W5BHIw4LgIMoPtG+gJIE5GOP6eXIkdEppMVhyBC9DN1jBLlk3hqxz5Mt1yxhuxyK1+BbAm+ddBInvv8+j4TD9ESb4oKQcTJVYXpXRTL5Gjy/r+u6W5VSi9FlGOfhX7+x6OsaJyT3GFWaZ2I9/LB+q8cE9gBfcGwOqLR77I/LIt+HXj094aHW7tjB+W+//f/tnXmYFNXVxn8jDmERZBEQNS4ggksiIiIuqEFcyOcCUeNulGidJEYlLnENcYmJhEQUIXoQRYO4AEZjTBBxGQUUd0EligQVdWQRAUEQRu3vj3Oru6anuqe7q3s26n2eeWamq/rt27erT517zznvqf4FDeqNFYjuky0yeeONI5KP+QnOQfrqajLZPUh/uR3MdEqf4vShJxIJliypYJtt+tC6dWYDCalKlI4fW67SuHEpC+OnL/n8swJpAb5NHI8L46ap28799FNuKysLNYDV5L78BlhhCCRkXzDZ9hLH++FgX1EHkmvcxA/3rjGUsI+1srKCTz6ZQb9+fwp92dWr36Ndu9o7iPk9vefNS72mn+uerYXtV6NS2xatv3GFm37xfHDb4oC0Eq6gIETwjpWGZevXc81TTzG1b9/Q+V9XVcXBAwcyqk0bfnP//ZxTXs5eQ4bQs13Nm3m+33+ILpVWr9FtEdkZS/56CejiDKhvSAsT9mtkWLtpEz/NIje1Ltg4vgTIRW4rKjZsWEZ5+Va0bl3z/W3YULDIfV7o3bFj7QayHtJQNm5cxfvv30ufPr8LPb5ixWtkEMRqNOjSqhXPH3ts6Py+sGwZzztVoouOOoqTu3VjbVUVP5k5s+TXfq6ot8CNE/F9GBiuql+KSG1PAUorldY+eOdyzeevODrDyQGEyV4lFgSKcy8Oj0J+DPTF9mTC9sASiQRb+RGMTPBrcoMhSocPFtuX6+oMaXRBObNwOa4NpFfJjP+Nva/LrkvJ2Pjyjn49uI/UvHQk8yZC9XuhH90ecIF5kMFWPunSY8F593UTuS98rsNWnxUEloDp8x/2oQYUme50+aZnnWXX7cH7BjIGhwwBUuptYUjRtwcmpreLcViMRbGza5X6K9DLL09x+xkAfrVmGPwVdesxAQ82/X0HvxO+l+mLfAZD5rUgbCr8DYZ2ADvuSBkwYfFi5gMLVq/Gu+ceJlM9F7O1G18hy+6SSaWVAiJSjhnIyarqpwsvE5GuqvqZiHSlZg18yXHf5NTHMWKERRYTi2qmceSCPqenjMjrGc65BGcgQ45VVFYy7YMPGE22ziWkkn1DjKRfhxusWvHruNevX8o779xG9jDGzu4nhbI97H09H9hB8IP3W2UUbgx7B98S9uX3U3/yhR/5nuQvD9P2JNNRQe2FlndgrUKTWkyBTPzEEFM0Lhtge3hhvp7fV8bfK8wPFZhpyZwo7qNadNohm3H04Ue8Ry0N1Gf7hnCE26IJ7jX6H7Af+Q56hiH13NlQgYXx0v1n33Pqh8X/D/jzn7kgWBJUD6gPqbQyLEPgv6oayKngMZwADg1eKq04y59ryB5lPatHj+wGMgJatOhI//43ZxsBpt1SCswHQl2nOkEFOaQBYW1Ba4rV1QUqMFNxYC3nNU6swPqyXJLh+O5YpTrAxVddxQsh51TV4VK8PjzJg7Bc6rdExK8kvgq4CZgiIj8HlmDXcZ2gvZM8C5bs+ajpQa7HFskzCMvk8vOOZ/7t/dSDh7gU2bSqgh9SExXYG5997LGhG9c14BcIB6TCZh9lKjmTrrX/gypAhs9YufJTOnXqm2UEUwkutd0KMlkLPKD32hrP3LTJkkUzdUpIIeydR0NSUi2qBxnIkww77mPjg+ZB3u+vg768I3nsyg9tCT46B2+uJp7HbsK31Xpm4hnrt1E20GrZ8+3EmHTQgn17R4wIPRdIpRr4rvHQoaljjzxS4/RM6IStoDLimWc4CfjNww8zetw4TsJWY/4tuxJY0qUL/ambaHd9RLdnk7nkM882SUWCSwTu3Dl1YS7PuNhvheWzhadqJIsy/L7FwK1XuI3p8a4Dsd//OQ0VBBSdczGQQVyeSgQYkKkMG9OGqKpqmYOBPKzakfQuomVtUy+SeNSc/nvHWm+didPs2MaN1fs9144qLLHhHGrbh0vH44+7P/yWBCEbghXkoGWUY56kn/rjen1RVpTVRQWm9PNexjMC3VjDldnzgC+Lan0NDSP7uusiTGjULzvz98nD8rOKAdejaeS8ebzy4ovMfv11jul7GHfcMZN9+5azHXVbjBnXbheE4gs6VVB3lc7l5WEGeDbWxfeROhhBJpyF9YYrQVM1rHVApndXgXv3RxxRT2ILGzDv8el6eO2GifLycqaMHk3Hjl149dUKxo2rXVi5FNisyxKTSarObVxecMO2r0gvMpy1KnV39ivWLtpQuwd5WIEjKGuTud1V/4A+gt8RcdcaCeYHY7XCBcCP3LjcuhdftOBOfl4k2C7tnoWNwUcGD3IE9u7CnOyXsU/vf5BspZoz/CDGxdlPqx0tsX3I7Pjgw9QirKyzea9+1D9QGZkV6SWLI9sFott+p7gwT3LxYvu9Z8TPKFfssANdd9iBs8+ewujRA5k4cSTHAUMCp9RFovlmbSSTcEvVxPKRyYfKOudW/lVVtY6wfnyHBHKyk6uSzm4TKLXOqRMPcu7cqAzfAp+TKZDjR7z9tCdfTXzUqNQKLViD7WNCDZnwbF++8Gh4DaRFtxOYokwF4cumlViSTcFFkslOZZkUQYuL665NLeuvdb99Y5frnqR/H0ka17+krOuf9nMG07WWrVYp8L7bZ/f7npcaLhP+L2vX0rXD9Vx69dX8DBOQ61E3IwDi5XYOyL7XVF6eU8PSUKwAPBqqmFgQX1O6SHc2zMKUbhIUugQvA44k84XekfqoIq8rNB3pg4svuIAThwzhS0zRPHN9T/Gx2XmS7cOKWt+xxgk1vccqLFUl2vJi4j3hcapOwNtE+5Lu19cZ8bwaeqX6Ma8KfI8C5cdpyFEw1zXOabXQJS189BGnPno/AKeGJO5NmLBLjcdSqCDlY4fPX1CgJpkrWEt0u+jwyxJ/UTcvFxQKTyxf4R7LtOoJl7lrv/g1+8NlRNz0xPTksXMXmVfpb8ckOnRMPfGEYEV1HaJNG8qwtKC3Onbk7ZUrEWAS1a+MUimab3ZGMhSue1xNlBN5j4xU5DMR8mWP6sW8cvdb9ho//EFez/ProKf+6tnkY3ceaakkrtliKmKcI/yId+KNwINTplT/XQ2ZvPTnyGUTIphEnZxbP+iSZ3JzPlgCJMXGXWPrK65IVYyl7gfhWzHFQq5bQgCJj1MywmXftztkAitASBw9OHVs1+nVntchsTL59xf7FP8GlPpueLWcafvJ/1i5kn7AZGAy40hwftHHlI76qri5GzgGWK6qe7nHGolUWrWvSIyio4KGrGj+MnZjq/0KSFBKA7m5Yg9M7s5Sr4Ynm7iVEvXlSd4DjMV0JX1cQQml0kKX2T7OOcd+1yr5VQHMAa4GYPwNpvw9/rIvKdst81ZymAdZLOTnQX6KCS7B7cOclPq5w5NH/X1/b/68aIPy+/yE1T8DD9zvPMjT0o/MIx8DGTqvJfQgv8MaLQRfYCnwcgAAEldJREFU9Y3X7b3c1Cf97OJ85olZVqdZNuDgWs6sBYG684TftcvXDQ5GGdOqW4PbMSkdwBD40SM/GhRc8qZ996LklPrPvfDU0xjzwAPJRPOgT13sZXe9GElVfd4pAAVRWqm0HEJ/iXvuTf7tzakuSe6r5Rx//EtJ+alJT1owY9asLtnp/2DGNFgVUyvSNLUqKis5tGvXGi1Pb3WZRm+/nZ2usrKCtWsX07On1el+2dOil23337/GuQvd3uSoQtVPa5F5O/VZW1o9e171UqCnnrqBPfYIVyP67LNZrFnzLj17nsuAATYHXuDLNj6H5VpOyDD2ispKurVty45pBer73G6ve955NcqaqmHjxlU0b94uOfZsGH9+4CY17u+OP7uR/O67KgYMqFnEOn64pZ15t6Qi2Mm58lMPAtUyWa/jfOT7AsUN6aTBpbWHzdukAfZ7FuOzfpb+czd925JXu3ThhWXL6L3d4QwePIMJW/yy2rm+rWjUUmlpaLBSaYnEd3zzzXpOPHEBbdvWLjhQbKzYsIF1VVUF94TesGEFVVXr6N791NpPrkcccshdoQZyw4YVbNq0hp12GlIvfbH9+d++VauCnl9VtY6lS+fw3XelqTf++uvPnaTa5oPmzZox5fDDadmyM5WVT/PZZ8/W/qQCUVZf3cicJ/l4YE9ytaq2Cxxfpar5d6GKESNGjCKiIXmSy5xEGvUllRYjRowY6WhIRrIRSaXFiBFjc0G9LLdF5AEsSLMN1mL398CjwBQsu2IJcJKq1m/D3RgxYmz2qLc9yRgxYsRoDGhIy+0YMWLEaHBoskbStYmIEYJSzk087/WDeN5romhzkkgkmtyP53llTeX1is3dmMbaVN9LY/pM62DsR3qe1zLtsWZF5D/B87zWaY+1zoejqXqSW4hItS7zItJMRHKUs8kOEdlSRJK6L6qaEJEOIhI5r7OU3A6lnJt43uuY26Fk817ieWkOjAK+cf/vJCKXAcNEJLJkpOO/GZMURUR6i8j1wKUiclSuPE3VSB4BXAggIq1F5FhgJHCJiOxdBP5BwOmOv52InOn4bxKR4xswN5R2buJ5r3tuKO28l3LsA7CuqVUi0gv4K9ZNtjfwsIjkJ20Vzv+y498duBHTj1sHjBCRQ7I+26GpGslDSTVkO9P9rMc6hP5RRLIJGeaCgYCvKXU6cCzWHewl7C4Y5cIsJTeUdm7iea97bijtvJdy7KfhK65Y/5DFqnqSqp6Pyc2cEoEbbKyd3d7k0cA7qnqBqv4VuA84MReSpqoneQwwXUSaYcLUY1S1AkBEJmF3qw8i8O8PzBORXYGhwA2q+pzjPxS7ExYqpVNKbijt3MTzHo7+JeQGm/cnSjTvpZyX/wC7i8hSTKvhnMCx72PdY6NgOrATpm29G3bz8LErlo9dK5qcJ+nuGmOAH2C9OQ+neoernbFJi4JbsBvMHcC2wKLAsW7krRNeDWOA75WCO21uFmJeQqBBeOFz47hvw/qTFpU7jT8478HPteC5cdxj07gXF4PbYTQmQ1mqz/Q2TGrRn/cg/85Eu97HYGO/HevkWrR5UdWHVfVAVd0WuyaDVXaDqCHcljf/DFUdqqp7YurZMwKHj8qZv66iYvX143neToG/e3iet7DY/J7nNXd/71VMfs/zunme971ScDvOngH+os6N53m9PM8rL+G87+J5XovA3LxXTO7A35G4/fnNcr0UbdyBz7SZ+3u3In+m2/nR7WKM3fO83p7nDfY8r7vneVsHxt3F87xhxZyXwGuWeZ7X1vO843N9TpOruBGRrTBtyipgDbAUqFTVFSKyPbCbqhZVVymQj9US6KmqWdRJs/K0xJY0K1V1Rhp3K8f9eoRxdnD8y1T18bRj2zv+kL6GOXH7TQc/UdVK91gbLHLZIQq34zoZeE1VF4Uca02EuRGR3wFzguMTkW7AF1hkdA9VLdRLHY31G/uDqi50j22BSZe3wq7Hgq4Xx7UXttz+VFUnucdaYxrB7YFeET7TlsCPsVaVX2GqzZWqutp9z3pEuNavAHphHnAC+ARbeTyqqnNFZEtV/aYQbsffG+u/8qGqrkg7toWqfpcrV1M0klOwD7UF8CV2kS8D/qmqrxSB/zSsv+pbvv5l4Fin9A8kT+57sa5be2NjH6qqS9yx5qq6qfCRg4hMxeZjINYDtZc79IKqPhmRezEwG1vyrQPexDbeJ6rqS1G4Hf8c4HRV/VBEdsSadK8AnlXVpyJy/xfTCnhbRIZi3QGWYkZhjKpuiMD9HrYf+BkwrlBjm4V/JvARJpo+Dtt/XIPtE96XjzEI4Z6MXYcdsGvmOeAtYJqqvhNx3B8CB6vqJy5VZ3/M2B8D3OQb/Aj887AA03LsOvkIWKKqb7p92smqmtNyu0kZSRHpCfxHVbu7/1thex1HA2cA50cxBo7/OawPURvsYlwEzAdewz6UI1V1ZUaSzNw9gAdUta/7X7Do3AmqutF9GU5S1dUFjn1X4H5V7ee8xteBG7BesWcAF6nqY4VwO/5LsaDBbOwG1QYQ4M+Yl3B3oUbejV1V9XD3hXrcvU5zLOJ6QbpnnAd3N+AfqtrbeU7PAX/EPLEzsX3tawvxatLGfRXwc0xx/6+quiBfjyaEvwfwoKru67zHD4ErMQ/qbOBB4NZCXsNxT1HVfdz//bG+Jf/FItGn+DfwArg7YmI2IzEP/qvAsU7Y3uTRqvplgfzdgLnAr7HruyvmfPgN5K/GVh6fZCQJoKkFbloAi0TkcBFpq6rrVfUlVb0Ou2iGZ396rTgQCxZMwiJzS4BdMI9pKtChEAPpMAhYACAi5Vj/n+XACc44b12ogXQYjF3gAH2At1V1rKr+DjM0wyJwA/wNa5S9VFWvwnpmLcI8svYRveD/Aw4UkYPcOFep6vWqeg1wFmZ8CkUl8LyI/Az4EZYm8qi7YfwWODDCsu9ozHChqn/E8hlXAeeJyJ5RDKRDd2CFiOyBXd8LVXWCqt6OzcsxEV6jG6bxurP7vxxYr6q/xQJQBfefct+RW92YjxORPUVkO3fz3hVoV6iBdFgHnIst3W/D8iPvwgI3XYGPcjWQ0MRSgFR1npgM2zCgp1sCfoHtpxyB3UWi4AlsuTHPue0tsUkHi2BOz/jM2rEA+EJEtgS+cQmw44HzgYOAgvfzHF7BPF2waGewIUg/bDlSMFR1vYjcDNxpTjB7YJ7IWBFpG4Ubm9e2wEXYHtnIwLF9yTGVIwyq+rXbhrgQ25bZTUQuB57FjNzibM+vBSuAO8FufKq6WERuxW7Ws0TkMlW9KwL/TGyldLMb++cichi21B5K9eyCnOH2wZ/CrouL3B5qD+Bhd8p2mKddMFT1MRFZgxnKs4GPMXvUFUsqj8K9HNOn9f//ClvtzReRPd3fOaNJGUkAVb1HRN4FhmD7NOuA3bE7+o0RuT/D9pb8/zfgvkRuGVgRgX4O0Mz3WtzG9VwRGQRcj3mCUfCy71Wo6gdi5WbNVPVbLE0qvLVhHnAX42kici22hD/OPR7FK8AFPG6AZPCpXETKVDWB7ZVNiMg/S0TexJKLtwR6AodgN5brIlD/U1W/dq9R5ZbXH2OVMJOAKCsDVPVbERkLPKKqi0TkaPcehmHLzILG7ubV5x6MLVUV5xVjWrDZO5/VAhE5AnNeBFvR+gGc94CC94AD/EcBzYBZqro2cOguLJE8ZzS1PcmtSS1xXsEmaVssmhsp6BHg/zHmkVaoalXacf+LWwj3VtgFuTqd2+1n/SXKe3CR5mPSxy4inbG9xIfS308e3G0d90rM4y0DDlCXdBwVAf4VaWPfClsh/KvQJbH7TI/FvNE5zvBEDpIFxndc+riLBTcvg7B5f8EZ4n2xKpZnVHVdRO4fYdsRr7ubqe9lfh/LYihkr3MvTGR7FRY43AtzNO7H9syXFjrmNP6VWAL53piXPRWY4G5SeaHJGEkR+Tm2PFiJNW/uAryAeRmPFSEy7PN/DpyALTnewDywKRENWCbuu7Eg0beFGt/axq6qed1Vc+SejXkeT6jqxiLyn4gtx/x5n1zEeTkJu6G+jF0zj/peYETuFW7c/pxPwIItkQxmgP8L4CfYvLwM3FJoECsD94nYd+lNzHt8MMIeLSLyB2ArVR0eeGwQcDKWTXBdxM80jH8g8FNsFXh9vvxNKXBzCra8uQrzDO7GgiuDsbKwYM5hFP6rsaX83cA0bOkRlT8T9wDgIDXllZKMXay0rNhjn4F5UP0icqfzH0/1eT+kiGM/znE/hnmnUcfuc19D9Tk/FDggIneQ/0pS8/IYFugr1md6Janv0lRszg+MyL0NtgWWhFoK1y+xOT+jQN5s/M9gke79qV6amBOahJF0+4FtsTQcVPVdYB9s72EKtvncKcJSOBP/ZOziKZg/B+4LSzz2gvmzcE/C5n14Ixx75GumlNdLDmN/kNLMS1HGji2FO4nIdWIJ3z62wPIxaxQLFJk/72BWU1punwWch0VCy4H+qjrYHVusqt0aKn889qY39nheMnJvgQXbhmGeXWssp3EZ0FpVI3mSpeBvEp6kwzTgHiyivZaUBt5QbD+lIfPHY68f/sbKXWr+knC7vcdpWMrPDLWij/2wnOC/F8FAloS/SXiSIrK1qq5Je6wMi7IeAXyuqq81RP547PXD31i5S81fYu7XgGuxen7BkrovcsdOwAR4FxTCXUr+Rp8nKSLbYnp3C7FSuyex9IcNQEJE+mAVAg2OPx570xt7PC8ZubsC5ar6L/fQdBGZLSLnquoEYAQ5iuDWNX+j9yQD+ye/xaKIfTEBzw8xYYFTVLVzQ+SPx970xh7PS0buA4FfuJ9NqvqNWDnlzZhW5SWqmlM7hbrmbwp7kguxqNvLqno5lhg9FBNRHYCVbjVU/njs9cPfWLlLzV9K7hcx8Y2EM2DN3dJ3GpZ/WfAyu+T8pRC2rO+fgDDoQ57nndWY+OOxN72xx/OSlb+953mPe553UrG5i8XfFDzJGgjkcI0mVZTfKPjjsdcPf2PlLjV/HYx9FVap9Y9icxeLv9HvScaIESNGKdEkPckYMWLEKBZiIxkjRowYWRAbyRj1AhFpJyK/KiH/YSISSQ0nRgyIjWSM+kM7IC8jKSJlrja3SUFMjT5GA0X84cTIGy7p+FJMSXq+qp4p1sDpDmBHd9pwVZ0jplK+I9YzZUdM73AMcBPQXUwRfKaqXiYil2G6f9/D1LZ/L9ZjZTrWTuEAYIhYz5/r3Hn/A85R1XViyty3YPqQoe1lRaQFllzcFytfu1hVnxWRszG5tFZY75hH1Pq5BJ97OPBrVR3q/j8C+KWq/kREjswwphGY3FhLTN9U1KTvKtz/B2ESZ5FaFsQoHZrcXTlGaSHWI+RqYKCq7o31nQFr7DRaVffDUi6CLRV6AUdheoG/F2t0dgXwP1Xt7QzkkVgflX5Ab2BfEfErJHpiAgX7YJL/1wCDVLUP8CpwsTN+d2IGaQAmoBuG8wFU9QdY69h73XNxr3sy1jfmZBH5ftpznwF2dzcEgHOAiSKyTdiY3DljVXU/Vd0LM5THBPjaqeqhqhobyAaM2EjGyBcDsb7LnwOo6hfu8UHAWOcZPga0FWsZAfBvVd3onrMcU7pOx5Hu5w3MC+yFGU0woYK57u/+WD+UOe61fgbs5M7/QFXfd7l9mRTXD8b0Ln2txI8wmX+Ap1V1jZoi+QLHm4TjnQScISLtMM92epYxAfxIRF4Skbfc3O0ZoHwowxhjNCDEy+0Y+aIMW2anYwusr021Jk5inRODLRy+Jfy6KwP+pKqa9vydMe8xeN5MVT017bzeGcYV9jqZkMs4JwL/Ar4GproSuExjaoG12u2rqh+7rYcWgVOC7ytGA0XsScbIF08DPxVrMI9Y90IwxZhf+ydJdVXoMKwF2gT+nwEME2uehYhsL9akLB1zgYNEZFd3XisR2Q14F9hFRLq7804NeS7A86T0EXfD9knfq2WsSahqJdYc6xpMczHbmHyD+Ll7XwWr3MSoP8RGMkZeUNV3sNa8z4nIPExlBaxvdV8RmS8iCzA1lmw8K7Hl6dsiMkpVn8Q65r3olqbTqG5E/eetwERVHxCR+ZiB6uWWyB7wbxGZTeY+4n8DmrnXeAg4W/NvVjYZ+NjXJswyptXYPulbwKNYB88YjQxxWWKMGHlCrB/1G6p6V32PJUbpEe9JxoiRB5z69VfAJfU9lhh1g9iTjBEjRowsiPckY8SIESMLYiMZI0aMGFkQG8kYMWLEyILYSMaIESNGFsRGMkaMGDGyIDaSMWLEiJEF/w+P8oNDdHNQhQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 360x252 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "regdefsall={\"all\": (17.9,20.2,-34.8,-31.1)}\n",
    "\n",
    "dset=\"cru_wcp\"\n",
    "ncdata=Dataset(root+\"/work/data/udel/precip.mon.total.v501_afr.nc\")\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "\n",
    "lnmin,lnmax,ltmin,ltmax=regdefsall[\"all\"]\n",
    "\n",
    "sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "pr=ncdata.variables['precip'][:]\n",
    "pr=pr[:,sellats,:]\n",
    "pr=pr[:,:,sellons]\n",
    "\n",
    "\n",
    "time=ncdata.variables['time']\n",
    "cal=time.calendar\n",
    "units=time.units\n",
    "times=time[:]\n",
    "nts=len(times)\n",
    "#dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\n",
    "dates=num2date(times, units, cal)\n",
    "prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "pr_year=prpd.resample(\"A\").sum()\n",
    "pr_yearstd=(pr_year-pr_year.mean())/pr_year.std()\n",
    "\n",
    "yvar=pr_yearstd.mean(1).values.flatten()\n",
    "slope,pval=trendpyramid(yvar, \"analytical\")\n",
    "plotpyramid2(pl, slope, pval,plotparams=[-0.2,0.2])\n",
    "pl.set_title(\"all\")\n",
    "pl.set_yticklabels(range(10,119,10))\n",
    "pl.set_xlabel(\"centered on year\")\n",
    "pl.set_ylabel(\"window width [years]\")\n",
    "plt.suptitle(\"UDEL 5.01\", y=0.93)\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(108, 117) (108, 117)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(108, 117) (108, 117)\n",
      "(108, 117) (108, 117)\n"
     ]
    },
    {
     "data": {
      "image/png": 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szriHAd97jte655RmTkFBOn//ez79++fw6KMvc8ghR1BeDpGI4ZFHZnLMMSewevUKbr75dzz11JvRzh04gaGMgdLSdMrLkxvuTSiK0uxIT0sj3Z25AyAQcDbgVxddxPh778W2bfpcfz1ffvUt5RWG8vL43MKVbCiKouwH0m2bdNsG35besiVzXnuNli1b8vZ77zFp2rRoYyliO5sUT0tLJylJ207NlcYydFVVDFe7qoKlpaV1MlzX8g1hsynUsb5s/u1v8xg2LIeHH87lxBPPY/Nm53xyMkAm/frdzdix/SgtLWHp0hWcfPLPo/empjp7N8cwUN5k3rd+h+JJT0/f78860DRHbWoqNuujjsnVzXjYzr+m0XfdxYJFi3jvvffIybmcjz76lMRER5QCssDA/c9W7vb6msL7bgo2VZvqTnPUp6ZQx/qwWVpaSnp163+DQY474ghmhcP0uvpqRo8bR9czzuCX558v0hXFePSpqbzv/U1TsFmTvZr0qbHM4K0FDvcctwN+aKC6KAeIjRs3MmxYDo8+mkvXrtlx4lNWBvPm5fHww8MZMOBeAKZOHcaSJZ9Ey+ze7WxJSTF3TUVRlP2COx1n3JUrUdzQ4wlJSbwycybHHnssy5blc9vgAdiuiMlMnqx5URRF2a+IyEgqBMGNlPnrSy5h7MiRRCIRrr72Wr777jsCCXbcVl4OFRUN9xaU+qWxdPD+DFxtWVayZVlHA8cDCxq4Tko9snt3OpmZx/DOO2vo3Dk7el60avnyPEaOdDp/t9wyjhtuGEZ5eTnDhuWwfft6EhMjpKY6s3giUiUl6ezapYENFEXZe9IDAdIDgVhoccE9roiY6NYiqxW5uXNITU3lpZdf5oUXwnHpp6RzmJaWTlpa85gJUhSl4UgvK3OCqkjKA8nFmZbmbB7uvftufnXBBWzZsoXeV15JcXExQFS/hLS0dLKytO3U3KjPNAmv4QRJaW9Z1lrLsm6yLOt3lmWtBc4E/mJZ1v8BhMPhVcCbwOfAB8At4XBYxxWaMZ9/vgKANm1CpKXF1tOBkwph6NAcpk7NpUuXbABuv/0hunY9j82bN3DjjRexc+fuaPurtNTp4Nl2fHtMURSlzkjDqazM2UpLobS02hx3nTp1Ihx+FoA77riNJUs+i16ThpSseVEURdknKiocTZIZvF27nK2iwtlkdCkYJJCUxB9ffJGjjjySRUuWMHjwYIhEKqXDKylxTCjNi/qMonlNNZf+VE35icDE+qqP0jgoKSnhtttuo2/fQVVeX7gwjxEjcnj44bfo2vW86PlgMMiUKW9w+eUdWLNmBdOn38099zx2oKqtKIpSLX369GXBgvnMmPE4OTlXsGDBYg455JCGrpaiKD9xDjroIOa89ho9f/ELnnv+ebp368ZNf+jf0NVSDgCNxUVT+QmwZcsWunXryWWXDeLss7MxJuYFVVICc+dK5252XOdORr8POeQQnnzyXRITE5k163H+8pdXCQZjg1mLFy/mhx82UlQUoqhI3Q0URak90Xx3IkoSNdN1gZLTMnDuRPuNbQ89NJWzzjqLdevW0afP1ZSXl8ddj0QgIyNERoZqk6IodePrjz+mfONGZ+ot4PEkyMhwtuRkZ0tJqbSd1qMHTz/1FAC3DB7M/PkL47yfhGAwRDCo+tRc0A6ecsCYPn06Dz74Aj16ZIvXU9RVYOfODcyYMYJp03Lp0ePcuPukcVRRAR069GDs2OkAjBr1B1atclw9587N45prfkViYkrUtqIoSq0RoRFR8vbkysujp71bcbGzRSIQDCaR++abtGnThn//O48xo++KlpNBKr9rlKIoyp6IRCJkZmTQMjPTcRsvKYlpU1GRs8UKV7ndcN11DLQsSktLueqqK9i29UcSEmLLYxISKi87Vpo2+q9GqXds2+brr79m1KhR9OiRXWWZgw9uw6xZ8+jWrerrXvr2HcDll1/P7t1F3HLL7/jnP99j0KA+fPDBIlq0aLl/K68oilJL2rZty5tvvEEwGGTqww/z1lu5DV0lRVGaOAkJCRx/9NH7bGfa1Kl079aN7777jmv69KFCQ2g2a6pdg2dZ1uW1uL84HA6/vx/rozRD7r//fjp2/A3JyW1JTHTO+UeJnLx3geh573V/OipjDPff/zSff76c1avzufvuG5k377+0bNmC7dtj5UtLQ+792/b7e1IUpXkQyspyXsi0v4iPRKRzc9hJAnNvIvOqZuPOOeccpkyZytCht3PTTf047rgOdO58UlwZcdPctUu1SVGU6glt3eq8ELEJBmNRM73nBc+xRMoMJDgRnpLT03nrrbc4vWtXPvzwQyZMGMvEiQ/EuZs7j3D0qbxc9akpU1OQlWeBd6g6CblwLlBlB8+yrBeAXwObwuFwB/fcQcAbwFHAt8CV4XB4m2VZBpgOXAIUAb8Ph8NL6vROlEZLTk4OGRlnYtuxSE2Zmc7ejdob7ZRJOpeEBFi5ciEdOpwRbVDFEppDSkoqM2bMpnfvrmzb9iMvvDCdoUPHAFTZSVQURakSEQoRIRnVFuFxG0yJQds9jP1LlCJioqzcuXbrrbcxf/58Xn/9Nfr0+R1z5y4gMzMzGklT83YqirJPiOhIh66kJP48kJCUDMR39Nq1a8err77BRRf9ksmTH6RHj25cfPFv40x7B7GUpktN/2b+Gg6Hb6zpZsuyZtVweSYwA3jZc+4u4B/hcPghy7Luco9HAhfj5L47HugOPOXulSZOQUGINm3OZMcO51jaUGVlzl46bdLgkUH0lSvzmDbtHt5446Nop1B0rLDQ2R9xxDFMnfpH+ve/lClT7uH007vSvfuvojZEpIqLndGorCwdjVIUxSEk4uMKhe02howbwMAOxP97rGrASDTGP0BVXGx4/PFnWblyBStXrsSy+pGb+xYlJSbOls7kKYpSFdGZO+8ItzGO2HhzroiYSOAVz+iRwY6+ArDd/bnnZjNx4kPcdddwbrjhej75ZCFHH90+2saSNlRSUsh9hOpTU6TaDl44HL52TzfXVCYcDn9kWdZRvtOXAdnu65eAPJwO3mXAy+Fw2AY+sywry7KstuFweL3fbpLfX68agvUwRLq/bTaFOu6rzRYtxIazNwa2bdvKV199S+fOXVzXzJg2Oa4CEVavXsCrr75DixZE3TrlT799+3pat25DYqKhV6+LGT58HJMn38uAAX348MPFtGt3NLZtU1ZWQopn2q+23x2hsX2WB8JeU7LZ2GhO2tRUbO6TPREdU5OTSoyqinl1zW86MzOdt96aQ7duXZkzZw6TJ0/mjjtGVlm+OWpTfdhsCnVsrDQnfWoKddxnm9J4kg5cYqKzlqU6mzXomf+UMXDHHcNYuHABs2fncvXVl/PRR/NJS8sAYoPpYtK2G1afGt3f5gDZ3Fd7ewyyYllWjmVZLdzXYyzLmmNZVpe9fN4h0mlz963d84cB33vKrXXPKU0cyRXsRhrns88+Iju7PYWFhUQisehyUs7RsAQGDx5BVpYzeiTRyqXsYYe1JTHRRINI3XbbGC666Nds27aNfv16U1S0my1bthAMplBeHsv/qSiKEiUxMTZ6BJiKckxFORHbELFjLSJ/kvIEY0c30TVBdEw49tjjeeklx9Fl9OhR/Otf/8CYmCZpVE1FUapExEFERsJdSq4WwXven8fFRfTGm97Ftg3PPvs8J510El988TkDBtyE7RU6Kmuf0rSoTfdwbDgczrUs62zgImAq+9+Fsqoh1Cq/VqV1jH9f1/INYbMp1LGuNjdskEW6zrFMpLVtewbvv7+etm2D7N5d2W08IyP+2Pta3DxlNEraZsFgAo8//goXXdSV5cuXMmzYIB588AW2b3euy1rkH35IB+Dgg+vmbtDQn2VD2DvQNtPT0/f7sw40zVGbmorNutjLzHTzPBXuir+QmgrE9EVMSgdM9rZnODy69s7TqYP4mb1evXoxatQYHnjgfq699mrmzl3MIYccEVc+IcH5/hcXNz9tqg+bqk11pznqU1OoY11thjZvjj8hjSfpyCUmOr01mV6TRpQ0dDz6JGuCY67j8aaTklrw+utzOPvsbsye/SadO3dn0KA7otdjy/zS3X3D6lND/20aymZN9mrSp9qMHcrcx6XAU+Fw+B2gbvO1MTZaltUWwN1vcs+vBQ73lGsH/LCXz1AaAZIfKhh0tm++WUdBQQktW6aSnh6MzsqVlDibDD5JShdvChcZyJK8nZVG1BMgFMri+efnkJKSypw5M/njH8PR0fTNm2Hx4jU88cRDFBXpVJ6i/JSJzppJYuDUVGdzBcc/4+/XIS8BKghQER1kl7KSi1NGzMeOHceFF17E5s2b6dPnCsrLiwkGY+UURVGAyg0e2fz4kwnL8a5d0S0xaJMYtKtLjQdA+/Yn8swzMwEYP34E8+fnRR9RVXml6VCbDt46y7LCwJXA+5ZlJdfyvqr4M3CD+/oGnCidcv56y7KMZVk9gO1Vrb9TmiaLF3/C1VefSkHBlnp9zimndGLixGcBeOCB21i+fD4Aixbl0a/fWXTu3IOAjHopiqIcIAKBAC+99EeOPPIoFi9eyPDhQxq6SoqiKAD89reXM3ToSCoqKvj9769i/fp1cdc3bdrYQDVT9oXadNSuBP4P+FU4HC4ADgKG7+kmy7JeA+YB7S3LWmtZ1k3AQ8AFlmV9CVzgHoOTauFr4Cuc9AyD6vpGlMbBd9+F+O67UPT4k0/yGDz4dzzyyNu0bn1odNBcKCx0Npnpk8GqtLTYJvhHk2TgSo5tG3r16kvfvoMpLy9j6NDefPjhnxg5MocpU3Lp2jUb23bcR8WFVFGUnwZZWSGyskIYbCe6nAiIu1UkJFKREFuTJ7oi2lTlKLZ7r2/JSyWtMgYOPrgVr746m+TkZF588RlefPGFuDUxzrNC0RxUiqL8dAgVFBAqKKgsNCISiYmO25Mx8a4EIlA+PfOW8euMX68Axo69n+zs8/nxx03063cF5eWlRCLw7ruz+frrb11Pg5C7KU0B419U6cWyrARgueSxawxs27atVks+JWLU/vSF3d82m0Id62pz82bnx791K/znP0sZMuRCZsz4J8cc0xGAgw5yyrVs6ew3ugNDokVV5e70p1Lwu6hnZEB6uuOdsH07FBeX0q/fz1m69FOCwUSmT/8r3bufH7Upa/cOO6xmf/KG/iwbwl5D2QyFQrULZdiIaU7a1FRs1sWeBG3ak6uRP1S4fx2xV5tMxPHlLCl3PAP86V78EcyNgZdeehHLupHk5GTeffcTTj21a7Sc5FwvKmr62lQfNlWb9p7mpE9NoY51tRmSIAMiODISLmusgsHY+juvPX8ezyoiL5YFU+OKFhV56+joUlkZ7Nz5I2eeeTpr135P//6DeOCBJ9z6O2VF+5KSDqw+NfTfpqFs1sZeTfpU4wxeOByOAMssyzqipnKKsnVriK1bQ9E1dF9+uYwhQy7k/vtzOeaYjmRkOB0x72ybbcdm6WQNi7+cd7Rp40ZnkzJCQYHzzJISx/U8JSWJG24YijGG8vIy5s79IM5VvaICvvnmK8aMeZrVqzOqf1OKojR5QmlphNLSojN3/pl//2i2aJOc9w+Qe7Wpwl2F51+f51+LJ+v6Skvhmmv6ceONFiUlJdx4Y2+2b98c9VyQtcs6Uq4ozZ9t27YR2rSJ0KZNMdGQRpFE+fW7A9h2vAuTbCJUIjYVFZXW71W35jcQcG5t0eJnvPzybJKSknjmmSd5442X48rJ/Tt2hNixQ/WpsVMbF822wCrLsv5hWdafZavviilNl4KCLdx7b18mTsylS5fsA/78pUvnMX78QO6441ECgQCvvjqVf/7zrej1hQvzuOGGM+nY8UyCwcQaLCmKoux/pkyZTteu3Vi79jv+8Ic+VGgeF0X5SVFSUkIo1Pg6SV26nMHUqTMAGDbMYsWK/LjrO3fuYO3a/zVE1ZQ6UpsO3njg18B9wMOeTVGiyGh3UhK0bt2Kt97K55xzsqODSjLy8+mn/+aDD96OS9Ui9yUlwYYNzlbVDN7PfuZsMmCVmelswaAzApWS4hynprZmypQ/kZNzG4MHTwXggQf68dVXX7BgQR7Dh+dw//25nHZatkaGUpTmjoiQKySmvAxTXlZpqYvMnslNnILCAAAgAElEQVTgtwyk+26vMhqdlAkk2AQSKnvCyayglE9OTmbWrLc4+OCfkZf3dyZOvKfatTGKojQ/ksUFU0Rh1y7snTsruw7I9ZQUZ0ZPZusEfwhyL+41f9wCrzeCeCuUlsYeed11N3PttTdSXFzM739/OTt3biUYhM8+y+Occ47l+++/1bZTE2CPefDC4fC/D0RFlKbJ1q3x61rKy2HLlk2EQq2jggLOfuXKBdx55xW88sqSaKoWcbWsqVEjHgayPm/r1vjrksx80aL5jBgxkKFDp3PaaecAcM01Q/j88/n87W+vc8stF1FcXMiECbPp1Ck7ev+aNbFRtBNOqFueF0VRGichWdAm+HIcRHw5oUSDZI2uvwHj1ThB2llyLRIxcY+KnXf2XveoNm0O58UXX+eyyy7gkUceoEuXblx44WVx9xcVxbQpLU21SVGaOhUVFQQCAULr3EiV7gJdOzkZY0xsLZ0fidYkSDkRFxEjN58ngJ0QiCsiuiIalpAQnztdrgcChkceeYKVK5eRn7+YgQOv5eWX3yMxMZ1w+B06duxJaSkUFMT0KStL9amxsccOnpu24HHgJJz8dwGgMBwOZ9Zz3ZQmgDcgwbp135Kc3IKsrNbRoAKiQcXF0L79qbz66hdkZR0czTPlD2Ag93k7cTIoJfqV6X7zCgpiZUpLS1myZAFTp77NwQcfQSQiyYcN9977HCtXzueHH76hc+dzaN/+vLgk65mZ8OWXyzn++E774yNRFKUxIL0pX9CBCuIDokjyX39nTbRINM5/3fvanx9P9Ez0TfTOH6zg5z//Bffd9xBjxoxg4MDref/9hRx77AnROlXX1lMUpWkSTdVUWOjs3QaNkc5b5Ygmzr642HmdmuoEYJGgLDJKLg0ar0C5HTx/X9CrK4GAM4uXkODEMADRuhRmzZrNueeezj//+VcmTRrF7373e4477sRoFTWHZ+OmNi6aM4BrgC+BVOBm99xeY1nWEMuyVlqWtcqyrNvdcwdZlvV3y7K+dPeNzzlZqZLCwl28+eZTbNjwHVlZraosU1S0i8TEJLKyDq6XOiQmJnLllTfSpk3leECrVi1k584CUlLSWbbsY3Jzp8RdX7w4jxdfnFgv9VIURamJIUPupFev3uzcuYObb76cwsJdDV0lRVEOEB8vWtTQVaiWI444khdeeA1jDI8/Pon//e+/lcrk539Gfv5nDVA7ZU/UKmF5OBz+CgiEw+GKcDj8IpC9tw+0LKsD8AegG9AZ+LVlWccDdwH/CIfDxwP/cI+VRkpBQYiCghD/+Ece5557NMceexJnnHFu9Hp6eiy677x5/+Dzz5dTWlo5aqYcy/oXWasivuDBIBx8sLOJi7nf1by4GFav/oJgMJ3du2Mu6YEArFo1lxEjcpg8eQ5jx74KwAsv3E1+/j8IBmHFijzuvjuHa64ZRiQCq1eHWL1axxYUpakSSkkh5IkcJ5RFApRFApXW//ojyxnjbHJeom/619t5N3/UTP+xP9Cdd9nM7t2G6dNf5PjjT+Q//1nF8OE3U1Jix92XkOC4a3pdNhVFaXqE1qwhtGYNJCSQt3QpfUaMcC5IxEt/UmCvCHhdNOV6SYmzBQIQCGAHE6ObX4/8MQ/8gTn9jy4uhp49L+Duu+8HYMiQa1mz5r9Ru/Pn5zFwYC9KSorZtCnEpk2qT42JPbpoAkWWZSUB+ZZlTQbWA+n78MyTgM/C4XARgGVZ/wZ+B1xGrOP4EpAHjPTfnFRLn5VgFblA9pX9bbMp1LE6my1awNy5/+buu6/iL3+ZR7t2xwGOUHgJheCSS86Puir5XTLFq0Dy4sneca90EE3zu5iLG1N6OrRvfzIVFc418VxYseIjRo3qzYwZufTokU1FBXz//WiefnoiDz54NWPHPsGECbfw2GO5dO/eDcDjWprUJP4+TaGO9WWzsdGctKmp2KzSngiGiJG7l6KiLfJbl4EocaP0u2baxKcZ8rax5B55lNwr51u0cPb+tXhSXmxlZbXglVf+xC9/eQZvv/0G3br1YODA2+PW+8ka5KaiTfVhsynUsbHSnPSpKdSxWptt2wKQ98kn5IwezZ+eecYRIVn8K3sRKvnhS5Jz70gTxBpTVUTi9f/JjS9jWlqac668PGbafx1g+PC7WLZsAX/5yzsMGXI5f/7zPH78cQNDh+bw3HO59OyZHX18fehTk/57N6C92szgXeeWuxUoBA4Heu/DM1cC51qW1cqyrDTgEtfmIeFweD2Au2+9D89Q6oFdu9KjW0kJtGhxMHl5X3LYYcdFI89J6hYZBZdN8Eeuk/t273Y2KZ+cHNvknAxUyWyfPxKUN9hUfn4egwb15oknnGiZJSWOiA0aNJ6ePS9k27bNDB/el6lT/0j37tnR+siz1q8PUliYfOA+XEVR9pp0z+bHDgSdzRfJck8RK/3l/PdXFUVOzouO+I+9A/HGxPQvKQk6dDiRJ5+cCcDYsXfyyScfVUp/ZdtQVpZORYVqk6I0FdJ/+CG6YdvkffopOYMH83+vvMLZZ53lCICIgzSiZPMn2QQwhkggkUggMSoMonNVUVbmbKIhskmOTkH0SMrLcSCQwNNPv8QxxxzPqlXLGTnSYvbsWTz7rNO5g1g1CwvTKSlRfWoM1CaK5v8sy0oF2obD4fH7+sBwOPyFZVmTgL8Du4BlQK0DQ9c1Q/z+zFJfXzabQh0BduyI/WhLSqB161MoLYUtW2INJVnvK4+XESCZbRPXSokQvM0NvCQiU1XQArlXFgBLkBVvgBfZb9ni7F944UkmTszl2GOzkWBVDgHOP38Q8+Z9SEVFOW+/PZtjj70wejUlxVmT99xzY3nnnY9JTi5vEn+fplDHmmymp++LU0DjoDlqU1Oxmey1l+jLbelqjcyaycB4dZHl5HY5riq4ilCdDRnUkmfJ9d274+/zx1O48MLeDBo0nCefnMKNN17J228v4ZBDDgVio/FSn8TEpqFN9WFTtanuNEd9agp1BEjeuDH6Om/VKnLuuovcKVPocthhsH27c0F+2CJU/uhO3o5eJIIdbSOJO0D1z5f2lb+fKG/VtmOD51DZ0yohAZKTW/LUU3P47W+789Zbsxg5ciqnnJIdrb4/gEsgsP/1qan8vQ/k+65Jn/Y4g2dZVi8gH/jAPT51XxOdh8Ph58PhcJdwOHwusBUngMtGy7Laus9oC2zal2co+x/vmhMhI8PZxKfbn0Nqxw5nk+tZWc4mWiUzd+LTLaPlXrdz/7qVXbucTWwXF8e7dFZUbOfmm0fQuXN2XDqZ8nJYsiSPxx67mdtue4qkpGTeffcZ3n33hehzP/00j1Gjchg8eGpVHg+KojRGvOIkw9PumhRTWoIpLamkJ/50U7LJ7Jp4CvjX/IqWeQfd/V4Ffh0Tm6KL/vV8ommRCNx11wOcddbP+fHHjQwefAXl5aVRTwVvLitFUZoIrjtS3sqV5IwcSe5995HdvbvzQ5bpMkHEQBABkoaO6woQbUOVBthdGqjkceDdRGf82iE5hMW7QPTJr2tShZNO6sAtt9wNwMMP38WSJXPjbBlTEc0VqjQ8tfk3MQ4nIEoBQDgczgeO2peHWpbV2t0fAVwOvAb8GbjBLXID8M6+PEPZf4hbpnSoduyIdeREQGRRrpyvyo3S2zgRwfBe37Fje1RgvBQUOJu/8eQNYGCM06abP/+fLF/+Oe3adY3qpJTPz8/jgQdyuO++XHr37s+ttz4FwGOPDWLVqsUsWpTHffflMHFiLl27dicYhB070tmwQRcOK0pjJD0SId3fqvGJj52UjJ2UHD0tuuFv9PgHkqrrUHmv+bXIP1Alz3T7mlFNqq48OOsunnvudQ49tB1LlszjoYeGxdUzKcmxlZycTkaGapOiNFbSN2wgfcMGAPIWLybn7rvJnTSJ7J49Y40m1xUzEgzGRz7xjxL58OtTVYPj/vaXH9ES6eD5dclflWAQ7rhjDP37D6W8vJzbb89hy5YNJCTAvHl55OT0oLR0O4mJUFqarkGhGpjadPDKw+Hw9v383NmWZX0OvAvcEg6HtwEPARdYlvUlcIF7rDQCZPTZO3It+H22RVBEIMSNXBpPMuPXsqWziXDs2LGBQKCiUqesvBzatHE2f2Q66STK+pT0dMjOPovTTjsz7pnFxbBwYR4PPZTD8OG5nHJKNqWl8Ktf9ePSSy3KykoYN+5SJk7szfjxuXTqlE1RUcw/vaZ1OoqiNAKqGq52RUmiYIp2+SPF+aNoSmfM33Dy64+3kyi2pUMnm5z3R6/zb/4Rd2Na8+ijs0lKSmLmzBm8886suFH1srJYw0tRlMZNXn6+07mbPJnsHj1iDZPi4qiIJMhIkYiKNK68o0CegAP+Dp5/sMg/CO7t6Ml1aecEAvFeDH6b3qi/RUUwfPgkunU7l02b1jN06JVs3PgNS5fmEQ7nkpHR0l0rHHP5VBqG2oRoWWlZVh8g4KYzuA34dF8eGg6Hz6ni3Bbg/H2xqzRdDj64TY3Xy8rKgMQqr0UiEWSsIjm58uLeFSvymDTJ6dx17Jgdd23gwOksX/5vvv9+Nccf35VOnSp9NRVFUQ44nTp1Y8KExxg5cgDDh/enffuOnHxy54aulqIodSDvs8/IGTHC6dx17Vrp+tzFiznr9NMboGa1o7S0hEiknLS02FqvxMREZsx4g169TmfBgo95/vlp3HffY4AOOjUmajODNxg4BSgBXgW2A7fXZ6WUxkFpaYjS0lCliEpe10xZ7iJ57/yzfS1aOJt3Nq24OLb2zu9KIOW8+e62b69g2bIvqhyVWrYsjyFDLqOiwqaoKN6VMxJx1txNmpTDyJG5nHVWNpmZMTeppCT48st5FBRsJCMjiy+/XMRLL90bt7Zm0aKP+fHH79m6NcTWrepuoCiNgVAwSMg7yu0VEZmac9e9VEQMFRETdS/3j2b7XTPFpOCfnfPOvPlHuP2prPwRMP0zeX6PBXmGuKr//vf9ueaafhQX7+YPf7icoqJt0XUzMnOYmRkiM1O1SVEaC6FFiwgtWkTewoXk3HZbfOfO42udt3QpVw8ZUvNCOW/S4KQkIoFEKoLJ1XpyVtWe8sdOkHslJ7Hg92b49NM8zjuvHZ9/nl/JxbN16zY891wuwWAiM2c+zttvvx6tj1eSte3UcNRmBu+YcDg8Ghhd35VRGhfyQ5dJMW+jR87JXqbiJQKd6JOcl8iXkqNOAv8cfLCzl1GfwsL4PUAwGODQQztFnyXrkXft2k5KShqTJs0BTLTzJ0JUUPAD06b9gVGjHLdLWbcsz5o/31mTd//9c4hEIgwbdgEzZ07k5JPP4OyzL2Pu3Dxuu81Jkt627eG1+swURTkAuOtaaNWq8jVfaMoE97+cNxhdVfhz1EkEOX+kTNGwqq6J3smz5Fjy4UnVJNqwPEPK+SMDg2H8+CdYsWIZK1cu4dZbr+XVV98lISGBsrJYZ1FRlEZEQoLjljlxIrnTppF9wgmxH3lWFgAl5eXk3H47c2bMiPmCu/cCMXGRxlAkAsnJJASDgE05gbhiojnegFCiL/6IwIL0Kz3VBhxNsW2bDRu+5fHH53DqqWfFdfDE3umn92T8+GmMHn0rI0feRMeOHWjfvgPJyY6OyiCY0jAY25+Z2odlWZ8AScBM4NVwOFxwAOpVLdu2bau5wi6S1HN/hivd3zYbax0TEpzRFhEK6bRJmwpiHTRvsCeI/fD9HTd/4+igg4h7huxFA/2jSl68jaqyslIgiUMOcQRl/XoJ9lJBODyRTp3O49RTzwNg61bnvtTUmNvmqFG5nHNONgCzZk3mySdHkp6eyfDhM3j//eeYMuU5WrY8XjQ5+j4yMraxN/xUvkN1tRkKhWoI8tw0aE7a1FhthkRA5P42Vbh2u60aO+gIlz/JuOA/FtMS5Em0y69xVXWo/G0yqZ40nlJTnf02n2zIM0T/xLY0zOT4+++/5eKLT2fr1q3cffc47rnnXhISYiPl3mft2NE4tKk+bKo27T3NSZ8aax1DCxYAONEyJ0wgd8YMJ1qmV0RktBvYsm0braQx5c1JAM40vXeflRWX7Lyw3Bnxlt+9aIm3+qJlfq2TRxQVSWfOSZMg5UQLxfbOnfFVkQEq6QgOHnw9b701i2OOOZ733ltImzYtKS6GtWt3kJWVGfe2k5Lqrk+N9e9d3zZrY68mfdqji2Y4HD4buBYnGfkiy7JetSzrgjrXVFH2E2vXfkUkEmHLlo0kJlZubW3fvpX+/c+iY8dz6dTpvErXV6xwAq6MGpVL587Z0fN9+w7nvPN6U1i4gwkT+jF58oscffTx9flWFEVR9sjhhx/FK6+8hjGGhx4azwcfvN/QVVIUpQryli1zOndjxzqduxpoFWr6rovGGCZPDtOhQ2e+/vpLbr/9eiKRCBUVFWRkZO7ZgFJv1MZFk3A4vMayrDHAIuAx4DTLsgwwKhwOz6nrQy3LGgrcjJOhcQXQD2gLvA4cBCwBrguHwzq52wD43Y1kBk9GbyA2ICUjzH7XIzmWmbzvvnP2kgBYniEzYyUlzr6q0Xa/S1W7dsfx3/+u4KijOlJW5twrAabE7XLcuFxOPz077j6ZuXvooRzuvDOXnj2d67FFwYZLLrmRjz9+m4qKCqZMGcUjj7zGzp0m+j5jM3goitJQyA9R/LW9yc1FTNwZPPl9Jyc5ExglpSbOhD9Brzi1yOi1jDxv3hx/3nuv303K72opM3gyoi4zdn69FDuivTKoD3DOORcyZswEJkwYQ79+ffnss8UcddQx0euBhFpN0CiKUk/k5eeT88AD5I4aRfbJJ8caTd4GjfzYRQz8QiTIvSJgTnjd6LqYlGpm7rxppkRnqpvJk6jCsoZPbEl5sSku5p999hmHHnokCQlto/c75dN45pnZXHxxV/72tz/z2GMPMWDAqLhnVuWdpdQvtUl03smyrGnAF8AvgF7hcPgk9/W0uj7QsqzDcCJxdg2Hwx2AAHA1MAmYFg6Hjwe2ATfV1bayb6SlhUhLC0UX7UpKA/9xRkYsmIA/CfBBB8VvEthASE11Nn+iYCcAQQXPPTeOXbu2xwVZkcAD69dvpKTEEaT27TtGgyHs3u208z77LI+JE3MYM8ZJheAPjvD55zG3zK5dsyUGQ3QB8vLleUyZcjOPPvoBaWkZ/OUvb/Dqq9Np2TIWeEHe965dIXbtavqjb4rSFAjt2OG4Z8qP2R8hxRMbvCI1g4rUjGh6BH+AAcGf/kCQQFESAMWfd9ibB6+6ICuC5PCUaoseSjk5L3opeuhPiC5vdeTIu+nV6zcUFBRw5ZWXU1RUFL1HgsmEMjMJZerIuaIcKEIffMCyRx4h58EHyR03zgmo4o3GFAyS/9VX8TlVqsq74k2TIPjEoLzCUFZuKqUykNuqymMnx/60LII/pYE/F6jcf9hhR9CmTduofnnLHHPMsTzxxB8BmDBhDB9//Le4jyBmywnep9Q/tZnBmwE8izNbt1tOhsPhH9xZvb19bqplWWVAGrAep8PYx73+Ek6C9af8NybVsvsfrOo/+j6yv202tjr6B8NlAMk/SwexkWf/TJYEYhEbMhIkI9hyXQKmSMPqkEOgrCzCgAF/oE2blnENrpIS2Lr1R3bv/prWrQ+J1kfK7NwJq1fnMWJEDo88kkuPHtlxdTjoIGdm76GHcpg+PTZzJyP1gYDTORw7NocZM5z7g8EXGTQoh/vvv5OOHbvQvfu5rF+/jvT0VqSkpERt1/b7KDT379CBtNnYaE7a1Ohsyn0y5e9fn+L57ANlTkvFTnZ6Wsa3QiE5wRE6O8n5Ee92/6t5O2YQW2csiIZ5G0JyjzxD9i1bxldP9EJGwuVY9qJF4rHlPy+2A4EEnn/+JXr2PIPly5cxePAAXnrpJYwxUW0NBJxKNLQ21YfNplDHxkpz0qfGVse8XbvImTHDCahyxhkxIXB/yPnr1tHysMMc/ZK/g4iDiIKfqjQuECCYII0j5xkpKc5etMLbcRN9krZbTCNiZRISnPaYrOmFmNb51xS3anUoEGsrerU1KQkuvfQSRoy4l8mTxzNw4DXk5S3myCOPirtH6lcXfWpsf+8DZXNf7dVmDd654XD4FW/nznPtlbo+MBwOrwOmAt/hdOy2A4uBgnA4LF/NtcBhdbWtNG0SExNp06byn33Jkk9Ztmw+p512ZpX3LVyYx8CBOTz9dC5nnJFd6XokEqGoaBfPPPMB3bpVvv7ZZ3kMHpzD44/HOoeXXnoFt946nIqKCgYOvJL169fy3Xdfk+JvBSqKouyBPQUzqwtZWVnk5v6JtLQ0/vjHV3j66UrjoIqiHCAWL14cy3N3xhmVrv+wYQOdTjqJow9vnpG4Cwvjo1CNGHEPF110CVu3buW663pTrNnOG4xqu4eWZT0TDof713RzbcpUcU8IuAw4GigAcoGLqyha5X/Eukan2Z8RcurLZsPX0Rk29of2ltEbmW3zRoCTgfQtW5y9jPj4l8ZI5Er/TJ8c//ijs5dRdNnLfcuWOW6Xw4fnRp8lFBdDfn4e48blMGVKLscem82XX8bWzBQVOWvunnlmAI8/Pp82bVpG82CBM5K0bt3X3Hbb1dx/fy7HHZfNxo2x+g0b9gBLly5i7tx/0b//VTz//L+i63Ck/oGADPPXLTJU8/sO7ZvNdP90SROkOWpTQ9sMbdrkvJAfbXWLYEVwPNeM+y/E2K6QlTnjhxVBR9DK3SpEl+y5+iej29u3O3t/KgR/VE3v4+Vr7I0evH79WgoK1nL66T2iI+FiW57pD6BX1XoVr3dEp04dePrp57j++j4MHXo7HTqcxtlnnxn3htLdim+rY+bhpvAdUm2qO81Rnxq6jiumTaP3o4+SO2QI2RkZ8M03zgVXg0oSEzk0KysWhhLwuP/EG/M2TDw2ouVkusxNrFlGYtztokHe/pQ/wmYsxVTskSkpzuzf7t3xy/28SBVEK+Mz0WRQWBjTtLS0BJ56aha/+EVXli1bwpAht/Dww89RVmbibEcizu8qJaX2baeG/ns3lM2a7NWkTzXN//3Wsqyaut4G+Pkea1aZXwLfhMPhHwEsy5oD9ASyLMsKurN47YAf9sK2shfIGjkRBgmMImvr/FPrEEuZ8LOfxR8fcYSzL/Al0xBXTREKaayITREO6ZxFIlBUtIsHH8zhrrty6dgxlsdORGvhQiegyoQJufz85871hISYeC1blscjj+Rw9925BAIto/dJHb744msqKip4/fX/kpqaTllZfF6/deu+4Oqr+/PVV1+Sn/8pU6cOY9SoxwEnNY1t2yQlmbj3pyjKfkR6PtJAEuGQH5zMjFXlNyk/eF8Pzd9hk+Kid/L/0j/gJVrlncSXa3KPP9jKrl3QsmU7jj66natp8c/2ByCQgbOq+mRyb3m500bs2/caFi2az2OPTadPnytYtGgxbdq0iT1cE1ApSr3xxRdf0Hv6dHKHDSO7S5f4i6WlrP7+e0488kgqSksJSAMHKicPlgaJv+Pnn/nyal4kQqIbNKqwSFw1K9/mT9cibSNvcChvqpXq+pzV5RD1L6WRsi1ahHjlldlccMGZvP76C3Tp0p0+ffpXerZSv9Tkojkcx3Wyum0Re5f8/Dugh2VZaW4kzvOBz4F/AVe4ZW4A3tkL20ozoahoF8OH/4aJE53OnZ/8fKdzN2pULqedVvn6ypVO5+6OO6q+f+PGdfTv350tW9aTmlp5BOSbb75g1qwnOe+8XzF58lskJibx2mszePfdWQBs3ryh0j2KoigHkkmTpnDOOefwww8/cPXVV1HmnclUFKVe+P7777niiivIveMOsjt0qHQ9b9kynnz3XQAC3gVvLruLi9kpCcybKLZts2vXzmqvd+p0KlOmPAPAmDGDWbp0wYGqmuKyx0Tn9YFlWeOBq4ByYClOyoTDiKVJWApcGw6HS/z3arLO/WezuNhxzfzBnSuVmTt/ADbxDJDBc4iNMEtZv1unzOCJy6XM9Aky2iPT+l7XgIqKCu64oxfXXTeSLl3Oi7pxyj3SeRs1KpdOnbIBOPxwZ6bx229h6dI8Hn00hxEjnM6d1NE7M/nVVysoKiqkQ4cecQPdkoC9vBxatXJGrLZtg9zcMBMmDCA5OZUXX5zHqad2BmIj7rHE7TW7GzS379D+stkckgk3J21qaJuhtWudF34x8g8xixuTd7W/+IvLM0Sc3BFwcdEU5LIUF1PSVxIPB9EyMe+95g2KUlJSzMEHJ2OMqRR23P+2/DP/oidVRU73pk5ITISUYDnYNhs2baLLGWewfv167hgyhIenTHEKimC6YrxtD66GTeE7pNq09zQnfWrIOq5evZrfXHQRubffHltzJ6KRlUXe0qXkjB3L+w8+yBm9ejnnPS6akbIyrhkxginDh3PEoYdWdjeXqTj5/YooVFRAYiJ2qiMaptgRpIqkVLfeTjHvDJ5fR8TjXWQ0KcnRoGDQuU/KS/vN2x7y2istddbeFRfH6u7Nx56a6ryNsjIYMuRWXnzxCdq2bcd77y3hZ25jUGxKu6y8vPq2U1P4TtaHzX1NdN4gHbx9QUVq/9lMSnI6eNLokB+//OBat3b2EuRp927vvc5e3IakwSI25LxolWiUCI38uL/91tmLC4DoYGK8ezngrNdbsSKPBx90ZuYkSXkw6LiGpqbC++/nce+9Tp67E090rrdpE6vz7t2FtGqVXmVdANav30CrVm3IynLqXFLiPDcQsBk//ib+/OcXOeywY3jjjUW0bBmKumbJ+09I0A7e3thsDo2o5qRNDW0z2sHzu1v6/SRl5KiqmStfT83OCrnPji8mpkWzRHtkgF06cfHrTuT9OHtZmxuJwJo1+UAJnTp1j4sSDLElOlJ90Q3Ziz059mqTuFeVljpal5bmdCgTEyqYO3cu2eefT3l5Oa+/9hpXXXVV7EZ3QfM2v3+Vj6bwHVJt2nuakz41VB0jkQi9e/dmXNeuZLdvH+ucuY2kvC+/JGf8eMY27xUAACAASURBVHLvu4/s006LNT68uaLkR+5fgCv7WHI5Zy/CFAw64pSY6AiNaJ7bsyqMeEaefEinT/be2AgtWjgmiopiVYitk4uvmt/rXXQPYvqYlOTYTEmRNmMpvXpls3DhPM466xe88cb/EQwGK+lpWpp28PbGXk36tMcomkrzQ/LdSU4myaciuU0kn4qcl5wpcj4YjJXNzHQ2yVm3aZOz+fM4Sb6nrVudTY4FeUZZmbPJsxMSYrYXLHA6dwMH5nLkkdlRG8GgI1Bz5zqdu4EDczniiOxK6WR27iyo0h1T8rRUVBRx0EEHRdNqiW96MAjGGIYNe5Tjj+/EunVfM2bMtaSmRirl8ysqClFUpDleFGVvCG3YQGjDBmdqf/t2Z4SlpCQmKCI8MgITCDibJK/zJrATMZHknS7JSTbJSXalXE+C5Lz0p9yTXFBShZQUZ0Bq505HLwoLi5k5cxJHHdWBk0/uTnl5TFv894puyiZaVVOKLCmTmRkLjBCJALt3c1aXLjzywAMA3HTzzazKz48l4XONhcrLCdUx4IqiKA47d+7kdz16MO6008g+9tj4RlGLFuR99ZXTuRszhuzu3eO9DbwNGn8DS/A2sLwNF28i4pQUR5w8A1oVSanRWTy/GblVJFEeKVIpRCJxqUSj+NuEokvSJhNZTkuLyay0x2JvNYkXXsjlZz9rzdy5/+T++0dTWhp7lujs5s0hNm/WttP+RDt4SpMgP99xu7z99tjMnJeFC/MYNiyH0aPf4qSTKl8HaNEiq8ZnpKamkZhYfW6WFi0yeeyxd2jZ8iDy8t5nxoz76/IWFEVpxjz++J2cckr3Bsurdqtl0ffKKyksLOTyq65iu3fWQFGUfeL666/nvl//muwTTqh0LW/pUnLGjeNvDz5IdufOla4X7t7Nex99xOZtdYu2vb+oaa3cgaBt28N4+eU3CQQCPP30ZN5/f3aD1uenwh5dNC3LOgEn4MqReKJuhsPhX9Rv1apG3Qz23WZmpjNKIu6U4g4k0+3iJinuhzEfae9z3DIpzsK87bsCcee/+87ZS1RNaWvISLmMHq1bF29brnvX+y1d6iQhHzYslw4dsqNT+7L/+mun8zdpUi6tWmVH3UHFpXT16jx27NjCBRf0BmLuBrKWxrsG2rsW0LsGz7v+Ze7c/2PQICezRzj8F8499+LoM6VOGRlVC3lz+Q7tb5vNwQ2qOWlTQ9kMffWV80LWn4gIiauTP5+ARKTzipPcK2LiCzdeFgnEmZBb/S5Dsg5FXCOrC24nNr75ZjU/+9mJcbbk0eKiKVXzr83zRxmuKiqveGpFIo6XVjDo6GQquz1lijgzO5vlK1fy24svZvaLL5Ign5mkTahs2n124/8OqTbtPc1Jnw50HZcvX05RUREX//e/zomWLZ19eTl5q1eT8/TTfDp5Msefemr8jT/7GQU7dtD+F7/gjfvvJ/v002Ozc7LAzb9QThpcIgZSH3EJCAScGTzXjp0SvwbPi+iMtPWq0q6sLEdPdu6srD/+6Jn+9creZ3pd3TMznTbezp3xSwzD4Wnce+8dZGRk8PbbCznuuBOjNkRnjzqqskI1he9kfdjcVxfN2gw15gJPA88CFXsoqzRiUlKcjp0/JK78+P0BUkTDpA3l9SaQjp2dEIi7RzTL3+HxP0M0TETBny9PGkL5+Xncd58TUOW447LjXM+NgS++yOPxx53OXZcu2XzzTXx98/PzmDAhhxkzVuAfWJe1hV7Rk45neblTV2OcvVf4LrjgIkaOvI+HHhrLnXf24e23F5OQcAzgjQkhrgYNM2KnKE2JaMdOejEiJP4cBf5/dLJgzjsyLj9Wfz4E10ZiknNcETFxJv3L/GTvP+/Ng7d69RICgSCnnNKJI488Mapj0kDyD1z50ygI/uU3VXlSet9WIABJiTYkAhH3wu7dpCUnM/vll+manc3bf/0rk554grtHu8Gu3c8y5H4edc2Ppyg/RaZNm8b5ZWVcfOKJsdFg97eT9/XX5Dz1FLmjR3P8EUdU7pQBK9es4Y1Jk8ju2tU5IT92EZKQ21bw//ilMeJd+CbnjKkUcCo5wWkYbS+qHMDAPzjl1zZjYstxvFUUqsuP5x2I8toMBGIumF4tvPXW21m2bD5z5rxB//6/4623FpCS4jTERKY3bXI+j9atte20r9Smg1ceDoefqveaKPWO/MilMyadKZldk+NTTnH2a9Y4e9Gf+CBszq9RdOzQQ519YtAZJExLc4RI2mvSoZNZQhEQuV9m00RwMjOdgCj33+/kwTvllOyotsrMXH5+HuFwDpblzOyVlzsdQ3l/weCPFBZu5PXXv6RFi6y4Wbiq6ub9LGQdYHGxc04+A3l2//6jWLRoAR9++C633HI5s2Z9SmpqWrSB5w8uoyhKDfhX90t43Vat4s+7lLU5HIDEUjcSSlVukd6Qb1WU8QcQkN++6Jw/JokcyyDO558vZfDgi5gw4a2oNkl/c9cu+N//vuCjj17h5pvHUVKSFPdMfxAVb447qByHAZxgKt6K2LiNPXeQzbgVP65dO2Y9+SS9rr2WMRMn0vX007ngF7+ICXxVmdoVRamSs88+m/NEj+SHXlhI3n/+Q87zz5M7fDjZxxzj/K78DZzERM4+80z43/9iUZtEBGQkWtyVxLYIjXjXeSPaBQLOeVlfDJRnOI2TRNduVXk6q+vYyXo8qboE1hOJ8E3+R+2IlPiXCkp1ZVl0SkpMVx1bhkceeY7PP1/J6tWrGDOmHxMn5mKMqRS4T9l3qu3gWZblDqHyrmVZg4A/AdG0BeFweOvePNCyrPbAG55TxwD3AC+7548CvgWuDIfD2oX/iVJcvJuxY/vw4IO5tGuXXen6F1/EOnft21e+XlFRQUXFbi644KoqA+ztKwkJCTz88MtcdtkZfPHFMsaPH8CDD76EMc3Cm0dRlBpYu/ZbLOtSJkzI5bTTzqt0PeY58GGN63rri19feCH33HIL9z3xBNfceCOLP/qII0888YDXQ1GaKkVFRWzcuJEzzjgDPvww7lref/5DzrPP8u7o0fRo377qKXelSjIyMpg5cw4XXHAG778/m/btH+aGG+5s6Go1S2qawVsM2CDDhAz3XLNxOmZ1JhwO/wc4FcCyrACwDqfzeBfwj3A4/JBlWXe5xyP35hlKPKWl8Wvu/GvqZJZJRmskL54MJEmfxRtprrzcOSkjODJInugeB1xv3h07nFEpGZWRESD/sYwIrVsHxcWFDBzYnuHDZ3H00dmV/Ma/+SaPGTNyGDAgFnBFRotatIDk5CImTOhL3763c+ihR1Tq4PmjE3vfl7yWKE+JiTG73s+kvNwJ2jJ9+hyuvroHf/7zK5x0Ug/69h0U93mUl4fcZ+pYhaL4Ccl0u396vTpfIVcoEnF/1DL6XVUDyx+i3BUycc2U37Jclir4l/VJORmA/+ijPEaPzmHiRCfPpm3Dli2xskuX5vHwwzfx5JPLOfbYtkDltDL+tynX5Vmyj5909KzVMSaqy9GZPN8Mwb0TJrBwzRr++ve/0/u66/jkX/8iJSUlajzkVmKbDpkrSiVWr17N+d99B8uWxX6IwSB5n39OzvPPs2TqVA4/7DDnvMcPcWdRES1kil70yev+JLb8rgJ+jwO/+09GhlOmogKCQSrSnEZJotvWst38nqWeCXpv6gK3enFIOyc93ZENrwdVVeW9+fO8b8Vb/c2bHQ2VyJyCV9JPPPEEpk17mZtv/i3Tp4+kU6fTOf30nwOxNtjXXzttp2OO0bbT3lKbICsp4XC4eE/n9gbLsi4E7g2Hw2dZlvUfIPv/2bvu+KrK8/+9KzfJTUIGM4QpigxZIqh1xFGlragV48CqVbTHWUdtnbXWgfqrdbVWj3XRilpSVGy1tHVEEQsyRBBk701IQkKSmzt/fzzv94z3BgjIDPf5fPI5ueee8573vPc83/PsxzTNDYZhdAJQYZpmb/2c+vr6FiUKs5JZbC9aVvb2mPtrjtu3u1sDaDUHEIi7JZvt9R7X9wxLbJOd6gqLedzx3n6f/DyJpEddW/YzRYaAwLHrtOJOsRjw2WeTEQhkYtiwUgDumgmVlRsxa9bHaNeuGEOGyPcNDXYRg8mTpVXC739fjhNOkO+JvRyHQMRwKmeRFc4vGrXxt74+NXqC50ajwDvvvInrrx+NQCCA8eM/xZAhJ1j3x9DTrKx6Nf6h+Qzt6zFDodAh7/psTdi0v8YMEVziWno3r8n3ExlJF4qo5TjDDikh6A3P9WZOiqnDTR7XaSSexv0NDRIZsH17AzIzs+D3+61p8Da83gQaGuqRkRGC1+u1zmWIt147hlv99okvGX6tfwMga+IszLCDXEMAqKqqwtCTT8aKlSsx5qqr8JJpuuujA6hXkzoUnqE0Nu05tSZ82tdzjMfj8Pl8CM2bJ18q3quORnHSmDF47u677SbngANLmpAZDNoYwxBzR05eJBzG4hUr0J+5MHp+im7c0pPbPB7BAD2/RVE4YseWEzJ4aDyexK23XoObbvoNOnfuCq9X5COfz93onEYuPSCJuEQcy2gmOKGx0W710tRkj0Eod6YRPvTQPXj66UfRtm07TJ48C507d7EM8jS4FRfXHxLP5L4YsyXj7QyfWtIm4YsW7tsTugTAm+r/DqZpbgAAtW2/l65x2FJNTQg1NSGr3x1bRrHPEz8ng5lIBjOxvd5jKXeALTuwN1NNfcD6i0L+eIw/EYE/EbEapOi9pdhPhddurvdULJbEq6/+ET5fNvr2LbV6t/DYZDKCjh074uyzR2PIkFL72gr3Zs2qwP33i3J33HGlKW1mnD1Cma/M5GL+sadLVpYc6/OxQbr8cc3Y/6qpCfjhDy/FVVfdgmg0iptuuhCbN29KuYbHE4LHk9qDL01pOhwp1NSEEN/+Ho/daCmZlD9+JtPqlMpg9l8oZJukEwkbfLRzozEPojFPSs8o/vE0tuLz+4Fg0IesrFx4PH7E4zYu2EN7kZmZi0DAa/WCcra+Ipbq/TN10lthpdx7MomE14+EP8O9P5FwDVpYWIiJb76JzMxMvPzqq3jptdeQ9PmR9NlNrUI+H0JOK1ea0nQYU3V1NfIWLUJowQKX0FRXV4eCggK88eijKB0yxPKksUFcLBLBuEmT3MK43sy3oQEZwSD6H310KrbpwENhSeFZMpiJpF8dn0xaeBdLeF1/TiKcMmUvHvfgwQefRUlJV3g8tozj9boLoxBK9V6hHI8977g8TvjIyREFkXhH0nsf+/3A/fc/hFNO+T4qK7fgZz8rQ1NTkzVXYmRdXQjhcHAv/sKHD+0sB68jgM4AsgzDGAw7VDMPQDNFnHePDMPIAHAugLt357zdLT+6N0ug7qsx99Ucq6tFodC9Z/Ro0XpMi0pTE1xEiwu3TkGGRiNbSXObipIZIdc5DIOioZ3X5tyiUeB///sX8vL6o127U7B8uX0tvx/YtGk56urWo1u3fggEClzXbmoCZs/+FG+88QTuuuu/6NhxENasse9TDzcgyHC/E4ScpX4Bwde6Ojt3mmvFYioUzgzjd/jqq1mYM+dz3HDDxXjhhQ9d/bD4bzIZU8t0aDxD+2vMUOjQV35bIzbtqzGDesEBEplT13r02CCSXnkJsJmNgKabjtU5CS0yikM4LcyAXbRJb5/gnC4pEmlCRkYwpZge9Uteg9PWQ9xJtj7qcLpwrWji9gXk1nTrLu9XHT+4Xz+YTz+NK6+7DjfedBMGDBwkeUVaeGvMy8JZB/8zlMam3afWiE/7Yo6hUAguAQRAxfTpePaTT/D0zTdjYLt2wIoV8oUKh2pqaMDmmhqc3rUr/Bs22AxMIWTTJnswlidnKJUehq5V6kzpmZJIuJqdJzX7lzMlhcvDSCmBhJAld3Fon09kM+IZ9U4dWoiJ/N4J387q5l6vfG5stMekDEjYkdv24dFH38CFFx6L2bOn4667bsWtt0pNR2KjXdAldkg8k/tizJ2NtzN82lkO3tkAfgqgBMCTjv11AO7Zrdk1Tz8AMNs0TT75mwzD6OQI0dy8F65xWBNxgkxM5apeKzxHBirKFuljU22W6zwKNk4FkHl67HOHRsW1msCm93cizlFBJCgkk8DAgaciGAy5vgeAzz+vwJNPSquENm0KrHwX5sWtWjUDxcU5ePbZf2LFCvs+eV+6kEUi4DiraG7cKNtevez1y82110Afm5STE8Af/zgB5503BHPmfIpnnrkTt9zye2s5eF66qmaa0oQdx0PqeXN6fW5KC7SwkHmdTExmI9PSWmP3MAGQGhFFjKIQQ6OO3qbKKW+FwxI+U19fhZqaLejcuZ/Vrsp5LnFO7/lEYlcI7rfaK3ht03gg0mBP3OuFd1u1gLkWtprMEwHSE7Njna4YPRrTZs/G8y++iFGjRmHq1Fno3LkdAMAXrnYvQJrSdLgTeaqxERXz56Psz39G+Q03oGsoJHhCvEkksK2+HifceitmPvssshmSSUGnRw/ZUqkDbOGBWhJBgefSCkQQUAKbR7nKYt4MJD3SIQWwK5c3RdypNc4h9LZVzrYJ9MxFIqk4pGNec7qmTrGY7b3zeFKLGBNXea1u3dripZcm4oILTsJbb72A3r2HY+TIn1rX4vzStPu0QwXPNM1xAMYZhjHKNM190Xb+UtjhmQDwHoArATymtpP2wTUPC6qrC2HbtpCr5D+QmkCbEhqkTCssleupEk2qPlOAh62qAGDYMNn6Nm9wj6FOjimmJjPr1hsybzwOVFVtwqpVG9Gjx0ALDDjnRCKBhQun4I47ytGzZ6lLMMrMBDZuXIn+/QciO3srMjJkXKcytm3bFvTo0c5131Ti9FYNgA2Efr9tifL5bDDS+/k1NAAff1yObt2OxhFHHIOxY/+OG24oxZtvPom+fYdh1KiLATgaw2exKenetxqlKU0HO4X0et0kLY/E0rLIpJs1ex8ZsDmlZAdNm9gQ2BMWAUpX3KxCUZr1emd98EKhJGbO/AyNjRno3/8ka7+Oc7qxjMTb06MKeK1AwmFVc9Yqz8iw46V4sBI6LcWOpNby6SeewFdff41p06fj6qsuweTJkyXKQN1gSE06jUxpOlwptHIlQmvXWtbjTU1NMF5+GeUPPYTSwYNt971VmKAN2mRmYv6rr0oFbd011lzjS90TT3KGBgC2hZlgkpUFeDzwQzSeeAbDqGSjF7ADbHzZUUBEJGK31MvOtjFQ72tMnZTF8+LwWeeTeAznQfmpoSGClSuXoH37fq6loKMBAPr0GYp77nkOv/nNNXj00etw9NED0KfPEGsZRMkLIZEIwetNF11pKe2wyIphGLfv7ETTNJ/c2fc7I8MwsgGsAdDTNM1tal8RgAkAugJYDaCsuVYM1dXVLdLlW0uX+j0Zc+PGEDZvthmOCg0VN2KPHiFA4cJS2tQXiTYSEjljhn0dVtxuk6PAhy49rWlefYMIF4xoIKbpc+PpBJTaWiAWi8LvDyAeb0IgELRAh/MMh+uRmRlCcbHcWzwObNjgtLzXICcn35IdKbhxHTgelU/n9YuL7TjyaNReowUL3Ofm54sFPxYT1EokgPLyP+Cpp36OrKwQ3nhjOnr16meNz36BHs/eAalD4TlvyZgFBQWHfCGD1oRN+2rMAkoWa9fKdkfWJlpa6KnT43wIILS0O13q3Ke7yag0EhCUYrRN5XfotVk2KBikIMLCA8QXgGkyUpCBnwERfOLxONq1k/0sAqWHy3NLTNIjA5xE4QqNjTYwsVEnYIMLSa/OB2Dt2rU4dvhwbN6yBXfdcQceffhhW9pT67U3G6AfKu/MnY3ZGrAJaF34tK/mGFq3ThifuFNYiGgshoCuvTQ0YOn69fhw3jz87Ec/gpffr15tnQcAYJVNZwg5vX+6hUnHQIIDx4pGbddYMmkpWcSFpNddsdz5/47yeZnyx1sjlFBGJNZ17+4eT/cIOs8Jh91GMcIwl1S3vzmNX/fd9zNMmPBndOnSHe+9NxMFBUWorJQl8/kEP0tKDh/ZqSXj7QyfdhaiqQLg0BvAcRAPGwCMBPDZ7kxSJ9M0GwAUafu2Ajjju4ybpkOPqMQ1R9wfCKQm2CYSCeyqAmxOzv6Jh/T7/S5nwYUX3oRFi6bhgw/ewG23XYA33vgSubltdjxAmtKUpkOWfM0UKFm9eiGCwSy0a9ftAMxox1RSUoK/vfYazjz3XDz2xBMYdtxx+HFZ2YGeVprSdFBRxTffYHCPHmhTWIhAM9rRnGXLcNdrr+HJG26At5kqSdFYrNnz0rRz+vWvn8XChV9h7tyZuOWWy/Dqq+8DSBeA2lPaWYjmbwHAMIz/ABhimmad+vwAgPL9Mrs07RZ9802BlcISi9nWloTmwnd6yQCgU6EKA2pU7jWaXNSBtEoPGNDMRQluJSUAgDVrxZjQPuAeirqY3R9OmpnHYlmIxew50sqjF70DbOt2Xh7wi1+chmuvfQydOp2grOW2QXvlyukoKTkaGRk7V6o4F2dcOR0KDQ1i8A8GZauHdeqpQMRyWX8PHn74RSxdOg+LF8/D3Xf/FH/+80R4vV7LWJ7js2+wWq/UkKY0tTIq0JPRyHRMpNWbz+n9VPRebWTedu3c4wI2YGhFVTgmLd3IUMVWNJzU++LpkVROeU5vpUDq3/9o123xdjglPXpClxFplW+K2cKNL6zAtLLSTgzevt2+iCKGonLJrHY4Klen9JRT8PiDD+KOe+/Flddcgz5HHIGjjzrKAvoCh2C6N715aUrTwUoF8+eLmz0Ww+z58/HgO+/gw6eecoYLyVYx6qBjjsHk3//eZmAKAu3bo7GpCYOvvRbTnn0W+eRNZ7VM4pHea4AMS3e+3qhXO95KEwn7XIc351XT8+CcPT6d1TL1KFGnPOT83Fz9F93JFIvJPuKp3sVFr42QnQ1kZmbipZcmYsSIY/HZZ//G2LEP4OabH4LXKzKk9NYrsK6R7i+8c2qJiaEr3GH5EQDd98ls0vSdqKEBlrKzbZsdFkR3OgUVhkNy/6YaAaEOoag9EGBxZkAlCPsz7XwXMum2WpFYyOiMEtKTdPVUmawsICsryypWReZfs+YbVFauwXHH/cA61u7hIttwGLjsskcwYMAJ1lzicRmzpmYh+vQ5Crm5baxr6z2mHNEXrs+OW0ZOjrtYFTF35UrZUpHW5U47gTiEP/zhbYwaNRSffvou/vCH/8NVV91lrXkgx5lzlFbw0tTKSX+7M0yJgpOyALF5ry+mhBlqQrq2ojc4dyZ0UArR8/oUkCS8ImzphY88qmJl3XZ3I3RiG9MAnbVa9BAo3WhPgYm4yCnpt6OHLfkSMtegqzKU+r9tWxEY6+rkBN6AGtRjCYAi+BHTihTeIZnE7TfdhC9nzcKEt9/GBZddhi8/+QQ5LAThXMu0FyJNhwOtWCHPemEhBh59ND568UXJqdOrlBCvyCO6wSozE1nZ2Vjw7LPi2eN+VoYDbGDRqzo1oywCcGtnXq/MIRrF9oTbgE1M0QuhOKetX5ptpthNhufquqYeGc/PoWw7isrrtSMF2YLB6001YnFsfubScOySkq54/vm3cOmlZ+Hllx/GsGHDcP75I63xnEqos7ZWmlKpJej9VwBfGobxDqRm848B/GWfzipNLaaZM21rxpYtNWjfPt8yEJGpiU1kDN2aYzFJg2JWBlyTlKbkqbGtJWF/gWtMvSIlx6Yy2auXbJnDxjnqJcjr6rZg0KDvu0LWmVKTl9eIYDALdXXAgAEnuVJMPB5g27YadO16dErFS25ZpEpXOp0Cm7PHqN8va9XYaAt3BCvdyq9XC21oANq164Vnn30dV189Es89dy8GDhyKXr3OBOCuGVFSwrVMW6PS1HqooDnzrt7TTmNGfvRpeWEpnj1dinF25OU5WtVMXkOPbPBERJmsiwRdp1N2oyynW8Od09GrZpKIXbyWjj368UEvy23K/cYT9n35nO7CZFIGZ69AwLbwq0E5tqWjOQrceAC8/LvfYd68efh20SJcfeONeOvvE+HxeOBx/Eb05lXrpv00pekQp4LPHJlGJSUiKIVC8FGrAezQI774nYoaYIMEhSwFFl5GFpCcuKeDgI5Xuqbm7E1Apvb5kFCn6ZUxnZjCoTh9YoGOR01Nciy/5/G6vMPxKOclseP01JoasUHpNjqOyagoGtqdEVVnnHEG7r57LB555C788peX44QTZqJTp14ujyAA5OQUqDHTslNztMtG56ZpPgLgKgDVAGoAXGWa5th9PbE07R5VVq7DBx/8cZd5aQc79e59Iny+5u0OwWBWs/tJeXk7zrmLRpt2+N2+pDPPPAe33PJrJBIJ3HHHJVi9etUBmUea0pSmNDkpJxTCO6++itzcXJS/8w6efHKP66alKU1pStNepZtu+hV++MMfo7Z2Gy655Meod0YWpKlFtLMqmnmmadYahlHY3PfNVbhsKRmGkQ/gJQD9IV7BqwEsAvA3SPjnSgAXmaaZopanK0G5af58pwdPnG9NTcCSJbZRSfeq6dUo6bDrkK26YSrLEXNVPFuUu8k5T2WRasyTOFC9eBStLPTEMVxUNwSzXcyKFUA8HkNurkzSWQCvvn4FOnToYaWa0Djm9ES2by+f169PjWzQKxsz7Yfro9IHXfMOh+X7aFSMdjR+cy1pLCfm6DHqTktYPB7Hz352DqZOnYxBg4Zi0qQpaGqyQ6/YS7ChYfetUIfCc96SMVtDpbrWhE17Y8wCZ24pmU5RMiRmXQ/cSxaNucMjrYq+NAMTGBiiyfeX81oENLWvKSPXNaaeVqY3GydPb9smW713pzOkm9NyVjIHbGs6jfD05G3Z4j5PjyLg52BG0n2/gG36Xr9eBsjKEoDSk1mUxT8alIsQ//RwJk+t3OA7EyfigjFj4PP58OF//oNTTzsdOu1pdMHB+M7c3TFbAzYBrQuf9sZ4BZMn2x/atpWKl16vVNFkTLXePJfMpPdW0cMqCTbM5XAKPnoxBL0dT8+9NAAAIABJREFUAj9rucNIJICsLCRy8lzdUfTemnrggnMIHpubLdeqD/usgrxNTam3x9vgMlDO4W05vYUhvwhF9bEg/H7x3jk9eLw2KwlTHtO/JxUXA3V1tTjrrGFYtmwRRo0ajSeeeB1bt9rsyPvq2rV1yk77sormGwDOATALcL2FPepzz92Yp07PAJhsmuaFhmFkAMiGNE//yDTNxwzDuAvAXQDu/A7XaNW0bp0ods6IAeaiAe6IJe6j8ED5h5+JM3Gvyn/ZLi9+j7OhCeAW0hT48BAKLnp0AcMiCT5UBNn/k/OX4/0puSlNTQ3o2bM7PJ7UAick5h0Gg+4y43rhA0ZJcJzmMJw5dJWVAh7Z2XKeHuKgh2bqYV/EZrkPH55/fjx+9KNjMWfOTNx778144IE/W9fkmni98psWFqbDDdJ06JJlcnImv+qhTNytFLqAV44N+JXEQC1Lz1PRG57r1Uqc3ynm9GrFUygAkVd3FAVKnqZyxmGdl+LldxR6qddP4PG6vprSMFivOuWceHGxO2yLE6MQoNY4oAq1tGurlWPnZNQN//iii3DX/Pl47MkncfGll+Lzz2ehRFm9OL+MjAI1RBqb0nRok0uxI2Vk2C/8tm1TNRvil96MnKDC47SCRyn5MM7/+R35msYqWol4DcXP8YwseDwCq1JsxH0pPRQSsGU7vWE5d3i9Png8otxt357ar1NvW+rsE+zcDwBbaoPWOaGQLEUymToGXwt65wl+7zS45+bmYfz4t3HGGcMwceIb6NlzOC677OfW91xCOjr69Uvjk5N26MHbV2QYRh6AryE98JKO/YsAlJqmucEwjE4AKkzT7K2fX19f36IJ+9UTGNuLVcD29pjfZbxNm0TqcFpQamuFoRsbJb6ZOfNUNqjgFGo+Wb0pr1XpLaI5aZ3apAK6ppAMVqecf7TOcF70TlFOIWYRw9ascV+bcdnEya+//hwDBw5FMJiZYpnyeIB161ahTZs26Nw5H4GAyIW8H45BwNOTeym4OTGZVu61awWAWLCGgKb31OO5xHnKpQRCrktuLjBv3lc455wTEQ6H8bvf/RmXXXYNABvYuDadO7c8FOFQeM5bMmYoFDrkreStCZu+y5ghMrPT+6TeM7FsNxPrraD8iLmOTymmohf94BvemZhB5lPaVTIgW3rkdB4mER+If+RlXoJee6cyxrF0Q78uAOmKHnGD51N+5H5Lf4s7rFlO8PT5EPMEkEwCgYiaaDPtGlz71aQiURk8I2FXXojFYhgxciQ++vhjDB9+PP7znwoEg0HrnnkfweDuhUkdTO/MPR2zNWAT0Lrw6buMF1qyRP5xMrLHIzJNbq4wKfFHL66iVwPmVvew6Dl4FGyc3+nufIKI7tHjNj8f8HiQ8LibjOvGIedUrDajMdlJLGTkRFPEA6/XVhidxVcAexl045ie9+ecZiQi+30+GZMykF48lFin3yZxmfJrPA5MmlSOyy67CH6/H2+//QmGDz8JAFBXF0dNTRXy8mRNi4tbl+zUkvF2hk+7zMEzDOMvhmFcaxjG0XsywWaoJ4AtAF41DOMrwzBeMgwjBKCDaZobAEBt2+9skDS1fopGIygoaIdgMHOHx/j9gZ3m3h1MdMwxg/H7378AALj33hsxZ86MXZyRpjSlKU37nvx+P97861/RpUsXTJ8+Db/85W0HekppSlOa0gQAGDWqDLfc8gvEYjFcc00ZNm2S0P3Kyk0oKmq3i7MPX2pJFc3XAJwE4A+GYfQEMAfAZ6ZpPvMdrjkEwM2maU43DOMZSDhmi2h3Y1v3Znztvhpzd8b75htxRdOg5LSgRCJipG1qkhBDvWqmHvJNYxQrOtLbZhWR2qA8dgxLcFwsWSCD+ZWl59tvZUsrOXPuWEWTFiFagOjp4/ELF8qWBjHxpGUgJ6e35eXTw5vkXopRU2NXvKyutq3kNL7Re6hbz2lJchYN3bDBnh/bTK1bZ4+l58rQ0s6xOSbvS69gOmLElbjssukYP/55XHXVKIwfPxuxWFvHPQNz54pr8eijWx5ucCg85zsbM0R36iFMrRGbdmdMVjTDdmWydZSKbSw+AgCQVEMRg/QS2X5WkdTjIXkCTcqMpaarrMlRRImuN7WvCoJfMc05SOI06XikV23dOtkSu5ozolotFhQOEBeIb3rYFK3UHFN3AFjRBUnl/aSV3zlBtfX7eCOa2V2Pr1IXSeZIiD0t5EnVdoFVRNsVFmLiG2/gpDPOwIsvPo++fYfjrLOuBGBjU01NSE1h90KhDuQ787uO2RqwCWid+LQ741lVM/XeJIAIPbGYuKoqK23Gdeda2Am5Vl6L5n4iXvGFT2ZzXovgQAwjv+pj8doKZJrifpe3bUdV0p0Fhr0ehRHK++9RQNWUcIcv+HywxnYS5SHePuWa5loyOJfV75dL1tWlptToEan0DuoyVdTxKsjMBO677zHMmDELX3xRgZ/8pAx//OMnCIeLUVtrL+/KlcKrQ4e2LtlpZ+PtDJ92qeCZpvmxYRifAjgOwGkArgPQD5JHtye0FsBa0zSnq89/hyh4mwzD6OQI0dy8wxEOY9LDDJ2/e06OKC+xmOAKcYKMTyYgg7F1AZl68WLZEjCyOnWSf/gAEdwAeCqV4FEo1pOjjpKPa9fKdulS2TIZl/OMaAKe3u9YTxgGUgubkPSQTTbCJFBQNqKrn9jLsQkszvxnyoZZWUlkZHjg98t4VBKtULIdVGvXc/T0/J68PODRR5/G7Nlf4dtvp+FXv7oUjzwyGT6fz8J7vWdgmtJ0KBCfcUt0cOTbZWUmXQetWCtH6TlrUb9oVwGvu/klC4awWTcKlDKpVzMB7JggBRxFKhctqvWFI6/qeSWMhNR7QOkNe53/63VO9MIBnC4FJOIC5UQ9vziUn+U+wHnQ5s2CyXl5QDKJqFpxr5q/L+LoMeMgFlXhpLclBHQTCbF4FWSFcdzQoXj66edwww3X4q67rkOvXgPQv/9gC5tIzfXaSlOaDmqqrcXc1asx4GgVjKbnqgDC/LW19gNO4YBgQEFFf0mT4fUqJc31lrQqnWhCDwGIgg1BQmlCLLzUFBENiHBA3qSc5NQlmePsz5N5UG6LZdteL78/1eiv59zpbRU4RWeKsDO80+OxIsktmZXH7qi1jB7W7uzXnEwCeXl+jB//Fo4//ljMnTsVL798B8aMETWEuPnVV3PRrdsApElolwqeYRgfAQgB+B+AKQCOM01zj5Uv0zQ3GoaxxjCM3qZpLgJwBoAF6u9KAI+p7aQ9vUZrpMWLRUIgk1BxYqNwAOjfXxjL7xdFjwxC7GFREeKaznjcbwljVUqjIuc5i6wQTTSFRy8qxWvQS0YhiZ8Zms7junSRrbMPnl7rhffjzKHLzJTjnHHkuvFNL2xAIHGGx9vNjT2IxWy857HEfb3ReU9Vcohrzv3EdSrb4rHIwK23luNXvzoWs2d/iOeeuw8XXfSodX/HHCPbpUvlN+/VK504nKaDl9grLclI6rB8rvfaeEF9IKaUEV1QIH4EYorxlfSSzBDlI0FDlgKDeJYws69OCVRtHE1/FciwCjAxiQJSQvWW02U33ZJMz55eH8ZpEKKQpXv2dQcj75fHcyw9tdDSidVkojl2lWTX2rAnVjKJmCYfWj0EuUOztkWz1VppxsK6qEzugguuweefT8Mbb7wMwxiFv/1tJrxeeTnwHdLQIPPaXU9emtK0v6lg/HgAwKa8PBR3726/xBmyBAi/0Zrbtq3NyPYDL1tGMxEsyLB6GW0KQM7ENJ0owOjJvvT6aaUq4wmPq3ge2Vsv9NScAcrDqAp1cKamjFnRAGqQcMznugZlJl0XbS71OSdHli8ScRd80TGSY1KU5Fx1mZCF7rZuBRobO2Ds2L/DME7BuHHPokeP4TjrrNGoqQHmz6/Ak0+W4e67p+Dtt0WJv+CCwxufdpmDB2AugAikpcEAAP0Nw9h5Q7Jd080AxhuGMRfAIABjIYrd9w3DWALg++pzmtLUKqmoqAS33fY3eL0+/POfj2HGjIkHekppSlOa0gQAGDv2jxg4cCjWrVuBO++8DImUMp9pStOhQ9NXrsSyjRvRtrkeAmk6pOiYY47H7beL5+7RR6/B0qVzLeXuhhvKUVy8t8qFHPrUkhDN2wDAMIwcSMPzVwF0BBDc2Xm7GHMOgKHNfHXGno7Z2omWE1qbaeVw5o9t3CjerPx8+aN1mJYQnqOHETkrRwLAmrViJupSLCYZqx+es8S5sqTTWpyXJ8cMVb8qr/3FF+5r0nimV5Xj0AyrpPHKeSyJlh9akdq0sY1eeXm28YwWIR5PLxuJFnpnmgsdAYmEzLV9e7k+jeD8HXiuldeowsDatpV1oJXfboEgW+b3xGLA0UeXYvTox/H663fguecuRiTyEY444lSryJZeMDBNaTooST3sHsUUzLdzhvHRo0X5iphDCzDxIjNTGCQLEj1AvSKoPhNI6LXyEcSccUkqHtKTEJ4MZrhLdYbDPtecyNMcguGUNL6Tx/VQTuf/xDEdp/XS4HpYEnHR6vvXUOe6mNehV1nhq1lxuXA4DESj8Ga2cV07QE+qHouqkgoDvZnEHHCd5/QOZGZm4qWX/o6zzz4WU6dOxmuv/RY/+9lvrQgF3l86VDNNBztVLFyIstdeQ/m110oUEuvwO8OfSkpEiKirEwFCL3KghyIRwJRwQU97IKFwivkkTDRzFg7g2PTc6X1YGL7EECQFIhF/Lnw+IJgMI5iMoS4iY+qViIOJZkK01fXjKnqBOGPhZzIpfwozsvPkfnzepFoGj2uKm5uJ4SPWOb16DQ02xnHbXKg7kBqZyu3GjVJ41OOR8Tp2BG688TosXz4df//7ONxxxw/Q2BjGr341EUceWQrAjqQ63KklIZo3ATgZwLEAVgF4BRKqmab9QJWVwmjM3WC4EB9+Z88Qr1eYwONxMw8Zh8rF3LmyHT5ctmQ8vrStQgG1Ptfn7JANUp6wgEhjRI4h/pF5iZ1UdPSm4iyuwO+Zw6dXIwZS2zzwO2cBg0BA1qahwV4jvaE5iyYQTyX0MgrTvBsXXvhrZGfbYV6MxGB/GF6LmKyHvfIHyciRMSgUMq9RD9En/ehHt2PRoumYMaMc//jHDbjnnunYvl0OHjRIjkn3eEnTwUgMHowXS1y1b+0qALbi5LQH8bkn73JLbCIGUUhhTyWOQUMS809so09qa4DGmABFVsydtBv1Bl3X5rWIWeRlW9mULZUYPYfZ+R3Haq7QgfOauoJH3MyNVbsuWl3jzrMBgKwM0RKTDhxGll3oKsgCNbEdNPhTOdX1kYBrbApDVGwpXxYVdcOTT76Jq68egZdeehC9ex+H4cPPcZ3L3p3p/nhpOtio4KWXULFsGcpefx3lP/0pSvlC1QUd7gsGhZGLilL7n5DBGSKu3vPEJSs3uFYJMDyfCp4zRFOP2yZoaMlpTV4Zw0/8aXAYYZLJFCMRlTHUaoUZYOMmL5lF4HEm4MXjFrj5akRAi+cXuc6jYscpO/VW4mhWlkCO1+tOmdHrFvBcfk8HhK4Ass9xNCrfyfcejBnzPGbNmokVK+bjiCNOQOfOp1hyJx0EH38s+HT66YcnPrXER5AF4EkAs0zT3HsNI9LUIqKA07mzbCk88Z1NrxsgjJ5IiPK0ciUwZIjspxeJWMPQczIpFR7u5zUs4UMpSu4oHQEf4lZRXlSdI8IDvWUEBDLtN9/IlsqlHobO+3Qa5OmR47UoiDmTdpnQyz8n6WHyNL5t3gzEYh6MHPkLS7mj4W39esH73FzZR8MdAYRjcW2Li+X83PWq5KcSegk0s2fL1qpQqsjj8eCcc17GqlXfYP36BRg37mpcc83f4PF4LMErbSVP00FJikmp2PGN3KVEgGbDRtslROyg8kBBxcmLgG0YoaHHwhzF/F6lpNn5GR7XZwAIZbJ3ntqhgC6W18E5zZTIBV6Tggi3FDxYm8FZAEovEEBe5XzatVV5f0mZ545ScpL5yutYI4JIviqy4swPRr5tTAsG5drRKNAm2115tNEvgJ2leyHUYnJ96pUnk3MmBjuNUEcf/X0YxsN4/vl78OCDP8GLL85ESUkva14U0nRcS1OaDjRVTJ+Osg8+QPmVV6K0Rw8bTPjwOnPwqqpEucnKcncRpzCkPeAcantE+DSHef96QhyZyun211/oukVagWGwq2hudQ2CebnZcQHOhChloUopcdnkF8ONr0bOS7bvYA1NQ7w/Q+Zp4SQxYetWEcKysoB43I7WUgf61LxpuNabkztxl0vW1CT/RyLugqR6ISouka9RALV9+xzXOM6CLz6fHO/3O3tyZuGhhybCMIZj2bL/4cMPH8GwYb+W+/UD69Z9iw0bOiAUaqaYzmFCu8zBM03zd6ZpTk8rd2lqjeT3+1FQ0OmAziEYzMXll7+DzMxczJhRjg8/fOqAzidNaUpTmkhXXHEXzjzzfNTVbcO9916AcLhh1yelKU0HkObMmSPK3Q9/iFKWC3fQZj2UJk2HJHXt2hsPPPAWPB4P3nzzN/j228kAgG+/rcDYsadg8+aFB3iGB5bSWT4HKYXDYtFlKCPDC9mpgKGOzljoREK8dJmZYoyixYTHfvyxbGlBoQWblOUXS1JNjXjhaJ1htMGyZfaxtLTb2CmPEq3hvLZuoafxjBYgehWZd0bjVnOVLTlvWnBoAYpEZF8yKdYjeux4DW5phKNnrLlwUOJ+hw620S2ZTA0z4LXpocvNlLVrbCueOwZ/8BrOkr+A7dEDJBSza9feGDVqHMaPvwATJ/4Kw4YNwcyZpQBsb2hjYzpUM00HngoYd+xMlAUsBmN4IbELsI3T9NyRj1jZsrZWvqB3jGGQludPpXxnqeNrahwJY3D3WvIqK3RWvNE1iB4myggA8jYxi3inh5Hyc0FO1LoW+0nxXM7XMtKri3rVAni9Mm9vhsxRt2YnWDVTK1PuJOca+XywXwrqYKsKMj0DDJPQap7X1MgcuA4M0XSWPpeoTg8ef/w1XHjhMCxfPg/PPPMzPP74X+HxeKx3RE1NgbpEGpvSdGBp3pgxuOhf/xLlrnNnm3HV8x/2+9G+uNgdJkS3U3a2MCU9d3S5q2MZskgbR0oEp0pZCTG0miFBTq8dwY/XYF88CkEMQVKD5vqJY37A40HC60cyaYeHBhuqXeN6NtvtrOJtxZune8+QcLSBiMflmh4PPBtV4zsKbuoaxFdGYnnc8Ou6rfXr5f/One3CpMCOWy5QCCTu8DjKgFVVsnzxuKQqzZ8/FZFIIwYNOhOxGHDEESNw7rm/xaRJ9+P110djzJjn8MorP8c115Sja9cTkUgA774r+HT++YcXPh0QBc8wjJUA6gDEAcRM0xxqGEYhgL8B6A5gJYCLTNM8vH4NB3Xq6C7prfeAIzM5IwcaVIw2y9NS2erbV7ZUFNi8ki9nO8xThBXiHkGBxzenCPHczEw9N8Z9DsMq33tPtqecIlviHgFk5UqOhxTSe4iSMjLsBu8MXwLs+9WjLPS8wOYaGK9ZI6EFhYUCKrxPCnuc74IFsu3aNeC6hk+Fanbv3sV1/5ybUyCl8nvqqT/G1q13YvLkxzF27MW49dZZKCgosQq88Lh+/VLnm6Y07TcicKxR4cid3B5w8inzWAFgoTKk0tjEIYhv1BX5jGtRhRYP5+TI8bqRx5kLYrWiUjtD7UVj66RyVBrDMoZeAX3OHNmeeqpsGV1FjLIUQEflk6A/rr4ToYyGL84rma1CL5sUw6tEYjtfRiQmnwKEiAoj5Ro6QzlpJGIV96Ym+Qty/Xkj1AD79HHt31or1y7KlznrhjCePnHiWzjyyO+hsLCLI5WoDR544G1cf/1w/POf4zFw4HBcfvnNKQWtmlNI05Sm/UXLly/HqA8+QPlpp9k5d45+UXPXrsUACh/O+MLCQjuRn521gZSYaz0ke0eyBHtuBni+M0STWhJBj0ym90qhhqOAamttAMEgkBNKAh5b2aSsYSllDsuab7sUb8iyEtq0Xgr5+QImdXUCeBRgCDxqriE1J79fta1ppiWDs8BUbq7AUGWlo6OW1honFJO5sW2LLvJxOUIhmWIyCWzbtgSPPHI+7r9/Bqqq7OmWld2L1au/xFdf/RMTJvwad9/9Hnr3PsGSnZxGq8OJWlJk5WoAU0zTXLKXr32aaZrO9ql3AfjINM3HDMO4S32+cy9f86CnjAwRCNZpXia+s2kJ163RgIBLPC7CTl6eHWKuv/epZOi93XgtMiCvQSMWi7MAtkDFLQU4Yipz7ahkTZsmWxqpiGk0LnMu/Myt8zu9qqQzTD4YlHnn5wPdurnvh8cxfy4abX4c5//Z2QIqmZmy5hQ4mYfD++N96NU1M7NFsVvtKNQF2DJx//72PuJ9YSFw1VUPY82amZg//yO8/HIZrrvuU8RiylKnfrc5c+QZGTTosLV/pOkAUNZ772FLXR0KeveWHQQY9QZnEZPt6nmmscY1huIXXRHQ6w3oMg7lLb2veXMvbj0PjlUzqXyRdykc0CFJfCFu8PbYfy6ZyRK4qVJNTo5854Eobj49+UFvM6BrRmoykdrmDwdsI184LIa8UEjpixyDlbjY6F0JhvV+d+Gn+obmC2NxmLPPHoGcHPkBmDPZqRNQUNAPv/vdK7jxxovx2GO3Iz9/CL73ve8BcPa2KlDrkcamNO1f2l5WhvOmTkX5CSegNC8vJRygYulS/OnjjzFhxAjZ7xSeWGyksVH4iEIEeUoBEnlGL9REHdKZ1gcAsSwR2PxhR+IueZ/zI2CR2fiZFjJ1fF5hB/GcKW+jjwKBVi0q2dlReU+Rp0qUvmShjMncPOv+mDRHMCDYKIFzWzhoHQbY8o4zH5lUXCxyYWOjrBPXqlN+I1yDKCLmE5+4PLytTZtkSRYvXo0bbyzFFVeUIxDojpoa+5hevbx4+OG/4tprh2L9+mWYONHEqFHHIxCwc7Q3bfoGjz3WFrm5HXHjjYcHPrWkD153AKZhGMsMw5hgGMbNhmEM2gdzOQ/AOPX/OADn74NrpClNBzX5fH7ccMObKCrqgtWrp+Ef/7gNAJBkLGua0nQAKJFIoPcdd2Cls6dImloVJZNJxONxS7lrjkaOvAjXXns74vEYHn20DFu3btzhsWlK0/6i5cuXY8iUKXh90CCUNlPxp2LFCpT96U+49ayzDsDs0vRdafXqJbjuumNx5ZXjrVYIOuXm5uOuu15DMJiF2bPH4csvTeu7FSsq8Oqrp6Gqalmz57ZW8rRUcFTNza8FcAeAzqZpptanbiEZhrECQDWAJADTNM0XDcOoMU0z33FMtWmaBfq59fX1LZqwX5ljY83F3+0h7e0xmxvP5xPXlV45lwYVfqahxRll4PdLHoXPJ4YZvbccLSQ02uyoNxOtMjyfj4gzB4/VLvkdjUl6+W9nnhxg5xLSQMZbpxufrRC4BWxDFj1v/G7FCnsOubli1a6rs70EPI7x4rQMMcSdc2yu1G84LN7GQEDO4zn0btKTyvvimh4hLcBcawXYa8zjOHfnmM6eWosWzcAvfnESYrEIbrppHE499QrLi8HQst696w+J57wlY4ZCoWai+g8tak3YpI8ZiUTw7Ztv4sRjjrEZi8xNd7R6yLfH5EF1YpPVoy3gOlRPcbF4gZ5w9qUk39C47ewnCdghnICNJcQmYhKvTRzh98RWPSSTPJ7jd8RTOwcEUmOVOBhBhVZ5XpwLoSXtJQqUZd3jnqMzNJ/zA+T+g0E5jmsZjKkDCHQdJNyzajt7lcpu/i5ce49HlLuvvlqII4/sY2G0c/pqKOTmAtFoFKNHn4np0z/D0KEnY9y4j5CZKffHyIucHJnL/nhn7usxWwM2Aa0Ln5zjJZNJXHHFFfh5794o7dPHZhR67jZtQtmDD6L8gQckbJOCjTMPJDNTeDYnR5iKDMhjySwKNGoaMtQ8ZLder8Dqa+mD6zgA8NcosFKMm8iReZL3PQ1q/tzhrIbr9yORIfP2MhGQTMo5d7CraLJ6r7dW69+i1ijRRkRsb1TlIPJa6trRXHcFSsJWdTMOMMpObdrIZQIBwS9iN3N8iav+iMw/kSlz4qPBAAT+jOFwErfffiFGj74ZPXuWunCwvh6YP/8z5OQkMXjwqcjNBd5/fzzuvfcn8PsDePrpzxCJhPGb35ThxhvLMXBgKQBg5MhDQ3ZqyXg7w6eWhGjeB+B7AHIAfAVR8L5rH7zvmaa53jCM9gD+axjG4V3qBkAiIW9GzTNuPex8cZJZKJw4gYN98AB3Lzy+2J39m4DUnia8No9jCwAyJsELsEOnKN8wFJMYQ6WMY5ApdSbnc8vPliKVbT/Qsbj7MWWIOdcgEJDzQiHBaYIQhUM91FTP33EKos7cF49HlN2tW+3cIRoHgwE5ubJKFpkKG4UtXpPnzZ/v/szfEbCVZZ4TDgPduh2HK674I1555WcwTQNdux6Do44a7FqrNWtCaNMGKCzUEjTTlKa9SKEFCxACRLkDbCZl7xD1OeIV5iEGNDr67dK4FHVX9Ld0EYZuk0f1EEXqR+RPXaByYhNxgYYqPW+GGETDF3GPRirysGVkiifcOzjJ5ibKi/HmORkeR/DSYtGJ2zzc2QKGxFPYCiaZlPNYqAZNal4U8NRcOGaj1v+Y9y2/iQf9+knOnlOAYnofry3YGsALL0zAiBFDMHPmFPzud7/EPfc8bc1N5s0Y+zQ2pWnf0fbt23HZ6afjvnPPlVYI4bD9EGZloeKbb1D25JN4+4EHcLIKJ7ZAiAzPffG4/MViFq9H4zTmyNan+JGXIG/pbe90G5iLKBwpRvN61EnEFYKjDkhqcG8kLHPkfVDg0ftDAfBWKiGPBicFLIn2kv/njUUEJ9joXI0VbdvJNX9nqzzn/TqxgnIj14DpjJx+QUjN0yuL2OQTxU71ULfwiNeIRoH6+u0YM+Zc3HHH/RgwoBTr1rmNXitWTEVDw0aceeYF8PtFXj7llMvu15CuAAAgAElEQVRw/vnT8e67f8Ddd49EIpGAYUxEjx6lFo5NmRJCSQlw5JGtG59aUmTlAkhNr/cBfApgmmma4Z2fsnMyTXO92m42DOMdAMMAbDIMo5NpmhsMw+gEYHNz50b0BkK7oN09/kCMGYlEEIvJk6cZUFIUOlqqKbw4i3U4+zdt2pTq7dObbVP50sdk7q+upDgrdlLA0hW0sPZkMO9Nr1inV67Tc5HzsmxjI/8j41PptfLdHPk54bA9NwIOj2exGL0nlxPnOS+OXVcnyhkB2yqWohqbcux582RL7OZ9c835PYFyisNEQrBkIReuVTx+IXr3no5Fi17GI4+MwjXXzERWVmGKRzMvL3ZIPOc7GzPkTLo8RKk1YhMABPkwE0h0i5FioLhXfkPyn9Orpuf5EmvsIk2yJe5R+SJvVrsLxVlTITktysRK6lJa/2ALq3gO56K3sOKcgjHFaGRepzWVoORs2uT8zMF4Y7p1ynK/Zbp2E/edRav0UxIJEXZyyDq6t9DjrkyqN2XnNfib8HvmKDqPpYLOxys3twOeeOLvuOqqU/Haa8+ga9fhOPPMS621thXumDpv778z9za1ZmwCWic+/fznP8d93bujtLLSfukqqvD5UPbuuyi/5hqc7POlfO8qI+4UTOrrLeBJZOS6TiFb63IOKaHZgggHzehetqbC50u3TO1ocI9HziW/UwjhPdBa5vyOQKqYPtlOCXlOq3dTkyX0JQo7ueav2610Ax2QWiPB4xGM5W2VFKlrqcXg2Jw2x3TKd+vXb8GVVz6Po47qjXXrRI6iUrliRQXefvsK3HRTBdau9bvmc+KJT2DatE+wceM3aNduEFavPglr19oFBzMzgXg8jh49Dg3ZaWfj7QyfdqngmaY5xDCMXAAnAfg+gD8bhrHJNM2T9mCeMAwjBMBrmmad+v8sAA8CeA/AlQAeU9tJezL+oUrtCuXh/3Zx8+WzKXywyAc9aE4hylm9KBgEpk6V/WQwggyfBz7sLNnPYgPEQUYnHHusbJ1N1akcsk0ChQIyORUkFqz6z39kS2WReMP9BEReMxKxYzS75AvHB5TAwoaYXKOVK+2oinDYnkPA665wx+OJn81Z2Qg2ffqIpT+REKWNlchZlWngAEG8Hh0F8QYNEonm22/hopkzZXviibIlUB51lH0M15JkC1EFOO20P6K6eg42b56F9977CS677J/46iuvdT9+P9ClC9KUpn1HNVp4j66dqYc6q0QYrLBQeMGpB3EI4pjuyLIqXypepOxFzzh5lTIRFTyGejujrXZWidd5LRpraPjRq5TzuFCi1v2F84XKtdDjv3WJTu+ErlUW8GwXjGNj4e7dZQ0XOmJbiI2sB1FdLX+sLBpUY29TzZfbZAj+cc31ojd6URkajhhmDti4x7Ukrov1+wTcfffTeOihG/F//3cN+vbtj+xs8fLqpdHTlKa9TQsWLMCYMWNQ+sILdsNuAPD7UbFhA8o+/RTlZ56J0i5d5CF3FDaaunQp/CUlGE6BKifHdos7+iLxOdZrIpF3+O6mXEO21luuuLBIMVxTjjCc32qxoMKcWamF+MqQg5oa+8KNjbYQpYdeORmdgEqtSWGEVXkzFhOhkRNUNxhcLTUV/T2PlOMTYuRq21bmSBxw6h1cm4wMWcpAQH4SvgdWbJTFoAOB0KkXzuKaZmcDvXr1gF+6QyArS/Ckvl6Uu7feKsMll5QjGOxpya62IroMtbXrkZVViC1b5mDlyrtRWvo7R/XzCqxatRynnnoRWjO1JESzP4CTAZwKYCiANfhuIZodALxjGAav/4ZpmpMNw5gBYIJhGGMArAZQ9h2ucchQdnYI2dkhq2omiUBBBYpWcSpf5GVnPvHGjcLPmZnCDFTsLrxQtqyCSUGGY3I/sYPGZt34TLzZsmUBvvhiHIYPf9xSeDgfhmpy7M8/ly0BsNAd0p2iZPXuGXXvAADNeKFfs2NHwahkUk4jYMxb4K4WR6JSrPcBdM5v82bBT/Zx4dowKm3ZclmUrl0FtAgwa9YA8XgUffvKjVHxpTJNq7mz2hbLs/OW3S+NTIwYMRETJhyLJUv+hdmzf4vTT/+tdV9S+CqEmpoQOnY8PCpDpWn/UOjrr907+AYmM2vWJ1aZzErE1eG+lFNpMLaUJyWTMZxab2lCLxt5WheoSE6PHsemXEQl5YQT3GPxZW+lruSLoBROiuBkefYrY+4DnU069cQRkp6Mo/eP0Xpd8fv6hJzHlBmnYMihGIpfXCx/ngSTqeV38CrBadt2n+sSXFuuOe9P1zn5WwC2xf7LL2XLdEt6WEePvh5z507DpEl/xS9/eQHKy2cgLy/f+t2Ki+Vi+8JKnqbDl1588UUMWb0aZzVTqreitlaUu7POkj54WsuDigULUPbCCyj/9a/tk2g1YY8pZf0hRujVfXV7DUmPbNIKYQIAMhVOcoyUKuF6E2FefMsWYeZgUBiTwhOP40BOD6BeEp3WYGKYs8FvMpkSOp7QlE8Sh6M85KTly2XYUEhuhWvGaRHDex8lAuo21QOVlUiJOdRb2d+ZbRfq6iowYUIZbrqpHPn5pa55er3A6tVf4pVXfoTRoyciHvdh3LjTMXPmEzjiiGEoLCzDunUV+OijMtx/fzkWLMjBsmXAiBGtU3ZqSYjm4wA+A/AsgBmmaUZ3cfxOyTTN5QAGNrN/K4AzvsvYhyJt2yYPNHlaL3Si54lR8GmuvQpbuSxfLooGGWviRNn+5FIRBL7+Rl785P1hw2T7+edAIhHH1KlPo0+f67BlizvkauhQ2VZXF8HrfRg+n20sIk7osh8VGc6b96U3Smc/uY4dBUh6FDtio7U4ThrdSMHtW4FgEJsbchCLAR3aJ9WYAhx64RZakLjWTpAmcHXtKnIr+69QgGS7B70R8+mny3bChAZkZGSneBioAA4YIFtn6zBawz780D0vFmopKuqG0tI38e9/j8B77z2I+vrj0KXLOQBEGDvyyB2HjKQpTXtMZGo+7FVV2Fxbi3bRKDweT8qb21Orwn/yRENol+UQNJTAwCboPJXeM/KmM6cDsHFjxgzZsgckBabmQhnpsaJix5Q0Z5sXwDZ00Zu+oUo0nk5FgjeZOTKprZEeAICifC1OHrCxiZIcXW66JYtATSsZgYDWKgWEfiX8ET+c9+Wsz5KZaa/Zliq3IYvncAqU5SgHch2Ie1xTGvKcRkPdU8EtBbtt2zy47bYXsGTJXCxY8DV+8YsrMHbsu2jXTkBM79+apjTtDRo+fDhObN9eHjCCSCwmBVWmTUP5j3+MUrqiqTlUVUk1zXfeQfkdd6A0OxtYorp/URuh1cOKWhC+Ju/wXc3P5BXyKz/z3a3LCYBtHKERhMbfojwRraOQOQQSStMhY+fnC9PW1goA6r36uHVWjaPgQUGsOdcb8/nCYQvHmryCQ8EqAdFIjoCojiXO+6IM0r277WDIyUltg0AMScLjGoNyGd8NlLVo0AoEgDVrKjBuXBnuvrscxxxTat0O5dClSyswaVIZzj+/HG3bSs7diBFP4IMPbsU771yF0tIGTJlyBy69tBz9+pWiutodmdbaaJdtEkzT/BGApwDUAuhtGEZgF6ek6RClcLgaf/3rcLRteywCgR3H9ebkFMDnSz8GzVFGRvYetzRIJpvLyBYqKfk+zj77YQDAlCmXo7b28Cr3m6b9R416NQ5Fm2tr8fnSpaLcHQCKxdJeoIORMjOzYZpvIy8vH1On/gOvv/7ogZ5SmlopNTU1YdWqVRg4MMVHIMrdF1+g/PzzUUrLqvP7FStQVl6O8ttvR6mzEW2aDglatuxrvPJKGe68U5Q7nVauFOXuvPPK0a2b/f3xx/8cQ4ZcikikHv/97xiMGDEePXqknt8aqSUhmqcC+AuAlQA8ALoYhnGlaZqf7eO5tWoKhwusKo2SRyH76b3hZxqL9VCANhlKCHO48D7/KoAOHewoA1qPeogBGt98K5ZeWmHo0V+1CohGm/D666dh2LCnUVhYinDYtqjQQPbRR7xSBlatkv8YmVRaKltah4m/nDfHosGa1nO9MbqVs+F0SWmm6eB2NSFnmVCfDzleMcCtWu1x3Z9ewZzESzjzRGjsa9tWwskKCsRQxtBYVsOkB47WKXogZYoefPCBfL5IhXgzNI0VMz/5xL7m4sXA5s2zsXr1XHTp8lOXFxGw8xjnzbsTS5dOx9Klk/Df/16Ahx76H7p3z0ZdnRjmBneUG6reUfJRmtK0C6qvr0fJO+/IBzKnMk+379ABF3ToYJtvdS+VAi1PvfLcOaoXrVsvPOmu3GhjVKNmrOb35JuNG5fgk0+eRDL5PADbi8+IIvIlkFolVy9OR8i0KkT6ZVKhtgooat1FC4pyZBtPyP34nCGaNP8y9ImWcZr0qQxzEgxZII8qkz+bkTeo05pbYiv0lJ7E6mqgvh61Ebk2cU4vmsUpMRSc49ADuEal49CT4Iw25W00V3EYsNeyY8eeeOaZ8bj66nPw0ku/xumnD8Vpp51tzalA/SjVeiWGNKVpN2jJkiU4+U9/kpCZZFJy7/LyULFxo3juzjkHpUdK3pglRC1fjop161D28ccoHzMGpSUlwgTOPNnGRgGdzEwgmbQagtcqD5EuQ+gYo+eTkfSCRoDtuWPkgOVMs2I1tWq9zhjrZFLmvnZtavUoPezLOXG9/DDj16ur5bqqyEpjjghmWVE1lgJiYgrxWpdHnUOHw3Zlc+f09KgEyoq8bWIdIdV5O/n5EQwZMgBPPz0Xbdp0srCc3sA5cyrw4YdlOPbYcoTDpZa8Jj3tPSguvhxffTUByWQc8+ebOPHE7yMQ8CAvT2TTzz+X9TjppNYVqtkStH0SwFmmaS4CAMMwjgLwJoBj9+XEWjsxxIZ5YwxN0iuQO2O3AYf3fbXSRBzM3K/fkcjIEKwqKEgtGkVFjcUFPv1UtlL9PIjRo2fC6/Vb7m4yZDL5Kf7854txyil/Q3HxqQBsAWvaNCCZjGPhQh8aGtaisFBiNCnHMGLpmGKpqnBML4UMXnoA5RFk7h6P79/fTgTJLpb/fdsVSuqxSJWVQCiE7EAAiISxskaBlFbKV9d7iH1U6gBbEWXvu/x8+Z0o6xKMWQWTiioBj2vLUA0WkWFEVnMREtnZQLdug9GlyyB4PHZILedCZTAU8uK008Zh06ZhqKubi4kTf4aTTvorIhGPLAmlwh1V4UpTmnZBoVDIfpsrAFiwciX+PmcO7r/gAtd+63kjI+n5MGQGAJ07yjFrNwjA6WHTVNBoAOFQNL4cf/yROP74561qtORlnvfRR/9Afn4xunU7NiXng1FKeh84wsepJ/ndF2VMJyUxdbHFlcLsfZxKChmf8aD8TEbnxSh06rl6arKhWgHnBn8n1zDNpdNsrfIgGARy8vKA3FyUqFcAjUx8JejFsmiEY+EnClJ6yXenIYw/MfGea8lznWmYJ5zwQ9xww2/w3HMP4PrrR+O992bhmGO6AwA0uTdNadptSiQS6N+/v2gQ0ag8uIkEKiIRlE2ZgvJLLpFWCRpVxGIo++gjlF98MUrbtbOFqiFD7IMiEXmYw2GgthYepW20by9GHRpFaLMiRBLi+K5mrirlBSp2zt6S5GPKOlRwOp0iuMLicJYAwxOo4LHaCE/k5HZkyXYe4wwvBySnxu8XnKqpAYpEfmsKiKBZo7bdIAxf7ZfvKb8U1NvxjT3aCdCs25YDn0/aIhRkxq3iKlx2ynpuo3hqeD4N3F9+CXTsmIFgEAgGO7nyrfPzJSzzo48kLDORKAVgG/O47ief/H307bsAzz57HBYvfhuffvp/GDz4TsRici+E/pP2qHTkwUstUfACVO4AwDTNxekwzT2nmhqxFEQikj/FIh58ICngkBmofFBhCtRudR0QHXScNfb2jWLRrq4WeYOMpOex0OpBHKBBmk0V+cLfsgWoqRHLyOjR5Vi37lTL2suUk8LCJtTUzMCmTb0QDJakJCFTUV3TICd08SqhSV2E33NOPJ8eQgDof0Sj+yBaxZ2WK78fyYJCICcXm5WlmrjItSUo6VXenUKU05qUnQ1kJMJAPIZoUICOoDxrlmz5u1AgI2hxfRjiz/tkVUBnywnBXg/mzHHnJxHgeNvyvLTBlVe+jRdfHI4pU8bjrbeOx5133iTnKDdogQLzar5l0pSmXVAikUDRI4/IB0oxiolzO3bE3RdfbCeU2m4b2VKTYP8BRzU70tYa4Xd66piHohuYKYfoifZ6RfDJk2XbufO3mDfvYwwffh18ClN4WSonfHnTOMZpW4VaOLjuriK+KFDok6mYN+Z4bRIwCNQEW1VOd8m2bWiTmYn2dMPzRtUCRItlTSPKg5evLqkroU7KyxMIrNnuR2OjvYbEFGKOs1o6YCt2XHseT5whrDqr+urfETP1/GVi7LPP3IeVK2fg/fffx403jsKnn36OrKwsYKusbYGqulV97rmpN5amNO2Aamtr0e266+QDra5+vxRUmTJFcu6YTEqpPhBAxerVKHvvPZSPHi05d5WVdqUgp7JTXCy4l5MDBAJoUnlwfi1rQq8CTNmJ/EBsIW9RadmZzZVwualKxOoOIXWwHtaweLEoeEcd5Q4rIlPqYQ+AzcBMaKMGw4lnZwvI5OUJdmk6Y4dsBbh+EWgK4A7fT+bb1a48lQIsnQulUWdDLMNyigK2h45GImIGp09DNsWWhQuBZDKJ7t09KCoSkTEnx41PM2ZU4N13y3D88eUASq3v+DvMnFmHQCAXI0b4UVR0FK6//nU89dS5eP/9e3DWWUMxZMgZ8HrtOSxfLvJ5z56tw5O3yxw8ADMNw3jZMIxS9fdnALP29cTSdOCppqYCCxeKctezZ2mzx/h8rDjXcf9N7CChZDKB7QwX3Y/Uvn0/nHfeywCAp566DdOnT93vc0hT6yKvN/VVsLW2FuFIBF2KihA4CEPr1q+fhl//+hR06dLPUu4OJqpYsQInPv88FutW8/1EDQ3b9jgfeE/J6/Xir3/5C7p164l582bj1ltv3O9zSFProzxK4A6qWLhQqmX++MfN59ytXo2ySZPwjyuuQCmt3Wk6ZKiycgWi0R1Xj9uw4Ru8+6547jp0KE35fsuWCkyZcpZr35AhI3HeefchmUzg/vsvwcaNq1POa03Ukrf29QBuBPBzSA7eZwD+9F0vbBiGD8BMAOtM0zzHMIweAN4CUAhgNoDLTdNsdVn1PdqKRWRVVS4CAbFixON2qBHlLD1Vgx69AuaLKTdPIGyH/GRmyphHdgnjyI5RxLPFok5jDT1YemNbtjLo3Vu227cD27YtxYIFZWjbVkrRVlW5ezLl5VWgoKAURx0FdOx4Et56yz1/eqFoMLJCEmklV2YrX5VYfXp0FfNOU0wENebqAcBHm8TFf0aJMmfTGkVLXFWVWLY6SngTjeg0qnMulLNooKfM6iy5ToP8Ed3jYrb2BIFgEDG1ZhLTDSxatA0TJvwQXbs+hqKiTtbvxPOZe0ePA++nTx/ZOiv68Xc4/nj3EvEcGvBonTrlFKBHj4sxatR0TJz4FMaMKcOECbPRo4+6kXRJzTTtCdFivGwZKiorUfbcc5h81104lu5oMgzjkpxl0wDbfd1MgkaDX0KnmPdGXiQ20dDM3p00RhM3yLPHqYCFf/wDAPrj/vu/QMeOR7rwglip93nTq7mRVxt9YpbPIlAQxDgQJ+EsL0kis/JcRlYUFuLeV19F+ahROKl9e9uEz+PV5AIxteYZVmdwAECbhFiQm7wF1j5OyxdrArxeJJMBJBL2fXB6s2cDy5dX4M03y2AYn6B9e8FJegMZbsmoUr1pvFOWJubQG8iQWmKSHnIu+c+FeOWVt3HOOSfgL395FSceNwRGmep65Kzwl6Y07Q6Rh7ZvR8XMmSh74w2UH3ecXTCFD3i3bqhYsgRl776L90aOxPFsQkuwYRhNgc1byM+XhzgaBRobEYS46JiLp0cakB/4/BMqmFfHKppt2iTg9XpdHjziEOUOygj0vOcfJzwSpCeOeHriicKc4bCsBYVElt8msDlzUZgbzHAGev2I9W3bAhkZiCb9SCSArBoxWG9XoeJLNooMSWxp06AM2gq/GhI2boUICuvXA4WFyO7YEfAlUKWqE/Pn0TvHsF4Bb4dY3rWrvDM6drRbt7RrJxEZTU31aN++H375y/nIyWlvyVN2Z4kKzJxZhmHD3kckYv9OffsCV1zxADZtmoFp0/6N++67ENdf/xlyc2XNWlt2S0sanTdB8vCe3MvXvgXAtwD4OnkcwFOmab5lGMYLAMYAeH4vX/OAUYFCgLr2UrqXpV/ZV5OCi67Qscl3UU/1Ypyj3riUiBwxPO08EqqI+npg+3ZE/MKcjAunkESA4ZYveBrBV6+eiU8//QESiXJs2VJqPfR22FQF1q0rw5lnbsDy5fIIMZw9P188Wz17ChfTHc/8D3iUsEjtizFYKt48qCSIRMIu0HBGySL3hIk2BJQBA4CsLHjiMSCZRDgcUPdhzwmww1+dEQyADTiOaSAOHzwAViwXcKDLf/58YNOmlfjTn4Zh+PAJWL36ZGzYYIP1FVfIlmtOYYo5K7xt5xyIy7wd/k6L1G0zYu7MM+3bBYCyssexdu0sTJ/+GW6//SL8742XEAgErMkWKI28Wu8rkaY0OajgsstcnyvCYZTNmoXyBx/EsQMH2g+tnsTK/XqPF/0zbP6hM0c3NpFfVq2SsJxp065B374/RUnJyQDsdLjPVGmv6dNfQps2wzFypDTWdhb/II4xjIrXpiJEPCDfZamG4Ck5LLxfvYGT01tISU+FZGLtWtQ1NeH4V17BcyNHopShmWR4jk3AsAoryCZQIwavpjwZ1xmi6amSG9qKIgSDMmQkYq8lpzltWgX+858yXHxxOfLy+lvKtJ7nTMzmu4Z44wwf51pRwNJzI1m4ZcwY2VIWPf2IfLw4diwuv+023Hz77RgUCGB4377WfRcoobSaoJamNO2ACqigKQ2goqpKlLtbb0VpTY390CmFrXHxYjz/6acov/RSnNCjh/3QKkPUZ/PnY2NdHS665BL7It27y0NOgUwRZSNegp8JBRyaxlni0IYNUvXX7xcGdhqgotHp6NJlMCKRDNc55E8rWIKaHzGDQiOr6JGRiVsUHJwNfplTQ6ImdI60WUJJCeDzIYAogIRlgMnQjOBWUb+NsgDRnuINCG10jM/F6NkTCIUQjgcQjaaGkOsGOK4pZaRvv/0aubklOP/8Ius4r1fWcO5ceT+sX78AHo8XmZnHIhy2MdDvF8/d9Oll6NmzHKHQMEQi9u8nmO/DVVeNx6pVQ7Fw4Qy8884tuOce07XkBQr7qw9xY7lnR+EThmHMA7DD2ArTNAfs6UUNwygBMA7AIwBuBzASwBYAHU3TjBmGcQKAB0zTPFs/t76+vkXxHswni/EFuhfou4wZ0rSo7dnt4ffLw15TYzM38yP4QPIFn6tXjmTgtrNaRzRqayiNjda1KiEMT2WLgEILLq2yFBAWLvwEGRlZaGoS1KJCMWUKsH69JLT+6Efl6NKl1JJ1aJlPJLYjGMxJKT7CCm08LqdO3Q+T7ZTSluwhC+EsEEPFsn9fhTo0j/HcoUNloXw+IB5HIlMuSrwh01JR4s/HtXU6HLgvP1+W2h+V6lqbw2KHqKkBqqoqMW9eFAUFnSy5jjhKRZ3jUH6hZ6KhYS0yMrKwenWRdU0KoDS20ZL1xReypXeXAhl/4sGDgbq6TSgtHYL169fj1ltuwVNPPYX6Bo/rvhoatOzlXdCB4J1QKHRgau/vRTpksenZZ9U/IbF8v/Yayq+5BqVXXin7yUD03LEICQFDDxHgg+ds9qiYL5EtAoTev4hYxGd7yZJ6BIMhC6v0KsPBYAw+n99S0lh8ZenST7Fu3RT84Af3oK2qislpkb/ooSJGcYxgUr3MCTi09BM4KIE4vVBkXkp8VVVIJBLYUFODzkVFNk6z+AO1LSp49CIoICV2eRsVz1Y7ckGoVWVmAh4PGiM+RKP2O+Obb4CNG5fjzjuH48EHy1FUVArAzgMqLASamhqRlyeLzIgNpizl5QHbtlVBgmiE2EpMr3TH2+C6cyzebvd2ctGbb7kFf3z5ZZR07IhZkyahPYvNqPuq57PUQkpj057TIYtPjobkFWvWoGzyZJQ/9BBKjz9epH7iUiyGeDwOH0GEjE8GyM9HxZw5+O/06Xjw8svhc8q+vXqJghcKuWSnWL7ITs5G2oDNc7wEi6mQRa0G4QpSCJFz5lTgN78pw/33/wuDB0tjYbfyYeNSQVCBH/EoHreqfKKx0TYqMfeZk6AlW60JADuJllhOAaVHD/v/SARN2YJHwQbhzxqPfKYyllOvCY0BRzkOyrjxuKxjmzayEOrkDZtk8fja4BoS46uqgPnzK/DUU2V49tml6NVLrEo5OVLToL5eFOdwWIzsHTp0t5RFjlFX9z/89rfn4oorynHkkaUp+X+En2AQWLVqNs4770Q0NTVh7NiXceGFV6e8bzp2PLCyU0vG2xk+7SwH7xyI4jVZ/V2m/j4A8Pfdn6qLngbwKwBMYS0CUGOaJu9iLYDOzZ2Ypn1HTU0NWLx4Crp0GYAjjjg+5Xsqd2ecIcqdTslkEsFg6w/BKSxsi4KCTin7E4l4M0fbVFm5GrfcMhi1tXsvJ6d9+w54881yBAIBPP3MM3jzzTf32thpOryoYskSlL36qih3jDU6QBQMpvbhrK+vxuLFUxCLReHzpQafLF1agXHjLkSvXic1m1O4P2hDdTW8Xq8od/uZamu3YuzYc/Hgg+UYPLg05fv58yvwzDOX7vD8zZvX4bPP3turc/r9gw/ixOOOw9qNG3HJLbfsVaUhTYcXVaxZg7L335dWB80UEKv4+muYjPdrhuYuW4ZQZiYe+elPD0jO7pw5FXjggTL88pfl6NVr6H6//sFOgk8X4+GHpyE7u03K9/X1dZg7dwqqqzehQ4fuKeEbuk0AACAASURBVN9Ho03o2rUfnnpqGo48snSX1xswYAgefVSCBB944AbMmzfzu97CQUc7DNE0TXMVABiG8T3TNL/n+OouwzCmAnhwTy5oGMY5ADabpjnLMIxStbs5DbRZa1Mksntpebt7/N4es+Cf/wQARC+5HAAQqBTP1aZNYnhp21aMuDTUMo1l2DDZ5lYpLxXdbyecIFtan2gG4TFdu4q5o7oa27pK+NJCZWWdNMk9t3ffle355wOxWBNefHEoevX6E4YMEeHk3/+W77dtE+Xu/ffLAJTj/fdLrTGYfiMhmB4rmoA5zzQc0WB9pH+Fe950fSnTr2etfG7fvot1DatGAWOInBMHxCoVCom1qq4OMyqPcF2TVmbOld4DOhiOKnYEXqsbWLSiCG3aAMFgFhoasixj/n//K1saru6/X7YSFeGzqmvSKfL738t26lRg48ZJ+P73y7FoUW/Xb3G28lPTUcAKgfRu0MLHvKQf/lC2jY1iHDvlxGF46okncNMtt+Caa6/Fv0oGoE+f/pZhLjPTFpZra1teHWp/8k4olCrQH2p0yGHTqFHyz6ZNqKivR9n69Sjv2xelgGAJlTy60xkaTbBi3BG/J8PFtTLfgPUQe0JiACJ80TtNqy4tsowkouV448ZFmD79JPTrV46CgoBVaY3P+IwZFZg6tQzf+145pkwpxZQp0ioLsK3p5CPybqeOMokkXz9hNSlauQnGdC9yoAGO4BWGqX7wAf7vyy8xvG1bdCopsd2EdG3xXIIQPXc07auwKi/XjuFXDkU7qdZu9WqxMG/YIPA5axZQU7Maf/rTsRg5shzLlpVi2TI7p6dzZ9s4d+aZ/7Dwj1NimGX//p1xzDE/tWAWsMNc+dNyDSlHM6qADkyrf7TydmZs3ozyu+/GkP9n77rDoyqz9zvpvREChF6lCdLBAoMoKiDWEXFdseFgW4VVV11X3RU7iz8Vy6Brw4IOoKCCDb2ASG+hhwhJCCEhIb1Mksnk98f53nvvTCYkKk3NeR6eG+bO3Pvd737nfKe855zbbsMPa9fin3//O569+259fiJNPWoKzdCyRqhZNv1y+t3JJ0bHo6Kg1dTAVlYGZ1wcrOXlsuBiY0UnqKxEen4+bn/xRay5/35DmHCRqpBYv+RkCcFR9zD3i2vTRuSVxyPyTTlogmpU9Ew5jDIOySbN9U6+YAsqfs6gG+XXqlUa3njDhqlTnSgutuLHHw0kJeGdFKtEGiBAGaFMTSGsqKhIvkxcO8NOZM7Nm43noqyiMkHHFxmX0c3wcCA4GKF5WV5zFhek5BGFBh9oyxY5mnmW4TIec3KAwkLkJokeSlbnkbUfamqAgwelSfmIEWtQWdkVBw4YyIJOnYDi4kJccUVvXHPNR9A0I+pP/bJ16yK8915vjBy5AtHR3XUkAeeSj0nQ17BhEqS99dabsHXrOrz3ngN33XUV3n9/E+LjE/UtLTXV4P3hw0+d7nSs6x1LPjWlyEqk3W4/1+Fw/AgAdrv9bAC/ReKdA2Ci3W4fByAMkoP3fwDi7HZ7kIritQOQfYxr/H5IcW9wmgqnK4boGnFYEutLa4GyMuQHiEVEeB7RQPGdmCiilCVNkyM7iZsb5RUUiGCSWDdip3QCAESrED5TsSgXCB8U3g3FxRdvRUBAiF7DhLoIlQNAStGaSeSGhu+++xi9er2KESOE49iSgYoYBeA6t0CVhqm+WLqGR4tH5QNF5+zT7xGtnr22g1QoCeykNBLfyn5xcUB0NIZ1EUVt3XoZC+GvdB4z/E5kQ8ZRI+rY0S3KXIcOLRAYKO8hL88YP+ETlLmXXAK4XNlYtWosYmIc2LpVfCHKrtcVpMhIoF27K9G+vQSmaTAC9fNaKIN5L24WXBsUPi1aKAU3NRV39OyJdZMnY95HH2HKlCvx2WcbkJUlXjAzBNVfnYhm+pOSYgCtrAy2ffvgbN0a1qoqY4FRESLj0OjgIuJCZT4wFzIFixlnrZQpi2K+igq5N3mTJfx9W+kR4pSY2ANjxmyFy9UWdXUAe7FPnw7s26dB02xo2dKJ/futupGxbp0cR4/2vhbFxvYdIh/O7CFOnZogkTPB9O6TAekhIs6HMtj8WVISLh82DD0yMkSxoeZ34ABKq6oQPVZVc1OtTOAbyaJmSMOQlqtJWSsbLA/CHqqJiXIsKwPmzn0K48Y5kZxs1Z1szJvbsUPD5s029OzpRGnpcH2OKdP4uJSLzHMEDJnjW+KcSil1C75qPReSsLniYiS3bYtPZs7E+XfeiefmzcPQPn1w1Y03ej9nMzWTLymlVispgc3thjM6GlaLRfirpEQWf1ERNqWmIiEsDLsefxwWi8WQW8yXoI7EI+WVmbKzRTBER4s1QJgjPbZK30pMFAOP7Eu7h3zAr5ONu3YFamqqERfXF488cghBQSG6/Ule+e67DCQkdKznLDkjWZ6/tpM4rAP375ML5+eLpcLCBmRYyuXvvzeei/xFZY5KBr3J69YJTLNzZ3luZQn9XCXyq2uAUlRotNGgI7Ta3ODPXOwgIEBv8twqSJSg6iQxmqnP8OspKRI8OP98J9q06YZt2+Rz6c8MzJ27DWPHtsVHHx3Erl1Bur8NMPSw6OjVmDz5QyQnd/eaWx45fHPBrZgY8UX++98vYvPmLdixYz0efvg6vPTSMlRUiFD07UP9e6OmGHi3AHjLbrczZloE4OZfe0OHw/EQgIcAQEXw7nM4HH+x2+1OAFdDKmlOAbC4wYv8DiheSYC6brLgLEdkVVZGqSbcRzKAkBAUWFqgPKCFvvC4L+oIoz3KSz5I9ZX3XblmjSg9XXbizp1Fsij3BoUQbSn+ZOhQoLbWjU8+mYOIiPGIjpaxkoGKi4Hq6lWoqJCcu4ULrfWeMy5OQ3n5fzBx4hKEhFj08VOekJnpSekfQ8vGRzmk1sVBUgABupYRWKkkI0tzUonKzATq6pBfEoLSUuOSw7qIoD9ULXNOhzwVGTrq+/YxBYt3yLyWlYlQUH1PdaFL3Y7v54wzgAULrofbPQeFhefoDjN+j4rPwIFAcHBbPbhhTuPxreXAa+iCXgUBOKcUfLHZu4GAOBS26Y2K2N54/dEOSNm6Fdt278Ydd9yAe+/9FAEBAbhqoMma3JoOoLlH3p+Z4lkKtroaWmkpbAcOiHHnm0jVsiWqa2oQ4pu34dsvji5ZMp5vF2zAWLzq2r4Fnmhs0IAgf5SXFyAr63lYLDcjJKQ7fJGXGzZoWLTIBo/HiSNHrAAMPho+HKioyECy6jXnq+uQagK8lbZgjpu7O1EGvqVyAeTs24ekiAgEREejR2iokbSmHqzQYkF0WJgxF4zYUQOkUsawoq+hN9iAckUHiTA9UhYOi0Xk+J491Zg9+w706nU9ACuysw0lJjISyM3VsGGDDR07OjFokMwPZVBuLlBTU44xY+SdECFgrqVDJAmngnNHOc/hXnmlHPX3s0MJW2VljoyJwfOTJ2PG++/jxieeQLeLJ6Jnz14I3bdDv1e8MqQLuT6b6U9J8SYDTAPEuAsIgJVO7eBg8Uq0aCFNzBcvxvaJE2EhLJqhoQsvlCMhQNw4ucDN+WPbtxuQqshIQ4ioa1aqgnUF6lKUT751DWicEMEUHZ2Fzz57BYcP34yoKDGOuL8HBQG5udvRv38CEhIMBzx5KiNM7tmODtodO4QBk5LkxwzR06PDpH1ztIfCgNFQyiF6ns84w6uaaGGS7AFdC1SdA5e6FhmeBh1lorkELwstVFWJsI2KAiwWFKseetwmaAQfOSKRu88+syE5WVodsNc8IEGCurpahISUIT4+Fm53UL1m6FRjiorGo7bWeKUUqxZLDQIDg/Vr0mfXqZM8dlgY0KJFKN5+ewEuvngQ1q37FnPmPIozz5SesKx6DgAVFTJPERG/nx55jSYqOByOTQ6Hoz+AfgD6OxyOsxwOx+bGfvcr6B8AZtjt9jRITt7/TsA9msmHystzEBY2GsHB3eudq6rSUFh4JSZM+NRvzh2gobjYhujoVxAS8sfPvWuIxo93wmKx1vvc7S5GTc0GeDzFJ2UcEeHhWPj664iKisNPPy3Bp58+fVLu20y/T9JKS2FLTxfjzk9rg8zc3FOWy0Y6cmQe4uMvQUhIfflUWSnG3dVXf+aX//LzNeTkLDphY9uSm4sz338f28wweR/y1NUh6ATm+7zzjhh3HTpY653LzRXYaseOTkRF1T+flaVh0aLzTtjYfOneSy7BpPHjUVZejkmTrkQpHQfN1Ex+SANgA8S48yOHtG3bYJs3D85Ro9DaDAc/TejQoY249dYBGDLkIkRF1ZdfZWW5SErqi4SEP2e5icLCfVi6VIy7yEhrvfMeTw0slkC0bn0OgoKC61+gCRQY2LTftW3bHq+9Nl/6eM57Cjt3/q7jSzo1GsGz2+2hAK4C0AlAkN1uBwA4HI5flYNnJofDoUH4GA6HYz+Aob/1mqcNqfyUbBU9ioqSkHZsjoqmuN2A240E5CLBVYKqDiIA6GW2pKpECLoclFuHHpb4CuVKYpwbEM+J2y2uWJdLT3ShE5heDEbwBHHVDl26SCSM0E0A8Hg0uN02AAsxatS5fh5QA2BDXZ0TBQW9dOQRI1Z9+siRETzCPgPOFojmmT2Vu5jwJ1aAYiSPGE/A8MipXkof7xQM1qRrVOTt4EGgVSskJgYgMbgcKFERCOVma1uhIALdxJPEAINeoM7s8VJeqKhqcRLGx0sglHB+OrK++UaO4uBrgfPO836cwkKZH4G1xuq5e2PG1L8lvX58L8uXy5HFw3yDbbqHPSkJCA1FoCpUlRfSETG9OuKRRz7AQw9NwPz5/0JY2BD07m00++zV8pdVhWqmPyAVFECrqIDt8GE4Y2NFeXK5vDzbWk4ObNOm4duHH8ZZNFAoQChz6OVmWIduU3rMzaEgLm4FC22tPMqMDDEflpBAOoZ79LgHgMEThHRmZYl8mjJlNeLje3g54+X2GgoKbEhO3qjLHqIk6cSm15282MatvNL0dvP5WHqNLuiOHeGqqcHN334LZ//+GFBSYiQNMmpQVITU/Hzk5eXhnHbtDJc/o1OESTDUT/d9rU/LBrOgUJHDqKhwhIWJmB89ejoAEbac/pQU6QO1d68No0cbzidGSYODBXb/7bc2nHfeEh15y24ZlFUAsECVUyPqlhEL+gPO6CTRg3K3REEj69Sc8UUxupCQAAuAN6dMwY7t27Fz7x7ceutNmD/fKbA6AKH7DFh+M/2JqazMMO4AWD0eYVrm/EZFQdu1C7Z334VzzBhYGTXnQiZGm9W2mcfKCJ9vIzpAIlpxcaIUHDxoRKrU5huudIiYGLkGRSGDVktUbSIiO5cu1bBliw2PPCIF6czdQIgkatu2ldewySrUJfi5jjQaOVKQTatXC5NTvhLdxTSX9kb9Ar1HHmXZAw/IkTpVu3YiECoqgKIixHOOKON9K3VSoTPPHYkKZN++8r4sFiAwELEBpepjucbatUB6+lo4nZdi8mQnfvxRIndmhEVe3jZ8+OFEREf/hNGj26KkRF7bunUie9zucgQFRepIUQ6TQV4CIDhF1Pk4/E2bDLFeWAj07VQG2yVDsevRZ/D44w/A6bwBgwZtAGDkQBMtf64/dfg0paZANBcDKAawCUDViR3O75vizckLaiMvS5f/6g5yZrQTy5yY6FWMwMJKjErDORAiBl3ntsKg8TtVYgmZyex5v+46sUiCgrwwgORxJs+3bw8cObIJqal1iIkZrOsQhi6hAbAhIcGJ0NCROmrSIDkPOBESYvW6x003yZGhdA6P+ouO2iJEgBzKuP2qVXI0G65UuNQ8kWm//U4UgwvPHyHCpKBAtB5uBLyGUkA7V4uGUxTVxmtMazYbcFDKscJCuW11tQgH6mNEjl5xhRwphJlS8re/AW63MT/MWaQCSr3NbLSZDWsAeOYZORIexfyX+CLlHMhSk5icDAQGojhXHl2aPwOtWo3DhAmP4fPPH8eiRZNxzz2b0KGDzAFS5cXEz50rz3nbbWimPz7FDzV8Z1p5OWy5uXBGRMjq9KnPrRUXw7ZyJZyPPoqzzjzTWOTEetMy4u+oUNG7Q+3HjEPm34onCxWLUibR+Kiulmq027bdizZt/oKCAkn2otyQoWggf0VE9EBVlXdrOp5PTnYiIqKjztPMGzM38gZMdmiIspB8IamM0Cknm7Z1KyanpOCjfv1gLSkRWX311fIdCr6jR9HDYkEPMjoFAAUJLVYKBN+egtQU/TQGX7tSIGBHjgAVFX10fZXTX1CgYc8eGzp1ciI316pDvGlM//STnO/WzYmSkhG6Pc7znCf5rhwp3x95xGcw6kd6k2M1Z1WqSFbo4XT5XMHuojp1wqIzzsCQ887D4sUL8fLTj+P+u+7ymiMWJitkr65m+sNTPGUJTNwdFCTOJyoRihe0o0dhW7UKzqlTYc3IMAwa32JPZGzKJ65RyiczhDwpSTb/3FxhLDWemgTRT4JdIhNiw8QxnZ8va5WGBR0fgDiftm61YcQIKdVfVVX/VoBhYPi216QayQIibKWJHftFRoeGylzQiTJ/vhyVoEvZtQsVHg+GR0YasHnKf985KisTnvVtVudb4e3LL+VI4cDBmj1rNBqHDpVrhoUBQUEot8h7o4G0f7+Gt96yYeRIJ+rqrHruIX1dLtcKHD58NTweJ4qL20LTRN5VV4tj/Z//rERwsDjxqerRMUjZ7tvXnaKc5yMi5LM2bUTPO5QjYzz//Pvwww/rsGLFQsyadSVmzlyLsDA5x+lOSRGoZr9+pz9UsykGXjuHw9EMim8KmWEEauPr1k2MCSrxI9i0MyVFjJHSUuDoUYRS0yFDKaWq87VKOLESotnwkRsYf9fUiAeYUTAl4MjjVATatAGOHIlDWJh4vt55x3xBDVSeSkqsALz7xjGyFxcnxh3lAfWQXbvyEBzcUtf9pk2TIyNblAdtrxKjLXGgilAyN4WuFlZdAAwPnAqbnXvN7QCA99+Xjy+4QISNJSAACApC3WBJrrZ8r5Qon+oKA1qKEb09TYScKc1FF0JRUSJHs7IE6k6v2t//Lsf77/ceNgX84MFZyM1Nwe7dq2H2/lBvox5nrqLOV0hhxWgoBV/XzB/kD5+M37ouXfXHCgkxjNPMTKBfv38hL2891q5diilTrsJXX/2I8PBwIwTp27S6mf7YpHa2FaWlYtzFx8NKJwuZt7AQWl4ebJs3wzl+vHjGy8uNcFp+PkqqqxFDpwy1Fi5cril/3l3KLRWh6nuGKEoHDohAYEpHp05SEbJVq6sQHz9cj77Rx5OTo8HsPKFsomcW0BAQIPIpK8sKwNBJFim0Jh3+56ja0LrYphZA7z2fg0Lu8GGZn40b4bRYYN28Gb6N+DLi45EcGYlganGcWw6QUADfyiacQ2ogPPqpnnbWWaGIihLlJSDAuyUqI3cDBzqRmWlFWZnxvF26ADk5P2HXLhuSkpwIC7OiutqIKFCWMYgIGHsHxTHfB0VybIyaMyp3SsYGTFBKNxEo6vMqhKLjGf3w3owZuPzxx/HgzJkY1L49zh82zIgE+1baaaY/DWkwcTeZmzpRfr5U00xPh/PGG2FlFU1upmFhWHHoEH48cAAPXXghAshjNOzIU9SPuJgBafwdGiqyLiZGtwxYHK+upyRjWXLEE9Whg+h1NPC4V7/3noa1aydj8OCVCAvrVS/vDABYvJh8x/0/PR2oqipDVtZWdOx4rt46k78998wehgIVGWmgBphDp0KAObt24QKG+MlTlC9r1siRnni3W+aDspyCmHNHmUgh+vHHcvyrVIX30nnpkFF6SlFAAiorjWm3WICKilLU1aXgf//bhI8+6oDCQqNWzI4dQFmZhqwsG4KCnOjXT06kpJjRFivw7rufonPnvyEysos+7GHD5EgZ5psrzMfgcccOGVdamjgX+bgWiwUPP/w20tN3IiNjJ95551Y89thHsFgs+hjMaYenOzUlweInu91+5gkfSTOdVEpK6urnUw2+kScz0bgLCjIid2ZyuzVs2tQbtbVl9c79Wai2thzt2t0Ms3FnUIWfz04MWSwB+Oc/30dychds27YZ9913J+rMjV2b6U9HR91uTM/KEuPOXMRIkZaXB9uGDXCOGwerGebD84cOoduHH8JzAtdRZWUBamtdepNuM1VVaTiWfKL8iotzIjTU3/nfRivy82V+LBap5ud797w83KNpJ3R+jkVFRRp277ZhwACn3/krLz+Mbdv+i6QkJ8LD658/mXTZ2Wfj4cmT4fF4cO0DD+AgNbNm+tOShka4u6YGtooKOLt1g5XhFBOty8nB4+vX49K+fU9J7nBVVQUyM+fjkkv2ISqqV+M/8KGCgv3473+7weP5bb0ix4aHI8CPfDodyGIJwCWX3IxWrepXMi0r03DwoOiXAQHWeuezszUAV6N168sRGVn//R8vioiIxrPPfoqIiCh8//3HcDpfPGH3OtHUlAjeuQButNvtByAQTQuAOofD0e/YP/vzUPxbb8kfjM6ZiCFiHSHFnm4lJYbnKT/fiFwxFPS3v8mRLgd+zuQvepXpxQFQe8fdsFjEKVMb0worVbVc3wq3/InZgeVPvJoreWdna7BYbOjf34n4eKvuECKVlcnve/RYApcrql6giChUOryJZEpcrfoJvPuuHOmuIm4BMCZPuY3p9Cbaaf9+iV4lpacBP/8MC7H37BnIuSV4WpURjuonHnp60uQ55Lh+vcAoVccJPXhGb5NvG4iMDCAl5RHs3HkBgDNQn2oBROjPb3ZScy6Zh0QPkV5MTFPvnkrQtdcCkFYMHToI2nXnTgOC/8orcmzdOh7z5y/C2LHD8cEHb2PEiOG4c+gAOalgaPH33gsAKPy///Mz5mb6vVO8wvdoWVmwFRdLzh0jd3Q7QxVc2bgRznPPhZV8w/W2dKmUKj9wAM7evRHggxDwgukARhjcjC6gQFDGT6lLfkN4YN++0qh22bIDaNlykJfHW4aioSnGHSCtAky30sUsPck+ac1GWztG7siAVBJLSqClp8P2009SkCY727i4gn9p5eX4v4wMfPqXv0hOGV3KFChmIQMYwpWhMc4VI52EiKlKeoB3kKx1awkKFhUJjJLK0YABgrwoKTFHPcX427NHWiXU1Fj1NG3A2Bc4VA4dALi1sQAhA4qdoxRsdaN619xUrrtOHyMA1KiOStxrzotRCcdZWfjPmDHYsGcPvt2yBVffdRdWvvceQkNCdJhD/D//CQAofPJJNNMfkwjN1OCHu7mI4uKgVVaK/IqKgrWiQnL2W7USuZKVha0lJRh0yy34YcIEYQqPp36FbjIEIddmLPKOHbIBV1YK/zPszf6dBd5oBwKuKEpFZESgXbvXcfSoIVMoQrua/OlkfYrE2lrg0KFdePnlURg1yom4OCsKC428Vx20VVQk96+pkWjdJ5/I59QRqVSZ20dR8TIgRvCiigp5xvJyCWURFsW58a3azrKSHBQnADDKfavPVGs9fTsoLq5FRkYaXC5JlCP0tLQUSE9fhfR07xVgUm31Vl0BAU7s2mXVP7/kEjkSvUTQBfcVAin4OdFR/frJZwUFsg9wb6Cq2bFjT8ye/Q6mTbsar712H849dyBqakZ63evQIYmctm17+kI1m2LgXXI8b2i328MArAQQqu6/wOFwPGa32ztDWiQkANgM4K8Oh+P4d9o8EUS8irmnj8JDdugiWntgtoS+a1qLZzzoSonTW1b/KCuMRgg1fwKxaTQy1s9KAS8qr4IpezcwbS8QG4usitbIyzMa/RKiTfuGtiH/n56uweVqWHkic9XUOLFtm5xnhP+rrwC3Ow15eW0BZCA1VQQi836JSLrhBjkSqkoFruNQ9UXmJrLyidnAY/axmpvQJIFD3X23aB3PPSe23IgRQ1EQOhT9AxSMgNbU6tVypHaihHTnJTKHG86+R78Vv5KeLtB+j0cEMsd9zTVypGx94gk53n57HaQW0QDUJw3AvwAsQ2amd6NnwNh3CKElSoLOgTO4UbG/jZqrS6/uBlgs+HJZAIqLDWgVfQC33QYMHtwfr7wyF7fccgNmzLgbQ+bOxdC+fY0eQb7KeTP9sSgnB1p1NWwlJRJ5Kikxdj3FT1qXLgJ7OuccWBMTDVmklAGtpAS2/fvh7NIF1uBgw9KgAKG3g/xGr0eFKWKtGMvTUuCdJYe9bqH0j1C0by/ygPqFFC/QcCzjTjy7xnnqHBSVzCGm058oo0svlaOlWskX9gmgp0VVP6pr2RK79+4V5dIXMqlpMrrgYDj79IGFBhsHcd99ciQzf/21HKnx8XuU75xTxePBpoz+Q4eEV6uqBO6UnCzFrL79VkNGhsAyExKsuuHG17xtm4a8PBu6dHEiONhar8XBvn0rsW/fA2jX7iV06jRU1/EAo/0BlVKmDg4dKlZyK84ZvW7KkrOo8bsmTPaeL2KnXC4EAvhw3Dic9fPPWJ+ainv+/W+8fvfdRnKSuWFzM/1hSUMD3K0WnZaTA5vLBWfHjrBGRoqzpKBA5I3LBe3wYdjS0/F1mzYY2LKl4SzhAicP8f80TsyJu/v3i4xq3Vo+p5OHjhkykxIihE/S0CN7U+8xIyFra914/PHb0aHDMwgObqGzAAu0rF8PBAd3x+TJGxET09GrEAgA3C4ZKfg5vSOia4GkFhZxrl1/vZygc5Z6AiH0gHe3cMCwcCjHJkwQuGdAgDyjrwFIK2zOHDlSMFM/ZTU9wMCKq79Dgz0IDapDcbHMc25uIMLC+uu3Zg2Eb76pw8KFt6B3bydiY6363Bkk+ueYMU58+aVV15MAQ1eiocdH53vhlkSUL19jdbWoPmFhBlQTMAzBdu2Ayy+/Cj9vux3Pv/Ya7rn7ajzz3Fa0aJGsb2uMI7Q9jYugNmjg2e32GIfDUQLgeNcyrgJwvsPhKLPb7cEAfrTb7csAzADwgsPhmG+321+H9N977Tjf+7hSvNLyi6+VZA+VcQAAIABJREFUyqKxe9YZJ9UuG7peFQ1RVSKDqc3PfkncoqtWibVAFwIVb2oj3K1plXEl3nGHHM0Ketu2QFAQjqRL3hh5edw4OdKGojBKSQFKSo5t3JmZKyPDOM+CZ4cPawDOAuCdG0i9hbKWwmzFCjmqgpjAEk2OVHCYacvEaMDQ0O6+2+u7e/LFwGvdWqavvWsf2pfmGlzNuaLEpHJFBU5pgLw1YDRHzs4Wg6uoSAQtBQhzCVmbZOZMwOXKxYYNefBv3O0EMAnAxwCMggmsWwEY+w8FH5fIJT2UBHlFlbUjxl0Bz/89MxADB0rVu7ffNmQwr8fKXzef2RObbTa84nTiqvvuw6Y5c5BkdLEHYEShC2/+1S0um+k0ongVltE8Hu+CBYChhRQXS0GV7dslcmcO+aijlpYGW1oanImJsIaFySLlLkmvB51MXFPcJRkaArBjt2zy0SpngkNhk/FvvhHIKPURo4K+hsaMu+XL/Z/37SlK/8ioUXLUCx2R8agAUntT8iN1504Mc7sxkEofLwxAy86W0dXUwLp1qyEoKPho+GzZIkcaz199JUfKOXYl5xwqxWp3qqGEHlA1lgoKxIscGAhkZLhRVrYUXbs6UVgonn8qMx6PFFw5csSG6GhplVBXZzxuQYHA7gsKbBg61InWrYfC5TL2CQCYOFGONOymTJFjq10qL5gCkYofS3A+9BAAQ3TrtcAobNUmFJKYiBevvRZ/eestOJYtw7DAQNzE9aTmOf6llwAAhUS1NNPvno4ZuTORBohxB8BaWiqCISZGwkOHDkHbvBm2mhos7NMHA2lscP/3rYar9s08iHOi5Q5TudiQEGGoVq0kp42/UQV/yMe51SrfTfEQI0XMBWOxKBYFb9kSqKsLxIgRTyM0VKAEDLDRISvIm2AMGdJR/w1gGA4ciqqpBhytkg9Z+YjEC5v5hPs59URaJYQilZV5R/z4AIwGUlGhzOPewHubUGuVYTI34eq35ZUBqK4WXbC8vBAFBXKePQKXLpU+nE7nVejUaW4DsHENgOifRGaYKTFxH2Jiuusim8OnocfYC+fQiL6JPy81VXxSHBO/1ypPlOfL/vISvl+/B5s2/YBZs67GSy9p2LVLAjkEwKxcKc81cuTpF8k7FlD5Q3XcBGCjOm4y/f9XkcPhqHM4HEzSClb/6gCcD0AVZca7AC7/tfdopqZRSYmGtLTGYU8NMZfLlQ5gBYDYEzbG3wNZLAEA+vo5UwmgC4A0+J/fk0ez770XZ/frh6z8fFz79NNwm/G3zfSHJK2uDtLoBP77SBUXw7Z3Lxaecw6sZq8vz6elSZ8pGnc+lFpejrITuI68W41Y/XzDcD6dSP464nJhoLkqEu9eVXXM0Z0MCggIQvv2zyEmpv4ICgo0bN8uxp2/nGmPZyXcbjHuWrasf/5kUEx4OK4aOBCvTpZI3+3LlmGzcsvvzctDdbOc+sOShqaCrhs4n5UFW2UlnL16YaRv8bnTiCwWC0JDExv/4mlIlceB/zweDyIj4/2e2737bXTs+DDi461+zmrwhd37nk9Le+s3j+9YFBQUhCeemI+kpHbYuXMNXnnl7yf0fsebLKei8ILdbg+EGIrdALwC4HkAax0ORzd1vj2AZQ6Ho57WXF5e3qQBBymvxPFUZH2vGUlvBgsSmPHI9B4xikTXAn/To4ckh2Rny3foDadnhXFgRvRYr5qemPHjZSxRhmA7fFii5BER4p1giN8clpbnAPbuTcGNN47Brbc6ER0t96Q3yu02PONjxjgxaZKcN7cpSkvbhFatBulYc3qX+XjUBwnLpleK3+ey69VaeT0I+yJW3KxQ+rpf6OGllyk2FoiORmlYS1RVAYkRFd6DIpib2Hsqa+od5fQZo9+K8KSCApn6sjIJsl52mXxOtCeDaaxASnQu57iurg55eevh8bjRuvU5+vVZjZPdIAAjYEBkEq/Fni4dNyi/ByOP/PGttwKhofhhYzR27TKcabwOKcolLzY7JwcDrVbkHj2KB6ZNw7MPPWSsMxU6KR8+/KTwji9FRkaenlnhv4BOJ9mUM3Uqxnz+OVZPnIi2ZugMAMTHQ8vMhG3JEqyeMgU9KL8YRSoogHbgAGwLFsD50EPShwow4NMJCdD274ftww/xzc03YwCjUGR2BRXaUWEkwjOYRznA3o+0K3lpirktWzTMm2eD1ep/c6d8mj7diV69rF78BADl5dno2VO8zuQv36p1PsEyBG1XUTZ6q0tKUF5RgUgmkDHpNyREf37nRRfB2q6dgRLgxX0RGAwbUs79oCJgjDZwkD4l3qvONWQTnel797IipgQGicyifJYKmxo++MCGyZON+SOrBwYCmZkrEBkZgfDwRISGyr1Hj5bz5gLGRGyZ8/IAIDFKPRdhIhRaDL0qAV/U91zzfxFfp5KZKShNxVXsd92FuatXo2NSEjbNmYMWjDQrKHH5sGHNsuk30OkknzZMmgTb8uXSx84UESdp2dkNn4+MhBYTA9sLL8A5ciSszAujnBs8GOUuFyIJG6IuRp4KlHCyOaPGUlMtof6jRwWeyb2WKTOUgepe+w+KHsZlzMAYj1RfaHeaa1qx8ibzvciXvj2EKTo4lO7dRf0LDJToX9hRBXdgDg4vxJYtgKFPUeASGs536/GILhoaKgOgfllTgzeXL0e/3FwMTUoydC7iI3kdE0qjrp8oLGVlcpnKSlHR+Foo2/k6KfM5HxQFubne+mdysrWe3iTnr8Ejj2xFbGyyjlqiisjCory33m+1tbDA/gMWREeL+p2RYSAMGMzk9ZgdtHHjeowdex6qq6vx/PPzcNll1+vIEMJEhwwpP+6805TrHUs+NaXR+XsAVgFY5XA49jT2/aaQw+GoBXCW3W6PA/ApAH8lh07bkn+RhJmY8gkAGI1LAOCDD+TInZGxYq7qwkKRAjk5snPT6CCT0qghZJHXptavjJvUbMPAc7mEX10uuTzlHjd+ooPCw4EFCz7FpEniueUi5hryZS6SgWTSsHjxJNjtubqNZbbHXK58rF07E2ef/V9ER3s1qNJzfjsmKYXIEu71PLqCVGgKd/PZybVUtAhrVdm8Bw4Is43vpSQFu4/S0KN1qeAW7lGiPJUeMG5FgZCaKq8gIUEUKNrfzOvZvh0oLs4B0NprbgCgoiIXERGtkJTkoxUpOnw4FeYqmxQUV18uLyD3qLBlq1xlmBL+xEGoNZVakIjYWPnvgAHGHhRVqpwJnDflXEgG8PHcuRhzzTV47vXXMbRrV1zFHlRqI4hcvRpo2xZV5gIZzfS7ocjXBNXeNSoKaZMmIchf5C43F3/7/nvse+ghxIWHG0aGyqfS0tJgczrhvP9+aZXAHVht/lpqKmyffIKVd9+NXq1aGbKNC1Dx6ZF0455UcLgkfSvh0/8lKTYa3nmnYeSAWT716lX/fG6uhuLiNPTteysAw/ZiuhjhOFQ0gqorvMaNigrU1dUhc9UqdExKMhxESsso27wZmTk5WHTllTgvLMzcowGIjER5VRWmP/EEXhwzBuE07OgZomFH4j2Jx+IcqnupquwADEVi717g559XIDg4GpWVA3VkKed21y4NCxfaMGGCFMSiXKftVVSk4fPPbZg8eRFatuxcDxZrluVEpSaGqpMZGd43o4JHCCqNfKVUxwWq33EdlqmXQG8iDV4AL112GbZkZmLDwYO4bvZsLH33XQQGBup7YuSqVUC7dqjy9WA10++GIqdPP7bxBkArKIDt++/rn1cLU9u/H7YffoDznntgLSw0YNBKHysNDUV0fLzhZKHlpBg/tFilu8SbokpszB0VJXLOtxcmjUOPyED68qnPUAWkKKBtyZ9T9gBAly4efPTRP1FVdQ9iYlrrDlmKAF6TLEPdIjrcLWP0eBAMUzss7tVUXsijgKEr+SI0KDQSEuQGcXHi4EtPR05xMf7vs8/wpNWKQHrk+B6op/kUoQEAS5HobPsz45GQIM9eWWlkF/GrfC7qnYSqcqgN6Z+k7GwN69bdh0mT0jBypOiAFCdUoxNCZZxZeTIn7cLkCwWFIq9KSuQ1h4R4t5Kmr5POQIqz4cOH4qmnXsJ9903Dv/51G9q3PxOxsaKLUw2NDAwEAgJQZW56eIqp0Qie3W4/H1JJ8zwI3mwrgJUOh+O41A612+2PQerH/wNAa4fD4bbb7SMAPO5wOC7y/X5hYWGTDL8QxVnVfvoI/VriNTMzZdH4OIa8agq0eOkx+YMeDypRNA6PHAEuvFCYavVqQ4lixM+3PxJv8uijclQhpG3Vhm2ckyMO4KNH5XKM3HEI33wDHDmyChUV+9C58w1wuURA0GkjKYUafIERKp0CTz8NAC4AWxEX1wcWS7Tu9L9cAWpzc4GKimwsXhwMKKw7YAitqVPl+OLflYChBmGOfgLeJTzpoaJwYSLfRWp5DBwI9OmDzK6jcfSo4a0ZU71M/pgxQ458QawcoJKUlxcN0m/F13D33TLWUaPk9Si9WW/0S695/T7hGiR99EcAbXxPYvLkTISGJuCdd+o3MGY0cMreh+UPZaFv6yc9Z/p/PhMAMK+jDCI9XQy7iy8WD3lwuljyX+yVHWNCkQpHxpogtMnJeOGDDzDjhRcQFRaGL7/egu7de+prJfCRh4AhQ1B+0UUnhHcaumZ8fPzv3kt+OsimSFUV1f3mm369dxoAm8WCBeHhGMXkXMqaoiJplbB2LZzt28PKKiSsStKpkxRc2bMHzuBgWMnUVDCuuEKOCl3wc4yRk7pABaEvvFCOA/vLrr5uoziA6McKDs7DrFmj0LLlq4iLs+q5/D5PAMonypM33vA9vwhBQWIkUYG6WHVzZT7ZTGEnXDpWaRp0IVNgUu5QBlOGm/tRcuDKIXc0IgJhAEotFrQODDS0Gw6Ulixze7iJMArKxI6HRQYcKjN4l7bhu+8CY8dWIygoBEuXGhG30aOBvDwNa9bY0KaNE4cOWQEYimN1NVBdraGoSOavXTs5TwVrwgRRngIDz0FAgGwKLFbAOWvzmRKElM833ihHymS60AknoFOKCqVvpekPPzT+XrsWBysrMXDlSuRXVeGRSZPwxPXXGxvU118Dw4ejfPz4Ztn0K+h0kE8boqIah2VaLHDGxcFKa4nWE0zczz6d77xj6BA33ICVubnYFhiIu4YNg2WAkj+s5kE5x+tRnwBQ2Lavl7JvSVNecfI8PVRKX96bLeucKadc9r7VxQnIYn48IIiB8vKjePFFsUZYDE8Vx9ZzYBk0Y9G0iy4SO6172wqxGOkl4/M4HHIk0wJGQIChROoCzAHWNJFNLVuKvIuJwcC9ezG7slLeDw07TgwVPTrLexiOahrUyza2RPv2oupu324YvURBpaUBlZVlePZZeR+0FT/9FGgImGvIeanmHhm5AEFBo/RC6bRtmSM8oZeEUtkr2JKv0FvKKF61I96ryjBlKB+TqqK55syZZ9bhrrtuwQcfvI1Onbpg5syNiIqK1/1/PXrIFPTuXX7ceKcpvHgs+dRosxCHw/E9gCchZQDfBDAYwO2/cJw62e32lipyB7vdHg7gAgC7AfwAgLHlKQAW/9p7NJN/Onp0PbZsuQcJCQMQGOhP/duMxlHxgwEMh8US7ee8UEREMszG3Z+HNAB3AvgA/ow7AIiK6oDg4PrG3cmke6+7DpOGDkWZy4VbbrkCZWXHu45SM51q8sfda6G4Ozwco4Lqf0Pvg9e+PaxR9deoVlIiBVeCg2ENDKx3/nhQSEgEpk1bhLg4q5+zGpqetXPecR9bY/3tUj0e9CwsRKrHI8bdCaSgoBC/nx858i3atHEiIsJa71x1tYbi4obnLzd3LQ4f1mCxNKW49omh9uHhmD9qFAIsFsz8+GMsYdWrZvrdU0pKStO4Ny7Of59OmLjfX+QvJwdXaRqGtWsnrUpOQ/J4RFGPjKyf03vyxnDsCNPnnTufsJzimppqHDmSjvBwfzqQhqZUS46IcCIoaNQJGmHDZLFYMGvWK+jffyDS0/fjhReub3QuTzU1BaK5HEAkgDUQqOYQh8Nx5Dfcsw2Ad1UeXgCATxwOxxd2u30XgPl2u30mgC0A/vcb7nFC6IcfxE3Aamyz/6O8thWyWFvM+bfxZXp+GKvnjwgXcLnE69u2rcSViaekR9iXiKtWZbdXrBQBRs84IN4dtxsYP64OI88zvjN/PuDxuDFgwFAMGLAZmzeL14KOrS++ANzuHAD9Ia9ZPPKEF+TnC+xSjJd58qxKPvEajGj5tnsi0XPP4p86KY/SgUjxYHcOUx5uQlQ5AMAAcTMmThjFvn1AYiI6lH+BDlu2YJX1X/L5ws/lSO84PXaKKUt7SOQu5U3jVqpgG1q3lqHt3AksW1a/yjC9/wZpADZAqmb6o9UAYgCcWe8MHY28B9Jlc/v5bIncfaYCcelnSeQuRaGanu/xBhDbE/ixVkKPyhU/xKZCFluVkW3GIGRmwgLg+QXLsW3scOzZsxMzZtyEt992wmKxoIXLBbjdiPz0U0SuWoXCZ55p4Hma6XSiSIa6fD19puID/erqsMbjQTcmeZjyhEvdbkxZvx7O5GRY6Rmme7RDBzHuUlONPnA1NQZEgF5hJoso/jxi2iXIwgxgLTzgHbnr1Alwu6uwcOEexMcP8iNHNPzSkgwMMjFCxeExokXkc02A8Fsw3bbMV5k7V46K2QMI+TaXmVQ38URG4r7SUjjr6jDAXMdb0YrDh7H80CE8tmULAgGjPCXfG0MATz0lRzUWc/9vRguioiSgkJ8vc8xXHB9fgzPPvA6LF8v7Jbrq0CGgrk7mJyjICbfbe354j1athqNVq+F6MA4A/ioiCG3cCh/KxngMJxL+zlxxrj+6xBnt9MWb8QUzRwjQo3tj0tLw1ODBeHDDBvx19mxsHDIE3Tt2lASnrl0R+d13iNy4EYVEZjTTaU+br70WV373XdO4t65O9CN/kTsAVlbRDAiQiExIiFQLXrkSyy6/HIOplKhwWuUFgkQIX6mqaKuwWm2QYUTm7xexFWlR0TGVz1KcJHtpiPLXhIeIMGHQkD4fRu4oEqk7MfgcEgK43RUoK9uJTz4RXiFLUHeiOCbqmSk13L4LC0VM5JZGoKQE6NCzv9f3ug5RbUVM86YjvxT2sO6OO/xHdQoL5UJuN9qaB8UQ5HvveQ+GJYhNOXgHykTgaJrkF27aJLon0RWVlbXYv38PNE2if1TjjhW5I5mrJV9yiXGe+i87Reg6lNK/Lal7vca5bK3Acnv3FjlaUSHjIHCCgU1ex9wqMThtN2IBPPHEQvz1r4OwadNSvPfeE7j4YkHrTZggy7GsLBJlZZGIiTn1VTWb4qpLATAIUiawGECR3W5f43A4Ko/9M//kcDhS4KeevMPh2A9gaP1fnD7EDZZQusJCMez08Du1f8CALXGzZ6K+uXtjr15ST3f+fANu6Futg8SbqooA594gjeioOAGyyENCgKAgC1JSDAYKC6vB0aNboGmxiIg4Q8c6k1cTEjQcPfoV4uOfAdBN1zXM6TthYYkAtoFLhgKNdhhlCgsWUAeikkfdiOH4e+8VAdLhMSnjW3CnKA4FKvI1qMykZbCiCbmO3MxBTJsmWtz+/cCaNRj6gHy8JuhVAMCIn5WFxOZ9ShmJrshVYzHw6dQZJk8W/DXt8c8+k+MAf50QdOGU6u8kBNbaC9LisT4xfYVoplFK4+o6ZzoA4DGl9LXsIJA4+g6e2jEVFgsQtOgTL0Wp1Y1Sqr3wQ4Goxm815f2odRUTE4X331+E888fgi++WIiXX56Fu+66HzXPvSDXnPe290bRTKc30ciiM4N4ROY49eiBCCjXDaNzhEV37oxoAHtTUxFm9nwrAaDt2iXV6urqxLijRaFgd1pFBb50ufCM1YrAgADdahtxkaFAZQ2V4iGUORwWFSUpThCKAQPE6UJYj2y4Gn5JHzxfSk3dDCAWCxaI8Bmj6pZQpBIKNSBRzQvnh8YJ4YWqibdXf7YZM1DscmHsnDl4tm9fWP30btMA2L77Ds4xYxBIZmfFFAppYsMJWVRQqEFn1erXadtWtMzISHndqakytAsuAIqLd2LNmkpERg6u1+fOPH9ut1V/fYbx+COAdERFXa/myxg78/N+rhYFseutkteoG6KqMsvBOHFccbs7M0vtd5xLWo3EUtGJQMiXeU7cbjzQuzfWl5Rg0d69uPJvf8Pa559H5NlnywaSnV0/ibOZTlvKysoS427MGFi//LLeeQ0+3OvjINHCwoxWCYAIDQqIggJoF10Em6bBecYZGJybayglyvIJ11SqBnUyJZ8CqawAaNcuHIGBQI0lAp5AAGfLuo5QOhB5JURZekQokqjfsHAKlydLCYjvIgLAEF2XYF4e4c8U3YQFUj5R/cnPl71f2bS6KqkbeMR60lIEgHnikKeH3eLbyBdAVlkZpq5ahSerqzGQH1J4UMei0KBnm5hJE5F9771X7O99+yTo8D8Vqvn73wPRvXs/fY6IgG/ceZeNVaum6n3wzLD98HDA49mAe+8NBdBPF81b0sWQGxChFFCFWOH+U1IixWpatBARTEAL/U709ZmhtdOnigzsFxGFl1/+CFOmXIzFi/+N7t2HYMCAcaioEHv655/lH7fgU0mNGngOh2M6ANjt9igANwF4G1JZon4M/Q9KnTrJYpk0Sf5PvZdOjsj7VViKTW0BYwPkbms27Ph5XJy4ZJKSjB5tDWFt6RpSREeq2dNtt4sM27RJFCgu0tatg2GxRGD9eskYZX/Mb74B6uo8iInJQOvWM/VcFXqdli8H6upcAJh1X3+5REUBbnc2PJ4YBAVF6QHLIz4xXuqNLGTZIUBJJWV0Pfec/JcOo0FW0/NSuFC58KXXX1dlpcKAVasQOl3exwjmGDHyx/Ahj0qBu+Uhw8B7QBmHixYJnjoqSpw/bNReH6WlQXLuUgD4KwWcDaAFGjLuAOPV3n+9Cm9oauNRPWxud70AwDDm2YIm+J03JIS6e7d3TxylmOuBO2ppAPIuUi+/GujQoQfmzHkPN9xwOWbOfBCDBg3CxIAKWdhuN1BdjXg1V4Wvvtrg+Jvp1FE8o0yMoHCHoyeCvGNOEOZndEgpZg2jpkCKjZVqmxUV3luvyfOjAbi1tBQ/9uiBQMKqlKKx4ud2+vfo6KXuxgAPnRX5+UUICYnT6wMYNZY0/No+eMbvvwYwU2//RzvN6ZSjnkby/lI5UnhRGSLj0fJROYYAgOHDceczz+DZ4GBYzeE239H7Foygy5hhNApfpf0cyBcvm9lnyJTHt98WO6lLF/Ew19YCdXXB2L1bIncMYPiMQO8z5a0/awgKehQxMYbibbbxmWLXNUmhJehko3aqlEk6wkYNVYr3R8qQVeuyODsbscHBwMKF6oLK02eu6MIXsX8/LADevuUW7Prvf7EjIwNTn3wSH7z+OixJSfI+IiIQ/6ZALwob2hea6ZRTRbt2mFBZCee4cf5hlTgGd8fEQHO768sfUnIytI4dxbgbPRpWWkjkX4ZfyJdULhQj5ZaE65dqhVwgPBxFnhhUVhoikg4oX38MbUXaktzDafjRYKCt9frrpmfW5Mh8fjq7eG2KaqZAMxJfXCxGydatIhcoO/V+npxfcx+8Bx+UI/cJcwNeSFLORZ9+CueYMRholv8MNFB34oRQeVSKXFVvw+PN8hIpKZL6166dzAcLA7Oem1l8GitgMQCf/FwZAID5GDnyTbRpI7BMs245enQasrO/xc0334/AQMPYvfRs5bwMFbjGmu3iaKJO1KWLvKPQmjLAXYXPVwokje+L8ZihppDTwq/lGhMmANdcMxaZ2+/DI88/jzfe+AvWrt2E777rgq5djQbq8cpQKPTTYuhkUaM5eHa7/S673f4xpLjK5QDeAnDJiR5YMwF5v/H35gI6cXH++rRJD7fExBsazLuwWMLQWCGeujo3goJObV7ZqSENIpw2oaGcO6ldefr6QsaNuwzTpz8Mj8eDW265Fgfzfuuqa6bfG9U0wN9aZiZsixc3Cqva3LMnWtMr9CuouroYISH1+1hVVvIOv7YPngbgnwAeBXDicuJemDbtV+UMHU+Kju7h51OvETRw/hrExHyMgICGc6p/KxWVl4tx9wspJjwci269FVEhIfho2za8ZIo6NNPpT1lZWTirogLvhob+cuMOEOOusrLh8+npsGVliXHXpqH9t5kaIg3ARfDjfDqpI+AK8GfcrQJwGYArdePOm+oQGdkN3bs/jMDAX7///Fp66K67MPHCC1FUVIRrrrkSVVUVjf/oJFNTIJrhAGYD2ORwOP6UXUfpUSG6RIJs2/Dyy4KBbv2kRDdu/+Jfxo/ooSVWkS4doxeBuFIHD5ZclxdeqHdfrzIldLuqKOHUbHFDT3/QUCxqayW9rKAA2LdvHw4enIz+/b9Febl3ZCkrC6ipKUJkZBw8ngocOSJuDfb+oIN+926J8EVFNewHkAh+B70KL1O2mL6zZo0cqf+wz9y4ceLWiY6WI3PfGHjYs8eoDvriDOXWVxUCdYimLzGvkSUvVRjgh9s+AgCMjlhnTACgR/Di4ox70WP90kvy8yuvFKimubWMkAZDOPlrsroGQCc0ZPiZvexMv3z+/Tbq/9L0N/gzOb7WU57/9delzPO0aeoOVxbJ4uzWTV6e2U0IIPTRf8gf7YxICt8tc4OLioBp0/6DzZs3YMWKb3HVa6/j++9XIiotTbz1dCs20+lJ9FITd80qhYw60dVMVzRgyJKQEJTW1iLaFOElaQBsn33mH1ZVUKBXu/s0NhYxrHdNeKEa01lnddZ/Ehsoru4fNogjiAggOcbqaAgiGMPCyuDxlKCxnLuGSml7F4wSTz3FAtHw/35Yxr1llwinAfT0sycd1z4LfTCZb5RJ2UhJETnNkuzKja3h2Mqrjk9iiWK+A+X17dxFImRvvGEoLnfeKceffjLKeQNGKjLnMCcHqKmRanOxsU4UFfkbgTHCggKRO4yQLK8RAAAgAElEQVRGUAYCwOOPy3HpUjEACwbL5LXgGlI/omf8QI7MdeerrpIPMjMRFxlpwEL43IymMPIMGBg10tat6BUYiLcSEnBNTg7ue/FFDOzQAeeNHSvYL3MuZDOdVlRXV4fZs2fD2bOn5Mz5UD3Ype95oOHIHUx98mprBTaenW1El555BuV1dYhkRJhrVTkIqq6VUoutPKYso7IAwGJBXEQ14kJrsWK9rGPul4yWEV5JVYT7OCM9jPxQLBORYAZQcJiEZl6iwiVEUzJHWAF4sFOl9Q8ZItDsjRtFnDO6z9ZN7y8WHr3ejCskooNQL/WjjORk2HJy4PR4/Bt3vkgyziEjeorcr76r/82OYBMnSkXQm26SzhS+BeBljjQcW0IWAegMYDkACYv27SuwR4HtlwMYjC++WAcgRi+M/tFH/L1E5C4dLfKJwIM20fL/3LIohIcDoSlbgb17MXTCLQAMJMKZqlSCGXjHPYtTM/mscrz7xBMYsnUrUlK24e23p2HWrHdRU2OBywX8+LPI1T59Tl0uXlMgms+fjIGcjpSQ4G0YGYXRqgH01vcsveCcOWeJXMlu4w01KvzuO3ON74aJwkqVz37tLVFKBg40vvLoo5I7lp8P7N59E4BZWL3aeAYKlvff1wDsRN++dwKI0PV/wispE2S/DYCfgns6wxBrzvwxtpZhudr775cjGZDMzu9TSBE1SR3KLBB1HPgvhQkqZYv3rBsqEsjy3LMAgP8GiQE0+0qjF9OaIrFyK79aAbRpg9tm9fDzejQ0or5BhFPrep9SGP/jH8ZnNHrVq9Vx34Sx3aWJYUfjV2/Qmpoqis66dQZg30xLBXK26Z3t+kclSmAR9iGGeSAWXDgKg1I2YsOG9bj/+kl4bd486cWlikHEK8WssKEiQM10UimemgQZkMKIWGJu6MyzY44XYCjGa9fCX9wmA8CraNizq0FWv9azJ/qEhxsCg9AghYWMPWCsu/+tlx3T5QJqa2uQmjoDAm0WfBE3VqE6uFxREKCIP8/sAQCTADRk3AHAR/DlTz0Bn6QE2wAoq5JzRk8XjebPVbEmQvAVJqqopARxtIBMOWEaji0dUkCVBdKPBTDek3qP6zbL0dyqi3Li/PPF6ZSXJ0Yd5RONvqIiGUFAgBNlZcYIjHZ9/kfIfYzOOcCQnSxmYJugLqLkQsYRUYSHsK8pn4O13amtLlZFsV0urAcwlMLMXEyLTgg6JVQPGtu4cbhv40bM2rUL1zzxBDaPH482Z52l7wvxav0VmjfDZjplVFFRgan9++OBjh1hLSuTd8xy/VFREplzueAMC4PVT563hiaUU1q+HM7Jk2HdssWwspTjtmrYMOlJRuWCjYBVMhjF37CYdP2aR5N6IdQCFB0B9u7Nxt13T8aYMY8jMVF4ndBL9kVjl5Mp1yrnltL6+/UTiRoeIJ8vWSJ62nZDFOp1Cuhn5pFN0mnYDeguvLFokYGO6tYN2LBB4OXUsfiYrCG33WX0iTzzGQUzN1kq6QDOzs5ucH5XQGJnD8ME8aMSyMGp9BdzyjFl+NNPi78rPl5+Rp3HoJVoWsGs1QD6ITFRZJN3JkokgK2YMEHml/5MGpl0OC1eLnN32blKLqnX1eqzD4BevVDUbyQqu56LMFNBQcDolcpUKMBIG3j7LqXTP/4c4gDM/fh7jB8/DCtXzsOCBcNxxRV3wO02UPenUj41CtFsJm/yeGoBhMC/4vHb6SCA3xImra2twY8/3gFgJvwxT3HxHgjz9P8Nd/kzk4bGjbtqMGpwsunXFu1NjIrCwptuQmhQEF5fvBjvfPDBcR1XM/0+SAMwC8D9aKAUOYzV3yf8161xKS09HTTuvGkPpFJvNvzL2GpI156P0TD/AcBTjZz/7RTnJzKxBY2rLk+ewDG5XJo+goCAhkbQmPw6caQBGA9gt7k6WBPo6YEDYe3RAzkFBbDdcMNx7dHWTMeXnnvuOTHuEurnnXsZd/5ataCJtXLHjIG1c2c/3wBCf2OLkszMNIwa9SCSk/3Jp983VQAYAuBDNDy/V0MaX58Y40ADcBUaf8MLAfiDnZvp9Eh96dmzL2bNknzg2bPvxfbta07xiAw66Q1v7HZ7ewDvQcIbHgBzHQ7Hi3a7PQGya3eCOBmucTgcp77OqIn27NGwY8f/wWKROD2hMSwQ0m2uEewcUWKXP8yum0ZIA2AHsA5+QH9006hI4O3nq/KvJiXshx+isWjRKJxxxlPYvdta7/pffFGG0tIpEOY6V78kCyAQtkdHAz26zK/tZSAZ9YAAPbx0xNHLQbQgo1JE5DAqRW8TPTKsX8AE2jdNrQuuvlrK3l1E3ANdcGbYGQS20QKmRgSq3NKIoA0AAEuAwIF++knCZ6HKEZPR/lz9Gp+pIOGIiz2Ax4Px4yXKJcWjNDRNOSqHb8EVzh1RYF3zjf5Oj3UVD+OcOAmxstALH49efM4JI63LU95AcjLQ66efdA+il1BWL9icHsSAgw+aE3V/uweDALzicuHWV1+F/Z57URM4FFPpuvQtEtRMp5Z8IeAMu/D/hLuRec8z9YUj4/t0Ed8EY3UPQX3S4LP66bKlS5qtYFhhjVn3AK5dKlUU330XCAkJBdDF69oi1sx38DYumWJz+PAcANejceOkvnGY4YP0jokRRXD0RiWE/vMfOVKmMlTO6gDEa5nhBSwfPnIktkCcc58DMFXX1knLzoYNAjrSSTFk3kxpUtwySiJhycoDzW4KgNHHePp0SRdYs0aidkyhzMzUYH5DBI0Yc8fzCwEYFQRJDKaZ+yTfIsgl/POfcrz4YjHqOZcM2HXM3up9EYZLKbwqKrzebq/Vq+Vzc24eoSQ0nFk9YutWBAH4uGtXDDxyBKvXrsV9M2Zg+jMfAwA6RzXnDZ8utG/fPkycOBHWjRuFT7gIIyOhHTwIm8cD5/DhRisWKh0+68Pq59qrIFX+FgE4LzkZOHhQ5B0VFYbVZs2SIzc7MrzCVw5T/F13zST92i1clUBgIA5XhqB795F6BGi6FLLWm5D/5S9yJBrquutUi5WtAklqoTbnfZkCEST/EgQAGNElVsekOOZWyzpERUXyXE9cJAijx7491ytjghH9d9/lWORowBSBMwmNUrkzh/fv/wWNZkzE6iOUkaoA1XmZxoOtz5eqMIMHC5Q0L0+2AKKw09LSjnUHSDXfmwB8B6C/Pj8XXCDb2aefirgwdf7Ro2TUwZcsEXjwvHlSKYqFkJOS5H1wjiPnzwcmTEB24kgcOgRc2EXCp2PHSvGn0BARqu3bGxWn2BnGuV8QKjaFMGiTugJ39ElG6rXX4sX58/H441dj0/r1WL++rRqD6K8TB558c+ZUdDR1A/i7w+HYbLfbowFsstvt3wK4EcByh8PxjN1ufxDAgwD+cYzrnDBKSvJXDVES+seO/VzH4LKnE40SKt4AjKpFTSQNwAwA2yHxQX2z88l10MHe6mY/rjDKaL/9NnDFFXOQmOgvFHwARUVnQ6BLVgBGVTYKK0J4GJ4mYon/N6dL0MAzEBYpAHrrxVqYJ9YySBb1Sy/JnPqWFyYR3zxZ0s70fiSAqdAajQwfww4wMPn+utCtccvAqYcSHnpPvsqZbP2I/t1nE1R+n3sg4PHgyy8JgTqEpnu+668fwqeYx2lWEj8KlBfQkFP7nnvkOGr/2+oB5ItjZsyQkncej7FRmknVW+774cP6RxMmSHVXGvUty6SP1WG3eEM7XP4Krj5SgwUL3sCT/7gAF2zah4SEFojtJ4sgXkGFC8211JvppBGhsrqBp4yo6rOtAAwHyy7FKtSvLgwzGegNFKs4C8B6CLjYlzT4Wf2UTcz7o4LFMZqcW42LQ7930EtNs0pdXp70MVm2rLHr+VIp6uoEPkU+G91N9Xa7VhTC2hmCJw/MUtYLIwwUWnxeBX0GoJcN9z96g/ScIZjgmYCerMOpS08XoUybkooLYGwJQUFia/78M0A76VgjkH1quzq/BMAI+CN22mCOImBU+GNQhEolHUR02OFsBc9lw1M6HBYt8h5dr16wxsbW748HoLS34Kuif1Qvl9Ux1TWS4uKwYOhQjHzqKbz8ySeoS7oUI0dej84Fcj5e5UEWss58M51U+uSTT9Br2jSMAQyjSx01iwW2r7+Gs0ULWI8cMfQZtQ9qODb/HABwbnAwDlgsYmWdc44k7MbFGYuU64XMRG8qFQgaKUppMdqIAEVF4UhIkFTY3bsN3xd1PBpN3L+Zkx+8X3lD1BrlvbVukgbCXC4W5DUPh/4jZlewDgFtKPL+15vP1T+fOlVUwLPOMsbE5c40Xua6AQDuULJKOePaAOiK+kTnU4PaDWUhlSflNd7S7lL9K2cpw7VHD9EtH3jAnH20EQK5P5b+dC7kTQvReFuxQuaqulp0VBrAgDFnrEh64IAbgYFBunwyFxcHgMg58l4waxaQmIiEUCXblHAN/V5kz8IKSYw0rxHGF2wTBee5Y58Ybn23ilB8/rbbsDktDas2bsRV11yH5OTvEBAQrBcMvvlm0QvfeuvkGXqWxioknmiy2+2LAcxR/6wOh+Ow3W5vA0BzOBxn+H6/vLy8SQMOUgvS3VDu2zHI6RQuZj4pS3FPn+5Er15WrFoln3PTY96YeWO8aqfiUt/S42ZSXnXt449l8z9WNSMKTD4PLasrrtC/csfnl+Ccc0TX5xgBIDd3Db75ZmK9ggSsC1BR8TMslkD069cJAPSCKRwKhZo5v5bVdg8cENhqVdVRhIcbrQ04LCpiLz0n4733QZFuLFm+apU0AA0KMjXjBjB3upEztKFMwl9EZCQ+fJvXd/eXlGDEsmX4+M47YfVnJV12mYzhZ6nPS48Ze971TDYZjCrPJv+puQgNFaffV18dwpIl52DUqHf85vxUVRVh924H+ve/HxbLsYENzyr5El9rGqdaq9+sF9eUuXm9meZeoSaTLyIiQiR9VZVoWr69KUimZqTcPZavkHtSD4vYK3lIWS0HICioChPHDMSGXbtgtV6E99//Em0/+K98URnX5SwO0URqjB8jIyMtfk/8juhkyKZIatiUBy3EM8m8pa/S5MhS9wyy0YkDANFLFPzW3NHaHyn5tO+LL/Dstm24vls3v/Kprk0bWCwWw4NCA89UCWTDxeJMocw0R5ApXxsqmFJRkYvLLxehxNuzeBMNP7O88yW324WgIKNUNdmBStdZ65X1yVAXjRTehNVLGI0y30wVoHkvNRWdo6Nxnp9qflp2NmwrV8J5113+5RMA/Evm57YnZM6YzrjGhPZhbZeyMnntRUWigCxdqmHePBusVv/zl5u7Ft98c+kxCtIIUWk1I+uYhkjn3iOPeP+GCI1O+crSI8xAebcRE4OjhYXoOXKk9/5GazUrC7kVFWgVEQHcfrt8RjnGPD1WoygpAXr1wuvLl+P2//wH4eHh+PLLtYiNFZN5YJQ4ncqZ99dE+jPIJuDEy6fdu3djsB9PzuqcHKT17YsJZ5+NFnRs0pu8ejW2Hj2KC5cubTjnNzsbf/nhB/w0cSI6RkdL78WuXcU5sH8/9i9ahBZhYYjlImX9A6VZ/7xhA9weD87gnsViUE8aYGntpxC0aSN2S36+YXQFBwNZWSuQmbke/fr9Xd/fWUyO/om4AiVo1d5cMlEELg1EvU4DDN8u7U9+h3oJwRe+hXkzMoA+fcSJt26doXea01gBb6dQnEvdhDzkR+ZriYmwzZkD58iRfue/sKoK8WowR5+W99vCIg6arzcYwuKi9hIRyG3RG+HhYgvu2AFs21aG+fM7Nyh/yssPISKiTT3die0UsrMFARUVJftZhElVpM+NuiGNPy4vzpGu6619R/4YPlw8Wm63wBCYx8mohpI9Xy41WJ9iiUVx6FxT6iWC5r6KnNatMfC223D46FHceOMM/OMf/9Xb8fB93nlneb05aIiawovHkk+nNAfPbrd3gjQ9XweglcPhOAwA6ph0jJ+eNDIrH716WY/79bXduxs37n4DZWdrfo07UmFhBmbPHo7a2l+f0xAQEOhl3P3S8a1f/+Cvvrfb48FLO3eKcWfGkB5HysvbgNGjP2hQOfr22yuRlDSsUePu90KhoaFY8NRTSIyOhqZ9jVmzHj/VQ2qmU0Ta7t14PiUFd/fp06DytecX5lOZqTHjLjd3DQoLd9T7/JeQ2bg7EVTj8WBUmzYNG3fLl4txdwLkU2bmTsybZ8Nf/+p//kT+N27cnUiKiYrCxssv97t+jlRWYpdPY+vGyD5pEm4cOxaVlZW4+eYrUVr6y37fTMeXqqurkZGRgV5+1vfuwkL0iovDlEsuQQuGiE1UWl2Ne9esOaZxZ1u+HB+MHi3GnQ+5qqux7OBBRDfQhqPW48HSzEx08vPbptDhw+vw5ZdXo2XLIX+Y/d1MWna2GHd33dXg/Kcw2v4ryOUqxVdfjWtQ/uTkrMaRI+v/MHPbOiEBzieeQFBgIN55ZzaWLv34lI7nlEXwVOP0FQCedDgci+x2e5HD4YgznS90OBz1sG6FhYVNGnCIin//kmTsFi3kdvQyu93rAEwAw8pMLWmo6KW5kOGUGxt3+mnjx8vm73I1DPqjy5QueHoaVJjnf0VX6V+99Vb4jFHDsYAP994L5ORswIEDFsTGDtYxz3QWTL9SoEr5kQLP+5epC8THat0W+kSbCT+g05tIMsJXCR+YOlWUjy+/tAH4EoCpoySAuohI/W9LhXg86u5TJTmJsYcE9WcCsPp5ObVt2iDQYtFhbBHhsnTo3WF4/+5l44wbK0zFP/Ashg6V/vPHLnJaByALQHu/Z+moJtTsjVuk+uH7aUaWDgMdzFP0JZYtf3uzKoxjzoebOlVA6mvXGq026IKnYB5u3EtP8COpPJe8KHGBtfxqHtC9O0p6D8c33yzHpElj4fF48OGHizFu3ETEZgrsrrIbqyI2DW7QGD/Gx8f/7r3kJ1I2xTPXi6EvFS3bcKskZnENmSv4A3qxM7wwcJ7xIcNDjSjWjcknDcCLEOnihfWnC9rUzuRfmsBZGBEyYM9n4dgJ94cBTNZRpUQOkHeJFGhKIWISWeApQSvrYIjIm1VODkunEQpO5ZDz1d6b1/cA8Ootbhq9Ln0b2jyUfH/I/QQAIzJAWzH7QJX+1YNHxAU8dixgswlU69FHb8a2bTcgIMDqp1Cz1wj8jFCIWwoLPp9hws0wIMd5ZzoT34ftSuUip5BidERBxutuvVWiu4Trsvprjx6oq6uDOysLQYB8h5WiuW7IH9xUliyRMnkdO6Jyzx70eewFHDiwBT16TMB11y1GSIgoiYyWXH99s2wy04mST3v27MEIwrRNtAFA++uuQ+uICEMQffutHOfNQ21dHS4rL8d9+IU5YddfL1G8jRulMiaTsnwRLBwTn4OLWK2v0mtu0b86bpw0Fq+qErSlpDJXIyzsGwBRcLms5p/qAWpG8EL/T0FzFKQg4/ybvIY0pJcRZvt2jSxQFpqlOKbORAQP01wohmbNkgje/Pn+5R2rVX59rwm/zr3fX8EbqPkdP16MO5+L8vyPAM5g8p8KO778pkDJ777ChFBTIS3LtZMwdSpQXV2Kd9/thoYLYmkQ6Pjd+vMBhhwiBPX22wWRe955EmybZ9rKKP8JaadqRH2LqT518xTyZZKS8RMnSihu4EBJOuYkqyqhuS5xRpjz/Rh5HSNbmd7hxtZTybZ+/UQfu/56vPzqq/jbxx8jLCwSLtc6AH3067BI85IljcunpvDiseTTKTHw7HZ7MIAvAHztcDhmq8/2ogkQzROpRHXtGq/uAQB5CA6OApCNmhoJ9Xvv0ZsBeOe6WUzTzCIi4THKs+Sz+2oAbGFh/vtMmYkYJEI99Rr5Qv9705iO11+XBZ+eDrzxhoZjb+4luO3/2zvvOKmqs49/l96L0hHEQlOjKCIWVFQsJBJFxBJjYmOORF9LNMaONRILsUU92LuJaJRgi0YXUUFEBSSKoiCWpTcpStt5/3jOM3Nn9s7uznJH9u6e3+cDuzt35pnn3nvu75znOU9JyEOroQJKRhrKrhP9gO6yKpuxsH3q05rwr72lFEpSGrusCwElRFV/yJCNvPzyESxYMCpUv2CBvnWnyIWfc4kQUPez3Cr27beZBuwN2TcnldM4CSmoKy8WA/DglwdnnGdy70ByoQuBu+n5nvTpI4m9uRePdyMmZu5qW5pkresfjWILhlVc6jYwNbUnJMUQSIe/99snMNCC563B+KnEGIcQck8xolPs/cVi4PX/4G7YdVcW73oIq1fDE0/8lWuuuZS6dVvQu/c0Zs2SwHgNU3jySb+IUhTUwNPFiS6gtZfGmDEA3NNQqgHo4kATwnWi0wr/AIeNdZOc5qpk9CQRFFM+PxUDc4ARYcpqZYL2ab7g0ENFv/nyrA0fDnAfYhoNDBEyCTgO5S8NHxw0SH5qFKjmaeRj4CmSq+Uh1AXX4V1dPo1bta3t1D3j/U2buNsbiLdKrltH2MAtJot9s/hpImLe/kY/4MbCW+/IfOEuV0ZqbdEaqep12V+a06+fhGyNGzeHkhLRU9sRSshXGQ1yQtO6358olu75f07veOoCVqcfzWlRWzfFSd1coRNdyE+bxlJg3rHH0q9t23SpendCxW+/nVs7t2r79g7Ja9J038MGbpZJ9t13YfZs5jVsSN9zz2XF6tWccsp1PPmkeCDdI8Fpp3luCqKg/JQ1xxQjo+9fTZowoF699AOqyftuLk526CDGfbAyCLAUMRCbAGEtrhkxQhxJr7ySrmAW6CW8lsC8r1aZeid0EaLtl4B35nehfXu45ZYgl9wIHEDY86NTbN/dpV+lOpFnrRZn+G4tXX6viydc32zb1GcbTpcCaw9/Kjmn2ZuPGk35yCNrkWrC8nx37Cjph8OGyeOkHXGyoesagPuPc8aeFt9yMdXFlO98yjgeIvzQr+S9b/71g/QxF8kxudVg2rWDs89+njfe2CZbQkXfkLq2upzZfXc556tP+waWLeOOt/dMvVc3ENSXfeyxemQh0CE1FWU7PgcNksyYhlMnieHvPGsTH5JiK8q7h/QLLNRcTP+p28pCTbu5jLrIvefxx2UsNmlC8ssvOfXee3nynXeQaqBTATEa1Xn3v/8V3sDbGlU0i4AHgc/UuHMYD/weGO1+vvhz6TR6dNCwAxl8E9i48VbCU1KXAumKKrp4X7Uq/Q7dzRupI1BnQrJK/YZsi2d4hLUKklbacKN/1c6SxNYwUJ1p6VIxHFat+hI4gfI94/9j7FjpnKupD0vcHK1GSHfcpLxJSCpQFI9cNqnyvBp4WtlJ7duuXSGZ3MCkSYa99hrFSy+F6Rfs2UTKjdxdV68rV/IyEtsblk4/FzgFeBJH8lrdzz39Z62UG63n/ewhaZKa5dbPmtBcPkYC5Zdk1h3Lvj/Iivvvzxwi3xOIOtPFakXo1+Lzco8XTZPzSOqSU8dW8MYp3CK1aEcx7JLvSbLP54efS8uW0OHTYtp99hmHH34Jb731PhMn/otZs44DpgBNU8njOrGv2IIwDo/caK05d7qiVutfLWzncZzuNrfVsFOog+Gw/oGJ6jrn0Qkx7KBiftLjZbKLD5GxveIqofXWxx2SOvT6XlIva8oUKC3dBFwC/Jrym9x+yqWXSsNGdULpmkzz6ILppRVBd/3Uy7tNV3kGHna1ixg/Xn66xNRmPWRhlZpb9WF21201hPYRLKZ802oJ8CNwEqS5ye1sPfXUgRnvDfoFR90k37bXXrBp06dMndqE997rnroG6UjZ8jXQHTuVrfyj+dHBa5pRsCHw97du/Zp6r1qA06axHilg3gZoow031fC75JKKTU+XO6W9QjUV7+ab6zJ4MFyw23pYs4YdgKdOP53Bd97Fk0+OQmaDwamWhK3djsKKAw4I+xaPLcTq1avpqhXYAigmfX8HaMKUrph1LnI7S0W6ZR1wXG/asIE2SEmOMHwDdNi8mQZt28oqO2DYQcC406in7KgVZ0EtaZTeib/xxjSlpvFnci2RU7TovCoH/06uQ6r6t3q0HQE3PPXUMh8e4NZKmlKvdQnkrW8hrZbS0TcLFsga86WXwutkqeEQLAySWpwGdjeLqVwrileBvtkH3Xr0uW7u76XpLa67pojzbunSzXzxxfU0anQI4eZ5uAbqmFFKVLz3nhhj8xd2ZWlpV85/I13Y5f4msgDWyy34EW10rjt8uqZVik/htdckHM2FWmmtnDtWuiaDF0xPvXVF8QwA+rsUduXAZetlHtl2//1lATxjBkVffcW3dV6jadP9WLt2JlJD8jmgTirn8qSTxO545pnCFV3ZGoGvBwCnAocaY6a7f79EDLvDjTFzgMPd31sBG5GUwPK6FbUBqpbXUYwM7ZfI3WfqCEIWT3mgZcud9RvK0WDPkGM/D0pLf6BPn8u3KCdkH6QiVDamIYZdulZoIbFl/XbigKKiIq688hGgJzAL2bPZuoWZPAqHYgJTbwg/fRo4XtUuRJs2/QicQ/gTOhVxcbUB2lbxG34eVMW4WwdsAxzFlk2+HTtuT/Pm3UKObEC6EOXSoLDP7jygPFfPt4h2xYRrtznktfJw1G670b79tch5nYK49zx+DjQPyWsrZsu6LK5PJllTzvEPEKNjXXlFJ6rwvZlYjjxHW6PIvKIP4c1WtgyV6dN5KhKfVsa4qyQ2b97IoYf+jo4dK2/cRYvGFKpPdT6oW7cJu+32HLJz9wLw159dh599BFtr34HQqBaAw35OXRSZPFWf7O4MFfXz1d265JR0b7OifWX7nXvktZFTi/geuAoJbSrT547Mob+dvqi9XBwm/FIatX3vtrE17hokNHPpUgmtHDiwn0ZB5PiGdMy8Fp1SJ6tGgY36oysr7Mh0MOnY7mOPFXeXejF0N0xDnNWbnO1hF+9SG1q2DHO9f0Foc0t16WjcErL8y0aw1G9Gl6fA5wCSN7t+hW5HsOje9ykUtF943z/KbkAHt/rR6LgwaEWo/m4IqRJzKD0AACAASURBVIe9/+8kZjaXthpv/kknWcT94mbnNdRdoCCcVzNZKrF735fIrkXPNuslLqtFC2jXjv1KtCbx84hZ/TSwLzffLIkDPz9l1TKo51tdw/rAa/y0c3sOG3YtUDZUUaOTRs78U/pFTXbQRZLLVSmmkk2GcxzX7cPWX0tF1reuTm8nHuoeSOGD5tx1V5h5NBdpItAQnSJG53DzqWNaC+cF269of9J58zI+ksp10dPWS6pe3gcflGt0+nZfA+kcGY1CeLZ7+eZHMeVfn42lpRyF+HFTpqtykzuBsx8SL/E9rh9nMCJfQ7K6dIG2bdPLWOVaaT3XgK+/fiiHhtOAb5k9W05Yc3wUulOm0cCQLhwq0S2lvPmmmKVale6uu+TnqFHy4R00YuWjjzKFO77pAjwE6TDXQKz6J0jkSl03Pp+6WdITJu7zp5SI7beHZacOYk33QWw/Tir7XnvtFdxzzwfMnPlvYBh33vke0Jg7TkqHxXkUHsUExr+2JNCt98mTmbtqFTtqzK8+hPq+Tp1IJpOcPX8+Vy5fLusjHfxuC30VcLKT36phQ6lm++CDuRXKnvc0LcGFibbol+5/e8UVElH+zTdJ2rRZxtKlIWkNlPL883VUXSDdq065RUPI5/9hoPzysXBhMEZ+7WLJ3+neR9YETYolUko3N6VdX+tAuKFiIosXNwb2IaxLkaYFaZorwKIvJL2mfYciPkY2Dyri9ynkqihAarHb+gsJ9Vw7Lr0m1MiA885rxIgRO2Z/kooY8o9/nAn0Ro0z3YlcuFDW6OvXO7oIhNb26pUpQ0MydVNXMxk0xF+jAoYNkxDQY1q1kpvp5tk7bnR8dKZLzNaqmkDrtbLtcu7JYhDYccIvWin+3Xf3YMAA2GefLixseTSX7QuwM0cc8QQwBLgSiTKQKs06vxQSW9NFsdXR2sVyXHWVzGJZfJJCRrhgCDT3bl67/mWObQ6sCTojmSVhKKaCxZMbaMP6ZOoYXAD07g0NG37F55/vFGLcBdsYZ36D9nxRA0ENvBTjaBhGwJq83M3jmnuriw8Ncw0PnXoa2JncbZRfAG4ve6iSVdaa1a/PyzmkZ0BDNrS6QgGL7I2Z48IJ5siKaPBgMd2VcMKg1Zu19Ywu4FJzxF9d6FtWPN6RZ4tlWPS1rGyTpCe4nxByf5GsLn0u5GK7+ySZMjluAuywA+t67cXGnfbKSDKGh5HQ34vo02cvWrUaILcNaO0WqCt8Q/RI0FpjTtRy0RA4LUShM5urzPPcRZmf13AjdRKwMj3I750mT8jI5w9PvbaSioO6vwYWk9s7pyGamlQS7GWpRkOOqFCHlsBnVCa6QJ+NMAMvzJ8BaV7T8GKFhka5aFcmj+gGwNhtJYt+x9E3yYFfPkcuFFMBf/fsSX0g1VpeLVT1DromzH21afcmzfNLexe1zs7UqZrDKFBbSUMTc6MvwaD2e6fKiXc5SKoa6P1S1cqiTmoK0J/qHGz5hrs22YZdNrQywU03ZbycBHYja2y5ML6Bzjmw554S4j9xInzwAXz6qQz644+HkSMfY+TIfsB0OnYcyS67PJyKy2rtnpEVOfo/euSPsJy7u4B5zZvTrKgozU/OwCv+6iuemzePuzQPTp22WtntgQcoQmaYFLSr+MMP8w0yejOer02byi7WyoNOuq6wWHaPyTFjzqF+/QtZurR7yIcB6tA2K6hA50etK5VKt7jAxfrtsUcZKU3bOeeMq6/fOSncPuEjWRtkO14ExcCJtGqVtuyU87LbAw9I262075SOMvoFsjMXZrwFneNhSUkpoRrn7gg42P5hzBjKQTHlM2TSaZhmgC6DxIn571s/p2tX2OORC+nx2GMZ+S1jXAaTNqJXKFfqulTzEjUF9PpuD8K2PWHbfcWLpQ4HnTi1t6KeL6SbNLtwzqNGS96oGuJFRdC5s3DiM8+ka0Ptt9/RfPvt1Xz33XWIi+JDIB3a3NolNq9Q70CEqNUGnmZo9ughOx65ezfPRi7VzqFHtU7NjiFOi/+TAkGcW44axZQ/9NcCTV0ZyvMuli9TJ3yQ3378EZo33ymVbJ+JPZCB1TXk2CygLa++KkURzuwvD9DTHwlrnbytWBg/Nk1bbe3vlwa/moz3rHNHfDVaPPM7Z1yqn5CN/3PINr/0Ifjpp7ZAZiy9oug48ThXFFy0dzb7OsxHIrKbZR9IdVCvOGzJzQmpXOXKYtIlEiN+4A5C4ppGqLlRUDYu/Ior5OfcyeJ9G76jfHbwlbIg+8tmmRwnZi+13Qovua/sxi0ZL+fVtl0RjYCXCbkGripj8nlZsf15yjD2AYb1KYWGSTLDUIcDFwO3Mn36cOCjdKWyQMNijwiglS+y80ccel4sjgP1wdyYFVGuXsWXL5SqdXO6pZ+tH9zaY8lTcqxtuyJaAV8CLUK+qxi58y9SjnEH6UY/xsjPAaku3KnWcX3LjftpQLhx9xlSr/M6tHuO7r6ph/bx36Q9yU88kZlMo4adpgPpJC87XmVrEinWXilGyE7N3Fmr8aK7VA6LkMDS58iKHAjic5c/qwSiOxuPPMJmoG7Y5AGEcdPs2emPg26CLQTWE1w4pPGNkyPHdFF6w1Ax7M5wdSJyXQcJLJWLpzl4WrznIudYWFsq1ZybaingwMpvc2kpY4HfAU2zDDtI393ryQrKdU3k9977tZR+e+8tnv3gTrXUb2mFRBn0Z8GCR2nVqn/aYtXO0R4FQTHp9Usz3T7XZ6VFC74tLWX4f//LpCFD0lu/6pnWGgNBT/UwVxlcB3kiQesNG5j1yCMEyjal8BXQiYArJJen3tVBmN9NQgeD1HrttXDSSWOoX78hO+1Uxv+Q2mh0rUFTxSl1t0xtDq0WnjIMdIcxzLOlXhpXlbfJY5nPuqYQPvFEMbL7M4cGDdIMrYadptdpPb6gnbDkedlhaLtXF+oBXUL6Mn+yfDmPzZlTrulVpAaPwhlEwWJxZ5yxmTp1wtJWplFxWGbIzOIIacjVF0pedK9eZaKxdB2l/gYtMn3ccZmiUrmRDqcWn8khRVKka3bpANa423PhO1nWdbDpnnoV3c3e/mrJ09t990cBeOyxJHvvLeeRHT0Co5AA41eAYUhtUll/Dn1KxsFDg6LPxfOrsgpRDByImFkFkB7wnAwMOf4BUH5pjcqiHuHGXTFwCBIAUSicS+6cG8WuVLB8rBImIT7rTyKXHD+UMe6AHAU7y8FNyH1cCAxnQ7DMn0esEWrcBfipbCH0qJErq+0g4LcUrjXqd1Q1N20JMAOphpnTuKsA0WTy/kC4cbcJyXrLoxpNBorZkozw1Rs2cOhLL9Gb8Nyo7xHD7hyqmnEZXMT/ApCV3OzZ5zM5EF7lURjMBMYCbxI+uy8rLeXodet49rDD6NUqLDGlcmjeoEGocVeMZKpFsXqpX78qWcXlZQym8VMVJAMsXToVMY7uIJyhtwyLgN1at+ahgw8OvX9fIyVLKqN/uHG3DriGwubcbX1s3LiG8tevdYAnkOJhH1L+lk90qJU7eKnwAuf6WL5L5nE11Ddteg95uMYBe2S0QagI6sDa8wqX2PZK2ffMWr5c+kwRPvS/RvbdGkCqDuytYaHh+v6vg5XUKoNJyPk9D/RIO11ds6rNm2UH753ZsjgY8FnAbXrVVSwDttVati5Ws1/r7IXSN0CC7D53Co1Qyt5iDyJZRcNvInA8Qi37hRwvymNRl+/OXfJbWRQdeaZs53ftKj91DJWp5kQ6BDMViqluQ4dXnb5aEergg5IM6QEXf5FRQiqlbNsXKq4dn5oynMvrsQ5JSkvhtdfq5Cg9Xw/4B50bdOH7De/ScMp5wB2pVNFR26Tvla+smT+yQ59SCIaKUDbaQPM2NeIplePpem/0uD0djpl8/l/yy9vlG+epJt1UcmrWWO/3XZZooF+RVkEP6XVcngYE6vFlHNEQ8Ib3upDuQEPOE06QHbx//PJRp4c07Sx65eUMGbLhvQ5Z5mxHNpreeHnmC1k7d0Htyn7a4Xrpb6cJJdrL8vTRUnI7lcSmoR4ON1zvuOkqcqJlS6mcJ1XZQnKXAXler8x4ZcUFkq9ZdNUoAJI/yK5L4qJsA7sYOcOPUjnWP2Wt9Bpf7XI7dbtBYzdXr2bD5s0c/OCDjNl337KtNlyoZuebbuIpcsDFzA5y3Bu+w9ggtSObfPMtoCPn33ksd77wAoMuHc2vf/0RT7ttx9aBuvIrNIbLIy+0DqRprEYyZkPv3w8/UIKsXzIKNumWz9ix8lNz1DSJDdLbY9oQ7bbbQnUJOp8yZspcYZtukTHTjad2AX/R3/8uock//hjeciW7povs3BUjPdymcd99Yhy2POHIzHMAVm3YQCjt6TPjDN/stgdPPPED4jp6lvCSJ5uButr5INUtYtQ1gfXS2W4XNGTnDhCjuZyFbbdBg1i8YQPtlNvLQXY1cDF6eiJl7wZW+HmFRoM+/oLw0am33y4JhoMGwXbbMfQP6fJ62stU50O9Fgfl8La5SHiOPVZqa0yZIvc7efSQzDdq/Gug53JGcjKwfppsG3wxcCX16lXGebENEuexP9JIYF/grNSc3frvf0+9c8U551RCXsXYKgaeMeYhpIP4Ymvtbu61bZCOiN0Q2+YEa23h6odCKlN2iYtzKmonPsT0w9wP2akQz4SGYurWuEanrQlx4uhaIBlm2Tk8PmdOuX3wugX/cAu/kSNFiez+c+XBte8IKa3bn+D5pcJ+hkrizm+TMvFfeqM8aAO2T7NcMTL1T5w2jaB9rEVFpGDL08jSJ7P0dxBq2Ck5hBl6aojla+hlnl0mfiDdezc7JycK3P+KLPk0hEMTastrvaBccstZbs9Wg9pdWIuef9HbacO0Z0/43/lj+W7YWI48yl0fXYVpHlewUoU23cuBBQuLYNUIEowNPS5hLe0YOm47Dpo3j43JO4H+XHONVKIYVa50jwqheSIay6vQMLO5rkpgaj00H9ief7t2Kf/e2WWZz5ZQk6JeZcOeDxwjIc+T3nHjRa3zQEGnH4GT33wzJz/9D8nVaATpmD/NlXU5uxrWHMTmrDolOewbZEftE3J5flOOLM1x0frWwD9KXejTuS5EzxG18p/yoaAJuerF7V8sq4f3KBtWuBL4U07tArjqqgyFT18z3wl3Hh4NJ8u6AJqqduUV6We9qE4m/61aRarkdj74/ix5Sk93qhz3e+H3zIIFxaTN1y6p+UYvs0YQJydJHpFe4+svlUiXq/afQAPgw+XLpc9ZNkJCNcvA9c676Z8uK+jSr+jXLzO3M4jJjSQH9NYXDuVD4N11JRQXn8SwDa9Tp049nu1TXPF3epQPTTabNi1zvz27qAriNk49H80y40feTiRYBgzVOSoYeqcxhppvrGNF3zt2LO8uXJif8wngRem89cuRsntSL7D6HTdOnGQa4qf2mToVlG+udL6SG24odmf4MVAvlTd30koJJ27Zyo356dPFuHv00bL6aNimW4fe44wViVqdi7ily2sS/ifgLR54oFmGuMnT05yxXwenhyboalx6BZiJ5Oq1fuONcuMmmjYLPtuZDvMFCyaSr3EH6fQ3/ZlqMPHGG3D//fS4JD2naXjqMX2dAesqRSWTksucXXRF8+WOPhoWL76Z+vWPBnbJDMWE9CK/HDTcR+aeMfdJYaz9M0JckmTv6IlPaU9uvNHy+ee/R+IW9mD8eElbGh9wxD1CNKbP1trBewTpEh10o10K/NdaO9oYc6n7+88hn60yWrs7cPppMhAffkHKTbTdRQw79Rykw43DS63+4mpZIK1Z86+c35VMuDyU8HUyAGf16kX3EJd2Rh+8LORj2ClJ5c4tb5DxV2oebirBNL8/TV5IebQaSrx8MempP2vzM8sLtQviw8uGLEqDOPEk+a6TtqCMd4Kx3M/YlCGUq3bK90iLhUIYdikjLFH589DiXqm5Mbs0VAW44w7nhXJ/f4fkHGpOwqGvpR+jNynfwCsiGd682uGvz0sCetHcr4B7gT8AZyElEsTrtQkZ9olttqEefievMmiti5nsLfiuLqza7TgUtdBl1UQkrFmeo1RP8afEcJh3XqZhF0zcT+3CKM9pIpvDAsSAmXPiiTTL7sJLSB88Nexc2MLfHhAdb7mlzEdT0J5Nqrf6HdK+iCLgbHJxcPInSTR+boIs6oe9mt7F/u7LLzMa2bz4B1l0XXJBUMJGpGRM55w6lmc8tUKqzVU2vDJxmVRcG9vzEQAaXi7Ja+s3lDV+1gMN68nrvXtteVsD3alYtK8YY0XbyUJXN020D2Da+bQBubsz6dBBbpQaxboRo727KJFoDx2fT7k1ylXIzkyYcTeVXPEcDlrlRY1jtwM32vUmXbPmOySgU3ZNdOdiv/3ddyUSPLtuHZ2eeIOFC4t56aVLadz4Vhh3Q+orWrv8Ps9NlUNrDcXXkJtsBIqlbATux3WJ1UVIwAs+EeGQqyC15VLUrWx4cfLirEoZY9OLqdEzZpTrHAfSu+euQXHyHJlov/um7FuPPz7T+arVh9VBq7VhZNhsRgpCZUZVQMCwU8dNYFdG8QGZlQiuOkkcGT0ybOAh5DLuVq2ag+zsPQU043EXKdG4iXx3WLRSZQ07EF4bQu6GIyVIziPA2jUBfkrpX8onn9xJmzZ7kU/genYuoUZB8dJ98pB/9RWsX5/RmzPVM8/lMb74guhztnMC/S28rAMTJsAZZ1xA3bruPukiOeBU136eOeGMwOw0+ZKSYiQs9d8E0w5cbRZmX9+YPzxwBPf+5z/UqTOM8eM/BNqmIikAaCEbOmvDdo/ywFYx8Ky1bxtjumW9fAzp0fwowgFlDLwGDRpkvxSKevVCTs0ltR6s+ewtJUnyVJeJqE4onTCyoQm2rJZwpxHlJQ3om5O5J+juB5bd2SouKeGsSZN4Z8gQOmR7FaDcxTfADjvMonnztowY0T5V9KWyhkxmYZRUgb50/YwRI3h7wQKGv/FGzibIp2ZUvy5r3JWUFDN58gXsueebNGsWDEcbEfg/F8o5euCBgX3C3O+bvGgRqzdupPN221V4LUNuTyVQ/nnsu+/6MrH+6vnRKli0rvxVyNRxBGs3buSe6dO5Zq+9oK4sP3/VM/CWnSuWXe55t5M+GCMWQzJ5NhMnvs+cOY/SosVxHHvsNGg4gr989BEHdehAPTc+GjRoEP481jBsETdpI9xsQteQTWcR6SKkpCRJp07pvCqNlKZUtsC19Yu+P1hZbaMrqkF9dzBQsr40meTh6dM5u3dvmmUltEMgbPOww2iY/fxvK0aM8o0WwYPUGis1ttSvpaGlbqhm7XCXNe5KSzezYcMqqNM84/Pan2XNhg3c+/rrXNO3b4q4tAiwFkFbuhRKS+tQp05Z466kpJglS4o59tiraNPGKbU0rVRxSQn3fPopjw0cSKM8xnTqmWovF+fMM93fm8o+j0F2GB6IPQsWVhkwIBm+MxYCrXTMDhJeN8IZ1a6fe6pK9IEHwooVJZx1VkeKiiR8TO+TFsfROlapaa2h3gCnr1b31J4LWQvLyYsWsW7TJjZ27Ej9XIWZlBDVueC+fMQI6NdvDRMm3MeZZ45KzUvqLGDBiNSJdASGrDJMmHAI69ffxmGH9YfOZa91beEm2EJ+0hueKwRFCaaoiCvff5/BXbpQt1OndOW5zvKsfblqFS03bWKU4wrlnlCxWgJYC7c0bEhpaSlLfvqJJw48kJZNmgQ6jgu+XbOGLspnOgazyqDr4ezvDM57Os51wzLNu8XMmDGaQYOeI8T3RWp21mu4X6a5VVxSwslvvsnkY46hmyNp5W51do0YAT/+WEzjxmUXmJ07T2OHHRrTpMkc6tcXR3xq3VZeeFB5yJrwV377LR+0ahXa5/DLVavYpmHDVIG64FDRr58//2X69u1D794HpZ/NSkBr3qVOw2000Lu3LM7dJBH8TvV/6oeU63U4ZkeMlJQUM3/+ePr3v5mDDw4+D+5LdfIaMaLSfV6H7JxWs02bYp55Zji/+tWzdOqUef1S16L5Dtx+zTW88MkPLFgwhU6dTmbw4NfIGFDufLaUm6oTs7W31i4AsNYuMMZEn1HvZsj3XSXqPRLiptlddlg57ZfiQjjnWvnq1EIoC4npspOl82uYDZd4WybIsWTFLmtwcEhMc8natcxbvZq3jz461LirCGvXljB37gf06fMrIF2MSj3pB7u+kxMnhn/+oYf0p5yYLp7qrViSek+Hxo2ZcdxxdGpaNmU+mUwy5hqxUhIXl00IXru2hNWr53HUUS9nGXekQgLHIp74j0emvXW6a3lrD3mtTM5ZJVGydi2zV67kSOdK0e/KFY6YD8ae4Vx97hrq5dHeNAClpRuZMuUZ+vc/keD+ol5nDfv+ZrDo0/WG8PPMVSSMQYNoCvwla+a5aN31lT6P666T2PSwHEEgfWKId37AgHtZvnwmy5Z9zMyZN8MpPbiga1daNGpUXllaj2zk8tTpDoNrONm+veZaDcx4W8o58HtxWrW5XMeOjKXgMz+2jmzn2b5yzHzo3nvWWdQBLs8uOeag/JTr+f9srcy2uuAoryq9Gnx715Fdv733EEti0SIJx9PUnGwsWvQerVr1InGOjPGx90jYeOK+9O7M2H6Zz02fmbITcM9S2QkY+zd5KBMXZp6D8tOwYQnq1KlbZjN14bp1zFu9mtv32y8v4w7SoUGrESPrnkNF7/Wb5R40/L/wZ33PQFHRVwLR/pU17gBuvcFt2Z43I+P17MUPQOvWnTJScvQ+6Xt1A+e6c2TnbkETyUXouO4ref1YuZ/ftJEdna4t3O7upEksWLeO3Vq3pln9+uH664SV3e8hlVD6axo1asbxx9+QqsoKITutbm696abfsuuutzF69Pl89ME5/LjdUBrrfcs1uXuEQ6tfZiMrjYABA7hszz1ppQ+whpQ7A2/n7Iilf2kU1FllZbvw64/XSNTInpMn8/GyZWzXtKkYd1koWbuWVRs2pNsAOIth7UBZD+kn1GcWaE2XSo844gixK5UvdTO5USNYsWIJt9wyj4MOeihlXCl0Dk/Mk+f5SNfRedi6dCLyqg0bmLd6NR8OHZrBn8e8LjuL/x2ajqQIM+7Wri3hu+8+Yffdj8r4fl23hbZFd/NBaIhoEE2aSLuAFSs4qkt4F7zNpaVl7l/w2dM2M2PHHkbv3mWbR2/YsIoGDVqmInBdd4AUtCKvhn9rwlxi8ukceCB069aDzzcfwFmXpcdir5syezP0eVZKkBedIGWl9T5eeCEsXlzC1VfPY/fdL6ZOnSz+VgdrOby6sbQ0t1PKnd+SJfO44YYZzJpVdvNDH5WxjKUB8MEhO7LXv2ZQUvJf5s79J4nzTk69d+xOoc0q8kZRspwdpkLC7eBNCOTgrbTWtgocX2GtbZ3r8x4eHh4eHh4eHh4eHh6ZqE5tEhYZYzoCuJ+Lt7I+Hh4eHh4eHh4eHh4esUJ1MvDGA24/md8jfXU9PDw8PDw8PDw8PDw8KomtEqJpjHkaSSJpgzQhGgW8APwT6cb9DTDcWutLXHl4eHh4eHh4eHh4eFQSWy0Hz8PDw8PDw8PDw8PDwyNaVKcQTQ8PDw8PDw8PDw8PD48tQI008Iwxla8hXYNQiPOurdcyatTG61gbz7ki1NZr4rmpeqO2Xcvadr6VRW29LlGfd229joVAbbyWkZ1zMpmsUf8SiURR3ORHIbO66lUTdN5SmYW+jlF9RyKROCKRSDTOeq3uFsoclkgkmma91nRLZMb1X1zGQdQyq6NOW+M7qut1iAvPR81PnpviOQ6ilhmH5zwu17K635sC6lkt1041cQevjjHmxOALxpi6xpiynXkrAWNMPWPM2fq3tTZpjNnGGFPlHn2FkEnE510ImXG5lgWQGfm9iVpHY0wD4BZgk/t7e2PMn4AzjDHdt0DmGGCD+7uPMeY64GJjzJFVkRlzVPtxUCCZ1Z6b3OejfqbicG8gHjwfKT95bgpFHMZBtR//BZAXi2sZk3tTq9ZONdHAOxw4D8AY09QYMwT4K3CRMWaPKsgbBJzi5LUyxpzq5I02xhxTRR0LITPq8y6EzLhcy6hlFuLeRK3jgcBn1tqNxphewG3APkAf4DljzC+qKHOqk9kbuBFoDawBrjbGHFQFmXFGHMZBIWTGgZsg+vOOw72BePB81Pzkuaks4jAO4jD+48BNhZAZh3tTCD2r7dqpJhp4BwP/cL+f6v6tAxoBfzHG7JCnvEOBV9zvpwBDgMnA+4iFXpVBVgiZUZ93IWTG5VpGLbMQ9yZqHX8DdHa/DwDmWmuHW2vPAR4GTqqCjkOAdkbiyY8C/met/T9r7W3AE8DxVZAZZ8RhHBRCZhy4CaI/7zjcG4gHz0fNT56byiIO4yAO4z8O3FQImXG4N4XQs9qunepV4YurO44GXjHG1AWOAO601hYDGGMeRyzreXnI6w/MMMbsDAwFrrfWTnTyDkas9Bl56lgImVGfdyFkxuVa7huxzKOBVyO+N1Gf98tAb2PMQqAdcHrgWBegJE/9QEh0e2AW0AMhZ8XOSL/L2oRCPKNxeKbiwE0Q/XnHgZsgen4qxHlHzU+em8qits73UZ93HLipEDLjwE1Qi9ZONWoHz1m7dwK/AD4HDgO+CrylG3LB8sHtiCF8H9AB+DJwbEdgWhVUvRNoGJXMrPP+AvFQzAm8pRt5nreTeRewWxQyA/KC1zJ4b6p63ndnyZy7JTId/gY0IIL7EzjvXUhfx6C8buQ/JkHudwPgXqATW3je1trnrLX7W2s7IOPoxcDhQcCr+SporX3NWjvUWrsrsCvwWuDwkVWRGVcUiJugmvNTHLgpS2Yk/BQHbgroGTU/RcpNED0/eW7KhF87RcNPceCmgMyo+SkO3AS1ae1U6Ao1W/NfIpHYPvB790Qi8cWWykskEg3c77ttqTwnZ8dEItEwYpk9AzK3+LydnF6JRKJ+hNdyh0Qi0Shw3p9HoOMOgd+rJFOvWzn3Rr88BQAAEjZJREFUfIv0dPemrvu9R0T3ppNWgtqC8+6TSCQGJxKJnRKJRMuAju0TicQZW6pj4HuKEolEi0QicUxUMuP4L2puUpnVnZ/iwE1OTqT8FAduCtyfyPgpCm5yny04P3luyhxbgd/92qnq8qo9N6nMwO95y4wjNzk5NXrtVJRMJvM1LqstjDHNgGOAjcAqYCFQYq1dYozpDPSw1r61hd+h/SkaAz2ttR/n+fnGyLbwMmvta1kymziZH+Upcxsnc5G1dkLWsc5O5pt5yuyDeDm+s9aWuNeaI5WCtslXppFKSB9aa78MOdaUqp33VcC7QT2MMTsCy5HqQ7tYa/P1Gv0N2Ba4wVr7hXutDpBE7k+PfO65MWY3JMzge2vt4+61pkApkjTbqwr3pjHwS2AzsBb4HhnnK90z0D1PHS8FeiGesiTwHeJ1fMFaO8UYU89auylPHfsA9YGvrbVLso7VsdaW5iMv7vg5uMl9T7Xipzhwk/t8pPwUB25yn4+Un6LmJiczUn7y3FQWfu0UDT/FgZvc5yLlpzhwk/t8rVo71TQD75/IjWsE/IAM1EXAi9baD6og7zfAUuATa+2CrGNtsy9+JWU+CjQF9nA6DrXWfuOONbDWbqiCzGeRcz0UuBAZcADvWWv/k688J3Mu8A6yNb4GmI4kiz5srX2/CvLeBU6x1n5tjOkKXAksAd6y1r5RRR0/A4Zba2cZY4YCJyMT0/dIrPaPVZD5ORLTvQD4e76LsBB5rwPzgX7A35GY8VVIjPcTVVlMGGOeRMbONsg9nwh8Aoyz1v6vCvK+BgZYa78zUp63P0KsRwOjlVzzlDkDSVxejNzn+cA31trpLnb+SWttrQmDipqbnMxqz09x4CYnM1J+igM3OZmR8lPU3ORkfk2E/OS5qSz82ikafooDNzmZkfJTHLjJyaxVa6caY+AZY3oCL1trd3J/N0HiYY8Cfguck88D6+RNBJ4EmiMD60tgJvAhcgOOsNYuy0Nmd+Bpa+3e7m+DVMsZZq1d7wb0cGvtyjxk7gw8Za3dx3mcPgKuB9oj532+tXZ8ZeUF5F6MJLW+g5B+c8AANyNeiocqS6hOR2utPcw9BBOc3AZIFaP/y/aeVULmjsDz1to+ziszEfgL4t05FckjuCZPz25Qz8uBM4Fi4DZr7af5ek/c/X7GWtvXeZ6+Bi5DvDOnAc8Ad1RB5j+ttXu6v/cFrgA+Qyo4naSTXiXlbQv8EykT/K61dm3gWFsknvwoa+0PecjcEZgCnIuMw47IxLwZmfSvQLyO31VWZpwRNTcFZFZrfooDNwX0jIyf4sBNTmak/BQ1NzkZkfKT56ay8Gun6PipunOTkxkpP8WBmwIya9XaqSYVWWkEfGmMOcwY08Jau85a+7619lpkQFyQp7z9kUTWx5EqOd8AOyDemGeBbfIhKIdBwKcAxpj6wGOIlT7MkWLLfAjKYTAyQAH2AmZZa++21l6FEMAZecpT3ANMAhZaay8HpiIkvRBonae37FfA/saYA5w+K6y111lrrwR+hxBCvigB3jbG/B44BCkj+4Ij5EuA/fNZQDkchRAJ1tq/ID1YVgAjjDG7VsFjtBOwxBizCzIGv7DWPmCtvRc576OrIHNHYJExppv7uz6wzlp7CZLc/Od8hLkxfIfT79fGmF2NMZ3chLcz0CofgnJYA5yFhCnchfRweRBJFO4IzK9NCyii5yaIBz/FgZsgen6KAzdB9PwUKTdBQfjJc1NZ+LVTdPxU3bkJouenOHAT1MK1U41pk2CtnWGMeRp5CHq6rfLlSJzt4Yj1mw9eRbZuZ1jZGm2MXGCQakGv5PxkbnwKLDfG1AM2WWliOBY4BzgAyCue2OEDxCMGUlFoZODYPsj2bt6w1q4zxowB7hdnGbsg3o+7jTEt8hT3CtACOB+Jf/5r4FhfqlCS2lr7k5HwivOQUJIexpg/A28hhDO3vM/nwBLgfpBJxFo71xhzBzLBTTLG/Mla+2Ae8l5HPKFjnI5LjTEDkRCDoWRW16oQRvIN3kDu6/lGYty7A8+5t3RCvHB5wVo73hizCiGq04BvEW7oiDTtzFfeYmB84O+1iPd2pjFmV/d7rUEBuAniwU9x4CaImJ9iwk0QIT8VipsgWn7y3FQWfu0ERMRP1Z2bnI5R81O15ianV61cO9UYAw/AWvuIMWY2cCwSt7sG6I14F27MU9YCJJ5Y//4RN/DdVnlxFVR8F6ir3hEjCZhTjDGDgOsQj1K+mKqeDGvtPGNMPWNMXWvtZqTU8f1VkImTtxb4jTHmGiRk4dfu9by8ElaSbq+HVFJzfWNMkbU2icRBP1BF/SYZY6YjTR/rAT2BgxDivrYKIl+01v7kZG90oQXfAhcZiX3Oy0Nord1sjLkb+Je19ktjzFFO1zOQ7fe8dHTXS2UORrbuLc57BgwExuYjE8AYczgymRtkV18Thj8H8s4VcjKPBOoCk6y1qwOHHkQaddYqRMlNTl4c+Knac5P7TOT8VN25ycmJjJ8KxU0QPT95bioLv3aKjp+qOzc5uVHyU7XmJievVq6dalIOXkvSW8UfIBeoA1IdqSrJty0Rj8lSoNhauzHruD5k+chshgyuldkyjcQu35qvrkYqNB2dracxph0SC/6PbN0rIbOFk7kM8YwVAftZ1wwyXwTkLcnSsRniIfx3niEBen+GIB6sdx0hVCnROiCzGULGGXpugbwWSGjJMiRpe6Mxpi/QGXjTWrumijIPQcIsPnKTkXqouiDVuyqbM7MbMAoJp+iF9O6ZCzyF5CYsrIJ+KnMZ0qBzD8QD9yzwgCP+WoWouSkgs1rzUxy4KUtmJPwUB25yMiPlpyi5yX0uUn7y3BQOv3aKhp/iwE3us5HyUxy4KSCzVq2daoSBZ4w5E9l6XQYMRyz89xDvxvgqPPgqbykwDNm+/Rjx6PyziqSXS+ZDSDLy5iqQXk49rbVV8kTmkPkO4u141Vq7fgvkHY9sXeu1fDLfcw6RORyZjKYi9/sF9SZVUeYSp6deyweQZN98F6IqbzlwHHLeU4HbbZ5J0TlkHo+M8+mI5+mZKhD9DUAza+0FgdcGASci1bSurcKYDJN5KHAC4tW9rir3PK6ImpuyZFZbfooDN4XI3GJ+igM3ZcmMhJ+i5iYnM1J+8txUFn7tFA0/xYGbQmRuMT/FgZtCZNaatVNNKbJyErJNfDnimXgISe4dDOwLKSs9X3lXICELDwHjkG3cqsgrT+aBwAHW2mSEMgcaYw6OUM/XEA/NPlWQGZR3DJnX8qAIdPy1kzke8WhVRcegzCvJvJYHA/tVQabKu4z0eY9HksK39N5cRnqcP4tcy/2rILMNEoqTgpWyyyOR6/jbPPXLJfNNpCpUf6RKV21C1NwUlFmd+SkO3JQtMwp+igM3BWVGxU9RcxNEz0+em8rCr52i4ac4cFO2zCj4KQ7clC2z1qydYm/gGYnpboGU38VaOxvYE4lV/SeSUNm2spZvOfKeRAZEXvIqKfO8ai7zceRaXhDxtYxSxyrd70rqGdUYegIp71uI+533eSPhAG2NMdcaaa6pqIP0iSnTWDUCmXklR8cZcRirlZSZ13iNAzcVQs8acL+rxE8F4iaInp88NwXg104Ff+6rDTdVIDMO99uvnarATzUlRPN3wAik4lB9YF9r7WB3bK61dsetKa82y4yDjoWQGRMd6yCJ2mcgHqKmSA+WRUBTa23eXqhCyIwz4jAOCiEzDjoWQmYcdCyEzALpGCmXeG4qi5iMg2ovMw46FkJmHHQshMy4rJ1iv4PnMA54BKn+tBrpYYIxZigSZ7u15dVmmXHQsRAyq7WORuLFxyGlfV+z0uS2H9Jf6LEqElTkMmsAqvU4KKDMOOhYCJlx0LEQMiOVFzWXeG7KiWo9DmIkMw46FkJmHHSMVGac1k6x38EzxrS01q7Keq0IqWB0OLDUWvvh1pJXm2XGQcdCyIyJjh8C1wCbAIM00DzfHRsGfGat/TRPHSOXGWfEYRwUQmYcdCyEzDjoWAiZBdIxUi7x3FQWMRkH1V5mHHQshMw46FgImXFaO8W6D54xpgMwwxjzBfAR8B+khOqPQNIYsxfSoX6ryKvNMuOgYyFkxkTHjkB9a+2/3UuvGGPeMcacZa19ALgaqTSVj46Ry4wz4jAOCiEzDjoWQmYcdCyEzALpGCmXeG4qi5iMg2ovMw46FkJmHHQshMy4rZ1ivYNn0nG1lyAVfPYG2iH9XOYBJ1lr220tebVZZhx0LITMmOi4P3C2+7fBWrvJGLMLMAa4F7jIWntQnjpGLjPOiMM4KITMOOhYCJlx0LEQMgukY6Rc4rmpLGIyDqq9zDjoWAiZcdCxEDLjtnaKew7eF0gVnKnW2j8jzSmHAncjJXRf38ryarPMOOhYCJlx0HEycBmQdGTSwG3/j0P6wlQlVKkQMuOMOIyDQsiMg46FkBkHHQshsxA6Rs0lnpvKIg7jIA4y46BjIWTGQcdCyIzX2imZTNaof4lEosj9/EcikfhddZNXm2XGQcdaft6tE4nEhEQiMTwKeYWSGdd/MRoHtXX8+/Oupuft5EXKJZ6b4jcO4iAzDjr6864da6e47+CVgU33svgb8Fx1k1ebZcZBx0LIjIOOTuYKYBjwfBTyCiUzrojROKit49+fdzU9byc3Ui7x3JSJOIyDOMiMg46FkBkHHQsos1qunWKdg+fh4eHh4eHh4eHh4eGRRo3bwfPw8PDw8PDw8PDw8Kit8Aaeh4eHh4eHh4eHh4dHDYE38Dw8PDw8PDw8PDw8PGoIvIHnUSUYY1oZY/5QQPkDjTETCiXfw8PDw8PDw8PDoybCG3geVUUrIC8DzxhTZIypcWPOGFNva+vg4eHh4eHh4eHhAeAXprUQxpjfARcDSWCmtfZUY0xb4D6gq3vbBdbad40x17jXdnQ/b7fW3gmMBnYyxkwHXrfW/skY8yfgBKAh8C9r7ShjTDfgFeAtYD/gWGNMT+Ba976vgNOttWuMMUcBtwNLgY9y6N4IuBfYG9gE/NFa+5Yx5jTg10ATYCf3/ZdkffYw4Fxr7VD39+HASGvtccaYI3LodDUwBGgMvAcYa23SGFPs/j4AGA/clsct8PDw8PDw8PDw8CgIatxuikf5MMbsClwBHGqt3QM43x26A/ibtbYf0nvjgcDHegFHAvsAo4wx9YFLga+stX2ccXcE0N29pw/Q1xhzkPt8T+Axa+2ewFrgSmCQtXYvYBrwR2e43Y8YUwcCHXKcwjkA1tpfACcDj7rP4r73ROAXwInGmC5Zn30T6O2MWYDTgYeNMW3CdHLvudta289auxti5B0dkNfKWnuwtdYbdx4eHh4eHh4eHtUC3sCrfTgUGGetXQpgrV3uXh8E3O125MYDLYwxzd2xl6y1691nFgPtQ+Qe4f59jOy+9UIMPoD51top7vd9gV2Ad913/R7Y3r1/nrV2jmtE+UQO/QcAjzvdZwPzgR7u2H+ttaustT8Bnzq5KTi5jwO/Nca0QnYUXylHJ4BDjDHvG2M+cddu14DIf+TQ0cPDw8PDw8PDw2OrwIdo1j4UIaGZ2agD7Get/TH4ojEGYH3gpc2Ej5si4CZrrc36fDdk1y74vtettSdnva9PDr3CvicXKqPnw8C/gZ+AZ621m4wxuXRqBNwD7G2t/daFqzYKvCV4Xh4eHh4eHh4eHh5bHX4Hr/bhv8AJxphtAYwx27jX/wOcq29yBld5WA00D/z9GnCGMaaZ+3xnY0y7kM9NAQ4wxuzs3tfEGNMDmA3sYIzZyb3v5JDPArwNnOI+2wPJC/y8Al1TsNaWACVISOYjFeikxtxSd17HV/Z7PDw8PDw8PDw8PLYGvIFXy2Ct/R9wIzDRGDMDGOMOnQfsbYyZaYz5FDi7AjnLkJDGWcaYW6y1/wGeAia7cMZxZBqA+rklwGnA08aYmYhx1cuFVSaAl4wx7yChl2G4B6jrvuMfwGnW2vU53psLTwLfWms/rUCnlUhe4CfAC8AHeX6Ph4eHh4eHh4eHx8+KomSyMlFxHh41B8aYu4GPrbUPbm1dPDw8PDw8PDw8PKKEz8HzqFUwxnyI5M5dtLV18fDw8PDw8PDw8IgafgfPw8PDw8PDw8PDw8OjhsDn4Hl4eHh4eHh4eHh4eNQQeAPPw8PDw8PDw8PDw8OjhsAbeB4eHh4eHh4eHh4eHjUE3sDz8PDw8PDw8PDw8PCoIfAGnoeHh4eHh4eHh4eHRw3B/wPs4UuHXCGKogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x252 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dset=\"gpcc\"\n",
    "ncdata=Dataset(\"/work/data/gpcc/precip.mon.total.v7_afr.nc\")\n",
    "ncdata=Dataset(\"/work/data/gpcc/pr_mean_mon_gridded_GPCC_FDM-V2018-0p5_native_189101-201612_afr.nc\")\n",
    "\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "\n",
    "fig=plt.figure(figsize=(15,3.5))\n",
    "\n",
    "pyramidata={}\n",
    "\n",
    "i=0\n",
    "for reg in regs:\n",
    "    i=i+1\n",
    "    pl=plt.subplot(1,3,i)\n",
    "    lnmin,lnmax,ltmin,ltmax=regdefs[reg]\n",
    "\n",
    "    sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "    sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "#    pr=ncdata.variables['precip'][:]\n",
    "    pr=ncdata.variables['pr'][:]\n",
    "    pr=pr[:,sellats,:]\n",
    "    pr=pr[:,:,sellons]\n",
    "\n",
    "\n",
    "    time=ncdata.variables['time']\n",
    "    cal=time.calendar\n",
    "    units=time.units\n",
    "    times=time[:]\n",
    "    nts=len(times)\n",
    "    #dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\n",
    "    dates=num2date(times, units, cal)\n",
    "    prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "    prpd=prpd['1900':'2018']\n",
    "    pr_year=prpd.resample(\"A\").sum()\n",
    "    pr_yearstd=(pr_year)/pr_year.mean()*100\n",
    "\n",
    "    yvar=pr_yearstd.mean(1).values.flatten()\n",
    "\n",
    "    slope,pval=trendpyramid(yvar, \"boot\")\n",
    "    pyramidata[reg]=[slope,pval]\n",
    "    print slope.shape, pval.shape\n",
    "#    sys.exit()\n",
    "    plotpyramid2(pl, slope, pval,plotparams=[-10,10])\n",
    "    pl.set_title(regs[i-1])\n",
    "    if i==1:\n",
    "        pl.set_yticklabels(range(10,119,10))\n",
    "        pl.set_xlabel(\"centered on year\")\n",
    "        pl.set_ylabel(\"window width [years]\")\n",
    "plt.suptitle(\"GPCC 7.0\", y=0.93)\n",
    "\n",
    "import pickle\n",
    "with open(\"./data/pyramid_\"+dset+\".pkl\", \"w\") as pklfile:\n",
    "    pickle.dump(pyramidata, pklfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:129: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.93,'GPCC 7.0')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x252 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "regdefsall={\"all\": (17.9,20.2,-34.8,-31.1)}\n",
    "\n",
    "dset=\"cru_wcp\"\n",
    "ncdata=Dataset(\"/work/data/gpcc/precip.mon.total.v7_afr.nc\")\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "\n",
    "lnmin,lnmax,ltmin,ltmax=regdefsall[\"all\"]\n",
    "\n",
    "sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "pr=ncdata.variables['precip'][:]\n",
    "pr=pr[:,sellats,:]\n",
    "pr=pr[:,:,sellons]\n",
    "\n",
    "\n",
    "time=ncdata.variables['time']\n",
    "cal=time.calendar\n",
    "units=time.units\n",
    "times=time[:]\n",
    "nts=len(times)\n",
    "#dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\n",
    "dates=num2date(times, units, cal)\n",
    "prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "pr_year=prpd.resample(\"A\").sum()\n",
    "pr_yearstd=(pr_year-pr_year.mean())/pr_year.std()\n",
    "\n",
    "yvar=pr_yearstd.mean(1).values.flatten()\n",
    "slope,pval=trendpyramid(yvar, \"analytical\")\n",
    "plotpyramid2(pl, slope, pval,plotparams=[-0.5,0.5])\n",
    "pl.set_title(\"all\")\n",
    "if i==1:\n",
    "    pl.set_yticklabels(range(10,119,10))\n",
    "    pl.set_xlabel(\"centered on year\")\n",
    "    pl.set_ylabel(\"window width [years]\")\n",
    "plt.suptitle(\"GPCC 7.0\", y=0.93)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zzmPWrFlBL0ouq/5Cubm5GGN47733qhTi5XK5+NWvfsWf/vSnCkOyKquivhfatm0bF1xwATNnzmTNmjUkJydz1lln8cgjjzBp0iTS0tI4ePAgbdu2rdb+NSTGmMNa631a6x7GmK3AxcCmwMctwNTA58K3TuYAf9Raz8JelJpeTnw7xpgfqtq3oAbuxpgnqtqAEEIIUdMGDRrEggULWL16dZUG7gMHDsThcLBu3TpycnKK4oVPtW7dOvLy8ujRoweJiYlnHOZT22JiYli9enVROFF1ioqKokOHDtVaZ7BuvfVWfD4fjz32WFGM9yWXXMJ//vOfas0kFB4ezpQpU5gyZUqVygc7uK5J3bt35+GHH+bxxx9n8+bNJCYmMmPGDNq3b0/37t1Zvnw5ycnJTXrgHjAZeD+QUWYncBvgAD7UWk/EntC+LnDtV9ipIHdgp4O8rbQKtdZzjTGjy2u0omuCzSqzgFJidYwxFaatEUIIIWraoEGDAJg3bx579uwhKiqKvn37kpmZGVT56Oho+vTpw7p16/j5558ZOXJkqddV5UVBfeNyuejTp0+De9FRkYkTJ3LLLbcULUQNDZUAgbLcfffdfPvtt6xZs4Z33nmH9u3tKI+kpCSWL1/Ojh07OP/88+u4l3XLGLMGGFTKqYtLudYCJgVR7Uit9Zxyziugd3kVBBsq80Cxr8OAXwPeIMsKIYQQNWrgwIEA7NixA4Bhw4YFtRC0uKFDh7Ju3TqWL1/eqAfujVllf+ZNlcvlYvbs2WRnZxMTE1N0vFu3bsDJvyNR7cpfQGMrN0VksKEyq0859KPWusrxOUIIIUR1atasWVEKQqha/PmQIUN44403igbnp7IsqygGXgbuoqFzOp0lBu1A0WJrGbjXjDOJbS8UbKhMs2IPHcBAoHpXVQghhBBnYNCgQUUD96oMrAsXqK5cuRK/339aru7du3dz9OhREhIS6N69+5l3WIh6pjC3e/EsM6J+CfY9pdXYMe4KO0RmFxBc8lohhBCiFgwcOJAPP/wQh8PBsGHDKl2+Xbt2tG3blgMHDjB58mSioqJKnN+zZw9gz8w38VR5opHq3LkzDoeDPXv2kJ+fX5RiUtQfwYbKdK7pjgghBACWH5RsbS4q79xzz0UpxYABA04LAQjW+eefz8yZM5k5c2aZ15QV/y5EQ+d2u+nQoQO7d+9m9+7d9OjRo667JE4RbKhMCHAXULjEeCFgjDGeGuqXEKIJcq/+N2GrXyfn4qdh0I113R3RwPTu3ZvPP/+cjh07VrmOJ554gkGDBuHxlP7vLSoqimuvvbbK9QtR33Xt2pXdu3ezY8cOGbhXM631ekrfUVUBljHm7IrqCDZU5jUgBHg18PjmwLE7giwvhBDlch7+hfAfp6IsP5HzpkC7PtCqT113SzQwZzobnpiYWLTZjxBNUVJSEv/9738lzr1mlJvDPRjBDtwHG2OK7xf8vdZ67Zk2LoQQAHhyiZx/P8ry449qhSPrMMwcD3cuAJyVr8+yQGKQhRCi0gpTQm7fvr2Oe9L4GGP2nGkdwQ7cfVrrJGNMMoDWugvgO9PGhRACIHzpczhP7MSX0J3M6z4i6rPf4TqyFj69E0a/VXSda9cC/PGd8cd1KrMuR8oWoj++Acsdg7ftUDxJl+FJuqwWnoUQQjR8hSkhZca9+mmtMyk/VKbCxTnBDtwfBBZorXcGKu9IGdu5CiFEZaicVNxr/oOlnGRf+jyWO5as0f8m7v3LIPk7XPuW4m0/gpAd84j68g/4wxPIvPFz/DHtSq0vfMXLOPLTIT8dZ8Y+3Js/JuO3X+Nr3quWn5kQQjQ8hSkhJZd79TPGRJ9pHUGlbjDGfAd0A+4JfPQwxiw408aFEMKZshmFha9Vf3wt+wJgRbWEEZMBCF/2AnjzCF/8JACO3FQi594JnpzT6nKk7yNkx9dYDheZY9+hoNMoAEK2fVFLz0YIIRq21q1bExERQUpKCidOnKjr7jRqWusWWusOhR/BlAk2q8wk4H1jzLrA43it9URjzKsVFBVCiHI5U7YA4Es4JXvB0D/AsldxHVpF1Nw7cWbsx5fQHXweXMc2Efntg2Rf8f/AcTIG3r3mLZTlJ7/nWLwdLwBnKKG7vyd02xfkjXhQ4t6FEKICDoeDpKQk1q9fT5cuXQgJCeHxxx/nr3/9a113rdZprZ3AKuCAMWa01rozMAtoBvwM3GyMKdBau4F3sTcoTQVuMMbsLqfea4DngTbAUexIls3AWRX1Kdhkyb83xhS97DLGpAG/D7KsEKKh8BXg2rWA8CVTiZr9O9yrXge/vZzFeWQdUbN/R9jS5yA7tdqaLBq4J54SyuKOhpFTAAjZswiAnAufIOvqN7BCowjd/iVRn92MyjoCgMo7gXvjhwDkn2PfnrxthuCPbIEzYx/OI+uqrc9CCNGYjRs3rmjnYI/Hw9NPP82xY8fquFd14k/YA+pCzwAvGmO6AWmc3Ix0IpBmjOkKvBi4rjz/AIYB2wJ7JV0M/BhMh4IduDu01kVTVYFXIKFBlhVCNBCR39xP9JzbCFv9OiF7FhHx41SiPptA2IppRH/4a0L2LCJ85TT4V1/4VBPx3V8JX/Aort0L7UwuVeBM3QqAL7GUfMGD78AfnghAQber8LYbjr9ZV7KufhN/eCIh+5cSM+NKIr57mMivJqE8OXg6nHcynt3hpKDbrwAIlXAZIYQIypQpUzh69CgpKSlceumlZGVlMXXq1LruVq3SWrcDrgLeDDxWwCjg48Al7wBjA1+PCTwmcP7i4uPmUniMManY42tHIPy8fzD9CnbgPh/4UGt9sdZ6FDATmBdkWSFEA6ByUu34cOUgb+AfyL74afwRiYTs/4nwZc+h/B7y+4zH0+ki8GTDulm4N8wgbN27RH9+K9GzxuDas7hyjfp9OFO3AWUM3EMjybnkaQq6XELO+Y8WHfa2G0bGhK/wdDgPR+5x3BtmErLPnqzIG6hLVFHQ/Wq7qu1f2ruyCiGEqJDD4cDhcPDII48AMG3aNPbv31/HvapV/wL+DBT+40gAThhjvIHH+4G2ga/bAvsAAufTA9eX5YTWOgpYBLyvtX4J8JZzfZFgs8r8BbgTe/dUBXxD4BWIEKJxCN02B+X34ul4IbkjHwLA0/kSIr57GNfR9eRc9I+itIrxeXth/yqyc3Jw5KTgXvcerqPriPr8FjJ++xX+xJ5BtelI343y5eOPaoPlji31Gk+XS/F0ufS041ZkC7LGvkPIzm9R2fZbuP7oNng7lNyAx9dqAL7otjgzD+A8uBpf28FBf0+EEKKpO/vssxk7diyzZ8/m5ptvplu3bmRlZWFV8V3WsoSG2oEcBQUFZ1TPgw8+SOfOnc+oDq31aOCoMWa11vrCwOHSZtCtIM4Vr9dtjMnHnqHPA+4FJgCxwP8E07egBu7GGD/weuBDCNEIhW7+BID83r8pOmZFNif7mjdP39CodT9o3Y+CtDTAnuWO+P6vuLd8RvhP/yJ7dHC3isL4dm+QA/3TKAeepMsruEbh6T4a52pDaPI8cmXgLoQQlfLwww/zxRdfsHDhQhYuXFjX3SnX7bfffsYDd+Bc4Bqt9a+AMCAGewY+TmvtCsyqtwMOBq7fD7QH9mutXdgD8eOl1LsMGAC8boy5OXDsnVKuK1OwM+6VprV+G3tr16PGmD6BY82AD4BOwG7g+sBCVyFEHXKkbMV1dAN+dwyeLpecfkFF2VhCwskd+TCh278iNHkeeUc34GvRp8J2nSnlxLdXI2/z3gA4so/UaDsNndy3hRCl6datG5999hkrV64kPDyc6OjoosWr1SUyMhKA7OzsM6qnU6dOZ9wXY8zDwMMAgRn3B4wxE7TWHwG/wc4scwvweaDInMDjZYHz3xtjSntLIlRrfQswQmt9bSntflpR32ps4A5MB17BTo9T6CHgO2PMVK31Q4HHf6nBPgghguAOzLZ7uo0GV1iV6rAiW5B/9s2E/fImYT/9y56pr4AzxV6s76vqjHuwQiLsz568mm2n4ZuO3LeFEKW4+uqrufrqq0lLq5nX7fHx8QA1Vn81+QswS2v9JPALULi191vA/2mtd2DPtN9YRvk/YIfGxAFXn3LOAiocuKvqjlEqTmvdCZhbbOZmK3ChMeaQ1ro1sNAYU9pUW811SojGYOs8yDsBZ99Q+my4Nx8OrIY9SyGntHfrTrFuFuSkwsRvof2Qqvcr6xi81M9evDpoYskXAa5QOGucHWZT6KV+kLYb7loGLXtXvd2KJC+A/xsLnc+HW2olu0yDTRgv920hRBNUq/fswF5Ib1V85emC3YCpO/AgdoL4ojLGmFGVbK+lMeZQoOwhrXWLSpYXQmQchA9uAr8Hjm2Bix87OXg/vguWvAjrPgBvJWeXE7tDuzOM/45qDkM1LHkBVpVyT1ryInS/Ai58GBKS7EG7IwQSu51ZuxUpmnHPrdl2Gie5bwshRDUyxryltR6BHYJYfFz9bpmFAoINlfkIe2HqG4CvCn2slMq8TVIbb63UdBuN4TnURhuN4TmU1obKSyd80f9Q0GMM3o7nV1g+fMm/CPN77AdLXiQvMw1/fBKu/UsJSf4GZdl/or6EHnjaDsUf255gJhM8nS/CH+T21uV+n/rdSWhoIsqTU+KwI2Mf7o0foLbNw9r+LQU9xuAGvM2SyMzIqlwbleTM8xADePMyySxWX039vAvrbUqq8j2syb+3hnw/ash9r+n6G3Lfa7r+htz32qg/mLZri9b6/4AkYA0nx9UWJcMUSxXswN1rjHmtat0r4YjWunWxt1yPVkOdQjRo7p//jXvzJ4TsW0b6rT+AM6Tsi/Mzca+fAUDu0D8RtvJVwtZOLzptKSf0Gw/n3U+GM7GGe14GVxgFfX9b6qm8IZMJW/kKYWum495ih/L5Emo4vh2wXPaMu5IY96qQ+7YQQlSvQUDvMhawlivYgfsXWuu7gc+A/MKDxpgggmdLKFx1O5WSq3GFaJoKsnGvew8AR9ZBQrd/SUHPsUWnVfZRIr5/BEdOCjmj/hfXvh9RBZl42g4lb9i9eFv2J3zZP/HHJ+FpNxRvxwuI7djXLlwPF/hYEYnkXvA4nk4XETn/Phy5qfha9q35dkPCAVDenAquFKWQ+7YQQlSvDUAr4FBlCwY7cL8l8PnBYscsoEtZBbTWM4ELgUSt9X7gMewb/4da64nAXuC6ynZYiMbEvelDHPnpWCERKE8O7p//TUGPMaAUrj0/EDn/fhy5KQBEfzAGKxCrnT/gTgC8nS8is/NFddb/qvJ2vICMCV8TsnshBd1H13yDLnvgLjHu5ZP7thBC1IpEYJPWegUlJ8SvqahgsBswVTqTvTFmfBmnLq5sXUI0Sn4v7l/sBZzZF08lYtH/4Dq2CdeeHwjZv4yw1QYAT7sR+GPa4d70IcpXgC8+CU8DHKyfyopsQcFZ19dOW4HsNqqyC3abGLlvCyFErXi8qgWDzSoTAtwFFK6cWwgYY4ynqg0L0Sh483DtX4byVfynYIVE4m15NhAPlkXopk9wZuzHF9cZT7eryE/fS/iyfxL1xR0ovxdLOckbdi95g+4ChxNPx/MIWzOd3GH3garejS8aPWcolnKi/B7wecpfRyCEEELUIGPMD1UtG2yozGtACPBq4PHNgWN3VLVhIeozR8Y+wpa9iD+2A952Q/G2GgAu92nXhS+ZWmJxaEUs5YAWZ0HmQSJzUgHIG3AHOJzk951A2MppKG8u/qg2ZF35//C1GVRU1tP9ajzdT92vQQRFKQgJh4Is8ObKwF0IIUSt01ovMcaM1FpnUnLvCwVYxpiYiuoIduA+2BhTbNcUvtdar61EX4VoUMJ+erEo6wnLwduyH5nXfwKOYn8yPg+hW+11ep6OF2I5y/9zcuSk4Dy6AY6sB8Af2YKCbr+ioLcdMmyFx5N9+Yu4Dq8hb9AfsMLiqv+JNWGWKwxVkIXy5mG5K7w3CiGEENXKGDMy8Dm6qnUEO3D3aa2TjDHJAFrrLtRCPnch6kR+FqE75tlf9hlPSPJ8XEfWErLrezxJlxVd5tr3I468NHzNupI15j+l72B6Kk8O8bl7IKol6Sr+tDKerlfg6XpFtT4dYbMCC1SVJ1e2+BRCCFHnAhvaFW0xbozZW1HGRDQAAAAgAElEQVSZYAfuDwILtNY7safzOwK3VaWTQtR7mz5HeXLwtBlMzsVP445PImLxk7jXv19i4B66bS4ABd1GBzdoB3sHzxYj7K/rYbrGRq1w91SvZJYRQghRd7TW1wDPA22w98boCGwGzqqobLBZZb7TWncDemAP3LcYY/IrKCZEw7R2JgAFvX5d9Dl86bO49izCkb4Xf2wH8OYTkjzfPl8b6QzFGSvKLOORXO5CCCHKprVuj72LaSvAD/zbGPOS1roZ8AHQCdgNXG+MSdNaK+Al4FdADnCrMebncpr4BzAM+K8x5hyt9UVAWVm9Sig3NYXWelTg87XAVUBX7C1arwocE6JxSdsDuxdjucIo6PYrwI49L+g+GoVVtGtpyN7FOAoy8Sb2xN+sa132WATp5CZMkhJSCCFEubzA/caYXtgD7Ela697AQ8B3xphuwHeBxwBXAt0CH3diJ3Apj8cYkwo4tNYOY8wCoH8wHatoxv0C4HugtFQWFvBpMI0IUassy84eUpVI5k32LqYFSZdDsQWM+X1vwr35U0I3fUjewDtPLkrtJlleGoxiMe6i/vB6PRw5vr/a6831ZgCQkZFR7XXXdP0Nue81XX9D7ntN119TdTudobjDmuHM8xAVGmyEdcNmjDlEYFdTY0ym1noz0BYYg71JHcA72OnR/xI4/q4xxgJ+0lrHaa1bB+opzQmtdRSwCHhfa30U+8VChcr9CRhjHgt8+T/GmF3Fz2mtK70pkxA1yu8jZMfXhK18BVfKljOqqjBMppCv1Tl4E3vhStlM3L8HnLxOwmQaDEti3OulTTtXMmGZrutuCCHK0f9oZxanas5uF8v03/ZGBbuuqxHQWncCzgGWAy0LB+PGmEOBxaVgD+r3FSu2P3CsrIH7GCAXuBeYAMQC/xNMf4J96fQJMOCUYx8DA4MsL0T18eYTNfdOHOklF1+rgiwcOccAsJxucIZWumqlFLQdiLf9uaeeIG/4fUT892GUz17eUZB0Gf64jlV7DqLWSYx7PaUcRPr9dd0LIUQp/ECuw0F2zE7UcVi3P51jWQW0iD59X5PGKDAr/gkwxRiToXWZkwylvZIp9W1/rbUT+NwYcwn2t/idyvSp3IG71ron9grX2FNi2mMolr5GiNrkPLKOkD2lbzrmi25L3qC77NzopWyYVJH4+Hj7i1Iyvni6XEr6nZdWuk5RPxSlg5QY93rl7G7D+DpxSbXXW/i3nFZD2Ztqsv6G3Pearr8h972m66+JunPy07ly3mh2ueGSNll8eyCKvWl5TWLgrrUOwR60v2+MKQwNP1IYAqO1bo2dEQbsGfb2xYq3Aw6WVq8xxqe1ztFaxxpj0ivbr4pm3HsAo4E4Ssa5ZwK/r2xjQlQHR04KAJ72I8m5qPg7Swp/bPuSmyQJUSiwOFVCZYQQIjgR7li6qDCSyaeXeynfchl7j+cxqENsXXetRgWyxLwFbDbGvFDs1BzgFmBq4PPnxY7/UWs9CxgKpJcT3w6QB6zXWn8LZBceNMbcU1HfKopx/xz4XGs93BizrKLKhKgNKtceuPtj2+OP71LHvRENhSWLU4UQotLOiupMctYWsNYCl7E3rUncQ88FbsYeXK8JHPsr9oD9Q631RGAvcF3g3FfYqSB3YKeDrGivoy8DH5UW7NTkL1rrSdhhM8V3eLq9Ko0KcSYKZ9z9Ec3ruCeiITmZDrJJ/NMRQohq0bvteczZuoX9/oO48LI3rfGHGxpjllB63DrAxaVcbwGTKlF/peLaiwt24P5/wBbgcuxVrxOwd3gSotYVDtytiIQ67oloUAIz7siMe63x+Xykpqbi8XiwrNPXaR08aIeA+mtgcWpN1l3T9VelbqUUISEhJCQk4HQ6q71Pounq1XokbH2DDaFOzlE72JsWXdddatKCHbh3NcZcp7UeY4x5R2s9A5hfkx0ToiyqaMY9sY57IhqSk4tTZeBeW1JTUwkPD6d58+alpo8rHGD6fL5qb7sm667p+qtSt2VZZGZmkpqaSosWLSouIESQOkR3IBInh1xwcegq3j7RG79l4WhCKSHrk3J3Ti3GE/h8QmvdBzvfZKca6ZEQFXDkpAJgycBdVIKEytQ+j8dDVFRUk8r5XFeUUkRHR+PxeCq+WIhKcConvaLs1MetIjeT7/VzJLOgjnvVdAU74/5vrXU88DfslbNRwN9rrFdClENm3EWVhEioTG2zLEsG7bVIKVVqSJIQZ6pXy6GsytrJcfdx3BSw93gurWMaf0rI6qa1/oJytnU3xlxTUR3BDty/M8akYW/N2iXQuOycKuqEI5BVxgqXgbsInmSVEUKIqjkroR8kz2Sd201LlcbetDyGdqrrXjVI/zzTCmTnVNGweHJRBVlYzlAsd0xd90Y0IBLj3jQ1a9aMu+++myeffBKAl19+mezsbB566KGg61iyZAkhISEMHToUgEmTJnHFFVcwduzYGumzEPVN7/jeAGx0h9KJ1KaSErLaGWNK3z2yEmTnVNGwZB8DwApPAHkLXlSGbMDUJLndbubOncu9995LQkLlM1F5vV6WLFlCZGRk0cBdiKYmzh1HDE4yHJDgOtwkUkLWJK11N+BpoDcl06xXuDmN7JwqGpYse+Dul1SQopIkVKZunfPM0hqp95e/jCj3vMvl4pZbbuG1117jb3/7W4lz+/btY/LkyaSkpJCYmMgrr7xCu3btmDRpEnFxcaxfv564uDhWrFiB0+nko48+4plnngFg6dKlTJs2jSNHjvD4448zZsyYGnl+QtQXCc5wMnxZxLqOsvm4PXDPzPcSFeqUtSyV9x/gMeBF4CLsDZuC+ibKzqmiYck+CsAhbzRfrD7EgPYxdGseEVRaquM5Hn7Zl8GGQ1kUeEvPj+wOs/Mn5+flV1+fa7mNmqxfKeicEM5FfULokhgJgNdvsfVIFqv3ZXAk4/RMA/3bRXNpz5PrEb7dkoJDKS7uUX0vvvyWxYJtx0lOyeGs1lGc3TaaAyfy+HlfBi6H4rpzWklWmSZs4sSJnHfeedxzT8ndxP/85z9zww03MH78eN577z0eeugh3nvvPQCSk5P57LPPcDqdTJ06lcjISCZPngzAe++9x+HDh5k/fz6bN29mwoQJMnAXjV5CaDS7crMId6Wy/0Qeczcc5YmvkxnSMZaXftMLl6NuBu+WZbErNZeVe9NZvTeDJ67qSnhIvd/LINwY853WWhlj9gCPa60XYw/myxVsjPs4rfVGIBeYB/QDphhj3qtyl4WoikCozE9HQ3j24C4AmkeF8s7NfYtWuB/NLODrTcf4eV8G6w5mkuexB+l5ZQzWReU9OX8noS4HDuyBu9dfdiaLGasP8ViBj7Fnt+SLDUd59MsdAEw6rwN3jGh3xn3579ZUXlu8l52pZQ/IlVJc30uyytSl0mbGazrXeqGYmBhuuOEGjDGEhZ2M8ly5ciXvvvsuADfccAOPP/540bkxY8aUu5HR6NGjcTgc9OzZk2PHjtVY34WoLxLCEiD3EBHuDLyZFn8P3MuX7jrBtEV7+dOFHcnM9/Lt5lRW7E1n9b50svLsv+2EyBBuHtKGcWe3JNR1MhN5Wo6HLzceY+WedLYey+GPF3VldM9YAOasP8pz/92F12/hcMCYvi154OJOJSbqNhzM5JG520uE7lzbvyXDOsXVxrfkTORprR3Adq31H4EDQFAbMAQ7cL/MGPNnrfU4YD9wHbAAkIG7qF1Z9ox7CrHER7hwKMWxrALmrD+KPrc9AA98toX1h7JOK+p2OTi7TRT928UQG1b6r354RAQAuTk5NfQEar6Nmqzf47fYdCiLXw5kkpJ1cna9fXwYA9rFkJQYQfFJl0MZ+by/6hBPzd9JToGffy3cXXRu2uK9eHx+/jCyfZXfZl2++wQPzt4KQKuYUC7o2oxNh7LYdDiLljFuujaPYNGONF5csJvh7XsTByivxGY2RXfddRcXXnghv/3tb8u8pvjvYUTg76gsoaGhRV9LCkbRFCRGtoS0DThdJ/+/Xtk7kW82pzB9+QHScz18t+04GXne08oeSM9n6re7mP7TAR66rAsXdG3G0cx87pixkX0nTt6Tn52/lQs6DcDlVLy0cA9ZBSdf1M9cfYh8r59HLrfDwD/4+TAvfL8br9+iWUQIgzvGMriD/S58ddBaXwG8BDiBN40xU6ulYtsUIAK4B/gHMAq4JZiCwQ7cQwKffwXMNMYc11pXtpNCnLnAjHuKFcOIzvFc2TuRP360mW82p6DPbc+OY9msP5RFlNvJXy7pzID2McRH2L++IU5HhW/lxcfHA5CWllZjT6Gm26iN5xAXF0eex0/aiTQcSuF2lb2Xm8+ymLX6MM99Z79Dcv05rejXNpq/f7mdfy/dT9u4MK7pW7WdHmf9fBiAGwe24r6LOhHitPtRfFe/h+ZsY/7mFP7+9W4+U06U3wM+DzhDyqpWNELx8fGMHTuW9957jwkTJgAwZMgQPv30U2644QY++ugjhg0bVmrZqKgoMjMza7O7QtQ7CdH2O6Qep/2u5W3D2jL5/A70ahnFCwt289k6e2LtnHYxXNErgUEdYmkd6wYLlu0+wWuL97EjJYcpn2xhwqDWLNmZxr4TeXRvEcFNg9vwxcZUVu5OY+bqQ0SGOjme4+Gs1lG8ceNZrD2YyZRPtvDp2iNsPZrN/rQ80gMvEMYPbM29F3Usuv9XB621E5gGXIo9Yb1Saz3HGLOpOuo3xqwMfJmFHd8etGAH7l9orbdgh8rcrbVuDsi0lah9hTPuVizNIkIY0jGWuHAXO1Nz2XEsmy822AP7y3smMrqPbPtdU5RShIc6yQsijvD+UZ3ZmZLLij3pDOoQwwMX2wPsPI+ff8xP5rUle7miV2KJt0+DcTgjn0U7juNyKO4Y3q7ETbv4W6kPX9qZ1fvSWXMwC0+km1Bfjp1ZRgbuTc6kSZN48803ix5PnTqVyZMn8/LLLxctTi3NFVdcwa233srXX39dtDhViKYmIdbePTVDeZg9sQ8dE+2UzDcNbs2xrAKSU3L43ZA2DOkYe9q7qKO6J3Bht2a8u+Igr/ywh/dXHQKge4sI/n3jWcSGh9C1TQK/fWM57686RKjTLv/7Ee0ID3UyrFMcL17bkz99spmNgXfU28S6+dMFHbmsV43s6TIE2GGM2QmgtZ4FjAGqZeCutV5AKRsxGWNGVVQ2qIG7MeYhrfUzQIYxxqe1zsF+AkLUrsIZd2LpFBlCiNPBqO4JfLr2CF9tSuGrjfb50X2a12UvRTEuh+LFa3uyODmNkV3iiwbYY/u1YObqQ+xIyWH2uiNcP6B1per9dO0R/BZc0qMZCZGhZV4XGx7CXSM78I95yeRabkLJQXnzZB+AJmLfvn1FX7do0YIDBw4UPe7QoQOff/75aWWmTZtW4nHXrl1ZsmRJ0ePhw4eXiH8v3oYQjVViZEsAUp0OOoVmYmHfQ5VS3DeqU4XlHUpx69C29G0Txd/mbqdZRAivXNeb2HB7EmV4lwQGdYxn1R773eIeLSI5Pym+qPzwznH8Z0IfklNyGdA+hrax7prMZtMWKP6HvR+oznywDxT7Ogz4NXB6jFEpgp1xJ7BzauHX2UB2sGVPpbXejZ1S0gd4jTGDqlqXaGKKQmXsGXeAy3sl8unaI7y/8iAFPosO8WH0axtdl70Up4gIdXL5KbMiDqX4w8j2PDB7K28uO8A1fVsQFmQmAI/Pz2frjgBw3TmtKry+TWDhcq5yE4udElKikitH7ttCNG0JYXYmsONOJ46sw/hi2lapnoHtY/nyDwNRlFxXopRi8sXduOXtFYA9237qwPys1tGc1bpW/r+X9oqg2v5tGGNWn3LoR611UJszBT1wrwEXGWNS6rB90RAFQmVSLXtxKsDA9jEkRIaQmu0B4Oo+LSSnbBVlebLYkbGDrjFdiQqJwm/52Z25mxMFJ+gZ15MIVwQ+y8fW41vxWT5aqVZF3+tDOYfw+X20iwo+U8yo7s3o2TKSLUeyefmHvQzscHIWPDLSTmeZnX36QuPtR3NIyfLQJSGcge0rnjmPC/yu5Fr2zLzy1Nzi40ZO7ttCNFEJ4fbAPcXpwJF9mDPJBVVWCufzuyXy634tyff5uah7szNo4YztB9oXe9wOOFhdlWutiz85BzAQqHgWiroduJepcHFdTZepb200hudQo234PJB7HB8OjhNNx5YJxMfbKZ+uOrsN7y7bg1Lw23O7Eh8XfkZNNejv0xnU/9j3j7Fg3wIcykFSXBJHc46Snp8OgFM56RrXlYPZB8kssBfq9Wvej/E9x/PDvh+Yt3seYa4w5o6bS4uI4NcXPHB5L+54dxUzVh9ixupDlerv70Z0plmzim/uHZSdAjDHsmfeY8JDoNj3pzZ+3o1dad/DgwcPlptSsVAw11RVTdZd0/VXpW6HwxH073N9vAfVh7obev01VXeBz84kdtzpJMJ7AkcNtKOU4vnx9eLNvJVAN611Z+xUjTcCZaekqrzV2DP4CjtEZhcwMZiCQQ/ctdZnA52KlzHGfFqZXhZjAd9orS27GvPvKtYjmpKcVADSicaPg4Sok3HNvx7Qjvd+2sNFPVrQ9gwH7U3V8bzjLNq/CIXCoRxsT9sOQIuIFiSGJ7L1+Fa2ptmpF9tEtiHHm8PaY2tZe2xtUR253ly+2f0NN/W+Keh2L+7Vgnsu7saWQxmV6m/zaDc3DO4Q1LXNIuzflSxfiD23ITPuVSH3bSGasFBnKDGOUDL8BaSn76YxT3cYY7yB/OrzsdNBvm2M2ViN9XeuatmgBu5a67eBs4GNQOEuNhZQ1YH7ucaYg1rrFsC3WustxphFhScrk8ZO0vc1nTbi8+wwmaOWHRrh8OSQlmaHU3SIgo8n9qdFlPuM2m8U36cq1j9n9xx8lo+hLYbyj0H/YHv6dhLCEmgd0RqlFDneHLanb6dleEt6te1FjieH6Wums/DgQnrG9aRNZBumbZzG3B1zuar1VZVq+7ZBzYGSC4qDeR552RnkBbnaxu1ykBWYcc9KO4YnLa3GfhaNdAa/0vdtv99f7uZKNbkBU01v7lRf++73+yv8fa6v96C6rruh118bfU8IiSEjP4VDqTuhhu6bNfn/t6K2izPGfAV8VVNtaq1HcPqE+LsVlQt2xn2YMaZ31bp2OmPMwcDno1rrz7DT7iwqv5Ro8rIDqSD9MUSEOk7b0rhzQvVsutBUfX/wewBGtRlFmCuMvgl9S5yPcEXQL6HfycchEYzvOp7xXccD9mz7W1veYmPaRg7nHKZVRFDherUmNsxFbn7gXRqvzLhXlty3hRAJYfHsyk8hLfcolcsDJorTWv8fkASsgaLlAhZQ4cA92MTJy7TW1TJw11pHaq2jC78GLgM2VEfdopHLOpkKMj5ccnBXp5S8FNakrCHEEcJ5rc+rUh3hrnCGtxwOwIKDC6qze9UiLsJFHvaMu/Lk1nFvGpaGfN9+/vnnGT58OCNHjuT8889n1apVla5jyZIlLF++vOjxpEmTmD17drll0tPTSUpKKtpVdcWKFTRr1qwoHWVGRgZdunTB7/eXV81p1q9fz7ffflvJZyBE9UiItNcvHc+v/VnxRmYQ9ruYdxtjJgc+7gmmYLAz7u9gD94PA/nYwfSWMebsKnS2JfBZYOdVFzDDGDOvCvWIpqaUVJCievxw8AcsLIa0GEJUSFSV6xnVZhQLDi7g+wPfF83E1xdx4SHkHg9klfHK/nGV1CDv2ytWrGD+/PksXLgQt9tNamoqBQUFla5nyZIlREZGMnRo8GmcY2NjadGiBVu3bqVnz56sWLGCs88+mxUrVjBu3DhWrlzJwIEDcTgqt/HY+vXrWbNmDZdeemlln4YQZywxkDUszZMJlh9U9e1W2sRswM4iU7mMDAQ/cH8buBlYz8kY9yoJ7ELVr8ILRXAsC5V/+qI+yx0DjS0lYnaxVJCRJwfuXr8Xl6P0X+UCXwEhjpAS6SHLOhbqLH0TH6/fS67XnqF1OpxEuEoPySnwFZDvy6/waTjy7RtdYWaW6laV+r878B1gD7zPxLCWwwh3hrM1fSvb07fTKrz0cJnIkEgcpdzwLcsi25uNZVklnkeII4QwV1iJ67K8WWVm1S3t5xQX7iInMOMui1Mrpzru2/Evdaqezpwi7U+7yzx3+PBhEhIScLvtn3tCgp3O7ocffuDRRx/F6/Vyzjnn8Pzzz+N2u+nXrx/ff/89CQkJ/PLLLzz66KNMmzaN6dOn43Q6+eijj4p2Tl26dCnTpk3jyJEjPP7444wZc/qehEOHDmXFihVFA/e77rqraOC+YsUKhgwZAsCuXbt48MEHSU1NJTw8nJdffpnu3bsze/Zsnn32WZxOJzExMXz22Wc8/fTT5OXl8dNPPzFlyhSuvfbaav6OClG2hMAmTCkOhcpJwYqs4R3K/T5wVJBdye9FFZxc7GSFRkIZY4J6JBHYpLVegT0hDoAx5pqKCgb7zPYaY+ZUsXOiplgWUR/fQMjBFaed8rboQ9a497DC4uqgYzUk095wJ4UY4sOdLD60mHe3vcuerD3c1fsuxnYai1KKDcc38N2B71iXuo4dGTto5m5Gv4R+xITGsDZ1Lbsyd9E8rDn9EvoR4YpgTeoa9mbtpVVEK4a0HkLn2M7k5eaR68tlw/ENbEzbWGJA3iGqA/0S+tmLNlFkejJZf3w9m9M247WC2visXgp1hHJuq3PPqA63083IViP59sC3TPyh7MxWPWJ7YM43RYP31cdW8/W+r1mTuoajuUdPu16hSIpJom+zvqTlp7E2dS1pBeW/Vfvrzr/mnj73FL1Aiw0vFirjlVCZpmDUqFE888wzDB48mAsuuIBx48YxcODAolCXrl27ctddd/H2229z1113lVpHhw4duPXWW4mMjGTy5MkAvPfeexw+fJj58+ezefNmJkyYUOrAfciQISxdupTf/e537NmzhzFjxjB9+nTAfjfg3nvvBeDee+/l+eefJykpiVWrVnHfffcxd+5cnnvuOT7++GPatGlDeno6oaGhPPzww6xZs4Znn322Zr5pQpSjMJd7qtNBxIJHce37EX9cZ3KHTcHbfgSuw7/gPLoB/GX8L3SE4Em6DH9ssYxgfh/OYxthxw7ocSVgZ4ZzrzZELHkab0JPvO2Hkd/3JvzNupaoznl0A1FzJuLIPlJ0LOOGz/C1Oqdan3cNeLyqBYMduG/RWs8AvqDkK4OqZpVpkFROKigHVnj9yBjhyNhHyMEVWMqBFXoyvEF583Ed3UDkV38ka+z0hvDKs2J+H+xcCMBGqzVZ1lN8v3JX0ekX17/IimMryPXm8nPKzyWKpuanFi28LHQs7xj/PfDfEscO5xxmTnLpr0+jXFGgIN+Xz96svezN2nvaNQoVVJhJ4UCyMPa1ulWlfoXi2s7XlvluQmX8pstvWHt8LTllLADN9eayNX0rv6T8wsDmA9mbtZf7l92PP/BmntvpLvGOiGVZ5Hpz2ZGxgx0ZO4rqCXeG4yxjJibXm8snuz6hdURrrk+63p7BD0kl27L/FiRUpvaVNjNe05lfoqKiWLBgAcuWLWPx4sVMnDiRKVOm0LFjR7p2tQcAN954I2+99VaZA/eyjB49GofDQc+ePTl27Fip1wwdOpSXXnqJPXv20KFDB8LCwux3i7KyWLt2LQMGDCArK4sVK1Zw2223FZUrDOcZOnQokyZNYuzYsVx99dVV/C5UH5/PR2pqKh6Pp9z7y8GD9j41lY3fD0ZN1l2V+pVShISEkJCQUON7BtQHieH2DtipTiehyXa0nOPoOqLn3I6lnCir4r9l68epFPS+Dl+zrrj2L8O1fzmOwneIV/8HfvMpKucY4cteAMCVugVX6hZCN39K1rUz8LXoA4Dz2CaiPp2AIz8dKyQCq3Cso+r/z8EYE9QuqaUJdkQXjj1gv6zYsTNJB9nw+DzEzLway+ki45aF9SKuy7VvKQCeLpeRPfr1ouMq4wAxs8YQsm8J4YufIveCx+qqi9XGdWA5ZB/luLstWx0uIny7iA6J5vYetxMdGs2L617kx8M/AhDpiuSajtcwtOVQesf15nDuYdamriXLk0WfZn3oGdeTA9kHWJO6hnxfPn2b9aVbbDf2Zu1le+52juQcIS8vD5dy0S22G/0S+hHvtl+sef1etqVvY23qWk4UnADsmepecb3om9CX6JCKt2JuyOnGgtErvhcfX/pxmeff3vI207dNZ96+eQxsPpA5u+fgx8+IliP4fc/f0zmmMw7lKPE88n35bE7bzIa0DcSGxtI/oT/tIk/fDrvQgoMLeGzVY7y68VVyfbksPLiQ5MxkeiR0hAxAFqc2GU6nk5EjRzJy5Eh69+7NrFmzyrzW5XIVDdjy88sPewsNPRlaVziIffLJJ/nmm28AWLRoEUlJSZw4cYJ58+YxePBgAPr378+MGTPo2LEjUVFRZGRkEBsby6JFJxP0FA4AX3jhBVatWsU333zD+eefX+KaulAYytO8efNyd6eur6kya6J+y7LIzMwkNTWVFi1qOGykHkgIK5xxd1LQ5VLyBk/CdXAVYatew5GbijexJ942gyGk9EkgR+ZBQrZ/iXvDzBLHfbEdcHpz4fB6wlYbHGnJKF8+BV2vJL/f7whb/W9Cdi8g6rObybn0ORzpewhbOQ1HfjoFnS8h+6pXoYxw1/pIa30t8AzQAnvdaOHa0Qq3Ag9q4G6Mua3iqxq5Y1twZNmvxB0nduGPT6rjDoFr/zIAvO2HlzhuxbQla/TrRH8ynrA1/8HbeiAMvbkuulhtQrd9AcDKyItQ2faAeWiLofy6y68B6BPfhze3vEnHqI5c2+XaEgPoTtGd6BTdqUR9XWK60CWmS4lj3WK7MaSTHXNa1qDX5XDRO743veOrLTtqk3N5+8uZvm06Pxz6gbvz7+brfV8DcFuP20iKLf3vyu100z+xP/0T+wfVxkVtLiK5ezLvbnuXt7a8VXT8UGQaZICSGA1M3ZcAACAASURBVPcmYfv27ViWRVKS/Xu1YcMGmjdvzoYNG9i5cyddunThww8/ZMSIEYAdFlO48HPOnJPvvkVFRZGZWfGakb/97W/87W9/K3Fs8ODBGGOYNm1a0eOnnnqqaHFpTEwMHTp0YPbs2YwdOxbLsli/fj19+/Zl165dDBo0iEGDBjF//nwOHDhAVFQUWVlZ1fL9qSyPx1PhoL2pUUoRHR0d1O9HY1AYKnMsphXZl78BgK9Vf/L73QLeXHBXOO7EMWwKYT+/Bb48vO2G4203HH9MO+KPr4H/G0vY8pdQfg+WM5TckX/FH9uerFYDiPzyLkJ3f0/UF3cU1eXpdBH/v70zj5Oiuvb4t9fZd1bZEQaEERwBEUUQ4hMSRTBiohgExMzBoLw8jQSfBHFJonkKcYHk+nGJGn0a0ae4ZRAUBAVBRVkEZJFNGZYZYBZm7e73R/UMszI9PVU90839fj796e5azrl1q/rXt26de27RzxaFVaPdz1+AcUqpbU3dMdAJmJ6nnmFgSqlbmuowbDl0enZIx5EtLd9w9/lwVfa4d76kzmrPOYMpHjGP2JV/IHb1Q5D5c3DHhbqU5uApx7XLeCT3kfNS7C4jnVu7mNO9G+fEncO8QfNapHiaptEprhMDUgewKW8T9395PwXlBfRN7kuf5D6m+rmlzy0cKz7Gtye+5equV/PU1qcocBdSjo5xP1soLCzk7rvv5uTJkzidTnr27MnChQu57rrrmDZtWtXg1MowldmzZzNr1iwWLlzIoEGDquyMHTuWqVOn8sEHH1QNTg2Uiy66iA8//JALLjBuOocMGcLevXurBqYCPP3009x111089thjlJeXM3HiRM4//3zuu+8+du/ejc/nY8SIEWRkZNC5c2cef/xxRowYEfLBqT6fTzfa68Fms1kW+tjaSI1OBeBE2Um8Pu/pJAMOl/EKAG/KuZz6yZ/qrjh3FGROxrbxJQBKL5iGN6mLsc4ZZfSqZ/8XjiObqeh0ERVdhlOWfnU4NtoBDgfTaIfAQ2XerfY5GrgW+DEYh2HLoU1VH51HtlLep+5ApFBiP74b+6mjeGPb1BmsUUnpgJtwf/s6ziObYPUC+MkfQlxKc3Ae/Ax7yXFok87XJZ2wuYwcxg1lLNG0fsZ2GcumvE1V4xEmdJ9gug+7zc6czDlV31/b9SZHS39kj8tFDx3jflaQmZlJdnZ2neUjR45k1aq6IabDhg1jw4YNdZb36tWLNWvW1NiuejzzgQMHGizDrFmzmDXrdHrmrl27kpeXV2Obbt26sWTJ6fCyStsvvlh3LpaUlBRWrFjRoD+NxkrcDjcJrgQKygvIL8snOcrkBBhXPoRn90psXg8lQ35Tc50zmqKr/mauv5bjCxF5DXiLJo4dDShQWyn1RrXXy8AvgIxgSxuW1Opxb2lcB/xhMp0vbjjto83Oqcv98e2fPQF5e0JUOnNx7zDCZOj/c3JPlWF3GqEy7WPbt2CpNM3h8nMux203ekniXfHNTkMZCD0TjBvcbVFuPQGTRhPhzJo1i+3bt59xm2PHjnHFFVcwcuRI1q5d2+B248aNY+PGjQAMHDiQ3NxcU8sablSO+corzWtkyyCISSb/V8s4efNyfFFJ5ttvPSQCpzDGjo7zv64OZMdg0430Bro2ulUIif3oXhw/ftl8Qw43xcPnUNGlWviJ1wM5m09vcnQr+HyW5Em35+3CtXclzh8+x36ybi+ONy2dU6MfrIpvry9MpjqejoMo7ftzora/Cc+NJSHKwow4/l6iBJMHDTlOGDcc3n7XkrdsNzHtjIa77nEPX+Jd8YzoOILlPyxnbJexNXK0W8V5Kel8fuwTtrndXN1AxhuNRhM++Hw+I2NUPZNYPfHEE43uv2rVKtLT01m8eLEVxYtYUqNS2V+4n+d3PE9+WT69k3ozqdckUqNTKfWUsiVvCxtzN7I5dzPxrngy22TSJ6kPDrsDu81O9/juVZpfWF5YlaUt2ZtMn5Q+4DLSQX7848cs2bOE9KR0MttkMrTdUKIcUTXKcrLsJAs2LWBfwb6qZX+48A8NjpdqLTRn7GigMe4FGDHuNv97DvD7YJ1agT3/IM7cM99dB0r0+icorN5wz90N5UV44zuCpxx78THsBQfxJnYxxV8lzoPriP+/X2FrKP8pQO527Ce+x55/EICKzsMa3tZP8fA5RO39CAoP4yw83Oj2zcWK5JMVHQeRH98Tr28XdpfucY8EZvafSbeEbkzsMTEk/jJS+wKwLcqFr0z3uGs04ci+ffuYOHEiw4cPZ8OGDWRkZLBt2zaKi4u55ppruOeeewCjl/yBBx4gMzOTLl26ICJkZ2cTHR3Nyy+/XDVxVklJCSNGjCA7O5u5c+eyceNGSkpKGDduXJUtTU1So4w491WHjHCzjbkbWbpvKb2TerPjxA7KvDVnJ16ds7rGd5fdxXnJ51HmLeO7E99VpQIGOC/1PO7LvI9tJ7bx4JcP4sXL5rzNvPH9G3SO68yDQx7k3ESjUV5QVsCda+9k58mdNeyXehufCLGlEZFoYDrQHyMEHQhs7GigWWUaz3HXwpwa9RC2smaOtPeUkrDkFzgPfo6t6MjpGcH8YTIV7fpj85Rj37cKx5Gtpjfco9c/hc1bQXm3kZSlj8PTpm/NfKTlp4hbdifOI0bvvze+A97k7o3a9cW1g1kbIf9H8vPrzrJqFomJxmhyK3x4UnqQW1iKzVEI9goSXAmm5BzXtBxp0WlMSZ8SMn/pyekAbHe7qSjUDXeNpjmkpqZaYrd2/H997Ny5kyeffJJHH32U48ePk5KSgsfjYcKECWzdupX+/fvX2L6oqIjBgwczd+5c7rvvPl588UV+97vf1ZnMau7cubRp0waPx8O4cePqtaUxJrcr8ZTQI6EHfZL7kH0wm09zPmVz3mZs2Oid2JvMNpkMTBtIfnk+G49t5EChEUFQ4ilhb8FeNuUZ4wYdNge9E3rjtDs5WnqUbXnbmL5qOiWeErx4ub7n9cS74lnxwwr2F+5nxuoZ/Kr3r0h2J/Pe/vfYeXInneI6MTdzLtEOo/3bKa5Ti9VNE3gJ2A6MAR4AbgICGqwacOeoiAwAulffpzVNwFQ18riZlHcbgXvPctw736f0gqnGwkNfA+BpmwHeclz7VuE4soXyXmNN8Wn42ITrwBp8rjiKfvpEg7FdBRNfI+GNG3Gc+N4Ikwk0XCc2FWJT8URZmNvbn3fbKh/H8sqwuXSYjCY4kqOScXoSKXbks99XQuRnXNZoIpMuXbpU5cV/6623eOGFF6ioqODw4cNs3769TmPb7XYzZswYwIhRX7lyZb12K215PB5ycnLqtaWB89PO5+G0h6u+X37O5ew6uYvDxYfJSM0gyV2z/XJV16tqfC8oK2BT3iZcdhcZqRlVnXCOOAdz18zl4wMfAzC592Ru7XsrNpuNSb0msXDTQt4/8H6NFL8dYzvy10v+SvuYsHsC30spdb2IjFdKveCf5LTuSPp6CDRU5jlgALAVqp5pROQETGW9xxkN9+/erdZwN3rcPe0ywFMOgNPsAaprnwKgtP8vzzggwxffgYKJrxG16Z+U9bve3DK0cnKLSrG7jJsCHSajCYZYbxfyHVvZYa/QDXeNphmcqWfc6kmS4uKM1Mb79u3jqaeeYsWKFSQnJzNz5sx6J85yuU7PxOxwOOotV6Wtjz/+mJSUFGbMmNHoJFya0/RK6kWvpPoz3NUmwZ3ApR0urbM80Z3I46Me55VNr+D1ebmq61VV5y3KEcWczDkMbT+UL44aKaHjnHFM7DmxRmroMKLc/35CRDIwQtC7B7JjoD3uFyulzooZZ8p7XoHPGY3z0BfYCn7EF98RcoxHOhXtMrD5G+6OI1vMG6B68iBseQOfzUFpZuOp8X1x7SgZdmfz/YYZeUWne9zD8O5a0wpItHcnn6185/RxWUsXRhMSHnvsMZYsWYLD4cBut7NgwQIGDx7cJBtr1qzB5XIxdOhQAGbOnMnYsWOZMOHMaUwffvhhXnrpJdLS0qqWvfPOOyQlNS1bxoIFC7jzzrNP8xujoKCA2NhYEhMTOXLkCMuXL+fSS+s2CJtiKykpqdm2NMFjs9n4WdefNbh+1DmjGHXOqBCWyDKeFpEUYC6wFIgHAsrZHWjDfa2I9FNKfRtkAcMHdxzl3Ufj3vU+7p3vUX7uWCg5CXFt8cW1xwd4oxKxFx8z4uDjm9eAtBUdhU8fAG8F5enX4E3sbM5xRCDHCsuqBqZ2iNWhMpqm08Z9Lgc9sN3tqnp6polc1q9fT3Z2NitXriQqKorc3FzKysoa37EWa9asIS4urqrh3hRmzJjBHXfc0eT9qrNw4ULdcK+HjIwMBgwYwLBhw+jevXtQ56e2raFDhzbblkbTGEqpZ/wfPwF6nmnb2gTacH8Bo/Geg5Eo3gb4lFIDmuIsXChLvxr3rveJ+uYFnD+sNxZ2HFjVu+5p2x/7wbXErrwPb3zwDUhbWT7u794DTynYXZQMlmaVu7TCy5ZDBWw8UEDuqZp/TtFR0XRIiua8NBc90mLYeqiQjQfzyS89QwabJhIdZQwMKSkNfHKbQV2SuKLP6d6otzcdZvuRIgDi3U6mDu1EXJTx2DW3sBRbZaiM7nHXBEGn2F58XQCbo9wsyv4VDpeRS97j8ZBic3GBI5k+jgS+8xTwlecEJ3zlzBz7SguXOjIYsXSEJXY/ueaTBtfl5OSQlpZGVJSRQq6y53vVqlXMmzevaubUxx57jKioKAYOHMhHH31EWloaGzduZN68eSxatIh//OMfOBwOXn/99aqZUz/77DMWLVpUlZ1k/PjAJ+Xbv38/M2bM4NQpIy3pI488wtChQ8nJyWH69OkUFhZSUVHBo48+yrJlyyguLmbEiBH07duXp59+Otiqigi6devGunXrqsJdFi1aVO9277zzTtXn6hNkjR8/vupcTZo0iUmTJlWtW7RoUb1hPtVtffPN6TldNJqWINCG+3PAZGAzVMvbE6GUdx+F152AI/8gDn/aRToPqVpf0fFCXAfX4t79b3Mc9rkKRs7GE9OtSbv5fD7u+r8dfLrHaMxWeH14w2zW5de/ymHZ7UNIjXWx59gp5n+wu8b6KKedWy8xnkLsOlJ4OhWkbrhrgqBDbBva5vk46rLzWsUhaOS+1enzcUtFMTHOmNAUUGMqo0eP5pFHHmHIkCGMHDmSa6+9lkGDBjFz5kzeeustevXqxW233cZzzz3HbbfdVq+Nrl27MnXqVOLi4qp6zv/5z3+Sk5NDdnY227Zt46abbmqw4f73v/+d119/HYDk5GSWLl1KmzZtePPNN4mOjmb37t38+te/5qOPPmLJkiWMHj2a2bNn4/F4KCgoYNiwYTzzzDN88knDNygajebsIdCG+36l1FJLS9KacMVQ+PNXcB4yBkDEJqZBxnVwyni0XjJoBt7EztiaPW26jfLOF5PU25+L/XjTsrFsO1zExztrDhDq3TaWC7sk0jUlGuPBiEF0TAy7jhSydtdRDhwvpk/7OC7skkjHRPMmvomNNRo3p04Flmrvva1H+DaniBU7crk+swPZ244BMKRrIunt4nj5i0Ms236MWy/pzNHCMtbvzSOutw6V0QRPSqwb74FJjDlnE/07xuN2uQAoLSvjh4oCvirNYU/5CXq6ksmM6kBmdEfstoAmmNY0Qn0941YPYoyPj+fjjz9m7dq1rF69munTp/Pb3/6Wbt260auXMZDuhhtu4Nlnn22w4d4QV199NXa7nb59+3L06NEGt6svVKaiooLZs2ezefNmHA4Hu3cbHRYXXnghd9xxBx6Ph6uuukpnNNFoNHUItOG+3Z+q5h2MUBmgdaWDNBtP+/PxtD8fgFh/mkNO+RvWUQmUZdzYQiU7zTtbjgDwyws78F+jumO3gctRfyMjxX8Mx48fx+fzVY3UNpPqPgIhPsrBfe/vYtn2Y0y8oD3LthvTSE8d2okh3ZJYuvkIO4+eYs+xU6zbexKfrQSbo5goRxTJ7mTTy6+JfJJinOwtHUhn20juvaxfvdesVb8PTcvgcDgYPnw4w4cPp1+/frz66qsNbut0OvF6jYfKjWUUcbvdVZ99PuNR50MPPcSyZcsAzthDvnjxYtq2bcvq1avxer107NgRgEsuuYR3332X5cuXIyLcfvvt3HDDDYEdaAiw2Wz691EPuk40wSAil1A3zfqLje0XaFdSDEaD/UpgnP91dZNLqTGNco+Xf39r9FCPP78dUU57g4322rQWgRmVnorLYePL/fl89v0J9uYVkxzjZEi3JFwOO6PTjXjUZduPsWz7sRphMq3lGDThRXKM0cN+srjhGBl9bUUOO3furOrNBtiyZQtt27Zl//797NmzB4B//etfXHKJMVN2165d+fprY96OpUtPP2SOj4+nsLDxCf7mzp3LJ5980mhYS35+Pu3bt8dut/Paa69VPXE4cOAAbdu2ZerUqUyePLkqntrpdFJe3vKDqV0uFwUFBVU3Khqj0V5QUIDL//ROowkEEXkJeBQYDgzxvwJKdxXozKnTgi6dxhLW7D7OieIKerWJpW/7uJYuTlAkRDm5tGcKK3fm8YA/tv0nfdKqbkDGnNeGtzcf4c1vjnC0sIyYpJOAjm/XBE9yjCF5J87QcNdEDoWFhdx9992cPHkSp9NJz549WbhwIddddx3Tpk2rGpw6bZrxFzd79mxmzZrFwoULGTRoUJWdsWPHMnXqVD744IOqwamBUj3GHYz4+OnTpzNlyhTefvttLrvssqq85GvWrOHJJ5/E5XIRHx/P4sWLAZgyZQrDhw9n4MCBLTo4NS0tjdzc3EYb73a7oeGVTy/MxErbwdi32Wy4XK4aKT81mgAYDPRTSjX5LviMDXcRma2U+ouIPIkx4VINlFKzmupQYw7vbDFiKsdltA3rHsIr+6axcmceRwqNLDhj+rapWjekWxLJMU6O+tf16VzBbq9uuGuC53TDveV7LzXWk5mZSXZ23ckIR44cyapVq+osHzZsGBs2bKizvFevXqxZs6bGdpXx+VAza0l15syZw5w5c+pdV93evHnzALjxxhu58cYb68T+z58/n/nz59drJ5Q4HA7atWt8spumhk02BStth8K+RuNnC9ABONTUHRvrcd/mf/+iqYZDzZLtazlUmGuJ7Wh/KrESi2ZRa6p9j9fHp4cP4Ur0kdz2FCt/3NnoPvH58QABPe4NlmB8OOK9xCTvptzjJSHKSYGzjJU/nl6f0esw6/YaITIxifvghJ41VRM8CdFO7DYoKPXw4fZjJMQbA8wLi4rq3d6G8RRIo9FoNBoTaQN8KyLrqTl29JrGdjxjw10pVZm89DWlVI0UKiLSpp5dWozntr1IoWNrSxcjZER1Mt4f3dKy5TADZ0fjQqwA5n9Zd32Mf06qLUb7nY6xHUNVNE2EYbfZSIl1kVtUzuy3v2t0e6fdxoa7h4WgZBqNRqM5i5gf7I6BZpVZLyJZSql1ACJyHfBnID1Yx2ZzbsJ57C9yN75hEFSmg/P6LIqpC8K+3WajW2oM8VGOxjcG3P6JZsrKmz5rYKAE66O43Mv+vGJ6pMXgdtYaYOuDvXnFxLoddE6NJyU6heEdhptVZM1ZyF2ju7N8h/F0rrFr1hHGYWitAZ2FJLToutZowgOlVN1YvQAJtOF+E/CciKwEzgHSgNHBOrWCJ6+wLtw+EmLqIsGHjj3UmMFP+7Xlp/3aAvqasprKLCQJCQm6QWkxOruJRhM+iMjFwJPAeYAbcABFSqnExvYNNKvMZhH5I/ASUACMUEodDL7IGo1Go4l0GstCcjZlH7Hats5uotGEFU8BNwCvY2SYuRnoHciOATXcReRZ4FxgAEZ4zDsi8pRSalFQxdVoNBpNxNNYFhKdfST0tjUaTetAKbVLRBxKKQ/wvIh8Fsh+gYbKbAFu9eeb/N7fxb8gyLIiImOBxzEeDTyjlHo4WFsajUajsR6t2xqNRmMap0TEDXwtIn/BSAsZ0KQ8AU21qZRaWD1JvFLqpFJqejAlFREHsAj4KdAPuFFE+gVjS6PRaDTWo3Vbo9FoTGUyRhv8dqAI6AJcF8iOtkCmLhaR3hhZZPoB0ZXLlVI9m1pSERkGzFdKjfF/v8dv68/VNtPzKWs0mnAmokZiat3WaDQRTsg1W0RigK5KqR1N2S/QUJnngfuAhcAoYBrBH2QnoPo0cweBobW2iag/PY1GowlztG5rNBqNSYjIOOBRjIwyPUTkAuCBQCZgCihUBohRSq0AbEqpfUqp+QSfDrI+cdc9NRqNRtN60bqt0Wg05jEfuAg4AaCU+hroHsiOgfa4l4iIHdgpIrcDPwANpwo4MwcxYnkq6Qz82MC2Go1Go2l5tG5rNBqNeVQopU6KSJN3DLTh/lsgFpgFPIjR2z6lyd4MNgC9RaQHxg3ADcCkIG1pNBqNxnq0bms0Go15bBGRSYDDP450FhBQOsiABqeajYj8DPgrRlqx55RSfwx5ITQajUYTMFq3NRqNxhxEJBa4F7gSIxQxG3hQKVXS2L6BZpUZ7HfQjWq99EqpAUGWWaPRaDQajUaj0TSBQENlXgbuBjYD1swfrdFoNBqNRqPRRDj+DvH/xhiQ2qQO8UAb7keVUkuDKp1Go9EEiIgkAWMx0g/6MAZAZiulTphkvy8wvpb9pUqpbWbY12g0mkjCSk0+y/U46A7xQENlfgLcCKwASiuXK6XebFIxTSIUJ1tExgATavl4Wyn173Cw7/cRinqy1EeI6ilSfIT1uRCRmzHmi1iGMQASjOwl/wHcr5R6sZn2f4+hY69iZEmptH8D8KpS6uHm2NcEhpXXabjrtsV1E+76YJn9MD+vVtaLZZp8tuuxiKxRSg0PZt9AG+7/BPoCWzl9Z+BTSt0SjNPmEIqTLSJ/BdKBF2v5uBnYqZT6z9Zs3+8jFPVkqY8Q1VOk+IiEc7EDGFq7J0dEUoDPlVLpzbT/HdBfKVVea7kb2KqU6t0c+5rGsfI6DXfdtrhuwlofrLQf5ufV6rJbpslnux43p0M80FCZgUqp84MrnulMp/6TvQDjxsKMu7Sf1XdBishrwHdAcxspVtuH0NST1T5CUU+R4iMSzoWN+if18WLOrJxe4BxgX63lHdFjd0KFlddpuOu2lXUT7vpgpf1wPq9Wl91KTT7b9XgaRoe4i2od4oBpDfd1ItJPKfVtcOUzlVCc7BIRuUgptb7W8iFAo6l6WoF9CE09We0jFPUUKT4i4Vz8EfhKRJYBB/zLumI8ln3QBPu/BVaIyM5a9nsBt5tgX9M4Vl6n4a7bVtZNuOuDlfbD+bxaXXYrNfls1+OgO8QDbbgPB6aIyPcYXfo2jFCZlkgHGYqTPRX4m4gkcPrxUxcg37+utduH0NST1T6mYn09hcLHNGBxmJ/vqVhcT0qpF0RkKTAGI17TBqwE7lFKHTfB/r9FJB1jmulK+weBDUopT3PtawLCyut0KuGt21bWTbjrg5X2rdbnsL3mrdRkrcfBd4gHGuPerb7lSqnad5AhQUTshOBki0iH6j6UUjlhZt/yegqRD0vrKVJ8RNC5aE+1gVZKqcNm+6jHZ7xSqtBqPxrrr9Nw1m0r6yYS9MHiug/L8+q3b3W9h1STzwY9FpFtwLlAkzvEA+pxb6kG+hnwVXt5q72biv/ir/EDEJG+SqntJrnIrf0DE5E2SqljJtkHWK+U8voHfGQASUCeWcaVUl5gXeV3EfmNUmrdGXYJxkcOkCMi8UC6iJTUHiwTLP56Ka/mYxRwk4hsNTGjwACl1Kb6rieT6QxsV0qtE5HuwGCgACOO0kwfXYAKoBATj0dELgD+jnGNHsQQss4icgL4jVLqK7N81cO3GL1gGuuxVL8jQLct0exw1mordTpE+my1Nluiyy2oyWeDHo8NdseAetxbEyJyJbAY2EnN9ES9MC6kZRb736+UatYF5Redl4AoYCOQpZTa61/3lVLqQhPKOQFQGH+IMzAS/RdhjEC/TSn1jgk+7qxn8X8DfwJQSi1opv3FSqnf+D8PB14BdmOca1FKvd8c+3673wCXK6WOi8jdwLXA+8BI4Aul1D0m+PBg3FX/L/C/VowVEZE5gGDcuT8K/A74FLgYeNaEczESeAw4AQzy204ByoHJSqkDZ9g9UB9fY5zXz2stvxhQSqmBzbRf3/UKxp/RvUqp1ObY1zROS+l3OOi2lZod7lptpU5brc9WarPVumylJms9Dp5AY9xbE48DV1QKZiUi0gPjh3xecx2IyBMNrLIByc21D/wFGKOU2ioiE4EPRWSyv/fDjOwZYOReHQjEAN8AQ5RSO/xhT28AzW64A/dj1PlWTpfbASSYYBsMYavkQWCCUuorEekJ/Mvvu7k4qsXq/RK4TClVLCIPA18BzW64A5uAyRipn5aKSBHGn8Srta/jZjAZ6AfEAnuBnkqpoyISB3wONOuPGfgrcKXfZg9ggVLqUhH5D+BZ4Mpm2geIq/0HAeDvpYozwf6fgP/B6JWqjd0E+5rGsUy/I0C3rdTscNdqK3Xaan22Uput1mUrNVnrcZCEY8PdyelBGNX5ASOtjhlMA+6iWm7Natxogn23UmorgFJqiT/W6U3/nblpj0AqH+f6e5t2+Jft88fbmUF/DNGJw5iM4ZSITFFK3W+S/eokVj6WU0rtERGHSXbzRSRDKbUFOAZEA8UY15lZ9eTz278XuFdELsLI4btaRA4opS4xwYfH/0dWhlH+XAClVJGImGAeh1LqqP/zfqCb3/6HYuQSNoMPROQ9jJzElT1FXTByEpsRtvQV8JZS6svaK0TkVhPsaxrHSv0Oe922ULPDXaut1Gmr9dlKbbZal63UZK3HQRKODffngA0i8io1L6QbMO4wzWADsEUp9VntFSIy3wT75SLSoVKk/T04PwHexRisYAoiYvfHNd5SbZkDcJthXym1H5goIuMxep8WmmG3Gn1FZBNGD1F3EUnxPyq1ih7i8gAABO5JREFUY95N2gzgZf+j2CPAFyKyChiA/zGyCdTojVNG6q71InIXMMIkH1+JyCsYf8wrgBdE5N/AaIx4webyhYg867c9HiOzACISi9Fz12yUUrNE5KecnmGwchDXIjPCojAadg3FCg82wb6mcazU77DXbas0OwK02kqdtlqfrdRmS3XZYk3WehwkYddwV0r9WUTeBq4BhnH6QrrJxNi0iTSQA1Up1cME+3OA9lQbQKKUOigilwMzTbAPkIUh9iWqZo7XLpgz+VIVSqm3RWQ5MJ/6e9OCpfZj8yL/eyowzwwHSqlNInIhxiPFdIxH1AeBO80YVOXnfxrw7QNWmeTjVuB6jJ6/JcBQjF7GHcAiE+wL8GvgEmA5RgMMv78xJtgHQCn1AfCBWfZq2d5xhnWWZ67RWK7f4a7blmt2uGq1xTpttT5bqc2W67JVmqz1OHjCbnCqRqOJTEQkCSNWdTzQzr/4CPA28HBz/6Cr2Z8AtDXbvkaj0UQSVmqy1uPgCbsedzHSTM0GrsPIRlCGMXr970qpf4SDj0g4hlD4iIRjaAU+/qaUesFE+z/H6AE0/RgwBrF9BIyqFuvbAWMikdcxZuszw/7ltexPMcm+phGs/C2Eux7pumkZ+y1Y9mZrcwh02UpN1nocJOE4cvdlYA/GY6D7gScwRm2PEhGzYpKt9hEJxxAKH5FwDC3tY7TJ52Is1h1Dd6XUI6pajmylVI5S6mHMyenbkP1HTLKvaRwrfwvhrke6blrGfkuV3QxttlqXrdRkrcfB4vP5wuqVlZX1Ta3vG/zv9qysrO3h4CMSjkHX09nlI0THsCwrK2t2VlZW+2rL2mdlZf0+KytreWu3r18tex2F+29A142um9Zk22/HMs3Uehz8Kxx73IvEmOABERmHf1SyfyS+WTnQrfYRCccQCh+RcAyR4iMUx/BLIA1YJSLHRSQPI0tCKvCLMLCvaRwrr6Nw/w3oumkZ+7rsDWOlZmo9DpKwi3HHSAv1jIikA1vwp80SkbaYkz0jFD4i4RhC4SMSjiFSfFh+DP70cc8DHwLrlFKFletEZCzNzBtstX1NQFh5HYX7b0DXTcvY12VvACs1U+txM2jpLn8zX1lZWdPC3UckHIOup7PLh1n2s7KyZmVlZe3Iysp6Kysra29WVtb4auu+au329at1XEehth3u9sO57LpurLVtpWZqPQ7+FY6hMmfCilngQu0jEo4hFD4i4RgixYdZ9n8NDFJKTQAuB/4gIv/pX2fGY1+r7Wuah5XXabj8BlrCfjiX3Wr7Z3vZrdRMrcdBEnahMmLMzlYfNozJMVq9j0g4hlD4iIRjiBQfoTgGjOm7CwGUUnvFmNhmiYh0wxwht9q+phGsvI7C/Teg66Zl7OuynxErNVPrcZCEXcMd42IcAxyvtdwG1JnqupX6iIRjCIWPSDiGSPERimPIEZELlFJfAyilCkXkaozZAM8PA/uaxrHyOgr334Cum5axr8veMFZqptbjIAnHhvu7QHzlya6OiKwMEx+RcAyh8BEJxxApPkJxDDcDFdUXKKUqgJtFRIWBfU3jWHkdhftvQNdNy9jXZW8YKzVT63GQ2Hw+X0uXQaPRaDQajUaj0TRCpA1O1Wg0Go1Go9FoIhLdcNdoNBqNRqPRaMIA3XDXaDQajUaj0WjCAN1w12g0Go1Go9FowoD/BzM9Rt0KFIlAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x144 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.dates\n",
    "import matplotlib as mpl\n",
    "\n",
    "fig=plt.figure(figsize=(12,2))\n",
    "pl=plt.subplot(1,2,1)\n",
    "\n",
    "dset=\"gpcc_wcp\"\n",
    "ncdata=Dataset(\"/work/data/gpcc/precip.mon.nobs.v7_afr.nc\")\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "\n",
    "i=0\n",
    "for reg in regs:\n",
    "    i=i+1\n",
    "    lnmin,lnmax,ltmin,ltmax=regdefs[reg]\n",
    "    sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "    sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "    pr=ncdata.variables['precip'][:]\n",
    "    pr=pr[:,sellats,:]\n",
    "    pr=pr[:,:,sellons]\n",
    "\n",
    "    time=ncdata.variables['time']\n",
    "    cal=time.calendar\n",
    "    units=time.units\n",
    "    times=time[:]\n",
    "    nts=len(times)\n",
    "    #dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\n",
    "    dates=num2date(times, units, cal)\n",
    "    prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "    pr_year=prpd.resample(\"A\").mean().max(1)\n",
    "    pl.plot(pr_year, label=reg)\n",
    "pl.set_ylim(0,15)\n",
    "pl.set_xticks(pd.date_range(\"1900-01-01\", \"2018-01-01\", freq=\"10A\"))\n",
    "pl.set_xticklabels(pd.date_range(\"1900-01-01\", \"2018-01-01\", freq=\"5A\"), rotation=90)\n",
    "pl.xaxis.set_major_formatter(mpl.dates.DateFormatter('%Y'))\n",
    "pl.set_title(\"GPCC 7.0\")\n",
    "pl.set_ylabel(\"maximum station count [-]\")\n",
    "\n",
    "\n",
    "pl=plt.subplot(1,2,2)\n",
    "ncdata=Dataset(\"/work/data/cru/cru_ts4.02.1901.2017.pre.stn_-15-60E_-40-40N.nc\")\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "\n",
    "meanMAP=pd.read_csv(\"/work/data/cru/meanMAP.csv\", index_col=0, parse_dates=True)\n",
    "\n",
    "for reg in regs:\n",
    "    i=i+1\n",
    "    lnmin,lnmax,ltmin,ltmax=regdefs[reg]\n",
    "    sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "    sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "    pr0=ncdata.variables['stn'][:]\n",
    "    \n",
    "    pr=pr0[:,sellats,:]\n",
    "    pr=pr[:,:,sellons]\n",
    "\n",
    "    time=ncdata.variables['time']\n",
    "    cal=time.calendar\n",
    "    units=time.units\n",
    "    times=time[:]\n",
    "    nts=len(times)\n",
    "    dates=pd.date_range(\"1901-01-01\", periods=nts, freq=\"M\")\n",
    "    prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "    pr_year=prpd.resample(\"A\").mean().max(1)\n",
    "    pl.plot(pr_year, label=reg)\n",
    "plt.legend()\n",
    "pl.set_ylim(0,15)\n",
    "pl.set_title(\"CRU 4.02\")\n",
    "\n",
    "pl2=pl.twinx()\n",
    "pl2.set_ylim(-400,700)\n",
    "pl2.grid(False)\n",
    "pl2.set_yticks([0,200,400, 600])\n",
    "pl2.plot(meanMAP.mean(1)['1900':'2018'], color=\"black\", label=\"rainfall\")\n",
    "pl2.set_ylabel(\"mean annual rainfall [mm]\")\n",
    "pl2.legend(loc=(0.4,0.1))\n",
    "pl.set_xticks(pd.date_range(\"1900-01-01\", \"2018-01-01\", freq=\"10A\"))\n",
    "pl.set_xticklabels(pd.date_range(\"1900-01-01\", \"2018-01-01\", freq=\"5A\"), rotation=90)\n",
    "pl.xaxis.set_major_formatter(mpl.dates.DateFormatter('%Y'))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x180 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.dates\n",
    "import matplotlib as mpl\n",
    "\n",
    "fig=plt.figure(figsize=(10,2.5))\n",
    "pl=plt.subplot(1,2,1)\n",
    "\n",
    "dset=\"gpcc_wcp\"\n",
    "ncdata=Dataset(\"/work/data/gpcc/pr_mean_mon_gridded_GPCC_FDM-V2018-0p5_native_189101-201612_afr.nc\")\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "\n",
    "i=0\n",
    "for reg in regs:\n",
    "    i=i+1\n",
    "    lnmin,lnmax,ltmin,ltmax=regdefs[reg]\n",
    "    sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "    sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "    pr=ncdata.variables['numgauge'][:]\n",
    "    pr=pr[:,sellats,:]\n",
    "    pr=pr[:,:,sellons]\n",
    "\n",
    "    time=ncdata.variables['time']\n",
    "    cal=time.calendar\n",
    "    units=time.units\n",
    "    times=time[:]\n",
    "    nts=len(times)\n",
    "    #dates=pd.date_range(\"1979-01-01\",periods=nts,freq=\"M\")\n",
    "    dates=num2date(times, units, cal)\n",
    "    prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "    pr_year=prpd.resample(\"A\").mean().max(1)\n",
    "    pl.plot(pr_year, label=reg)\n",
    "pl.set_ylim(0,15)\n",
    "pl.set_xticks(pd.date_range(\"1900-01-01\", \"2018-01-01\", freq=\"10A\"))\n",
    "pl.set_xticklabels(pd.date_range(\"1900-01-01\", \"2018-01-01\", freq=\"5A\"), rotation=90)\n",
    "pl.xaxis.set_major_formatter(mpl.dates.DateFormatter('%Y'))\n",
    "pl.set_title(\"GPCC 8.0\")\n",
    "pl.set_ylabel(\"maximum station count [-]\")\n",
    "plt.legend(loc=2)\n",
    "\n",
    "\n",
    "pl=plt.subplot(1,2,2)\n",
    "ncdata=Dataset(\"/work/data/cru/cru_ts4.02.1901.2017.pre.stn_-15-60E_-40-40N.nc\")\n",
    "crulons=ncdata.variables['lon'][:]\n",
    "crulats=ncdata.variables['lat'][:]\n",
    "\n",
    "meanMAP=pd.read_csv(\"/work/data/cru/meanMAP.csv\", index_col=0, parse_dates=True)\n",
    "\n",
    "for reg in regs:\n",
    "    i=i+1\n",
    "    lnmin,lnmax,ltmin,ltmax=regdefs[reg]\n",
    "    sellons=(crulons>lnmin) & (crulons<lnmax)\n",
    "    sellats=(crulats>ltmin) & (crulats<ltmax)\n",
    "    pr0=ncdata.variables['stn'][:]\n",
    "    \n",
    "    pr=pr0[:,sellats,:]\n",
    "    pr=pr[:,:,sellons]\n",
    "\n",
    "    time=ncdata.variables['time']\n",
    "    cal=time.calendar\n",
    "    units=time.units\n",
    "    times=time[:]\n",
    "    nts=len(times)\n",
    "    dates=pd.date_range(\"1901-01-01\", periods=nts, freq=\"M\")\n",
    "    prpd=pd.DataFrame(pr.reshape(nts,-1), index=pd.to_datetime(dates))\n",
    "    pr_year=prpd.resample(\"A\").mean().max(1)\n",
    "    pl.plot(pr_year, label=reg)\n",
    "\n",
    "pl.set_ylim(0,15)\n",
    "pl.set_title(\"CRU 4.02\")\n",
    "\n",
    "pl2=pl.twinx()\n",
    "pl2.set_ylim(-400,700)\n",
    "pl2.grid(False)\n",
    "pl2.set_yticks([0,200,400, 600])\n",
    "pl2.plot(meanMAP.mean(1)['1900':'2018'], color=\"black\", label=\"rainfall\")\n",
    "pl2.set_ylabel(\"mean annual rainfall [mm]\")\n",
    "pl2.legend(loc=(0.4,0.1))\n",
    "pl.set_xticks(pd.date_range(\"1900-01-01\", \"2018-01-01\", freq=\"10A\"))\n",
    "pl.set_xticklabels(pd.date_range(\"1900-01-01\", \"2018-01-01\", freq=\"5A\"), rotation=90)\n",
    "pl.xaxis.set_major_formatter(mpl.dates.DateFormatter('%Y'))\n",
    "\n",
    "fig.subplots_adjust(left=0.08, right=0.92, top=0.8, bottom=0.25, hspace=0, wspace=0.1)\n",
    "\n",
    "plt.savefig(\"../figures_trend/fig6.pdf\")\n",
    "plt.savefig(\"../figures_trend/fig6.png\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "mpl.dates.DateFormatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-- -- -- -- -- 3.0 3.0 3.0 3.0 3.0 2.0 3.0 4.0 4.0 4.0 4.0 5.0 5.0 4.0 4.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-- -- -- -- -- 4.0 4.0 4.0 4.0 4.0 3.0 4.0 5.0 5.0 5.0 5.0 6.0 5.0 4.0 4.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-- -- -- -- -- 4.0 4.0 4.0 4.0 4.0 3.0 4.0 5.0 5.0 5.0 5.0 6.0 5.0 4.0 4.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-- -- -- -- -- 4.0 4.0 4.0 4.0 4.0 3.0 4.0 5.0 5.0 5.0 5.0 6.0 5.0 4.0 4.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-- -- -- -- -- 4.0 4.0 4.0 4.0 4.0 3.0 4.0 5.0 5.0 5.0 5.0 5.0 4.0 3.0 3.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pr0=ncdata.variables['stn'][:]\n",
    "sellons=(crulons>15) & (crulons<25)\n",
    "sellats=(crulats>-36) & (crulats<-20)\n",
    "\n",
    "pr=pr0[:,sellats,:]\n",
    "pr=pr[:,:,sellons]\n",
    "for i in range(50,55):\n",
    "    plt.imshow(np.flipud(pr[-i,:,:]))\n",
    "    print pr[-i,5,:]\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
