{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Susan's workhorse notebook for looking at a variety of fields at two different times." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compare Two" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Set-up and Read In" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "from matplotlib import pylab\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as NC\n", "import numpy as np\n", "from salishsea_tools import viz_tools\n", "from salishsea_tools import tidetools" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Set up the two time slices here. date1 and date2 are using for headings. time1 and time2 are\n", "# the time counters in the files, name1 and name2 are the files, with resultsloc their directories\n", "\n", "date1 = 'V1.0'\n", "time1 = 13\n", "name1 = 'SalishSea_1h_20160128_20160128_grid_'\n", "#resultsloc1 = '/ocean/sallen/allen/research/MEOPAR/myResults/NEMO36_Tides/GmO_TS7/'\n", "resultsloc1 = '/results/SalishSea/nowcast/28jan16/'\n", "\n", " \n", "date2 = 'V2.1'\n", "time2 = 13\n", "name2 = 'SalishSea_1h_20160128_20160128_grid_'\n", "#resultsloc2 = '/ocean/sallen/allen/research/MEOPAR/myResults/NEMO36_Tides/GmO_TS8/'\n", "resultsloc2 = '/results/SalishSea/nowcast-green/28jan16/'" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/results/SalishSea/nowcast/28jan16/SalishSea_1h_20160128_20160128_grid_T.nc\n", "(24, 898, 398)\n" ] } ], "source": [ "# Tracer files 1\n", "print (resultsloc1+name1+'T.nc')\n", "fT1 = NC.Dataset(resultsloc1+name1+'T.nc','r')\n", "print (fT1.variables['sossheig'].shape)\n", "eta1 = fT1.variables['sossheig'][time1,:]\n", "sal1 = fT1.variables['vosaline'][time1,:]\n", "temp1 = fT1.variables['votemper'][time1,:]\n", "depth = fT1.variables['deptht'][:]\n", "lats = fT1.variables['nav_lat'][:]\n", "lons = fT1.variables['nav_lon'][:]" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/results/SalishSea/nowcast-green/28jan16/SalishSea_1h_20160128_20160128_grid_T.nc\n" ] } ], "source": [ "# Tracer Files 2\n", "print (resultsloc2+name2+'T.nc')\n", "fT2 = NC.Dataset(resultsloc2+name2+'T.nc','r')\n", "eta2 = fT2.variables['sossheig'][time2,:]\n", "sal2 = fT2.variables['vosaline'][time2,:]\n", "temp2 = fT2.variables['votemper'][time2,:]" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# depth thicknesses\n", "deldepth = np.zeros(40)\n", "deldepth[0] = 0.5*(depth[0]+depth[1])\n", "deldepth[1:39] = 0.5*(depth[1:39]+depth[2:40])-0.5*(depth[0:38]+depth[1:39])" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# mask salinity, temperature and surface height (eta) arrays\n", "m = sal1 == 0\n", "sal1_masked = np.ma.array(sal1,mask=m)\n", "mt = temp1 == 0\n", "temp1_masked = np.ma.array(temp1,mask=mt)\n", "me = eta1 == 0\n", "eta1_masked = np.ma.array(eta1,mask=me)\n", "m = sal2 == 0\n", "sal2_masked = np.ma.array(sal2,mask=m)\n", "mt = temp2 == 0\n", "temp2_masked = np.ma.array(temp2,mask=mt)\n", "me = eta2 == 0\n", "eta2_masked = np.ma.array(eta2,mask=me)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Full Domain Surface Height Plot and Difference" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAGxCAYAAACpy5qHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzxcosQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(12,7), sharey=True)\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "# first one\n", "viz_tools.set_aspect(axs[0])\n", "mesh = axs[0].pcolormesh(eta1_masked,cmap=cmap, vmax=2, vmin=-2)\n", "axs[0].set_title(date1)\n", "cbar=fig.colorbar(mesh, ax=axs[0])\n", "# second one\n", "viz_tools.set_aspect(axs[1])\n", "mesh = axs[1].pcolormesh(eta2_masked,cmap=cmap, vmax=2, vmin=-2)\n", "axs[1].set_title(date2)\n", "cbar=fig.colorbar(mesh, ax=axs[1])\n", "# third one\n", "viz_tools.set_aspect(axs[2])\n", "cmap = plt.get_cmap('bwr')\n", "cmap.set_bad('black')\n", "mesh = axs[2].pcolormesh(eta2_masked-eta1_masked,cmap=cmap, vmax = 0.2, vmin =-0.2)\n", "cbar=fig.colorbar(mesh, ax=axs[2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plume Region Surface Temperature and Salinity Plots" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3kAAAJACAYAAAAw8q8EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 0\n", "vmax = 14\n", "vmin = 4\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(15,15))\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "viz_tools.set_aspect(ax[0],coords='map',lats = lats)\n", "mesh = ax[0].pcolormesh(lons, lats, temp1_masked[level],cmap=cmap, vmax = vmax, vmin = vmin)\n", "ax[0].set_title(date1+' Surface Temperature',fontsize=18)\n", "ax[0].set_xlim((-123.8, -123.))\n", "ax[0].set_ylim((48.6, 49.7))\n", "ax[0].grid()\n", "#cbar=fig.colorbar(mesh, ax=ax[1])\n", "ax[0].set_axis_bgcolor('burlywood')\n", "#ax[0].set_xlabel('Latitude',fontsize=16)\n", "#ax[0].set_ylabel('Longitude',fontsize=16)\n", "#cbar.set_label('Salinity',fontsize=16)\n", "viz_tools.set_aspect(ax[1],coords='map',lats=lats)\n", "ax[1].set_title(date2+' Surface Temperature',fontsize=18)\n", "ax[1].pcolormesh(lons, lats, temp2_masked[level],cmap=cmap, vmax = vmax, vmin = vmin)\n", "ax[1].set_xlim((-123.8, -123.))\n", "ax[1].set_ylim((48.6, 49.7))\n", "ax[1].grid()\n", "cmap = plt.get_cmap('bwr')\n", "cmap.set_bad('burlywood')\n", "viz_tools.set_aspect(ax[2],coords='map',lats=lats)\n", "ax[2].pcolormesh(lons, lats, temp2_masked[level]-temp1_masked[level], cmap = cmap, vmax = 2, vmin = -2)\n", "ax[2].set_xlim((-123.8, -123.))\n", "ax[2].set_ylim((48.6, 49.7))\n", "ax[2].grid()" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABB0AAAGaCAYAAABDiDtZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 0\n", "lonmin = -123.9; lonmax = -123\n", "latmin = 48.8; latmax = 49.5\n", "vmax = 30\n", "#slicex = np.arange(200,400)\n", "#slicey = np.arange(300,600)\n", "fig, ax = plt.subplots(1, 3, figsize=(18,15))\n", "#cmap = plt.get_cmap('YlGnBu')\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "viz_tools.set_aspect(ax[0],coords='map',lats = lats)\n", "mesh = ax[0].pcolormesh(lons, lats, sal1_masked[level],cmap=cmap, vmax=vmax, vmin=0)\n", "ax[0].set_title(date1+' Surface Salinity',fontsize=18)\n", "ax[0].set_xlim((lonmin, lonmax))\n", "ax[0].set_ylim((latmin, latmax))\n", "ax[0].grid()\n", "#cbar=fig.colorbar(mesh, ax=ax[0])\n", "ax[0].set_axis_bgcolor('burlywood')\n", "ax[0].plot((-123.1,-123.8),(49,49.2),'w-')\n", "#ax[0].set_xlabel('Latitude',fontsize=16)\n", "#ax[0].set_ylabel('Longitude',fontsize=16)\n", "#cbar.set_label('Salinity',fontsize=16)\n", "\n", "viz_tools.set_aspect(ax[1],coords='map',lats=lats)\n", "ax[1].set_title(date2+' Surface Salinity',fontsize=18)\n", "ax[1].pcolormesh(lons, lats, sal2_masked[level],cmap=cmap, vmax=vmax, vmin=0)\n", "ax[1].set_xlim((lonmin, lonmax))\n", "ax[1].set_ylim((latmin, latmax))\n", "ax[1].grid()\n", "ax[1].plot((-123.1,-123.8),(49,49.2),'w-')\n", "\n", "cmap = plt.get_cmap('bwr')\n", "cmap.set_bad('burlywood')\n", "viz_tools.set_aspect(ax[2],coords='map',lats=lats)\n", "ax[2].pcolormesh(lons, lats, sal2_masked[level]-sal1_masked[level], cmap = cmap, vmax = 5, vmin = -5)\n", "ax[2].set_xlim((lonmin, lonmax))\n", "ax[2].set_ylim((latmin, latmax))\n", "ax[2].grid()\n", "ax[2].plot((-123.1,-123.8),(49,49.2),'k-')" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid = NC.Dataset(\n", " '/ocean/sallen/allen/research/MEOPAR/nemo-forcing/grid/bathy_downonegrid.nc',\n", " 'r')\n", "bathy = grid.variables['Bathymetry'][:, :]\n", "X = grid.variables['nav_lon'][:, :]\n", "Y = grid.variables['nav_lat'][:, :]" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD7CAYAAACG50QgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slats = np.linspace(49, 49.2, num=50, endpoint=True)\n", "slons = np.linspace(-123.1,-123.8, num=50, endpoint=True)\n", "ylat = np.zeros((50), dtype=np.int64)\n", "xlon = np.zeros((50), dtype=np.int64)\n", "for i, lat in enumerate(slats):\n", " lon = slons[i]\n", " ylat[i], xlon[i] = tidetools.find_closest_model_point(lon, lat, X, Y, bathy, lat_tol=0.003)\n", "plt.plot(xlon,ylat,'o')" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[393 394 396 398 400 402 403 405 407 409 411 412 414 416 418 420 421 423\n", " 425 427 429 430 432 434 436 438 439 441 443 445 447 448 450 452 454 456\n", " 458 459 461 463 465 467 468 470 472 474 476 477 479 481]\n" ] }, { "data": { "text/plain": [ "(-124, -123)" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEACAYAAACtVTGuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nedJEoZRSKk//D1Jrxu1HTBP4AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print (ylat)\n", "plt.plot(slons, sal1_masked[1, ylat, xlon], 'b');\n", "plt.plot(slons, sal2_masked[1, ylat, xlon], 'g')\n", "plt.xlim((-124,-123))" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "98.063\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAGxCAYAAACdslubAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREWqTkWURERESkRUqeRURERERa9P9RiUQOLLIDRgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 26\n", "vs = (15,25,30.5)\n", "fig, axs = plt.subplots(1, 3, figsize=(12,7), sharey=True)\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "nicecolours = ('white','blue','black')\n", "# first one\n", "viz_tools.set_aspect(axs[0])\n", "mesh = axs[0].pcolormesh(sal1_masked[level],cmap=cmap)\n", "axs[0].set_title(date1)\n", "cbar=fig.colorbar(mesh, ax=axs[0])\n", "CS=axs[0].contour(sal1_masked[level],vs, colors=nicecolours)\n", "cbar.add_lines(CS)\n", "# second one\n", "viz_tools.set_aspect(axs[1])\n", "mesh = axs[1].pcolormesh(sal2_masked[level],cmap=cmap)\n", "axs[1].set_title(date2)\n", "cbar=fig.colorbar(mesh, ax=axs[1])\n", "CS=axs[1].contour(sal2_masked[level],vs, colors=nicecolours)\n", "cbar.add_lines(CS)\n", "# third one\n", "cmap = plt.get_cmap('bwr')\n", "cmap.set_bad('black')\n", "viz_tools.set_aspect(axs[2])\n", "vmax = np.max(sal2_masked[level]-sal1_masked[level])\n", "vmin = np.min(sal2_masked[level]-sal1_masked[level])\n", "vmax = max(vmax,-vmin)\n", "mesh = axs[2].pcolormesh(sal2_masked[level]-sal1_masked[level],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "cbar=fig.colorbar(mesh, ax=axs[2])\n", "print (depth[level])" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAGxCAYAAACdslubAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 0\n", "vs = (0,5,10)\n", "fig, axs = plt.subplots(1, 3, figsize=(12,7), sharey=True)\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "nicecolours = ('white','blue','black')\n", "# first one\n", "viz_tools.set_aspect(axs[0])\n", "mesh = axs[0].pcolormesh(temp1_masked[level],cmap=cmap)\n", "axs[0].set_title(date1)\n", "cbar=fig.colorbar(mesh, ax=axs[0])\n", "CS=axs[0].contour(temp1_masked[level],vs, colors=nicecolours)\n", "cbar.add_lines(CS)\n", "# second one\n", "viz_tools.set_aspect(axs[1])\n", "mesh = axs[1].pcolormesh(temp2_masked[level],cmap=cmap)\n", "axs[1].set_title(date2)\n", "cbar=fig.colorbar(mesh, ax=axs[1])\n", "CS=axs[1].contour(temp2_masked[level],vs, colors=nicecolours)\n", "cbar.add_lines(CS)\n", "# third one\n", "cmap = plt.get_cmap('bwr')\n", "cmap.set_bad('black')\n", "viz_tools.set_aspect(axs[2])\n", "vmax = np.max(temp2_masked[level]-temp1_masked[level])\n", "vmin = np.min(temp2_masked[level]-temp1_masked[level])\n", "vmax = max(vmax,-vmin)\n", "mesh = axs[2].pcolormesh(temp2_masked[level]-temp1_masked[level],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "cbar=fig.colorbar(mesh, ax=axs[2])\n", "print (depth[level])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now Read in the Velocities and Mask Them" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(40, 898, 398) 13\n" ] } ], "source": [ "fU1 = NC.Dataset(resultsloc1+name1+'U.nc','r')\n", "uvel1 = fU1.variables['vozocrtx'][time1,:]\n", "mu = uvel1 == 0\n", "uvel1_masked = np.ma.array(uvel1,mask=mu)\n", "fV1 = NC.Dataset(resultsloc1+name1+'V.nc','r')\n", "vvel1 = fV1.variables['vomecrty'][time1,:]\n", "mv = vvel1 == 0\n", "vvel1_masked = np.ma.array(vvel1,mask=mv)\n", "print (uvel1.shape, time1)" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(40, 898, 398) 13\n" ] } ], "source": [ "fU2 = NC.Dataset(resultsloc2+name2+'U.nc','r')\n", "uvel2 = fU2.variables['vozocrtx'][time2,:]\n", "mu = uvel2 == 0\n", "uvel2_masked = np.ma.array(uvel2,mask=mu)\n", "fV2 = NC.Dataset(resultsloc2+name2+'V.nc','r')\n", "vvel2 = fV2.variables['vomecrty'][time2,:]\n", "mv = vvel2 == 0\n", "vvel2_masked = np.ma.array(vvel2,mask=mv)\n", "print (uvel2.shape, time2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### \"North-South\" Velocities with High Velocities Emphasized" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAw0AAAHhCAYAAAAs+FIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvX2cJHdd4P/+Vj9M7+zsZJNsNmGzWXaKSwBBDAgxF0Nc\nlnUO9CfiqRyc5yH+7s5D5IALcadPUXwdZ2/MxYgx+HQcRE5FEbzzd4e47sU1xogSEHmUh9RsnjfJ\nZrMPs7O9PdX1/f3xrW91VU11T89MdU9N9+f9evVruqurq749M5+qz/NHaa0RBEEQBEEQBEHohrPR\nCxAEQRAEQRAEodiI0SAIgiAIgiAIQk/EaBAEQRAEQRAEoSdiNAiCIAiCIAiC0BMxGgRBEARBEARB\n6IkYDYIgCIIgCIIg9ESMBkEQBEEQBEEQeiJGQ0FRSv2pUuq9Gdu/Xyn1hFLq1Uqpe5RSp5RSXh/H\ne7VS6qtKqQWl1P9VSu0ZyMIFQVg3fcj/u5VSX1RKnVFKPaiUenePY1WUUh9TSs0rpQKl1E0DXbwg\nCIIwkojRUFzuBv5VxvZ/BfwP4DTwQaCrsmBRSl0KfBz4GeAS4LPAH+S2UkEQ8mYl+Qf4UWA78Frg\np5RSb+hxvL8CfgR4Is9FCoIgCOODkonQxUQpVcPc4L9Pa31fuG17uO06rfUXw22vBn5ba+32ONa/\nBd6stb4xfD0JnACu1Vp/fbDfRBCE1bKC/L9Ca/2l1P7vB9Bav2OF4z4C/IjW+t6BLFwQBEEYWSTS\nUFC01k3gY8C/jm3+F8BXrcGwCl4E/EPs2IvAN8PtgiAUjBXk/0sZH3kl8OVhrE0QBEEYT8RoKDZ3\nAz+slKqGr3803LZapjDpTHHOANvWsTZBEAZLX/KvlPoFQAEfGuLaBEEQhDFDjIYCo7X+a+Bp4PVK\nKRd4BfB7azjUAjCd2nYRcHZ9KxQEYVD0I/9KqZ/C1Dl8j9Z6afirFARBEMaF8kYvQFiRjwBvBl4A\n/JnW+uk1HOPL4TEAUEptBZ6HpDMIQtHpKv9KqR8Hfhp4pdZaCpwFQRCEgSKRhuLzO8AB4N8QS01Q\nhgmgCjhKqQmlVKXLMf4YeJFS6gfCz/w88HkpghaEwtNN/n8E+C/Ad2utH1rpIEqpalhcDTARXgcE\nQRAEoW/EaCg4oUJwPzAJ/EnsrZuA88D/Bq4CFoE/s28qpb6klHpTeIwTwA8CvwicBF4OvHEY6xcE\nYe30kP//jGmf/Bml1NlwXsMH7Jtx+Q/5GnAO2AV8CliUWS2CIAjCapCWq4IgCIIgCIIg9EQiDYKQ\nI7t27dJKqUE8jm30dxMEoTci/4IwvuwdjOwXSv4l0iAIOaKU0g888EDux335y1+O1lrlfmBBEHJD\n5F8Qxhel1EA0agWFkX/pniQIeXPq1EavQBCEjULkXxDGF2cACTxBkP8x14ikJwmCIAiCIAiC0JMN\nizQopSQvStg0rCo0KJ7GFRH5FzYTIv/5IvIvbCZWJf8jHmnY0PQk71ON3I/5Kx85wjt/9EDhjzmo\n4477WgdxTPc19VyPJxhE/mWtm+GYIv+DQeRf1roZjinyn2RT1zS4Th1aQCm2sQrvJH+hEdaPW65D\nCbwL+d8sCoV4GoeC69ShjZH/drhRifwXGbdcx/NF/oX1MzN7EBYXYXKSJV9RcdqU/qy50csSerBr\n3xyPHz200csYLIOINBSITW00eEEj+gauX4cAaIK7o453YsRvTEJxEaVhKHhBw7SVCMBdqpsKrTa4\nk3W8RZH/ouGWx8RjJ/I/FOYP3xo93zs7By2f6amA6ovnaH1pxBXTTcje2Tl8f6NXMQRG3GgYnW9X\nxXybbzHP3cvzu0Fd/xI3t2MN+ribYa1WedhM318oOLXw54sBB9wpkf+iHlfkX8ibIABdnWDfd34n\nALWXzOV27M0gU4M8Zl7HDQKjT+/eP5fbMdOI/A+eDZvToJTSeec0RukK24nSFbwF8ThuJMu8iyXz\n2EyeYPc19b4LoZRS+oGf/dnc1/Dy972vMH2a82Ag8t8K/9e2hxtajH4qTMHpFV3YLH8bkf/8GYT8\n77hhjiCActkop2fOwOLnJeKwkczMHgRAY/51gwBaLdhS04lIUZFZrfzrycnc16AWFwsj/5s6PSmN\nFzRwqUOTqM7BdcK0hSZ45c1xkxoFMpUF2wCgMtSlCGOCV22YNMVWuCEAV5s6Gloi/8Okq/w7jEdd\nkzB0Ttx/iB03GC+2NR527zeGRLUKxw6LATEsZmYPolFoQIXPNArHMX+bzWIwCMsZKaMBwFMN3Ga9\nUxxdwRgRxelYNR7Y33875VEMgIWNWNAQkZzmDcMrp+QfIkVVGCKx4vRl8j/qec0i/xvGifsPsfPG\nOapVE204dQoumzwHLVEAholGEQTGQHj0njEzEEa8pmHkjAYIDYdW3dQ5tDH5zqUw6hCEBZTCunCd\nlCexTTKCEHa12SwpCLkiSsOG4pUbuOdj/59tYCuRMSHyv34y5b9Gp4tVm/FF5H9Deeo+YzicPGle\nP9baypXTZ9l54xyTkxJxyIO9s3NhHIFOsQKdNCTLiOvP2Yz4lx7ZbxelIjSBZ5KKgqvHpIvHgIgU\nBofkf1BAMqIzzoqDsKF4W0J5bwNnY+kw7QyFV1gVmfJvIwsph+5YOg2EDeep+4xhMDkJU1Mwf/9d\nAPg+zOy/eSOXtunZO9spMtcoopyjVGskx4GHj4iBNmqMZKQhoo0xGkI8P8x5BtzqyoqDeCR74GA8\niwGdHPIYY60siKexGMTnNxBGILVpluCWRP7XjI0qxn+/KfeTyL+w0UxPm4eNODx13yFTmNv0I095\n2jMeec+RvPtu2OHEQaBotaBaVVQcTBEJ5nc41r+7EY80jLTR4KmwMLpqOqt41UYnApHyiIn3sX+8\noIFbC/PGgwwFQdJHhQLgVRu4z9ShAu75Ot6WBp4S+V8vnmoYoys0Grygkfx9ivwLBeDkpw9x4p+Y\n+oYrbprj+L2HuiqziXQb6GjGwjIePnKI3fvNzAXHgUfvkWjCODHSRgPQ8YafAnZ23y3tVXSdeqRI\niMcxg9CY3kytU4eGeBqLw1aiFCW2dN+tq/w7Y+4170ZYvyS/mwxE/gvD2bNP8p73vJ2P/u5/67lf\nus5hZv/NUbvQsfaad6FSNn2RxGDIQCINmxuv3DDt/zJSaHp+TgyFrrjlcPq2dKQRCo433cA9U1/1\n/2ok/+JwXEYk/9I6WSg4Wx79bR577Dh/evgveNmURqn+Wt3P33P7gFe2ebHGVHnktUchi/H4s581\nP1y/vupe7a5TFwMiizYjXEa/TsTTWDzOhLI8JfKfC+luaUIHkf/CUK2UecMbfpAf/uHXA/BXv/PT\n7Lpse9/Gw8zsQYk0ZKBRyXQuoYNEGkaAK4EzwPyluM9ZneEgCkMGEmXojSgNxeIKYBvw+FW4i3W8\nnSL/60KiL70R+S8Ur3rV99BoaJ588hH+7S8e4a2vv4bv2/dtfX1WDIbl2BkMpdHWjdfOiBsNo/3t\nQryTDRNteM4zUDMtV93z9WQvd6FvvKARtVd0J+rZ018FoSB4iw04B+hH4JLwf7ZVx31W/m/XQmRI\nLYE7KfIvFJudpz7Ou971Tk6e3Ma3fuuL2PP8f8bMTe9g+uVzK39YWEZU/xEEzBy4JdGCVRh9xiPS\ngOnb7jp1WARa4E01cB/+Bdiz0SvbnHh+rIMKjP6U19UgnsbC4U01cKfrJuK4FF4PnqrDxRu9ss2J\n5zc6batLiPzHEfkvHI8fPcSHP/xeFhdhK+eYv/f9zFz/Vk7r/uschA4PHznEzIFbIAgIJO0giUQa\nRgcvaOBVG7A93HBVE/dh8ZKtG7lmCJsAL2gkaxr2gLsg8r8uxuoOImxmjh0+xFP3HeLB41sBmH/8\ncb7vpz7Ij7/nw/y3j/8VWkuO/qrwffB96U47ZoxNpCGO5zdwW6HXcXvYDaQq7UPXjEx+TrKwsNEr\nEHrgbWmY1MStwCK4p8xz72KR/1VRw8j+0kYvpGCI/Bca55tmzsCv3vJO3vzv3s0v/dIvcvQzn+SH\nZ1/ORdt69GUWEswfvYOZG99OuQx7DszJ9GeLRBpGE6/awNvRMK1YzwKnTK2DsErEYBA2Id6WhsnN\n919gjIcrZMDbqmlh5F+uAcIm49F7DvGaV13CjTf+GJ///IMEX/sa1/7Az230sjYVM/tvHnkFWVjO\nWEYa4ng7wtzmbUATmN7oFRUbt5zR816UhgRyGd08eLvebGqbmk1jPIj898SdiBlWASL7GYj8bw4m\na1Umz/4KlcocX9fX8Hz5Z+6LmQO3GGPB96FalfSkNCNuSI32t+sTb2cDnsZMjRZ6EzcYxMuYiRrA\nQxgc3p6fB/0Ck64o9KZE5xpg5V+UhgQi/5uLxc8fYnKyydmzZzd6KYVnZv/N5kkQGOXYcXAcJDUp\nTvh7yfVRIIq1mo3kMqDy7Ru9ikKnSLgT9aTCEOL5kgsubHL8f4StN2/0KgrdvtSdrCfvGOE1QGZZ\nCJudY8d86j/7q/zk+353Q9dhpy0Xkchg8H3i4YWoBaswFox9epLF29LAXaoDP7SxC3EonOcuochY\nRUEMha6IZ3Dz4e1p4D5aBymGXkaWIeNdkN9TN0T+Nx+7F3+Nyckyf/333+SZUwvUJips3TIx9HXo\ngv737J2dA38pMhjm77tzo5dUXAoWGcib0f52q8SbbuA+frcMfcsinZYkCCOGt7uB+9RfShvmLKz8\nF8yhIQh58dZXO3zo7v/FA88eoCzjjhMoYu1oy+JrHmfkr5/C2/Vm3Cf+CPeZOuwdrkfdLdeL7cEv\nIQZDH8jtZvPi7fwu3MePmajDnuGm3hRW/m0dg42CtjZ2OUVH5H/z8rKpzzHzuptZYt/Qc/X3zs4V\nMtVn5sAtnZQkxxGjYSVGPNIgf/0MvOf8EPBD0ZRTd6puCqXbJIdD5YTr1It9p6kSKQySliCMOt6u\nN5snoVc9qjNqgVcekPwXma1ERc8yy0YYdebvuT3xuvriOa50njDvfeHu3M83M3uQdlDMtCSA+SO3\nMbPvXeaF4zB/5LaNXZCwoRRZVS0M3kIDKsBOcP06bque60wH680spJcRzHeXKEPfDLN7ilLKUUp9\nTin1JxnvfZdS6lT4/ueUUj+b01ccK7ygYdoxl0L5d+q4fs7y72wC+ZfUpL4Q+R8tWl86xNKO5/AE\nz2H3/jlmrn0Lu/bN5Xb8+cO3EgQFLyj2fWMwpAwqIYMR754kkYY+8coNWATKRnGgDW4tVByC9acx\neH6juOkJYVtFiTL0x5B9Ru8AvkL3CQP3aq1fN8T1jCReNfzfL2OmyS+Cu73eaQygRlj+m0iUYRWI\n/I8ej95jFPpHMWlEJx6HXfvmWFiA7dvXn8b06D2HCjtVeebGt0O1KgZDvxRMyc8bMRrWQJSi4IP7\nbN144qZMmsF6jIcshSGeurARrQ3dSdNm1VsQhaFoKKV2A98D/BfgP3bbbXgrGg+8csOoaAG4pwYs\n/+V65OHfUPk/LfJfNET+NwYbEXhMa2ov+XFKzk7ApBnNH751zcfNMhhsC1aN2pBIhG2zKgaDYBGj\nYb20gfMvgKl8bupxb6NtdbgR3seozaIMcFs1Q/Qz3AHcAlzUY59/qpT6PPAYcIvW+itDWdm4cA4I\naoOT/xyimGtdR9Qx6dzQT7+pEfkfDxabLf7XH/wfXnr1Tp5bYV0GgyVeDD0ze3DDjQUAXa4M/fyb\nGok0CD3ZCTz5olwPmYguDNBgiAyDgE5nlAwDQdKSiodS6nuBJ7XWn1dK7SPbo/hZYI/WelEp9Vrg\nfwLXDHGZo8+VwPEByv8ADYbE/IUSsITI/yZB5H/j2bplghtueAVLzzzCufMXcpnr4Ptht6JQ8Ryk\nwbB3ds60Ug3rFXAcNAoVtE2npHIZgqDYtRbC0Bltk2gI2Ju6+8QfrftY7uQGpCKVgBrLC52l6HHN\n5FH4+Bngrtgjg+8EXqeU8oDfB16llPqd+A5a6wWt9WL4/E+BilLqkvy+qeCpBmx9I+7TD6z7WENP\nRSphOqNVw9dpg0GijGtC5H982Hnq/7C05cVcct1PEwQBQbD2G+eOG8LiascxUYt1HKsfFLpzjtBg\nsM+jtqoj7jUfCCNeCF2s1WxSvMteDhOvSCj9az6W30goDFnTWPMgSj+w/detchBXEkriZdworgN+\nKvZIo7X+T1rrPVprF3gjcI/W+l/H91FKXR57fh2gtNYnB7jsscSbNr2Z3VYO8h8MSf6n6h3Zr9Ax\nEKz8W+NF5H9DEPnfPOxt/R67tjSpf+hh3v8//u+aj+M4piA6SnNynKimIW9mrn+rMRh8c+1a8hXN\nZnKIm0blknIljBaSnpQXi79hcn/XUXaW7k5iO6qshri3EjBdT1QyR5pUiqItcnZJGhKiMKyNjaw8\nVEr9BKC11r8F/JBS6q2YxJPzwL/YwKWNNvrjcAqTrrhG0qmIa5L/9MyHuPxP1k0npEk6KYmxIme3\nFH7Wyn8ROzltAkT+x5ByGd+HB48/veZDPHVfMg1o/vCtJlVpFew5YKIVjmMMgAstxeNHwxqJG95G\ne3KbKbiu1aBlpjTOH70DMN2gbLRBoSUtaa0ULDKQN2I05IS3u4H7yH/Fvbje1wC4yNNvWzZ2u0Gv\nJUJp/2cDTG95YrULdM4ZFTqGRG0jgzWeVwCGH77TWv8l8Jfh89+Mbe+R3SDkibezgfv43bjn63hb\n+pR/yD8dKf7PF5d/B2MwQDRzIo3Ifz6I/I8f8/ffxQc+cDvbJts89TcfWHH/vbNztFpQDVMDuyro\na1BA7Uc0imqVZLQiMOfGX1r2OWtcCOtEjAahX7yr3o37VB33VB1vd3clIOqK1IcnfzXKRKLjCSRv\n/A6ZioD0XheEfPB2vRn3YTP8bUX577Mr0mq8/e5EKspg5T3rHmadFSL/gpAL5//hTiaum2PmwC09\npybvnTXRgH6U9NWkB5nJ0rFahXidgu/TdiodfdZxIAiiKIMg9IsYDTnj7WzgPlvHXaibAsPJ8I1Q\nSUh7GPNimcFASikJOvtFioif7xoEgzRGH1+8PQ3jOGjVoYWZ59DGpAFZ+R+AFz+6rsSuAZFTInY+\n1xH5HzQi/+PLqb87hHP9HDPXv5WzzkWUy0Y/r1ZNNGHv7BxBACVHr3ywVWDbs5acTnFzlsGxd3YO\n5S/J3IVBMuKRhtH+dhuEd3HDZJE+gzEWYsXNnh++lzel2IPuUQzJUxaEweLtbMBxzAR5x6T9JOR/\nEB2JqiQNhi4RhI2Y+SAI48TJTx/ioVMXsa16gS01zeNHD0XpR8cOH6Lk6E4EIC+aYe6hNRi6RDqO\nHT4kBoOwLsRoGBTb6KocRLnDeWKLm6VF4oaTR8vF9EPYZGzDtDKuLn9rIPJfo3M1l2vAhiLyLwB8\n5S/+ghPz88u2D6Qjke+jbJ3CiHu6C8+It1yV9KRBcZYoJSGTLjUGq8F16h1FYQlpkSoIRWEJqPSo\nGchT/kuYVCikRkEQisD0NDz3hS9k/h9/f2DniAqcfT9qnRrNeBCEASFGwwBwdd20OnxO9xt4rmlC\nGd5MYeMoll9AGDbu+bDRQY8uarnKv40ySsejQiDyP95sv26OqSmY/7vuBkOu7UztgLZyWQyGIlCw\nyEDe9PXtlFLvUkp9SSn1BaXU7yqlqkqpi5VSh5VSX1NK/ZlS6qLY/nWl1DeUUl9VSs0ObvkFZdjp\nAeFfUbyMxaA0gIewyWgN4Rw2ylAzL0X+i4HI/3gzOQmLi0M4kR3OtrAgEYYiMeLpSSuuRim1C3g7\n8DKt9Usw0Yk3AXPAEa3184F7wAwDUEp9C/AG4IXAa4EPKKXGKy0zALYO6VwloCoKgyAUhhLDkX87\nqLHWGdAoCMLGMlHVUbbQQHEcUwC9sCCtU4Wh0a8JUwK2KqXKwBbgMeD7gbvD9+8GXh8+fx3wUa21\nr7U+BnwDuC63FRccV9fhKaDCqqe5rhYvaCyb7ixsPOJpHF9cv266pm0bkvxPD/QUwhoQ+R9fdu+f\nA9/n0u3t5FC1ATB/+FYe+sxneOrMmYGeR1gl4x5p0Fo/DtwOPIwxFk5rrY8Al2utnwz3OQ7sDD9y\nJfBI7BCPhdvGAk81YPouWLwt17xl1+migNTAOyleRkEoAl65AVs/CIsfzlf+dRf53wbeoyL/glAE\nHr3nEE89W+Y/vOs2jn74p3M77hU3zWVunyiVeOSrf5jbeQRhJVYshFZKbcdEFZ4LnAY+ppT6ESA9\nnSTfaSWbmVM3w94mbiXfbkYJw6GNiTI0czu8kBPF8gsIQ+fCJ2Hi47jlHAue2+CWYgMc25gUqKfz\nObyQHyL/483HPnaYO++s8x3/42M8l2/mckzfN1GMuONZNc8DcP7ev8nlHEJODCkyoJT6IPD/AE+G\npQPp9/8lYMNdZ4G3aq2/uN7z9tM96QDgaa1Phgv5Y+AG4Eml1OVa6yeVUldgknLARBauin1+d7ht\nGb/ykSPR8+tf4nL9t7mr/wZFpPIiqH0234JoayRU6Ry3JLnMg+DT/+Dx6S94G72MkWdk5T94CraT\nfzcjW/TcptNiVaKMuSPyPxxGUf4XFi8wNXWCv/mbL/GiF13Nift/OZfjWmOhFCyhnQrNpskTn7/3\n/bkcX+iwieT/Q8CdwO90ed8DbtJan1ZKvQb4beD69Z5Uad07QKCUug74IPAK4EK40M8Ae4CTWutb\nlVIHgYu11nNhIfTvAt+BSUv6c+BqnTqRUkp7nxq9G57bqsNx8Pbk+91cXTeexQp4p0fv91Zk3NfU\n0Vr3VcyvlDI5ezlzOfS9hs3AyMr/ibqZAr8zZ/n366Z+QdIRh47If/6MqvxzzRwzk08y//kP5XrY\nK26aY0tNQ7MphsKQWa386xtvzH0N6r77MteglHou8P9lRRpS+20Hvqi1vqrXfv3QT03D3wF/BPw9\n8A+YAZW/BdwKfLdS6mvAq4FD4f5fAf4Q+ArwSeAn0wbDSHMKMw02JLdiyBJS9LxJkELIMeb8pYOT\n/xpyDdgEiPyPL+muSXkVQ5fLQKtl2qsKxaaYhdD/BvjTPA7U12q01r+gtX6h1volWus3a62XtNYn\ntdYHtNbP11rPaq1PxfZvaK3/SfiZw3ksdDMQDXW7uONBySun2QsacvcQhALjtuow8QzelgHIv2qY\nq7UYDYJQSC65fo6rd59PRBnymp3w6D2HzFwGMRqEVaKUehXwFjr1DetCJkLnyTkGq9jbugah0Egh\n5JjSYrDyGSDT3zcBIv/jyeQk0BzGgAah0OQQGTj67LMcPXVq5R1XQCn1Ekxm0Gu01s+u+4CI0ZAv\nJ4mms+aN69RNp6QMpcSmQOTZ4lEQhFVyMvx5cf6Hdp26MUrOdXnPEfkXhI3mmda2lXdaAzOzB82Y\n6Z074evJ93bvn6NchmOHDw3k3MLw2Xfxxey7uHMj+YWHHuq2qwofy99Qag/wceBHtdYP5rU2MRry\nxCGRz5wnXtDAbZuWi+6OOt6JhhgLBUWyyMaVGmwbTA9kL2jgLtWhBu5z63gPNaIWzF7QyL9Tk7Bm\nRP7Hk2ZzcN025w/fysyNb4fFRWZe/KPMf+kj7N4/RxCEqUtCcRhey9XfA/YBlyqlHgZ+HhOL1lrr\n3wLeA1wCfEAppYAlrfW6By1LJDVPSgx0boLnh3UN1cFPmxUEYZU4TVga3OG9C42oIYI7IfIvCEVi\ncnKw+uL8fXeaiuhqlZl97yrisGBhiGit/6XWepfWekJrvUdr/SGt9W+GBgNa63+rtb5Ua/0yrfVL\n8zAYQCIN+VJjYJEGt1w3RkPLnEeiC8VFPI1jyqUM7I8fyf85zBToHIdGCvki8j+elE49w9T2S6Ms\nxTyZOXAL80duM5bJmTPMH71jAGcRcmHELTkxGnIk3jUp92NbI2EJM69BKCyjfckQuhHvmpT7sePy\nL1ppoRH5Hz/8dpsffON3c9vNP4zJBMmX+SO3mSdBYB5CcRlxo2G0v90QcR/+heGcqEm+k6YFQVg3\n1zzxu8M5kci+IBSOL124kfe9/fUDMRgSLC6K0SBsKGI05IAqT/DqPW8Z+Hncct2kJQywbkJYPzLc\nacxQDrPuTw/8NK5TN9PgxXAoNCL/48W58xd48MGnqU0Mth/y7v1zzD/w23DmzEDPI6yTYg53y41i\nrWaT8pbSDB+a/LbhnbAK7pQUQgpCEbh56yv40EXTwzthCdxJkX9BKAJPTb+RydP/c+DniaZN12pc\ncdPcwM8nCFlITUMO3OFdg555dPAnKoFbqsMZBtqlRVgf4hkcL77z05+j+e0DGtCSwi3X4ZmhnEpY\nIyL/48P8Yye4+c4P84lDLx74uYIA9hyYgzPPsqUsCkBhKVhkIG9G+9sNAXeqjv+SK1HD+EfZGj4C\n6Z4iCEXAfaLOtde+BfQQ8oy3AdPAEniLIv+CsNH88idq/OBrFfOPnUBrPfDzlYIlqFaZv+f2gZ9L\nELIQo2GdeAsN/vk3nmbPE29b13FWmrvgTtRhEmgZhcEOdhKKhzOAh1BMvOc0+LHTX2PvifWNge5L\n/rcBbfBON2ROQ4ER+R8f7nz7FAff+EZe9x/+jPd+4E/WfJyZA7f0fn/fu5icBByH+fvuZOamd6z5\nXMKAGfGaBklPyoG/vOSPcM/8BvDsqj/b91TnGlAyRopQbNSWARz0/ACOKeTCvVv/EvfktcDqUxTd\niboxBFaS/60Y+T8d7ifF0IVF5H+8ePSJT3L55Q5XXrZ91Z+d2X8zlMvMH761945BgEJ3Wq9WB1t0\nLayDgin5eSNGQ15c9e9xH7kTb3phxV2tokApO80o05Bok6hj8AIxHgShMFz8Wtxnb8a7eMeKu0ZR\nhW7yH0YRl8l4rGuaDHcUhGLw5DNnePLJeQ799y/wb37olTgrKI1X3DRHtWp0y/nDh5a9v3u/KXJ+\n9J7Ye80m7WrHGo2MB0EYMmI05MUpgEuA3kaDO1E3lXLtVdYllDDToIXiMzWAY4qnsdgsAaVvBZ7o\nuVs8rbCr/DtAukSihsj/ZkHkf6y47OIpPvax/83W4CxKfaHnvlfcNEcQQMnRPaMLy0YxLC7ibF9f\nCqQwJCQKpSWrAAAgAElEQVTSIPRFG+Ck6aWe8hDGPYt23yxPoevUoYJRQJxwLoPdT1pyCEJxcQBO\n4Z6vL5sM7Tr1TmJ6YB5ZkcJov3Dqc+JaUkHmswhCAXEch9fM3oQK2jzx1PfS/EIyerDnwByOYwyB\nxUUbYVhuMMwcuIU2JXwfymUTcYiiDTLQTSgIo20SDZMqcOEoPHLV8vfi8h4q/5mFj2HXRi9oRFN9\nXD/cT5SGzcPUAB5CsSkBF/4Kzv/77PdT9/zMRgYV88NTDfPcAbcV7reERBo2CyL/Y0erBTgOTz21\n/D1rMLRa5uH7sGvf8jkL2inRbMLjR42hELVYBdi5E8XguzMJOTDihdBqGG3CMk+slPY+NVp5ue7J\nh6D9NN5lL1/+nk1LsqkHYU1DhN1uFQM7CrTV2U/arG4M7mvqaK1VP/sqpbSeyX8Nap6+17AZGEn5\nP6OAEt60v/w9J2b8gzEC7GiHeBQibRgE4ftd6h+EwSPynz+jKP/66p/iIx/5KP/quqeW1TXsuGGO\nZhMmJ40O2GzCxdNtloISlbJGY/60Ck07UAQBUcTB92FLrXc6kzA4Vi3///yf574G9YlPFEb+JT0p\nT8r7ILgUeCCx2S3HDAZSP+PGQQujJFQ6n/X8BizXQfomkeIkDAfxDI4nF74DmlfAdHI6rFuuJ5R/\n2nRk3G5bYnlHpFIo/wFrvgaI/G8AIv9jyW/+5gf5pV96J9f+6k/ykms6GQd7Z+c4ccIYAOWyiSBM\nTsJSYLyB5xYV1SpUnDb4Pj4T0WcTxdBrYO/sHMcyiq2FAVKwyEDejPa3GzpNOP/GZVujm3ZWWmIb\n43E8ixnaFDSiIumVBjj1O6thpR7wQs5IesJ4MnECJn9x2eZlXdAgGWWsYBwGsVonz2+sGFnoS/4D\nkf+hI/I/ljzzzMP8+I//LJduT/7BrNJerZr0JFueYHXLZhMqi6dhYYH5o3fgOCZF6fi9vZX9vbPL\nU5yymJk9uLovIqyPEU9PkkhDrlRg8nuy32qHjyodxcGmKJ0J85hD+vYMOqHi0KWwEuh4OAVBGCzt\nGlSuo2cHNSvz8WtAkJT51UQGurZnFQRhqHzwg7/MK1/5fbRf+YJl701OGqOh2YRarbPdccx78/f+\nerSt3+iCrXlYqROTIOSJGA15Eywu2+SW650ZC1nFjOsd1OSAS6dDS0LpEINh+IhncDzxp6C0XMCj\niICtZUob8jkMaounQIn8bzAi/2PJ3Nyvcvnle7jqiq8ktttiZsfppCeVy6CCNtoprXlOWxCYh1NV\nzMwepB0oSrQTMxxs8fTMgVtktsOwKFhkIG9G+9sNnRJs+fjyzVZZaGGMhyqdIkgbgVgHnt/ACxrm\np99IpCNYBaLfFAVJZRCENeJPQevm7u/HZT2uKKyzm2Ik+0EX+V9FipLIvyCsjT/6ow9y8OAbUCpZ\nr1pyNKVgCdW6QLkMH//4J3nwwYcA1t0RKQhM+tP84Vt5+Mgh5o/clkhHmj98a1Rk3Q+SyiSshBgN\neXLmRXhTGWkCcWWhgpkBt52O4cAab9ZdZjek0xtWVQi5BK6u910vIWQgOc3jiXcJ3o4V5N82RNgO\nbO3ssiZ563L1Xib/toVzPwQi/+tG5H8s8bwv0Wq1OHEqlZ4Ym7Fw7pzmTW/6Xm677Vbw/Uihj1qr\nrpJyRq5IOlXp2OFD/Xu/g4CZ2YN910sIGUhNg9A3jp853CmihPEq2pzmYJUKfQZ9f77EurowCatA\nbvLjyXZwH/sA3pU/ufK+FboOeVwNA6llkEGS60Pkfyz5uZ/777z3vW/Ge+RpdqSKoW1u0vF5D4Bv\neeE1EATr6mwUBJ2ZDrkRGjiF6O25WSmYkp83o/3ths3UNzu1CyGuU0+mH8XarKa7I/WdQuDUzb6r\nTGta6fiuU++sTQorBWF1XPoUtJ9ObIo89vFow7T54S1kTI7uA9epRw0QVsOK8h9PaxL5F4RV8d73\nvpkbb/weJqodX+ze2bnIW6xRXLhg1PEfedObmL/3/YnP9xtt2Ds7lzkcbiVWSj2aOXBLtFapfxC6\nIZGGnDA33I/BqVqkFABJxb4NbCOzjiEqZOyHNp1hcHkSHlMUhnUinsaxw23Vofqn0L4s+UZa1isk\n0hKjz68mHcgOfKwwkGuAzHVYJyL/Y4d6/i1Andtuu5XLT//vxHsaM6yt5GiuuMLl1CnNRZNLnI3t\ns5p0oGbTDHzbNpXzYN4gMAaDdGJaHxJpEPqiCXAcb8/PJ7fbbin2UY1tyyCKIvRJP8qGPV43ZcAt\nd84pBoMgrIE2UH5oeWpSXP5tA4QezQ/6kn+b4lgNJ82vwKrkXwwGQVg127c7/NzPNfC//pHEdt83\nD8cB/8QJqtVsndKWPeydnVvRgPB9076VU6eYufHtK67NHq+bMTBz4BYTZQCJMAgrIpGGvDgOTH4Z\neG5yezxdydYyhNvcqXpnEqw1Ilbw9Lk6pSS0yUxAdCdS6UtLGftIp5TBIJ7G8WMJ4Nzy7U06UYF4\nlLEE7iV18xErp+E1YEX5t0pHi2QXpvh+fci2yP+AEPkfO7affhjfr/LKN/8SX/jEe5maNFOdQ+c9\nP/Pum7n9zjtZONfC9wHHYeamd0CthkZFXZQ0qmedw8zsQc4thkZGtQoL2TNh4oaHQieKsePHSmwf\ncQ/50Bjx36MYDXlRfQ0A7o7QEHgm9p4d6DRJwmjIoi9PX1h3kBWtiBSBDE/msqhEzFDp+9yCICxn\n4QUwVcPdcbNR5B+OvdcGrgifW7kNJ0DHmyJAn5G++HC4cyScBl0NgXZM/vvsuiQIQp/Uajz88HG2\nbt3Ki7/9LairrqIdKHwf7r//Phq//Mtc/7KXUfHPU6lWO8MaWi1U2AJJO6UVC6PbgcJxzGTpLdPh\nxLgYu/fPUSlrNB2DRaNQjtOpWYDOkAe7kyD0iRgNeVJ+kVEYrHcxHkWYpuMVtDd8m9sc7hefCt2V\nEp0Uh5CEMhBXKEosNx7itRCxa4UoDDkinsbxQ58j6qHapHMdALiUpMzadKVK+Do0IPqSfzDtWmNB\nDZcuhkJc/jNkPo7If46I/I8fvs/P/EyDu+66FdU+BUFACWj6bd78pjcA8Kvve58pSLBtNO2ktzDf\nqN9OSlv8s1SntsHioolYhAXOF1qKVgvKZeNFiNsC84dvXR5ZsDsFAfP33L7uX4EQMuJGmBgNeaG2\nApUwTSm2PcAoDDUSnZOAKC+Z5ipqCRxzfO9Eo9PtyBI+jwa61ep4F1LHDYyR4QWN/IsoBYMoDeOH\nsxMoGfm3UQXrMLiU7BqGWAvmvpX2y4AqeKcbnXqGuEFQIpJ5d7qOdzJD/st1MRIGicj/+DE1xdag\nRKkEnG9BENB2Kvz+73+Yh554gh/9gR/gFddeC7UaVKss+Qon6Ny++y0+Ln39q7B7Nw8fOcTMdT9h\njoeJJthaB2t8zNzwNubvvyv6rD3HzP6bxUgYJGI0CH1R/ji098IjV4H7SMfLN0liiBPQyWt2WFbD\nYKMGXtAw+ctxo2ASE7FoxdIQUtGESGEo17umQUmxsyDkTOmzwGPw9LfD9s+a6EENExWIGwxB7LUD\nVEgY9vGC5Ej+7f7bwmMuxWqWUk6DhPxnlFjYYwuCkB/nqxcxbbsmTk5ytllh25Tmphc8n7ve8x5+\n7I1vNJGFsPVqxQmFutVKtF610YD5I7ex58BcIpvI7H/eDGALC5e1Yy4AKmizdTLMWyKsaQiyuy2I\nwSCsBzEa8qR5FKrXwblHOp1SoDMFFpLpAmEagzsZu8Hb9xVJhcDBGAyxoXB2VkP8eSKnuS1exQ1B\nPI3jRwvgKJQuI9FLEZa3XU4ZEZH825RGWC7/0LmetI1xEDkY/E7UQeS/AIj8jx0nT8LUFGwtXwCn\nRusMnFtUXPOKV3DNzIzZyXHA91FhSpBNUbIGgMUaApYgMFlN5TKUQuvBGhWBD4/ec4iZ/TebnatV\n9s7OmeJnx2Hv7Ny6BsgJa0AiDUJf1IDzoeZvc5oh6SmM1xPECxmJbbP7l8Nog1NPGgxLhArKco9h\nImIhnVEEYXhsBVrnIFg0RkONTiriEknHAXTqGpqx/ew1YQmTghTEUhAdoihDomg6lmKYFbEQBGHw\nRK1Uz5zhwvRlydKBqakoAhC9YQe+OSWUn0wJaPnGaHj4yCFmZg/SbCqOH4fn7TqfOMbDR2LGQKou\nITJEnLTnQRDWhxgNORDd2P1j5lGmk36UTiFIU8MoHE06HZeqqU5H2+nMd+gy46GXASEMGZGqsSKS\n/wufMRuaJIe4pdMEbYqSbcVaxVwrbITCoeMssGyPfa61fA3p2iWR/w1E5H+smJk9yDMnYXIS9NRl\nNM90ZjPQakV1DPi+CReE3ZLwfVp+icXFCo4DF0210U6JIAi7IDlt2oHi2DHYvZuOwVFd3md5/ugd\nydcyb2HjGPFIw2h/u2FhlflaEyabHSMhq9A4/Ruv0PEiVjI6qFiDwZ4n/lMQhI0n6lZ2mWmIEE9B\nsvJuO6nFO5vZxgg1TCTRyn86KlEjOY+hR8tmQRCGj+ME/Of//Ou8732/wTPPnMdxQt3e9wHQtS1J\ngyGMPDSbxtiYClPajh0+lNjN82B6Gi6ajAl9htEgCMNCjIY8SBcqVkgq9nElIJ2uBJEHMfIO2u3V\n2P4Zxc5CQSkP4CEUl7is64zq47DhQaJdsn0dI5L/Cp2UpSrJRgqByH/hEfkfOz772b/ljjvew5//\n+Se5+uopHnzwHyk5Onrf1hhEaUqhMVGtwkRVU2qdj6IDFaeNCtpc8Es4DuzaRSKtqd9OS8IGYVvq\n5vkoEMVazWbF3vxtqpHNZ04rBqEi4F1oJAe0tZL7eX7DKBAVkoiDYXMwJKVBKTWhlPpbpdTfK6W+\nqJT6+S77/apS6htKqc8rpa7N62sKIVFkcRFoJlOO4oQpSZH8x7enZqZE+8TbN1eQK/ZmQOR/rNAo\nKpUK27bt5Fu/9Xu5+OLL2LXrsuROtvC52TRKf5iqVK2ybHbC/JHbmD9yG62WMRhK1ithh7EJxUaM\nBmElopSCON3qGNpht5TweVSj0IxtT+2fiDRIaoIQorW+ALxKa/1S4FrgtUqp6+L7KKVeCzxPa301\n8BPAbwx/paONpxrmSlp+xkQbt2Jex2XVOgnOxdqlWtrAIp25CxYntU+8u5Iw9oj8F4Njhw+xZ8/V\nPPbYV/nAB/49R478NZdeeinnFlWsQhoIApamL2XXvjmzPQhMNCIIoq5HcRwHttR0FJXoFEoIwsax\n4n+gUuqa0JPxufDnaaXUf1BKXayUOqyU+ppS6s+UUhfFPlMPPRtfVUrNDvYrFAOvmpEyYBWFdMSh\nQicFAZa3YSRmQAR0FIU2eIuSmlB4hpieoLVeDJ9OhHvq1C7fD/xOuO/fAhcppS5f3xcU0nhTseih\njSBCNLwtcR3YyvJpzalrRMKAiDkOvNMi/4VH5H/8+Pqv88d//DXuuedBnve857G4GOr6k5PR1GWC\ngIrTZoILUC7Tjgt8q2VSmEL2HJgzdQ2tVsdYcJzETAehoIx7pEFr/XWt9Uu11i8Dvh3TJPSPgTng\niNb6+cA9QB1AKfUtwBuAFwKvBT6glFIDWn+xiCv+8d9sv13PHNMqMVIYbKeUWMckd4e0UhQ6KKUc\npdTfY2YR/7nW+jOpXa4EHom9fizcJuSNrV2wpGubYPm1wBoEYSelhPxDpzUrmKFul4v8Cx1E/ovD\nzMw1uK5rs5Aol+FCK1R94tGCcpm2U8H3oR2oTq1Dq8XMgVuYmT2I48CEs2QOZOsgqlVmbnz7xnw5\nQQhZrQlzAHhQa/0IxoNxd7j9buD14fPXAR/VWvta62PAN4Dr0gcaSTLqFzKNh25GhC2UtF7IJTp9\n2WOpTMvSGIRiMVxPYxCmJ+wGviM02oWNwNYzOSTrkdLXgYzIItCpicrCXgOWRP4Lj8j/WLJzp3lU\nq6YbUlR+kKpD0E4J30+VKPi+MRCCwBgSAIuLHaPB7lyrmanRQnEZ8UhDj8tRJv8C+L3w+eVa6ycB\ntNbHlVI7w+1XAn8T+8xYeDZcP7yRW2OhG3HDId5C1aYo1MLnZ1Kfc+goFG3gwnpXLBSZo1+Co1/u\nf3+t9Rml1F8ArwG+EnvrMeCq2Ovd4TYhR1y/nkw5TP+08t2NNskp8udYHqmYxNRMVIAnc1i0UFhE\n/jcXdgqzRrG42NleLgN+ECl/baeC3+oEHgDspGgWF2FykiDA1DpYyyKuOD711DC/liAso28TRilV\nwUQRPhZuSudOpl+PFV451i4xrjxkYX/r6X1sKkIt1n7Rehjtz7jxIBSTHDyL+66F9/5I55GFUmqH\nrSVSSm0Bvhv4x9RufwL863Cf64FT1tgX8sMrNzotki1ZU6CzsFFFm6Zk5d/WM9kH5j2257lyIXdE\n/seOY4cPwRnj6Wu1jI5fLoe6fvhCl034MQhIRBo0yuzcasHCAo6D6bBkBzZUq+anNSziVolQPCTS\nEPFa4LNa6xPh6yeVUpdrrZ9USl0BWBO4b8/Gr3zkSPT8+pe4XP9t7iqWU0DSSkNWapIT+5lWImza\nQpjC6PkN3HKsvqGJMRgyJsIK+fHpf/D49Be8tR9gtfG7tfMc4G6llM2m/wOt9SeVUj8BaK31b4Wv\nv0cp9U2M//otQ1vdCoyc/MdTkuKFzelUpHQBtN2W6ozkLTaSqUhNpIPSEBD5Hw4jJ//VaiIwEOl6\n5TLtQNFqGr0/HUBwHKhMTUVFzyXfpBHMf/rXmdn3LsAYFsoWVNtJcMJAWLf8F0zJzxuldX8BAqXU\n7wOf0lrfHb6+FTiptb5VKXUQuFhrPRfmVP4u8B2YtKQ/B67WqRMppbT3qdHqBOKW68m0hHhEIe11\nhE70ADqeRrt/e/kQJ3eyDldglJPj0kllWLivqaO17quYXyml9f/Jfw3qe+l7DZuBkZZ/GzHI6pwW\nNxjixK8VoQGxTP4vqsPzwhfHwDs5Wr+/oiLynz+jKP8z+2+m7VRYXDR6ow0QQFTnHDVDCrusRoGE\nLdU2UculqSkol5cNcZu54W3w6KOwfTvs2MH8PbdvwLccP1Yt/+9+d+5rUP/1vxZG/vsyiZRSk5gi\n6E/ENt8KfLdS6mvAq4FDAFrrrwB/iMmr/CTwk2mDYVSJUoqyCqK7kd43Zji4E/VOpIGw3arNdZYU\nheIyxEJIoTh4fqO3vK9kMECn8UGW/J9umHhuBeM8EIqJyP9YMn/P7ZRoJ0YzQCe6EI8yxIugHQfz\nwloQITOzBxNFz/P33wV79ph9T5xAKCiSnhT1gr4ste0kxpDI2r8BjJYbYb2s9He36UpxwyHEDoPy\n/NBo2M7yadGCIGw8NsqQ1R3Jko4+pNOYUkaFW65DAF7QgJMYg0FSFAWhkFSrnUJnW78QT0mKlyrU\naqD8pU6dgm2/Wi5HH9hzYA7HMXUTF8pbmWg9hd47A1/YuO8ojC/FMmFGgHRKAbBcSViJ9BToUBFx\nJ+qdosia9GwvLOJpHFu8C43u8l5KPWzThPRVOKslqxPKfxMj/9Mys6WwiPyPLfNHbkO1LkTz3Fot\n0zXVGhFxY2FLTaNaFzotVS3lctR+1eL7sHv/XGRbqIWz7LghOUFaKAgjHmko1mpGhMTU5pXSk/ol\nXu/QDJ9vy+G4giDkirfQ6D6LAbLrm9L7x68Z8QFvFUxbCQdJURKEAjJ/9I4owhAfs2DrHGo1mKjq\npLFgCxxsEYQ9AMlUploNzu6YAd9nW/PpDfh2QpFQSr1GKfWPSqmvh7XF6fenlVJ/opT6vFLqi0qp\nH1vvOcVoGABRx5O4cpBWIIIu27sRVyKs0VAF9xLxNhYO8TSONe5kD5nMciAEGc/T0+UdTIShBJwN\n92uGxdFCsRD5H2tm9t8cFT3bydC2/WpkF9h8JehYE7YYwj7KnT98EJhjVathZ9cg4GztMvYckGhD\n4RhSpCHsmvZrwD8DXgS8SSn1gtRubwO+rLW+FngVcLtSal1XFLkcDYK0YmDnLPSL3Tfrf8W2ZF3E\n9GyfxOQ5C8VBpGq8cejUHHSLNKaNg/gsliWyZb8SHreKcRzUMNHG07msWsgLkf/xJjQGbCqRtQcg\njDDYsEOthkZFtkPJifWLcRy0Yy4clbLGcVRUK7FzJ3DSZ9v0EkuBFDcWjuGlE10HfENr/RCAUuqj\nwPeTnNWi6eSkbAOe0Vr7rAOJNAyARHpSPLUAkvUKGXnLiefx/Oc4AUZ5aCOD3gShYHgLGXVNaTmO\nXwNsx6Q48dfxz9roZTN8TOexYkEQ8mL+6B3Rc2swTFR1x2AAtFNiyVc0m8a4aLXgQkux5CvagUI7\npSgYoTGdNkuOZqLcpsISbN9O26lQCS5syHcUCsGVwCOx14+G2+L8GvAtSqnHgX8A3rHek4rRMCjS\nxkGvHGdIKgV2onT8M1mGQ5iu4E5JikKhkPQEoVcdU/x6EKS2QScdqddxbUE0Iv+FQ+R/7IlnGlWr\nLGuh5PvJuQ3x+Q2EuzuOMRSi7fYY4Ql8H3R1gt37JUWpUBSrEPqfAX+vtd4FvBS4Sym1rumAcjka\nFLb1Iiz3MJKx3ZJVA5FlbDTDfScxBZHfXNsyhQHwHRu9AKEQ2HSjeAZB3Djot64pPizO0oq9txNY\nWNdKhTwR+R97KmVNraYol0GhE/ULNiWp1wNMSUOJgEo5VAp8OvMcggDHKbGwAJOTG/IVhQFy9Ngx\njh47ttJujwF7Yq93h9vivIVw/IHW+kGl1DzwAuCBta5NjIZB0mJlj2O34W7p1+kps7FiaGrg7q7j\nPSqjMQrBZwdwzG8fwDGF4ZDlAOhmMGQZEPFrhHUqNMNjVIjaL3tPivwXApF/odmkVttiapltDQNE\nxc1p53HmwDf7JDXkoU2JkqOpOBq/rEydw41zPHXfoaF8NWEFcqhp2Oe67HPd6PUv3Htv1m6fAf6J\nUuq5wBPAG4E3pfZ5CDNP7a+VUpcD1wDeetYm6UmDwtYyrLYI2hoF3YwN+14bOAOeFw58q3bZXxCE\njcVeB/qJMGTJfbdI4xnwHgrbu0r7ZUEoDr7Plpqm4rQTbZPihc9p0oPgggDagUoqoeUyzSYs+ab+\n4fi9h5honWWrc34430soDFrrNvBTwGHgy8BHtdZfVUr9hFLq34W7vQ+4QSn1BeDPgZ8OBzOvGYk0\nDAgvaODqescsS18o0uZaVgpTelJsbFtiiFw48M2dqmcXYQpDJRBTfOzxLoTy341+Wy3H949dIzw/\n1WzhjMh/URD5F+bvv4u9s3MElKJ7vx34FhvBAHReW9sgnarklEuoqnnzQssURT96Tyyq0GpxvryN\nPQfmePiIRBs2nCEOY9Nafwp4fmrbb8aeP4Gpa8gNMRo2gm7/Uw7mAmOVA2toxGsjSuCdTCkGtouS\ng+Q2FwCdxzA/YTRos/p4bi8HQgm8010MA4k2FgKRfwGMIbCw0JnbBh0DwUYb4sZBq9WZ52Dfs8dx\nHBUdN52G9OQjj7Cw7VImJ2HHDXOcuF8Mhw2lYBOc82a0v91Gk26hnO6Kkm6jaPfpNUW6lbGt2WW7\nIAgbi22puppOar2OlfW5NsZgkKu5IBSGZtMo/gsLpq2qfaQ7JUHndfq99M9qyjHwwJePccVLX8rp\n01+kWjXnFIRBIpGGYdCtk5J9Ha9hiHsm2xk/w+duOZb6EPNGupfUl0cihKEinkYByG6b7MSed+uq\nFv9s+n/JtlnVdeOUmCZRK+FeVO8eiRCGgsi/AFCrGSXetlaN10LbTpp20rNNV4rXPft+MvLgOGEn\nJkzh8+Qk/Nof/r8AfPGLX+TSS7+V7duH/S2FZUikQVgrnt/IHtIUf6SLnrs9h0gBSRgMkExpamW8\nLwjC0PGChpHLdCF0llKZvi5AdsSxTbJWotLZThs4Re9aCkEQhsKj9xxiasoo//EhbtZAsNvjBoN9\n2BoH+yjRRgVt2oFi541zppWrv8Q3HnyQ7du2ceZMk8VFePRRk6IkCINCjIYB4wWNpBfRST1W6pIU\n36db2lJcGakhuc0bTODk/xA2J54Kvf42RQmSDoN4WiIsvz6ELVWphc+rdIY/WuKOiRrdrynCUBD5\nFyzH7zX1Bb4Pf/VXR/nUp/5kWZckOwAubLAUPQAq/nnUmdNw5gwsLlLyL1Crhc7scpmdF1/MqbNn\nueaaaxPGiLCBFGu4W+4UazWjTFphSHsV10q3tCdBEIpBVgc1J+N5OnUpbiCUYvtYg8MaCN1SoARB\n2HBMtOEC73znD/C2t72e48ePJzooWSPBGg7Vqkltmpykk9tk85x8n5KjjVFx6hR3HDzINz/1Ka65\n5mUEgTmXDHsTBonUNAyblZT7rNzmdLtWe4y0QgGdVAhhw5CcZiFBOkWxm1Kf1Rgh/X6TTre0Gklj\nQWS/EIj8C3GCAM6dW6TZXKRSqSa6I1lHsq1dsEZDtQqlYClZLV0uw+QkS76isvAsNJtsu/pqtlWr\nPHSyY2wUzDE9foz4H0CMhmFgaw56pRb1ebO38xnciXqnY4r9GSoNiRkOwtARpUFYhq09iF8HMuav\nZBoMVraJyf9SfbnRUDGvEzMchKEj8i/EcRyYmNAsLbWYnr6YK664IvGejTTY57UaqKCdNBhCRXT+\n8K0AzOx7V2QlnGuaf7jt22HHDmRWw0Yz4kbDaH+7IeDqOu75FQoPrcKQbrmaRbcbTmp7ZBikvYtL\nKxxfEITc6Ev+HTpyGW+pnFX4nH7fknIqeIuNzrR565SorflrCIKwBmYO3MKeA70Lj30fFheNAL/k\nJa9IGAjpR7VqCpyXjYYulxPFCvNH7wDHoU0penv7digtnB7o9xUEMRrWiS107NmxpELHcIinKqQ9\njVn1CRntVhOkiqy9RfEybjRSCDk+eMoo767fQ/6rdBoUdJun0M1giF8L0g4Bey2xbZorPQa/CUND\n5H98mD9yG60WPQ0H34dduy7j/vtP8+EPfyKRgpSOMpTLdOoY4kYDLC9WKJcpBUv4fic1SQoaCsCI\nF9eWqtcAACAASURBVEJLelIehGkCLnW8cuem7U7UO8ZCld71DPG0hKXUdpuakE47iBsUAZvOBHSd\njqLlBaLsCJuUsFuZ62fIvy1Ujkcb4z+JvY4bFOk6pnaGQyCWkrgZGyG4Tj36DiL/wmbFFjXPHLiF\n+SO3Rdv3HJgjCEzjo2YTLrlkmksuSU6HhqROaOcwJEZFhzvN3/v+5ImjyEOFyckwQrG4mP8XHBAz\nswejwg6bdiUUHzEacsBTDVzqZriSU0/mLwcke6lbJSJOieT06KyCxl5RBjsRNj2BusC4Tn3TKjsr\nITnN44VXbeC2jALslsNao/j/doXkdSBNvCNS1vUhIDvt0F4nur2/GUgbRyOAyP948dR9h9h54xwT\nZZi56R2x6W0ax1FMTpqXU1PJYW3x1qh2LkNEfKJbuWw+nCYIoFqNIheAiVBsFtLjrkeFgkUG8kaM\nhryIK/rxqEF8u0MnzSieghDvu57RDaVrylE8PeEUsA3cXXU4t0nSFMLvLF5GYdNjU4RsG9S4/Aep\n1+l2qyWWz1eIyXbXCe8tOteXZ4Ct4F5eh7ObK01R5F/Y7ERpRSdOmOKCUMlXaKpVFQ1ss0ZDOvPI\npislJr2FzD/w211PqssmyuD7cD6o4NcuY+eNczx13yYohk4Vdwubg9E2iYZJeoBbuq96VscU6BgM\na/hLJBSDFnAuPN5WcC8p+FTYsCh8FBUGXcr/IWwibOSvWyck6BgFNsrYrei5hxPOW2gYubefORce\nZxu4FxVc/kNE/kX+R4HIaHAc9NS2jlVAsqa5WjW6cnzAm40UlByd7MPqOGGhQjbzR++g2Qy7M5Xb\ntFqwsGCOt3t/8adCa9RoGgwjXtNQrNWMAvY3mtUVJWvf+HvpYudwu1vurgAkuqg06SghRU9VKo1u\na0gphBxTuil3acdBkNoen+CekYboTvSQfytD8bSmGrCtnwVvHG65PpIGA4j8jyOOg7EArJJvLYMg\noNUyT2s1E3mwEQZbwGwNiShHKZWaNLP/5q7nPX7vIdOetdnkoqk2CwvmeJXWOWZufPvAv/da2Ts7\nx7HDmyAashbEaBD6ptssBotNVYjvm/Y8rvaY6eNbz+MmMBoEYWSwchpPR8pqnZoe9LaSnPYzvyV+\nnmaf691oRP6FEUIF7ahwwfdJhhfodErSqMQ0aFuLUHJ052BxZTFMQerJ4qKptD51iu3bw221Gpw8\nmet3zJN4PYewuRCjYRDYPOOV0gz6vXGWVog2xD32ZzvnLUKKkluuZ699hCfXSnrCmBKX+Sx5T18T\n0gZFlkyEhkW801iaKE2xhElRaprzuzs2Xv6h97VrFBH5H0PCPCNdnYi6I1nN2L62nVSDwPyM6qUd\nlhcDx7zLKmj3bOk6f/9dUWRjxw5jPywFJfTuq3L8gmtn7+zytRfMeZ4vEmkQ+sYhWzHotm+cXkq0\n9VqudG4HozCESgO14igOgjDSdEsxtNuWWF+3sJWu1O3Y41y4rQruczdW/sfNYBDGlDD/KOFBDw2B\nIDDBgLDkITIa7POE0RBXEO3zIFjZMz89DdPTKDTNZsdQmbn2LXl8uzUzM3swc3vB9GBhFcifLi+6\nFTtnKRFpxSHeBakHK0UbPL/RSVGwjyVwJ4d/43YdE2GI1pV6b5QRT+MYEm9/mpb/eEpifHvW1Te+\nvyWse+gZbbjQ6EyJb9KJOJzaQPl3TBtqkX+R/1FH17ZwIajgOKlZC+VyNLG5WoVKWeP7GZEGS7oQ\nOmSi3GbXvh7RhiO3MX/0DjQKMEEOhYadOzM9/YNm9/459hyYQ6OW1S7snZ3r/I5GEYk0CH1hO6DY\nm+QSnfzmXtOcVzIY4sXUQR+eO+vVPEdHcWh10oSG4fmLD23KwhZA9irwFIRNRSwa6PlhV6NuHdXi\nbZXT9IpMOn0q3LYpQlz+nSHKv65H17ysYmeRf2HUsDPVSrRNRyAbOfD9qJ5hotwG34+iDLWaMSRU\n0E7UP2Ti+0yU21xxU28D4NjhQ1EtdjswBoRCs3d2jpnZg+Zx4Jb1ft0VsYZRVrGz3TaMdQj5I0ZD\nDrhOffnNPp4ukN4GSWOhWy5z3GCwrDAHxbvQSB5ziaQB04/hkRMrdkcZUQ9a28n/IRQXV9eXNzaA\n5HyWauq9rOuF/RnfL25s9CEvnt/opClaB0LqmjEsZd1TPeR/RAc7gsj/uLFrn5n8PFHN8J43m1Sr\nsKWmTbEBnU5KFZbMFOf4wAa7g/0Zf29xsTPErQfVKlH7VY2CIDCHSJ9nQNiIyPF7R7Q70kpIpEHo\ni4pRkq2iHCnv0Dt1yf60stxNpmN/qZVu+olUJRsBsZ7PUJEYRopAz3Sq8PfjTgzH+zlMfJX/Qyg4\nVv7DVBxvIaYwxw2GeASil9KcrmOKGSUrya7nN4zCnnZMWANiacCOgyWz1p7pVL7Iv8j/aGBnLcwf\nvpX5I7cBMH/v+yMlXbUuRAaDLTao1TCave2ylCbLcPB9SsESl1zfO9rw8JFDPHXfIVotOHMGtFOi\nFCwljjVz0zvy+vrLWFgwp+lZvB3OZ7DRj5FCjAYhd+KRgD4HOQGr/mt5i43lXkprSDgDVBzSCk83\n+lGeBKHopLsgWeLzGOKv49ugd0eldPRiFbISRfriHRvbRI6Egcp/v4T1GoKwWYkiCWkcxxgEi4sd\n5S8IotSkZWOhbS/WlKGQiA60Wn3rkAufO0QQdGosdLnCeb8SFVMMMj0o6iDViyFFPoR8EaNhgCwb\nXmYjCumoQrp4shf9KuTxc9qfNvWhSmdibQxbvLjaKITNl14tnt9YPg13BBBP4xiS8T+caIVaIin/\n6chjVte1tLGwlqt11mfseVLK+lrrnlynnox+9rlW70JjJO9AIv/jRaWsTdQgxfzf/WanRVJoOGjH\nCP6Wmk5GGKyB0Gyah+3PGn8vVLAzTtWV6WmiPq8qaBME8OwpxQUmwPcTXv69r/qPxvN/0ztWNRgu\nq07Cfu1ezN9z+2gaDRJpEFaklyKflZZkX6c7pbRTj/Qx7M9V/NWiG7P97BJRUSXpCfUOUfpEv8ZD\nVPRMbCbDaoyAETMYhDHEylMW1ljoVrMAyYhbVqShV+RhBRKOi/g1pQJMpnau0um41qfx4JZD+Y9f\nM1YzWFLkX9jkaFR3xc6OfA6rk+0UaBYXO0aD/awtRIgbDulIg+OsSs9++MihzgS5IGDrpI66NhEE\nUZrQ+WaLXbt3E2jTCQr6K1SeOXBLtL69s3Ps3j8XTbjuK9ogbDrkz5oHvW7kVmFfqVNSr0iDLRoM\nOj/dKaOce6dXKDbGKA4u9c6xAsyN3Q6Buyh8bxtmONxZou5HthOKV+5ynh4KzLJISwp3sr7cQBoB\nfDHFx49eE92h05Ag7gDIchykDYR4ilPstevUoRaLZvQgkv+088Eey85y2YpxJBwPf7b7kP8qXWV4\npUYI7tRo1TJYRP7HC9M+tYulbD3FoeJecTSTkwoWWsnZDPEBDnYbdEZJx9otVatQffEc09Nw4v6V\ni43nD99q2pyGXZq2TTq0KUEQsOfAHKXWeRZOnuQPfuc6HB3w5NMlLt85CUEQtWvN6oIUffnQQrDZ\nRtZY6PqZkJl971px7ZuSgkUG8kaMhjzo5S2zKQD2xmqVBViucHebImt/rjG3edn+bYyBsBXcnTHF\nvWmMEHeibhSc2OdcP1Q6arFj9PB4RD3juxClMyytvK8gFJp+ZDE93M3Kc9Zch37oNudhJWxNUw0j\n/9vqnXU1wTvZMNtSuK0wghBPJ1xatlt0jr7kP0zV6sfwEYQi0234mq5tQflLaKdEEEAJbdKZ4lEG\naxSk05HiB6/VYGqKpaAUBSR27ux/fa0WVKslVNgLteVspVrbiuPABWcLUzt2cNM//afMH7nNpCwt\nLkK1SkCJkqPZtW+OctlELmZmD0IQmFSrhbORQWR1ZbtfL2YO3BJ9wEY7hM2BGA150GR5qg/hjbFC\nx8uYbjMYsFzhyEpjsvtaJWGtIX0bESlhvIo22mDPcdb8SN/w3VJMsVgKP2dTGdKGQ6VPhcH2tB9B\ng0FykMeMJkaeUkSpO/FZLXGHZFZqIvRnDKz2GtDGyGzMYKBGR/FvA6fM04RMKnBrdViMrc+mTIUz\nIBI4q3AYMJoGg8j/eFGtZqfm7501rVidcqUz+TluDITGgnZK4JRQk5Od1kP2gHYK3OIi1GoETiXq\n1rQa7GdKvm/OMb2VkqPRKLOucrWrEm9bqC4umqFtGlCOQ7MJW6rVhGfdcUwr2V7MzB6MhtCtFI3Y\nlEikQViRbjnNVjG3PdPTXsVuN/5eHZXSEYM+SOQmVzG5zNZjaJWVxe43ey9omP+UIHbDt98rY+12\nEnR0/rA2wgsaHYNhBNOSLKI0jBnd0hO3YxTzsyw3/tOdw+ITpTMcENG+8VTFPnObE7VJ1ljYGlvD\nSvLvN6KIaTRdepJsp0F4jYgfK3H+eKRS5F8YAVqtcHBbChW0KUUKpDJdjKwxEBUWdLqulssTVC65\nBE6cSKYrBUFn+EJtSzzbqS/2HJjj1CnzmdLiIiwusmVHm3ZgLj6VsjEejt1ze+bnHz/aUexnZg9G\nk9uqta0QOIkCbzBdmuLEJ1KroI1GmaiLM6JTocVoAKXURcB/A16MuU38OPB14A+A5wLHgDdorU+H\n+9fDfXzgHVrrw7mvvEjEhqYl8vjDG2Si7uBCqMTH05as567brIb49ch+rkXmDToLz28klf1plkc8\n2stbMHarSfAuNODC8u2uU4+UIvu7iI4ZJJWHUYwwCGNMqYsspuuO/NDw7nbTb9HpcNZHO2Z3sr6i\nt94LwpoGG2WYztgpLv+hDGfKfyX8PosZa3E6KYeJa2E62mLXJdcAYQSoVoEzC8wcuCWa0wBwvlVi\nS7Wd2AaxXP7JTicCaxtQ3UqlfMoUQtvwhK2eDgJaLfNWuQwVp83M/ptNF6IePHzkENUXz3HJJXSK\nqx2HIAx6lAgIKLHnwFyi61FmitGJE8x/7oOZ57HGge8b48JGLGzLV6CTpuVoSUvapPQbaXg/8Emt\n9Q8rpcoYP9V/Ao5orX9JKXUQqANzSqlvAd4AvBDYDRxRSl2ttR5RszK8KbdDD3o8tzFWbJzY32+Y\nlB9LVvvFrOJI2/FkiSgtoO8bbzw1KWtd7ZULl1c6X1T4GBozbpBR6DjCHkaLFEKOFwn5jzNNtvxf\naOBWYoZD+nPWgx932DkkawjC6GZiiFwvbD1S3NNvCRX6hPx3MVJ6NV6IFz67lboxVNKzKsLz9nOt\n2ayI/I8Xxw4fYub6ty7LUdpSbWe3Yj16BzM3vC3yyDtBcsZbZedOOHnSpBHZIulymfb0xRz3zGl2\n7ABaLTNErg+CANTiOZNjND1NO1DRdsoOYTOlFdOFuhkM9vdgSQxti3KzjAHhOGq0DYZxjzQopaaB\nV2qtfwxAa+0Dp5VS3w98V7jb3cBRYA54HfDRcL9jSqlvANcBf5v76gtIwtvYpGv7wUhxCLuUJKIN\n8daL6c+n86D7xXov40pD3FjpnYa4euIdo5ykQSEII4ftRNSv/C80TNcye3+JpyyBcQq0MPIajzpk\n1UH1g01JqrC8DqFF/vKfckxERoLIvzCK1GrQajGz713MH73DbOvRY3/+/ruY2X8zulyJdrNjGhyn\nQjB1OX7tcqamoBQssUSFUyeN/h02UVrVwAbHwRgh5TLs3EkQmyHXDkxdw0rFy6siXngRBMuiLcLm\npZ9IwwxwQin1IeDbgAeAdwKXa62fBNBaH1dK2Vr+K4G/iX3+sXDb6JNS4r0nG512hhl4Cw3caoaH\n0noFbVg/fezYc9epr9jaMDqmQ+dmbnOiHUzXlHWmCsTnNaTXOMpexSwkp3kMsUZ4hSh1z3u8gbu7\nh/yfDq8P8Y5q0JHLAKPMZ9U42NbLfaQnAh2DwR4/XlORQwezZfIfXre8oDF2hoLI/xhSLnemP4fM\nH76VmWvf0vUj8/fcblKVHAfHqURlDgsL5rG4CNu3w5U7AnO7DhKBB3BqzNz4dubvu3PF5W3fDpwJ\nYHqaJV8t6/aaR0Hy3tm5TiqS75s6iVEsdF6JcY80hPu8DHib1voB9f+z9+5Rklz1nef3RkRGZWeV\nSq3uVksWTdMVxryMBZaN0GpAaNs9ZbCPwXPgYIzA2F4vHPOwhqPFXTm7s8azsyerrdEKEBgztrEx\nw46MzY4NY2OXm55G1oJWGBDYBgbZma2W1OjR3fSjKpWVGRl3/7jxi/jFzRuZUVVZlVlZ93NOnMyM\nvPHIxy/i97u/lxB3Q3kU9HCjiQ0/GkRQqSY5BigjG6I0aAaPZiN52A4ZDECqPOTVdV8L3JvBQqGK\n9HoYRI9ykFOCzmKZNIKpaipPumfBVCyA04E5v4FkqYxstSKgtwpbESg0kYU2Elb+LZb1c+DwAoBu\ntkkBUdE7KGrEM/LcKXH2bJq3QB2dvcpUktqQHMLzCnsbpr14JmN2NlOcyfeHV8FoRxoIO5AiRsNj\nAB6VUv5d/PozUEbDk0KIa6SUTwohrgXwVPz+4wCezbY/EK/r4QOfPJ48v+n6ADe9JFjj6Y8HlIgY\nSDWrGOyron5WrRt0Q643a2lFEpph7Geo6jkB3BvRD95Zlgyc+HmRZMqdxAPfqOOBb9bXvb2daSzG\nxMh/PEsfQBkPGfk/O0D+L9ZUSdM8GS4jNwdpTYYDL7zAJw1aqsla4dyIHYCV/61hUuT/sRNKWZ67\n+V1AuYxD8wuJAt340kf6btu4/x7MHb4jMRioGTR5E67AZaDVgut5cJxd8DxWOalP+FMPscXRdUpA\nhEzCs57AvdPZqPzveE9DbBQ8KoR4npTyuwB+AsA/xssvAjgG4G0A/jze5LMAPhV7JJ4F4LkAHjTt\n+1+/9ciGP8BY4UIp5Luzq4Mrq4nxkKlQ0oVSClpI45YpFCFPieClGWn/soq6KHjT50oDyzkoGuZQ\nOBxqG3PTS7I3sA996gtr2t4mQhZj4uSfwom06kRG+Sd8ACvaPggH2ZwnQitZ3FO1LY+uttCx3OIT\nB1b+B2PlvxgTJ/8V1UVZRFkLnyvlVGFIQAIXLqgEBc8D4sbKFy6ol56n3sL58+pJrOH7PvM2xPFK\nc7fcPjAhunH/PZh7xXsAZHVa1XAuKlSFic5/0j0KG5X/HW80xPwalCFQAlAH8EtQt65PCyF+GcAj\nUBWTIKX8lhDi0wC+BXULfeckV07iJC76M0Cwp6qMgRaSEoQJPMmZwhm4YqDHHJtyG7TEyAADbuZ8\nO/I08Gsbi8U2QYrJpCsMFst6qUdxKeIzytuAJpIk4x5jgehXzKBIHxcyHAYp820oGeeTDrxLfRnG\nMqqElX+LpT98tn7u1vei603BjTqA46h4/6gLQMY5BQJR+Sql98eehbiFQuJNmJ0FcCFMPApkSCT9\n1Mhd4HnFvAWOk3FOJJFNvBt1DgcOL+CxE4sTbzBYBlPIaJBSfgPAywxvGacKpJQ1ADv77sJjnE0z\nhUBv4jA3IPTmTw7UjZ/PEOoGRD+3OI3pwFgzHYhzM7qGjtB5Co/FiA1PsCS5TLwhm05e+WEaq3sd\neS+XAj0ces6HTzRQxTSq2tS18j8srPxbpD8FFxKAUuz5X4J6tlGJVTICLl1KX1cqwKWnv4OvPvgg\n5l/3OsDzkkRpshUcR0DQSlNLah3HSRvMOQ48j52V7yclUk3lUCd88ny4TPiXNdmfboRkchnyjICI\nLfQeDx2gHAdd4TCEFwBa51X9fJZrqdFBCoN+fKqupOPuvApIFstGGJhcnFMNLcFBb9dmvSGj1hW6\nr/xfrKWGQ56xQs3fTNtb+bdYCnNqaVH1QtAU+m4kMonIlNRMuQzkTahUgNve/Gb85NvellgVFLaU\n2SWzJJK+CHnQhvHiOFpXZrJmNA7NLwy3HKtlW2ONhq2E36wjbd16qyPpxkg/SMnQY5v5+cRlHInA\nK1jS0ZIQiuEvlm2MLmu6zAG9irzeo8XVxvLH9ZyHHp7IxmTk3ymYL2FJsPJvAeIJZ9bYDPFL8jCY\nQoUoZ6FSAb789a/jipmZJPPZ97V9850CkH1DDZB2kKNGa1E3dXmw7nLc+Dh4ZPJzGIYO/bDDXMaI\n8TqbSUO/KevGgOmmPchgMCkPjL6zjedrvfHMBDV/K8EcSmUpTOgMf7FsQ3KUcgAZI90o83p+U56B\nQOvj/0hf+T9by04cmI5J1wAipzmdJR8r/xYAaSgQAOm4Pcofr85K1VppKTlKQG9++cshHRfScZPx\nZHQk3ga234NHFnLPpydZOgxTo8b3If0ptb7ZxNzhO7LHsBTHGg2W9WKcoc+bdSziYaD3S+gd66DY\nr8ljm4E0CXIaaXlHR5VhDCrWyzDOCCF+XwjxpBDimznvv0oIcUEI8bV4+d+2+hx3MonsUC4CNxTy\n0IyAHu+jKVwR7L1BUKdpk7cDUPLvq/wGK//jjZX/8aaxdCyxDKjzMqFXMAIykUZAGOJ9b3kLjtVq\nGd2exlOkERkUpv0a8Tw1nsKUPA8r7RK+94TAE0/EO4itkoNHFpJyshYLUbR6kmWjFPEy6Mq8fgGg\nMCZd8dfoW0mF8hkApSBcgdS70EFa2anf7KalL8tbd6g/AHAPgD/qM+Y+KeVrt+h8LCbywon0imkk\n73kGg7693kk6pq/88zwousbwPCvKaYirPlnWjpV/CyEhIBwHFKkEmBV7PqFMRsNv/fqvQ774R9Bs\nqtAk15GIIgHPA9xwFa7vQ0LERkRqOMzNHzUmM2dotwHPw+VWCWfOqFW+jzQb2/PsjPJ6GTPPwLCx\nRsNmMyjhkdbz5mt5M4mxUl9v1pJKSdRQLtmOFIm82Uw+k0neBZOBkBfCYBkbpJT3CyGeM2CYjYge\nJSZDQX+tyzt1gOehRKwKE2/EFkBrDDkInudIIYm0HRkMetd4y1hi5X/8EZDJo+Nkf4q0ClIalgTE\nxoUDwPcRhol+D0QRfN/NJCXPHb4DcEqJQaLG9vnJHQeivQo4Ds4tT+HChbi0K2Kjod1OEi/EhCu/\nlvVh/xVbDa+MxEMW8hR3dvOuN2vZmz5gburmZpMZM+MpqXEagKnDPQufsgmQ6+PiJiwb4H8QQjwk\nhPgLIcSLNrYry6bQLzGalnZsLGgGRiL/3EtRRtplXqMe1tLJBV+NhY9eD6OV/3Vj5d/CoQRlMiB4\n2VSiJ3w9zjMgo6HVUn0g3PYzmX03TtwVeyDUa8qHoJwEncbSMSCKcDnchVYL2LNHGQ0zM8De2U4a\nI9Vq2S7R68XmNFg2woZuvPTrxDf04Jqq0QvRE4qgV17R4aUVByVYWrYzXwVwUEr5UgAfBvBnIz6f\nHUeu/K9FvqiB475qz6QBwJpKAun1oZ/8Ux6TPiavSIJlu2Llf8RQmJCESMqcel5PUaWMbqg8DanR\nQMt1ty7gGewyHkMv4QogvwRrFCGKlKFQLmt6adKhun+zN8vOxRoNoyCvqlKRykklc7OleljLzky6\nQHBlTiUVHgrVhzxvhaU/l4awfPUkcO/702U9SCmXpZTN+PnnAZSEEHvWtzfL0ChaMlVX3n21GOWf\nJg7YNsGeHPktsYXfAbRO9Lap2/qw8m/hkIeBWwmk3JsMh8RoYEnUADDlKeE0GQNnTi6mx3IcdJ1S\nWmZJx3GSXhD8PLpOKbUiWi0cms+vxGTpw4R7GmxOw1bBkxvpUS+fOkiRj5MW82Yv62Et7auwCgTX\nVc2+baq0RMcz1Y/vQM1Grg44J0sPGwwnAADsv1UtxOd/M3eoQE7cshDiGinlk/HzGwEIKeX5IZye\nZa3o8g/2umhZYwdAaQ3yf6AKmH5tF9lwJFPiNRVHyNE7LPlY+bfoJIYD+ocmJevjykZ68nS5bO7Y\nDACnjy9mkqDnbrndOK5x3wczBgEdN4oAl6yIdts6G9bLFir5QohXA/gA1FX896WUxj+HEOJlAL4E\n4OeklP/PRo45XibMhFIPa71ehDxFoUBYQDDTpxY7VyguxYaDjt6HwdfWxcoJkB8bbRk9Qoj/G+pC\n8DwhxGkhxC8JId4hhHh7POQNQoh/EEJ8HerC8nMjO9kdTN8QRd1w5+jd4mMKy//lHPknLwPJPiVD\n6+fgWPkfZ6z8bw8SJT+2AEwN3nomlrX4JR66NHfkfYOPFW+UN1aEHYj2KkTYgevIJJUBUaQyoj0P\nntcnxMkycoQQDlTY4U8C+GEAPy+EeEHOuEUAfz2M41pPwxZRj2qq8RIvc6iXNKRZP5p9jNg6Xlmp\njEJ1/erLNWBZhSnVLzJlghQGXtZVT8ak87NlF9fMMGYaiyClfPOA9z8C4CNbdDqWPpAXAF0oJR0o\nFp7EoWtCUfm/WAMuqlyo+pOa/FM+A6vKBCA7uREBaA0+jiWLlX+LTmPpGOYO34EIbjKrr3sYKCKJ\nGw30Ps9V6BZ0Ta6EU3jq5CLmbvpVNB74aPZNciN4XlK2NQwB149PplyG68jBXaYtvWydp+FGAA9L\nKR8BACHEvQBeB+A72rj3APhTAC8bxkGtp2ELqUe17DduiifmiYhdbR1tU8ZAMvHIesIjeRbiRk4A\nsjOezFDIrfdusVjWRD2sZfMIBuUW6TkN9Nw3jNXo1xkaZaSTD/q+qflbXPbRyr/FMhwaJ+4CkBoJ\niYGAJO8ZnheXPo1X0mvPU43c2u38VAXOgcMLKJN8+4YLBsU9sWTrKAI6YWwklMvApUs4tWSbu40x\nzwLwKHv9WLwuQQhxHYCflVJ+FEMqv2yNhi3GGKrQr5eDqV56FFdSWutxCJ4I2e9cisZaWzIMIxFS\nXyyTQSKXeTkOhF5+ldbFhoQx7Igfhyv7Jm+hLtu6p8ExjLEUwsq/JY/TxxdR8mRSQYngHgXPS1dw\n70O7nbZR6BeiBACPnVhM+jmsRNmKS3MvfqvaaaWS6VJNhgMAdSCTsWEZzHglQn8AAI8x27DhYMOT\nRkA9rCEoVwd2dgaQDU/iN/JWWt2ovppvIAQzhjKterlFCnsAUsXEXi8slk2hHtZUrsCg0B/eQIpB\nowAAIABJREFU2A3Ieh46a5B//RqT56nkhoqVf4tlU2gsHcO1tyxkPA093aKZskgGBvVrAIBdZQdz\n80chIfp6A+aOvA9PnwdmbljA8tfice02uv4uRAaPheep99FsZmOiLFvKyYcewsmHHho07HEAB9nr\nA/E6zo8DuFcIIQDsA/AaIURHSvnZ9Z6b/VeMiPoyy3EYhKkUKyUrR9nSqD0KRGwg9MQ1E1wR4cpF\nvzrvlr5sVUyzZftSbzL5N00c6N5H0xhd/k0N2Xy1PqhUVXNIQBkr/YwCazBsCCv/lkE8cd9i7C1w\n0I1ExusAILUUoqxhQUsnFMl6XglJNyAuN100m1mvBvbsQbvdO4nteYDrSGB5Gdi3b2ifdccxhJyG\nW2+4AbfecEPy+jf/6I9Mw74C4LlxV/jvAXgTgJ/nA6SUAT0XQvwBgM9txGAAbHjSSElyHGghTDOL\nJsWeqp7wyip6bfVy+n6wr5qGNfHKLIRWpx2urZ6yHsasI6xlTEnknxcl4MUJOCajQfc+5vVWiMcF\nlarq3dKBylvgOVP6sdrpNpa1YeXfUoTG8TuBMMyPRIlf8KRpgjpFE2RM6NWOyGBwHMB70QJmbljA\n96Mre6o3eZ5KY6BkixXnCsD3bfWk9bBF4UlSyi6AdwNYAvCPAO6VUn5bq6CW2WQYH896GkYMzQwG\nXjWbGDkobIlCivgjrQ+1cZohkNm/nmitexts9RSLZdPokX+qbAaksllkaidP/h2Y8xTyGkly+Z8G\n0CxwbIvFsi4oOfrgkQW4JHyOk8gn1xnpOSUuU54D9WMDkMlRICg1gaKNmk1gdjZ933HiPhJkeezZ\nozwTy8uQe/YO+RNbhomU8q8APF9b97Gcsb88jGNao2FMqIc1IIxn9kwNoCgcieOw95hi0BOKQPtw\nDfvgxwBTYrpV5aUo0DfCksUmLlrWSiL/JS1kiQwGPjHQj64KV0rCFHkSNHkm9BKr5HFw0vDGJBfK\n+qLXjJV/y1qhpOW5w3coSyDJJzALPRkNZDhQfkQYAtfdupB0iM6UcUWaSN1DFAGtFhr33wNAVV9C\nGxDLl4f5MXcGY9bBedhM9qfbhtSbhkZwJlztkYc4ldRNPwlF6Ghj88q5coMiNjb6JVlaLJbhUl+u\nZQ31QdeCnPcDr6pyHfoVW9C3LWvvdePzsVgsWwJ5HgAAjpOEFlFlI67w02sKVWq11LK8DOy+UYUi\nAchNuO4JhWLVkkpOFyiX0fiSbfNhyWKNhjEkMRwG1XEn9A7PhCmBsmAZxfpqDVjJiZG29MXGNFs2\nQv1iLfUGkBdRL4XMr9x8EoCPIQxdpY3hiEwhqTdrmQptluJY+bdshMZ9HwSgmriRks+V/aQsK1Kj\ngQwH8kAAyPR44EYDNxgSI0TrQN04fifQamHults38ZNOKONVcnXojNfZWFJ4CAFgTlzWjYW8fAhT\n74ec/QV7NCVhOp61tMaDxbJ1mHormDwGRa7gWrGERO4NhkOwj8l5F0r+Z6z8WyxbiuNkkpVNPR2A\nrNHAu0r7ftZg4HqnroNGUXqQTP8HWnfjO2xCtCXB5jSMKfXVGoLptJRiEuesKwn02jRzaGLQ+3z/\nJSjlZTqe/bQUws4MWjZKfTXu5UJ0Ye6twq8NtL4I+naAkn1ebtWHClMs2zCltWDl37JRGsfvxIHD\nC7kGA1Vk1cOWTJ4F2i4MUy8FNxyUsSEgHCdtBEEbxTtsLB3b3A88SYyZZ2DYWKNhnGmh10goku/A\nIeWAFAy+P5NnwlSj3XaGXRM2EdIyFDrIyiuvpGQyEop6IvJyJvRiC62cfVr6YuXfMgzy8hB4+BEP\nX9KrLNFzMip4uBLBez9M+VkLpVO5EiWni45t2rQ2rNFgGRX1Ztw5lv6DPKHZlKtQ5AafZ3SwkIUk\nRMGFUhzsNcNi2XLqzZqqYqQbCpx+XoZ+9y6TZ7ILlccwU1WTByWofg1W/i2WLef08bgBnOcaezUA\nygggb0MRuJeCoDCoKBJw/Cuw56YFnhM96TqwZY1Yo2HMSQwHvQRjUQbNRMLwPqvMVF+uIZi18cxr\nwYYnWIZFfTmWf1LcTSGKeb0XTD0e+BgeosTHsqaR9WUWJmkphJV/y7BoHL8Tc/NHUS6LTJIzkHoX\nfD8bosS9Dtw40PMbaByNof2TJ6LkSTSW7sR1t6Ydpy2DETfeOOpT2FSs0bANqDdrqopJGdmbPk9+\nLhq2tJZwgy5UB2k702CxjIxE/qnxm24MmJKcTfBQRU6kPdK+27HX0YYnWiwjo7F0DIfmF5J8BL3s\nKl/fz3DQw5v08UDWsFhpClx7y0JhL4ZFIf/u74a+T/HjPz70fa4Xqw5uE+qrtWxvhfXAlQPe1Clv\nITqx8WApxqDvdT2LZUdTX61lZdZUSc2k3PeplJS8r//P9OpqbUNVNUs+Vv4tQ+bU0mJPiBIPS9JL\nsQK9fR0Ik7dBNyR48zgA2Hez9TYUZsJLrlpPw3ZCT1osAg9B0GcZTeEL+raEGxsOHaB+3lZSsVhG\ngqnnAsdBr0FBcm6qmKRjKtccHyuYqQIR0m7zFotly+D5CDykiJ6LqAvHSS8MusGgJ0t7HoxlXU3e\nhzAEKi9V1ZyWv7a4CZ/Osl2wRsN2gs8yUoyzrgSYKiLpPR/WOnNFhgUpD3uqQMsqD7lYd65lM1hv\nXhPQazjk7d9kVNC1xofyOsQ5VrZbfA5W/i2bgIBEyQMQRVgNXXge0Gym70untxkcQYYGGQ2uI+E4\nIlNdiW/LvQ2eB1Qq6nWrpYyHPXuAx05Y48HImHkGhs1kf7oJIwlRakNVUuKJy3oDJxPc1d3V1hVx\ng1NJxhKA8vbtFht4VQROvLCmVUE4pM9jwxMsm0CipHPZB5Q88it53lW9iDLb779G15h4/4Fj5d+I\nlX/LJtBYOpZo9FO+7JujYIpq4V4GRBFE2IGLLkqezPRu4L0g+Hoq2dpqAefPb9+QpUPzC8ly8MhC\nZv1QsOFJlnGiHsaKw8V4xp8bDoRpxpDPMJrim/O6Sevv0/MugBIQQN1ot8usY+BVe8K0Ai8Ou/K2\nx2ew7FwSOVvV8gz4f3rYSmYHuRMTQTcOWYq2h+wETjVtWkfrrPxbtgmN43cmz+fmj6LdFkkeQ7vd\nO548CT09HMIo435wPQ/wRE+eBDWF42FMdLwoQpIo7TjAE/eNv+fhwOEFCEgAgITytMzNHwXCEI2l\n8T//ccAaDduY+vmaUhzK8QoXygsBZBUHHpqwXsjo4KFKVMs5Ul6HcTccAietBJMoOaRoiSEeyM4M\nWraARP512dQnCwg9p0n3TOblO/B1DjsOESnZGnfDIXDSSnBW/i3bncbSMRw8soDl5WxVJZ6fQIq/\nXnHJ1Veid1I77d+Q9WKUy9njtFpjNxluJPEqhCEaJ+7avANthy9jA0z2p9sJtAYPWVdvB74Qpphq\nUla2QwMoKllpsUwKpkkCbkCshSLKrn5tcNEbHjWulOPFKvWWCcENVxNvgF5ilfISuG2Q6LPkMogt\nBQnRYxxw3VfvRK2XfuW5FeOKG67CRXfilfrNxn5725wkGVmPfc0rwTiItWxD4QrrPdZWU8bGPS5F\niDZhsVgM1Jdra5c9UxnWojKhTxzQNaBsHj5WXIHB1aOGgZV/yxbROHl3Jv+Ahw7Ro6n0qiTXWmwN\n8HHc2OALd074PjLGyu7dW/N5N0SrhZ4OeZuBzWmwjD2GWMZcipZtNb0X5zEAyN584+fBTFUpMUOC\nJykmsPMvGg4RVKqpctNieSEWyyTQiR9N4UkcLq/rCVmksaZSzR0lr8OUrSSciB+P5N9ZmxwH++Iw\nLiv/lgmDOkKTftlu9xoJQL7uSQaEbjTw6kk8J6LVSpOim011vDAEZm5YGGo5Vj0xWURdyLikrIBU\nieEFmbvpV1UJKMdZ03aWXqzRsA0x3pxdpMpDHnn12/MwJUfrN3AtEXsYhkNSlcVViZ/0eXUjguKo\ng0q8noVqZQyK2NDZsv4SNvzBson0yD/vwbLZ/z1+LEPo4jAMh0T+Y8MgcJj8kxHBjkX9I9BO3+Py\nH+yJk7Wt/FsmgEPzCzjFknYpNKhczjZ3I3Svg+MgSQbm8PyHKFLGAL32/XRMu62Wcll5GJaX00n8\nYRgOZCy028CZk4vJ552bP5qedxhi7tb3onHybszdcjtkeVdmH/z7mXvFewDP29w8Bs6YeQaGjTUa\ntiH1sIZAqqTeelRTyjKFCOXdsPJc3HzGkTeByxs7aBZzWDC5IyWEKyM0CxmU1WN9uZYpAZkYGEWM\nqWFjlQbLJpLIP4C6qGXDi0h2dXnXvIIZb0MR+l0X+HE34b9PBkCP/CMu++wimahI1ntp0YM1eWKH\ngZV/yyZyakkp0mGoeiVQDwW9FwPQ63EweSAIUzQMD20ig4TyGcIQmHI6qFTUrBydw7W3LGy4khKv\n2EQGAPcQzN36XsDzcODwAhA+k4w5NK+qI9FjpuHEVjHhRsNkf7oJpi5q6WxaC72122F4zddzRWMt\npRr1bQ31xJOZ/3VSj2oDY4+TMWVkZxepugvLtag3a7YRnWWiqIuaMhgAJf9chk05C8hZN4y4eV6O\n1c0JK1wDRcIO62HNPFGiV3eiamlDDJu0WEbNqaXFpLma6/T2WQByEqD5emYh6O+b+jQAaVgS92i4\n6KJcVp4H3zeXfl3rZ2s2+xs4jZN3A47TcywBmeZrEI6zdV6GHYD1NEwA9bAGhCo0yMhajAKOHpbE\n1/MKLXzGcghJ0WR0DCzhGldt6TEIfPZ8FLN+NnHRsoVk5J/Ler9JA5NXkeULJHClvIg3kuQ/XNNH\nyEBGx8Awp7hyU/1iLbtOO7ctNxis/Fu2EJqBPzSveiaQJ0BPYObKP1es86ot6aFOPG8i2Ve8Ualc\nRhSJJDl6I+y+cQGOA5z9Un9vRSdUx2vc98HMSQptpn/LDQbraQCEEKeEEN8QQnxdCPFgvO4qIcSS\nEOK/CyH+WghxJRtfFUI8LIT4thBifrNO3pKlvlzrnTVci8HQT9nXExF5uAPNMvpIZxtnquvqGJ0Y\nDOv1DEwjzWFo1sa+d4TFMizqyzWznJsq8Zi8EHw8x1R22dRUko0JptYp/0UNBtO5AUr+40pO1sNo\n2UlQiI6evGyasdcrI5kW7m3g2/B9cMvi0iWV39BuA/tfsaBCh9bIgcML8LzBBgMdv0c/p7imKEJj\n6VimGZ5lOBQ1iSIAt0opf1RKeWO8bgHAcSnl8wGcAFRrYCHEiwC8EcALAbwGwG8LIYbZOsfSh+Qm\naQo5MIQS9bxPmLbXDQegd2aPwgN8qBv4WjF5DvrBvArBnqo6ZncDRscw0L/nYSwWSwESIzkvt4Gv\nKxqOyPdH6/Q8Cr3xY/y4nlClDSVSV2Dl37JjOX18MQlXMiVFc0PCVIqVxpgmy/k2lAydDGy3k6Zv\nAHDhgjIirr1lbYZDu13MYODnkyF2c4zUWJjwkqtFz0YYxr4OwCfi558A8LPx89cCuFdKGUopTwF4\nGMCNsGwZPTfMfjcdU15DXlgS0JszwJ8bxuWGTOWx1tCmuGJSUKmqhMeWjV+27GwS+e/X5G1QCI0e\njkj7M8E9jaV4KbPHtbBW+Wd5VEElrpJ00cq/ZefSWDoG15EDqykRpJfyXg+6ccG3DUOl3LdaQDcS\nyUHKZWB2Nl3K6+jdsrxcfCz3NMzNH8Xc4TuAdtvmL2wyRY0GCeBvhBBfEUL8SrzuGinlkwAgpXwC\nwP54/bMAPMq2fTxeZ9lC6s1a780+74Y8yHDg6AYCV0y4J4ItawpTWEulIyq9eGU1OfaWlVXsh51p\ntIyYerPW6wEw0e8/lmc48IXLvoPUaKBlrd6GtRgN8XkHM9Xk2PUzVv4tlsbSMYiwA99Py6Vy8pKM\nWZPoZFw/j0QYphuVPGWo7CpLXFHpYtrvYJezuqYwpUql8NDEIDo0v5CcZOPBjxXfwWZhPQ0AgH8h\npbwBwE8BeJcQ4pVAT6Hf3sK/ltGj33TyOjjrhkO//emYFBNSIuIZxyKKQ1CpZrwkhZQN7ukYlwRE\nPYZ8GIvFslb0vCOOYxhXVDk1eRnzCiDEHogiEwdJHwb+usi5UC7VuCjXVv4tY0DjxF3wfaWIUwM4\nfQHyDQLTOs9THoSZGbVkPBlhCBF10517HjrOFKJIeQIGse/mBVwxk6qRa86JGBflesKNhkLVk6SU\n34sfnxZC/BlUuNGTQohrpJRPCiGuBfBUPPxxAM9mmx+I1/XwgU8eT57fdH2Am14SrP0TWHKhxmgA\n1I1Vv6l2ka2GQo8mIqQ39H7j9PEltl2O6zHYU1VhRt1eRaFvYmRJez2keuwPfKOOB75ZH87OLLlY\n+d9c6qs1paxzOYm0RwA9fVqAXvnWvZWOYUye0k5eh9X8cw28uPJTK3sN4L1XekqxlrRzGJJybeV/\na7Dyv/mI9irQbGLX7t1YaYpMNSUdU1lWHrqkj/E8Ve7VmJHseehGAs2memvK6y+c+1+hDAQJkVSB\nAoCDR9KKULxhG51jctghKtZW/vsz0GgQQlQAOFLKZSHENIB5AL8J4LMAfhHAMQBvA/Dn8SafBfAp\nIcTdUGFJzwXwoGnf//qtRzZ6/pYBmDopZ27ufJZRVxpoHVc0TLJpUhZ4UmSOMkElIuvna5kusEUI\nKpoy1N1gAiXjppdkb2Af+tQX1raDcZnxHHOs/G8+9dWaaoAYwSz3uoeON2nTDQVuMOj0y4PqGtYh\nDivsxjlIHXYuTu943WAIKlU1EUJjB4TxBFPVwpXUrPxvDVb+N5/Gybsxd8P/BLRacJxdfY2FfknR\ner8Gvl3vC6X8U/4DAMiZ3lnGuVvfm5yjKYSKyr+aDAZqbgekvRn0UqvrZcPyP2aegWFT5NNdA+B+\nIcTXATwA4HNSyiUoY+FfCiH+O4CfALAIAFLKbwH4NIBvAfhLAO+UUtrQpVFCAskrqpjc36abXd4N\nMC+kIW9CIY5tTjq2aqVVE6VAD3OIcoyBcvq+vUlbLAMgz8CgK35Reaaxa4i5D6aqyQRGIv9x0YKk\nUZ2eH9XNafZWRtZgiAb0ddlg7xiLZdvi+0AYJk3ZTJWV8hrB0Ws9SoaeJ/0eNIuDhz+FoaqkdGh+\nIQlTosfGybsBqM7WJuMlipA0seMIyJ5z4h2jLZvHQE+DlLIB4KWG9ecBGKcKpJQ1AGOQkWZJoBss\nzfznzOglmEKQdIUjT8EwxUuz7s0BYi9BK7t5PYpnRSkZOu5yHbjV/GOT0jJOcb/WiLGME7osR8h6\nFDh6qFJeE7j1VGWiHi5+LM9a0YN6VFPGBO9u343H07nRfuhY45goPG7nY9nZxN3eXHTh+G4mRIl7\nAwje4K1fIjS97zguBEtpJS8DbwYXhkCzCVQqAnPzR9EJBUqadXL6+CIOHlEeBJ6QTeFKjgOVMxHv\n0PFKmeONDRPuabAdoXcCXaSJybpiz//feoIjp58cFBVYnjAZGw3keahHNQT74jCKjrYNP4aD1HPC\nFQZ7o7ZY+kPhP3qYEjcK+hkEnPXepPm1pZPmMtSjGoJrVLhSRv65rNP2/DVNGAzKZ5rs+7jFkg9p\n3K0WRKUC11GKtutIdEKRlDnNy2kgw0KvrJQdK5L1rL9ass5xVJlW9Vqg3QaunHEwd+R96MLF6eOL\nmLv1vZBaKBSFLYUhMOWn+RNdpwQHyuPQjcSk6+ljhTUadgqmfAVSEHjMsm4w6MbDWpSFvFKvVL+9\ngyRJMkC1b48FnhCZJFY2kRhCY9X5eZxmPSwWXgSB5FsvoaobD0Cv3BYpgGBC3yddZ1pIjIIAVWBF\nvWeUZcGuAczooPMaVj7TULDybxknmk1g9+5U+3ccFf/fbsPzpxJPQKuV5hDQonscBinneR4Ko3cj\ndnGEcHHg8AJkrI2ePm5u7jY3fxRwHKy2ldFBlZbCEDhzslhDuC1hwi0YazTsBPQqQ3w2r4J8RWA9\nBoMeQpC3ry47tju4vwLFNQd74pnJs+nrsejNwLFeD8t2gTx33GuXV5I5r6hBP69khF6jgQwXClns\nFmvIVg9rSbNIGh9UCiY4b2VOg5V/yzgxMwPpT6nQnthoQKsFtNsQvg/HEfC8rHeAewj0ECaetOw4\nSEKTJPM20P4oiVo3HsplYBVTmMIqpnxZKB+hsXQMe25SoUoXHlzEWQC7b1zAhQfHyGAArNFgmQD6\nNXXjFUjyGJTLwI/TL7yBKx0dALPqadGGTMG+anL8pCLUkMqsWiwTCzcIWOIwgLRzsykkEejNTzKN\n4etNkwY8l4pvQ8nMWm5THlRtCWDyP9n3Z4tl45TLCEOg5LHYHwrziUN7SJEHzNWUTF4DHTIeXAdw\n/HS/FK4EZD0YrRbQwhRmDZWTTOy+cQHtttp+bv4oEIboALiw9m/EsgGs0TDBJA2VWsgkPtbDmnL3\nu1V1425jsOEwTEjJyFNUDAQHqmnsMpVn7OaHM40UO9NoGQMSxbqDjHxTKE/gVJOZ/kyYUj/yPA15\nBkU/L0TcZ4G8hv0IDlRVOCJ5SfUQpUFYT4NlB3Lg8ALgSJSon0IUoXH8TgDA3Cveg3Y7zVcgoyGv\n8ZspIZrnMyTJ0FEE4TiJBwNIDQXfV70dupFI7Be9nGre57gQWwd0nvC88VRgrafBMinwbsuAKnMY\ndKuDlQV+oSh6QzQpEXrX6YJdnIN98Tl2oAyg2LswVnHMFsu4wSskOQb5j2oISoauy2tVevXQJV6B\nSYfnURUpAYtY/sk4YNeLscpjsljGkJKXJg+TsUA07r8HBw4vwPOUMs8TmU0lWHlOAn8NUC6EyBgO\nrqNSlfn2jqMO4EYRpit+b+kmAwePLGB5WZ1juZwmROufx7I1WKNh0uEhSCY6fd4btF/CVL4xT3Hg\njeIKhCUEM3ETJzce39kGxoJNhLSMA3pVJBPcC0kUmUQwhSwOSpzm3syCpVIT+S8DeEptM/bGgpV/\nyxgwN38UiCKshm7u5HcJHUR+qSfkiEUwZdYBZm8DjXcdZAa5joPIEcn2AjKbJDFgVv7gkYWk8tLu\n3ep8G0t3Ffn4o2PCPQ2T/el2OPXVWnqDz3PjtzD4Jqc3cSoyE6k3jDOVeWyrpadjdUyiMACo12uo\nX6yNv8JgsYwJ9bCWqTBkpNPnPR3eCDLSFjpGkZ4pfB+dtNGbTnAl84KWVCjiuuXf3uksO4zG0jHA\nceJ8BnN/3caJu4zJz/TIKynpTeFI9+ePSbM3GhBF5lKtzGVBjd50qGN0FAGzs6rJW+PEmBsMOwDr\naZhw6lENWO7zfjMOUTDdVHVFPw99RpFek8HSr9N0nCQZgCkO+r62W7KzjWm2jAn1qAas9nm/GVck\nohLIeZgMgaL9HUyeSK0xWzJxECGt9kYlmbsALvc5t3HDyr9lTKCqRHOH78gdUy4rDwAp/P2MCHrf\nlPNgJIogklAlPU4pHTM3fzQ5voi6kI4LQCa9GJptoe95fLGeBsskEHjV3Bn9+sWauekTPXIFX59d\n1MfnveaYSjqaoHMqmuw4LnQ3YbFYNkAw1Uf+l2vZcqs6Jlk3XR+A7LUC2nv9chj06kt8f0Watw1i\nqxOhrfxbxojGibtyZ/RPLS2qxm+QcB3Z42EwvQbMvRgSI4K/Sa4IU01XpONF1FXGC+swTeFMSfLz\ndoA+3zCXMcJ6GnYIA/MAWkhn9YDeG5VpRkGfXTQpHrTdoOpMegUWvo/tZjRYLGPGwLCeJpJqRhn6\nTQ5weS2SBA02Rt8XcrYhg6FgWUaLxWKmby8EP01KLrEYJAmR603IrazEM6TpNZBtK21q3pA8d9GN\nUq9HyQFKjrWcx4XxMmEsI6PerKXxzTS710FW6Qd6Z77ywhYwYByvnqIbCrReb0q3XdA9MsNYLJZN\nRK+sBGCwwWAi73qgTyiYrgd523WwvTwNVv4t24zG8TtVvkC7nS5hCAHZ4ygAeifAe5KktfCjjMeB\njASe7MCWdhtYXgYuXFDNrDuRq1ZsFybc0zBeZ2MZKfVmLb1JtZG90fcLLegXrjTIvc4NBFrK8cJq\nxweyqurKWyyWTaF+sZYq51rOQSF0mdevC6Z98euKqy18u1Z+wQSLxTIktLCibiQSg8FUitWk00qI\nfGVXr9nqOJCxZ4GWZhO4dEkZDNRHAuifl2HZOqzRYMlQb9Z6b/j8Bt4vH6GfklAkx8FF2qGWysRy\nxaUNBOE2UBxsTLNlm1Jf1jyOQFapB3s+aPZez2/g6/T9OdoCpJ5G5vUMnG0weWDl37JNaXzpI+kL\ng9JvavBmxDRTzp/HO6HwJ26YLC+rbtGq94N67M5cCbRamLvpVzF3y+0b/JSbzIR7Gkaa0xC0q6qU\nnrBlNLeSZMbOzYl1phwC/b9qCi0YlKugxz336xrroH9Pifg4QahKMdr/jcWydgInrZZmzHVqI5VJ\nUtyLyrluFNB6nv/ULzRJD1m8DJVvpYU3BU5VVYYqynjddy2WkbH/FQvw/TRK6LETWkdmChuKIrjh\nKoApY4oCoTd7U/0anPQAJvcEbei4mdSGMFTpFTMzqi9DGCqPQ7MJXOE4yqJotzF3+A5bfnVEjPZS\nugLldh73maMJghsMgKqq0kMJqQIP9M506TOC+r+oiMdBj3EmRYEeqZlbhN5QhQjjPftmZxotY0og\ns/LeN+THlHxsCh8i9BwmU7hSv/25UNee6Xih7fikQ16hhnHCyn8hPvm5L4/6FHYc+25eAGDW54mu\nU0Lj+J2QXgnwvNxSq3nVk5J+DXymnBkiABLDQUD2OCP27weu8lcgom6yLoqgasNSwnYhd8eImHBP\nw+iNBjIcbLzq1hHfoMnLwMsxJr/DLIBKvNA2+uOgEIVBhoNeZpHvs4O0YzQpE7y6izvGxuYWJkIK\nIV4thPiOEOK7QghjTT0hxIeEEA8LIR4SQrx0GB9xGASXxvT32wm4qZeBl2MOvGoqb+RdyPsP9kte\nBszGfb97PU0YkMHQRHou+gRGLP95jeEKnetmYeW/EL/1B8cRhhNqEY0x3MMQRarr8sH5WEhGAAAg\nAElEQVQjypiYO/I+OA5w7S0LOH8eePKsi3bbnMuc16+hJxlaV361GCc+zPcBcf5cMoY3lJOOq1wQ\nsZvk0PxC0gBurNhCo2EU8j/akqvOC4Dmd9JYdsto4GFKEdRvQf9TH9mwA1OIUV5FFFpn+s/n7SPe\nf/1MfD5h3DGWQhz4OZSAoFsdXE52QhFCOAA+DOAnAJwB8BUhxJ9LKb/DxrwGwA9KKX9ICPFyAL8D\n4KaRnLBl9OTIb0b+p7X3+yn6ekhSv2Oajs2vDWxyoP5IKtMZw0DPs9hujR+HyHaX/zte/3rc/NZF\nfO7D78E1e2dHfTo7glZL6dwEzeInIUpRBAHA81z4PpKk5EpFbcf7NBC614Keu45hUI4CTNuW0AGW\nl9H4zn9O3pubPwrPU7kPru8rj4OjqixN+Tu3FvOo5H+0nga5AqCsZpR38MV/VCTKOKMe1bIGHPcK\n8NChog3agMGzi/rYVnZVUg6SHx9K0RlLg2HrwhNuBPCwlPIRKWUHwL0AXqeNeR2APwIAKeX/B+BK\nIcQ1Q/iUG2c3EHy/qnKbLFtOrvyTR8+FmjQgrwMPSeSYqh2ZkqCL0AVwTjunZk0ZNTzXAcpTYuV/\n+8r///6qV+Htr38T/tcPnYCUctSnsyNwnNRTMDd/FGdOZvMZGifuSjR4x1ET+7OzvU3d9AghU7hS\n5k16zJlBpwgmhKGKT+LntHQs8Yokgx0HZ04u9u89MSq2ztMwEvkfrdHQfTR+hG3gNSrybkp5hkGe\n4mDaZ97NzhSWRNu10WM0AGwm1M4wcp4F4FH2+rF4Xb8xjxvGjI4rAKxsk6pYk4DejC2vMAE3Eig8\nyNfeG4QpJJGjexn0sEQTtM1a7xdbGZ60dWxr+XdnZ/GbP/MzePzsWZyOXjLq09kRUKgPKeBzh+/o\n1UnDMFnn+8rLUKmkKQWmffJ9GPMaOPE6KrFKPd/c9jPFYvh5zNLOZiTyP+IMizLgXq2eWqNha9Bn\nFlfTuOaEvFwEjq7wrxXT9pQsmWMQ0MxiXdTGu0OsTYQsjgtlODRHfSI7BJ6T5KRevIz8UxiRnqCs\nefp6jAddlvmjjslgcNB3AimR/6g23kaAlf9itFrwLl7Ey5/7XPzz954a9dnsCEjfTvTyMEzyGvgg\n15GJoVCpAFfMyCREKVP8yEm9BLrhEIYGw0EzCMh4EWFHNWXoYww8dkJ5Frg3ZCyZ8ETo0ZprlRbQ\nSb0NQVhF3RtDd/OkYbjhJkmRFD/cNYw3KQUbOTbfbxtpaFKBfa+p3OJWM4zr2TfipT+PAzjIXh+I\n1+ljnj1gzGigcp6xh8nK/xZQhjF0KJH/K3tDlnrklJ4PUmjJ+NDzmvQJA3psIa2YNoA1y/9W3net\n/Bfj2msBx8E/P/EEXnfVHszNv208w00miGmsALOVZJYf/i6U0EXj+J0AgLlXvCdJfBCOA5fFGwnP\ng+eVMoZDno7PQ5V8X0AYEiEcRwm+iy7QagPlMjqRixLCgZ+DzncckRAb3sfJkydx8uTJQcNGIv+j\nNWFoRonc0pdHeC47ka6qnFRfrSWlV5P8AW1cj3Kghzn0o18iNCkf5GGIj7Xjq2m9BMAvsMXMVwA8\nVwjxHCGED+BNAD6rjfks7UEIcROAC1LKJzfjlNdNBPU/sPK/+fC8gFjOMvJ/MZb/vPBE8gjwMfR6\nLRMJXP5LyBoM3ZxS0DuJnSD/zSaeuHgR32o08DO33Dzqs9kZtNtAq5Uo/e22UsAPzStPQ+P+e9Kx\nrVa6aNWOPE95HSg5GsjJZyAMSQ8CEq4jVbZ17Magfc0ded8wP/W249Zbb8X73//+ZMlhJPI/Wk+D\nfkPqAMFyFfUZO9s4TDIKuF7z3I29C3k3/CT5SFuvxyuvZXbNZES0kXai3e5s0WeQUnaFEO8GsAT1\nrf6+lPLbQoh3qLflf5RS/qUQ4qeEEP8EVeD4l7bm7ApAkwVEy8r/ZpA0c+NhRWwiYF0GuoPiMs/D\nmvSwJEq6Jk8jkx2a0BgKWxnOZOW/MH/z0EP4kec9D6Vdu7DaFjg0v4BTS4uDN7QU5sDhBXgeCwGC\nUtijSCTlVQVYIjqvsRrGs/4smYGHI6k+CyIZxqHIGgHZmwxN+2+3MzVcBSvBtF0buG1V5NSo5H88\nskn4RdbmNmweVAnFEAKUuTm3ocIY1vPnX+sN04H6K+sGgwsE7hCVhglFSvlXAJ6vrfuY9vrdW3pS\nRaHEd1JgO7Dyv1lwBZ1kjeS7pMk/hRX121c/OadwpLwKa9x4cVE4JMnSy7aWf9/H3z/yCK7esweI\nIoQhMOVNwqzRGFMuA1GUJCBHkTIAMmFhVGKJD4gRkPA8oRqvheo9rV9bb56D3syBjAYyTjyvpxxT\nNxJwbbLzQEYh/6MNT6JSqzxpzioNQ4HPHtbDWrZBGlcY9Nk/APXlWrYngk5ekmO/6z2faeSKBFVL\n0XMo4trxhZs3jRM2EbIYXNZdAChP7mfdYnjjwyRx2Eea09CBuvZSdSRG/WyOoW7KcwKyCr9J+c8L\nc0J8DnrhAyv/O0P+Wy28/y1vwVf+/u+x9Nd/rdaNc4LrNuLA4TSx+bETi0rJdxylqLfbCMPkaU9F\npMaDH1OKvCneKIpSj4UWskRLz2bciuAHM3kbmMuisXQMc/PGfmVjjR6JNYxlnBh99aSonHVL21Ka\nQyfp8honJdbD3prnwZXV7PhBN6t+RgWh93bQDQYXysug79NNcyuMORaWyYHPgAN20mATCCrVTKWj\n+motldu4jGqwR5N/E2vtz6Jjutu0kP7m5OFwNkH+x7na0k6l2USl2cRbDx/Gf/jgB8etSMy2hiua\nSXIzALTbaNx/D1otlUrg+4CIupnOygePLKB5/jyiOJSpp0GD3iIa2WF8aBgCnVCgCxfScVXyNaDe\nqFTUo8Gzcfq4ClGzifHjx2jFtNwCSq30LCLVVSx4ZhvOLo0Z9bCGwKumCgApDe30/QQfquwl2zZj\nNPBER5OREBnWk5FAIVFcMSR4WBK3prd7d/BoE5ZJRP+dSy2VBLts5X+j1KMaAofJP8lebKTXvVrW\nYGO/RT2sZStb6Wxk9psbHZeRhqTx/W33/7uV/2JUKsDu3di7dy/279mDXa3vQ3qlzCy5ZX2cObmI\nA4cXemfqZ2YAAOcfWES5DExHl1XPBG8qGfIXH30PpoMAb3rnO7M9EbjBQEQRXEcmoUjcWODeDFpo\nGwCplaG5Or6/rLk+txnW07CZtJG6zX0AaAFyb3b22TI8ojj0KKa+Gnd/rgCYTYcFTjX/RkU3saIe\nBjIcTF1jO9prxGO3e/UkG55QjBayXqgS1MRBv+ZeluIYqhpl5F/E8k9LTNIpuuj/L+8uol8H6Lem\nfVLFpC4bT+dg5X/y5b9cBhwHy6urePj0aaDZhGg9g5J1Nw6FJJ+ANPp2O1Oq9MKDi0C7jU4ocOFC\nut2VB/8lrpqZwRWzs+o3in+nvHAlhKGqgoR0CDcYuBPBjf/MsrxLeR2o3TTD97Etw5IIazRsJu6P\nAat705uHA8CpWKVhM8hT9Gmm8Vy6qh7FysSghEeTd4ErCNRJlhRCrsRcRprPEqEnzyHjCbFMLial\nyMr/8MmTY5JXFhZab9aAS0h/B/4b5SmxXPZ1Q4FPHNA+Lhj2w0Oohi3/NvRl/PiHfwDOnMGBXbvw\n4EMP4dIzzwxs8GVZI5RLkPed+j7CENjrX04avD389c8gmJvDb334o2g8/HA2v4E3G9M0Wz3fmXsc\nKAqJjJhLl5DdB4AnH3kEy08+iUrFhiWNM6O9lEZPAXIFQBkQe+NZ7CYgnj3S05pI4pt9T/1zutmX\ngeCaKoIDVQSyqpSGy/FClq4pj4HlIQDIGgzccHDZ2I5he8KZgDwGO9NYDPpcmf9A7G20DA8yzDvo\nTSwmhX4WSvaDqspvusy24/sZ9F8kzzHJv25MkIehg+xEBoVI+Vb+d4z8X3st4Ps4cuON+MmXvxzv\nOXo0Tda1bJjTxxchEecTeCrkZ+7wHdlB5TJ2lVWvhDAE5m65HX/zwFP4Dx/8IH7vzkUEL3tZaizo\nbZ8B41S4ngLBnR3wPDzTUnkNYYgkn+Gp730P177kJbjt3e/e9iV3radhMxHT6eJUlOHgVADvEILv\nbWP39Lii/fmSEIBLUDfsElB/rJY22rqE3mpL/eAhCHqCK5BVGLpsm0mKZ7asDVKKKOwt9jYGZ638\nbxgeEkh9UNgVP5iqqnUXoOSyCdTrNeAUVIhohGz/hEFyqnsa9edU+IA8GPReN35exubdkWwi9PjR\nbAIAnr1/P+5897vxtw8+qNa1Wpi7+V0jPrnJQETdJM8Yvg9EUdLIjRqorbYFLleuQbMJNO77IH7h\n3R/F//Hv/09875FH8J8+8pFsaSTuaQAy67RUh0wxJMcBStEqOqFIxk35Ur1RLmPlnAp1eNELX7jZ\nX4llg4w4POnq+Cwq2ceoCUTPtgnRmwG7eSYJz1p9/HpUA64GcC3MScmmG7CjPecKiwOVN8ErpehV\nlGKlZNvPMgL9ExrXu0wiZCyYZlKbtiDChjHkCnCS3gxkzMeyXr9Kk8G8SYOinge6NpAhYiq/SsbL\nJHQFt/JfnDgJ9uA112Cl2cT999+frCPl1rIBwhAi7KjopFjZp5n8xvE7AcfBlC/Rbqe2wIu8e3H7\n7R/C/3Lnb+NN73in2WigkKd4kRCZmXEKSSLOnwe63lRmFxIi2WDuxS9G+PDD+Pf/1we3+AsaPtbT\nsJl0n1aGQ8bjsF+FLHmHgAtA0LaKw4YYVCKxhbS60bCOZer8SuEHlNvAz4nPOFp2DrxyFs02A2rS\nwH02sAIEoZX/DcOvAfq1gH6DErITBPSc37DywhTzbmr0e/LqTA57NHghbTPHHcR11yVa0ZW+j4vL\ny3jlG94Aqgcqzp9LZsMt6yROYBZhJ6vFs/efPqsU/iv9Z5LVr3rVi3D11VcBUCVTpVdSxhwtZDBo\nXgZuMFBYEqA2abWyxZeSTtGOA/g+3L17k1KrlvFltEaDXFGGg1yJcxsYYhqQL1AhMpZ1kSQT6gq6\nDinzPAGVKwI8JpknOubtj0NJ0DSeP9frvo+ZRb1ubExzMUyfzQUgz6nJgybUYlkXifzzhGQTfs56\nwhSWNMhgIGgyQM9x4O/T6+aETBJZ+S9GuQzMzuIygAe/+12sUi7D8rLSNlstpBmzlnWhN2kzGA5R\npKLCIpZLUqlkS6i22yqMabUt0AkFOpEL3nuBGwtkMJBH4fx5tT/PS42Gdjv2NNAJOA7k7qswd8vt\nW/GtbCrW07DpZ1CJw5GaqeEgptWjdwh4Zq+dbRwWFIoUkzR9i+L1/UKR9Bt+nuFgauDms/V6iU2e\nMF0CgksT8FtbpWHtmLxhnpo0sPI/JEjOY3rKmu5mz01yThT5P/JtqKS2vk8+GUHJ05tVbnsrcxqs\n/BfiY3/5l/h/v/lN/PBb34q333knfm5+Hqtf+UqqJcVJ0TZMaQNEUdoHQctHmDvyPkgIlMtqyCNn\nzqC12kmG0ubccKCmcOQ10Euq0k/Hmz/r3aJpG/1AYQj8xYkvJuewXbFGw2ZCxoI4B3jnlNchekq9\nJ6ZV6JL/IuC8jW9eLz3u/vgGlPk+HWSrJLFxmYTmIgvflmhp+85LmHZhQ9J2EjxeO3Mliq1XMa0q\nKZ23/4n1Ul+tZb0DJP8ha/pYhlLWdbnVc5M4/RRZUygUldTm66iymo+0xPPlCZk4sAzkD7/wBbx6\nYQH/7o478NAXvoB7f+d34O/dm2qXcQavgJyIGehR0Dh+J6Tjpt9nuYy5W9+LuZvfBem4EJDwfdUu\n4ezyVSh5SkBPH19MnBRAtu9Cq5U1HsiA4EnP3OjYsydbEIuMEAGZrlxeRsmT+OEf/gnsuv7Xt+Cb\nsayX0RoNu84pg2EaqiNxqaWMCCCupjStvA1tqJuJraiyPrrZx8CrqlnFWaB+PjYq9gBv+pGc7fXw\nJD5jyBV+HsPMKRnGcsWirBKg61FNJV9v9+Z+w0p+5MskYppF7SL1NMoVdR1woDwOVv7XB5f/bty8\nMW7oVj8by/9u4B3Xsm10Y2G9dwq6ZpTYa4PXsn4+lv8rsKGQ1CBI/yOBV0VwnXpd/9oW5kpY+S/E\nl7/yFVz+p3/CL/7arwEHDgD79qmOxRQAf/680kzjzmPbueHXKOHKuYRA15vCinOF+lovXYLvq4iw\ngwevheumgi7aqxnvAPcscANCX09eB6LdVpFouuHA3RKNr/0+GkvHIEQJpZLqTt14/Cx+7zN/m/ks\nl5afwX/8k/sgpcS4Yj0Nm0mznLqlufuaIOUhKivDoQkEy1ZxWAvBVLVXMaM/IeUwNAHsB+69DFWj\nHdoMpQk9VCnPYKCQKPIo5CVCxtT9GjANBLKaCZ8IPPU6cOzvPzGQ0ZAkQLP3eI5TE0mFr+D79vdf\nC0lfli56PYH0fbcB7AU+9jRSJbtZS7fhMssxeSb7Qd4EPgmh7ad+VQ3YqzwhdC0C0utBsKeK4Jr8\n/0C9zjpehzXUz9jE6rHl1Clg3z6lxDaFCnynmJZWK52SpgD7VgvX3mJDldbCofmFjLuAvlLHAXbv\nBhoPfBRuuIowVB6Buevflm4cRaosagxv1cBDlviiK7m+r36+ZlMZDpQ/XaZQaM9DlykC0XcWsX8/\ncPDIAj5w7zdRnlKzDdfesoBD8wt4/PwB/PJP/QqEEJv1lVkGMFqjodRK4+hJgaCkaMpxiJoqTEnu\nBVBWoQrWcChMRvnnychIy5vWz9fUuisAvIBtS4pDv39Jv8oshAOl9Pk543SFg2YluTIR1tQSbQMl\nwMY0rx3dYMgURiinVX5WrOGwFuqrtazBACQym8j/2bg3SwVZ+V/WZE3vu6C/B5ivFTQhtBvZ6mkR\n8v/fWjW1uojl/3wN9SfH/Bpg5b8Y+/bhmbCUKKMA0rgW30+q6qDZTKapd3kd7LvZGg5FObW0mH6P\njpP0bPB9Vnr15N1otYDHTixm3AGN+z4IhGESbkRFk3h+AjccdHhl1j17ALf9TJI/4ThqQCcUPdsu\nLwOuI/G2N7wBN10fAACeuG8Rp5YW8cKD5+BNf3ezvq6hMOmehsL92oUQDoC/A/CYlPK1QoirAPwx\ngOdAtQN6o5TyYjy2CuCXAYQAbpdSLhl3uhsqlj4z69xSuQ3iFBCe0k5iGnCuBs4/iuBCFfUDY37z\nGBdM5U91If97ANepp8G+ahq20IIyJoBezwOfueSGg8PW03Yd9DZ7c9L3gplq4vlIqr6MmbBYhoyP\ntHkY4QLJNQBPp6WYZbw+Ug/B6SrqB638F4ZkkQx3Xf6/CxUa2FKdoeuP1dJx0zn7LDLlFLFjVdjx\ntfMIrow9oi2gvis+9nKB/Vu2LZ/6qy/itjf+DNCOMOU4QFsruzM7m1RYQhgqbRLAFb4P/9YFnDlp\ny3MWQUJQnSKIqIty2e1p7Lx7NzB7eAH/fBr4wRvfgcaDH1NvRBEqcfssz1M/Q4tVWaQ8Bq7g0r7J\nYJj2O0BbxTiVHAelio9prw2cX0apXEYJqhM1mk1g9240ji/iAoAbngMA+zflO7Gsn7V4Gm4H8C32\negHAcSnl8wGcAFAFACHEiwC8EcALAbwGwG+LPF/S02WgVVbhB7zcp1wBoqd6vQ5SdQ2E2AtENsa5\nKIkS3mdd/UxN/Q4RgFm2frWmFH5DMmWCqZQiX++wba7IGQuoGGvDuW477ExjMejq04bBo9XSBrfS\nbWID1HaNL0ZGprowyln9bOyRnEamilrG29BFr4Gnexr1/Cb+m7YA7EFaTU0Pk3Kt/O8k+X/LW16P\nby4tqZyFS5cyMe4ol5GZlvY8pdnGMTBT4Qp232g9DkU4tbSY0ehddBMvA3Hp71Ti84EDACqVpGJV\n4+TdEGGHmkkD6CnClPEo8FYOtF56JbWx52V/Zwo7I/fFzIxqOLfNmXRPQyGjQQhxAMBPAfg9tvp1\nAD4RP/8EgJ+Nn78WwL1SylBKeQrAwwBuNB+dKQJ0YXQANaPYzPZxIKWh+3R8UnuBZhnBU1ZxKIyW\nEG0kbvbG44nrT9bMNy8el6zDjQJK5iM9kJdanUSGkfioL5MI/R8o9AjQDMpWOllAXin6LjoqZCl4\nzMr/mtHtMb4+DiMM9hjkv0iOE+UuUa4ahSG1kXaeL8OcwzYpWPkvRPvRR3H99dcrY4DiXbSmYUk8\nDaCqANFYx8FVMx2b41AUHlOkuxliTi0tqhyGMCSnDgCgceIuANkWD7zMKpAaDGTrkb3neVCN5TxP\nGQmVijL89N9Yt0S2MdZoUNwN4H0Ar5GFa6SUTwKAlPIJpH6kZwF4lI17PF7Xi9yr8hWcF8Q5C0hv\nJORh6KGV7efQsjHOhTAlQupcgLq5691hgUx99x648dDvH0VhSlxpmIzrhGW9REiT5YE0VJEMS6c1\n8D9iJw4KwBX0PPm/hLQ0ar+kZ31/9JpXVzMVOqCJh7zO8F2WuG2ZeE58/vMq5Oixx1TMC8W/UAke\nrZ6niLqpZho3f9vlrFrDoQCN43eaO0JrrLYFUC736O88ARrIllTl3Z/JeOC2X7Lh8jKoFFMXrtFQ\nsB3Ax5+BKpsQ4qcBPCmlfAhAv5T1tdfA8s4hU2I1U02lpSVExjUCQe+dS9dfVtU1gPTRsnbqZ2rp\nbKNmNNTP53gb9CpK+nscep8URJqRJMbMol4/5U1YJhAKg+OzzixUJWkMaPx/tQCUQZXVqO+Alf8c\nCoS41M/G8n8ZPXkM9fO1bK4STUIMKrfMf1eaNFhB+tvyimqm7bclVv6L8Oq3vx1v/43fwId+7/fw\nt//tv6VKJVcmeU3PdhvScSG9kgp5iWNgdvldXHerMhxsWdY+FJjJjyLg3AU3rW4Uc2ppMfEe9Ns1\nd2hkZsk9T5XTnZkBZmfhhqtmT8O4Tauvg0n3NBRJhP4XAF4rhPgpALsAXCGE+CSAJ4QQ10gpnxRC\nXAsg7sqGxwE8m21/IF7Xy59BmRpOE3ge1JKpmkF+9JyLJjconmghuKKK+swExMRuAvWwhgDV5KYc\neFVz/DCFilwLBKUqcCatspKUTiV4WJlenYWP0T0crva8hbGK233gG3U88M36qE9j8vk40vCV5wH4\nQeRX5+mBTSBEAJ4Agt1W/vOor9Yy5Vdz5Z8uuST/T7C8Bu5t7Pf76LoJVUMzyb+PNGwpwlhcB6z8\nbw2VSgW/+yd/AiEEfug5z8HXXvdm+D5QCp/Jeh6oRmjsbaASna7nKWPCceB5Lg4cXkBDi9W3MJjR\ncGh+oSevAUgdPZcuxbP+UZSEJ7lRB/DSalflcuploJ+IosmoMVwUAY7nKi8RVFI2AMCfgoBMXtP7\n4xCiZOW/P2ItTTKEEK8CcEdcPem3AJyTUh4TQhwFcJWUciFOhP4UgJdDhSX9DYAfktqBhBASn3il\n8jQ4FaD9LWYExLOIuc9ZUK6Iw5rEOXUz2hvX+rcYob4N/RIOg+dU1UxjF8CjzGgAi3XmxgCFk+jk\nradZSvoZ45SVnhKPdEzq1xAfr6fL9SYTvLoKKWWhwtBCCInf3Tv8k/ifzxU+h+2AEELiywD+Gamy\nSHHzhrCVDMnMC59MiP9Mu4H6rJX/PArJ/3XVNDzsaaB+kcn/lVWzwcCNPe51KLHnHApJ6yCZNODH\nyZwP69cC18r/JCCEkC/dswe7Dx7EyYceAgD86Sc+gdffdpvSOpvNXq8Daau+D+m4iCLARRcIQ6yE\nqiFYuw1ceNAaDnmQJ6axdCx3zP5XLODSJdVrr9S6jMaXPpK8d2h+IbHjKIqMFt6DweRAIBuw5HSx\nGrpJNV3HUaV0yTjRoaRsQDWq63fum8Fa5f/06eE3njt4UIyN/BcuuWpgEcCnhRC/DOARqIpJkFJ+\nSwjxaahKSx0A79QNhgTxt2qE9wJg6mWqxGp4ShkCmbAk9D6nxEgaJ8vq9VMt5duwGCl0w+1AlUfs\noHfWME6UBpAqeIDZOABya8QDUIYJT5DUCJyqMewhaVgXxceNlcqJqLyyk2gB2AsVDkP/A0CFHEV9\nchlofaRNHsgV4OJ0pvqXJUsh+e9CVTmKYFb2dYOun9eBXyOA7ESDD/UfoJBIA0kzR5P803pWhWlb\n9HGxAABe9cpX4uorr8RKs4mvfPe7eMPb3obuz/2c+rvwaWxqEkBT1+02hO/DcVz1//I8OJHaZNmW\n6e1LEYWbchGaTeBK7Rp8amkRc7fcDq+8C+VymnYCpDYdGQickqcSrEueB8BRCdJx+dfz54Fde8wX\ne24wAMpTcWh+IelyLbWIeZP3xDJc1uQLklJ+UUr52vj5eSnlESnl86WU81LKC2xcTUr5XCnlC3N7\nNBBlqJu93pOBQ7XahRZoS7kPNMsopoHINn/bMKQIlHpn/+vNOO6ZbDrdm8ArqOgx0PTcYUsZyngw\nKQ00e0lx7fqizWJSx+iRd412KsNfJpELUP8jnjwLqOIIKPevIsMTb2m7+PpgSzEPgfj7rZ/X5H+5\nlvZdMDR0ymxv6tkCpF4MQE1OlPvsi3swTAvYowMr/9uIs0Lgrj//c3znsceSdZ///OfRkn5afoey\navXA7jBUimM8je37SgmdmQFmf9wmRm+EKV8mSj/3MiSEIcSZxyGiLi5dUkYD2Xf0M1F3aCB2FJHx\n124DzSYcB1gN3WSssTsc8uP5JUSPwSAgcWh+ocfQ2GomPadhtAFku+MzkHGxJfdqoPTDgHcoXXRD\nQcSFxOmLTJQGMhz2qsRoazism6TEYisOVdLfX62tr/IRGQ8Uv0weBp4bweGKh64g5ikQ8fuZkIat\nhhu5w1omkctQvUHOIzVCHaiQRZJzfdENB4I8jk5F/W+t/K+bpONypBq99byfE0bYAy/TavJGUJW2\nfjoxr7K2FvkfpeFg5b8Qf/xf/yu+f/EiLjebeO2RI5jyfbzrXe/CG3/2NYiWl9VUN5ANU+LB8kTc\n6RhIK3uOWnHczjSWjiWhRqbKVI0vfQTwfZy74CYhR9y7wPMcMgWbaGW7DXHpIhZlkOUAACAASURB\nVKYuPQ33dAO7d6NvZae1KM3kgRjl72+Nhs2kBVWo1YW66Tv7s8aCmFbP3avj0qyGu4vpZtQB0LSK\nw1roUbJJsb/CNBrZ8KC8Kkk69OcnA4G2LRv2AfTGR+cZEXoMvGNDlbYF10L9vypQIUX0P5ArStaN\nylM5mzCbKIxxtbXuoyq8qQkEz1j5L4pR/rvIVjfjDCrhrK/r16xsus9xTNeSQfIPG6a0HXjzT/80\nbrvtV+C6Lk5++ctwhcBn/s2/wRfvvx/Vf/tvlZFA09h86hpIFdAYUhanomcS5dVWUiqOrmSTfXbh\nQs4GYYjdu4H77/8GPv7x30kSoE0dont2TANmZ4GZGUx7q9k20xrrUaJtmNLmsZGchg1Tn1VdSINS\nFWg+CkSHlKdBTCulgRq78T9JkssAAK1sU7joXDou9nYFftUmRheAK9lBEMcMX0J+fDiFE9HNnisR\n3AvE4a+54uDn3OQpXyGvjCOj8OznVjChM4ND5wmo/8Q00ryGqJxOGtD/JclbWsnKPqcEoNtK/3vx\n24Fr5b8IGfkn7+Jl5Ff75PlOVAGL0286iiYk2BhebKGHQYnxrpX/7cj7f/UmRFGEd/2rP8bzX/hC\n/Kc//EP8j7/+67jcbOIHnxW3dqKeDFxb5DU9dS3V85LhjiMwN390yxNntyOnlhaT7+raW1QiNDl3\n5g7f0ZukXFETuJ/4xEfwX/7L7+JHf/RHIYSLG2/88cQxRD9XFAEuz4imeq6Oo/YThmh87feN58Vz\n4Gm/HFo3TkbCuHkGhs3o61sBKkypgt5wJDGtvA8U1+lenRoUQH6MM81GtgFcSmu4W/oTTFVVdZQW\ngKeRKHK8OyxRj+LchjbMin0/bwOFJrXRPy66SEM6t897lrGmvr+G+r4acA5K6Y/KqiACDzWSK+k1\ngWQ/zl3qIclzaaUhbytA0LbyX4RgqopgJpb/J6BCxrpxNSWNerOW/Q3ayHqACB6iRO934/GUG5Uj\nv0GFVWrSy73yxcr/tsVxHJz8ro/65cv4tZ//eXzh3nvx1x/+MN7+5jerARQ0T6V6gDRTl7ckVjsD\noHIb3PYzqhNxs2lDlQrSWDqGA4fVd+X7wHRZ5YiYyqA2Hvgo3HAVR4/ehZ/8ydfjttvm8Qu/8OrM\nT8ULX0kIdCPBOr5B9duoTOdq2ZTwrBsg4xq2s1MYC6Oh7tWU4dD+JFMYYmMheiob16k/AumNIwlf\nYbOQHdgch4LUV2tpCcRSXAKxA+DqnA3aUDHpZfT+k0zJqzr0/iWlmAR7qtmOsHqlFVMcM3mexgmb\nCLk2dsePe1px9bTYOKDGj0klNU48W5WXIM+bwrWt/BehvhobAnFl6/rFWlpJyQQZBFyh54ZDV1vP\nH+l5BBVKdo2asAgq7Heia4oPs8eDfm8r/9uaN93wj7jmupcjnJ3Fja99Le74wAewcuGCio3x/bRE\nT1w5KaNB8gB6otlU42ODQyxftqFKBSl5MnEANI7fiXIZeKadUx7NcdBs1vHFL/4VXvnKt+L6629K\nDAbeQTqj4DNLgkLK4Ps4cHgB196ygINHzAZev75vYh19hTcTm9OwVZShyi+u/Il6zWOagaziwL0N\nhOl/TTewFSjldsIJnOrGvSoOMnkM9UdqwAU168cV+mCGNYca1IyLGxA8mRFIZygpKbIcV0HyqtlZ\nSVr0uOhoQGiDZfyZhvrPuQCufjTNb3KvTnOaOHRtyIMqd9H/pE9Jz0liqPIfy2j9sRrwNHoU+mCq\nqoyMEpSXWM9JIHk35TDwY9H79B8oMfkHUo9kC737il9b+d/+lMuAOPSDOHz99fiHf/onvO1971Oa\na6WiYt95SIs+7Uw7IO8D11zp9Q6oxXpoPl/pLoqEyNhgp48vYle0grlXvEc1e4vZd/MCGifuwstf\n/mLs338An//8R7C62jLac/xnSrwN8W8jItVnoxStYpfXQbutclHIy8ArJOXkwNvwsy1mfIyGCOrm\n85xzQOtkup6UA2e/YSMtKdK437TiSvDYZM821iNV1SiQGyg7WEaqwBNdpKURESdNkhJG4UW8jGJe\nwiMvn0jjefUUim+nhNjIsBiUBt2gGTm2esraoP8E/fbXxdXU+OfXDQegt5QvMyST/ydV6CoDwVNj\n9B/ZBCgvaMPyT549ooOMfCcGPaCUeR+poWYqscpf6yVU+XUDyMo//w3Jq6F7Mqz8TwSVilIG/909\n92DP9DROPvAAPv6nfwp4HqQ/lRoLekgSkH1N3cXIiPDjP/LZs5i75fat+0Aj4NTSIk4fX8Sh+YV1\ne1aMs9qelwkjmps/qsKWAAjh4p57PoMf+IGDuPrqZ/VUyDX9VN1IQHoltV/HVfuO2eV1lGGB1IDR\n01d4LnUUYSzKrHIm3dMw0kRoTj2Kk6IrVcD9KtB9WexRWAG6K+YQBTENSC0hMnOzKscX3GlgFTlh\nDpNFXdQQyA3cQGlWlnsbztZUXHN8E6+HNSAW4PpyDUG3mpZSzVMWeG6C3uxN385HqhxoVZEy+9Sg\n2cmRV07aATf5YVKPaoCAkn/67z7zGWDX69XzJCRRC1eKYE6Q5f8bSth9upwNW5xQ6t4Q5J8mDmif\n52uq9CqXf3pvtaYMlBJSOc4rn0zw34cXT6DnZfR6hvj23GvJKNLtekuw8r9mnrpfJbI+96ULeN3h\nw/iDz30OpxsNAEppcuPE24yngT2XEIjgwvXisj+UC1GpKE/Dddf1rdAzSVAS+HrgVW2Jxsm7MXf4\njqSmKp/Zf+K+RfzYjy3g299+BGGovmKu1PNKubR/eg8QcByo3BOWBOFGq+h6U31Dkvi+yCNBhsOo\nk6LHTckfNuPjaYipN2tpwzeCZlu4tyG5MDNvA59pNAbBtsZrRmqTqAsVi7yeRkf15TjBuZnWaA/2\nVFUlpTyPzgqyCoOpvGLetrpRQZ4LmpHkM5Qm+Mwja/Jm2Z7Qfxdir8pn4uVXeUgiPTeFrPDnSc6L\nUhh2wn8jkX8e5lN02+U0rym4Jpb/marqpZEnwzTRQBMHRL/QpLwx3OvkQl0P9IkDWkzeR+yM33hS\naT60iN/90Ifw0B//MX7jne8Emk2EYRzWwpsx8OTcdhuivQoXXRXOQsZBuazyGygvolzecPjOduD0\ncaU0z80fXbPH4dTSIkqeRLutQpAA4LpbF7DSLuVuU6mklXG5wcEToUXcjo2gMSLqplaF4wBnzwKt\nFtzm5WQfHNonr6okITL73gm/8SgZG09DhgqAp78FlPfHhsJTaVKkU1GeB/05wa28JLSJkirLqK/+\nxuae+7jQL8dgECtQN+0oNhhKal19NWcG72kAz9KOa5opjLTXBG/61kEaHtGCuYlcXsWUcamiMuGJ\ni5uOC0CcUzLrH1KPTgWQ01lvg9gLROeyOTW6Apq8VpML9XAHyb9hNr4QcSEEdLIVjHLLml6GykfL\nk0mTvqEnSfNrAG3Dx/DyrhzyUBQxULYKK/8bwv2BH8CLX/xi3P+lL+GVP/3TmPK66EQuXFL+udFA\nidGtFuD7EDwDt91O8xziDtOnx6g055awnmnvdhszM1M4fx6YuWEBzSZwlb+CxtI9xuFXzXax0nJx\n9qz6yqmRN5Aq+KTYk1cgKaHquanhsLysLJDY8hAXvg/MXpWM9bxs0jN5U/REaEOxpy3FehpGQN2r\nAdNfBdoPqgswJUPSjCMvzepejcTbkPxYzMtAsdDxY3C6uiMqqSR9D9bxC9eXa9kZvU4fgwHxe1w5\nIIOhX5lU03OCSrlSmAQ1gCsjm3NBBoVBkbCzjduXuqipxm+dryo591+U5jXQwj2N3NPEjYeMl6oF\niGkEj+0w+V/PthfjbZmc9euDUF+NrxezSPOT+I3T9HxQ8QSaPCB599lzuiaYJhTiY4y0I7RlQzRO\n3o1vf+97uOW22/BXS0uA46DkSXTB4t95gLvjKG212VSKJy/fQ52ll5fRCQXmbn3vjpiJTkJ01qFB\nN07ejTBUiv/srFoa95sNBiCtsrRnD3DokHr0PLU99woQFKdP9lyykiyNCxfUG7OzcFsrcB2ZDJGJ\n6SF6lHNuPIxTjsOkMZZGAwAVU9/+lmrwBmRLrVLokphOPRAJWlgSje0+nXaUbe6s3g0bUqBdKM+D\ntj9jB1k9NIEeeQgBv+HzcWDraYyDrNJgKruqEx9rpHHNNhFy4/hQpT47/6hknMIT+XeS1yFebzJI\nj05FFUa4vLN6N6xL/rls6fLvGOQ/QloJzQQZcXo53H7HNYU3cmPB1PSRrjWjDF+38r9hXnTLLQCA\n17zxjeiurqITCiwvK8Ww65SQZNySRloup96FZqwTUFI0abDxuihC0o9gkqHKQ7zqUVFIsW+3ATfK\nhg0cPNJbpclFN4kCA3oNBlLoO6E6Jyrt6nmAdNx0o3I5qZrViVw83ZzGSlMkKSo8OdhkDwlIiKg7\n0jKsk54IPbZGQ13UgCvPKWU/ama7wgKDXcD6hZY3h+tiR5RgLUIwo9VGJy5DGQHT/b0MCbxJk57T\n0IY5SZrgil4JWaVPT4Yuaa+10IR6xPI5rLdh21KPakq57Pxtr+zr+U56XHsmaTZ2T4m96rV3KO1F\nslPoM6MfTOXICclzqaD8m75P8v5y+c+rrNYPfn0wPbLrDsk/HOtt3M48cuIufPrjHwcAfPKTnwSg\n9MlOqEJbMo3eyCDw/bTMDoUtUdlW30cpWsUzbRftdpqYuyPgPSw0rrtV9UcwUanElWpzvBV8Nr9x\n/M7EhuPJz44TGwyx5kvehWdaIlXwKTyJYpAqleSYfJ+UNwGkirSuUCdJ2lFkvQ2bxFiLTv3/Z+/M\n4+Oqy/3/PmeWTCZr0yRNV5oRtCxXdkRArbX0ynIRvF7EBUW9KuhFRVQyittdnPJDRAR3FHG5Clw3\nZK21lLKIKIKAWKhOQtO9Tcg6mcxyzu+P7/c553smkzQtLUna+bxe88rkzJlzzpyZ55xn+3ye+hSJ\njV+E2ovUAjN4GFNhEGSVgyBBRbngId+jBj4NJEnXH8Aa33sQEibCau6CRxTXMpXltiHrJfBvyun+\nFIka/b/cyMWg5bkpsRjF72EunQo7nkpSubYm0Wo3KwulmeaXGgdhZnB/IB1NkWhMQqZLBfylNm9e\nD8xMtBloOvjfh5NRv63wEsiuJ1FMkp51kNu/yKg6SdJOSpGe8/h8iDIBR9pJkYiU2H9vikSsZDCb\nyVUQW5SKoclRmEhxSV4rVV+TqkUEyJYENlM99K1i//sEx7VtBeA9H/gA/3z66bQdspicCGWEw8qj\nFc3/WMxvqJe5DBJQGETo6pjL1m0W0ahyeqdaaWe/Q6eq2495D51P3DTm5SpnhGK0mkXLO5SDP9BP\nsbbBo4k4jgoITIisq8idOo5aFnLyRKMR7zuSOMDFwtJBgNBMwmEYzVlEoyGszHBwGpzmNETsIvF4\nyFNkknhQggiz2hCY1TDFpIbpVhnY15jWQQMAbVkYQjkHZluSTQkJ2mhLMgMGs53JWzYbsj1e72u6\n9gB2HERRyCmTdTNbhnK6ZaOAP6HXRlUcJthu4GY/gM81EEgGUrTeHXynRN4/EbFZlst92HyfPvbS\nVqS0lVIOjc3UOA4VIuS+QwzoXQuxpep/rzUJQwghBo7+oRXxA1IAslqWOebzm9xhb1hYYugAt3+N\nRDhZ3hbEwS6ipJMH8blJZZSJAu8rfU1/FQEbLdeeKNVHwWRsdLxKEmMrIRX7PzBg2zZ3/fKXnHne\nebztwgu5b90DnuMYDltYMouhtFdlaChIho5GVfZao7nZb/tYtLzDUxs60GA5RYqEsGPVWOEw7csu\nxw1HlISt7foEcvClT2MxBgbUKevrg4ULXDqfnng/5qmP2EWccMg7v+GwVkjSC6qdAsTi5AuWF0AQ\nrSFCPuht6++vynaoqg8znFFtTWXUdscMd+tcddWUTgA/0IOGadueJEhHU6qvGYLtCWaWsVxmR5aV\nzmYQQqUTU45D9gDubzZK+B4x0mwZCqHIi3X4A5pM5SKHsplGQXo0RbqQ8px2T67RdBSkvziLcip2\n6L/mUDgzo2lmJSFIcN9DdZQp12uv4EUjHU5BLKuuAcWd4OwIrmD2fE/md+IJKCz0pUVHDmD7F+Wj\ngiYrm+1BEZTtN+LzDCTokgns4yUN9DYD9t+f8udimGpoOePvZqAPn/9UWo0slcydqKVpN21OFfuf\n+VhSvZ5zX/Ma7n/wQRjJeJ1IhQJqQJhtq7/ioQrXQdqTSjU6czkiziigHOcQxQOX31AoeHFB55pr\nwHG8TL3ZwhXKjaiAAcjbVTgO1MRdHAeefc4at80nZLt0rVrpVWs611wDhUKgS8wbjSERQjzO3/+x\nlW3bhsjlVGCSyUAeg6cCFAkFJnpL1QMm5jQIXKwDv4o0RZj2QQMA1gNBQrRJijZVlWSZ976ascsl\niAi1qIpDhgMycPD6eQ2nP+2kFFcElGMQxwsU0pmUkk1djCahE3TuJwnPcTAlFHOooKFXr9SKnw2W\nwMQkN4pqE5R3FORz6YCkXO/yi1GPedGoECH3LWyU/ZvJAiFHhxdrNbXZY983RlVLv9dUXsqgpEUP\nsMCh3DyadMGwf1OBrEbb/zyU/bcQrAaWwzjOerq3JDkh/BE9+yVQiSwN8kpbmSaz7/w4n7Vi/wcM\nbrnzTh775S+x8nlCuREidtGT38wXLLJZHUAUCsoDFc/YZM7mcn5DfDTqBR84DratevsPJLQvu9x7\n7rXwrL2WTWtW+pnwaBS3tg76+rygApT6EUNDNDaqAs2uXZPfb+faa7GyI/75NQ9g1y7+fN99HHPM\nEg45pJ7HHnvY+5oyGcVzyDsh8o7ineQLlhcdyNcY2K581jJVhakMGA50IvT0b08ClQnbthaqTvQd\nBggGAhNNey6nvCTvIwbDQvnfx8c9RUiEk8FgIVOmfC+ShPrGLoOciOA796BauGqTAcnFRFhNXk3E\nk2O2DfjZRskcitMgxyTTpoXLIE5AOUKrmbmUZSYc45jk81UyjAcW6oERbcNm64fYszxKK1YejNZF\n4TWAz5MY7lGrVO+n43+JEbD/4jjtO1HD/gcg0azbl+KoSoDMaompKd1esIFva+PafyndTKqWoK7l\n8nWUU1ibqCXKhMl3KBr270xxwFDBPke0tpZ/OutcyA5CNEqRECFNro3gYEcj/lRhx1H8BmmEF/lV\nabTXnqdKYFvEYhFv8YGAxSs6FPFYB062DZvWBB3ojatX0n7apboyE4LaWtpe20ExDGHdptT58Nep\nPa6D5mY1XNtE+4orcEEN3CuDznXXeRwJD4UCX7/5Zv4jmSQWq6G2to0f/OBGjj/+FHnZ+ysD4goF\niEgFiSCXAYLVBnVM6nimusJwwgl7N417pmBGVBrS0RQ0ZqHQFWxLsuOqXUGyjiLDaD43H+ValcAj\n4yZ2JWe8FGvAYRiPK4B2rB389gPDr0r36pYDmZfgBCVq04WUr81ebtuZlAoyTEdf2pNs/byJsb3T\nZvBQusxEOSnGaYVSXdh98Th4kY5qJTUgMOSxdGaD8GVMyIwGKD9lPtTitym9cIDYP+y+dSeT8lXk\n8viVvxCkd6VUW5hUCWLBSuyk7N8MJhz8ifJt+lGijF1WrlWCCHmEyqxf+p5pcUer2P++ROeqq4iE\nXUbCdeA4ZLMwnLEYzITY3htRCj8mpNqQy/lpbDNlWyh48cXAgJILrQ7naV962QGhuONi4YYjqvoy\nDjofvB5sGys3qoIs1CmzCnlVdUAtFifelFjtXHXVbh3zjatXUhVWFaGRrEW+uppP//d/88DFF5PP\nZxkc3MpPf3oTuVzBCxIkPjA50aAqDhILmq85DlMqrToeHn3U3eeP6YRpcYmdDNL1KXC71T+SWTTn\nOEhgYMJUW3EyvoMxptwbUzfIDCrLdiDAuM+Ua99JHKKzhJoQ6sH8/NKTPED53maZGDsO0qMpn/go\n/IkovmMnlR1TknE8xRUT0loRILzqfVaqDAck0vUpKKzX5Gctw1zoUo/iTiCrrmalk4Q9pzI7wWyH\nhZCPqaB2ptt/qXNdnMD+h1I+t0nOm/n54/q1HsbMapB97c7+vax/DDU1Wqsd0WYcZ7kkQWnLkrQs\nig8tgx4r9n9QoHPVVYTDMJyLeI6lOJK1tfiD3czmd/Eywec46IdkqB0HXhgIqdkPaNLuDEahEHxA\n+fad9qWX0bnmGjrXXgvZLNUx19+Axm9/9l1uuvFaz0n/w5PpwDZERWk8dK6+mo2rVxKLwZWf+hQv\nnzuXBS0tFItFksmv8h//8QVcNzRGqlXUleSr6+316SoWrvfdyaRpgYU75VWGgwEzJmgAVGm70KWe\nS7AAwR7n0qDAzEyaMKsSgJf6yszwioOZmConR4p2IvTpS4+mVBtCCN95FwjnIQrUQaL7y8GM42hK\nVWjK9BSbSNem/Jt/k95PBv/XJ7wHszWhVGGl3GeMBMmY08dhsPfDowIaUYkCUBXG4k4odoPbM5YD\nE0jQiodpIDAkrjUgjjCj7X8ciWQTiSrD/odSwSnO5ryFNgLTmBMDSRK7DPvX1YSJ7D8R1rLWxwPH\n4VcZpNpoCjOUBntyPShNttt4sq2mGEPF/g9sOA7UxIpe9jseh4bYKKHciAoWTN6CPBfJVTM9rSsN\nskjiDTdaBbkci1d0TKn6zouBtPVIJQXGqgsBYwZVFB1LDVqL+T2az/35z8ybM4fbf3UTw8Mu1//o\nEc7vuMV73XVdzv+Xsxme/y/jHk/7iivoWrWSf9++nf+Nx/nEbbex9OST+dCHPsL1X/sclmUFggX5\nqsJhqLLzuLV1wp/2ggWZEJ3LqVakzlVXeY/pgAqnYTqhFejrgWIP/p1HUBMkOcrz0mDBjgcrEHYc\n0MukCpTJqhtW6376HPsTQiQGyJXPvKULaqZCoimpMojCNxB+QDypqgs1+rENpXrkDkP/vyqiJIaM\nY0i3L/RBujU1Zl+AOpevAerg5hC8W+ZAoLcPweqCcCFK+a2yXJyZaYmDu51gv6EJsHtgsAcKMYiU\nTBQrGfQ1Kcj1wa0BKwNO1u/Jb37RRzy1KJMwAOVoJxqSJBq0s28G8EXFYSILdKGqgzawc6EKrqJH\neNtJNCS9bH+iR22rVL7W2/9hcEEI7gYuqINvb0MFgfUo+y/lMgiJ2qwwSCBhzpGYlqjY//5ALgdV\n6eeoWbCAInVEMv3+i6anLMFCad+LrId6WZRZRbm1UICIrJctubbMEJhOZjjM+HKyjsO8pR1UDfWA\nbXtTn107ovgOmQwvH95OJtPHxz/xFrZsq+bhp57iRz/6P2ADAPlCkf+7804WL1zIf3R8k0OiW+l8\n8ubAbsSR7/zb33jnhg2sOOccfnDVD9m502LuXHXea2tVm5g5CC7vhIiEw2zbpl6Xr6XoWIG5DdMR\n0/W49hWm7WW3HNKZFCxBZatsbdSln6CcilLpa/LcblWPclWHHDNbUcnZTaleWhKkZcBcHkPd0CPA\nX/XzRoAsVJ1MYqBWDd3Loxy5RlQg0aKzkdvvAhSB0nNMzkQ5B9vg3cDCCCow0ZslS3BqdIjxgzYJ\nLvZQ2amCmY10IaV+r21APDv29yIwuTESmYqNj0kYlIE1e+YqqpkCCLvLvIudm6pluqrgbatLr3NI\nN8Qeg8jJJAaiKrCQa0U9nq0mdiTVtQGVVEi46hx+MAQ/64b+p+Bn6G1Ky5PwnMzvMoKqgIgUbGnS\nXV8DErUz8DuqYK+w6+GVvNB2uHJyd2zFrW9QHqUECsbcgbKjiQW5nFepiMf9LqZIWDmsjgPEYoE+\n/pkCc2xFKQHaxKij2rxobPSJ47mcctqjUQZjLXzjG//JQw/dQm/vdpbMyfDBt7+dO375vzw7/HKO\nftMXuOuBp/inww/niFe8gtpaeD43l8aTOmg/4f0AtL/2o7Sc+km+ecta3t7VxYmvX8Zln/wxf3vm\nd6xb91N+u+putm7dyn233eqr4g4MwNAQEWeUomMJ3SIQ/5ntSzPxO5rpmFmVBnQ5PaqHlUkfro2q\nEoiaigxxAq2WEvdfK+c0mEPiRFHFyfqOQw0B9ZDpCrO/uKyqiazXlPQdA+lpLuK3KWRRjkAGOAzP\n2VfKKp9UTlWoBSLdSmkph3Lm6tASrg+QyD+glndDIpKEp1CSrrpvvFscji78lihxXqSbRJyJMn3a\n5mfxZB6nDSqZxv2F9GgKLG3/otAlME97acAAjDtFXuRc0e9xh8FVN9JEUdnKjLD/qpLWwfHWazDs\nX6qMeVRVUcjR8/Wy2ajZCj16veHvq9awDcfD7MeUvQ/iBx99QD6rrpuu2l6i9364DdWeFIP+DXrd\nRUA3fvBXp173BkGCf20YT9Qhhhr+Oa1Qsf/9hb5HV9IHtJ/0QV1cCBGtn0VoaMhXSBJIv0spwmGs\n3ChVMlDAJDgUCoTCYfKFEBG7SPvyT1IkNCMGwC1Y1uE51tvWjX+8i5Z3eCq0sVgIKzvi9QUVHQuH\nCLEYzGuC733v2wA8v2UL3/7f/wXgqGNP5J41f+QVzVV86Tuv4r2XXcaXt27lhUiUo49+HWeeuZxn\n3dcR276dnNXG1TfdC8Bdd93Jb39bw3nnfZBbb70egPXrN7Fz2zaqq13C27cofdejjqJ/KMTQENTX\n+3P5DLoFoL620q98OmA6VBosy5oF3AIcgvKyznddt3+cdW3gT8Am13XP2d22Z1SlIYAmwFmonofw\nydGmg2AGDIJyhOmAAou8Z7bKhGeZcMDRdEGA7DjBjzZRm/QDrTh+H7Pc54RgrH8ZZxyJyuzORuus\nv1H1kDsZ9VMEdX6EQClViRb9t4hyRoaBjSgnYKdafn0NftAhxy1BgwyaE2ehtK9Z2hcqw1cPTjTi\n/87LyqxqlFNREziZIDcK8MteWX++yARqztMFAfufoDXLSyzo+QyeQpK8TwL2COocL0HZvlT9Qo+p\nv84OFUhs0+tLUNGGCjhMkvK8e9R2wLf1ejgqgrqGaGEsL3iQWQ5ScSgHRboQHgAAIABJREFU4UJM\n2xbFCvYr4nEivdv9/2tr/T6W0uqC2a8jKWv5m82q7HZGJxQKBejrI5IbVstzOa91Zzpj8YqOMXPs\nymHe0g6PzxGNakdc/snlAtt49qmnyOfz/OpXa/m3M8+k4+KLAfjsZ5P89Kc30jB3Lrv61I3/09de\ny7+efRave93R9Pf3c845r2fZGeexerUKNGpraqiJxVi58lp+8pPrWLt6NddffxebNoW48BOfYP78\nNkaKRQiH1WA3/LYxUUkyeRrgf80VlEUHsNp13VcAa4CJSrIfBZ6Z7IZnbNCgyLU7wV6ilE9ABwp6\nYqwMfTMxXsZRlJXCi/0WBjvuESNngtPg3TwnIBAnqpK+4lAUf/KrOA6icNSGchiaVNyU3pQiXa2V\nkGL3KLWZ6BHKaduM74DINmtQ69ajHIA+lCMh5zIGDMKlPboiYrYaRfADBjNwgPK/1ml5Pa8QIfc3\n0lGDwJuPje8om0kD0+7N2S7FnUbwENOn2x/8FqBOTVeY9j9O0iBRpaszUlWM4E9+lvNXgwr49fZO\njWgJZiflk5eruhUBPYQKGvrwZjrQiLp+LNYPCSByQBqVYKgDbHi6G3VdOR6/HVJQGjDkKZ/An4aZ\nxor97390rr0WMhmq+7YqJ1nICTKTQYIAkd0BxowVNknTfX1Kpkc8buFFBMYazwxIS08phNxdFS4S\ncvJ+lt62YWAAN15DLudn739z113cc89veWXs9+R2riJ1ww0URkZYeeml3HDD11jz+8dIpztJXXYZ\ns2prOe7Vr2bOnFZ++pX/YuOTT/DoQ78j1KMmw5151oX09vbynvd8iPDwAK9bsoTzzjuDROEHvGrR\nIqxikQcfeICTLriAzs5dgVPuOEolaboSg0sxTYjQbwKEYHIzcG65lSzLWoBqHr9xshue0Vej9KLP\nqyfiFIiDYDoB5Qa7STBhKiuZA+NkO6KoMlMwjlpS4HXhj2vn3JunYD5yeL3ED5nXyxNRN/d53ZB/\nQC0zpQ/FiXsOPziZjWpx+iPKmZFp05uBtM58HoFyMMR5McncMPa+WeI8JJoqfc0HI9LNKbw+GyHI\nek5zbOxEeLH7Ur6THfcTBqEWw+mO+VybmQDt+E843EzsX9t3eijlVxujqKx/D95E+IfMhMmJqAAh\nhrLjLCpYAG+eAwBP4lcCRbOiS7+2EBU47MQfKrcev0WqXLtZuWDBlJSu2P9Bic7nboFoVM0aqK9X\nAUIspkYaNzb6aWpTglWy6uZy21bri3QP+J6zbaupydMcZq//uFyGQsEPFByHTAYihREAunbt4tMf\n+yhPPDFKV5eKoSKN7SxfvpzYKzVvwLbZeP9XecenriP9wAO84aRjaF8wn1Ne+1rOfu1rvd1YsRiz\nX7aEeEMTF116KUNDLrf84CuEotXMKuxkJNoAts18eyvtR13IA/ffzx8f38Xjf/kLf3z6aZ56aj2F\nQjD4MYMIs5Ji2xVewzhodV13O4DrutsYnyF6LfBJmPzAi5lf3Imuh9GFWlkjA+5OiBw5ti1JAgYJ\nKsxWplKYjoaVUT26A1o6cJrAUy4CsCfmMHhwgLhWTwr5fc3p0RSJ4aRy8GtQjoHOBrINEvOSpLek\nWHgkdPfiqxpJ1UAcfcMZYYe/P3aispfisDSinIcMvnPRq9ePEpztIDyH0p7miVpSphyVnuaXDHVZ\n5YQKv0Fswgz+TduHsf+Dn2QoHQDnAqFpbv+RSdq/bhVM79IT4fXPNJ1J+VWIenz7zgJ9yrFP70rR\ncCT0b1HLArMTQJPT9fMYKikgJGmpNOaBLahqRR1+ANKKCipyBK8nEDQluQaUJhCmXeaxYv8vGeJx\nVVXo6/NblHbobgMJEszJ0KACAgkQpFdH5jjIUDiDUWz19rB4Rce0mgGwaHmHJz0K0DmZY8vlgAid\nq6+mfellFApqejPAd+/YzMobbuDN7/wSdXVhHCdENAqhoX4aGxvYhhqo13xKB5s2QX37afQVlXk/\n9PDDbNi8mes+8hG29Pfzzne9i127YG7TKKN2NTX2KAxlsEMhuoabqLOhur4+UNlYUAt2VRUAc+e+\nXAZ3k8n4X6HXToX/1cnshumEl6oSYlnWb4E55iLUHevKMquPOUmWZZ0FbHdd9wnLspbq9+8WMz5o\nSDenSLyQhMGYbklaHAwYTKcByjsM5mul69txdVMa7iFBUjnd4al1HhJVySDRcbI/Uht1c/+7+nuq\nLv8nbO2ASC9zm15fT8oWSdT77zV02UXyVDK70ocsN3Q5pi2oIKEPv0/a5FBEIP33lH8cMlBK2hHM\n9qTSzyn7mnbtYxWn4aVCelZKEe0H8Z1KS3OdSm28dCK8QKqMoRb1fhews/7vLQvYamI0ddPA/uPJ\nYJAwOsk3CufgeWA2nBoD/qLtDnwu0zy9/iDKke9V/z4u9h8zMvsiWGC2CUliIG+ssxO/BUm6xCKo\n4CFjBC7SnmjyVSLGdks/D1Ts/yBG57rraD/lw8pT27FDeaBNTX4QAH4a3qwsmM3/2awKKJqbFRHX\nttUykW2NxbB6e5i3tINolCkPHtqXf5LOF0nMLoaraG1VsXr7iitY/5U3AhAOV/O9713Fpk3Pc8YZ\n5/Lm1xxPtfMCADseVPuMvVxl9nftgvtuv4lPX301APf/6leq4lNbC7lRRpwqqp1hxVNonM2ll3yA\np/7Wya23/haijiKjDw0RbpxN16qVfOLii7ns/e+nK99KfX0w3jMHupmVhukWMMC+CRqeeGItTzyx\ndsJ1XNc9fbzXLMvablnWHNd1t1uW1YZK45biVOAcy7LOBKqBOsuyfui67rsm2u+Mbk8SpGelSC/6\nPOn5H1LD38xWI+ldLg0EBGP4DTv81iTZhh1XzsQA02Ji7ETKKBO+z2xbysJDmuCddlLql9BI4HXA\n00ofM9QN/F+PqKbogCNtpUhn9COaUj9XaWMSYnkXqnVB7ycRTqqMo5QkpYIQYay0pnlPLh1IVwEA\nlmW9xbKspy3LKlqWddwE63VZlvUXy7Ietyzr0ZfyGPcV0rUp0nPVA3uJb9Oldl86+LG0XbG40084\nSFuiVeNJsHpT46cYk6oqlHvfaMq3I6P1KO2kfAce/IqAIQJhDrtLR/X1IorPW5Lz0qiCqvRQSg1e\nG0opW4+pfXq23Kvfk4V0OqXsfyHBGXwSMMhkerP6YCYoKvY/BgeT/Xc+/HU6//RdOp+7hbVbB/l/\nN9yggobSQQzg97xIitskTQ8NBduawK9INDVRVRhWSkNTjM7VV+/d+x68PsD3tnBVALLqKj50/vks\nPflkrrnmE3zhC5+msfEIIpHZuM0tUF9P+7LLAWg9rQOeU1OeW1sLXHjJJZx4+OEAPLVpEyPhOjVo\nbe21bFu3ks4Hr6dnqIqQ7fKJjm9z882309yM+h50RWjj6pWqxWjXLkJz5gQ6yMAvEJn/e6JX053g\nsJc45pilXHTRF7zHXuB24CL9/N3Ar0tXcF33067rLnJdNwFcAKzZXcAAB0jQYCK98BPqSaELco8G\n1VHGU1EKyLAarV/hxbp60epnL/OQ2Doze2gTDUm/t7gkO5cOp/zWAAmQ8iinQWccE26SxAtJEt1f\n9nuZ5YYdRxEdHy6zY8lG1hB08nuALkhsTPqSjY4+tmG9X+FfyPAncXpk3czeB1H7D9OCCPkUcB5w\n/27Wc4Clruse67ruSXuzo+mE9Lx3Q/xM7fhngnKq5hTo0lalUpjrhFqU/WdjagL6rhls/zJIsYQ/\nkB4ybEjsU8sjezMRqpJqDsvWpGo3svHFCorAP1B8hlIswudTRfQ2e1AtTBt0QDIfFUj04c9sECEr\nszWxNGkwXLH/cXBQ2n9sy8+55lvf4Y6/PgsLFqiFEhzU1garDBI4CFG6UFD9MEKe7u1VCkooIu6g\nU4Mbq6b95Eum6NO9OLSvuEI57GhHvFDwApCXLdjJXWt+z6GHvpzbbruf889/LeeccxKbNuky49AQ\n7ce9j0IB2l/5bm676cv8+td3smDWLD5+zjmccvzxHHX44VQPbFfD4Qz88Nor2bR5gP5+i8Qch127\noHNTRH0/TU20n/B+QpueZ3TJ0RAOE41CtTMcqDQIx0FiONvWczVse9pMghZMEyL0VcDplmU9C7wB\nWAlgWdZcy7LueDGf74ALGgAoalnAcrMZxJmQBwSdCnfYDybMTKTdCu5sz3FNbFU30BmFFqBGkw/L\nqUKFoEGCgVb8HmNpRepTVR1O6FHOh3ASzOHcA0a7A1ridTbKKajB75mWrGMGleHsxmuDoAd/GqzR\nxhTgMYji0oH5C37RcF33Wdd1N7D7PkWLA+0smgIHpQpqUn0o7gxeB2Td8RSWQF0ftLOd2DVD7T+m\n7V8CchNiV9IONBuf5xQBNqN4HccD3T/yA3nwZytkS+z/0KTabx1KEMEcHCd8pigq4BCY1ZwIflXD\nPE6YWST1lxgHq/3Pmd3Ahz50HY8//ie1QGRYJSAQBaVs1h8IZ9uKGyEp7FzOl2fV77GGBqmrdT0i\ncfvJl7B4xcwk4C5Y1qE+R4k3un59F1/84iVceeUlnH76MgAWxl34+98hHCbf2ELvIyuhqYlrvxum\no+ODJFpb+eh3v8tnPvtZrOFhL8gS3H73NgZeeIGNGyMce4xLMVZDczO0tw6r89zbq859czNVGzeQ\nd0I0NgKZjEdDiUbHjtvw+BylwxsqAMB13V7XdZe7rvsK13VXuK7bp5dvdV337DLr3z+ZGQ1wAF0s\nTKQXpILqSWYQUJpZNMmS8prZ3mSuJ2pKcsMb1n3OMwCJBiNQEAMcRFUN0I7EZujvBopaQ30b/qA3\nHTwkdiVJb0+pVgLJBNbgk57bfPUWLziRoW89wIBur5AAQKu0eNnFnM56lhKdTQlWeR9MQxIkBMkY\n++qx3+ACv7Us64+WZb1/f+7opUK65QSILZ24qiBBQjlpZoG8V64ldhyZFi+2lBiaQfav24G8n9OA\nXzVNzEmqwF3srQ41V2UYfwBkTE18T29JQfYnqhppiDF4xGqx/6OSviTrIryWp/Royq84DuNXP/Wx\nBa4P+Pv2eFP4x7m3rVr7FxX7n0q86+Q0Z599JW60isBQAvBbkWIxP3UtMEcNy/scxw82hoaoirrk\n42oSteMwo6oO+YLlfUTHARyH5lNU4NP+2o+ycuV/AvCRj3yK/v4XeN973wvxOC+0vgLicWwb2pdd\nTufaaznttI9RV3cYq558Ete2WX7SSdDURH/rYXQ+qAa3PfDAEMec91beeulXOOWfirhYhLLDbFqz\nkny0xo8GjOAhYhcVd8K2vXEaIooVCbvYtuYxOA4uFp1rrpmq0zkupkmlYb9hxhOhx0V1DxSP8P8P\nBAD4gUEpp8HUdA/V6AqDdjZC+vX8YwESbiKrsunp6HS8gWlI9jCEHzTYQHsPiUHtMNTgqSc93Qc4\nBkExhgoKNhzvbyeBckRk29LG1KaDhQzKWRjWz3N+G0TaSkE1JPJJf86Dni7rEaIdfYyipiKqSuJw\naMchUZWcWGr2AMUE6gmfcV33N5PczKmu6261LKsF5Tz8zXXdB/f1sb7kGP0WsMTnKQjM68B4csxm\npQKC1QirBpys/7sc1L/haUCQnhCm/ZvcgPmar7QZZastKCc/irL/oZSqFoK6BvzjeJVEsO/RLZvd\nvgqSrhokcnoezDMopSSZ55DFm96eDqcgrK+ddQTmTHhKTiKjK3/j+C2KedS1Jp7cvdT0AYqK/Y+P\nQw8Fa2hQqSrJ7AYhNksQIQGDyV8we2Ekiy2Bg57ZYDe14NohclmojkZpP+mDEI+r2RHTFItXdASm\nJxcKQDxM1MZrJ7rsso+wpCHMs39TVZrPf+YznrrSrGWX4xAik1UXkkMOeYRNm7p5xeLFdHz+G0Qb\nG2FoiIa+TeSO66CxEU5/pcONN36VK684HqwYllP0AgqRhfVUoGT8Myhie20tYS1kJfFbTdwPGAQy\ne8LFmnKC+sGCAzZoSDenSGz8oso4TgRRTCpVTZLXTFg16mZmzQZ6jNJ8DHqyMHffHPt+gUgTmi0F\nES2/WpdUrUFChIxB+k/GDTjiO/uJ8J9IbP0/lYUUlaVBlNNfpx95FEchpkiOEyFdn1JOhtkbXae3\nKVwIgbQiyGcwP0sImDaVyn2QGfzr39RjAkyknjBZuK67Vf/daVnWL4GTgBnvNKTnavsHKJqKaZlg\n5dEMHDwY64jNBxBTgYNAqmTN+/IT7CeIDRlVgURUO+nz8OwuYP8Y9h+6X9m/uwSq1qtqg2xPbFGm\nwmeUvOtESM9KBUQWvDanDMH2RJtgK1KOiv1X7H9c7Hp4JXXLP6nItkNDaqF4n/G4HyDE4/5yQ2Y1\nINdjyrE6DiEnT96JKF5AOKZaciYawzwNYA7BBuWfF50IW9asZN7SDv7r0g9wwYc/zBevv56tvYN8\n/nOfo//P3wNUwGFKui5e0cH8Tb/ixBOP5KMfupCzzzuD4UKOG398G69//Qc5pBkifTspFFp42/FZ\nuu77yrjHtXH1ShpP6mBWY6M/DTpeR6iQJxIOk8tZ3tfhYmEV8t73Mx2Vk2D6VQb2NQ7YoAHU8LfE\n1v/zlZDGSKlmykuyliqslGYnw4shPwyRrL6RZdVNdJoiEU/6mXmZoyDtVUckVdtQG2NbgIDEgiTp\nTf6NP91yAnACiZ2LofhzfxJsDtX/zO4dhTEYb35e0XjNyC56DkPputMG++AGcuSR6iH4v1++mK2V\n7Wu2LCsO2K7rDlmWVQOsAL74YnY0nZBe9Hk/cCiH8ea0jDdJPsB9Ao8UYBL0pyES8aTPATJtrQcS\nr0j6WXxRKDJOyxj7b32dWj6wCOLvUO8xrwGN2v6HJn986WjK50GYgYJDcDaDBA3yV6o9MM3Of8X+\npwM6V19N+1EX0t/TQ11DA7YoJ0lwoCsQblTNB3AcCJn9O6biklQbHAd6ewm3zmFoCCKxglJc2rhx\nij7l7rF4RYfHD7BwGc1ZVDEKYfW5q/q2c8nb305/ZD6jVDE3PMD9d17NorlNLFo+dj5F16qVrFnT\nSH19hGc29HDjuedwzz2qsPWZz+zgHe/4HL0bVcARCu3eFvoeXcms134UCgVC4aBLmsn45GcLNzhv\nwwjUplMAUQkaZjryj0H4X8dWDUrJ0RDkNYznUADeBNn8en9ZYb1SAWrBIw5POJl1KiA9wSa5OIs6\nZvCd9CIkDkmSfj4VcBgCOPTn8PRsmN2jWhB6UcHHBKdNkAgrB0HaCbweaPyBUxTxNdtlHsQwBKbX\nmk5DBQFYlnUucD0q/32HZVlPuK57hmVZc4HvajLUHOCXlmW5qGvBT1zXXTV1R70fEM+qrLWlI1oz\nICitNJSrLJp/wW9ttKSXr8d7KbErqVt3UL351jS0f/Ad8RD+JOc8vl1FVDIh/cwE9j/8FWWPLwP+\nCdV+ZDOWXF0GpfYvzxOxpG/rMpU+Yhx3n3HM0zuxO+Wo2L+GbdOzdSu7+vt52RFHBLkNOnCwCnnt\niFoU7QihKP5UMb0ND5kM5HJY2RFsu9p/fdEi2mPvgNZWCIdx7dC0apexbbCcIkVCiucdr2JoCGqP\n62AwBo0nziE8BL/73V/4+a3XcmR9PXWvGYZx5kE8/3yOhx76NYODL7Bu3ToA6mpqeNWrXk1s48Sf\ne9HyDmw7OO+ic911qs3L5JU4Kmsg/wL+RDdQvAY7NK0ChoMBB3zQkF6UUjfz/BLfMSin1W7CI0QT\nbFOQ16wadfNyh8Ht1llvfWfbmVVPGwkqfkw1IsZzuQbG8I+xXv81AofxkAjr7OTcHtW6tCnlTY2m\nfxLHIoFBaTuBuU9ppRInQg98S/frAKMm6ZMhp53k4tQPd3Jd91fAr8os3wqcrZ93Ase8xIf2kiLd\nnFJk37y26WLpJPiMqkSOdx0w15Xhb6XDGoR7I2o+jfi/3ekCsX/zuEyHXPhCk3D8E1VJOBLVovhP\nkP5DikQiuecVxlKYGboQKnBowhdbCKFEGNDEblDXhIr9j0HF/hU6n7yZOcs7qBna7qslRaOqZUl4\nC/X1qu3Itik6Fm44ghWP+0PfhNsgzurQEPT1UdNkyOFmMqrikMvBjh1YbW1lj2cqYOFi2xYUHAqO\ncsJFPCoeV6dkyxb1t709wZv/7VN85rJzOfmkN5fdXvvyT/K2J7/CQw/BunXrOP+fT2DbTocrL34d\nh0Yf2/sDNSd4azJDOFxDX596qaqwg84nbvKOQT7bdJRcPZBxUORr0s0psNar2Q3msLdyD8Hu9Nst\nTZJ2RNYDIOuf0YHpo6yUzqT89h75K065KBc9h5/dr2H8DCM6QygqTHogXHpLcH3JJpYiUaWzjGVu\n9OlCKthuIDrw5SbCShAx7RyGCqYb0nNTlPWETflVsffx7F4gamzyXrlBOEbfj7ap6aKsFLB/UM64\n2JnMTFiPsucoitPwzAT2L+pHbXjDLku5S+Pafzg5rk/tKSGVtifFUEGDyWmo2H8Fk8SOB1cyXDtH\nOfXSoiQtR4ZSUtGxCGnDKNr6plNumrTjKIL1rl0+10GGwqmpZ5DJKELvNEDnqquwcMkToVDwFWWl\ngLJpE6xa9SuuvPID1NbW8eyzTxMF5rY0lt/e6qv58FveQq6/nycffJD/uvRNXLJ4MYcu8mdcjSdH\nu2j5+DK1neuu8/kjmnjuOOqU1tcTlFfVBz/dAoaDAQd8pQG0ozof6OrRmcYy2cXdVR/KwZRrNZ0S\n6XHOqIz4tFBVyuBXEIS7YJb/W/EGLzVMosUobel2gqKaxeATpbWzMBExcaJEnDlwaleKxHztZDSW\nODJ2eYchsH9Nln7p28SmPtNYgY9EOKlb6LSNumYAoZ0IJ1M+hVLarmjHgVa1fuA6kfWdXOEGZFXL\nXbp2Gtm/EI0FNSg7qUElAPqgoWXs20uRHlLVRQaVtLJUGcYLFjwIAXs8pSNpl4qoqmIikvQCB1Fe\nApT9l5FbTdhJnxdRsf8KUHMJurrgsETM5yXItGgJCrJZQqKuhPZJJSUP/nrRqErP6/eQzfoBiK5c\nuNEqrGwWcjlaT+tQEqJTDBfLi48a6pUCUS4c8gKIN7xhGa973VKKxa2sXfsTDm9tnXB7nc/dQvuS\nt3HEyafibluMffkyGFzH4hWKAzFetl1O+bitWzIKemiIzmd+woJlHWSz6n2dT//IX89xyk7GltYn\nUFWIqVBVOugrDZZlVVmW9Qc9Zv4py7I+r5fPsixrlWVZz1qWda9lWQ3Ge5KWZW2wLOtvlmWt2J8f\nYFKQDHoMFGl5WFUdys1jkAqCTIaWqbKl8NaTHmkj0+hl9WJeJm6qUbbaIPrrDko5pQaIqhEMk4Ye\n/pSoTY5xGMo5ELvNDBrHmGgypB5DmrQ5AbwspikpaQeHTb0kcML7/lHBi0MNiuwrw8K8zoJs+fks\npTMeTMh8B0sYwMZDfr9ZlH0N7sfPtAdIZ1K+iIBMWJebWxFYjEeUvmBPNlyHNzAuELCH9s7+05mU\nJ9fs2b9unUocOgn7N4UcKvZfgUZjI34WWxSUZNywLNdBgFXI+zyHaDTYNgPqvRIogKpSEFIPTS6W\nqkMsVvZwXnKIIx8O403CNuOfuXPreeKJtWzatJG4bVEza9buNxoOMzQE4fp6Dm1oYPGKDo9fYNvl\nqw27c+A7116rvpOmJtpPu1RUbunrg3lLJx6mZwYMAgv3JR/Cd6DPadht0OC67ijwetd1j0X1P55h\nWdZJQAew2nXdVwBrgCSAZVlHAOcDhwNnAN+wLGt3Uyn3K7ysViM6y2ZkGs2M4WTVVMBvT7BbDQdj\ntpoa7Q08yk6KGLi32G1WrxQiDWlKlvbp50Jkjk2OlgD4iib6Jp8upLwH7J1ueno0pbZpSkOG8AZP\necGJ0S+eCCe9tqfAe+T5QdGEV8F4SBdSviqQDow9FTEzcJDp8aYMswkzqAi1KDEEkyxt1QTblKSS\nt5+wV/YvtmXyFxyUfe1Uy+vH3UAJZF5KHhg07H907+3f267ZQgXq2uTgz4woZ/+lCX65DlTs/6DG\npjUrCYchH672B7VJxQGUE53JKOlUeV0IuRJYSHUCVMDQ1ARtbd42QrarHhTVIu29hrZt3m+fa0+d\nYen6ASAcpopRqnIqq7FjB3zrWzdywQXn01JTw3ve8crdbzAaJZcDd2QEWlvpWrXSaxeasJqwO0iQ\npiMuGZ0RDvuf2bV9Y1+0vIMFy9RyCVo8crTjVIjS+xiTupy6ris/tSpUS5MLvAm4WS+/GThXPz8H\n+JnrugXXdbuADSjt5ylFejTl9et7N3KZCgslE6F36IAgHgwYzP/FWRDnQSbLytRYYh5Bcl9yGxJV\nymlO2EnGyI5O9D476XMZjIm2XquSKKfEoTs/7maCEKnGSLAFoOwNfA+QdlL+NGrwq0R6MF26oL5L\nOReec2YqL5nciHGynvsNbnjfPyp4UUg7KcPu9V9jXgl2Vj3cHlVZdHao10qV1cygQlTUzKnSoRYg\n5jvmITVFeV8hEdf27+6h/bvJYJVRAogIqlpgq8P2Zq9MBtJKVBesIAQC+L1AuqDtXw+L8wZSyjGi\njtu7DpYbmiwKTBX7rwAl6+k4KEdfNDzFG9WKSDiOChyk+iCQdbJZ/3VTklV4DYUCrh1Si6USEY3S\nvvSyffY52pdeRvuKK1i0vGOPnWGPmiGfe2gIslnmzVMx0I4d/2Dz5o3cevfdFIqTuLjU1vLNb97A\nhe99L//9Xx/wFi9eMTbjvyfoXH01FArc84MfsG7d77wOMVAKUPJ3wbKOQOBkzuJzsXCxvO9IhsC9\nFDjoKw0AlmXZlmU9jrqU/9Z13T8Cc1zX3Q7guu42VFc8KPZAt/H2zXrZ1EOyTiGArHYOMv5D2pDM\nDCKUaV8qCRyEGOntp6QpeHDfOA4BEqE4/pOFBAmSHTSdhl69Tgw8cvQk4DkK9dopmQQme/NOz9Vk\nazNTK44A+CRIs6IQKll3Wmq4VzBlMOeQCLdHAk6pPkjlwSRHl+MtMHkXAAAgAElEQVQ7mYGDVBvN\n2S/SqqR/s/uCFO0541Ip3BP7F5sXyWJ5zMbnYET2rDUxPZRSlcp6PQvCxDhJA7H/3V0H0s0pNTjO\nEKgB/M+sJ0B7yYrS6wQT/F/BQYlwGOWBSXuRqPTI2GFx/rdsUan33l6/RUkkQDMZfzp0NAq1tRAO\nM+pE1MCx3KhybM12pr4+5r3uY7jui8t4ty+7HKJRis7eNW6EbJd4HC9oeuKZZ7joAx/gtu9cx3PP\nPc6xxy7jj3ffzeDwMLXx3fdVda67jt///s/85v77ueySL3nLJ6owiJO/uyrJHT/8DGf8+7/zxS9+\njlhMHXLINqZBFwpsWrMysC8ZAGfCCx4q2GeYbKXB0e1JC4CTLMs6EsaEudO+BpR2UsoxjqOVebJg\n9ajsoqv11k01FeEtlOq1m4GD97/BgTAdB5FjHT5+r45ZHIWEnRw7BC0HicIknfBoKtBKQB8qBNSZ\nQuKUcD8miZ3AYQSchPRoinQmNdaRYPItC4lc0nfyxOHJ+pNp01tSioCp9zUZx+AlyzZWMo3TEmkr\n5dMPTKdWJFMDV8Os5j3tKC+MUHotEI5DoGKJ/9vtHbuJycBzsmuTwUFnsOf2L0HMAMpu+1B2Pw9v\n8GN3HhbtyQGWIU5Pxv53dx1IFJLBPildIfHsf5Oyf9mfFwROtM2K/R/U2Lh6pe/IR6NK5aipSUnz\niPxqba1aBipw6Ory25Ik7StViVwuMMPBtUP+8lzO50PE47z3ggv40W9+v8fHLG037ce8BzccIV9Q\nDrBtQ9Gx9qhF6bmnnuLee35N0Y5QDFfx5WuuYcOGDVxzww1ccMH53HrrN4jMPYyjFy5kJJvb/QaB\npUvPZGBoiJqS0kLXqpUTchp217pUaH0NAO9+94e900g2S+eaawDFfRDZ1Y2rV44Z4u046HDBd0tf\nqmrDgV5p2KOrkeu6A5ZlrQXeCGy3LGuO67rbLctqA3Q9n80EE1YL9LIx+OqPVnvPT35lgpOPTuzJ\n4ewV0uGU0viP4h+x/N6dYXDjfgBQ6NKtB/r/Ut12O67UmMRJsFvBMtoYAIipbcSWBo4j4SYnHP7k\nkfeKOnAwSczmjyjP5L/FHB5vIUDQrEPdoHW7wal7EjR0wxlL4OtlFErSmRSJquTY1oWiuoGXOg6J\nOclgjeow1Gcd0I88Y7bnobTKYC4r7ll/9SN/SfPIk+lJr1/B3mFK7F9Uv0J4vykPtvHXYfxqI/jX\nglIFNqtGJyBiiuNU7FE8h9qLAm9P2MkJVX3MqmIilPSrAWL/cg3YE/uvwa84altvqIF+EWvQ1cv+\nPeFh5NSl4/EySkZl7V+CoDJ2nGhK+rwrGxXQgFJ+EhnbeLKsahIQDPrMIKJi/9MSU2H/nauuUs6j\nbSt2bTyuWNJa7SjQQD9vnq+eJMpJEjBIL4xWSxJHNSTvr61V8x5s5Xzf8K1v8c3UJYzm8lRFI7Qv\nvUyRfsdB+4or1L6dUe+5VcgT0d6xi0XIdiedRR/NFTj5tNPoHxykt9clFoNnN2zgo0cfzaV33UVf\nfz9z5y6ioSHB7+++m870zye13U9dfi5veUsfnX//5pjXJHAwA4TFKzpwHMYsB2h7bQfVhUHYtYv2\n2lq2dHcTr1vgVRrIOLQv/6SvmlQSqMjUaO+cGC1keyLNWrH/ibHb241lWc1A3nXdfsuyqoHTgZXA\n7cBFwFXAu4Ff67fcDvzEsqxrUW1JhwKPltv2xy5c/mKPf6+QtrSUXyvKcZCyvdS+nR0qADDbjEpb\nkiDoMJSSJ8XxsONQ7IahH5DIHQHzH1CvRxkzIwp0hs0cCiUOgklgNgOHYUgMJkm3TuCAxJOKBD6C\nyi5GCRKNjcFupwJPj7ul8ri7Z4IXi3r/JZUAuYknwjqjGEd9phZ8pZsY6vsZ1I/SakJeZ2CdMq/p\nfe8NGfPko4M3sK/95Hd7toGK2smkMOX2PxvljIodCudH4Pb4VQiT2+DZdYmqmnCaikYLk4viSgzf\nRqKgp6fLwMIy9/tELjl2cruJ0qzTICSySdKzdmP/baiEQTfqMmctBLo5BbhbVxmoB2Jw5TC8fdyt\nlSA/MQcqPZoqz3GQgCie9Kubojg1G5XICKG+mz7U9yRJE2Pfnv0b2zTbEiv2P30xVfbfueoqpfQT\ni/lVAcdRlQcJHvSQNmIxenftIt7YSMxsZzLS2lY4DIQoFIygIZvFiqGqFI2N9GdH+czXfsXqpzL8\n+td3snlX+d/IouUdalbE0JDfBmWSsmtrFbk3FiNfsNRAttMupfPB68f9vItXdJDPDPOeNz7JacuW\nYdvQ2+vQtXkzoaoqQlrx6f3vv5KREYubH+2mf/0T/MvS3c/9Gy24/PC6z/LGt32GtoGbxrzetWql\np2pk4SJUCakALH7VxRTCYTLFWvr6IBevo3ZRHSGKNOaUQedyUGXn/YCu5LMJhO+AJknv7VTuF2v/\n060ysK8xmfakucB9lmU9AfwBuNd13btQwcLplmU9C7wBFUjguu4zwK3AM8BdwIfcF9vMtx/gtSqI\naqK0J0iFwNnhPy839K2cJGPpgLjwYogaHPDIkaolaJCyvAGP3CiZQCHyjeMQe7rwoKZel27PTqqb\nqtyQX4YK4/r0Z62T49J/80o5qX9bmf2Ng7STgicgcVyJ3KqtSYrSM64nuo5xhGSC7myUQ9Wm/xf9\n+Cz++RIehnkOoPyv2HkR6i0vFpX2hGmPtJXyB4dJuyL4kqzov1I1LCVGl7s2SFtioJ0x5q+XjflZ\n8zJSrIlC0rd387dttk6V/tW2W05sIWD/UmH0OB3d0KYTBI4+B8IX2AOZ2LSVgucgcXR5+/faKktb\nwkwSup7DQgvq+iRT6WtQ50oewscyMV5LUsX+K5gAXatW4qew8R1zUU7Szvlv7rqL2ccdxwXvf796\nvb5e/e3rU97s0BA4jtdGUqyf5fMlBgYUP8K2OWTBfF595JHcd98qOjs3BHjWgrbXdqjlAwN0PfUU\nP/3Zz7j73ntxBwd92SMJaoaGiJBXsUuhoPgOJRDStFXIEw2H+X8/uZVT3nQx9fWwfv0jzK6pYYNt\n88pXnsYb3/gWvvD59xGLwU03/Sf3Pzd7Uudx6/3X0AQ4zoC/3xVXsHhFB+0rrmDBsg6vY6voWJ5D\nLdWA//rsZ7n+Ozd63VyOA08+CXknRLU96i0PsJwF+rm0IpX9jqcAB317kuu6TwHHlVneC5RNFbiu\nmwKmwUSjiZF2UlCty//iWGd7VEuBNVu1GjlAqEx1IUCCrlED40wUd0I4rpwNa7biTox+C9wlwHq1\nr1IpZNMpluyfVB1MxRfHWCY337wmW9v4w6TkxivcgEFUoFCn96OvCw3oloQiPJ2FhjZIRJKk/zS5\nrzBdSPHhliSJQ5KqEU2ys45uURDHxZxKa2IhNMSgP49qGevT63nfibGuzJVAn5vJtV5WUMEYpJ0U\nhLX9y8RhURQz4U1+3uHLrZryq6WcBzsO6MGPRcDRykySEBCbLdU2NToaA6RtGJMk8EjcQmwuarJ1\nFH+YZB1+8C3236LXbwSaoHsQP2mSwcv0J16VJP2HSdr/phQfPjJJYjAJG1HnUezfSZEoGvYvD/kc\nco2SYCGLn1hB/y2tAAlKOR4VVLAHkP74Rcs7CBVGlWdbX+9ntONxzj7rLP521120VlX5jns8rluH\nHK/NqUoToimoH2oxVkMol1PVi0IBIhGOfd0beOPSpSxYsITR0bE6Btks/ObXP+CbX/sajzz+OG9e\ntoxHnn6aGz73Oc5785uV9yyDCzQxOxKP63HJKkhwo1W+szwwAE1NjDoRL4ZpboYnn9zCpy//EM9u\n2cKXe3u56cff5bTTjiU7qsSlbr31PnbsAHfTSiajln/OWfNg3mG0L7gcNxzBRU6NxaY1K2lfcQUj\nWcs7bKk63Hrvn/jOLeu44Ts/905rtT3KrCOATJZMJOrx0CloVzVqtGHoak+gS+nFyDZVMClUUhio\nm2wilvRvsIPA4LB6HjYyizIBGoKEaZFnLXQFgwlxKMI9viNQXA+DMbBqSGS+AZFudSM3nW3JtIfw\nhicRQt3QHfyMm9xk5WYvDkmtDiDm4FcRnoJ0fUq1PwAcgXJa6qB/GBbWQHeL+uz92mFPnKA4Bunt\nJb3HdlLtbz6+8sxOvBt92kkFbvLpoRSJ+qQn7Sq9zIlcEhbCgxHYhdbslfaJUHC/iZCfyfT6wb0W\nsDJfqh7qNCXZxkpmcEYhXZ1SVT6pOuTx5gJAVgX9AqtGXQtkory0KAV4TPjtjOHFkB9WgQMxCGlX\nIQ+JjV9UYgzzgedng70Q5nT7jnQjvo2XViDAlyAVh79XP1+gbTRirL8e0rP051yIqujFUNcMucaI\nFzOgtpc4WiUBZNqzIGHrikiL3q+eJC3V07SVCkyDTw9pHpmelp0uqNcTc5LQAkfNVwN9ro6griM7\n8bgX6WqjjdHx9+9J6GYZm1DRn7kcb+olQcX+ZxQ2rtak3WiVanHp61PebW0tVm8vSw49NMh10MPH\nAL99SLchSWo4ZOvMd3Mz/dkqdm2Bb3zjawCcefbZnHDiiXDSBxmJzaK6MMjTzw9zzWc/xZ0//xFd\n27bR2tTEKQsXEopEyDQ0sN2eS98WVcSorVWbdnJQH4MqXAaHLAqFKmYVlBG2Lz4PYjGGsyFPSXbT\nuk9z7mXfZ9v27QC8celSPnz5pzn7rGPoH1BiUfNr+3FqGshk0sQOfQ/t7W2KQG5ACMgjuRBPPw1z\n5w6zYG4RMqolS4IxQeeqq1iwrMOrGkhQc05iKbfN/iu9vUWyWWgJv6AqMy9/OX9Yv4MVK17N47dc\njmVZSrbWtnHtUIAPIRwGFwtLcz0kO79oeceYY38pMN0qA/salbBMI+2k/JaFGqBRa7bL9GhTHUVg\nKiiJalKhSzkSsq5V4zv4cfQNOutLNWZjylG2l0BooXLAGwkGCwLzeR51wx7E52QUgdDxJLZqB3vY\nWK9N33hbUARjc5gt0G1m9IXnkUetXwoJWvpQ1YoWVIVgmDEZwUQ4qZwDfSM3yY/paAoWw6FD0FwE\nnoB0f8pTQwmor0h2UjsKiaakn9GU5MN43IYKKtgN0lYq2LI0m6CMZ3ixL4ggfAaRaZbnpa1KApnd\nAMrei/iBSBGVWa/uUe2LOmAOKJmZmXmZWxAx/ppD5OwlquJgBhs6MEhUJVWA0orPqZLkhNmSZMia\nekLaJqRiuBPVUthCIGgoRaI56X2GgP1vT0Eb/CAHRwH8FdLPjKOGJpVHmQ6tSdPpTMqvPlbsv4K9\nRNcqLd9ZKskqg9xkmYxRHhpSnrgMhhOCcqxavS6BR6FALgff/vaXCYUiHHvscq64+lrchgbIZvnp\n927ghNNO49KLzubrX7+aN515Jq886ih++Ytf8KVf/IIn169nV0+vp/gqhzE7NkxL7QhV6b/B3/9O\nXXhEyakC7S9/q3fsMpKithaOedOVHHfkkRx35JH8be1afvCz+zj11NO9Y5Qkfk2sSF1dgvnz28q2\nUckci82bu7n88rN4/PFHSX3sY+q1Mh7zgmUdXneR2TIUO2yIPNDWVs/jj/8RMhk6N/2GzjXX0NjY\nyMtedgT5QtHfbjbrtTq1r7iCfMGic9VVgRYeeV4pOOw/VFIiJUhbKb8PtwnIrodMTDkGUj2Q7GLp\npOhQiy6X67kNTo1yasNLIL9e3fgkg7itW/UVx94IsdOh/0tKYWmk23eCJdMIwVakkLFMZ+8ApdLi\ndvkES5FXBb/dSYjPxg2YKP5kaJndEMV3YEohLRF1eNnG9KbyGb10QbcnQFni9/WNULMF3tYA6V7D\noRhNKcdA3iMOUgQVfA3gcySkAlNm31OCChFyxiJtpRS3QKp8WcDpgYKOnkUcobQlydWkG1dXFMwE\ng1WjAwF93QihWiBrgZElEDkL8tdA7h5l0zlUEN6I/xs3W5PEbiWzLskBG3DWK5uXoECC/yhB7lbE\neITwAwyxedneeE648A5aYWEL3H/vbmxtnIrgzSE4bCd8ti14DUlbqUB10Tt28JWvQjoQGofnVLH/\nCvYUnWuuUZl0x6EYrcaub8DasV156pmMCgRkcNvQkHKg6+uVJ7trF1Y06gcWmjTd1FTDG95wBtde\n+2lisVmsWXMbCw45hCsvuYSv3nwzo9ksDQsWAHDd979PV1c/H/zgf3DRu97F9i1bOP/888lk1GZl\nZASODmiam71gpmrgBRWsLFrEyPbt9G3eTHzWYrJZtUpVscidP/6xapnKZCjG1eHniXjVC6K15J0Q\nfX29RKNN9PWVOUk6UFqz5iEeeOAuHnjgLuY2N3PB2eXHcUXsIoRDpRxmAF4YGqKhup/Tli3j2Tv+\nm0hYXeSiXd/j5z9fB8/pIKOvD2prPYGrqqg/Ibo0TnEc9dpUchoOZFTisTJIh1N+lk+qDiM/Vzf9\nQpdaqZyakjgF8jf/V81tWAz5mLoh9+CX1CNA8R7o+4xyMEZ+7s9IaCOYLTSR1e/tM7cD3kRbJwb9\ns1XLUx9B598kUsoMhI16PQkchAxaJmDwtM71e08NAf8Y91SqaoF2eMpJJZ6eATs31ulIjCSVMtSh\nulKhJ3mnh4zWpzz+kDtDMQWm0GGoYMbDs/8ofkUuul7Zeu4ZtZIZPEjAIHbj2aExPRp8PkReqg7H\nKye/5hoVCNfjB/DzUfZnqgaJEy+BdC/lp6bL+6R6KIkAgWxPqhibUYFGBj9bHzG2ZcCzf738ghbo\n7mZiTHATPfYPYDvw9VL7z2n7X5AkMS/pVV69KoQENkV8wQhBqGL/Few9OldfDbbtS3i2zlEvtLX5\nqWwZHpDN4gwM8KdHH6U4OupLtA4NUYzXQSxGKDfCSScdyVe/eju///1tAGzZsoVH/zHI29/5Pro3\nb2ZeYyMAP/rud/nwhz/Ovff+iF/efjv//PrXU1/fxvr1f2XdujvYvLlXOfrhavIFi3xjiyoj9OpB\nMPE4bNvGjddfzyGHHcamzic8HgGgjjubhdpaQoVRqrL9ROwisRhUx9TwtL4+WLEiwbZt29Q4i9NK\n5i04DtTWcsEF5/H9byqp1Rv/c3y9NdcOBSoZgtFcnmhVnBOOPZYNd/oBA6gWqNZWiB/TQfspH/bk\nbretW6kCnFzOV0vC/3xTHTAcDKgEDeMgbaVIh1OqpzaCqjrY9/hOgrQkCEItfoVBFFTCi/3Xq04M\ntgBIW4C8d15WZRazwLOz4c+om7kMZDMzgRJ8iJMhA9o0R4FYVvEohNgJfv+zPJdyfh2qBUF6nKXy\nYNzoEwtKlFkiQCOcejI8NDyW8xCATfnAB7BPTTInC+FSRhj4rVHz8QdRbSt5XSojphTtdEBFPWXG\nI22lSEcN+48BNY/pauJOXykJVJDg3ZT1g5hfaXB2BAdChhfr3+xjartSVRAbbcVXDpLfdRZlA6Cc\n5G2oQMOsFkTxhQ4kMy/tjhJQmLYoLT+iXBTT25aKpN53Yk4Z+68DToef5VVL0XhIxI3ZCyUBiHNa\nkoQFkXJtTdIW8TL9WbcBW4zXZZtyfTQrL1N9HajY/4xH5+qr6Vq1ks5VVyllnuZmleJubPSnQeuK\nw/MbNnDiuefy0IMPqjf39ipeQ1+P8mL7+pgVG+Gtbz2dI444wdvH4Ycv4J1vPot5bW2se/pprr36\nai58//u5887vqWPo7uYfXV3UxIqk0xv4yU9+zJ13/pBoVO0ik1H+/2hOBQ/F+lnqOHM5Ln3nO3n9\nCSdw1LHHUju6hTp7GOJx3KbZFGPqulUMV6kJ04QYGoKRrAW2jePAI4/00dzcRibD2BYlXfKoq6vi\nPW99K/+4+0scnphb9jzOW6oCDseBkOOXBEdzBb5651aee2gdxVCIH/7mkeAbCwU2bXqevp5nuPvB\n3/Ncd7cXdTgOuNEqJXerVZMC8xmmGAe9elIFmigpE4qLD0D/QtXfbA/7xEgywTaEQo9qSxJ+Q6hF\ntSINrlVOPfhO/EA3bNEtDXYPxHp8J0LWkzYc8PuuzR9TyFhuOtCl/f42wXaFPL70KviZS/mrt5lo\nTsKg7km2gALYQ0mch8o7DIkqTcTUCkpkIJFIKsenDlgCmwbgx01AE5z1fMkG6mD1kZC4V0+WFXKm\nKN2IU1MO08FpqOCAQbpatyw5QHw9bJ2tbB+0/Wf9KoA4x3ZWVfyKO/2qhN3qBxLhJVqGtVttdwsq\nCJBAQLYnfCVx8CXxIJl2qSKaSkumbcg2BBKYOATt36xmmNULve1Eg2oD8qqFBdhSTDJvzQT2r4/H\ne0+/3s5CoBH+DvzpBAi7MC9dsgFd4Unfn1JVR1CVhxpjjkU5O58OabCK/R9Q6Fx1lZI0jccVj0GG\nwUWjUF9Pe2Mj7jPP+CTp+no/oy/yP0NDNNfWsmrVH7njjtU88cRD3HDD9fT1jXLjTT/mtpu+w8pU\n0Jbqa2v5/P/8D48+1sfFF58HwCtfeSw7d46Qz1d7dAqTclEkRGjRInAc7r3jDq9VqijG6EAoN0Ix\nWk3IdsmHq8FRhx2LwQsDKoCIRqEq6tLYqFSPWk/roCbu0rnqKjrXXUf3tl7e8O9f5b7vf5z5rY1j\nztmi5R1esCFZ/12oIKJq4wacRIKLF3aqETjhOt5z7qmB97vRKi593zv489NP8MvfPE/17DxEo4F2\nJAkSSvkLU81nmG5O/r7GdLjEzghI1jFdm4KF3SrrKOpJMtQJ/ApDaKFqZbLjymmQR82/QWGJP5lV\nEF6s1pXMoFQDJLAwb5DSwy8tB1J9MIMFyTyW9iXLzVbaekQzXga0RYztiRMiQUZIqzJprPoceNNa\nShHD50XIOUynFG9BK7UsqIdLi3BimV7HtJWiUYIkyZjKscmy0vYJ+ZwHuNFW8NIjHdaVh3AK5vZA\nneYkCcnZnV2GjKt/rJI0EE6U/A++HZe2A8pAQ+EPifiA2dooFRDZlUlgxnhuzkSoJ9jWZwoqCG/C\nbPcpkTv1HHhg7XgzEmRf9tiWxHR/SgUEwKEOXGiX307aSnHzUv2PVErkemJe48xrQMX+K9hP6Fxz\nDZ2rr6bz0W8zmI34ZGipPDQ1+bJGfX14nrd4zlrzdH7heS66aDkf//jn+e1vn+N97/sEtbEQ37vl\nFrZLixHwwC9+Qf9zz7HthRg7dvgzEDZv3ko6/QTNzWrzbW3Q0ux6IyZCtotrh3DDEWhsxK2tw7VD\nhHIjhDKDhLZtBtv2pklH7CK2rT6OzJJzHFWwGM1ZDA354lAuljcPIhSyKRTy5PPlM3QyL2/L2mCb\n0Ja1K3n4j3+k94UsDQ2Hgm1T7YwtNXatWsknP/5xfnHdhzjmmNm0tbUBaoCbTN82nXMzgCg3s6GC\nfYdKSmQvkHZSUK+lB531MLTEDwpEmjW3M6i45JS0JxR3Aj3KabeXQGG9Py1W9+97zrz0VZtlfmk1\nGMTPHsqyEEHuAviOgJmV1JxNz4HoI1jVkKBEuA96W4nuL3PBv/fwpcJ/Q2iCuHO8GQq6UtCAGiZ3\neRh+ZLycmKcn2O6ENFqyMZIMOlWC0rYHcdqmslJZIUIe0EiHtf0Xk0pC2TpetSDJJGgHVWkAZevu\nMBSG8abMe21Lur2xiO8YC7FZIDdG017NGSbm6yaR2SZ4HTADgXpje+BXFwbwK5DgBxcmbyoEiR1J\njroQbp+I/DyeFDLQ0Aj9+rN0F+FnoeAE6sQ8PcE+r+1/NEWCpE/ilmP2FONK9ltUFcm0UyFCV7Dv\nsevhlewCmk5WrTfxRbOI9O30B8OJ553LqaBixw7lkdfWQlMTVYxSW6umMO/Y0clpS5d6257X1sbP\nbv0Fr1jyaogPMzea58QT21mx4q2sWnULw8NbOfLIV2PbatNVAzshW0uuUE0mAzXRApZWcpKUu+NA\nSE+QjoTDeKxqgEIBOxryWp4cB+bN88SKvJin3pgp037ovxE/5mVs/eu7GOm+vew5ymbV8ZXDr+68\nk6MK9bz1rWdDtHnM64tXdNDbq4aDDfzpOXY9vJLmUzqI1Ea9SMGTtNUorTq0r7iCzlVXlT+A/YxK\npaGCcZGuTZGuT4G1XlUVJGAwWxIgOEVWHIfYUkWIzMfUe82eYunhBXXzlAx7seQhToFkI2UwlSnH\nCL76illhkOzlDvwBSuC3KUCwPUJeiwP/3MMZQOLkK8c/OVmghsCNO1GrspQNLWrb/VkgAw/9Q7Ut\nJIaSqoXpCPW50k+X3PQlu1o0iI7iMJRkeRP22Am5FVSwL5GelSLdnFKCB1I98Gxd6xkXupTNC7/J\n1cGDJBNkWrrYnGmfWWNZnqBzbAYHZjVBbFxsQWxXKhpyrRA770ERqiVgMFujzAnMcg2JAyfDV4HE\nKyawsSxjh9dpnCJPdJXj6c3q2pAYSapWxCPUcaRLW5+MqkK6UCLLWlrlmeoWxQoOePQ+spLeR1aS\nycBofYvykmMxf15DNKramWRZNArbtpEfGeGQQ6Kcd97JtFqDfP9//odt217gqi99iW9cdRVvftNZ\nvOnMExmxa3hqfYaOjv/P3puHyXFVd/+fW13d09OzaLTL2qxpG2wMsY2JjVlsZEUIglnM8iaswQkB\nAmG18etpQl4SnuRt2cYsJiQ4EBLWEMhDWH4hIBS/xhsGYgwGG5ulZywvaB2NRjOjnu7qqt8ft07V\n7W0WaaTp7rkfP/1MT3dVdY3cp+qce875nmt59NFfcsYZT+KKK14dZRUifJ++1DSrVsExL8m+gwkO\njymOTqhI4GlySunAxtAmVV4ZfJ+pKT0eYWoKNqwPyGTi2EeaqB0Hvb3ncaD/DKaP/JL3v+99HDl6\nrOG/jWx/4HD9ePnrbriBV77yeXSldLaj7CnWbx1icPs1DF78lihTMP4/hjxrOj6wQpdJyXwGs5fB\nZhlOPnZJZAEonJbXsxEST9aOgDRLVg7o4XDTPwpLjy6Kd0qshu7LtWKSrOSZDYgYzwfQN8Ro4BRx\nAyBUl+qYyieyKikrlIT7m4pK4gyUiEsAxNkwGwzFmenR+5JKGMsAACAASURBVL9+AAr/k+f25+W4\npFb5xNW67NIgLcECA5A9w1BfMuuyK2ht/JJWZPpco2nU8vcdRTskFar/vSQbMlPZxKnA1jQvKQqb\n36/tXz1NT4EXlTXpa5AyRdWD9rqJM5OVR+Lv8SRxSaF8hyepb2IWu5kitnfZD6rLc0QlSexNsomO\nsZ1kESTDaWYizGuBXCMmYfshKDyU5x+el+MtjewfKDye53XPy3Hn7cbnbKI6ADKDo5VE16nCT5sE\nDNL8bJpYrQiCeV1bDKz9LylG79ZTj5nyqaxYTaIYpgrDZfpgYLle7X/8EQ4cPozT1cU3v/pVph5/\nnGe86EV89mMfY2qql0zfE9j6klfwlU2b+N4tt/B//s8QxeIy/uVfro8+641vvIIDBz7Im950NcUi\neJnV9KQrUCqRKE7SPT7Of33/x1xwwaWUy32sWAF93mG6wjqjA6xmdb+OBI5OJZiYSEbzH9avh8Nj\niuXpY/Q4UHK6o891XWBKZ1IGBiCZHGTnhz6E17OZiR9fTy29vTC8+0bu/O0O3vrS50SBjuvClAc9\nlWMcnU6SyUDSlSZmh6B/GSMjxFKrIVGfgrGMX9v83CoBg800WOZE4bQ8FL8dNjOviVcdvRFQh6Dr\nESjeGmciJLjofrmuhxYHPYG+aa9DBwspYhWk2tUzuaFLgCBlRDJoScqXKmhfxXQeRMO9RNRkzJSx\nn+mASF2zlElVgAe1qsrrR4ygAGOf0HCyp+f03zNAPOlagh2ReZUBdRVgFO58rMG/rzIyC2ktyVhQ\n+erMSysEDJYlSeG0PKTv0QsEUbaBuEyp8kg8NdrfH6svmVLIKepnjohNm7ZvlhVJwACxs5whtgUz\n22jKtoq9mdKq0t+0l+rSQrGvtPFaQYsj3PCbme3/zt8QKzqZCm0l9CKI9G6YE+5rm6IxMpbhuWa9\nXHxNaBQwWCynkOFd18HYGIlfPwTj4/ijoxRLJXAc9u/XFUrHVm3i4J497Nm/n+c997n0VCo8vGcP\nL37ta3nrW18MjPGrXx1i9ZrL+Nev/Bcf/OB1fOpTfxN9xtvf/n7+4A/+hHPOeQ6lknbMexy90n+M\nboJMDxSLfOqDf8tvCz9iYABWFh/TDQnr1lFZtwHPC5WHSiX6egPWrYMNA5Msd49GfQL7xrth714c\nJx454ThE3daOA319SZZv2sSKFU40IdpEnPwrr3xO1LAtfRMAh4u6kdtx0PKppWnwPJRX1gFKDXVT\nqY3yI8k3WE4NNmhYSNahZVlLP4wlFp1ivOLvHoJJrdMcTZdNrIbUOXAgrW/WckPdSzzTQRx/qG4K\nlofc7E1llbD0J3LWzWbB2rS+6VxIb0Oj5uraQVCT4Xmaw5VCCn4+yjhEso5pdIAyQt306YKXjzMe\nv2r4r1tNJXYcCm5NqdJiOw1WcnFpshJYUQTu0b+LQ7/skHbkK49AOXxPFg1kZoNkCoxkRCOZ0qpy\nIXlP+g5kmKME+WZpYcXY18xkmqSM1ySLUbtqJosYlXCbmey/SyuukSSesH0AeJC4XCpc4ChM5+Os\nY4NFgwhjMaPO/lsFa/9Lk0xGF/9PTfG2972P7nXr+PHPf87a1GF++dNvc9FF5/N4qcT5Z58No6P8\n3ku1ItIPb7yR1553Lm9/+xu58MJV3P39T/HgvbdTKgXceut9XHrpC+ju7uWb3/wil1/+NkqlVDRb\nrux2w8GDdI8+hho9BJs3860vfIFnnHUWq/unOZDawOHeTewbTUatDNFKuOdFsw6C3j4cB1b2TrM2\nfYSjqwarSpMAJosJrc7kTeM4ev6C7+ufJlt2DDGyS2dfpDc8FJBidFQ/+vt10ON5gO8zfOuHdfO2\n4xDOuZsZ348+R0qVWgUruWqZM4VUXksC+o9AMRzqJk6+ONviLMi8B1FbqhzQTZVyA5aGxMnwIfXB\nkkWAuGHZdAy8ldB1KC45MB0KE1mJ7COujZZtpCGzVtbQ1EInfq8wXaOQEq4KFrxwqqscW4blSfnD\nSM0UWD8MHDxjiJS85+V1/8VK42+vlZw1fi5aEySAb2PxpUjBz5NNh9KsY2FULE3GxTQki9pmIiEE\n9Jtp4kAB6m1VVueLxvvmNqZMstoEhx6pLlcSpCTJ7HkSudUM1RmNEtVBhdlojbFNagb7nw7tX1SP\nHPTcFbkeHNAlTLX7Ma3tv+Dl41KnRvaP7l0q+PnWWTAAa/9LlOGf/DODF70ZUil2fuQjvOL5z+fc\ns8/mkL+c5eu38p//+U1++F/fYrzi8P277uLi3/kdNqxahfvoo7xm7Vrcq67ilR/6EFdccQXH6Gbv\no3DRRWfwjb+/nuFywH337eeZz1zBmZvWgVOmTJJkaZJgzVqUV6biJHXJ0opBUikIKsf4y7+8hpe/\n/ErOPffJkaIREHc6+z7H0svpJojKqabTy3A86gaypdOhOlNKN3HXSqoK8rtI1ZbC8wI4Y73OjBwY\n7WZ1/zTDt3y4bj+IA48tO4YafgboDINsB7oZWjIOixlEtJqTv9DYoGGhkQHRySLwYLwiLzdjhc42\nqB7IvEA7D47hMRSJHf5x9E1ebroyT0GCBcL3SYO3Rf8ejOibcj/VJUui2mZmKUw5VzmeZBykjKEm\nQKharZTVzJnsU+qxzfuog5758Ghzx14anbOuVk3KHs3FpVLmOQpGmYedBmtZNGSGiDjX0fcyfCFY\nCcHnIHm1bqA2FxWgsTyy2KpZxueHxqt6tP1VzgEn7KXIUN0DYGLOfhGBBSlXLBn7SFBuKqhBvEhh\nSsDOdBdZR32TdQ9wCAoPz27/dTTKvmCct7V/y2ISzmcIMqdxILOa3+zZw1lPTNP/pB6S3io2/+mf\nQqHAP3/5Ln7/Fa/g3DPP5KGREbLnnMNLfvd3cRyH/Xv38qQnr2RwXRGKsGxggPMnJrg/sYJPfvKz\nDA6ezqte9UfhqIgeMi4Ui0nKpQNsvWwbioCNm57Am9/8AW6++YOcf/4FPPfSM3VTdn8/gdNFNDq5\nVKI7VaHsJZgqdsksuqjPIZ3Wm6nxI9rsXBflupSdroZTnk0Oj08yePAgzsBpcSOz5+vyLaeb4Vs/\n3HRfCQSqHHBRpTLTHw1YLNWkpYINGhaYgp8n2xfKg25BZwb2hG9WACdsfOwqwtS3dNbB3RLXQUP9\nnAQJIo6iZVmPotP8vuguoqVfB4jLACC+uUNc92xOhpabvpQxZIibIc1gwWw4rg0egGxQkxVQhsMv\nTY+mNGQPFO4wVJXCVcVasm4uro9OoB0Qs9bauKBEq5StEOVb5ZYlS2E6zDZCdeO+2EtwCKY3QeVG\n6LqkOlgwV8tNaWUzqxCVCBbDbGGYvfBvj4N3n3jRoLYUEeJGaAn8pRxRMoHmtcLMQpr3aaMHK+tV\nyyFH9r82F0+ulnP34VkQZwyYwf6dXNwbFeT0pOwaGecoq+HHQycXHWv/S5bhOz7G4EVvZpk7ya9/\nXSGTmeKsM32SlMF1OTqVoLTiCfz931/H05/+FKYf/RlfuOMOfv/ss0m7Lh9485t5+jOewaVPexrn\nnnUWmVSKq6+9ll/85Cd85zvfZXTU4eGHR3jjG/+IZe6kdqRLDl2ZNLt+cIj77/85AA/84he87303\nMTUV4DhQdsBdtRrPA68I3eKAex5lP6EPE9qWlCVlMtCdqsCEMcChWITeXpKZFKQVjgMbtw3pwCJs\nTB7ZtRPf93n+mz/Od//fH3Jm/2mkUuiJ0Ok0jI+zalXsFm3ePlTXswBEWQbfD5/7FX1yRiQhwUWj\nTMRiYTMNlnlT8PL6xvu4/j2bzsWqRKJSUgEqh8DPhM3SPXoVcuxQnFGQ7ZPAaBpWF6tX2xPFMKAo\n1vcsmFKkpjyrkECvAJZrtq/dn5p9ZBW10cooxIPgoPombwxme0r4kmQRgMY3ezn3MBNS6M3HjoSt\nALC0KIWp0IH1AQXZyZoZI8lHQrs7oL/34rCbfQrmHALQzncYcHOI6gnQhgMeLRhIH5VQ25cE1WII\nUK2YJoFLj/GevD5lHFeCCfM6IHeVHnSWtVy93xG0iFJk/zM52UZJZCFl7d/S+gz/8GYAXv27+veH\nR58VrdqLEmux6PLJT95E4E3E8x327uUvnvUsLn/Ws7jmox8l/4//CMDB6Wlu/uxnCYCbb/4PPv/5\nm3nwwQfp78twxUtfwSf/6i95/h//MVe94x0UiwGlUvxZrqtLiqZLKlIvipqai0VIpyM/3HHihmWR\nXGVsjOiAsnMqRdlT+n0w9leo0jSDl76TX/2/D/HKV7yCJz7xHECfg7Zbh2DdaTy6RwcLc5neLAPb\nhnffoFWq5EXLomCDhlNAoTcfr8ZLeYHcaKeJNduDybgG2swyjKHLGwbC98bS4T6rodIDiXviSdKi\nwGI2PtauVErDpPRGiCpSirgkoVa+VGzUVCtqFDiUIDuQg/Vo/fc+429GH//niXAVcoyZHQbCVUsX\nsr7WcY9KHFoZu9JoMSiclteT1M2+IZ/QdjcRya5C/N0uEgff8jxD3Ov0SPheH9rexbmX48jMFvM1\niDMXk8TNzj1UT5OWzKaUFJnXj0niIKNRCdQUetbCuegeBPPYYYnVz4Gfj9F4YaKGyP4ncnqYnrV/\nS5vhP7iTiScORb6342h/fdmy0/jBD/6LlOviLVuGu3w5j0xO8tQ3vKFq/5FCgf/9pjfxzMv/lHUr\npvnK6CMcPbgP/8GD/PjHP2Lf2Bgjd9zBoZ7N7Nmjm4w9Tzca+z4k8PHDbILnQV9az1sglYqc7z17\n4ll0UprkusCeMf2kt7eqFsl1iVSOzGZdjy4cF57wrLdx0++lwZ/WzdoAjkPZ09mJFSv0S7OpHkkG\nYXD7NW0TMHR6pqG1//U7CekjEAddVg0rj8TyrFKiJDdimY0gMqxlwqFvRS3jWjmg5RsH0E56itgZ\nkGZJM0AxHYq94c8ksUSjWXokpQtmfbM5ZMqswxbkPCvogGA9cR02xjkcokq+sVkNclUzc+031Uor\nWtoJkRuW8r8kWkkp+eTqeShSjid9TOLEr0Pb9WPAoytBrQR/ExxeWZ3FlJLDsvGQDALEdrSX+Npi\nyqnKMRJU2SgY5yYLDEnq6UNfA8bQ5ZlyLnLsCrq00rgmzMn+ob4xe4Z6aoullVizRjvzsoKfTsML\nXqDnoJ++di2fu/tu8H02bdjAi571rKp9v/7f/82Zvb10d6/kKRdcyL/ddg9nnPMcNv3ei5nat4/f\nf+1reSxxNqWSrgMUVSJxXqe9RBREpFJQcZJxWsH3+fWvdbAgQYbrQnc6iIfBuS5Sv1Rxu6BY1BKp\nIQkniNoMJCCSwXZBujuWUA1PSMqgHEe/1qwHoarkqMUDhaWEzTScIiIlEHP1XvoIymEzdGI1eIfq\n0/2msy038zJQPATJQ/Fqfm3fgXyGrHCaUolS12wOfTM/r5FDLg6DbGOuQDZy4uV9Wbk0nZNyverK\njNSqwVRoPalFocNXGizzp+DnySZzsf2K4MHRA9r59x+pXrWXYF8Q+WXQCwYAziHd4yS9C43KkeS5\n2VO0l9jxl4ZoqHbuZQaE2dskw92gflq02YMhIg7hamL0d5hD3fx52n9tAFMxZre0Gtb+LTXsv2Mn\nG7fpGv1kaZJyqoc///NXAymOHLidnzzwAExN8eDRo3zzzjt5/eWX86P772f/4cPk3vAGXvfudzOZ\nWR1JraZSsHy5jpofeuhh1q7dzNhYnDyQxmPZXvz+Lv8YkNIbhp3MInHq+0SzE8qeIinTrB1Hv5lO\nk6ASlSj5PiS86TBaSEaN0X3pMocnulme8VEEVHxFwtMHNgZSn1AfgvROtCKdnmmwQcMpJFpRU0T/\n8tlUDo6NxDKM5rAmcQSSxk+ZyyBfTNE+N4MRsyxBbvxyUxfpU9nX1F2XXgvTwZCVS3EwxoxjV4zt\nalcdZVicQ1xWIdsWq6UW54R5/FYOGMCWJ1gaUrWintKP7GiOOo/YKOWLJkKbdltB26QMSzOHvdUG\nC6ajLq+Fnx3JLcvr0kchiwOi0mZeH2QWjGQvatWf5FhJ9DwW0L1NRk9T3bC6uVCzINGyAQNY+7c0\n5NFb6p3cV71qiJ/8T4V3ff7zrF27lrsffhhHKb52220cOXqUa//sz3j+JZfwV9dfT/eKFVz7nvew\n1tsP/SuiY3zl5o9y7VVXsWxAD0WYdpZFmYaxMe33F4uwrLcCxSJlt5ukE0SSq90pHUTsLyaiBITj\nQFJ6LdJp/ZiY0B8Yljb5JEmEgx/EUS6VwHWTLO+vgKcjlUQ4ICJIdeHp5AbLeiuMzuPfzpRThdZq\nfK6l04MGm/NZJLJdYY2+A4VN79HTZHsPxRkAcdLFEZBSJVmtr30P4tIH+b8qK38SUMgAOHHk+4hX\nFKV0YoBqeUUpb4DqzIRZSlF7k5Qb/DjaYZB6a4eojyLbVTNFdi60kha7xXICRPafhsLm92tbkVI+\ncchLxAsG0rAsjcVmdkFW981gH2LVMaieBL0ifMik5tXoZuoB43UJRmRKvBw3Q3yNMQOKWpEFmUy/\n0jhX+XzjOjBXCipvSxItHcPm7UNs2TFEfz+c0/1LBtZv4OCaNSw77TQuvvBCnnreeRy6/352vutd\nnHPeeTz7kktIVCpc896/5tiKDeB5bFi9GoBvfPvbfOqLX+Swv4x9RR0wOI5WWJWqnv5+YO9emJgg\nWTyqR1R7Hv74ON4vfwl793L6uml6e2HdOujzj1SPg5YmBtfVBx7XGu5lT4HnkfSORY3RngcVEnEP\nRNggMT6ud0+lmLdn3cpBwlLDZhoWiWjwUVI3+VXVNZuZBtFjpxhnBcrommbQJUobwk1kVVJu4rXl\nDlKKIH0VJmliDXZxQMwBT1JO4Rg/a7XozSBFZB9FoUkCHTn/GW7+VQOd5N9L5SM1mpbHrjRaZqEw\nHZYrZSB7OAfHVoJ/KC4llNV60yn30Q597bTm2b5vsm/tc8Ljye8SmEiwEc2EoFpUQRTSZDHAlFQ2\nM54DhD1YxNecOdhGI/uHuMchy3EsOJxKrP1bZmHPbj0x2XUVW577fj592p9y4bkr2PvDH/KV22/n\nda9+NSsSCcQT3/60p3HhpZdy59e/TvfYb2FsjMcO6AGRZ11wAX/8jmvo8iY5lu7B83QSoViMff50\nGoLeDdGAt9SqPhLFSR649Vac6WnO2bxZe/NTOlvQJQGD6+qdox1TsHEjlEokp46EjRBAKoU3EfdX\nJ5wAPI/H9idJpWLxJdcNpVfd5q5ns4Fu0vsQNUS3KDbTYDlpFFLGJNM+4lIiUwYxWdTKSbJSKIOe\ngkN68nMKvaInZQOSGRDn32yIlKBEMg7ma7KCKXMbwmmvQJzNGCOWW5TabGmIlBKl2m+UOYxNnJBi\nKEtpUDUBeqaAwmlxh8FimSMFNx8H8ssOxUPZxJ7MAB7iQF1+mippZsZPfneonrUA8WKAZDRG0f0S\n0jNRRF8LxolLGuXaM0Zsz7J4YNqqQ73tmkMk5Zo2CYWJE7B/m22wdADDu65jYAB60hXOPXcDTrHI\n9TffzLv+8i957/vepx3rVau01FAqxTKleMGrXw0rVlDesIEPve99AHzu859nqvALSKfpdsthiZDe\nbc0aWL0qIEk5al52HEgUJ6FY5CnnnMM5l18O/f0cGlVRI/Ok3627ox1HBwxhKRPFoq5fgnBQXIJj\nfhdHJhJRhgPiicwb1lWitgjHCQMG6gewSaAwG1t2DC3qtGeLzTQsOgWV130NkgmQFT4Tcd5lSJI5\nqbU2IJCbvMinmipIhMcW6VYhabwv28rxJVshAYVZHpWmOpthYkq0ynnK33ykcT1ytktnXmodCpM6\nRZVWpMNXGiwLR8HN6zkuZhMyxFkGM3AX51sCjb1UCwSYggOycJChOrNnXl8kM2iWQElZ1Brj2GZg\nItOdxf5NlSeT2sUD4/oyo/0zc4O0tX9LJ7Fn904GL30n6XQ3kObDn/gEL3vJSzh95UrtpIf9ANFy\nve/D/v08fu+9POPyl/C2hx/ma9/5DiM//SnLfR96e1m5eTMHDirGx2Gle0R/UNif0LV/P8E5Twbf\nibMI4+PQ20t/fzfj4zpbkMkAE7oEKSpPmpqK0wVhMKEcB8fRzkIqZcyBkP0ch95eUH4lGgYxvPuG\nun8H5VfYsmNIz2OYoRSpHcqUbKbBctIppPIUuvPxzVhqjSWlL6t6aXTJj7w/gK5Hlpu3MVQ6cgwG\nqFZIMp180VyfpNphqHVWpDxBViKhXvJQnJRGGE3TzRwGsw67atXRYulwCm5o/+LEmzNaoFpwQGy8\nCDwRbd8ypE1sWAJ/yVysptqOxZbF7g8YzyUDYaoqYewjmUZZoJhLKY6xTWF0FvvH2r9laTF820e1\nM5xOo/r6uPRlL+P0yy7TpT8rVuiGhP5+yk5XVB50+uWXc3FPFx+78UY+/ZnPcPpllzF95pMhlaLi\nK77znX9jxZEfM+kug5GR2JNftw5VmuZwsTtSRSoPrIZ0mmIxVk9yXbj19tu57fbb49KkUoloSp0E\nMq5bVX5kOsyBo41a+fEFoFHAAETnF6DmnHWwLA4209BCFFJhzW6Qi2/y4qSbN3C5oct7GeKyA4gd\nj0lih72HOCiYIs5WmDd+UUOJdOSpXvkUWVdxSqRUonaeg4lRstA0YAj/psKRPNllubrSpbbD1jRb\njoPI/r3czAF4Er1oIHNWBoizAePE2YQedGA/QpwZMCc0S4AgvUti/xjbjxuvjxMrrNUqNdWeo2CW\nLNVmUE1myTC2Fdb+LceBlOzIpGQ1MBCt7k+XVDicTeG6kMSHM8+E8XGee8kl+gATh6isOY3RUchm\nd9CfVSTGHmPfuvMY6Ieu0d/CqlVM+0n6++FYqQ9nVR9jo9Dbq9i/Px4UfeDAb7jsD/8QgPFf/5q+\ngQH95sgIbN6sI4SwDko5Dq6rorIomeAMxFGE1Cc1oeIr9uxu/SzCXLCZBsspp6Dyce2wWQZUW8sr\n2YV+Y9u+8D1x+KUPQRx8yWaYuu794XFENUUCiaSxbRGthJIhDjwqVAcWFaqyCpHDUJwlYAjJZnJV\nZUxtS+UkPCxLhoKbr+4ZkCDexFRGkvfSVA+RGwMe2RQHB+K091GNZAzl8yS7Ke/JYsA64sUH33g0\n+47W2P+MiwGJUFGqE7IM1v4tJ8Ce3TtRE0ej2QikUpEzLj8rTpKy201l1VqCTI926FMppqZgdWaS\nCy9cTqKri4e9DaRS0OVWqKw5jWk/SdfBx0j4ZbpTFSYmdHXSyIj+OTGhWxlKh7WCwcXnn08mkYCx\nMV70kpdwx49+pE9gdBRpYghQ0Qw414WkWzPl2XEY3nVd0yFuoBunN24b6ogsg0zIXshHK2GDhhal\n0J3XwYM4DM0Gp0lTsZQohftqxz4N3sq45MjMJMiNyJzZYE6NFSdDggOzV0IyFo1uZmZDdHiMOQ1x\nkv3sDdJi0SVLtfYvTnhNdrAwnY8d/akwYzGWhulQYS1YqbME5mR2KV2C6p4IWSgoEzdEy3vm5Ona\nh9kzIcc5Hvu3WCwM3/VxhnffQNnXhmUGDPIQ53xk185I2ejgXTsZvuNj7N0LR0rdrF+vEwJHpxKR\notJvnQ1QKMDUFOPjusqoWNTxSX+/jj/Oe9KTOHjXXXz/G98gEQTg+/ztVVfx5Kc/vaoxWgIG87zE\n0634KgoY5oI5xdrSutjypBanoPLghiULEM1KqFu5l9Ih0PrvG4C94VXC3wTFA0Reg6xImlkFUVRx\n0KuJUtpkTn2VFceaQWtVN3wpc6jMfeJrNpOLdd87IWiwFz7LAlFl/2KrmQalPGL/mdD+NwFjRSgf\nAu/s0LkPJ0lLEGIqn5mKbWbPg1l6WGvrZq9Frf3PY+J71s3p7MeBOW3e+lj7tywQMhBuy46hqCLI\n92HvbdWlPIGTQKUc1m8dIpXSiQBdxlQmk0lGPdSRU75lC8f8Lvr7YWV/mTVrknQ70+C67DuYYK1T\nYeWWLdH0Z4BzL7lEn4AMZKiRTZWyJOll2DPHpuUtO4bg8cdgxYbZN24DOj3wsUFDmxBNQPaAIw3e\nD+cYZHuM9H4P+iZ+ZApUD1Csd/xNiVXQpUqmWhLhe7WD41LGcczSqUq9nOqsJMPPLddrs1sslpoJ\n6BMN3hf7xwguJPgvjoT2T3W2QvoSDhHPgJBSpqPEA9jkWI3y0qZEbLjtvO3fyE5a+7dY6plNNUje\n988cYv16vVaYSsExL0lfWs9FqPi6LyIdVhd0pwO6Jw5ytLhav7b/II/4G7TTu3mV7qcolfQD4nSH\nMQBCEZBAohGdapivwpEigHXrcDw6pq+hk7HlSZ2GOPrSE5EEusOZDvK7TH2WEiRpujYbFifRNdFj\n6epsg/wUDXiIB1KVT6CZ0Zg23fZ1zbam2bJYiK3KnIYEsLoY279kF4x+g0ha1RROKBLPfzH7lsyg\nA+PnCdh/lJEI4xpr/w0eFssccH69M5ZMFUZHdakQ2rc/eBAqbheMjYHv05eaJkkZ1qyhVNI9DRSL\nOqNQKsXSSJKukLHOqVS8rB7WTs21FMlkeNd1VEhEfdLt3tfQCj0NSqnlSqldSqmHlFLfUUota7Ld\nu5VSP1dK3aeU+oJSKtVoOxMbNHQaZtOkNDVK9iCBbmaWIMEcDiWrifJeRY5TrJZ+leOaPRbh9ser\nelQ4ko8yG9muXNSbYQe5WSzzRJTVxLk3SxDld3kN4utArWRyKTxOiWohBtPuzWOcgP0DUQ+FtX+L\n5cSQqczynDVr8H39fM8ePfAtMX5Ydz5DpGp0zEtGaqrRpLZVq/QLAwOx9yqToqVWKmyGPp6AQUiE\nkbHMagAY3H7NcR/PwhCwOwiCs4BbgLqLqVJqPfB24IIgCM5FVx69crYD2/KkDqMwnY+GJEWI/OJA\n+Ls0MptOgjgI4mBIoAHVTkcKvSJphJtzrV2eEVkhDQOerJtr31IFuzJoWSQKKh9PTa4QZwHNYMIM\nEMTuReRAvruyUFCkfohjjcLZybL/tu0NsPZvWUSqmJSs1AAAIABJREFUBqyFJJ0Kv/h1gkxGj39g\nyg1TCvFOfikewUBR9y2U/QRJIzhgYEBLLEk/g+ueULAQ4Th4JWmmllkNway7tSIt0tPwEuA54fPP\nALeiA4laEkCPUspHy2M8PtuBbaahEzGdffld6pdloJtQrnluarhLX0PJeL6XuGSBBaxBHidWgErp\n47ZtmYJ/Eh4Wy1wx7d83ntcqsElAYfY4JIkHyMm1Qa4ZUrJkCBYsSMAgnyGLEok2722w9m9ZRMSf\n931dZRQOeGDVKli/HhKlY3qDUAGJiQkoFulxjrGyd5rE2CH9GpAsTerMggQNo6P6vbDPoemwtvni\n+4yPxw53pAjVhrRCeRKwJgiCfQBBEOwF1tRuEATB48CNwB7gMWAsCILdsx3YBg0dSMHLx6uGJeI5\nDCZmX4J8C2R78wE6SDiKdhjKm7SU42TYfDkDptOfdWfWYC9M5LUOvJVdtVhOiCq7NG1JAn+pk/eN\n96VM0TeeS5Ahtj8VPp/S7xf82e1fsp6z2v+R0P7Txov27mSxzJu9t+1kaipuP9g3muSxg12Mj2uf\nn1RKBwKSdpApz66rAwzRZhUvXnoYwuCCqSmYmmL4to/OeB5bdsRzFwZ3XDtjr8Lw7huiBm3L3FBK\nfTfsRZDHz8KfL26weV3aRik1gM5InA6sB3qVUq+e7XNteVKnYqocSWAgDoEEFLXa6tLbICuMor5S\nTkOlqPXe0xdB+X4Kq94z6ylUrRam0D0LgXYcGgYcB4jKIKISC2+uf3DrEOSzC35MZUUlLPPBnBhf\nm2EwrwEY25jXAbNRmvDnsXDuQ/kQhTWzZwIKXp5sIgwU5mL/h4j6qtq5PNHav2WxkUFrBw/qn+EY\nBzIZmCwm6GFSBwxhBuFYUdGdcuI+B9khzC4EK1bCii7Uo49AOs3wfZ+Z9RxGdu2sChR8P25ybqSw\n5Bn3+sEd1y5M2dMisBAJkpGRWxkZuXXGbYIgeG6z95RS+5RSa4Mg2KeUWgfsb7DZdqAQBMFouM9X\ngWcCX5zpc23Q0KnIqiHESiqmvroopBhD4aL9REJRnItiEZyzY9lG98Foc1k9bHSDz3blqlcypUSq\nXPOZGNvUlFS0o/Og3l1Y7FOwLHXE7szBcHIdkF6F2n6FFHHjswghyHXDCwMGdwskDkUfMxf7z7q5\n2P6ll6qR/UvfhVGSY+3fYpk/kjhYtUr/XirpRIHvQ49zDNK65Kjsa9WiYhEcJ0GX70elR8cOHiS9\nbBkkEqjxI/zrV77CE5+6naedvx5+ro8rQYDv18ulmlkGGQInVU6NWJk6SsXR4+oDVHSM+Uq4dgJb\ntmxly5at0e+33fbX8z3EN4ArgeuA1wNfb7DNHuBipVQamAZ+D/jRbAe2QUOnUivVJ/XLReP1FPpG\n3UOcXQhXBEmiSxIgdOQnoXJAOw0NjD4qPUiEzdjiKDSaZF2isdMwgF5tlPMLy6OyTm7WUoiW4thi\nn4BlyWP2MgiSPZAp72H/QBQkQDwNOk1s/2UgdY5+7m6Byj11HxfZf0qrKGUdY8GggdJaQ8weLGL1\nJGv/Fsv8EMdcVFJBT3te5hyFVEYv67su+Fp51XGgKxXAihXgeTz+yCNsOPdcXv+a13Bkcpp/+Zev\ncNkL38C65SUmi7U3dc2WHUMov8Lw7hvYvF0HDIogChggnGLtNS4f2DfVx9p0mQpJHEeCjfYLHFqk\nFeM64MtKqT8BHgb+AEApdRrwySAIXhgEwQ+VUv8O3Iu+yt8L/ONsB7ZBQycjmQWfeGVxDAob83rC\nrDgNsgooTgVo5z2JdjC8lfpJ/1t1tsFbTXYiR6E3X78K6IU3e7/meII5i0G2SQEr0OVJ4qiYuvAW\ni2V+mHZj9i8cgMJphv2b8swmMp05kmW+HXr/TC8cBJeQPZaj0D2D/QtS9mRmPgizEGZWcwB9fXqM\n+rkwFotlXjhOdSOt48Cy9DT4LpPFBJlMAkVA0g1Ip2OnPkh3o0rT3P2Nb/DZz36JC84a5JzNm1H+\nYXqSPnhpekb3M3jpOxm+7aMNnXmRTQ1QVHxV5URXfEXCdRncdjWBm0SVpsHzmHZ76GKawO2qunTJ\ncSzzIyw52t7g9d8CLzR+/2tgXmmMWV0ypdRGpdQtSqn7w0aLd4SvNx0eoZTKKaV+pZT6hVJqx3xO\nyHLiZN1cpEBS8PJ6lS5UJaIHsplcLKloaq2niPsaKsQO/KpDeqUxKk/aAqPNu5ZmXBVMoifPSsmE\n1FHvRSsoNRlm1FZKSlMn4WGxzJFsV2j/vrb9gspX2VrWycVZRqifvWBOi5bZLmBkGtfE06Ib0ND+\nzZ6JDPFCBeHz/ejrTZNVuraa2WDt37KIDG6/Bt+HR2/ZyeO37mTvbTtxXT3Q7Rjd7Nmjy5Eqvnbq\npQ/66IRCjR2GYpGXXXMNv3f+OfRlMiil+PWPf8xNH/qQLl3yPIKHH2bNsxv3NZqBhJZQjTMfvg9l\nT1FxknoeQyrFUb9HKz45DspvnIZsp4FvLaKedNKYyzquB1wVBMGTgWcAf66UOpsmwyOUUuegUyFP\nAn4f+HullA0VTxHNnOuCn6eQysfqRDIEThwHcdbNBur+8PkY4E+BNxLv2HvljDfyKsfBzGLUPuT4\nQqOgoVHGopU5dhIeFsscqCoLMii4of1LKZL0D9TG/mbPUV/4qA0QEqvh2MqZ1ZDE/k2VNrF5yXDK\n5xWJsxHN7L+dMo7W/i2LjFtTQ/LoLTvZs3sn3W6ZFSv0a+KQlsL5CKkUsZJSqcT6NWvYXKnA3r2c\nuXkzV73nPZEH6zzpSbz37W9q+vnDu66LhrSZgYPj6HMrFnXwcKyo6MtU9HC38KQVQbSvUCrVfUTL\n0ulBw6zlSaHG697w+YRS6hfARpoPj3gx8KUgCDxgRCn1K+Ai4AcLfvaWeqTkp0ndcKE3T5ZcffNz\nxWhmVEA/uoQhjXYajoZ1zInVoFaCe4YuYVo+w7nIymKD8ytMxEFFlhwMQOFgnmw511hTvmaglMVi\naYApONCAQm/YbyBOuKgsVerVzrJOLu4/KgPl+8OM42qdcTh6CLpnOBdRbmswH8KcHp2dzMHq0P6L\nufprBthZBRbLHJChaLVOtzB8y40AZJ45hOvqHgMp/+lyygzf8uFo28GL3wJPfKLuoHYcHUyMjYXT\n4eCmf/5n/vzlf0PSbbKi5/vg6PcUAY6jopf33xFnI9Y8e4hMJlZbUn6lrls61agH0rIozKunQSm1\nBTgfuBtYaw6PUErJ8IgNwPeN3R4LX7OcQmZSHClM58mmQ9WTIzNs54bvpULH/uj9ULkQ3DVAGo6d\nTbYvF29Xi9QrQ5UTYwYMEMovHgx/SVPv8Piza8K3FC2wMqiU+gA6sPeBfcCV4QJA7XbPBz6Cdu/+\nKQiC9tS5s2hCe5vR/v1YCrVwcObtcNELCJUcHB3R2cbkudBzJRy4h+yWGZqU52r/vbH9F7rDfguT\ndgsYrP1bFpEANWvjcDqtp0Tj+YyEgUQtw3f/Q/R8cPs1ejp0ago8j6vf8Q5uvOkm2HA57Pt24w/x\nPEjFAYX0J9SqLJkBxMiunQzuuLbq/Xbra2i1zMBCM+ekr1KqF/h34J1BEExQPyyiPWd+dxrmjboJ\n2Ux4U57H6n1heR4GiuA+gagpQfU0DxgE+YaFUqrmCmPDz1H5+Pwd4p4My3y5PgiC84IgeCrwn8D7\nazdQSjnA3wHPA54MvCosPbS0K3Ox/3Dg2nyGKBaW5yFdhOST0fafBLVyZtts0Csxm/2b25r2b68B\n88ba/xJkZNfOplkGYfP2Ib2Q7/tR5mE2hnffwMGD6KyD63LllVcC8NCd/9R8J9N7Duts5qKCZAYI\nw7uuY3jXdW2lntTpzCnToJRy0QHD54IgEL3XZsMjHgM2GbtvDF+r4yOfiydWX3xulovPW/ihOEuS\n2ZyB0JGf0w0cI8iYIFz1C6c/iQxjMwznfy4Bg1BQebJdOQrTi+Mo3P3TAnffdwJa6y3QuBgG9kIP\njddrLwJ+FQTBwwBKqS+hVycfbLDtgmPt/yQxl2AgMXOW0STbG9r/b4FgElQfkJrd/qFexWkOFFR+\nURufrf1b+29nZluV932dZZhrwAAwuPXdPLyXqAHiKWefzQ++9CX6M7+cdV9Fc5nVRozs2sm6S4fo\nTi/OOvSJ2n+nZxrmWp70aeCBIAjMueHNhkd8A/iCUurD6LKkM4EfNjrou15XpwhlOUFmc7QjqdP5\nkAGOEu7no5sctJJS1gn7HtJQGJ3hs2dxGGqHOC1WwABw8XnVN7CbvvDfi3YuJ4JS6m+AP0K3ml/W\nYJMNwCPG74+iHYlTgrX/hWdO9g/RDJQ50YP+BqUJy5P69S/prWRLuh+J5AxBSNjkPFOQUmf/izjQ\nzdr/qcHa/8lhplX5wR3XUvYgcOapLOK6rFsH3/nSXWx/0Yvw3W4Kjz/OttcMsWalw7FSgr231Xyu\n9CV4Hngew3d8rOnha2cx1B3rFNIp9n+ymIvk6rOA1wDblFL3KqV+HNZBXgc8Vyn1EHqS3E6AIAge\nAL4MPAB8C3hrEAS2dKlFKHj5Oa34Zd1c9OAoxhTp/0Z7AUVInq+dj3BybHZZzeqgeV2apRSq4OXj\nsol25xSppyilvquUus94/Cz8+SKAIAjeFwTBZuALwNtPzh9raSci+59l4aDK/seIBz5OfiXcoqwV\n1QzlsygjIZilicXZz8va/wyPBlj7t8yX4V3X4bpzW/jfsmMoehyZSNBVOsrzr7ySN7/tbdx11095\n1VVX8b/+18u5+VOfZWoK1l1aL4saZRlq5ZxqkCboTsCqJwXBnTSvkm24VBAEQR6wRaitjE/TEiBz\nunOE6LpP/AjSW4HV+vUpYA1Rz0IVZvPjDKVJMleiY1iIRsiJu2FiZsGxIAieO8ejfREdwP9VzeuP\nAZuN35uWElo6jMoM9l87nA10wNADTBX1wkH6Cv16MQ3JYmP7leFtlfrm57rPDK85tRmHtsTav6WF\nGdm1k43bhppOWpZpzjIUDkL1oqkSuSuv5LrPfpbLLruM5z3nOeQ//BXOPjvZOC4wJswN3/ZRZkIC\nhsEd1zK8q7178VvNyV9o2kn92rJAFKbz8eCmRsiXXpz+Mjqj0AO4h8Idp4DJeGJsIxoop5hEwYmh\n295WQ5xOJr0Xw7p3xo95opQ60/j1CuAXDTb7EXCmUup0pVQKeCW6vNDSwURO+UyBunkNMCc0ZwiH\nPBa1BCvoxYRGdxJpyp7F/mUYncXA2r/lJNMs21Dbv6wISKeBgQH+7/XXc+cXvsBr3/QmLj3vPJYv\nT9FdOkoq1cBZ9n09kKEJopLUKRmGpcK8JFctS4Ta5sVKLHmaTeagshcSvwPHvqx12uWG36hO2mn8\numQXRPoRwuOUdeDQ1mopLdAICexUSj0R7f49DPwZgFLqNOCTQRC8MAiCilLqbcAuYsnFRs6FpROZ\nqUyx5hoQ2X8iB8VboeuKsL+hGM9yqS1BFBWkBqWJWcewfzNgqFj7XyCs/VtmpdnKvu9XZw7MjMRd\ndz7GWWedzV/cdBO/mYCViWP8xQ3/KOMbYjxPN043KE3avH2IgMYBQ7tnG2ymwdKZzLay10zv/cnA\nphuBMSg9oB2PDFCuGdhWW9/c6Pgy/E0mvtZOp7UcN0EQvCIIgnODIDg/CIKXBEHw2/D13wZB8EJj\nu28HQXBWEARPCILA6totFWayf+OuUGf/G4DTDhHO+4SVhIPfaga2LcvF06AbBSfmhGjD/tu+NKlF\nsPZvmYmZWgyaBQsAg0/8Q75676946CEtsPXpT9/E5nOfxrL0dNX8hcFL36mDBhkDXUOjLIfv09bB\nwlLBZhqWKjOtMtYGDGa/wgB6ErT3IKhDWly3iF5pNEkR1TM3bIKWqa9mCVM4zbbtHYcWGO5ksRw3\nKaDUxP4zQD9w5D54xoNaJAHqG52lZMmn8bVGggXT/sOMZFtnGcDav6XlUX4Fx0k0dNKVp5uRGqow\nbdyI72n1gzWJBJvPPZeXv+C5HC11VW8nAUMqpbMNNUiDr+Po8qeKr6LYot0DB5tpsHQcMnehqTxj\npfF72WxOBwxTgLsFnogOCEYbbC+Ogt/kcxLEvQyG41Dw8mQD29dgsZwsspmcDgqa2X+pceCeXZXT\nfU3jwNrPwQG9LXsbHKtMFDA0bII27b4m62Ht32I5uQROom4yc4TjVGUbZO7D1x4Y5LP/+iW+/4Mf\n8JyVK6kMDPD9732PdYNZDt5Vc6xUCjIZcF2G7/p4o4+InesaL3tw+zXH+2dZTgE207DEyLq5OQ9Z\nk+2BeMWwjJZZLH8cVgBF6qZCZ7tyceYg2UQRJUm92lL4e0HZlUaL5WRwQvZfRNv+mvDnONBTnxnI\nZnJx5iDRRKXJnFwtS1e+VU+yWE4mm7cPkXAChmeasOw40VRps+fA85I8/PAh1vX3871Dh/jABz6I\nOzpaFxQM7rg2yjRMlxSDW9/N8K0frtqmWXnU4PZrGN59w/H9cS1Cp2cabNCwxJjLDbnpkKWjGBKM\nj8AjUDitxmEQJ6NMnE3oAY40+CAzz9VIsrVdaY1GSIuljhOy/ym0XU+irwVHobC5yYIBxNmEAWBf\nzYcka34P7b/tAwaw9m9pWZpmFwzM8iCzROmKK16G78OfXnQGx1atYtO5T2P4lpqeh+3XVA0YSKUS\nsH+MWhJUCJyEDk4ch0QYpLR7wAA2aLBYAPTk1/3EzcvQfKqsyLkWiRwHGdw048TaOQyds1gsp56s\nl9P23I/+WYEZlQsq5nZx9iGyf5/qnoZZhj9aLJbFY3DruzlShN5eSKy5iEr/cr524/U89dwApVT9\nDq4Lvo/yfcor1jK47WoC1+iT8H1wEpGHXSFBwjoAbYHtabA0JMoYCGNowZS9xE2PfhOnIaGdg2ge\nRPhaw9VFeTTpo2hLTtFEWIvlZFFn/1KaJD1Ns014ns7rMijJONbeacLSpYjKzAMg2wpr/5Y2Rwa8\nRRw8qAOG0QMcnJriwQeP8PRXX9M4YEBnDIZvuRE8j6SjnYDakQ2KAHyfwEngOJ2RZYDOnwhtgwbL\n3KgAwcrqYU1PaOA51AxzKhwJHQEHXapUe8xw29kmxloslkWkjF4kmEQHDCkg2yRyaDYJ3ggSau3d\n2r/F0jrUqaSmUiSocP/+Eqs3buTiizeycdlE4x2NnYdv+yiBk6DiJKtkVodvuTGST1IEjZWaLC2J\nLU+y1JF1c5CCLKFaShHtNKQPQXkTKCgsfytMN9iv0qQuOQwmsr057SBMoeUboQPLkpqM2rRY2oDI\n/v0c9KEzDEW0Ylr3g1C6hMKaF9R9zZvav2Hf2YzRiN1xdi9Y+7e0L1t2DKH8Cuu3DtGVCjhWVOBP\ncufdk9zwF6/hhS98Ke95+RkNG6BFacnE8+K5DFt2DMUBQoP5DZ1Aq2UGFprO/L9mWRhSxP0JpHVJ\nQeWAfsyH6Bjxz8JUPm587jgj807Cw2I5hciwRaMvidSDC3NcoePsXrD2b2lzfB/HgckpRTIZ8OrX\nvIYXv/B0vv697/GkJ13EVdd/uemutVkDx4mHQ9cSoKj4jUuc2hVbnmRZmkjpUBFdx+wUIfE0SD4Z\nVM/8tdQraCck0aBe2mKxtBYisSzXgPXoJujy88HdQvbgPG1YbnyGKEL0eovdFC2WpYzvA66L60JP\nusLIb37Jv37964yOjfHSl76Ml73sXbwr9/m6/RplGeR4ngdTU7qvYfDSdwJQ8VVLOsWWmbFBg6WO\ngpePHQbRZwfw9+sHxJNgQyQQaFiaJGUISeoFVzrygmFXGi3tS8HLh1lFYpWjKbQIQmI1+FN1jdAz\n2r+pjFQrhtCRWPu3tC8iyyqzGlSYIjj/KU/hP/7jq6xcmeaZz7ykbj/fr88yQDyTIco2hFFCh1Yn\n2UyDZYkifQySUgxWamchdZH+PVO/S1ON9TKxA2IGDeKYVGpWHy0Wy+IiMxnEbifRtjv9I71w0FO/\nS1P7NxcNzP1EktXav8XSUgzvui4qGzpj82b8e+/lyx/9KA/ecw/9/fUO/+D2a5rOgFB+hUxGy7Wm\n00RRhOkMm0PkLK2NDRosjfEJFVMIJRMz0HWhboZ0MjAA2RXxjX6moUyF6XzsgJSMbeU16LAVSLvS\naGlzpCypaPweXKLLEwFWQ3bVPOzf6GuKpJUrxiPReN/2xNq/pb1Zv3UI34fASbB/bIzTn/98Njz1\nqZx1+uk4DqxYAYPbro62n0kudXj3DXSlAgYGoIvpqunQspLuddBX3GYaLEuOrJvTWQDJBBSJG6Cd\nDKgefZNvNtytAYXpvD6ObzgbsoppsVhahqyTq5JDju4S/pTOMlQOzHuCexQ4TBqLDab9d6ySksXS\nXmzePlSVSdjzm99w6MgRelasgIkJVq0KHdmJBpKrTRjedR1Jp8Kk1xXNgBB1VmmUtrQHNmiwVJF1\nc9VZBtBlCQNF7TCUHtCvJeavrV44ko8chbpm6I4KHuxKo6U9ieyy1h57AO7Rz70HIQmF0eOw/7DB\nOpvJdVh2wcTav6U9EYc+6VRIOhU8D373wgsp3H8/933rW5BOox5/DNeF4R/ePK9jSzbC93U5k/LK\nJJxgwf+GxcZmGixLjoKf14GCZBomgclQOcnfD96IVlQ6HspNXu+olUbrNFjal4IfBvcyzXkKOLgS\ngrO17aeBeaouR9TauUOs1NQxWPu3tCeOoxuhj07piD5ZmoRSibXLlvE7F1wAxSIHDx/mAx/46+M6\nflp6GiW14Psdl2WwQYNlSVFVm9wDhd58WIqwH8r3654GinCG3iTr5sh2hY+5SKmGfQ11rxGWRVgs\nlkUjsv8eYCUUUqGSkjqkyxLdLfquMaA3y2Zi25+T/Ut2ISp5it+y9m+xLC6ifuQ4wN69DN/xMYb/\n55NQLHKsfy04Dj+97z4++MG/4uu33MvgM/+cwR3Xsnn7UJSlmIlE6RhJyjpoCL3hcDC0bYZuE+xE\naEsdWTcsHZAb+xbgsUfgaFqvNLpnw/4HyS4Lb/LS0Jxg9kWxMtWhasX4WaJDvpEdtnRiWVJknVy1\nja5DZxsOoQOH8tOgeA/Zvtz8ywpLxMPiTCEEH2v/FksLsO7SIVIpYGAgftFxGB+H7t5efjNR4m1v\n+0smUwHH3D6ccBHQnavtyoho16VCAseBVCqWeG13Wi0zsNDYTIOlHikXMAcxDQDpUEql+3IYQ5cp\nJIm/RbOUGGTd2BkpePl41dE2RFssrYNhx9ECQh+QCHsauEe/lmb+d5CayfCdVZZksbQ/rovuNXDd\nOHuQSvHLh27jf//t3/LmN/8xX/rix8kNDTE+XpU0mB3HieWSUimJHVB+pfO97Q7BBg0dRDZz4un9\nrGsop4QrgYUpY9ib6tGlSlPEMqlzrUmWFUahUvPomMZIW9NsOfUsxKyDqMSoSFRGGEkmmzNWHGKx\nBDNbMNv5mfZu7u8AqU4pUbL2bzn1bNxWXd4zuOPaeR9jy44hkm4QTXeOGpXTaS7KZrn5E58A4ODo\nKDf83ScoFrWvP5csw+Cl7yRIdRFkemBggLKnP8NxCKe+1f8N7YjtabC0BdmunHbu5fe51Bc3IJoG\nPUWVk1Bw8xROy0Mwqeuay6+LGyWNb9GMn5smChyyXbm4ftqsaz7O87ZYljJZNxfPP+D4ne+qDGCK\neLaCn6fQn4fKt2El0E8cLIj8qjNL4CLZCYBi2HAttNiN0WJpJ7bsGOLRW+Lhahu3DTG867p5H2dk\n104oFrWjauiuDt/xMR6///OsXL0aVym2r1zJkSNHovdFOnVw+zXND+55KL+C78O0l+DRW3ZG+wFQ\nLHbslOhOwv4v6gBqb9RRScFc9m3gpBfcvC5HKDUY2pS6Haa+BSs+F0+N9olu+jMNearNMjQLELJu\njmxvOwcPdqXRcuqolS+t60mYad9G9u/ndTliiapABIAnEA99q1kwgAbbm+/JooYsHMh5SrbBEERY\niKzp4mHt33LqqM0oyGC2udCo+Xj4to/ywWvfwzGvUhd4fOqfvs3mNWvYfegQ9937IzzvMJmMfk8R\nzDzk7a6Pg++T8Mt0pQI2btNZDd9HNzWkUiQc/fr6re2bcej0TENHtJ0teRJUZRnmVeaTgGxClw0U\nvHx8s3aBo9R9QwrL82R/m9PqKuI4hNKsVSuHjTB7H6QRUn4PXyt4ee3IHIUwQ9qG2Ju85RTi1Nj/\nfJaCau3fzekMA1QtBgiFiTzZdTnYD2ww3i+Fiw0zkF2bazAwjvryRAct82zt32KZHd9nZAZnfSYU\nAYM7rqXiK/bs3smaZ+sm6Gs33g/jR+q2793/WQr79gEQHD5MJjNNwi8TuMlZMxuDF7whrmMqlXBT\nXQSoMKuRIOHov8V1E7rHoU1pNSd/obFBQwfQsCxpDjaX9XLxN6AM2WQuqi2mgs421Nz/sqtycJhY\nBaWk96VM7Gw0o5ExmZNn0auMBS/fxg6DxXJqMYcszqe8r7aEKfpdVv+TwHTNPsdy0IXORJj9CXO5\nUZrb+cbnGBT8cACctX+LZU6Yq/tbdgzhecypzGfw0nfC1BQ4DgnPY3D7NRwY1U5v8pxzaDRA4cb/\nmCKdSnH+BRfwjTu+T8IvQ6mEmssHplKRahKpVBQYJB0InAQBiUjy1dK62KChA4gcBSPDMGOZEJAN\nwhXFUBCJNDAVrjauCMsdGgUeY+gsgwQK8pnJBtuan7csF89nEEfBoXqFsaMaoS2WU0NdH0FlDvbv\n5GKbFRnkMFuQTeXi60ItSbSdSmmi2GyGGb/22fXhMWsWCYAqgYQsudkzli2PtX/LqWNw+zXxsAO/\nguvO7nwPbr8GJiagt1cHDr294HlM/PgGVu0Yarpc/uIXv4mPvf3lrLjwQnwfEo6jg4BZJrQNPuV1\ncZbB9wmchF4XCOtvlKO7qbfsGGr7wMFmGiytj6lKVKmvK866ueqmZbnp1zQyFlJ6v8LoDDftqfAY\nRbQDIauHq4H6bKb+/GW56lKk2nM3aH+HwWLLrOpdAAAgAElEQVQ5xYhdh7MOagOGKEAQGzQdf7Fj\n4vKiGe0/RTwpHmL7XweMNt4luyIH4+EvtUpr5gKlb+3fYpk3UvjuOFRIsKfG6d64bYikdwxSKaa9\nhBYq2v9bWLUKHIegt0+roPr6QjCT075t25NYkz4MpRKVTBeTxWm++uV/4yUveEHTfQaf/XadZZBs\nhO83TiSeQJmV5dRhg4Y2JevqMp5sV+gQNHMYvJxe+EoT9yBMxQFC9A2YQ3ScdXLVwYKptZ4MS5em\n4nKp7LKwhjlctZypSbKzsCuNlpNL1tEr8tlMLrbHRvZ/LFc9T6EETEKhO9zO7F+Y7TMDoychHe4r\nixDp0N6LsZ3X2j/U9F50LNb+LScXWZGPsgyuS+DUBwyrnjlEkjJBuhs1cRQ304fjwPBdn5n3Z655\n9hA96QqMerB3LwnP4xOf/jTv+chH+Ne/+ztedKXuhxAVp83bh3Sc4JWj5ffhW2484b+91bGZBkvL\nIeVI2a5YNaXRzTgb5OLaZB/oCW/os/UeNMNcXexHlyRI4GCWKoBWP2rfXiaLpWWJ7D+di0r8zL6G\naLsgp/uSIOohKLj547/ql43nSeKMBdSVM1XZf5gFWRoBg8VyctmyYwjlVxjcdnXsjDdZoe8bfwz8\nXlQqxTG3j727j7/0x/fR8xSKRVi3Dvr7uSqf543vfS99fX3Qpd+OggXCoW2lErjukggYlgI2aGgz\nquqXTYe9EXJjJ1yBnG6y3VyRkiZZtZS+BvkskUzsMsqhwoBlKTkMiZMQLdn4ywIN+hdmWtWSssWK\n0WB8IkwST4GHOIvQaFaLaf80Dmo6FWv/lpOFllcN5tTpPHDREPRXdAkSir0n2CvgeUDajYcyOA4q\nkaB/xYqwREr3U8hKuxOqIVEqMXzHx07os9sJm2mwtAwNA4YGPQwQZxkWqkY4mhQtg5ykoXGmBuhw\nauxSChgAMidhUtXRBT+ipd1oNrugYZYxzEYsVElgVeO0MS0eiK8J8tyUULX2vyBY+7dEmYUwCJC+\ngEZZhsGL3wIcYXj3PyzIZ6/fqkuPosq7TEZnEFKpSIEJ1yXhQMJ1mC7ps+tyYPiHNy/IObQLNmiw\ntAQNpRQbNT0bsomzKajMCx9d1jQZ/n6UeLpr0ngujZFhrfNSWmG0WE4WDSctNxM9AG17C91DJE3Q\nCfR1oIc4m1kbRIQstYDBYjkZDG59d/yL54GbJHDqVZKi7VwX9u9fsM9PRb1Pun+Cqak4WADKK9ZG\nv6ZSOp5wHHj8DluS1GnYoKENiBwGUwa1WdNzGp1hWMiAwcQcwCTBgjgPZWObxCwqLB1MD8GCH9Ou\nNC5d6gKGUL2szv6DeLsFDxjMeQwSOMg1oOa6JGVJS3XBwNq/ZSEZ3HZ1XBLkedFSdl3AIJkI151x\nMvPxEM1+cLtI9PZGmQVKJSr9yzloxCeuC+k07L+jvaVTj5dOzzTMZ3aoZRFouMJIE1lFH+2snwTZ\nwoKfj7MMMgCuB91oafQzgH6+VAMGi2UhaViSVJ4lYDgJCwYFldf9C6KWJMGCOWNFrgs2w2ixLAgS\nMAROaGhh8FAbMKzfOqQblE9CwABaEclxIOEEOipwHIJMD5Op5YyP6yChv1+Pe0in4eBdSzNgWArY\noKEFqZrUas4xMNSLaqe5ikN/smRNo5pmB51dyIQP0BkG0Xw3m6OXKD0EC/6wLB2qbFucdKiawFxn\n/5LdO0kZxqwbZjHNhywWNJu7sESx9m85EXSzc4gxNC2QLgbHYcuOoap9ug4+Bp4XBxcLfU7brkZN\nTcLoKJRKBKkuxsbitob+fuhxjtHnHqOvd2l/X2VsxkI+WglbntQiZLuMRuMKZCu5hiv4gM4oFEPJ\nxQr6Bu6Gry/wFyzKdMjnhJrsUgYVOQ0NyiUsFsvciOw/7BvIVkInXVSIaie0l9CTm6E6sDhRhbTa\n8zJ7qXqIPy9FddPzElNIs1gWksHt10TlRwFKBw5h5kBPTI4Ho+H7KDfcB5j2EuBNgusu+DTlODgJ\n9ATpVIrpVB+lCd0LDfq0E940w7d9dEE/23L8KKVeAfwV8CTgwiAIftxgm43AZ4G1aG/uk0EQ3DTb\nsW3QsMjUKSLJjdhUKgmbGrNOLl7Jc4ztysT1xQvsNBSm87HjkKJKxhWIGiBtwBBzMtRTLJ1JtjcX\nSxmb0qU1QUJk/8ma983rxEmg4Bn2L+cm1wGIsopLZ3Dj7Fj7t8yVwa3vJkh1Rbkk5TjhyrLCSXfr\nOQfA8K7r9HwG2VEGuqHoYhoyGcpewznLJ8TIrp1s3j5EwgH6+wmcBH5RlyFBnAgZvvXDC/7Z7UqL\nZAZ+BrwUmEm6ygOuCoLgJ0qpXuAepdSuIAgenOnANmhYRJoqotQ64KFhFnwjcBA1A6Om+ERu3DJh\nuiFiBLKiKQPlbN9CQ2w5gWUuZDO5+lI+s19B7M60/0quWuLUsM0TCdxntX8zmBFlNGv/DbH2b5kL\ng9uuJnCTkZOZcPT3Zk+TAWzRBOgwWFAETExAJtMFfjyJ+bjOZce1DO+6ruF7eqqzR+Am8Tzds6A8\nfeF61A5sq6MVgoYgCB4CUEo1jSSDINgL7A2fTyilfgFsAE4saFBK/RPwQmBfEATnhq8tB/4NOB0Y\nAf4gCIIj4Xs54E/Qt7p3BkGwa7bPWGpk3VzsfJeq35vtxl/3vmQWvLpN58W8HQ47bchiOS7MSe51\nAgJzsf9Gtn6CN6o523+jUimLxTJnBre+WzcShwGDOadttibmk9HkDDqTMbj13Q0zBopAl0QRACrO\nftiAoWNQSm0Bzgd+MNu2c8k0/DPwMXTtkzAE7A6C4Hql1LVADhhSSp0D/AG6jmojsFsp9YQgCOzS\nC9Ua6tBaNcDRudUMhKua7mqUT1h1lObYlUZLI7KZXJWYQSuV9EQ9FY3s3xzcZrMMs2Lt39KIwYvf\nEg88OAn9ByeCqDRt3j5UlenYsmMISnplMmrELpVs/8IMnKpMg1Lqu+h+hOglIAD+IgiCb87jOL3A\nv6MX+Sdm237WoCEIgjuUUqfXvPwS4Dnh888At6IDiRcDXwqCwANGlFK/Ai5iDtFLJ1M3mK0VewCM\nL7oosxT8vA4YksTlUBaLZV5EwUJNj0JLITMYKpBN6PMtqPAcRV7VYrHMm8Fnv103NIdNzThO01Kg\nVkCan0d27dSKSb4PmUw01+1Eqxoss3P48K2Mjd064zZBEDz3RD9HKeWiA4bPBUHw9bnsc7w9DWuC\nINgHui5KKbUmfH0D8H1ju8fC15Yskc56WIbUcsEC1VmGutdTVMsongSFpk7DNkJahMj+w4Chpe1f\nCJuys06uqocponiKTqxNsfZvEQZ3XAu+H0mhjpyk8qITIVJuAjAkPrfsGKIczpITR1ER6KYGS1MW\nItOwbNlWli3bGv3+8MN/fSKHm6lD/tPAA0EQzDl1tFCN0DYf2wBpdG6lMqRGiCOTdYzyCXEUSlRn\nGWwts8UyJ9rO/oPGwgxAfD2QidAWi2VGBndcS4BqyUDBxOyTqJ3/IIOoTSr+wqs0WRYWpdQV6LaC\nVcD/p5T6SRAEv6+UOg0trfpCpdSzgNcAP1NK3Yv2498bBMG3Zzr28QYN+5RSa4Mg2KeUWgfIEPHH\ngE3GdhvD1xrykc/tjp5ffG6Wi8/LHufptCiJ1ncYqmgWEMyzWbPdufunBe6+r3Dc+9ua5rlh7b+N\nMEurrP3PiLX/udHx9u95jLRxs7AiwHFU9BwA32dPiwdBJ8qJ2n+LqCd9Dfhag9d/ixY2IgiCOzmO\nwtO5Bg2K6hTHN4ArgeuA1wNfN17/glLqw+iypDOBHzY76Ltet32ep9seSLq/7RyG2lXF2udS99zh\nXHxe9Q3spi/897z2t07D3OhY+w9lkdvS/sXeTYnV2m06HGv/p4ZOtf/1W4dIpWC4hRqd54KeAxEH\nBwA4Cf2at3QaGU7U/lshaDiZzEVy9YvAVmClUmoP8H5gJ/AVpdSfAA+jFZMIguABpdSXgQfQLbRv\nXUrKSdlMDkodtBJXGzBYLJamiAJRwct3ZnBtrwEWS1M2btOlPScyL2ExEWlVadaukMD3wHVVvGJc\nW6tkWXLMRT3p1U3earhMEARBHugQr3l2RBmlMJ1vv5XFkKpeBkEmTstgp9AJMuUYLY2xjZBLhyr7\nbzVFpDlSZ/8zLBZ0zILIScTa/9Ih6lvYtbNtg4W4jyHMKISNDAkCEl4J/NBNdJyTNieik1jymQZL\nc6KVxTZ1FiJEDUUmPos4QigTaQMFi6UeM2Boa0z7By2xKiyBHiaL5XgY3H4NQEvNWzheoiyD60ZK\nT6o0Db5vAwVLFTZoOA5MicJ2dxiybk73zJv9DEmigW7WYZg/tqa5s5GehU4IGLJuTuuumwPcTPtv\n879vMbD239mYK/OtPG9hLgzuuJaKD46jUGHpkRlA2IBh/thMg6UhBS/fGUNOar/gDpC2E58tlqY4\nHWj/jvGzBwr7rP1bLI3wfaqmJrczw7uuY+O2obCNQZGgYic+W2bEBg3zIFJF6qTVd9FcTxiP8uKd\nTidgVxo7k6pG507BLE1Koe3fDm87Iaz9dyaD266m4iQ7JmAQpPfZdcFxE5DuXuxTamtspsECtH/A\nkHVzdecelSZB3Pxoyi5ajgvXNkJ2HNmuXFuX62SdXF1vUlSaZFlQrP13HoPbroZikT13te/chVo2\nb9cZhlK4cOj7oLwyFSc5846WGen0oMHqZ82BqIehnb8MjQIBnzi7YGInvlosEZH9t7PkaKMrvXk9\nSxjb2EyjxRIhDc+4nbXG6jjGOAYHUin9ZAmNZLAcBzZomA/t7DQQrpbKc3GEzFpm6zQsCMFJ+M+y\nyFRo+7IdU8Ahem6WJYL+O+2iwQlh7b/DcBwCN0nQ5mU7m7cPVT33vGgkQxxA2DkMJ4yUey3ko5Ww\n35C5kgLSkC3ltHpKuxHKpzbE/Bb4ejvTwbC0L0qpq5VSvlJqRZP3R5RSP1VK3auUajq9fUmTIKr3\nzzo5skGH2Eaz64FPe17jLHVY+18AQq9tYgIGL34L67cOzbJD6zG4/Zoq51MCBYkRzOdAW/6NllOD\nDRrmgPQCFKbzFFJ5GFvkEzpejItGwcvrFcUZolgbOBwfrbLSqJTaCDwXPbW9GT6wNQiCpwZBcNFx\nfVCHI30MBT+v+wKOLvIJHS+19i/9S2ZpkoENHI4Pa/+dxfDuG1AEHLxrJ8N3/0N7Vik5TtV5j+za\nGQUJrqsfyterCLK6bWYmLHPHZhosAFXTngv9ebL7m99Q53qzPVU35aybixyGrKMzJVk3p1dPa78B\n9hvRSXwYuGaWbRT2//qs1Nn/wRnsf47B9qLavxPavyDlSeYNyn4r2h1r/wuEOY9hz+6dcZ9DA2Z6\nr2q7bVef8HnN6XN2XBs937x9iM3bh9iyYwjlV6KyJJnNEKAA/ZrtbbA0oh1j5tZgNWQnchR6tTOR\n7c3BVPx2nUPgoG/I4eW54OVP3aTlWkfAr3nNrGc2X2vzHo7Fwm+Bjnml1IuBR4Ig+JlSaqZNA+C7\nSqkK8I9BEHzylJxguzMA2SBHQYX2n8nBJJEtNQ0IFtv+G+HUPA8Hu1mOD2v/nU+FBINPeR3DP/8c\nABu36VX5pKudb9NRD1BR74A458O7b2D4llOjxCSBQN3rzv/f3tnGyHWddfz/3Jmd3Wzc2Am1YxIn\n2bkEKTS8hFJZ0ITU3bqLhRBBwIf2AypIID60tDLGeIcXBSSksRWiNBSBBLRqQEJBQqIvIMRmsdzI\nldwE6sRpSULgjuM6dmOH2kns9b7M3MOHc+6dc2fuvTOzc+/Mzsz/txrtzt07557dmf/Mec7zVtCp\njA5CC0H8BtbXtfhH0qOyBdhqnoGs4ctik3hSBbZZ9xOaoYWLh6C78oBfUPYuo+dX4U5VYufQWkrS\nLegSky7aS7WSdAaVuCgizwC43T4EvQj4AwC/Bx2aYP8ujgeVUhdFZCf04uFlpdTJXCY8RnjFqCa8\nlar+D7cY5KH+p4zGBq3/6UpY2MDzq833gyA0yUF7KVkx86b+NwX1P/609mo4fzy+d0N5/2GI46AA\nH7WlwXdXLu8/bDo+65Ck3Q8vhsaA4wAFxxgxLQbMrocWUSppL8Wod70eNDQaSF+Eu4lrQ7p+vdpM\n3BR07T0Y1Xr040INr6GG11LPUUp9NO64iPwwgDkAL4reZtwD4D9FZK9S6lLLGBfN98si8k8A9gLg\noiEjhq7/tRb9BwZDp8eNS8frEYX6Hw9qy4M3FFqvb+cmlErNOPkgp0E57W7FSyfHq4EdyQ4aDROA\nJ9bCodUKZhhC5mSx0ziHezGHe8P7J/Cv3V9fqW8B2B3cF5EagPcrpa7Y54nILABHKXVNRG4GsADg\nj/ucOtliRPTfCvWfOdQ/2UqcWz6KuYWm4RAYC0GoVGrwGumZcfc0MAFqiAy0OklQRjWu2SNzF8Yd\nBROeICLfLyL/bI7fDuCkiJwGcArAV5VSS0Oa48Qx0OpkG+Z6JhzJDk2i4TD2UP9bkPK+gwO9nu1x\nKKCBsFHDOhuzkO6hp2GIDCwREtALg5uh45uD5m1x8cykb7ZCIqSNUsq1fr4I4OfMzzUADwxrXpPO\nQHMFHGj9r6LpbTSGQ1I+Ftkc1D/phtqJJwZ2rfV1HZpUrxtPg9UOuvbskwObxyQw7p4GGg1Dwt1W\nyf3D2t7J9OpV4G1T5SWAO4yEDIWB6F9VQo17RaP/6UozCRoYeGI2IQSYW1jE2aX88wb2zC+G5VMv\nnDhqNW0TwJnSHgdCeoBGw7AY1oI98EQGXoYV7jJmzaCqp5ARZhD6D64RlFmOuTb1nz3UP+nEIHaj\ndz20GHZ6vnBCGyjTJYWGL6jXTUlVhxHqWUNPA8kcuwxiLuObHcbW8AfXqTR7RdDLkBtcNJA03O35\n5jIESc9h+KPV2K01NJFkD/VP0ijv/U1g9Xpu4++Z18ZCa1lYu3dEWG6VHdwyh0YDyZ4gCTEHXEcn\nO8bGS7N5GyFjTbhhEJcvFeidxgIhw6NU6nzOJgmSnVsNBgDhatYJSqyO++qW5AJ9UwPGnTa7jDl6\nGjomWFrP+kAruEwIfg5fZDxwZ01OQZ7676bAgtk0oP6zh/onSZT3HdRGQ06Gw/p6gsEA04/BcSI9\nGtj2OXuCPhhZ3rYSNBoGRPjhbEqe5lGxyJ2upD+jU4iWWKSngZCB0Kb/HHIJEksqB7SWWiWEDISw\nT4JJMmjtwJwFe+YXU22Aeh1o+ALfB8RvAL4PxS4NpEdoZg6AYMEQfO9mweAWK7qbc7HZlC1tB9Et\n6h3MJC9DmM8ANEOTOoxJNgdjmolNm/67qJrUpn+kexADfSfpOdITJtjk3KD+84D6Jzbl/YcBKJTn\nDwG+35XBUN5/GLXlxzC3sBg2YUvrLn33fl0l6fzxeC9DeeEIGnYnaN8HisWBVHCaNLaaZyBraDTk\nTBiOFJDwgoqECcSEDnQ0GNBj3fcGFwyE5E1Y4jjw6iWEJbXpH4CLSng/zTOZmscUhwNglfonJG/K\n+w7qLf5SSYcCJawotWGB5qrecTC3oA2BAtINhj3z2ouRZDDYOA5Q8De0t2PpWO9/EJl4aDTkhLvN\n1EhfbflFp+aLQV31LhcAwQ5i6i5ksRI1VlI8EqR/uNNIwgpJG2gaDA0khwS2dGaOeCNTCpz0pH+r\nPwP1nx/UPynvO9hmJCgIJKnEadCdGQCKxVQjwWZuYRH1enIeAxCtmgSga28H2Rz0NJDNMYM2r0LS\nbqFbrEQXDL3kOzTQOTMlmIe1aAjCH0j2MHGRYMZ8tzYNEkMHt1lGfa8dmu1Gbd2yQf3nCfVPAOis\n5JkZwPfR8CVxYV/+wG/oc42R0cuCvqsFqvFehE2gS6Uw/IlkD40GsjkKgPdW+odyW+WSAjp7ImKu\nk/YZFdllJIQMDO/NDvqfbeYrhYZ/xlWVwveYVv0XkOrBIIT0QRfegvIHPxkJRwKgjYweMKkJydcI\nwp4AnRsRJD6P+8qW5AaNhrzosPsXV+qwl4oqdmJjWmyyV69GkyCt4yQf1tpi0sjE0Un/dq6T6djc\nk/6Vle/QSf+t7zVTPXozSE9Q/6QT5flD2rsA6O+zs6g9+2TXjw8auBUclZqbUFt+jOFJA2bc7TGW\nXM0Bd3sldWe/NRypU6JjIk50weDOVuAWK22LBM+vRpu5sdwiIbnhbk8vfRxUOgtDCwubKMFagF78\nt+rfidF/vUX/hJDcKC8cAVaTDcfywhGo4pR2EayuAvV6TwYDoB/qOIgYDOX9hzG3sNhmJNSWjoWl\nVZNSKgjpFnoa8iLlA9qrV+EWLMOhh0W8u17R8dJTMYZGSgUVz6/C9dnIaRDcwPVhT4EMm5TNZq9e\nbXoazOK/W9z1CjCL+I2GKWN8xOx0RfQ/5jthw4b6n2wUBJISZlRbOqb7NgQr+Hr3cYJzC4uQa+8C\nfqM9/Mn3cTYhJOrs0lGU5w/pRGxaDrlCTwPZHL28cBqIDSFqxb1kDIYd5mb/brbSOeRgB8IFCjvB\nEpITvXjyGgBWu9Oje9E0b9sB4D0tv9tWgfc29U/IsBGo7gyBYlHnMNxySyT3IIk79i1qB0aphBvr\n0TeZ8r6DHUOONjAF5RSgIM1mc4T0CD0NeWASmpMqlLR9YJueCe5spUOYwgF4/ofgzujwBne7Xii4\n081wKLsZXBur0IsGllzNlRWsDHsKZJiYPgiJ+p9uSU4uNHMP0nX5E/Dkl+GWKvr9xdb/hjW2adzY\nxjrCMCXqPz+o/wlnfR2qNI3ywpHYfIPy/sOm0ZpgamYGWF9Hbfkx7Ni7iKvPJZdOnV59G7VTf4m7\n9y8C67qh27nlozrcyersbN8Pm7lBGzPBcTZ1yw96GkhPuLPNBXxiqFCCIeGtVOHelrIDOHU/3HoF\n3gXz+EJ0ARJWSkp60fLZHgg3cD3zGxkN7PKpifpfq0ZLpTasDtCzKfov7IR7xejf9HUIjYSGlStB\nhgr1P7mU9x8GHAeC5ATlIKzIcaBzG2ZmMLegDYaZH032ADz5uc/hwrZfwbnloyiVgAIaoYHg+9pY\nsD0WgcHQuogV9hHJFd/P/raV4DIyQyI7iGllUONCkYKmS99L2QEs3NUcN0hsLFi3NKxnelNJ14SQ\nVCLdnzvpv1Wvgf7TPI3FuWhJVlv/AfamgW1AUP+E5ErY/blDzkB54UikyiocB+Jrsa6eSfYAuDt3\nwvd1cMj6OtBAAQ1fIn3h4laYjtM0FGgwkH5heFJGRHb5OpliQTiSXXbR+oAPvBVtH+71V+CVzLHr\n0cd0XR2FO5G5w53BycMOEexInP5jxmrzVDQuw9tljgWJ1sF7TaD/OGOFW0MDhfqfPMrzh7TBEJQ1\n6sDZpaPRvAIrB2LPvD5+/njUgHhjZQX3XvkrYHoq9DQAQN0v6F4NMQZDaCRYv2NTt3zZap6BrOHH\nSQaEMcW+tdCPWUAEHgZP9Dnhua27jk774923V+Dddk/zgLkeGohUXwlLMNrPLJ9lQnLDna7oRXwj\n3VOQqP+4rs4tHzzu2yvwdn6geWADzfcA24tg67+Adu1z04CQTCnvP6yNhVKpmYwcs3IMSqEGYUtB\nXkHDl4jRcO1a+8Ov3PYRfPgHr2NmWn/YF9AIY49CO6VeR+3449ioN/MZ2mDlJNIn9DRkgLdWhduo\nwJNqM6+ghXBXcS1mgCDEoG7d3wAggHuuAmz/Q3jbZ6PXXInuVNqLFc9vKbs45pbvVoOJkJOFt1aF\ni0qzkVpMB/ak9wUA7Yv7ArQRIoB7vgJM/1LUYECL/p0U/VP7A4f6nyxqy4/p6kUnntAGhJ19bLhj\n3yJuJJRh9n2g0FKiNejyXH74M8DVq8CZp4Cp5nKttvyYLr/qOPB94Nxy0yvR6qEgg4WeBtIdwRuC\nnXNgcOuVxLrt3lpVPwu2t8CUTnS/86fALNoMhjiSQh3I4GEi5ASSpn9lPJExu/zeWlVr3/qg8Vaq\nwAzgXngKkLvaDIY4qP+tA/U/gQSr/CBZwfIclOcPoVRqNoC2Obt0FMUi8O5K8w3j6nNH4bx7Ff9w\nehanXlSonXkq9pICFRonLKG6dRj3RGh6GvrEdUz88TYTcuDrXUfAinMumvjkNcB1zfmvW2EMLRWP\n3Mv/AdwAvLt/J/Xa3lq0SVTnko2EkCwJ9X+TpX9HexXs0sqBLt09JkTpfIv+rU0D95zuKO3t+UTq\ntb21aiT5mvonZLDMLSxCrEZrtaVjOiEa9kJehaFIux7Sxy6dbHoDBArvcVbwlrm/e+an8IWnn8Zb\nr/4Ldv7YtcSQotrSMZTnD2F9fQr1ur4eS6mSvKHRkAVTCEOLIj0YzELATmj2vCrc91b0h32w8xD0\nWFAV4LJ+nHd3dx/+3loV7hRLLW4luDM4Ydj6t0KGMANgo0X/53VZZbu3Atb1+a5TAd4AsAPwbulS\n/ysdyrSSgUP9Tw4CBeU0vQTl+UP6h2JRhx050dKrl04exR37FrH74cXQObFR128h5X0HseFMQ+o3\n8KHrX8d8+cMdr187/jju2LeIUomVkbYKW80zkDW5GQ0icgDAZ6E/Pj+vlIovWjzitOUPBO8fZnMg\ntryhSZqMYGqtY6b7BUPI99CsqkQIGRix+reSkxP1H+CY8wMD4uZN6P8q9U/IMGjrxWDlMxTQQG2p\nvVJRpNyqeQhmZoB33oFzyzTOPfskCoXuI8dLJTZrI4Mjl5wGEXEA/DmAnwFwP4CPi8h9eVyrlVMv\nesMdM1j8pzVZCxYNL1iP8bG5BQOiC4Y8/v68xh2VMXtlJYcv0h1Df03ZmwFJ+l83552xjm1gcxsG\noP7zHrNXqP/hMfTXlJ3TkBBWFBz+2tdOoFhspkNgdjaS0NwttsFA/Q9f/+Oe05BXIvReAK8ppV5X\nSm0AeBrAIzldK8KpMzm8EHsYszWm2FXR0AG7sdunT3+k+Qsnm6ZLefz9eY07KmOS0WHYr6lQw+aN\nvrWRY5DvAFj6N4UQUhu7dQn1T/1PMkSAX2cAAAWySURBVMN+TdWOP65XecYSCMOVDHbC8le/+CeQ\n+gYKjk5orp14YqBzHfa4ozImiZJXeNKdAL5j3T8PbUhMBg0AN0PHNAPAil4shDXUDX9W/HcmLo4h\njGmecEyYIWbMz2sx+i+06L/ePgwZTaj/CcdxoCCmWpJObLSTlAOb4tYfeLDZ14GMDVvNM5A1TITO\nAa9ehXvdJDrvBuABmAXcVauayloVn60vD2uKJEe4aJhswuIEG9CbB2toJjpb51D/4wn1P9kEfRum\nfR/f9m7CLIC33gqauykUi4KzS0dx5X+/Dnxw/7CnSzJm3I0GUSr7jHsR+UkAf6SUOmDuLwJQdjK0\niDDVn4wMSinp5jwRUd+HnZlf//9wues5jALUPxklqP9sof7JKNGL/ovF7F/a9bpsGf3n5Wl4HsC9\nInIPgIsAPgbg4/YJW+UfQEjWMHGxM9Q/GVeo/85Q/2RcGXdPQy5Gg1KqISKfArCEZsnVl/O4FiGE\nEEIIISRfcglPImRSydPtzt05QrY21D8hk4vWfx5vAVsnPCmvkqupiMgBEXlFRP5bRI70Mc5ZEXlR\nRE6LyHPm2K0isiQir4rIv4nI9i7G+byIvCkiZ6xjieOISEVEXhORl0VkoYcxHxWR8yLyTXM70OOY\ne0TkuIh8W0ReEpFPZzTX1nF/q9/5isi0iHzDPDcvicijGc01ady+/rcZ8vqIjTtwqH/qn/rfMuMO\nHOqf+h9v/Quyv20h/SulBnqDNlT+B8A90PXIXgBw3ybH8gDc2nLsGIDfNT8fAXC0i3EeAvAAgDOd\nxgHwPgCnoUO75szfIl2O+SiA344594e6HHM3gAfMz9sAvArgvgzmmjRuv/OdNd8LAE5Bl93ta64p\n4/Y1V94Gc6P+qX/qf3Jv1D/1T/2P9m0YnoYsG78J2r0ljwB4yvz8FIBf6DSIUuokgCtdjvPzAJ5W\nStWVUmcBvIaYHhQJYwZzbuWRLsf8rlLqBfPzNQAvA9iTwVzjxr0zg/kGGYHT0KJV/c41Zdy+5koG\nBvXfDvVP/U8K1H871D/1PzIMw2iIa/x2Z8K5nVAAnhGR50Xk182x25VSbwJaDAB2bXLsXQnjtM7/\nDfQ2/0+JyAsi8jeWa67nMUVkDnon4xSS/+Z+xv1Gv/MVEUdETgP4LoBnlFLPZzHXhHH7misZGNQ/\n9U/9Ty7UP/VP/Y8wQ8lpyJAHlVLvB/CzAD4pIj+N9iyUrLJSshjnLwC4SqkHoF/wm2oHKSLbAPwj\ngM+YnYFM/uaYcfuar1LKV0r9OPRuyF4RuT+LucaM+75+50pGEuqf+qf+Jxfqn/qn/gfMMIyGNwDc\nbd3fY471jFLqovl+GcCXoN1Ob4rI7QAgIrsBXNrkPJPGeQPAXdZ5Xc9fKXVZKRWI5K/RdJN1PaaI\nFKGF/XdKqS9nNde4cbOYrxnnHQAnABzIYq5x42Y1V5I71L+G+qf+JxHqX0P9U/8jyTCMhrDxm4iU\noBu/faXXQURk1ljGEJGbASwAeMmM9avmtE8A+HLsADFDIhoTlzTOVwB8TERKIlIGcC+A57oZ04gk\n4BcBfGsTY34BwH8ppZ7MeK5t4/YzXxF5b+AiFJGbAHwUOlayr7kmjPtKRv9bkj/Uv4b6p/4nEepf\nQ/1T/6OJGkL2NbTF+Sp0UsriJscoQ1deOA39ZrFojt8GYNmMvwRgRxdj/T2ACwDWAJwD8GsAbk0a\nB0AFOgv/ZQALPYz5twDOmHl/CTq+r5cxHwTQsP7ub5r/ZeLf3Oe4m54vgB8x47xgxvj9Ts9Pl3NN\nGrev/y1vg7tR/9Q/9T+5N+qf+qf+R/fG5m6EEEIIIYSQVEY9EZoQQgghhBCSMzQaCCGEEEIIIanQ\naCCEEEIIIYSkQqOBEEIIIYQQkgqNBkIIIYQQQkgqNBoIIYQQQgghqdBoIIQQQgghhKRCo4EQQggh\nhBCSyv8DU1xOxOukcWIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 0\n", "fig, axs = plt.subplots(1, 3, figsize=(13,8), sharey=True)\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "nicecolours = ('white','red') # these tend to emphasize little patches of high velocities\n", "vmax1 = np.max(vvel1_masked[level])\n", "vmax2 = np.max(vvel2_masked[level])\n", "vmin1 = np.min(vvel1_masked[level])\n", "vmin2 = np.min(vvel2_masked[level])\n", "vmax = max(vmax1,vmax2,-vmin1,-vmin2)\n", "vs = (-vmax/2.,vmax/2.)\n", "# first one\n", "viz_tools.set_aspect(axs[0])\n", "mesh = axs[0].pcolormesh(vvel1_masked[level],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "axs[0].set_title(date1)\n", "cbar=fig.colorbar(mesh, ax=axs[0])\n", "CS=axs[0].contour(vvel1_masked[level],vs, colors=nicecolours)\n", "cbar.add_lines(CS)\n", "# second one\n", "viz_tools.set_aspect(axs[1])\n", "mesh = axs[1].pcolormesh(vvel2_masked[level],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "axs[1].set_title(date2)\n", "cbar=fig.colorbar(mesh, ax=axs[1])\n", "CS=axs[1].contour(vvel2_masked[level],vs, colors=nicecolours)\n", "cbar.add_lines(CS)\n", "# third one\n", "cmap = plt.get_cmap('bwr')\n", "cmap.set_bad('burlywood')\n", "viz_tools.set_aspect(axs[2])\n", "vmax = np.max(vvel2_masked[level]-vvel1_masked[level])\n", "vmin = np.min(vvel2_masked[level]-vvel1_masked[level])\n", "vmax = max(vmax,-vmin)\n", "mesh = axs[2].pcolormesh(vvel2_masked[level]-vvel1_masked[level],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "cbar=fig.colorbar(mesh, ax=axs[2])\n", "CS=axs[2].contour(vvel2_masked[level]-vvel1_masked[level],(-0.2*vmax,0.2*vmax), \n", " colors=('black','black'))\n", "cbar.add_lines(CS)\n", "print (depth[level])" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAw0AAAHhCAYAAAAs+FIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBkIIIYQQQkhD/h/tzZbmnrjcfwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 0\n", "fig, axs = plt.subplots(1, 3, figsize=(13,8), sharey=True)\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "nicecolours = ('white','red') # these tend to emphasize little patches of high velocities\n", "vmax1 = np.max(uvel1_masked[level])\n", "vmax2 = np.max(uvel2_masked[level])\n", "vmin1 = np.min(uvel1_masked[level])\n", "vmin2 = np.min(uvel2_masked[level])\n", "vmax = max(vmax1,vmax2,-vmin1,-vmin2)\n", "vs = (-vmax/2.,vmax/2.)\n", "# first one\n", "viz_tools.set_aspect(axs[0])\n", "mesh = axs[0].pcolormesh(uvel1_masked[level],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "axs[0].set_title(date1)\n", "cbar=fig.colorbar(mesh, ax=axs[0])\n", "CS=axs[0].contour(uvel1_masked[level],vs, colors=nicecolours)\n", "cbar.add_lines(CS)\n", "# second one\n", "viz_tools.set_aspect(axs[1])\n", "mesh = axs[1].pcolormesh(uvel2_masked[level],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "axs[1].set_title(date2)\n", "cbar=fig.colorbar(mesh, ax=axs[1])\n", "CS=axs[1].contour(uvel2_masked[level],vs, colors=nicecolours)\n", "cbar.add_lines(CS)\n", "# third one\n", "cmap = plt.get_cmap('bwr')\n", "cmap.set_bad('burlywood')\n", "viz_tools.set_aspect(axs[2])\n", "vmax = np.max(uvel2_masked[level]-uvel1_masked[level])\n", "vmin = np.min(uvel2_masked[level]-uvel1_masked[level])\n", "vmax = max(vmax,-vmin)\n", "mesh = axs[2].pcolormesh(uvel2_masked[level]-uvel1_masked[level],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "cbar=fig.colorbar(mesh, ax=axs[2])\n", "CS=axs[2].contour(uvel2_masked[level]-uvel1_masked[level],(-0.2*vmax,0.2*vmax), \n", " colors=('black','black'))\n", "cbar.add_lines(CS)\n", "print (depth[level])" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAHfCAYAAABeR248AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nABgrdIABAAAwVv5/z6lYWEU5aIAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 0\n", "fig, ax = plt.subplots(figsize=(13,8))\n", "mesh = ax.pcolormesh(vvel2_masked[level,700:,50:250]-vvel1_masked[level,700:,50:250],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "cbar=fig.colorbar(mesh, ax=ax)" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAHfCAYAAABeR248AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 0\n", "fig, ax = plt.subplots(figsize=(13,8))\n", "mesh = ax.pcolormesh(vvel2_masked[level,200:400,120:320]-vvel1_masked[level,200:400,120:320],cmap=cmap,vmax=vmax,vmin=-vmax)\n", "cbar=fig.colorbar(mesh, ax=ax)\n", "print (depth[level])" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAscAAAHfCAYAAAC8m3VFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 0\n", "fig, ax = plt.subplots(figsize=(13,8))\n", "mesh = ax.pcolormesh(uvel2_masked[level,350:450,250:350]\n", " -uvel1_masked[level,350:450,250:350]\n", " ,cmap=cmap,vmax=1.2,vmin=-1.2)\n", "cbar=fig.colorbar(mesh, ax=ax)\n", "print (depth[level])" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAscAAAHfCAYAAAC8m3VFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 0\n", "fig, ax = plt.subplots(figsize=(13,8))\n", "mesh = ax.pcolormesh(vvel2_masked[level,350:450,250:350]-vvel1_masked[level,350:450,250:350],\n", " cmap=cmap,vmax=1.2,vmin=-1.2)\n", "cbar=fig.colorbar(mesh, ax=ax)\n", "print (depth[level])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Surface Height Near the Mouth of Juan de Fuca" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is used to check for smoothness in this boundary condition region" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAApAAAAJZCAYAAAAeUgUsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCQAAgCj/P/8rRQRdfzJHAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(12,10), sharey=True)\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "vmax1 = np.max(eta1_masked)\n", "vmax2 = np.max(eta2_masked)\n", "vmin1 = np.min(eta1_masked)\n", "vmin2 = np.min(eta2_masked)\n", "vmax = max(vmax1,vmax2)\n", "vmin = min(vmin1,vmin2)\n", "# first one\n", "viz_tools.set_aspect(axs[0])\n", "mesh = axs[0].pcolormesh(eta1_masked[360:470,:45],cmap=cmap,vmax=vmax,vmin=vmin)\n", "axs[0].set_title(date1)\n", "cbar=fig.colorbar(mesh, ax=axs[0])\n", "# second one\n", "viz_tools.set_aspect(axs[1])\n", "mesh = axs[1].pcolormesh(eta2_masked[360:470,:45],cmap=cmap,vmax=vmax,vmin=vmin)\n", "axs[1].set_title(date2)\n", "cbar=fig.colorbar(mesh, ax=axs[1])\n", "# third one\n", "#viz_tools.set_aspect(axs[2])\n", "#vmax = np.max(eta2_masked[360:470,:45]-eta1_masked[360:470,:45])\n", "#vmin = np.min(eta2_masked[360:470,:45]-eta1_masked[360:470,:45])\n", "#mesh = axs[2].pcolormesh(eta2_masked[360:470,:45]-eta1_masked[360:470,:45]\n", "# ,cmap=cmap,vmax=vmax,vmin=vmin)\n", "#cbar=fig.colorbar(mesh, ax=axs[2])\n" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoYAAAJZCAYAAAA04vSDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCYD/H8dw8XDW8npdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(12,10), sharey=True)\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "vmax1 = np.max(sal1_masked[0])\n", "vmax2 = np.max(sal2_masked[0])\n", "vmin1 = np.min(sal1_masked[0])\n", "vmin2 = np.min(sal2_masked[0])\n", "vmax = max(vmax1,vmax2)\n", "vmin = min(vmin1,vmin2)\n", "# first one\n", "viz_tools.set_aspect(axs[0])\n", "mesh = axs[0].pcolormesh(sal1_masked[0,360:470,:45],cmap=cmap,vmax=vmax,vmin=vmin)\n", "axs[0].set_title(date1)\n", "cbar=fig.colorbar(mesh, ax=axs[0])\n", "# second one\n", "viz_tools.set_aspect(axs[1])\n", "mesh = axs[1].pcolormesh(sal2_masked[0,360:470,:45],cmap=cmap,vmax=vmax,vmin=vmin)\n", "axs[1].set_title(date2)\n", "cbar=fig.colorbar(mesh, ax=axs[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### In-out Flow from the mouth of Juan de Fuca at 15 m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is to look at the outflow (should be focussed on the north-side) and inflow (expected, but not actually) weaker at this depth. Outflow is smoother and better positioned after we corrected barotropic velocity.\n", " " ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15.6343\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsEAAAFCCAYAAAAQfQCfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 15; print (depth[level])\n", "im = 300; ix=476; jx = 100\n", "fig, axs = plt.subplots(1, 3, figsize=(12,5), sharey=True)\n", "cmap = plt.get_cmap('spectral')\n", "cmap.set_bad('burlywood')\n", "array1 = uvel1_masked[level,im:ix,:jx]-vvel1_masked[level,im:ix,:jx]\n", "array2 = uvel2_masked[level,im:ix,:jx]-vvel2_masked[level,im:ix,:jx]\n", "vmax1 = np.max(array1)\n", "vmax2 = np.max(array2)\n", "vmin1 = np.min(array1)\n", "vmin2 = np.min(array2)\n", "vmax = max(vmax1,vmax2)\n", "vmin = min(vmin1,vmin2)\n", "# first one\n", "viz_tools.set_aspect(axs[0])\n", "mesh = axs[0].pcolormesh(array1,cmap=cmap,vmax=vmax,vmin=vmin)\n", "axs[0].set_title(date1)\n", "cbar=fig.colorbar(mesh, ax=axs[0])\n", "CS=axs[0].contour(array1,0, colors=('black'))\n", "cbar.add_lines(CS)\n", "# second one\n", "viz_tools.set_aspect(axs[1])\n", "mesh = axs[1].pcolormesh(array2,cmap=cmap,vmax=vmax,vmin=vmin)\n", "axs[1].set_title(date2)\n", "cbar=fig.colorbar(mesh, ax=axs[1])\n", "CS=axs[1].contour(array2,0, colors=('black'))\n", "cbar.add_lines(CS)\n", "# third one\n", "cmap = plt.get_cmap('bwr')\n", "cmap.set_bad('burlywood')\n", "viz_tools.set_aspect(axs[2])\n", "vmax = np.max(array2-array1)\n", "vmin = np.min(array2-array1)\n", "vmax = max(vmax,-vmin)\n", "mesh = axs[2].pcolormesh(array2-array1,cmap=cmap,vmax=vmax,vmin=-vmax)\n", "cbar=fig.colorbar(mesh, ax=axs[2])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Vertical Cross-section of 'East' Velocity running away from Boundary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not as helpful as I had hoped......" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAt4AAAFCCAYAAADG2Nr6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzMzMrA/+Lyeu9FuvcRNRAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(np.arange(0,20),-depth[:28],uvel1_masked[:28,415,0:20],vmax=0.15,vmin=-0.3)\n", "plt.title(date1)\n", "plt.colorbar()\n", "#CS=pylab.contour(np.arange(0,20),-depth[:28],uvel1_masked[:28,415,0:20],(0), colors='black')\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(np.arange(0,20),-depth[:28],uvel2_masked[:28,415,0:20],vmax=0.15,vmin=-0.3)\n", "plt.title(date2)\n", "plt.colorbar()\n", "#CS=pylab.contour(np.arange(0,20),-depth[:28],uvel2_masked[:28,415,0:20],(0), colors='black')\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(np.arange(0,20),-depth[:28],uvel2_masked[:28,415,0:20]-\n", " uvel1_masked[:28,415,0:20],cmap=plt.cm.bwr,vmax=0.15,vmin=-0.15)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 'East' Velocity Vertical Cross-section, across the mouth, a bit to the east of the Boundary Forcing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Very clear picture of the estuarine flow in JdF. Shows freshwater coming in from the ocean in the winter of 2002/2003! Printed values are the flux through the cross-section. Negative is inward" ] }, { "cell_type": "code", "execution_count": 143, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14178.6327136 14044.0992785\n", "1.81416\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7cAAAFCCAYAAAAqpCqAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flux1 = np.zeros((40,898))\n", "flux2 = np.zeros((40,898))\n", "ipos = 20\n", "j1 = 355; j2 = 435\n", "plt.figure(figsize=(16,5))\n", "plt.subplot(1,4,1)\n", "plt.pcolormesh(np.arange(0,80),-depth[:32],uvel1_masked[:32,j1:j2,ipos]-\n", " vvel1_masked[:32,j1:j2,ipos],vmin=-0.5, vmax=0.5)\n", "plt.title(date1)\n", "plt.colorbar()\n", "#CS=pylab.contour(np.arange(0,80),-depth[:32],uvel1_masked[:32,j1:j2,ipos]-\n", "# vvel1_masked[:32,j1:j2,ipos],(0), colors='black')\n", "pylab.clabel(CS, fontsize=9, inline=1)\n", "for i in range(j1,j2):\n", " flux1[:32,i] = deldepth[:32]*uvel1_masked[:32,i,ipos]\n", " flux2[:32,i] = deldepth[:32]*uvel2_masked[:32,i,ipos]\n", "print (flux1[:32,j1:j2].sum(), flux2[:32,j1:j2].sum())\n", "plt.subplot(1,4,2)\n", "plt.pcolormesh(np.arange(0,80),-depth[:32],uvel2_masked[:32,j1:j2,ipos]\n", " -vvel2_masked[:32,j1:j2,ipos], vmin=-0.5, vmax=0.5)\n", "plt.title(date2)\n", "plt.colorbar()\n", "CS=pylab.contour(np.arange(0,80),-depth[:32],uvel2_masked[:32,j1:j2,ipos]-\n", " vvel2_masked[:32,j1:j2,ipos],(0), colors='black')\n", "pylab.clabel(CS, fontsize=9, inline=1)\n", "plt.subplot(1,4,3)\n", "plt.pcolormesh(np.arange(0,80),-depth[:32],uvel2_masked[:32,j1:j2,ipos]-\n", " vvel2_masked[:32,j1:j2,ipos]+vvel1_masked[:32,j1:j2,ipos]-\n", " uvel1_masked[:32,j1:j2,ipos],cmap=plt.cm.bwr)\n", "plt.colorbar()\n", "plt.subplot(1,4,4)\n", "plt.pcolormesh(np.arange(80),-depth[:32],uvel2_masked[:32,j1:j2,ipos],vmin = -0.5, vmax =0.5)\n", "plt.title(\"U only\")\n", "plt.colorbar()\n", "#CS=pylab.contour(np.arange(80),-depth[:32],uvel2_masked[:32,j1:j2,ipos],(0), colors='black')\n", "#pylab.clabel(CS, fontsize=9, inline=1)\n", "print (np.max(uvel2_masked[:32,j1:j2,ipos]-\n", " vvel2_masked[:32,j1:j2,ipos]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Salinity for the Same Cross-section" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtgAAAFCCAYAAADLxqq9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmZmJfr/ICv11m6ep/0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(np.arange(0,80),-depth[:34],sal1_masked[:34,350:430,23],vmax=33.6,vmin=29.5)\n", "plt.title(date1)\n", "plt.colorbar()\n", "CS=pylab.contour(np.arange(0,80),-depth[:34],sal1_masked[:34,350:430,23],(31,32,33.5), colors='black')\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(np.arange(0,80),-depth[:34],sal2_masked[:34,350:430,23],vmax=33.6,vmin=29.5)\n", "plt.title(date2)\n", "plt.colorbar()\n", "CS=pylab.contour(np.arange(0,80),-depth[:34],sal2_masked[:34,350:430,23],(31,32,33.5), colors='black')\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(np.arange(0,80),-depth[:34],sal2_masked[:34,350:430,23]-\n", " sal1_masked[:34,350:430,23],cmap=plt.cm.bwr,vmax=0.5,vmin=-0.5)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Maximum Velocities, Maximum Salinity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tells you which day had stronger tides and whether salinity is increasing or decreasing in JdF" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.74809 2.77653 -4.46086 -5.39846\n" ] } ], "source": [ "print (np.max(vvel1_masked), np.max(vvel2_masked), np.min(vvel1_masked), np.min(vvel2_masked))" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.31975 3.33279 -2.21794 -2.45152\n" ] } ], "source": [ "print (np.max(uvel1_masked), np.max(uvel2_masked), np.min(uvel1_masked), np.min(uvel2_masked))" ] }, { "cell_type": "code", "execution_count": 147, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "33.3364 33.3367 1.59262e-26 1.4013e-45\n" ] } ], "source": [ "print (np.max(sal1_masked), np.max(sal2_masked), np.min(sal1_masked), np.min(sal2_masked))" ] }, { "cell_type": "code", "execution_count": 148, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12.9783 10.9036 2.50364 2.26274\n" ] } ], "source": [ "print (np.max(temp1_masked), np.max(temp2_masked), np.min(temp1_masked), np.min(temp2_masked))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Difference in Salinity in Southern Region at 122 m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tells you if deep water is mixing (blue) or stratifying (red) between the two time periods. Blue: usually spring tides, Red: usually neap tides" ] }, { "cell_type": "code", "execution_count": 149, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "173.114\n", "0.552364\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcAAAAE4CAYAAADM5CMHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIyexATQMAzD6En+f9QUBdpnS6kIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 29; print (depth[level])\n", "im = 230; ix=480; jx = 350\n", "fig, axs = plt.subplots(1, 1, figsize=(9,5))\n", "cmap = plt.get_cmap('bwr')\n", "cmap.set_bad('burlywood')\n", "array1 = sal2_masked[level,im:ix,:jx]-sal1_masked[level,im:ix,:jx]\n", "\n", "viz_tools.set_aspect(axs)\n", "#vmax = np.max(array1)\n", "#vmin = np.min(array1)\n", "#vmax = max(vmax,-vmin)\n", "vmax = 0.5; vmin = -0.5\n", "mesh = axs.pcolormesh(array1,cmap=cmap,vmax=vmax,vmin=-vmax)\n", "iv = 113\n", "jv = 283\n", "#axs.plot(jv,iv,'o')\n", "cbar=fig.colorbar(mesh, ax=axs)\n", "print (sal2_masked[level,iv+im,jv]-sal1_masked[level,iv+im,jv])" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": false }, "outputs": [ { "ename": "ValueError", "evalue": "x and y must have same first dimension", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0msal2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfT2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvariables\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'vosaline'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0miv\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mim\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mjv\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mtimeaxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m40\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimeaxis\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msal1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'o-'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtimeaxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msal2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'o-'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtimeaxis\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m30.\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0msal2\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0msal1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'x-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m/home/sallen/anaconda/envs/nowcast-dev/lib/python3.5/site-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mplot\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 3152\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhold\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhold\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3153\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3154\u001b[1;33m \u001b[0mret\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3155\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3156\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhold\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwashold\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/sallen/anaconda/envs/nowcast-dev/lib/python3.5/site-packages/matplotlib/__init__.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(ax, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1809\u001b[0m warnings.warn(msg % (label_namer, func.__name__),\n\u001b[0;32m 1810\u001b[0m RuntimeWarning, stacklevel=2)\n\u001b[1;32m-> 1811\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1812\u001b[0m \u001b[0mpre_doc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minner\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1813\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mpre_doc\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/sallen/anaconda/envs/nowcast-dev/lib/python3.5/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mplot\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1425\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'color'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mc\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1426\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1427\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_lines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1428\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mline\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1429\u001b[0m \u001b[0mlines\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mline\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/sallen/anaconda/envs/nowcast-dev/lib/python3.5/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36m_grab_next_args\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 393\u001b[0m \u001b[0misplit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 394\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 395\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mseg\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_plot_args\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mremaining\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0misplit\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 396\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mseg\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 397\u001b[0m \u001b[0mremaining\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mremaining\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0misplit\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/sallen/anaconda/envs/nowcast-dev/lib/python3.5/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36m_plot_args\u001b[1;34m(self, tup, kwargs)\u001b[0m\n\u001b[0;32m 362\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mindex_of\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 363\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 364\u001b[1;33m \u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_xy_from_xy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 365\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 366\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcommand\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'plot'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/sallen/anaconda/envs/nowcast-dev/lib/python3.5/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36m_xy_from_xy\u001b[1;34m(self, x, y)\u001b[0m\n\u001b[0;32m 221\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_check_1d\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 222\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 223\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"x and y must have same first dimension\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 224\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m2\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 225\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"x and y can be no greater than 2-D\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mValueError\u001b[0m: x and y must have same first dimension" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEACAYAAABWLgY0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nqbH/BTlbs8dE2Xm9AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sal1 = fT1.variables['vosaline'][:,level,iv+im,jv]\n", "sal2 = fT2.variables['vosaline'][:,level,iv+im,jv]\n", "timeaxis = np.arange(1,40,2)\n", "plt.plot(timeaxis,sal1,'o-',timeaxis, sal2,'o-',timeaxis,30.+sal2-sal1,'x-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Thalweg Plots: Time 1, Time 2 and Difference" ] }, { "cell_type": "code", "execution_count": 150, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[406 406 406 406 405] [2 3 4 5 5]\n", "(40, 1540) (40, 1540) (40, 1540)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABPwAAAJZCAYAAAA9PCuRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d=40\n", "T_lat = fT1.variables['nav_lat'][:]\n", "T_lon = fT1.variables['nav_lon'][:]\n", "smin = 24.; smax = 34; dels=-1\n", "\n", "lines = np.loadtxt('../../Tools/bathymetry/thalweg_working.txt', delimiter=\" \", dtype='int')\n", "\n", "print (lines[:5, 0], lines[:5, 1])\n", "\n", "thalweg_lon = T_lon[lines[:5, 0], lines[:5, 1]]\n", "thalweg_lat = T_lat[lines[:5, 0], lines[:5, 1]]\n", "\n", "ds=np.arange(0,lines.shape[0],1);\n", "\n", "vs=np.arange(smax,smin,dels);\n", "\n", "salT=sal1_masked[:,lines[:,0],lines[:,1]]\n", "XX,ZZ = np.meshgrid(ds,-depth[:d])\n", "print (salT.shape, XX.shape, ZZ.shape)\n", "\n", "plt.figure(figsize=(25,10))\n", "pylab.pcolormesh(XX,ZZ,salT[:d],vmin=smin,vmax=smax,cmap='spectral')\n", "pylab.colorbar()\n", "CS=pylab.contour(XX,ZZ,salT[:d],vs, colors='black')\n", "pylab.clabel(CS, fontsize=9, inline=1)\n", "pylab.title(date1)" ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(40, 1540) (40, 1540) (40, 1540)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABPwAAAJZCAYAAAA9PCuRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmCIKfgAAAAAwRf4/+Z9XMygChT0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d=40\n", "T_lat = fT1.variables['nav_lat'][:]\n", "T_lon = fT1.variables['nav_lon'][:]\n", "\n", "\n", "lines = np.loadtxt('../../Tools/bathymetry/thalweg_working.txt', delimiter=\" \", unpack=False, dtype=int)\n", "\n", "thalweg_lon = T_lon[lines[:,0],lines[:,1]]\n", "thalweg_lat = T_lat[lines[:,0],lines[:,1]]\n", "\n", "ds=np.arange(0,lines.shape[0],1);\n", "\n", "vs=np.arange(smax,smin,dels);\n", "salT=sal2_masked[:,lines[:,0],lines[:,1]]\n", "XX,ZZ = np.meshgrid(ds,-depth[:d])\n", "print (salT.shape, XX.shape, ZZ.shape)\n", "\n", "xlow = 0; xhi = 1539;\n", "plt.figure(figsize=(25,10))\n", "pylab.pcolormesh(XX[:,xlow:xhi],ZZ[:,xlow:xhi],salT[:d,xlow:xhi],vmin=smin,vmax=smax,cmap='spectral')\n", "pylab.colorbar()\n", "CS=pylab.contour(XX[:,xlow:xhi],ZZ[:,xlow:xhi],salT[:d,xlow:xhi],vs, colors='black')\n", "pylab.clabel(CS, fontsize=9, inline=1)\n", "pylab.title(date2)" ] }, { "cell_type": "code", "execution_count": 152, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(40, 1540) (40, 1540) (40, 1540)\n", "3.15305 -1.41539\n", "0.158236\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABQcAAAJZCAYAAAAUHoM/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvX2QZNd1H/Z7r9/09Pb29vY2GoPBYDkcLperFQiCEAqi\nGAqi1yxKoli2pLBiKpRkmmYplZTFkhWZpSiKQ8OKrDgup4pRWArjKtmh5NKHrVJcisIwlKJCITJC\nUSwIAmFwtQJXi+VgOBgOB8NGo7e39817+eO8X9/Td16/7vno7dmd86vq6u73cT/PPffcc885N0jT\nFAaDwWAwGAwGg8FgMBgMBoPh+CGcdQEMBoPBYDAYDAaDwWAwGAwGw2xgykGDwWAwGAwGg8FgMBgM\nBoPhmMKUgwaDwWAwGAwGg8FgMBgMBsMxhSkHDQaDwWAwGAwGg8FgMBgMhmMKUw4aDAaDwWAwGAwG\ng8FgMBgMxxSmHDQYDAaDwWAwGAwGg8FgMBiOKUw5aDAYDAaDwWAwGAwGg8FgMBxTmHLQYDAYDAbD\nHY0gCP6vIAieyLn+Q0EQfD0IgjAIgo8HQfDlIAjaQRB8NQiCjxekNxcEwb8NguCvgiBIgiB49wHK\n9iNBEPxVzvVSEASvBEHw/r3mFwTBmSAI/vcgCDrZOx/ab/kMBoPBYDAYDAZTDhoMBoPBYLjT8RkA\nP55z/ccB/Hqapkn2/28DaAD4AQAfC4LggwVp/r8AfgzA1w9Ytn8H4HSOwu8HACQAPreP/H4FQA/A\nvZA6/i9BEHz7ActpMBgMBoPBYDimCNI0nXUZDAaDwWAwGPaNIAgqEKXa30zT9I+za43s2nemafp8\nzjv/EwCkafr3x6T9NQA/lqbpUwco3/8KoJSm6U+oa78NYDVN03+wl/yCIKgCeBXAg2mafjW79hkA\nL6dp+vP7LaPBYDAYDAaD4fjCLAcNBoPBYDDc0UjTtAfg3wL4sLr8IwC+kqcYzPA9AP7DtMuW4TMA\n/pMgCOYBIAiCOoC/CeB/20daFwDcomIww58DeOtBC2kwGAwGg8FgOJ4w5aDBYDAYDIa7AZ8B8LeC\nIChn//92dm0XgiD4xwACAP/qdhQsTdOnAbwC4D/OLv0IgL9I0/TL+0iuBqDtXWsDOLX/EhoMBoPB\nYDAYjjNMOWgwGAwGg+GOR5qm/x7ANwD8cBAE5wB8J4Df8J8LguBjkDh970/T9NZB8w2C4PEgCF7L\nDjopUvb9Opxl448D+LV9ZtkBUPeunQbw2j7TMxgMBoPBYDAcc0SzLoDBYDAYDAbDIeHXAfwdABcB\n/N9pmn5D3wyC4KMAfhbA96RpetCDRgAAWYzDSaz2fh3AfxsEwTsBfBeAv7XPLK8AiIIgeLNyLX47\nbp+LtMFgMBgMBoPhLoNZDhoMBoPBYLhb8GsA3gvgJ+C5FAdB8GMA/gmA703T9KVxCQVBUM4OOgGA\necYL3C+yPP89gN8E8Adpmm7sJ780TbsAfhfALwRBUA2C4HFI/MJfP0j5DAaDwWAwGAzHF6YcNBgM\nBoPBcFcgU8A9DaAK4Pe82/8dgCaAP1VuwL/Cm0EQPB8EwYfU838B4HUASwA+B6AbBMHyAYv4GQDL\nyI+FODK/IAj+6yAI/k/17E9C6rgB4F8D+C/SNP3KActmMBgMBoPBYDimCNI0nU3GQfA+AJ+EKCh/\nNU3T/2EmBTEYDAaDwWAwGAwGg8FgMBhmjCAIfhXA3wDwSpqmD4945pcB/ABkY/kjaZo+e9B8Z2I5\nGARBCOBTAL4fwFsBfCgIgouzKIvBYDAYDAaDwWAwGAwGg8FwBPCvILqyXARB8AMA3pym6VsA/OcA\nPn0Ymc7KrfgdAP4yTdOXspMCfwvAD82oLAaDwWAwGAwGg8FgMBgMBsNMkR1292rBIz8EibONNE3/\nBMDpIAjuO2i+s1IOPgDga+r/anbNYDAYDAaDwWAwGAwGg8FgMOyGr097GYegT7MDSQwGg8FgMBgM\nBoPBYDAYDIZjimhG+b4MOa2POJtdG0IQBLM5LcVgMBgMBoPBYDAYDAaD4S5GmqbBrMtwlLASBOlL\ntzfLV9I0XdzjOy8DeIP6n6tP2ytmpRz8UwDngyB4I4CvA/hPAXwo78G030cazQEANjaASgXo94Fa\nDUgS+R3HQLUKnIxu4lY4jzCzhyyFqTyQJEClghQB+n1gcxNYWAC6XbkNAL2epF2vu/SC+JY8EIby\niWP5ThL5xLG82OkA5bIU8ItflJebTWB9HVhakuv1OnD2LBBFklGvJ2mUy/KJsq6o1eR/tQqUy0ij\nOcSxa48wHK5XWjmBblde6XQk2TCUb4LJM9kkkf9sOz7P37xeLksbra1Jsa5elWpcvQpsb8u1fh9o\nt4eLHoYur2rVXa/VBtUaKgefD0P5z2ul5JbrHLZ3vy//2WFJAtTreOJTn8J/+TP/GKert5BGcwjW\nXpb7gDRMGAKNBtiYO/UzKCW3cDOZQxRh0Ibr67vbpduVZJpN+f62pdfkgc1NeaBex8vRG/FA6yZe\n7c5je1uyBCStjQ1gcVHa6ZFHpO3eiJfwEt6ISkVocX1dknrTxp/IC488AjzzDF565IfQaACnr38Z\nN86/DV/8omR9/Tpw7pykWS5Lmh/4APD008CDDwL/5t8I6S0vy7VHHwW2tqQOL74o38vLwPnzwMnO\nK0C1itfDU0L3l78CLC7if/7XZ/CBD8iz7bZ8P/UU0GoB165J/RoN6curVyX9JJHnkkTabWsLWFkB\nfvAHgRPhTSls1o87lZNCy0mCNCwhiLO+S3Zwo18aonnAjcskAUrtV6WRKxXXD5ubUrBORwpUrbrx\ny+8skSeeegpPPPKIG89kLBzbW1vyn53f6cjvrL9Rr8u7ZESa0KtVd5/EzAFYqbixzvzieECXiCI3\nMOLY0Xi16srKZ0m0vZ58cyCywfp96aBGQ+pTrbp6VCou7Shy93Tem5vy/9w5+X3+PHD5snyTKXDA\n9PtShs1NqTvbu1YTYq1WgXe/W66T+ZDBXLni8lxcdITa6Qhhx7EQbbcrxHf5MvCRj8i1Rx6RayS4\nTkeeTxJgdVWusU61mqRbrUq5Wy25trkp7XX9urRJq+UmhpUVPPHLv4wnPvYxoalHHgH+6I9k8NRq\nMlZ7PRls/b6ku7kp5fid39k9oS0uyrvVqnyHocwLzz4r7cx+OXtW6vH888IgyIi2tlwdyaD03ARI\nfTXt6f9ktJrp6u8kkbrUapJ2rSaf8+fle2kJqNfxaruEtTUhueeek28mcf68K0a9LlVlk66sAHOd\nV6WNrl93fUYmHIaufuT1rBsnHI4XTuDsA06AnJTIEzguJkG5LHV8/HHpg6UloRmOcz1+k8QxJpY3\njvHEb/4mnvju75aKk3esrsp3terKzvw4Vvmb9Mu+43Otlny/851SLvYJIONkY0PGJduN/ETzIOYV\nRY5/cmKOY6lro+HqyvwpbAEubfaNLrN+nt/6ug/SLGlSl5XXdFuQFsgn+b5OS9M5ZS2CvPn6dUc7\n5H8UokjMTO/CBfkmL+E4aTScjHH9utAa6Vfz6e3t4TY8d07GfrOJJz75STzxiU/gtW5p0EyVinu1\nWgVKqy8N6rWz+ACSBJjb/oY89MwzwpfKZeENlYrwxV5PyvfYY46PMv/3vEfqrfnihQu4ufAGtNtu\n3LLIuqnn49eRVk8iSHbw5RdKOH8eOPHs/yd0c/26lIl0xj4cB58+tMDL33k0pOdBQOrGtt/edv0V\nx3Kd8znlSfIZfjSfJD1QwGm1pG0pr/vrAD0+WBbybOYFuPmXdSKdka8wn3rdfbMtkwRPfP7zeOK9\n7x2mL78OfJ7yBvkKGTTLx/uVitQTcHMyef2XvuR4ahRJu1KGW1gYHieUZ+p1Vz7yELY55Sy9yGC7\n6Tpp/qH5rZIfh/gly85y5MHnTZpWdbtRlqjV5H+7LeXW41+3uw9/wQa4uZTrP9KDfoZ56/m41xOZ\ndnFR2nVzU36zTSm3Ucbd3ByM6Sf+5E/wxF/7azI2V1flfbZ3pyO0Vq+LzLK66tan5bL8j2OR2TiP\nUq5rNITvhKGsdynrLiyIHPOjPyoLhR/9UTe3XL8uzzUawO/+rshwzaaUYW1N2uT7vg/42Mdk8fLR\njwIPPoiv/4v/A/c3b8p8fPEi8PDDwPveJ+Xa3pY8Pv5xWeB8+tNy/+mn8c2P/APc81M/Ju995CPA\nP/yH8v6DD4oQEobA7/0e8MQT0haLi8DP/IzwzjCUZ7lm39wEHnoIrzbeNGCXAVLsJKJHK2FH1i+J\nfANyf4DgztC3BXdIOW8nXgJwOy3UAmBUrMAg++Th9wD8JIDfDoLgnQC20zR95aBlmYlyME3TnSAI\nPgbg8xDX5l9N0/Qrec++2plDuy0DcmsL+PYLO3hlUwaglkeTBEAYDskPpRBuIargy6158mWSAKW8\nlybFJEIRJ9a8Z9U1v4z6mXGyN9/3/+t5dlw+46o+snwjwDlwkrKOhF44+InnPecrd/cAtlWjkclq\nm9uSDhen5TIeWHoNWN3AmeVlnIm3gUqMdPF+XL06rAc+Xb6B00sR8MI23ngx0xg+u4r7z5/Hy8kp\nKWOtJpNUkiAMgdO1HaBWG8ho5bLMgZWKrDOuXHEyAvVE3a5bgy4sOPk0DCXLpSVZ85xovzIQ6k5W\nE6AbSUXL5cG6otmUdOp1V5dz59x6V+u6+dFDjnJMpTGPOAbmcsZkgBQIw+x+OOi6PJSw4/7odPzF\n5Cg6AGTC9p+hADgKOn29YM1jIEUV0AvicbToL551/vo6MLyKI637Gxp8looyEopOh4oYCrDV6vDC\niL851ri40Yt6Kht0uf22yatbXvuN4Y9D7aiZyyh60IqIcW0fhkCaSn0//3kRQvViTu9ujFqUjIJe\njGqmrMulFwl5dffTmwRFzFpPgNTo5fBartmoJwHcukcXY9zclAt/Yiqig9uJSfPXQjbbrtEYXhAe\nZlnGjSP/vXG80b83aoKfVMbxFZ36el56Wgmoy6UJrSg/Pss5Wr/T7TpFma4Xd557veENGr5TJORQ\nIaWVDixDnpDZ7zslS7ZQP0UlL98rZ/Xu9dwCut9Hqfc6SmHoJnPyBV/xQVy75hQ/bMsvfMEtkL2y\n+fJk3vjdJRsfFeTRmb4HHC4PyRtHWuGnr+fd02Xib38zkwJdEf1xY+0g0GVjPs8/L8Jip+M2RzSo\n3PPrfydgHI/Uim1dR97fi9zmy1eTpsHntIK36DlNV1o28+UhXTbKMK2W25CNIvdbbzrmzTOAS6NW\nG67j+jrw0EOuDpQRKdM0m7I44Y5/symLjAcfFGuC5WXU68BXV+fx5jCUTbGHH8bXGm/DGx5+WMr3\nwz8sCsIwlHeyjegkgWzkLi8Df/iHUg4AqFbxZxsP4DuqfyFrrHe9y83P3a5YWGxuAu94B2617sfc\n83822AAaql4cA+Fc9v+IyCeG6eB29msOTwiC4DcAXAJwTxAE1wH8IwBlAGmapv8iTdPPBkHw/iAI\nXgTwOoC/exhFmZXlINI0/RyAb9vre9/cnp5YouWzXZjmxLdX7dohQa83DxtFc5nesDt0xDGQWZru\nQpFW8oD4Zv8U7sHGVNIuQiHNHhDLy6PXszSYmAqSBDNZfkxzQEyN4MdgnFA5LXCRPQ380i+JYJeH\ngy6SivC+942+t1fF4F4wzToVgdYC0wCtqfIwq/pOE3uxXtwripSOd+OCZZoCxKz4dJEMuL4+vXxn\nVd9pomg8TFN5NSvF2DT5ZVHadyPtTBMzWudNtBk4DdBy/nZjeXlqSZeSW0jDEetLg2EKSNP0Ryd4\n5mOHne+Rlxy50RvHsrnrewVor6I0mht4hfT7wE4SiHtipYKdJBhYNNHiUHurAjnyu78TP87aJW8n\n0f8ueta7n0ZzQ+XlJ4WzevKtNPxrPvJ2gce9MyqfInDj83bh0qVLw9ajevdvlEVFQQH5Kj3Hufl1\nAjecNQJvdrvickxiyizxgstfwblzzkuv2ZQ8b2FOJs6NDXn2+nXg6lU8sHBLiJpuXcg2/Tc3BxNt\nGEpa9Ag4U9/B+fNi/U4jA27KAVJU7WFCT7DFxUzBF4bOhYaf7L/vZu5vgNIDhk3BjUGOLboXs0mo\nP0kz6+gBHSmaH/Sdwq5u8nfcNUFq67kCQr109mz+jUmIdj+LgLzd44PknWd14Kelr+sBqXeMaRXo\njxV2LC3ZuCD3n9NugDQd891X8+pdZN0xrm1+7ueKn5+U8Yx7LqOjS/ffP0xX3Pn2yzBpvv47NLej\nhQa3qJNEBjDH52Ey1FHzkF8+/xlvvOlb/lpxZHfupx57eWc/fXKI5bh08eL4se6nuZfnvffS2qnx\nfCXvftG1vHly1NxZNM6L8tzHvDxSgMl7Ls9ajL/zrBjzLLL9e5PyKP28r2BRguild73LuaBqd0v9\nzecZTkVPyNqVtKgNfL6tY6d4TblX1ryr7kcFh1WmvY7jg+Zf0AGX3vKW/fGKSfLzx7m2QAOG4zDp\n5+5ETLJI4tg9qNL3oFarlK32iEtveYv749OltnKmbKNDTDSbbgFEHjRqTtCyHmXFblfijTAfxpgi\nT9JeKCsrsphgmAbKkYuLrtqPPCJhNB57DG9o3ZD7Dz0kiysAWFnBN6L7B9aC93ZfEtcohhpaWhqE\njfiOC6/L5vLKiqRx8aJYMLLsWUiVXg+yyMrC1sz1XweiaLBGyevO4LY6oRoM08OR3/qpVoVnMJxX\noyFKPPKfXs+FM7h+3cXC47PyPxjwLc5vlLXG8twi5dJentff/nX9P9Ow3Arn0dl2is5abdi6fC5j\n6D01X5OP+wZyo1xFiuTdPLeSItl4krQOhLxVqLKK+muX/jq2toA0LCGJgZIWhrWJPSc8L2k/eXr8\n5OmfBmmqwIlB/+bwxJYt9oP2t1Aunx6KIzRwrdVCQ68nFgKcrLM8KhUA2+JL7Ovw4ljqy5Ax9G7i\n/2p12PUvilyYEq4P5nUsuyiSmH+VCnbCuSEPF91k2uuK5WC+OvyWVhzyo8cbFd0B0oHCMI6B+QJj\ntySBuFX5F3W/jBp3Cpfe8AZnKaifOQxi9cs3iVA46TPegm7PCikKc1qp5ysadTtSMGWH+y6vfluT\nOJnnKD6YV/69tL3/3rh8NBPLezaPeXFBxthKo+q9H/h5caOB8Zr0c1opOwl02faizJgk3RHIIyHq\nNMLQeWZ2u8BpLkCo6BindNrvmLwdi9ecsl26eNHFsRyHvSjCJkmriDfk5VWU/6i2H8d/8samr4yb\nJO3DxKjxkMcvRpUhj0fkPZs3tjkJe2lcevxxt/geVd48vuS36zjBi+npjRtez37nyYSjsi8hQZIc\nIefiPPoa9dyhCKT7wCHQ9qW3vMUJY6PmrcOCPz+SiY/DpOWZVT8UgWU6iGtMHt8dIVtMhHFz/whZ\n99KFC7vD5JBeRslxSeKscfTzo+YWf31FPseFNq0GNM9h/nyeG9S0eMgUg2i1kCSZIWCmXLwZnsD8\n1a9IGs2mPLe0BHS7WF0FqhfmcTIMRRkAuPjatZor09qa5E8DgSRxlhXMv1qV4vqeE0mCPK8mUwre\nxbgdciRxhHjikVcOAtJeVBKeKt9EXJ0f6F8YB5qx8be3ZRNge3s4FnUYuhjrXLRQWeHHcufzYD/l\nLVh04XwBzd9l0c/q9PQiPGOqt2pnMBeluPaiiy/e6wmDpMJHFIUB4riEzc1hRQzj6GplDnkzi6qV\nVKOq4FcvL4wO2zFJRIlZrbr8qVTSyiO/KfOaRy8uOencqpzKFpU3d8dgyQ5l0JZpcQzM6UlQJ5yl\nWQpTIE4QZoFkw7A0pPugno9Wg4Ny+0pHranTL3NBEMoO0yCcXRwjwfxwvBYdBFlnHoaYi9JB5r7e\ni/1C+mVZA6Qol4NcPRlDg3A+nK9Vhho9SUSxGscubBybkpaBOq6Y7l+ta2Lfa/rR4e9KHq1p+ktH\nxl31kLfoZB/kxZ7zFWt5aYzL77BwUOVSXhp57eGv9vIUY3qM+O+SiLSAqH/reEf8z/R43SfEUXUZ\ndX3cwtevm//b11yNy1Onq+kmLx3dnpPs7ufVhRsKgDs8hs/S9DfPesCv72EKFqPS2sNidHvbhXe7\nckXkbDmvq4Slpbfiex7+luzqk6dzZ2uSsZHX/6Ow17Y5yLic5N3DGPfj7ucpvfx7o9Isaq9JlGj+\n85NM/kVp++8V9WUeHxuXdt5nlAw3SdknLeuk9d0v/AMq9KSt58kc5UORzlE2N/dZpsPmU3moVqfj\nxr+ffpl0LB00n8NEHv84DAu6Owl5stN+3tf/9wt/fE6abpFC0ufLftxKfxdfv+fzSP2sthzUlqZ6\ng1kbQAADa4V0+Y0IGCcpi1F4orwjQkQUAZ0O5tvfkEVxq+XiFa6sAO324BypwSF56+uS5+Ki8Dwe\nyBKGLh4TYyHqA2OyRc3J8i2gHw0rEpIECEvu22C4S3HklYNauVAuA3jhBWDlOwan3/JwpnvCV9Gu\nnhlYBZOfUH9ExQbXIXqu02tgXt+1E1C0YNGm2foav8dNMhTQymVcuSKWjk8/LYrPZ56Rgx8eekis\nqsNQDoOo16VedKleWJCkXnzRHTrFNSdjT4ehO6xCB5LX86CeM9ju+lBVrle3szM5VlelDxgWp993\nh3GyTPo0YyqlWG1uLHE+aTS0pZoouLa2sgMEl+ZRrsyj3wdO1dKhjktUGcMQblJip/oKkKwyc+UU\n6MeIohJKoVOqsX36fbexValgWMDWEyMJkfdY4TActHu/D6DbRVg7KWZ+POVL0xUz14XIrvv9A7iY\nwayqTiZPD8SysF93IJaWYVgC2H7l0tD40FZ/Ybj7AEifjLXiXdPRkOVgGO4aDlrhPBb+Yo7XdL/o\nhPxdgDyMO5BkEvhC9bjF6STp5S2uRy2484R6/XxeWfIWMHwmTzmo8xhnSchnihb4vFckzBZd1/9J\n3KP4teYB4xRr/gr5D/8QeMc7htNh/XS+RW5AedeVK//QwjaOnZm8X58hppLTJvuFzqPZnMwdPgO7\nudl04T4qFZkbnnpKPH4+/WlJ8uxZ4Gd/9jQuXXo73nYhs8LmyUq0JmRbcUcPcKcuaXNk7Ybpu1pq\n+p3k0JhpLczr9cNVWIwa94eZ5mFinFJoL3lPooTP43FF90bNJ8D+x1aRhs2HplONce0yisfxW48D\ntWE5yK/fF9rM5AtfVNVy4VDyOfP3nso9Dey17Q4Len7cK63kyQd7hS/rHDb8BcLdjqOmBB3V5uPk\nGyIvbqTvTeXTrv97FA/Vm8GAk4N6PTlYRK/D+K0X3HQtrtextgY8wDiFtILZ3nanHjJ9biIuLUka\nWdymwZk5lAHI67iA04sL7R7WaGBgDUFPKr1e8A5IS5IjeiCTYTo4DjwvB3derVdWppb0JDLnVHAX\nEl9RW06zunO4Nb3Ei9BqzSTbaZ43QQOm242ZjcNpHkgyqzE+qwNJptmJn/zk6HvTDM7+3vdOL+0i\nzCqw9xQZwGOPTS3po4kpHkgS9G5MLe0jiWmO8Vnx6WnWqQiz4i3TxEE3+PaLWSmVpkk7s6LLWWGa\nfTirtpyVQP3cc7PJd5qY2eLEYLi9OPKUrncwwxBAFKHfBYL+TVSr8wCyQxuuX0dj+czQzicNsLhR\nwc0D7RapNzSGDACLLG3yfmvfShZYm9v5Oyb6k8VguhGexJe+JPLak08CV68Kf+12xSKQsVcvXHCh\nEC5flvvLyy4+YaUiz8axPHfxonxqNbE63N4ejnGv4+HpjWZg+ACXTkfeWV11MV6vX5c1ZK8n3/SI\nXVhwltsM98B4++32IEwEwlCu00KQFoS1mrMC1803NL+GIXbUHk4USYGjypwzd9TBA7UVp76m6ss4\nfaQDng9QrQLz5RToqJ0w3cc6gLjnKs50ez0A7Q4qrXtd4+bF4tAfj1D1hp/23tSb1xq+4ZneJNQW\nof7mMK9r678gvoUwnBvQi7/hyM04Gvr4Q8HvP39z0rdYGLUxWuL1vMrq4Mi60uPitkyKUeN/3LOz\n3I3Wnep3TJ7FDDDcftoFzbem0df8NicO4lach5/+aeAnfmK4fn5afno+geXtlhfBJ0ydDi3+9EST\nZ8nRaon5N8c9MTBLhhuY2nRZ06/uD33C0CTYj5XKHqynLl2SZnhD+RUAwIMP3of74peBpSV85tcC\nfPjDYvj/zDPA7/8+8KUvAU8/DfziL74V/R7QevRN2NgA3vr442J22OkAzz8vk83VqzJxPf20O42U\n8St4UEOSDMcxZFuxLdkv/B5Xpztk0y6tnEBwEMuhg9Qzj6YmHVOjxuBeeOwk6WtLXn9i8flfnmUx\n39sLfKtBX57cy9yRdy9vjvN/ayvaPAsfftP7wpun9ZSRV7V9lf12Y1xZRlUmr40Pswx7mXuK0iGm\nYTkOOKvEo2ZNd7uQV+/9tsV+aMjnTUX3fYxaw3JdlCcL5Qneo/Llt/bK0nGFdKwn7U7M/3w+sxxs\nNDAckkm7KNOjYHXVHdrYasm17HRFTvVD9eJilAvTjY3heumFkF476PyZ93EdA8cdR2k+u424Y5SD\nA9m3XEbYA9DpoFafH8QxRa+HMw1xC6WCh1bCgCia5hJRKFI56K/3hmhglIk1sJsxUtDSygkNMsCM\nCQ5lWK3i9eq9SBLg6ouibItj4WGrq07n1O2K8oyvMh7cM89Isi++KGulpSX5DTgl6JUr8k3r6o0N\ndzhUGLo1pp5najXJu9sVj1m6hyWJrNM2NyV/eseurAiPbjaH3Zrpxs0+4dqMvFi3P/kxD+elbMs4\nyKx3gFTF5zs51MTo91GiQpCTTN4pLbyXLawDpNhJAlQqjEcYoxRFqFaDgXJwsPD0iQdwDehrV5ME\nYSiKtSiaA5IEQbIzOn6Yr+Dy0vN1LizCkP4lkViKoxCGuz3xCF85yGepeAXmBnOlTo/9zbWIrzz0\ndTNEgMw9PFPy+s/4uqwhMEPdfr7blN8foxj9XhVXsxAU8hYqkywiJymrnw7/j1OqFi3w9eL8sBdZ\no8I1+It9oFj5MCnyVsh6oc3dmjxLnGZTmPfysnzW191pgHyHrjjc4fHDIOjfHGwMokvF2Lh+1vOU\n/h4F3Y5fNVQTAAAgAElEQVSaUah8mOTiIvBtz/621PPJJ4GtLdxH/lqv4++cPw98eBX/z0ffB3zq\nUXw5/nY89ZTMJZ/+tOhMn3lGqnX2bIDl5fuwsHAfvvchyENPPy08/4UXisusC8ZJhxMHd6bYbnkB\n9kcttvazmC/CYaQ3asweJkaN7aL8RjJsdV+nOyk/mwT++OdYycszj0f5E9Ze+8lfhOtv//ckaeiy\n6ns+nebRLRe+jN2iNX86BEq2cM6bp/3wYLw2aVVuC/w+mkRZMktMIoMchQXpNMtwVPqiCEeljIcl\nM+lreXGH9P1R86Kfri/baYsF/dFWOjp/LvpqNZzsv+pkIfIl/RtwG4LlsshQgCxmw9C5FevyVCry\nHNcKXMTqTRPWlbHHuJjk3HEY4YYMhjsMR1456AsiaXleFiTdPuaiFLVaIMrBjQRot1Gvn8ZcchPl\n8jyC+Baq1TmEIXAqugG0O2hlVlvaIg7Ikb+0YOdb/xFau5UkztyNmrhaLTNrhGjtGg3snH0jSt3X\nBoznRjyH55+TpFdXnUJwY8NZ0jFb8icqz+gFeeGCWBiePStKuu1tt1YNQ0mHhzctLYkhhm5XHiRC\nXtnvAw8spXhlI0CnI2WqVEQRWK06C8By2VkILi1Jno3GsGJQn0mgm5PrWc4d5P1UJur4r1oflyTK\ncixLPAyBEnZQq5WAzf7wC/qo3bzFdjb57CQB+n3gRCUdEqA5v1QqcBVih+jJUi/o9SSo6GiIrvLS\nIHwLrew5nax+bNTagciTcbRRgb+G4Xc25zr9dxwPfrOP9cagNtLxFe6+LmdwIEl2IQyH4xzmlWfw\nm3XzFX7srLxFk372qAh9e8EoIS8Po+jKfydP8zpqEap/a6LJIz4/rzwh1P9ddC8v7UKt8Yi6+uXe\nC/Rq2U+LirpyWbRkvjvugw8Cf/zH7sj5MHTx/LS57eamMG9aDq6tufR1O1ABXq9LGpwoxkFbC/mx\ngPKgGQxjHy4sDOodRVLdRgN43/sAvP+TMpHwdGcemx7HUrcwFMXhF7+It5XLeFu9DlxcFCvQP/5j\n/DfXvwfvfz/wW78lVTp7Fvjeh2vOgnAv1nG0WtDxX9n+WYy1AZ/3dzqmuUg/ZP6z6/CmvZR3knGW\nd8+fn7jw8idqPcdNMu4Os6013/c3BvV9/wO4euhrPk8dpYDis3mT16Tlzvs9qux6sU1eosvsezX4\nfEtbDqqNPbKmvFjBB1YOHvYc7Kel47/u530fe6XLaT9/WJhERtBz/nHCXhX6e0nvsODzrknzSJLd\nsZn99cgkvIf/tVVgnnJQzwG+dR6/WR5aqug049gFrGeQfQa1b7dFxkiSgQg2yI/8rV537muaefkx\nyb067iQBwsoJxDEwx/L3+0A4f/zGw3HGrPjzjHHklYO+jMmNBHQB9Puo1+dF/7YlmopaDcD2NsLw\nPqDfx8lqBCAYHM9+srmDW0lpSGYKQ6fbGci9WikIOPNiYMAAbyZzCMtzmFvIXMoqFWdSlykDsbwM\nJAlute5HkgDPfgloNk8N1lrdrvA6HuxBRRy9qrQsx7BF+trCgiyiaDmo9SN8jtZ/29tiofH889KG\nly/Lf8ZKp9HKxgbwlsUO4vgUNjcln15PqqM3YhYXHa/lPfJ5rTwqkqHZtOwLfZq0rwzjOyX1vxRm\nyrx2WywGtcZKExDhT4TZZ8DrWaFB35eccnC7Pzyh6sLR1D1nEZRbf2315l/Pq3T235+T9Wvj2ln/\n1uSdt57T6bIfqOAsJWIF6a9RtOWgP3fqvt51I0mgo5/ygFav6i6dvPZno2jloO7nPOuRcTisSaFo\nIVmU36T5a6LYr9AyyaLdXywXwVce7keILUrbX4BrZuELsHllmjQfjSefBB5+OF85SqXT2bPDCie6\nvwDuOpkp3WX0ARu0BNSLfDJDrYlnfryvBfG8eoShi/MwEHI9uvHbRSkO0G47BWavh9rSm9BsAsGL\nf4kPffAc8NnPujmQVpH1usyDnFjqdae0o5XklSvA5z4HrK/jn3z0o8Cv/BG+++Mfd+34u/9OJqz9\nxgPVStBy2e1iaYWWni/04mXcQklj3PjJo8e8d8bltReelDdu86DpWZt+60kBcEweQFo7haDzmlvQ\nxTGGhBqmNU4BMYr2iuAv5PRv9rO2/ND0zn7Xk5buH+2qwLz2wq/8yXbUeNTQ89O4jQ6/T/OUg7ym\neQowXG+mwVPgyuXBoW7sfr7i6zkHc3BOVYYuzmJRtRcFySTY63g76Nx20Dbb61iaNvbTHvttx8Oo\nu5/3UVAC7bdOo4Rufz7IS39ShTn5iZaz+f673uXmV99dWJeDPHt7e/dzYehc3ihnkbfz8LZKBajV\nBsbRJc0bsw3B1zoBarWTspWm5UftTUEemn3IPsMQmNtLuxsMdwGO0Cwye0zzwK8iXLkym3wffXR6\naWv5/bZimodKFIGmj3cRaLh0u3EXNuXsBPZZ5TtNBlB0IMk08e53zybfWR0qM03Mii6neDDIrDCz\nA0lmdZjFJFay+8Ws6HKadSoCXfPuJsxKBjwKiqTDxqzoclaYZn1nRR+zWow99dRs8p0i0vL8rItg\nuN3IM3CY1ucI4Y6wHNTfg82JjOE1Gpl8syZ+r9XqvZlFIQbmgNXqPNDOXu73EVVOIEmGjTTabXdI\nRylMgSyu4aDDsh3yHZSQJMBcCLS3uSEdIElKaDTO4OTZs0Cthteq9yGKxOghioDNzPjhyhVx/d3Y\nkE1bHjbCXY9uV7zQXnxRfl+8KC7D2niEmyaAc+NkqIZOR/Jh0bmB3OlI6KbVVflutZyLMQ8Hobvx\n2hqkQG1nGEDrbMZ4TBJn/MLy0KBFHyLiG2CM2qTyd6zZP3pjZ2gj3t+V5wtMRO9mcadplPVSGALc\ndPTM52iQNDS/amsH/ta+N2GIFMGww1dmdTeAtmDwy+K7bfH5ZPemW97vvGLmtXORHORvDNJcP4oA\n9HqIormhsgyeGQHf0GuQR3ZjnGGLnwaA3VY+3s7fUKLjrMpYoDwBbq9MexSRH8autp9GnkWJT0+j\nUCSs5hFUUfp5ROh/jxJS99ouP/3TwI//uPvvWxJOgnE75z58Xzrf1Ja73UtLwkCTBHjnO51JNSCT\nzMaGi3uXJMJUeTIT4+DRnJw76trajgypWnUMmbFQixbFZNgsK/Nk/ZmubkO9e88JZXUV6PUw3+m4\nCePaNZnoOBHRfbfZdHEmer1ha8d2W8rAiXBhAfiN35D3f+qnXL7Xr0ucoIOCJlCVips89eQP7DZ9\nn8TCQiOPf2ja1xOJNsn255JRaefUKUA6fMCKtojgt64H8yI99/vO4o80RPqg4khN7jejk2i3gbWr\nQJKU0GqdwfYqPQlOoVIBTvRedUGS2e+kTd0e4ywL92rdxTlAu47rwPi8r62M/X5moGVCxSUeCuLv\nw+cLvvXlXlDUJvo3+QMnX592KTCSn9D7hW2vXTy8qmjLwSGD5DDHrXgv/Htalm15AmTet/+Oxqh5\n63ZjlDCnf09b0aRlqklCUMwK02qHaaR72O03Sp718ymS10bJwXlzRl4epBFtlcx7ZB6kH86/eg7U\n6XCuIG/i/NXtugVyp+MsEelHnFkIDuLFM20VZoFTwLzfHn6McvXbX9YZDMcJdwTZcy7UVtJz2eCv\n1SAHPDQaQKeDegtAt4wz9R1gSwSFIL41JKAGyQ76/dKA50SRyLHdLvCmhdclkyQRM2f66mYF6XQk\n/3uaIba2XHgprr3OnXsz1taAtcwakIeI8LReMhsq8Lg26fVEng1D5/l08aLjlQzbtL3t5N8wdGud\nRkM+9br89/gcwlDWYTz08fJlsRzc2pJybG7K9/a2lPvrm3OD9Smts9ttqUut5vi3DpulZVXt0ZO3\nDvDX8/5/X67WXrgpAgRZYgMlnBYKOakwUz0BkKD4bPYdRSVZaHVU7MA4BlDaPX/6grkfoyibWEpa\niAtDQMsbenGiy+QrtrzFxaRr1Tz5wJedR8UO8pV+g2JSidfvI6zs7mO9jtLV1s2wS+YasXjydLRD\n8gb7fwclaWNdcE38TEC386QNtlcUKdN8wapogeQL/gcpl9/4eWnl3fPzL3pv0ut+n+TdH1euUfn4\nNOQLwPqZgwj9Og2feTGeDRkz4E5mYn/3+44BM9Bruz3cNpRit7aG66GVFmT8tZqk3+m4tHzXYp0G\nXXKo6PMZM8tE6E0Vph2GbiJbX5d31tbkd7kskxCFdro0akUkGQVPd261XNqMNURFBv9Xq9Juvgvw\nXqAPqGIZqKBdX5fy6aPpfQVhkcIgj6b1e3Rz9U9K1srBURtFmldoPra+LumcOyeTd5K4HcWNDeCR\nR1y7a9daCh0UQLa3pf2jyNHw0pJcX1mRZ1dWBieNtdvSFWtrLtwTs19akscvXDiDRuMMToehKI7P\nnnUnrdG1nHToK9NIIz7/ngTs12YT32oHIqfVw+G0ucjUApKeG3SsmVGKprz+9mNs6W9iv7ynaE7R\nSkEtfIWq3uxXLQuxfKTNcnkoWV85qPPmHDxUpVHzhMZBFYOj5g7d9nnhFfbS7nnj/KCyQVFeeXPV\nUUcePU7SxtNWaN6NyGvrSZ+dNN290rpPt35og7ywBuRFedYj5P9aCajDQnATlO8wjTB0QfCjyLFx\nlk0dZMLizGt5kM/wW9cFOeRq9Gs4RjjyykHyAy2kxDGAchk3Y4kHNxByAJyqpUA/GgjGaXYwyZBG\nC27DnOslHvKBrS3HKLa3xaIh273YKZ/AdnYSerMZYGtLDCkAt37a3pbP1tawTN7tyjdDUFEeTxLJ\nIgtNOFhLLS05vSTvAe5U9TB0pw0zJEO97j7krTxoKQzdZn4YSrk1X6bxhI6F7/Nu1kUbI/iKQY+/\nDj2Xpx8oUhLqmA+6HIMHkZ12y4y42AKGC6N3qjQUQQWhqqCeQLTM5guOTJvCqKpkkvD8XVfeoXTy\nLFN0g6k6Ok3Z7nb1ZeAwxFCaej3jr3tYfb0G03P78vJwHyN2ysFKY/g9ztm+TkdXL2+NxQsBUoSh\nt+AY8R7bttcDTmqi4mDwr/mfSTBKYDroAq9IeTZpGnmNW/TOqEVZUV3y6p9HdHnP62f1dd+aMy/9\nScuXtzjX4zuvr32N9V6Qx6iYVpII02823Um4uhxakUfrQTJSfZgIByYgShUycW39ozX3NOdeWBAB\nmTtcum3Y5rSWa7Xk2uqqm4CoyPOPIdfKBu5gRZE7NIWnLtMEX8cDYvkY55BKvlbLKVA5MXU6TmkG\nOCUgFxPNptu14slaewWVJ2w7lgdwEyl312j5qBWEfE/3ub6moSc93f5sY62g4fyhJzp/7Pnpra7K\nqc39vuzwXbki5X32WaeIe+ghp4RmHqS9Wk1oZXNT0rl8We7R7YB98cgj0l+PPy6TwYMP4t6zZ1G+\neD+Wlx25LS46eYY6x04HOL1SBzY38Vp0BqeSa47+eGIaFdqkHyoL2Qc83I3t5Y853VbKYvCbW8Eg\nzOU9jXB4Xudc7QsvxLjNkjwkiVPQa8XvKPP8g8whur6aJrSljJZ5qBzk+1qg9hboUVQarNv1gX3+\nRq3PCvfMSw8b2jrU7+dRwsQk2M88MUma03z+sDGqDWZdrmngqCp/xslM+6FT/c5e3vXnwFEyNmUL\nKv0Ap/Tj/JL3rLYcBJxRDy0Iad1eLmOnchIltd4rYQcDAwymk6UdhuLxN+CL7Gs9Ryt+umvzI0PQ\nvwl9IEmSDMfAN9yFuBt53QQ48spBvaZOEqDUex39/kmgGrqDC5RgOFhwZJYJshkxhySRE4du9Es4\nUUkHshyVcf1+to5ZX3db4GEINJu42Q8wD5GrabnH9RHlWcrb2q2XcjnXh9o6kIdVJonI9+ShPICS\nBx1vbroDH5tNp+zjuovfCwvDbr9ck6nNk13r9M9+VgwPtHEL+SPXFYTPt7W+Le+jeT7XJnpdqwXM\nvDlZC6U+Dex60F8Ms+K6gDrjUe/SBF5bc6h1SUlPjKwgv9XiLg1LSGLX4EPrjbxJSVcyipCGJZma\nvPLm6bio7NV9659gyXsU+PVcnLfeiiJRupbLwdBaBP3MrbjfH6zZdNVpkOJDVyO3/zxQV8Db/vvs\ni24HOFlREzstknzFq+6rPCUWM6nVnBJCN9w4pdU4ISvv+qSKub3Ap++8fCYt46g6+YN3FEYpEPcr\nkPp9lzeOJ9FMT1LOUc994QuidNF5ciFKd+BKxZmTM/9mU5QrZ8+6I+lfeAEDDQsV2r6Qym+60vib\nBVrhtrXlNsC0spHCeKMh11otxwT0yYCAU2yy3O22TCz8zcmOln7b267+HPj+JMBy+LtDzD+OnXKO\n71GR1u/LbyqTwtDtwE2CVstN8Iw/EkXODJ55Mm0qB2n9qK0XdH/4dJFHm1QuUuHKPmJabGf2ARWh\nvgJb8zbKNU8/LW7ctPS8fFmEk2vXRFO3uSmKvXbbyTJUYPGEsfV1eeeLX9xtjcm+fOYZ14aLi6J8\nrNVwutHA6W4X91Pg6HadxWWtBjzfk7b+wnXgmWdwanFRDp1pt4Hv+z4py+KiKDXX1pz14uamlIWn\nrD30kBOaBqeCQZ7v9aRstBxpNmXDODwxUAx2OmoM6p1lX9jR8kHeXFG0GUI5gcKkdqEr4pE+//M3\nNvL4dp5CIE/40orwJHFjPE8OWl8HLl5EGs0NZEUOab/6SSLvar3bRApCLd8U1TEP/nN5czHbnXyI\nFRgpdEyA/czBuqx7nd/83/t9/zBQNH8edl6TII9+pgVN9JPS6F4wTm7aD/LkWj/Ponf9/5OOyzx+\nST5Tqwmv15sTgKyl9YJU5885EBjMvTsooUTrF47t7CCSOIYoB7kYYZ9duCAbZOoU5DCcc8pBLbtp\nTw9VlyKWYzAcB9xxZH8jPDm1tL/3kW9MLe0i0PrwduM975le2kUMNW8z/dAw1cSPHrjmnwb2a6Rz\nUFCxfdvR6Uwv7VntSvvKjNuFaUpU/+yfzSbfd75zemkXYVYDYnFxNvlOE9Mc40WYVKG5HzzzzPTS\nLsKs2nKaJ1bNaiU4K7nl7NnZ5DvN+XBWbTmrOX6a+c7qlMZZYZptOSv6mBVP+9znZpPvtWtTS9oO\nJDmG8Ddqp/k5QjjyloNU8NPzZLA52yijt63aU8f1SRLZcSiX0d4ejiPd6QAnKi4MAvuk0QD+Yute\nfNvWM7Ioyi6+1gnQ6wHN5il0N+S9Ws1ZNzFtGgMAw4YbCwvO24EeYDSM0K7Gmj64EcL6E74lot6A\n4eYKDS90KAWGVmLejEvP8EN5hlZ0EyJ0OBdtyMDf/uY109HGFv4mEb+1lWDeJ48mSrsv7x5oeRYs\nfkLMXBfG26kc/JxkcEfRyHIznUHMxDymECqXZCYyiEc1mpf4hlQ6T/7XIbv80Dy6L4NkB0gSRNHc\n4J62FEUcYw63EIZzQ2Wp1YZjVzM93dS6YCEAxK6jw3C4V/M2cQdlDsVyGLUxloN7Ybz+IMj7zntn\nXFqA27G83djrjjKf982Jx6Wd95zf9nos5j03afl/9meBD35wd13GWRgcZDs4jyFpwvQtBzX/qVSc\naTetoLgjtL09zFR1Pnyf1jG6fnqioKvm5qaLL5YkkhfdiGkG3mw6lx66E3PezOL2Dpg7LfE7HZkQ\nOCkwZqGOEUTXn7yxxzbgHK1ddgFn2cQ6s21ZNprQx7GYul+/7izgRmFhwZnc0/qMMQW1xVmSuPgd\ndGWl5aAOeO67H+l4SmRyev5gndm2dOMF5Pntbdef2qIPEGu6OJZYf/2+WP9tbDgry2vXXH9wYuf7\nbK+1NefGUK06wSlJ5NleT2hwcVHSZZ82GlK+hx+WOrCteDAOT1VLEvl/+fJwfwHOZZ7u8P/yXzr3\n4d//fReu5fJlKQOtBzl5RJH08w/+oIuxQlrm+HrhBSnj8rK0zcMPA+02tvtnAMjjg4OptYutnvQ0\nzeXxKS2QjeIXHPvaFZ7vFFkJjZqw86DHvP97lOWg9kqgpbB+R/PLMBx4CjBpshs226AqYTjUhLw2\ndhNK57dfSz7/Pd9qExi2fNb56r7Ya3tPKj/stfx5efq/8/7fTujY3dPCfmniTsNht6FPm0U0NOqd\nceUaJf/687v+n8V9HTAKevMliRwKwjmRPEPHE6QMlHn+9fvACc2/yGfLZbTbwL2kHbow6fc1Lwby\nLQcZ+5h5ZB9/XeQSMBiOB468cpC8x1fmIY6RJCVEEXCjF+AEGU67DZTL2NgA7l8oo98H5nALO9Gc\nU0j0egjDEwM5qtWS76UlAC+qoKmZS1W5LKcglcvBYL3AtRfXBcCw/MFDKhmPh3Iv51otb5Kvsb68\nxue15TSfrVadHoQePTychGXk+yzX4qJb/zA0lZYnuWbkWk9vGmpezud9+dQP8zdKrsqT00YpBjWT\n1s/nJqaJxv/4C+u893WgHS4Ac5S0uyZkvchQEwufyZ1TRrkVh168Qu9lXw7P09/4beavjfy1i65K\nuQygL8R47pzXh4mLOYgwHKIBv2yjZBan3PMKmykHR8nhLOvg/UpZ1gM6ZlS5jJ1wzsUh2YuQn3d9\nlGBUhDzBS9PgJEqsorTz8pqkXuPy8wdlUXp5A3RcWXktb6dgknfzyqvL7ZfFb5eDKAaL8tVCK5U1\nFIY5QYShCMtUDjabLgBsNl8NmLlm2Lq9dEw6/1qjIXMVg91SCdRqOYUK3XRbLecGqhXAVIrR3Zbv\n83RlBpID3EKc8S2SxN3LW3Tk7T6xHlQYUoHJZ/WukQ50y7Kvr4uSTE9agGvLpSVXb0DaZ2FB/lNB\nq3flOMFSiUiFGJVajL/B56mc29pyu22Mc6J3A5PExfrj6WQ6jhIVbv2+c6ulIpBl0IfIUJFIZWmv\n5w6DYWgVmpNTOcn6sPw8MfrChd0HVFCAYNtogYUKTcC5S1MZo+uh+5gu8ywD6W1rS9J78cXdFohx\nLArIf/7P5f/KigvW3GiIcviFFyQeyyOPDMVwab73jbivtQNsbqJdv293DOEiPqGFF19Z7dM2Qf9l\nyg5FcTvyeNFeFFb+5KrL7H9rYdEXNv06RRF2kgClMEWlIqFEuBFP0iCr2UmC3Sx33Byk4c8te1Xa\n6WfI5yhgs+B6E0prMovS9X9PWp/DRN78Pumz0yhLnlA5CfYr3xwVHGb5DyOdcWn4Mt4oOTHvvb28\nM0qe9hcAUSQyzsaGkw2yZ3o94BQ3q4BhGUT/zxSGcQw3tzGvbK0fxwCicHe8aX8jJI4Rcm/e56H6\ngDDFQ5N4+DHynkHMQQ9yMGa6u40Ndz7uZF52ABzPWo/AqWtfnnURDIYjgyla5x8/HDf3nGnin/7T\nWZfAYDg6MIuGw8OswjAYDEcRJrccHoxP3/Ewt2LDccGRl4S0UVen47xPqtX5IaOLoSDrlQquvwDU\naiW5t7GB0uIi0O2i1joDrK3j7Nk3YW1NNtHfeHYH39wu4WbtbZinWxWDfSOTF5ME5XJp4IGkDUK4\nu0oPniQRIwU+p2OeDlk/qTpqQxRWgxsbfJfW1zywhMYANBjQhgbcPNEHNNJ4RXtL8Vk/hnWeEZ2/\nua4NLvI8r/Rmtr9p7hvg5P1m+nkWhLuQZ5Wizerydro0aGHiZcQ+2bVD7u90ZdcGh5H4NKzyTJIs\nkO6I8gxogz9UDB1/o89vO/YVoa1SdbxuGnroTbtyOTuNK0sszHbIBkYLSXYgSZxZyeDU0EZcozG8\nIchvf8Pfrwtvjupb31ggjoFbcYBuFxI+gG1YFkvhE74lhW91MQqjrAYm2bkdZ2lAC5xRFZsUe7Fo\nGFeuUZaCeRaBk+SZ1255u81F70ySx8/9HPCBD4wuc1F9J7EgzKt7kaUkr/MEXzJpWg5yJ71alW9a\n79GlmO4wOpaaZqjMw3dVpdtmsymfc+dkkrx61bml0jT++nVnjcZyaYbBcunDT5aW5PfVq85SjqcO\nlcvyLBnM9razNtNtmzcR6PHIenN8aOtJtgMwfApsqyVl40nJ9fqwSyrdmgBnlba87Nqdp35xwmRM\nR064vL+5KQd/tNvSlu9+t7RjqyUusaz38rKbB2gtSFdTwP32rR90XzYarj8pXNAaiq7idE+mq7d2\n9+PEvrjo6ARwQgLrF0WZiwR2nwKsaV1PJPxPl2M95+nJhe6dPLCm3R62LmX+2eEhqNel7S5fLo6b\nOGqX6qmn5JAgHsKytIQ5tnm7jW979FE5HOXiRVdWtqNfZ02ffh2LoE+0G2U5mDfXa0FQ++36Lpy+\n5WEeP/WFMgpzvoWxnhc9hKHUJQhDzEcRKpXSoDg8L4ekwWoy6V2uJCx3nrDHzEbd8+/76enn2ebk\nozzRlNaqusCjeHce/ecJrgfFqPl0lKyRl+8oQWqa0G7Fe5GJJsFRV5Yddvl8oX2S50c9O4p+8u6P\nu74XusrjP5qvaMtBhrpQrv5xDHfIGN/jvKgttrOwH3EMIFRuxRz3UYR2G7i/Fe5yHx7wQPKBJHHV\n0/IUZQ/yiCx/faBjFAFzUereMRw/HNYccIfhjlEOUvakPH+qlqLRCJx82tmSU/weewzo9ZAkp1Ct\nAqfiV4HVDXFTaTQwnyTA5cu45z1LaDTmZV3Q6yEMT6LXA+YzrduNfgknqlX0tzM5O1OGaMUb4NZl\nW1suRBLlaC1E6Xro8DQ8kJHyv+aXcTzslsxr9PyhdxDXe3Q15lpHe5ewrFxDkJ/SHVmfLq9lKV1u\n1s2Pj68VjL6S0NfPFcmEgPPIGzWP7uLPWivGwgC7F6FJkp0CnA6/y+8oGg60oxY+gzxHLXw5GYUu\nHk8Yuufur70GJBGg6lRiI+mFU5ZmkoxuIGZFbG7uPlWaydXrw+G8OAfSS0/386Cpuu60xfPnXbpD\nysF+AlQqqHp9y+a/eFHWev56ARhel4XhcD2DZAdhWML29m4aYzlJ8wzx1usBJ5nB6irilTPD/u3M\n6MqVYRdk3aD81qcV+4sv7QrhI8/axBe+igTDUcIZFQR5aU6SL7D7fT0oqVjxkSQuJl6e8Mk0JlHI\n6TAV1kkAACAASURBVDS1y+hA4+6BgiPfyUs3b6FIYu71HA/QjNov/14n/CQRor540f33y8NFKneI\nqJip12WCoOKJMQI7neGTenUAW61IWl93z3AC5Kr96lVRsFSr8k0FE/0CeQIv252uw62WMA+2A91R\nl5ZEGVOvA889J66nYeh25ugSu7AgNMK2b7ddXRhTzp8AADcp6jgaVGao0wUH9yjgs3/rdRejjrsR\ni4su7gVPRuTYoBJtYcEdsMJ2ZuwPfSgD+251dVgh+dxzoiBkvMO1NccTrl4VuhjsVCq6YD8sLDil\nKpWz7OOFBRcfcCMLbEzFK5VPflxDCgn1ulP4UShgO7L9/c0STbOkO79fuKDTdK6FFz0G1Pw3yJ/C\nWrvt3Og57rmLykXk0pKcTFwuizL2+ecnO+ykWhX6XFqSvm00ZIyyTb7whWGX9QsXXCxGrTDT84Ue\ng9qdPQ9J4tyjK5VhJZWmQZ2Xv8hlWQBHu3ri1DEjSU9aidhsCn9gP7AvKhUnmGpZyC/DlSvAO94h\nMomir2r1xKAJ2O0chnHspodeD7sFzbx2Ytq+4lTTIuEv9PXz+sO2o7s+Xd3Zhty4GKUYzIOv7GDb\nkRbGvTsqHx3j1Kcnn0fq+5qeivIdhaJ6j2sTX2j389KxhvaS9kGtcxmOIQ++okijqH8meYYbY7cT\n5POj7tGYBdjtWkv4m9Ia5POa9lj/ooPQSM/+OOHvWg2DEy85F7Ao1arEiL161fEDPeaeew548EEg\nkZiDqKkNxCSRtLtduZe3iXP+vOMJ5AE0klhclDmWc6Re+K6vI1150xC7EGMI135B/ybCyKwHDXc/\n9rhCmj0Krdy5cMvDo4+OTft075XRNwtOyCuSYyeZB4sOMixKu6gtJln7FskcRe9P4mmwX5mk6CDC\nidbzBYUrjAlRMOlPlG9BpV5unxr9XtHEPQFoIJOHQUD2HHAdUoRCt+KCdr5yZfRrk4yHojptbRW8\neO7c6HtFvIEoapSie5P0YZFQWTQgigbpJPlqZcVe0qZ1UR4mYQBFg6aICCYhzF/6pdH3iup00J3f\nojlkv+5XkyhBWq393Svqwwnw6oPfPfrmxsboe5Mcob5X5Syx3wmRKKKBojKtrIy+N8mJr0Xjv2gc\nT3JSddGkud8Jdb/9M0m+RWN0EtrZb74vvDD+/f3Wu0iIm+R05SIaKKL5oglxEl564cLIW0UkO7OD\nzCfh4fudA4r6fpyCblzaRX0xzXwPOsaLyr3fBcQBZd5CPl8kW0xCO0XPHNTFer/yR9FAnGR+KGqT\nIt5UxHcmUZI+9dToezzIKg8PPzw+7SIULVyK+OXy8vi0JxmPhrsLvqHIND9HCEerNAaDwWAwGAwG\ng8FgMBgMBoPhtuHIuxUT9C7igYCA8zo6VUuBbiIuI+fPA3GMxUWgtPUNsXCgq1VmjkzXqIjmwVGE\nMoDXovtwqt7DzWQu8wAqDTZPKpU5JMlwDD9aT9NTY2Fh930dioaeJMDwdYLeGfzQYpyHANJCulx2\nHlEMmUSvB1pJswz6lPhOR6yyarVhF02m4YcY0rERma/2ROJzOsSNdi32Lc51uxCjPCz0/9wNN99N\nSrtA6NgVyq14JxE39EAXUHdAXoFVOYZM5/Xzyi83UW0/aicgSTDcUHm7UXQdYuOrImoPIbaNdtfV\nVaIHBpuGbtscEtpLp5Tccm4ZcTzIK4hvDRIolwF0xIUyaZ4ceBlGEXC6fAO9yokhTwh6dWkPIlYk\nDOHaLitEGJZc+2GYDrX3KMM8dbvAST5YLqPfhnPX0+5Zea51o+Dv5BQR7LgdIP73XVIOasU2qix+\nukV10J3vXxsHf6COyke3hx5bo1yVRkGn8/M/D/zwDw+nM67co/KbtB9GubaRpnSMOe0qTLfihQVn\nxbm46NziNMMnQ9cnbpLpk6bp9kri3952bo2cFBiDg8fS+0Fu+RzbtNt1JxvXauLuU6ng2jWgcvFe\nnNjcdDEHaanY6bh4FzypWdOQ3yd6AGt3NO1SpGMPsWx0EWVf03Ww05Gy9PvOrZjtouPKsf5LS26C\nZj5LSy5GIF02221xG2405F3G2eMky9N/V1bkHbpt091bCypkXoyByP7jMyyHjoVHF1K6bMWxm5xJ\nF2fPuomdsQoXFpxbMWOF0D3ddyfl5K3nIL/fmLeeI7XLJvtD+5uOEna0oEB6Jq3QvXhlReoAAO95\nj1j5Pfmk+K/qCY3xCulSzrbladS6PxlvhadK00W723WuuMpNbTAPaxfZIrfirS1xM6eMSfqmgMW2\noCs53WpJSxsbw2OGbUmZQAecZt/xRHQtv/hhNEiHLAeFQ/3x+X1Ycm6vAOabEcrluQHL8k8u1vPw\ngKbZfpo/+nSVJ6iwrfTY1/OLdmfX1luMaUbeo2kySZww7AvazN/PR48TLTtMMj/50PxWN5jGKNkh\nT/7YTxn2Cz2vMjSAvncckLcQOQj8ufGgafkfXd5R9MJn/Of89/0y5/3Ok6v12OG8DcgYbLWAq1el\n+gxzwjlBB/LPFgu3khLmeCIx5z3NA+t1MQJcxm5+A7h5IaPdwS0dQ5PxtKhUKJd3RTyZi1KgV+Cq\nngM7tfguw3HheR6OZ61H4FT86qyLYDAY7kbc7lg1dzN+8RdnXQKD4eigKHSAYW84pgsBgyEXk7im\nGwwGg+GugklCBoPBYDAYDAaDwWAwGAwGwzHFkXcrppnv5qZ4PXS74jmMrS3cV89cjK5nJz9evz4I\nKlqtwbnX0Je2UnGnRsJ5tCCKEPeAr/fO4P5mhK0t543AA+i0KyMtnLUxED1GtAcOPXe0K0ZeTNta\nzaVFDw1aPNOame7L9Kyo150XGr2U6LVEaK8iptNqOc8bHvyQHdCMXs+VU1vBa48uflerrs66vL5b\nMeFbr/sW7nnI89BkmUr+izRh16evat/bMBzUa853R6ZJunZn89JPEgybzoehnH6sTOdTBAPL8yjC\nwMVvyBo9lNOId1CSE4s19Emd2o9cudyyT7XHDT0RtXW9f+gn6SsMh70Zh2JD0yUny3dwvgeJNo5R\nUfGPT/S/hSQ5PSg6IDTFcaVd7tm8ud6fqg98bwVW33ct1m7FqLgMkgTDx2dvb4921eH3KDeeovf8\n8uf5z+v7PN2N7azdFIpcTvIGgO/iUORCoo//1v7dOj8/33EuuNptcFxwcf2+dmH065/n1jKqbnQr\n1sSkj+Hme2RGfvv643ucuwjL99xzGDrCmyCdMXSFZt7MR8eBYF9sbg4zVKZF91U+5//nYKY7DE/f\nY8iM5WUJscFTizn46KrY68lAvXbNMYL1ddysnsF87dYgzW5NqvxdPImVY6lel4Di29vDp3gzloB2\nE6RLkD5Nms/oPvDja7CuLLPm70x/cVG+m83hCZYMQh+z2mwOu/+GIdBq4WZ4Qryyq8BpfF2ep8sq\n3V21Oyj7im6LgEyqfn/V686ts9VyJzv77r2aNjXPZ6B50gf7rVaTg5cWFpy7OeDqR9fiOB529WQ/\n64lcxwLxXbM0w2WbkiFr6JPBdTpsey2A+ONfTwisC08evnhRTjCOIpHrVleFzikE1mquTt2uO52y\n05F0KKAw/Xpd2oj00O/LOzxle319WIDRdOij3ZY8X3xRyhaGUh6GE+AhHxTWKINSoOz1pD486Rhw\np1Uzf7pEU8DjddI1XfNId/o0Yz7baLj+1HUjP+v3nat17bTjQd0u0OmgVj8zqJr2Hmd3AdlwXqjh\nRjyHE3RB9YVIPzyK7heWgzRGOqJbfRgOC+F6Lmu3h8O6sGC8zgLqAuelw3z50TxiL5akeiz748B3\nb/ZdM33X/3Gyhy9D+GUYV+5R93U7klfQrdh3XS3CQdxnR8kzs8A08t1rmr5cqq9rPqr5lg5Posfi\nqPTz5OJReTIPLVf4NMx5MivTt5JTOM3yUUbic+RjKuxEtwucbrXQvw7sVE+hVMt4/tbW4KC1zmZW\njmZzEDMrDUsIGg2ZHylrxDHAtQ7DcTDsAvPN5kvNmqJI9RXr2+sB5RN76j7DHY69zAF3EY5nrUfg\n/saNmeQ7yYGVhglhbhCHhtXVWZfgLsKs6FIry+8W/MIvzCbfhx6aTb53I46pwDUVzGqM34196G/Y\n3e353o2Y5HRow2SwxcmdDzth9/BgvMVwTGASicFgMBgMBoPBYDAYDAaDwXA3boJOgONZa4PBYDAY\nDAaDwWAwGAwGg8FgloMGg8FgMBgMBoPBYDAYDAbDcbUcPPLKQcbv7XYlhui5c8DJ9a/KhYsXJUDo\nxoYEF93eHkROHhwgAbjOrVYlgPT581kg6NPo9YBvbJUQhsBXN09gaUnCbDAoKWMhMy4y40R3Orvj\nawO743kzjinjEetDTBgrmTFSy2WJIV2vu7jr/b6LCcxvHaOccc1rNXfugX9wCGN3Lyy4GKyAi33M\nWNqMQ7y1NRzrmHFiGV9dx03nARmM68oP66TPANDv6NjG/nkgPGSDfe/HSh8UKgyRIkCAdNAROygN\n0g2iCLfiAGFYAqDO1YgCnNDB89k5fiDqLE3Gkz5ZiYYOFYhjYE4F+daxroNkZxBE3i83szzhn96S\nBVcvl+GChasg/kybRSyFKcIwGNCSPpyEbcxnWYZOx8XL53kIg4NyasMB6JeXs/dUpw1CbmxuArUa\n3rC0g29slSTs1dWrmFtZwcLCSbTbkkej4YKZD42RKAISDBNCHCOK5rG97Q7LYRx+jin2B8dftwsg\nilUlS47gGw0ppx8wuehQEZ9Y9XXSHQmJZWe6Oh99HxgO7D1ohJwyFAUKHxc0elTwfP2MfwiAPgyA\ng4/XdaNr5A1MHQybhKcDv/PeqANJ/Loy/bzA2J/4BPD+97vy8lsdnLMrbx2UXo/xouDg/gENL7wg\nE5COWk2my8D+mg704SgMvF2tygEVtZo7ZUsH7+ZHHyxAYudBCjq4frcrcxqZMMvNAxoGgwQyINfX\nJX8elNHrDQ43mMdN4PrqYJL57nfckvtXanJIRLUqh51Uq/J/a0vyBmRyaTZdGYleb7itOa7IpDTt\n6glHB8bnhMPA5aShRsM9D7hTwPSBJKQ7vsfDKjK6mMdNtFrzKCW3gF7o+oH1OHt2mBbyxpk+WASQ\nPBYXXR2qVTfBarrwD4jQdSDv53+evpQkEpBdtw/7nrEHazWRiUgPnBj4DsempjfWkfSq89fjweeH\nfN4fR3rc6ID4YThM634bUPioVqXtm0054GNrC7h61Y2LMHR03Wg4fq/5FccA60qhhDS4tSVja3NT\n2ovC1tLSsMCzuSn/19Yk3WvX5FkeMvPgg8A73yljg22nguvv1M+g1L/hDky6ds21S6fjDiPhbx5q\nQ3rQB5JwLPDawoKMYx7E0uu5A3JIJ3576z569lngoYdQarfdWK1Wge1tlDodnKpU8O1nK3ile2ow\nD/syL5pNdLeAExQqej1HP6yD7n89gfNgkbU1ebdSkX5cW3OC7eqqG7888Yz0onmCzwcoLPt83Kdj\njmm2qZ4fiuZkfwxwHsqjf/JtLegyHy04+/kX5cdv1kPP23uFfs+XiXlozqRtoeftvULXa6918eWF\n/bRFES87TEzaRnnP6AOetKzqH8amD1/yZTBfntR0mZe3/1sfSML/Wv6tViVGczY3RRGAalWS0eus\n7KCoFAECjvckkSbf2kIY3otS9zV30Fa5LPzg7FlsbsLVL5szk9pplHo9pLVT2OydQmsZCLa+6VhA\nvebaqdFwBwVmZU7kLKZBVmlYQlI+gVJ8c9DOYTQ31B0pgvH9aDDcYdgnB787sbIym3zzTjC+Hdjv\n/D0JZlWnUnxzNhnfhVhfn02+VAzeVdCKwduJVms2+U6TAXziE9NLuwgPPjibfO/GgOKzOoDhbmxL\nKklvN6YpQBRB77AeNmZVp1nND8vLs8l3msjb0LodmNWJutPErOjybjqdeNaY1Zx37dps8p0mZjU/\nGGYHf6Nomp8jhKNVGoPBYDAYDAaDwWAwGAwGg8Fw23Dk3YoNBoPBYDAYDAaDwWAwGAyGqeOIWfTd\nLhzPWhsMBoPBYDAYDAaDwWAwGAwGUw4aDAaDwWAwGAwGg8FgMBgMxxXmVmwwGAwGg8FgMBgMBoPB\nYDCYW7HBYDAYDAaDwWAwGAwGg8FgOE448paDYSiny1+6JN8vvAB8x7kWsLkJRFnx63Wg0QDOn5dj\n2xcWUI6BP31uHt+5UpcXNzaAhQVgaUmer1SwlN3qdOTy+rokGUVArwfEsXzzdPt2W77jGOj35Xel\nIp9+333CENjakqLEsXs/SeRapSK/owioVl1a9TrQaklVFhbk/taW+240pAxJIu+Vy5JXFLnrlQqw\nvS2/azX5f6a+AwA4e7YEQJ5PEqlbrQacqqUIwwDVqqQTRfIe02f5Wi3XL6xbGMqzzIvvRpHcZ/15\nUne57NJj3+q02KVRJM+xnuwXlieJSoP3gQBJUsrauATE8g4QoN+X33NRiiiS/70ecKIRYScJEEZA\nwMJWq0jDEoL4Fm4mc5ivhIh7GLxTqZRQqZyQsmZ0MMfOD8NBP8cxgCjBtzolnK5Gcj0MZQOiUlH1\njJBGcwiksIMdilJyS4iyXJaMswLMVauoVgPMJTeBMAL6MZJkHo2G0G63K0l0OtIumu4AGTL1OrC2\nJvmvrwutNBqqU2s1IYI4xtJKVhcSfK+HU9UdSXB1FQCQPvx2RBGwuAjgxS0gjtFsvh3lMnBf+VW0\nWmewtSWvLC5KdcIQQL+PJJxHSR/jHscoV6QeJ8MbQJKglCSIolPo9aTspI9y2ZX7G+UHcO/mnwP9\nPsrlE0CzKQ82m45gOThI1ProeE2gmvHozHifRFguu/fIBEj4euCwI/Tg0oQyalfKEffoZ6Ic9q3r\nBDgGwg/z5XeSuP98j+/qa7qdWC/NCHmf+XBc8L8e4PzW9WPao+qj++eXfgl497vlf6/nmEU2hlEu\nO0ar68268Trz1fX1yxDHbkK4fFkmCv0On+905LvbHWaMefWo1105yST1RODTlqYTXut0JC8yfw5+\ntivfYR2rVflsbEg6nKjIe+JYJtdOR+oKAM8+634/9pgbxKz/4qLUhZ8kcemyvdk/3a5cIy2QNvxx\nyGcUT0C5LGVn2/kTApkK2y9v3HAi7/Xc+9lzpVptuJ/IB33a8GlUjwuf2er39GSo68px5/Mdv991\nW/X7rg1YH/IeLXCwL5gP6Zj0QJpmnv6YZ1vyXV1W3Wd5fJPtxHL4/Ef3q0+z7Eu+u7kpNMm20ONa\n81vAPafry2vdrptPy2WXbr/vBECOpy2Zx7CwIM9vbcn3xoajZ0Dof2lJBKM4lom1VgOuXx+i2dLl\ny05Ai2OZdLe3XV0rFeDsWbnPcdLtSr79vvuOY5n0KOQBklclmzRJM2fPyty3siLlaTTkQwGVQhf5\nQbst6WxsyPVWy9FDpQI89xzu6/eBixeBxx/Hdz5yFt/qzmFhIWv67W3UameA3/ms8JBeD7h6Vdpv\nc1MEDdKl5m0sV7UqfRBFQtu1mmsXCp0+ryCtkC71XKvHqhbAy2VJPwwlTz7X7bp39adobta/Scd6\nzLHM/jjU44zvVavDcoMefyyjHlt67mU52T5sm73C52WUOym3sExsNz23jEtzPxiX9rSsecblC0xW\nryL62Wu75Mmlmu60TAVIH1FG4NxDWszj1RyT/vjM4/NaDo5jN+9QnuH/SgW4cEHGcrOJk51XgMVF\nSa7VcmMxG9/9PjBfrQ7ki34feL12LzavA63WKVnPnn8Lgj/8A+D8eeycewvKzwOvJydw8l3vElml\nUpGiP/x2XL0KvPnsTby8No8HygnK2Zr7WziNWhPoVu4diGdzjQZQLuNGL0AYCuuMY6AUpll3BQjL\n8wjqdaRhaW99Z7jzMS1ec8RxPGs9Anlr7bsZ9fr00ua643aDsstthxbm7hJsbs4m35n14TRBAft2\nY3FxNvlOczx8/OPTS7sI58/PJt+7EbMSuKhIupswqzrNqg8PonQYByrnbjdmJTDdjeNhVpgmXc4K\nVELfbsyqLe/GPpzVGJ+VzDtFBMnOrItgMNwWHDN1mMFgMBgMBoPBYDAYDAaDwZADsxw0GAwGg8Fg\nMBgMBoPBYDAYDMcJZjloMBgMBoPBYDAYDAaDwWAwmOWgwWAwGAwGg8FgMBgMBoPBYDhOMMtBg8Fg\nMBgMBoPBYDAYDAaDwSwHDQaDwWAwGAwGg8FgMBgMBsNxglkOGgwGg8FgMBgMBoPBYDAYDGY5aDAY\nDAaDwWAwGAwGg8FgMBhmhSAI3hcEweUgCK4EQfBf5dyvB0Hwe0EQPBsEwZeDIPjIQfM05aDBYDAY\nDAaDwWAwGAwGg8EwYwRBEAL4FIDvB/BWAB8KguCi99hPAvgPaZo+AuCvA/gfgyA4kGewuRUbDAaD\nwWAwGAwGg8FgMBgMs3crfgeAv0zT9CUACILgtwD8EIDL6pkUwKns9ykA30zTND5IpjOvtcFgMBgM\nBoPBYDAYDAaDwWDAAwC+pv6vZtc0PgXgwSAI1gD8OYC/f9BMj7zlYK0GNJvye379JVy48EZgqw1s\nbQEbG/j6yn+E+7/4+0ClAiwtiZb36adxT6OBey5eBL70LF5/1/fiZLst99bXsdO8F6UkwZnoBm7g\nBABgexvoduVTLkt+3a58dzpAvw+02/JcowEkiStfnOlnKxUgiiSbRgOo1+V/FMm9JHH16ffluXnc\nlIz6ffne3gYub4lOeG0N97RaQK2G0/U6sJ3gDBPa6rlGShKcrNXkdxu4p1wGkAAbqgIA7qnVpABh\nKIWK40HF7qnX5f5iDWn9NIL4FnbCOZw/L/Vut4ELF4D5aAcvN0vo9YBeT4rCOtZqrl0qFUk+SeS7\n25Vsk0SKE0XSznHs2ieOpW3CUD5sa6bDtADJm7/7fflmtfp9SQ9w6ddqwaB55VqAJAE2NwGghGbz\nDNqrkm6tNpelMYc4FlJjc9Xr8l2rybOdToBabR4nqiF6XSljrwecqgCrq0C0ModOB7iRzONEcguA\npDXXf90RWqMBVKvy6XSksXo9qUS1OqjgjV4gmxj9vrzb6WBhYX6QZr8vZQ1D6a+FBalvswmsrUnS\ni4uuzep1uX/+vPzfQQmonkIpjoE4RrOZ9WcUSZnabWBjQxrt2WeBrS0EGxs4c+kSblTmJJMrV/Bd\nf2MRO637gM9/Aeff8QNYW5OqBKtfw8bGGxCGQO3sPLodoN68B0F8a9C5pf4NKczqqlyrVnF6MQRq\nJ3G6egtn6iFuJSXU6wOyRrkM3Lz4dsx3vonT9QiImlLeOJabJK5y2REdCZXf5bI0HNudREgC57Vy\neVAuANKI/NRqjgFwgESRS18PAn64K8Xr+r8P3g9DaSOmzQHIAaLf5X/Wn9eSRNIgD9BlYJvwWX76\nffn0eq4MfJdlK5ddWdgWLCefjWNpT51v3reuL9MCgE9+EnjkETcIo2i4TJ2OEH+rJQS+ve3SIxMm\ns/brq2mC32Ho6ImMR39qNaEHthHHcLW6u391uqSpbteVpdeT98plSYt0xvrzHfY1r+t21nVjuapV\noVG+u7goz2lmLMwQWFlxzASQew895Mrd67k5a2XF1ZcDUk+E/jjKozk+q59hu7FfmWa77cpLWuMz\nnBA0/DLwQ4aeJJKmbj9NK5o28sYH/7NevEY+wn7qdFzfso7kTSyfzidvvPEa+1TnS1pg27Xbkpbm\ndUzb/9b567GX983ffr/qMZ8kjp+y7wD3nJ+3rrNOu9l0ddbCA2m23XZCSKfj2l0LF5z02Q/kmxT4\nyDMAJzhsbcnz1665scJvtn+3K+Wj0LO+vpuHM1/yDP4OQ3mvXhceRR7NMrMt+F636+iMPKWXyX8b\nG65Ouv1Z115P5tIXXxzuu1pN8iMvZL3Id9pt4QfkA1/6EvCpTw3o6nT2wdIS8MEPYr5cBj78YeCj\nH8U3tucGpJskjsQp4sxFqcgK5M3Xr0v/bWxIedttR+NXr0oZO53dbVGpyPOPPSaZUWBkHep193yj\nIZ9m0wmrLBjnBxaaY5Q8f2tL8m+35Z3tbcc72Q8sdx5/I+2zb9kwfIYLDf0s+RF5RBS5slMG0fMT\n3yWdkZdzvuMYojy5tSXtsbQk77Rakj7bhOsRXS6uMfQYzeERf9V8CW/afhM0/qr1Nbxp44Hh9DT8\nOXi/mMTKJ28uHlWWouf2W669pJUnH1Ke1bybMirlBX7ruZN8QqdBnqHnJl/m8vm05lVcT1L2JQ8p\nl4WeSLNhiK9Hb0C1AllfRhGwtIRblVPY2pChiigSOtzaQqMhxW00hAw3NiTpNy0sAFGEOJZh/+yz\nwPnzAe576CGg00GSCKurVmXNtbkJLD50L8KMtT/5pIgs5TKwvCzVrtfvweamDOfNTeDRR4ET4U3c\n7M8PhppM1/MIkh1phyhCgBRhGByAKAx3BGZvOTgJvh/An6Vp+p4gCN4M4A+CIHg4TdPOfhM88srB\n2wnO1YaDQ+tFDIZjDwrahoPj7/094OmnZ10Kg+FogIoHw8FBJavBYLDxYDAYDFPCk6+9hidfe23c\nYy8DWFb/z2bXNP4ugP8eANI0/WoQBH8F4CKAL+23bFPj+kEQ/CMA/xmAjezSz6dp+v+zd/9Rcp31\nnec/39vVpVKp3G43Qm7kRlYbIWRwCOtxDOEwTsdAAkwmMDk52ZCzk80kM4ddIJtzsiebMOycsXNy\nBjaZSdgkQxYyzGbZySwnZzIDYYY4xkl6GCZxbOwwRrGFLFyykBshmna7KZdLpdJ99o+nvn2fvqrq\nltRqd9v1fp1Tp+o+97nPr/s8z7119ZT6nv6+D0j6aUk9ST8XQrh3q8oBAAAAAAAAbGgLVw7OXXut\n5q69dnX77jNnBkV7UNIhM7tR0jck/bikd5fiPCnpLZL+q5ldL+mwpCc2U7at/iehXw8h/HoaYGY3\nS/oxSTcrPgG9z8xeGUIIW1wWAAAAAAAAYEcKIVwws/dLulfx74R8IoTwmJm9J+4OH5f0K5J+wsys\nJAAAIABJREFUz8we6R/2v4UQljaT71Y/HBz0g/x3SvpU/y+pnDSzxxX/GstfbXFZAAAAAAAAgMF2\nwP852P/V7atKYR9LPn9D8f8dvGq2utbvN7Mvm9m/MjNfO1n+yytP6eK/vAIAAAAAAABgi21q5aCZ\nfV7S9WmQpCDpg5I+KumXQwjBzH5F0r+Q9A83kx8AAAAAAACwJXbAysHtsKmHgyGEt15i1N+V9Nn+\n56ckvTzZN+gvr6z69V+/S7t3S2Nj0ptfc0Tf83dvvLLCAgAAAAAAjKD5+XnNz89vdzGwQ23lXyue\nDiH4n175EUlH+5//SNLvm9lvKP6c+JCkB4al8/M/f5empqRqVRpfeFLPblWBAQAAAAAAXoTm5uY0\nNze3un333XdvX2Gw42zlHyT5VTN7naRc0klJ75GkEMKjZvYHkh6VdF7Se/lLxQAAAAAAANhW/Kz4\n6goh/OQ6+z4k6UNblTcAAAAAAACAjW3lykEAAAAAAADghWFEVw6OZq0BAAAAAAAAsHIQAAAAAAAA\nYOUgAAAAAAAAgJHCykEAAAAAAACAlYMAAAAAAAAARsmOXzm4d6+0uxaklRWp19Oe9rekajXuOHpU\nL5v6qvSWt0iLi9Kjj0ozMzr/lrdr/JGHpDyX7rxTe05+TX/deqUaC1Kl8V2qL0rLy7v1qpvOq9OK\n+aysxAfE3W58r1SkTkdqNGJYtytNTcWwbjceU63G4zodqV4vjpek6em4XavFYuzdK+2unI/lPNXR\n7l4vJr64GF9+4Jkz8aB2O74fPSq1WlKvFxNpNGK89Gm2FzjLYkHyvCiMF6BSielkmbS0FI/rdGI+\nfmylIjUasmpVqlY1VqnoumpV1+3dK6knfWlFynPdMDMjTTSkyawoR7Ua06/X4mdJ57LdyvMYnOcx\nOMvi51otFrXdjuH1eqzivn1FcRoN6ZpG0Hdapm43Ftfbu9crukG9XrS/nwtp7bmU4jHePNfUzitU\nxtXtFuXzsi0txbxbrVhO7we9XkxrZaVo9jNnvKnHNT0d67Nvn3Re42q1Ylyvm9STej2Nt56OGXW7\nslZLOnBAqlb1zaVxXT/ViwXfty8evLIinT0rraxo93Q9FurMmdgZWy2N9Xpqtq/XwoK0sCAdOhTz\nardjlHo91mFhQbrpphju7XPTTfG9UonFGcuCgmz1BIy1v6MxKeZfqcRyHT0ax9mZMzG805GyTLvz\nPH5utaT779fYoUPSiRN6yeu+oZfM9Atw3xf0+p/4CWliQur11GqNq1qVKpVxVaqS+cnyOnvnWFnR\ntYcOSacXpUpF49Wqxut17Zmqxfhe4VOnpMnJ+JqejukcOBBP3unTMa30RHsHzPPYEO12jHvyZHyf\nmorHScVxjYZWT3Q8qTGsXo/xpTiel5ZiW3S7sb7Vavxcrcbj8rx4eWfy9PyEeDmzrPjsZRkUr5JM\n5x6n01kbXqkUA8z3++BIj/XBWqkUdfX6eLl7vSLvdju2+6B6ef5pOj4Qy3NZyuvmZfZ0/s2/kWZm\nijR9rvMB227H/dVqLJOHeT093Mvu+ZTbzuvo9fP2Svf7tk8QfiHxz5XK6ny4Jr+0zf0c+MTm7eT7\nvc09TpYV/cnLVqutrYPX0+O3WtLyciyTl7U/z6/ms7AQyzszE8O8blNT0v798bNPwP35S51OTNfL\nkOdxe1Cbpv0u3VcO91car1Yr2jK9XmVZ0Qe8P6Zp+ru3fXou0nGR5plK+2haJq+P7/ebBC+H90Xv\nmysrRXt5WLUaz4Wfg3p97Zgu16HXK47z7XL/9XKW612uS7ndff+wV3p8uX3SfMpzlueTtvmgfev1\ngVStFl9S7Jc+Bv3GLB2z/tnPeVr+/jVIUnz3vutx0/r53FOtxnj+7teecv/wtJxfcP2aUz4n5Ve3\nW+TpN0o+H/jL67Z//8Xn2e8lPf30mDROrxevdb7P+1U6/3idbrpJOnKkmHu8XT19SfrX/1qqVPRS\nP87fPd30/NbrRTtOTsYbuYMH18713l/8htHHS7n90nnUx563o/cJ/+xts7RUjDfPI21/f6V18HPe\nasW8zp4tzpVff/ye2m8Wfcx7P/Ox72l73bw+Xr+Jibjt16mJieJG1Nu901k7n0kx73a7mG+8Pum1\nx2+4peI7wdRUnLe9v/n9vM/5+/fHsiT3Q83JpmbP3rBmbDX3fzO+TzZV1tz3lGZXXhE/z3yrH/qM\nZheul7JMzQPf1uwT1w6fhy9jBU/z8LOaPbZbzSPPafbY7ks+bs24HTTfDYubZWq+YZdm/+K5y8vj\nUqTzoY+XVqu4jvt1pl6X5uaKset9w/uu98P0Our3bR7P38vXkUZj7bzuaezdu/Y6OjNT7Lvtthi3\nn/70dCyC5RdiWocPK+vfXoxnF6Re//zW69p1+mvaNTOjayZW9Ez1pTpxIg6B2clcmpnRrkrQzIxp\naUm6vvGspKrO1a9Tux1vv2+7LX4d6PWk48elm48EVaumI0di8aampD16Vqrt0RNPFNPoKw+c69e5\nqkpeTP9jWZAkhWwsfldK64wXN1YOAlfP+cplXJCBF7v0Cxs250d+ZLtLAOwcI3rzuiUu94s7AADA\niwiPvwEAAAAAAIAR/cfX0aw1AAAAAAAAAB4OAgAAAAAAAKOKnxUDAAAAAAAA/KwYAAAAAAAAwChh\n5SAAAAAAAADAykEAAAAAAAAAo4SVgwAAAAAAAAArBwEAAAAAAACMElYOAgAAAAAAAKwcBAAAAAAA\nADBKWDkIAAAAAAAAsHIQAAAAAAAAwChh5SAAAAAAAADAykEAAAAAAAAAo4SHgwAAAAAAAMCI4mfF\nAAAAAAAAAD8rBgAAAAAAADBKWDkIAAAAAAAAsHIQAAAAAAAAwCjZ8SsHd1fO60I+rrF6XTp4UCEb\n05kzUqsn3fSOWY2deUrPTrxMe/btk6anpV5P42efkrpd6dgx6cABqVrVfzf9jRhWrUpTe3V9o6vn\nenuU51KnI+3fLy0vS5VKfPV6UqMRX71eLEu9HuNKUq0W3/M87q/V4qtej+F7KufiE+derx8pl3qS\n9u4tDjx7Vpqaige121KrFT/neSyntFqn1cLleYxXq0lLS/FztxvzyrIY3unE9LJM2rdPmpiInyuV\n4rhqNX5uNOJ7pSKtrMT8l5dj3u12DGu3Y75TU/G45eWiMRqNGN7rxVe1KmWZxiVpclIvazSkmvTs\n/uu0p3ZByjKd75nGswvSyoouzFynMV2Q8lzn8nH1etKu7Lye7cTPTy+but1YxU4nFnNioiiyV2k8\nPyd1OtrlJ65SkWq5lOcK1V2y1ne0e7Iay5hl0rETslpNL63V9NLJhrS4qJc0GtJELk1O9s/NhNTt\n6uVH6kWbLnR1zdRUTH9hQS85fKjorE88Eet/9KyU53r9gQNSq99hFivFOTx7tmirajX20ze9Sdfv\nzaRsKp6fW26RHn005ptlUp7rOy3TNZ1OcZ4WFqReT7OvrWl6+lo98oh0663S+PK3dOutL9XYia/G\nePW69r/rJVpYkBYXY/Y33SS96tCFWLZWS7s6HenUoszr2W6vnkt1OrGRs0x6+OEYvm9fLGe7LR09\nWgyQPI/larViHe+5p0jj7Fnpi1+UjhyRlpd1w4ED0ull6cyZGHdiIhbQ+5739V4vnpPl5RjuZfH2\n8/G0tBQ/VyrS4cPSiRNxv4/7NG0v0+RkDO/1Yj/Osth/lpelV786huV5PGZiYu148X1ZFvc/+mjc\nt7wcz9HERKxbux2Pq9dXz+VqmaXiX6ba7WKMe+f2dq3VYjl9rlhYkGZminPjE5Ef769WK9ZxcrLI\nO/2XMB+3PulVq8WYr1SKgdfrFXOUl9snQ8/b5zpPN8vi8T6BtloxbHFxbdt5uSrJ5cjL7+ezVovH\nS9IXvhDbwcvX68UyVyqxTJ2OdPp07AM+z1WrRRmzbO159/qn7eJ5d7tFfZaX43Ee1+ddr7f3Hb8Y\n+EXC2zWN5/Xzedn7gb/SdvP8vHyeXrcbz4m/p/E83fR893qxP1Yqa/tiu732nPn87+Wt1+N1q9td\nW24phnu9PazVKsqSljVt1/Szp+cTvPerVJpm2lbpOUrDffz4HFben/a78nhM65f2UT8+Tcvf0/HX\n6xV9w9vRz6fXzdt6ZSWWMc+LfupjYdC/WOf52rYcVPZy+w4a92k6aTuk6QxKc9D2IGle6bj28HSe\n8+1BdU77sY+HNCx9edv5u7+8H6d1KreLlyPtL16e9HqT1iftR6m0/6b5ez9I2zCdM8v19vwGlc/D\nOp2L65bOWd7P0jKX5x4P8/Htx3l7p3WtVteeuzQPn4vS9NN0/dz48T4mfH/a3p6mzyGDxoLH93by\ncpalbZBe5/zewtswnW/T9m40ivv2SiXeF6R19zS63eJ+3I8tt5XfO3id/d4k7Rte3vK11K9xKytr\n7xHSPliprP3i4tfutE/5XJ32m/vuK/r55GT83iQV95/790uLi2recr7fqOckSc19T13c3utoTnxt\ncPiBb8f3m55ZDZs9vieGHX622E7GSvPQdzR7fI+aR54rjjlZ9AUPbx55TrPHdg8vVNrWbtB8uY7m\nG3YNTjd9v8S0Bqbj/cjv4/xcScX9n1ScX7+WSsX3ypWV4hpVqxX3qFkmHTxYpOH3Bt63/DrqfSEt\n18REcY/gdfN+dvp0/J4wOSn1erLjX9XuAwekM0vSwYO6kJukfjF78biw/wZZ57n4najX07mJl6qe\nST/8w/3blBNF/rVaLPbXl/bo5fsvKO8PoQMHYpW9aJWK4nfO7rN61cSKzk29TLuy8/qvD+zRzExM\nw79SX6js0spKTH9yUrLe+dX54oLGVqt3ITeNZeHyziNemFg5CP8uh6tgenp78p2a2p580xvUF4tG\nY7Ty3UqXe0N4tUxMbE++W+mWW7Yn38nJ7ckXV8+I3ujhEm3XPI0XvvQfKV4stmm+9AeDuAr279+e\nfA8e3J58t1D671zAixldHQAAAAAAABjRf1AezVoDAAAAAAAAYOUgAAAAAAAAwMpBAAAAAAAAACOF\nh4MAAAAAAADAiOJnxQAAAAAAAAA/KwYAAAAAAAAwSlg5CAAAAAAAALByEAAAAAAAAMAoYeUgAAAA\nAAAAwMpBAAAAAAAAAKOEh4MAAAAAAABAlj1/ryHM7G1mdszMjpvZLw6JM2dmf21mR83szzdbbX5W\nDAAAAAAAAGwzM8sk/bakN0takPSgmX0mhHAsiXOtpH8p6QdCCE+Z2d7N5svDQQAAAAAAAGD7/8/B\n2yU9HkJ4UpLM7FOS3inpWBLnJyT9YQjhKUkKISxuNtNtrzUAAAAAAAAA3SDp68n26X5Y6rCkKTP7\nczN70Mz+/mYzZeUgAAAAAAAAsIUrB+cXFjS/sHA1kqpIulXSnZL2SPpLM/vLEMKJzSQIAAAAAAAA\nYIvM7d+vuf37V7fvfvjhQdGeknQg2Z7ph6VOS1oMIXQkdczsC5K+W9IVPxzkZ8UAAAAAAADA9ntQ\n0iEzu9HMqpJ+XNIfleJ8RtKbzGzMzOqSXi/psc1kyspBAAAAAAAAYJv/IEkI4YKZvV/SvYoL+j4R\nQnjMzN4Td4ePhxCOmdmfSHpE0gVJHw8hPLqZfHk4CAAAAAAAAOwAIYR7JL2qFPax0vY/l/TPr1ae\nPBwEAAAAAAAAtnnl4HYZzVoDAAAAAAAAYOUgAAAAAAAAwMrBK2BmP2pmR83sgpndWtr3ATN73Mwe\nM7MfSMJvNbNHzOy4mX1kM/kDAAAAAAAAuHKbfST6FUl/T9J/TgPN7GZJPybpZklvl/RRM7P+7t+R\n9DMhhMOSDpvZD26yDAAAAAAAAMDmZNnz99pBNvWz4hDCVyUpefDn3inpUyGEnqSTZva4pNvN7ElJ\n14QQHuzH+6Skd0n6k6GZZJnabSnPx1XplzbPpUpFOnpUOnjwBl3be0ZayfVk+6W6sfc1aWlJ3z78\nvZqclJaXpZdkT0tPPCFNTEh790qSzlf3qNOSer0iTUnqdotz1O3GQ7rduD/L4navF/P393o9fu71\nYrxaTTqvXZKkcW/hSkVqt+N7pxMTq9dj5HY7ft63L8btdKRqVVpZieFZFhNfWorbKysxrNOJhatW\npcVFqdGIr7NnpVYrplWvSzMzMb5XaGYmhtfr0tSUVKspZGOy5acVJq+TdZ6Lcb2srVZsSD8unpCi\nUWq1GL/R0OpJknRBY6tV6bakSmVMu6pB4/k5KZc0OakxBQWNyXo97dI5ZdVdUqejPZWe9uTtfjss\nxXJ4Wbyx/dVoxLJ0u9LkZHyv1VbLZ17eiYlYvpWVmE61Go/Nsti2fp4ajZju6dOxv3jbrqzEc7S0\nFF+1mnTqVEx7ZSW2e57HY72sKyvxc68X8/P9Z8/G96mpmNbp07Hsfk727o1p33KL1OnowvQNWjkj\nXXPyeDE2PO/JSe2emtLrD9WkR09LZ89qLM+lRx6RDh+WpqY03m7rxulp3VirSDO59MRp6Wi/fb1/\ndbuxzF7GU6eKPpvnMW6lEl9798bXzEwM7/ViOt6+PpD8HHl/e+KJWPalJenee6X9+6Xjx2Nb7tsn\nTU/H4/bti2mcjvVRrRb7YLsdj5+aiu8+CNttaWEhhh08GNvcx0u7XcSr1WIelYp05kwxDicn46vd\njud6ejrW68iRWIZ3vCPWNc9jeaemYtxWK6a5shLT9Dy9PTudeIyP+XTC8PHT7cawVivm65OPFNOt\n1WJZjh0r2r0/N2phIW77xcUnMletxvdGI6bp6ZYnvU6nmIe8r/uc4+ew1Sra0idhT8fHn9fJ29vz\n8OMrlTievC09LT/OJ19PP8tiHbzvSbEP+Xa7HfP1dJaXY11OnoxtubxczIPtdkzP2/HkyeI8lfP2\nl6ebXiiSOW71eB/bnoafbz9P3jaehrdROif4u8f3c5eWycvh794+abx0n/eJtG6evtfD8/b9i4tr\ny9ZqFf2gVivS9jm13S76eaUSx67n3WoV14i03H5u0/KldU/7pn/2/pT28XK/Ses96MZr0Hn2sqd9\nsdwPynmkbVoO87GQ5uP1TtP1+cDjpX3c9/nn9D01aN9GN5kb7U/r7dvD6pm2TRo+KM1B+ZfPS7qv\nfHPm+9Lx59vp8eX+Ua5HGsc/p+O3nEZaVz+X3lcH5TPoXJc/p2mX65MeW+6vfi9TLlt6jKtW47hL\n45T7rdcjnde8TOXypuFpmn5co7G2DOV4afy0DJVKcR/iefoNdlq+Qf3W28TbqTyXlfPyeH6Mh6X1\n8Hbxdy9LOV75WjU5eXGf8HQ6neJ+utNZ2z5+jUrrmb48v8nJuN/vWcvnPa17ej1Jz6O3R3qt8Xto\nv86m9wKHDkmvfrWe3Pc9yo99+OL2vwqa+795cdjhZ4eGzR7fo+aR5wbGax58enAeR57T7KO7Lq9g\nw8bVsL4oXTwP+rU5nRMuJb+U33On13r/fjNoLvSx5K+JieL+dO/e4prs57xWK67Pfp+Y5uVj3sdB\neU7o9dSs/o1mOzfHfbXa2jnB74v9Hr1Wi2XqO3lv7Fezb/rZom633KJQGZe6RdPsqQep0dAz7XEt\n3f9hzb7lF3T9Xum57pjU62l31tPuffG7yLPdcdVqsQsXX0n2qNfbo/yMdPbsuPbt63837RZfGf1r\n8+rpTa7RmSRTUJbZahOYgoLKjz+AF76t+j8Hb5D0l8n2U/2wnqTTSfjpfviOcCnzNy7Nt5bGVp/f\nACOPwXD1+ENcALia1vviDwAARseI3g9s+HDQzD4v6fo0SFKQ9MEQwme3qmAAAAAAAAAAttaGDwdD\nCG+9gnSfkvTyZHumHzYsfKi77r5b585nCkH6vu+b0x13zF1BcQAAAAAAAEbT/Py85ufnt7sY2KGu\n5s+K0x/e/5Gk3zez31D82fAhSQ+EEIKZPWNmt0t6UNJPSvrN9RK965/+U32nPTbwv1cAAAAAAADA\n+ubm5jQ3N7e6fffdd29fYXayEf1Z8aZqbWbvMrOvS3qDpP9oZn8sSSGERyX9gaRHJX1O0ntDCKF/\n2PskfULScUmPhxDu2UwZAAAAAAAAAFyZzf614k9L+vSQfR+S9KEB4Q9J+q7N5AsAAAAAAABcVawc\nBAAAAAAAADBK+F/8AAAAAAAAAFYOAgAAAAAAABglrBwEAAAAAAAAWDkIAAAAAAAAYJSwchAAAAAA\nAABg5SAAAAAAAACAUcLKQQAAAAAAAICVgwAAAAAAAABGCQ8HAQAAAAAAgBHFz4oBAAAAAAAAflYM\nAAAAAAAAYJSwchAAAAAAAABg5SAAAAAAAACAUcLKQQAAAAAAAICVgwAAAAAAAABGCSsHAQAAAAAA\nAFYOAgAAAAAAABglrBwEAAAAAAAAWDkIAAAAAAAAYJTwcBAAAAAAAAAYUfysGAAAAAAAABjRnxXv\n+IeD5/Mx9Xrx89KSVK1KvV58tVrSyorUyq5VpyN1OtJzN71C2v8K1XJpLD+vl9R7evLsdTrT+1uq\ntqTaKWlqKp7vl06elyRdyMbVakn1ulTpt0i1KrXb8b3VKsLzPH6uVKRaLW5PTMR9vV4sQ57H4/Jc\nUqcbI7fbRYHzvKjg0lJ8z7IivFaL8SuVGOaJSjGNTqcowMREzPjAgViBWk3auzemOzERj5ucjK9+\npZ6rXKPdtaAg0+Ki1FmK0Vqt69RYkXq93arVdvfrtEd5/hLtP3Kjzp6Varm0srJbvV5MspJJ3VbM\ntrdSZLl3r2Tdc9pTkdTt6bp6RaG6q6jL0pI0PS21WrJqNYZ3uxr3E+z1rNelbr8NJybiy0+At1mW\nxbgrK7GNpqbi50Yjxu92Y3inE7drtbg9MRGPzTJp/35pcTGG1+sxrqtUpLNnY7yFBa12tjNnYps2\nGvF9aSke6x3m9OmYV6US4x44EPdJsUwTE7Gck5NFp/FOd/BgPL7RkB59VGNL39INlVy6//5Yv3Zb\nOnZMOnIkvvsxJ07EY5aWiry9XIuL8bgsK/phlhWDyvuh63Tidq8X43jb5HlxbK222r7NmW9p9tju\nYn86mHq9ol8fOxbzn5iIZZucLPqy93PvJ1kW2+zUKWl5OYY1GkWf6PWK/HyAnjoV93lbe386c6bI\na9++WJejR4t0lpeL9CYnY1m73aKNWq243evF8i8tFeNQiuVqNGK8djumt39/jH/2bFGm6emiru12\n/Oz9q9WKafj4l+K+ej3m12rF9E6ckG6/vRgHfh68rO12TH9xMebn7ZCeY+9HPsd0uzHvWi3WL8uK\n/tLrxc/ePr1eEe7j0cerTwCLi0V87/OeTrtdzGfe/mnf8/6TZfHdJ2dvex9zy8tFuj6PeDs+8UR8\nX1go+uDiYmy7J56I6Xi7eVv7nFIus6fv49TLmM7l6YXA2zqtT/qe5uV19/S8Hh7fy5ce6+mnY7Gc\nbjm+x/E8/dyVx6un7RfFbrc498vLa8+PzzNpXRYWivz8nKXzhpfR2zEtd3k7PS9pW5bTSuvqn72O\nPseX0/C+2e1enGaahrdver1J45XLPSid8vlIy+7Hp+Usv8px0zYZFqf8eVh5y2Uvp53WuVz3VDkv\nl/ZV35eGDaubb/s8UK2u7WfDyjOoncvtX96fjtf1zqfnl47HtO/4nJimVR6jg8pSbvfy8YPG97D6\nDWpHb8Py3JD27fXK4fu83b3+5ePKn9Nrjo/lQfmWx2k6P5Trm94jSMX9nbd9uc2H9f1B84KXZdj4\nHGTYmEnndi9bOid5uf0+pZxP2sbl6623Tzpv+zHpsWldy+X1ea9aXZtXo1HM9ZWKmkt/Ki396eC6\nb4Pm4Wev7LhXn9Pso7uGXzeGhV1OHm/Ypdkv9vt8+RxcaR7ef/x+XlrtX83KV6T+MJit/u21cf1+\nZHExfvbvGX6/5n3R70f9Gu95+n1t2n89bw+X1Jz4WnyvPRbDO9Js9rdW+3/z5H/Q7PTbi/vJ/n3F\nqfs+vLaeeS5TWE07z6WF+Q9r5s5fimHdrtTtaun+eFzzvl+L9X7LL0iqrF7LQ3WXav0mHs8uSFmm\nbMLW3OZNThanp9eLXV4qbmXGswu6kI9pLMsUsjGZQixbnsuyTFkWQ4AXq3XuEnem9e5rNyt9HlTm\n1/HnXflL5gvEute+9Rp6s+r14fs2cdHfFL/52wonT25d2ulNZ9lWDsT1zuFW2sp81xvHWznG/QZx\nEH+YvhXOnNm6tP1ObpD1+uxmrTd/rFemzdrKsbYe/3KwFS7lAdVW2K5rALCe9cbDVo7/7ZpbtjLf\n9a6n2zX+X6D38c0jz213EZ5fW9k/tmusHTw4fN9WXuPXs4X3aasPGLfCdp1DbJ/1/tH2ar92kJ1V\nGgAAAAAAAADPmx3/s2IAAAAAAABgy+2wFX3Pl9GsNQAAAAAAAABWDgIAAAAAAACsHAQAAAAAAAAw\nUlg5CAAAAAAAALByEAAAAAAAAMAoYeUgAAAAAAAAwMpBAAAAAAAAAKOEh4MAAAAAAADAiOJnxQAA\nAAAAAAA/KwYAAAAAAACwXczsbWZ2zMyOm9kvrhPve8zsvJn9yGbzZOUgAAAAAAAAsM0rB80sk/Tb\nkt4saUHSg2b2mRDCsQHxPizpT65GvqwcBAAAAAAAALbf7ZIeDyE8GUI4L+lTkt45IN7PSvp3ks5e\njUxZOQgAAAAAAABs//85eIOkryfbpxUfGK4ys/2S3hVC+H4zW7PvSvFwEAAAAAAAANhC81/9quaP\nH78aSX1EUvp/EdpmE+ThIAAAAAAAALCFKwfnbr5ZczffvLp993/6T4OiPSXpQLI90w9L3SbpU2Zm\nkvZKeruZnQ8h/NGVlo2HgwAAAAAAAMD2e1DSITO7UdI3JP24pHenEUIIN/lnM/u/JX12Mw8GJR4O\nAgAAAAAAANv+fw6GEC6Y2fsl3av4R4Q/EUJ4zMzeE3eHj5cPuRr58nAQAAAAAAAA2AFCCPdIelUp\n7GND4v701ciTh4MAAAAAAADA9v+14m0xmrUGAAAAAAAAwMNBAAAAAAAAYFTxs2IAAAD/jrL2AAAg\nAElEQVQAAACAnxUDAAAAAAAAGCWsHAQAAAAAAABYOQgAAAAAAABglLByEAAAAAAAAGDlIAAAAAAA\nAIBRsqmHg2b2o2Z21MwumNmtSfiNZtY2s4f7r48m+241s0fM7LiZfWQz+QMAAAAAAABXRZY9f68d\nZLM/K/6KpL8n6WMD9p0IIdw6IPx3JP1MCOFBM/ucmf1gCOFPhmXQ6UiVitTtSnkeX71e3J6elhYX\npb17Y9x9+6Tjx2MbT09LS0vjqlbHNTUl3bj3WZ2v7tH40jdjxDzX0yvj6vViep5HoxG3Wy2pVouf\n6/WYZrcrVasxbpbFz35OrfOcxisV7W4oBnS6GvNKdLvxvVKJCVarcdsTr9eldjvuz/P4XumfmjyP\n6bXb0tSUtLIiTUzE/bVajOOF8QLmeaxIZe3pvaAxjTUayrpSkEmKSU1OFvXzOntxJckUFGR6+UyQ\nlpf10pl6USZJqvYPziQt9U+Ul8vrU63KuqV9rVY8we322pObvnvb5XnRbl6wXi8WuNuNlZicjOlN\nTUmnT8dO4Ccpz6VTp2L8ej3GabfjPu8E3n7eEbxclUqM73lOTMR8ZmaKcue5dOBAUR7vKJ1OzGN5\nOR63shLj9vugqlXpzJmYvtf59OmYTqUiLS3Fcpw4EcOqVemJJ2LcqakinW43xqvXY7x9+9b2gTxX\nM39I6jehpkoDrdF/nxg8DmdP1SVJzQPfHhyhr3nkOUkm6Vz/9ezFaR1V0QcqlaLMtVpxPrzcjUZx\n/icmivPhYUrSSs9lnsf0Op1iTExN9cdmJ54PT3NyMrbf2bMxrW43ppFO1gsLRT5SbGvvj+XPExNx\ne3q6qFulEs/h8nLs991uTOvMGemmm4ox2+3GuAsL0sGDcYK7885irvDBOTER0zp6NPa7dls6cqRo\nh3Z7bZ84fTq++3hI5waPv7xcnI+VlWLybbVi+Xy8pufCz0G3G4/z9NKJ2sucjpVOJ4YtL8f2H3Re\nfTvLijbM82Iu9Lr2w5v/w2vW9rO/WIn79+6Nx6RzSlqmbrc4H87LsLRU1MfPcbkuPv96vdL+48d6\nemmfldb2s7Te/vL5I+Vtmx6Tzqvpe3qOB918pOX0vufjb3ExnlOvj7e955deNKvVtWPA49Rq8b1e\nL9pqWFkHvad9oNwGaduW27W8nZ6L8nGDzk0aVr6elc9p+Rhvq2FlScuf1i297vtNRnreBp3T8vtG\nbVrOd1DZ1iv3oDpcSrxhht0QJ+M6vYdY7aeet8/55fO0UR7lsT7o2EH9olzfcj/x8njcYWUZ1ifS\n90HnsNxf1/tCMajcaRnTOTcta9q2g8ZRet4HtdegvMt5pOHpMekY2ijdQWN0kPX62KD3YceuV3ff\nn7bhoHOVzg1pXdfLx+P43Oz5VKsXHzuoPOV2L48Xv0/KczXvuKYfaUzSrsHpvoA1X31uzfbs0fH4\nYaNxfzl87ho0V5THf+ncNW8bk3RBs49o7ThMzmEz+2/9Y0t1a/0XzTb+dpF/tyvt31/cxx04UHz/\nmJyM93MzMzH+xETsF41GjOP3Al7G9P4oqUez+jcDm6CZPyS1ku0zf7w2wpkBx/zFv9Tsm3529Xvt\nRc2fZWqe+szFx933a5q9838t+nSvpzHFHqwsXkPGM2m8nul8z1ZvPffULkhZDBvvPafzld1FVatj\na/Lw78tS/D7s34mBF6tNPRwMIXxVksxs0Ci5KMzMpiVdE0J4sB/0SUnvkjT04eDzab37LAC4YidP\nbncJXjz8gTEAAMBOxxdM4IVnRMftVtb6YP8nxX9uZm/qh90g6XQS53Q/DAAAAAAAAMDzbMOVg2b2\neUnXp0GSgqQPhhA+O+SwBUkHQghP9/8vwk+b2as3XVoAAAAAAAAAV82GDwdDCG+93ERDCOclPd3/\n/LCZfU3SYUlPSXp5EnWmHzbUP/tnd0mSLlyQbr11Tt///XOXWxwAAAAAAICRNT8/r/n5+e0uxs43\noj8r3uwfJEmt/h+DZrZX0lIIITezmyQdkvRECGHZzJ4xs9slPSjpJyX95nqJ/uN/fJek+J+Etlrr\nxQQAAAAAAEDZ3Nyc5ubmVrfvvvvu7SsMdpxNPRw0s3dJ+i1JeyX9RzP7cgjh7ZLukPTLZtaVlEt6\nTwhhuX/Y+yT9nqSapM+FEO7ZTBkAAAAAAACATWPl4OULIXxa0qcHhP97Sf9+yDEPSfquzeQLAAAA\nAAAAYPOu5s+KAQAAAAAAgBemEV05OJq1BgAAAAAAAMDKQQAAAAAAAICVgwAAAAAAAABGCisHAQAA\nAAAAAFYOAgAAAAAAABglrBwEAAAAAAAAWDkIAAAAAAAAYJTwcBAAAAAAAAAYUfysGAAAAAAAAOBn\nxQAAAAAAAABGCSsHAQAAAAAAAFYOAgAAAAAAABglrBwEAAAAAAAAWDkIAAAAAAAAYJSwchAAAAAA\nAABg5SAAAAAAAACAUcLKQQAAAAAAAICVgwAAAAAAAABGCQ8HAQAAAAAAgBHFz4oBAAAAAAAAflYM\nAAAAAAAAYJSwchAAAAAAAABg5SAAAAAAAACAUbLjVw5WKvFVrUq1mtTpSJOT8WFuvS6trEiNhpTn\ncd/+/XFflsV4vV7cr15VlYp0fup65V0pz8dUqcQ0q9V4vBSPG8uCgkyWX4iBeR5f9az4LEnd5KA8\nl7rdWNg8jxl7uD959gxdrxfDPA3/7On3esXxnm61WlQwy2IcPybLYhlSHt7paKzblfJcuyoVqR3L\nt8vjZZl257nUlcbT4/tlsLQdut2ibl7WMq9zWsZOZ217ttsXH+/7vC283nkutVpFm6RtlLZPnktn\nzsT3lZXYXh7Hy+DnqVIp2tHz9PJ62dL6+nH+3umsPRf1egz3+pb3ZVksj2u3Y3zvwF6nSkU6eTJ2\nYEl67Wul48dj36nVpH37Yjren3q94rx7/8oyNat/009v8Cm6HM0D3958Ip7WLecl7ZZ0rv96tr/n\nG/Gtk0Su9V+XafbY7rXnovw5z4vB3+msHXv+SvtwKsvUPPyshnuu/z4u6byk85rVjHT2bAyempKm\np2PeBw/GvFutuK/blZaWir4yPS19+cvSxETcnpyM/XrfPmlhIW57X/Cy9nrx1WrFtLpd6fTpYnL0\nflSrFRNoqxVfe/cWfcnT8c+tVrGv0ymOn5wsxk+3W/TBTqfo7/25R1Ix4Xa7cQw0GmvPSzonpPOf\nj+V2uxhPtZqaP3TDwLPQfONuSdLsX+Rrz63PIZ6nb1eSgZLMm2u2B81X6VyY9p3yfJ7yOanbLfqg\n8/7o7eHx04tUmmbaP9N+u55yuf3c+Xnyc7OyUnzudouyNRpr6+f19TnU93m9vPx+/Urrlo6zPDlX\n0uBz4nHTubvcb8rXiY3aotyOaTrrHTPofVCeadpp2Yflu16ew8KHpTeoz16qcr0GtfUwA+bNgeGD\nyuR9pHzMoP6d1n8r/5U/HTOD+mr5PS2PHzOsfGmbDmoLfx+Uh89h5bZKx0d5HA46h2n65T66Ubts\nFJaet/LcNWjOXy/t9cI3Mqg+V9pnhvVv6eJrQXm+LR9Tbpv12mRQfsPGVnofXU7X5+L+HNe845p1\nKvviFO9Fo9mj46tt07xtTLMPDG/z5m1jmr2/3279+4xVyTWrefu4Zh84X1wbh11P+mmufn7tBc0e\n10Xjsdl4fP36tP6L1JJmZ/6udODA2ntLKd5vtloxvZmZ4t7P7wvr9eI7kn//KF/nJTX111JVV13z\ni791UdjpP/uwDrzll9beC5SP+7N/MTB89o6fkyoVncvHV5vSv24py3QhN41nF6Q8X/OVenctPgOQ\n1k6tY1nYVP3wAsTKQVzp/QYGoDGBgj8YxObV69tdAgAAAAB4UdnxKwcBAAAAAACALcfKQQAAAAAA\nAACjhIeDAAAAAAAAQPr/7271awgze5uZHTOz42b2iwP2/4SZ/bf+64tm9l2brvZmEwAAAAAAAACw\nOWaWSfptST8o6TWS3m1mR0rRnpB0RwjhuyX9iqTf3Wy+/J+DAAAAAAAAwPb/n4O3S3o8hPCkJJnZ\npyS9U9IxjxBCuD+Jf7+kGzab6bbXGgAAAAAAAIBukPT1ZPu01n/49w8l/fFmM2XlIAAAAAAAAPAC\nYmbfL+kfSHrTZtPi4SAAAAAAAACwhT8rnv/SlzT/0EMbRXtK0oFke6YftoaZvVbSxyW9LYTw9GbL\nxsNBAAAAAAAAYAvN3Xab5m67bXX77t8d+HdEHpR0yMxulPQNST8u6d1pBDM7IOkPJf39EMLXrkbZ\neDgIAAAAAAAAbPMfJAkhXDCz90u6V/HvhHwihPCYmb0n7g4fl/RPJE1J+qiZmaTzIYTbN5MvDwcB\nAAAAAACAHSCEcI+kV5XCPpZ8/keS/tHVzJOHgwAAAAAAAMA2rxzcLqNZawAAAAAAAACsHAQAAAAA\nAABYOQgAAAAAAABgpLByEAAAAAAAAGDlIAAAAAAAAIBRwsNBAAAAAAAAYETxs2IAAAAAAACAnxUD\nAAAAAAAAGCWsHAQAAAAAAABYOQgAAAAAAABglLByEAAAAAAAAGDlIAAAAAAAAIBRwspBAAAAAAAA\ngJWDAAAAAAAAAEYJKwcBAAAAAAAAVg5ePjP7VTN7zMy+bGZ/aGYTyb4PmNnj/f0/kITfamaPmNlx\nM/vIZvIHAAAAAAAAcOU2+0j0XkmvCSG8TtLjkj4gSWb2akk/JulmSW+X9FEzs/4xvyPpZ0IIhyUd\nNrMf3GQZAAAAAAAAgM3JsufvtYNsqjQhhPtCCHl/835JM/3PPyzpUyGEXgjhpOKDw9vNbFrSNSGE\nB/vxPinpXZspAwAAAAAAAIArczUfVf60pM/1P98g6evJvqf6YTdIOp2En+6HAQAAAAAAAHiebfgH\nSczs85KuT4MkBUkfDCF8th/ng5LOhxD+v6tdwFqt+FytxlelIuW5NJYFTUyYKpVivxT3ZVmM1+lI\n1j0XC949p0p112qc3bWgIJPlFzSWqXhU2stl5SWe6faw5Z9ZFhNO46RxvaBewDS+h6fv5TyHxffP\n/vLj0vTyvGi4bvfispaPLR+f1ifNd5gknebR/1eSNPva//Gi45uP/n7cd+Tdah6L3Wf28H8f9538\nDxvn80LSKW1XJeWSJgbElTR75mVSrxfbrNeT2m01D3y7v/fZ/vs3iwNWnryqxX0hax55TtJz/a3z\n/ffxJEZ//8HdpSPHknih/36h/9pEed7o+ezup/uN1X2zC9cX48LfJyfj5OVj9cyZOBm223Ec12rS\nykrct7IiNRrF2O73Fa2sxO1Tp+L28nKMPzlZTJD+qlZjnMnJeMzKSkyv3S7mhm63KKOHS7Gc/rla\njfEqlVgO3+96vWJS93CPl2VFHtLF81GtVrRJoyFlmZo/tPG/LTXfuFuz892irl4+5+Mry9Scu3b1\nPM3e9+0i/14vvvppNOeuLfan5U7L3O0Wx3oenkZ6rj1e2kZZFuua9ovL0LzjGknS7Be+U9RRUvNN\ne9bEm/3Cd6Q87/fP8lh46WXlOfuvHoofarWifcvlH3SNS1/luOXrUfm6ml5Per2Lr3mDrlWD2jP9\nWcegtk7TGXSNHLRvUB7ptX/QcWldyu0wKK9BbVIu13ptOqgOw/JM2/NS7gHKdVuvnIN+WpPep5Tb\ndb17pUH1KB9bLku53wxKozwvDWuLYX0l3b6UczBov88dPocm93M+5qU4rteO9fLYHm72k18prg+X\nOiY2Cr+Ue+ZBx6/X34bdC6+X70bbV2JQH9xonKTzwLC5sdwXB/Xlcr6D9vm9f5qmX/PzXM0ffcWl\n1fNFrnnLec1+2daG3T6u2fvPxfcHLmPOk9S8bSx+8HPsYzftLx42SGnebjYev6z81Wisvdfx+dS3\ny+/+BbrRkFqt+LnXU7P6N5Kk2e5r1Kx8RepdXjGuhlP3ffiKjmt+4f9csz19xy+tNnfz3v9DknTg\nLb+ksXpd3U6cVqtVKSj2gyDTeKX/PaDXi9/X+uck19hO+yUotsKInuQNHw6GEN663n4z+ylJ75B0\nZxL8lKSXJ9sz/bBh4UPdddddq5/n5ub0pjfNbVRk7ARX8IUWADaU/osRAADATnY5/6ACbLH5+XnN\nz89vdzGwQ234cHA9ZvY2Sb8g6Y4Qwrlk1x9J+n0z+w3Fnw0fkvRACCGY2TNmdrukByX9pKTfXC+P\n9OGgVCwyAQAAAAAAwMbm5uY0Nze3un333XdvX2F2shFd5LSph4OSfkvxx5Gf7/8x4vtDCO8NITxq\nZn8g6VHF3/S9N4Tgv9F7n6Tfk1ST9LkQwj2bLAMAAAAAAACAK7Cph4MhhFeus+9Dkj40IPwhSd+1\nmXwBAAAAAACAq2pEVw6OZq0BAAAAAAAAbPpnxQAAAAAAAMALHysHAQAAAAAAAIwSVg4CAAAAAAAA\nrBwEAAAAAAAAMEp4OAgAAAAAAACMKH5WDAAAAAAAAPCzYgAAAAAAAACjhJWDAAAAAAAAACsHAQAA\nAAAAAIwSVg4CAAAAAAAArBwEAAAAAAAAMEpYOQgAAAAAAACwchAAAAAAAADAKGHlIAAAAAAAAMDK\nQQAAAAAAAACjhJWDAAAAAAAAACsHAQAAAAAAAIwSHg4CAAAAAAAAI4qfFQMAAAAAAAD8rBgAAAAA\nAADAKGHlIAAAAAAAAMDKQQAAAAAAAADbxczeZmbHzOy4mf3ikDi/aWaPm9mXzex1m82TlYMAAAAA\nAADANq8cNLNM0m9LerOkBUkPmtlnQgjHkjhvl/SKEMIrzez1kv4vSW/YTL6sHAQAAAAAAAC23+2S\nHg8hPBlCOC/pU5LeWYrzTkmflKQQwl9JutbMrt9MpqwcBAAAAAAAALb//xy8QdLXk+3Tig8M14vz\nVD/sm1ea6bbXGgAAAAAAAMD2YOUgAAAAAAAARl6QbVna8/Pzmp+f3yjaU5IOJNsz/bBynJdvEOey\nWAhhM8dvKTMLIc/XhAWZTEHKcynLdCG3Nas+TWE1zBRi/O65IkKl/zw0PaiUx0XS/cM+r3fMoH1Z\ndnFa5bA0nfL7sHzyPNbR05PUfPgTw8sCYMeZ/XL/glStxvHcakmdjppv3K3Z+Wdi+OKiVKvFcT4x\nEd/37pWWl6WjR+P7rbdKS0sxrTyPx01OxnefbyYmpJUV6cQJ6XX9P3K1tCR1uzENKZahkvxbUpbF\nV69XzDceJ8+lej0e78ecPSu99rWxvKdOSY1GTLvXi2F5Xrx3Omq+YVdsh4dDUc5eTzp9Om7369B8\n4+5Lb9PPfUPNd7zs0uPf9+1Y/jNnpCxT88deqdl7vinVamrOXRvj/NnTUqOh5u3jxXEPnJekNWFb\nZXb+mZhXvzw72ey/fWzwTzTSa5jvL1/vvL+V4w/aHhZW5uml72n5hv2cZFh4WtZh1/NBxw9KLz12\n2LX/UstVTnNY/sPSv5R7nkv56c2w9hiWznrtv1FZy/s3OpeX2sblOJdyDzjs/K5XjnKZfP7rdmPc\nqak4h3c6UqWi5g+/XFfL7Ce/UuRZtl67btTXL+XcltNabwwMmwcupb0vtRyXEvdS+sCwspXntWH1\nLc8p5blqozJ7fM+jUlHzp7574+Nx1c0+cL44r36/lOer9zwXxT/1EjUPfPvK8pr4vrXfBVf+8/C4\nU29Wc+lPNTv15ni/2evFcumvryjvF5LZH/jFYo5Nx1bpOhwqxT1d+VK6+rxBpWcqtnUPl64mM1MI\n4YVR2OeJmYU8f/6ekWXZxefAzMYkfVXxD5J8Q9IDkt4dQngsifMOSe8LIfwdM3uDpI+EEDb1B0lY\nOQgAeOGoVre7BMDOcSkP3QAAAHDJtvvWKoRwwczeL+lexf8K8BMhhMfM7D1xd/h4COFzZvYOMzsh\n6VlJ/2Cz+fJwEAAAAAAAANgBQgj3SHpVKexjpe33X808+YMkAAAAAAAAwIhi5SAAAAAAAABG3nb/\nrHi7sHIQAAAAAAAAGFGsHAQAAAAAAMDIY+UgAAAAAAAAgJHCykEAAAAAAACMPFYOAgAAAAAAABgp\nrBwEAAAAAADAyGPlIAAAAAAAAICRwspBAAAAAAAAjDxWDgIAAAAAAAAYKTwcBAAAAAAAAEYUPysG\nAAAAAADAyONnxQAAAAAAAABGCisHAQAAAAAAMPJYOQgAAAAAAABgpLByEAAAAAAAACOPlYMAAAAA\nAAAARgorBwEAAAAAADDyWDkIAAAAAAAAYKSwchAAAAAAAAAjj5WDAAAAAAAAAEbKph4Omtmvmtlj\nZvZlM/tDM5voh99oZm0ze7j/+mhyzK1m9oiZHTezj2y2AgAAAAAAAMBm5fnz99pJNrty8F5Jrwkh\nvE7S45I+kOw7EUK4tf96bxL+O5J+JoRwWNJhM/vBTZYBAAAAAAAAwBXY1MPBEMJ9IQR/3nm/pJlk\nt5Xjm9m0pGtCCA/2gz4p6V2bKQMAAAAAAACAK3M1/yDJT0v6VLJ90MwelvSMpH8SQviipBsknU7i\nnO6HAQAAAAAAANtmp/3c9/my4cNBM/u8pOvTIElB0gdDCJ/tx/mgpPMhhH/bj7Mg6UAI4Wkzu1XS\np83s1Ve36AAAAAAAAAA2Y8OHgyGEt66338x+StI7JN2ZHHNe0tP9zw+b2dckHZb0lKSXJ4fP9MOG\nuuuuu1Y/z83N6fvmvn+jIgMAAAAAAKBvfn5e8/Pz212MHY+Vg1fAzN4m6Rck3RFCOJeE75W0FELI\nzewmSYckPRFCWDazZ8zsdkkPSvpJSb+5Xh7pw0EpLlkEAAAAAADApZmbm9Pc3Nzq9t133719hcGO\ns9n/c/C3JFUlfd7MJOn+/l8mvkPSL5tZV1Iu6T0hhOX+Me+T9HuSapI+F0K4Z5NlAAAAAAAAADZl\nVFcOWgg7dy2emYUw7Mx4eJZdFB6yMZmCQv8PJlt+4eL46XF5ruZ9v3YVS37lZt/wP0uSmvf/zjaX\nBMBONXv/OandliQ177xOsw+cj3Pc9LR0/Li0uCgtL0uHDkm9Xjyo05GqVanRkOr1Yg6sVKSlpfi5\n0Yjp9HrxvdOJ+VSrMX46b5Y+N++8LpbtC9+RJiaK/LJMWliQ9u6VJiellRWpVovlq1TWppXncT5+\n4+6irl9O/vD9wkLc/0P8HasXqtlPfiV+8Gvyendf6b4B1/p1leMP2j+oPw86zuPm+cXxrvTucaPy\npWmneQzKb1hapfucoXEutw7D5oH1ypKWYb2ylPdfSjutl3Z6zi5VOf9BaZaV+8egOOuVpXyuBh3f\naqn53u9dv+xXyexH/3Jtm15KH7mUMVked5XSGoVBfd3f/Vp2qXmtd98/yLDzs9Hxw/rcoPYrp3Up\n89RGYeuNpzSffrzm//T69fPE82L2SxfUvG1su4uxxuz+vyO1WvGV52rqr7e7SNti9i2/EOeb0lwV\nZAMvT/7Mwcq/bzTTC4GZKYTwwijs88TMwsmTz98zsoMHd845uJp/rRgAgK1V/jIJjLLLffAFAACA\ndY3qykHuKgEAAAAAAIARxRIMAAAAAAAAjDxWDgIAAAAAAAAYKTwcBAAAAAAAAEYUPysGAAAAAADA\nyONnxQAAAAAAAABGCisHAQAAAAAAMPJYOQgAAAAAAABgpLByEAAAAAAAACOPlYMAAAAAAAAARgor\nBwEAAAAAADDyWDkIAAAAAAAAYKSwchAAAAAAAAAjj5WDAAAAAAAAAEYKKwcBAAAAAAAw8lg5CAAA\nAAAAAGDHMbPrzOxeM/uqmf2JmV07IM6Mmf2Zmf2NmX3FzP6XS0mbh4MAAAAAAADAzvZLku4LIbxK\n0p9J+sCAOD1JPx9CeI2k75X0PjM7slHC/KwYAAAAAAAAI2+H/6z4nZK+r//5/5E0r/jAcFUI4Yyk\nM/3PLTN7TNINko6tlzArBwEAAAAAAICdbV8I4ZvS6kPAfetFNrODkl4n6a82SpiVgwAAAAAAABh5\n271y0Mw+L+n6NEhSkPS/D4ge1kmnIenfSfq5EEJro3x5OAgAAAAAAABsoS99aV4PPTS/bpwQwluH\n7TOzb/7/7d1/kKVVeSfw79NOLIyiMaYAA4LNUkOIUeNsBdmYmImCmKhAqlKumhKNpjaJRk1iGdGQ\nUiyrAGsT0cpqymhULIlR40aiLgKFYzY/jKMYQEHApUV+yFCukegmimM/+8e9Pdzp6Z/TM909vJ9P\n1a1+3/Oe97zn3vvM7Tunn3Peqjqyu3dV1VFJ7l6k3paMBgbf190fXUnfDA4CAAAAMHgHM3Nw27bt\n2bZt+579P//z81bbxKVJXpjkwiQvSLLYwN9fJLm+u9+y0oatOQgAAAAAm9uFSU6rqhuTPDXJBUlS\nVY+sqo+Nt5+U5NeSPKWqvlBVV1fV05drWOYgAAAAAIO30WsOLqW7v5nk1AXKv57kmePtf0jygNW2\nLXMQAAAAAAZK5iAAAAAAg7eZMwcPJpmDAAAAADBQBgcBAAAAYKBMKwYAAABg8EwrBgAAAAAGReYg\nAAAAAIM31MzB6u6N7sOiqqpvuez8PfvTT3t1Zi6/cK+fSTJz+YUb1UWATWH6M99LHvKQ5K67MnPq\nI1Z2ztXjz//vfjfZsiUzJ//QgevPP/5H8sAHjna+853ksMNGj4c+dLT/b/+WbNky+u27ZUuye/ee\nc2d+9kH7tnftA5K77052787M0488YP1k40y/Y+d9375mZ5Opqb23J7+ZTa1wosNS9RY7Nlk+tz13\n/cn9SXOxu5ClvlFOPq/Ftpeykjorfa1Wa6F2l3pNJ1+/SZPv+XLXm4yJyZ/z253f1kpfy6X6N3ed\nheLxQJvf/ry+zZz92IN37UVMX/Tp+/oyaTX7i71mc893y5bRY7lzZ2f37z2eu9ZC155voc+gyfPn\n/1ysP/PjaqHYXehzZbJ8qXoLXXP+9iLnzfzOkxZuh3U3/dnvH9DvXBw80095ZbJlSzq156No8mOr\n0ulUKvPGVKrWt6P7qarS3YdGZ9dJVfXf/d36jZE9+cmb5z045DIH5wYEATgEfcVaSb4AABrVSURB\nVOMbo0HC/WRg8H5uaH+qPdiDThvhYA1ObqT723u0jD0DgweD+ABgkxvqx/r98Dc0AAAAALASh1zm\nIAAAAAAcaDIHAQAAAIBBkTkIAAAAwODJHAQAAAAABkXmIAAAAACDJ3MQAAAAABgUg4MAAAAAMFCm\nFQMAAAAweKYVAwAAAACDInMQAAAAgMGTOQgAAAAADIrMQQAAAAAGT+YgAAAAADAoMgcBAAAAGDyZ\ngwAAAADAoMgcBAAAAGDwZA4CAAAAAIMicxAAAACAwZM5uB+q6g1VdU1VfaGqLquqoyaOvaaqbq6q\nG6rqaRPl26rq2qq6qaouWsv1AQAAAID9t9ZpxW/q7sd39xOSfDzJ65Kkqn4yybOTnJTkl5K8rapq\nfM7bk7y4u7cm2VpVp6+xDwAAAADAfljTtOLu/s7E7oOTzCVgnpHkA929O8lXq+rmJCdX1a1JDu/u\nneN6Fyc5K8kn19IPAAAAAFiLoU4rXvOag1X1xiRnJ/lWkl8cFx+d5J8mqt0xLtud5PaJ8tvH5QAA\nAADAOlt2WnFVXTFeI3Ducd3457OSpLvP7e5jk7w/ycsOdocBAAAA4ECbnV2/x2aybOZgd5+2wrYu\nyWjdwddnlCn4qIljx4zLFitf1EXvu3LP9q888InZvn37CrsDAAAAwI4dO7Jjx46N7gab1JqmFVfV\nCd39lfHuWUm+PN6+NMn7q+rNGU0bPiHJZ7u7q+qeqjo5yc6MpiO/dalr/O7zT92zPW1gEAAAAGBV\ntm/fvley1XnnnbdxndnENltG33pZ65qDF1TV1oxuRHJrkt9Kku6+vqo+mOT6JN9P8pLu7vE5L03y\nniSHJflEd1+2xj4AAAAAAPthrXcr/tUljp2f5PwFyj+f5LFruS4AAAAAHEhDzRxc9oYkAAAAAMD9\n01qnFQMAAADAIU/mIAAAAAAwKAYHAQAAAGCg6r6bCG8+VdW3XLbPPU0AmGf6M99L7r03uffezJz6\niI3uTpJk+nM/GOXl33tvsmXLaHtqarR9772j7d27M/NzD97orrJJTL/1f482pqb2ndMxNbXv9kJl\nS1lJnZWcs1g7s7P3xflk/+fKFjt/uec7t7979+r6O7+Nhfq21PnLlS/1es7O3vfvfqFjk/1Z7Hpz\nx5bq71Ltr+ac5V6XA2W512yizszZG3f/vumLPr1vDE9a6thqjs9/nxd6z5drayGT9RZ6zZdrZ6F/\nf3M/l3otlrrm1FRmzn1Gpt/48cyc+4ylrz9h+k//YeEDs7OZefnPr7gdYP89+mnn7PkVfPtVF+xV\nniSVeWMqVevVtTWpqnT3odHZdVJVffHF6zdGdvbZm+c9kDkIAMCwDXWBIQCAuCEJAAAAAAz274Uy\nBwEAAABgoGQOAgAAADB4MgcBAAAAgEGROQgAAADA4G3mzMGqeniSv0pyXJKvJnl2d9+zSN2pJJ9L\ncnt3n7Fc2zIHAQAAAGBzOyfJld19YpKrkrxmibqvSHL9Shs2OAgAAADA4M3Ort9jP5yZ5L3j7fcm\nOWuhSlV1TJJfTvLOlTZscBAAAAAANrcjuntXknT3XUmOWKTem5O8KkmvtGFrDgIAAAAweAdzzcEb\nb9yRm27asWSdqroiyZGTRRkN8p27QPV9Bv+q6hlJdnX3v1TV9vH5yzI4CAAAAAAH0Yknbs+JJ27f\ns//xj5+3T53uPm2x86tqV1Ud2d27quqoJHcvUO1JSc6oql9O8qAkh1fVxd199lJ9M60YAAAAADa3\nS5O8cLz9giQfnV+hu1/b3cd29/FJnpPkquUGBhODgwAAAACw2W9IcmGS06rqxiRPTXJBklTVI6vq\nY2t53qYVAwAAAMAm1t3fTHLqAuVfT/LMBco/neTTK2nb4CAAAAAAg3cwb0iymZlWDAAAAAADJXMQ\nAAAAgMGTOQgAAAAADIrMQQAAAAAGT+YgAAAAADAoMgcBAAAAGDyZgwAAAADAoBgcBAAAAICBMq0Y\nAAAAgMEzrRgAAAAAGBSZgwAAAAAMnsxBAAAAAGBQZA4CAAAAMHgyBwEAAACAQZE5CAAAAMDgyRwE\nAAAAAAZF5iAAAAAAgzfUzMHq7o3uw6Kqqm+57PyN7gYAB8D0P/7HaGPLltFv3fFj5ucevLEd45Az\n/bZ/SqZGkx9mfuuJmf6zf1644tRBmiAxNTWK37mfkxbbn9+Xpfo2d2yy/bnt+fvzf25Z5O++8/s6\nub1YXybLF6oz//j89pd6jnPPZWpq2bZnnndSpi+5ITPPO2lP2fQlN+z7PCbanjn7sXsVTb/nmr2v\nvdD11vq/gfltrCT+5tWZ3++NNP0nn9qzPfP7v7jv8Tddcd/xPzgt0xd88r79c07fu+4bP56Zc5+x\nd9kb/nbvBhf7NzV5fDXl+2ONnxkzb/iVvfanX//R+469/sw1tQ0cOqZPP2eju7AiVZXuro3ux2ZS\nVf3GN67fGNm5526e90DmIAAAwzbUNAEAYC9D/UpgzUEAAAAAGCiDgwAAAAAwUKYVAwAAADB4phUD\nAAAAAIMicxAAAACAwZM5CAAAAAAMisxBAAAAAAZP5iAAAAAAMCgyBwEAAAAYPJmDAAAAAMCgyBwE\nAAAAYPBkDgIAAAAAg2JwEAAAAAAGyrRiAAAAAAbPtOL9UFVvqKprquoLVXVZVR01Lj+uqv69qq4e\nP942cc62qrq2qm6qqovW+gQAAAAAgP2z1mnFb+rux3f3E5J8PMnrJo59pbu3jR8vmSh/e5IXd/fW\nJFur6vQ19gEAAAAA1mR2dv0em8maBge7+zsTuw9OMvn0an79cWbh4d29c1x0cZKz1tIHAAAAAGD/\nrHnNwap6Y5Kzk3wryS9OHHp0VV2d5J4kf9Tdf5/k6CS3T9S5fVwGAAAAABtms2X0rZdlMwer6orx\nGoFzj+vGP5+VJN19bncfm+T9SV42Pu3rSY7t7m1JXpnkkqp6yMF6EgAAAADA6i2bOdjdp62wrUuS\nfCLJ67v73iT3js+/uqr+T5KtSe5I8qiJc44Zly3qovdduWf7lMcdn1Mef/wKuwMAAADAjh07smPH\njo3uxqY31MzBNU0rrqoTuvsr492zktwwLv+xJN/s7tmqOj7JCUlu6e5vVdU9VXVykp0ZTUd+61LX\n+N3nn7qWLgIAAAAM2vbt27N9+/Y9++edd97GdYZNZ61rDl5QVVszuhHJrUl+a1z+5CRvqKp7x8d+\ns7u/NT720iTvSXJYkk9092Vr7AMAAAAArInMwf3Q3b+6SPlHknxkkWOfT/LYtVwXAAAAAFi7Nd+t\nGAAAAAAOdUPNHFz2bsUAAAAAwP2TwUEAAAAAGCjTigEAAAAYPNOKAQAAAIBNp6oeXlWXV9WNVfXJ\nqnrYIvUeVlUfqqobqupLVfXE5do2OAgAAADA4M3Ort9jP5yT5MruPjHJVUles0i9tyT5RHeflOTx\nSW5YrmGDgwAAAACwuZ2Z5L3j7fcmOWt+hap6aJKf7+53J0l37+7uf1uuYWsOAgAAADB4m3zNwSO6\ne1eSdPddVXXEAnWmk3yjqt6dUdbg55K8orv/Y6mGDQ4CAAAAwEF05507cuedO5asU1VXJDlysihJ\nJzl3geq9QNmWJNuSvLS7P1dVF2U0Hfl1S163e6G2Noeq6lsuO3+juwEAHOKm37HzwDQ0O5tMTd23\nvdrjc6aWWdll/vGpqb0XqFns/MnyuXMmtyfLVmOu3YX6Nd/8ay52/d27ky1bRmWTr9nu3Zl50RMy\nfckNmXneSUmy1zb3P9Ov/+iC5TOvP3OdewKwdtOnn7PRXViRqkp310b3YzOpqv6N31i/MbJ3vnN1\n70FV3ZBke3fvqqqjknxqvK7gZJ0jk/xTdx8/3v+5JK/u7mct1bY1BwEADkWbfN4LAAAH1KVJXjje\nfkGSff66Np52fFtVbR0XPTXJ9cs1bFoxAAAAAIO3yf/2emGSD1bVi5LcmuTZSVJVj0zy5939zHG9\nlyd5f1X9UJJbkvz6cg0bHAQAAACATay7v5nk1AXKv57kmRP71yT5mdW0bXAQAAAAgMHb5JmDB401\nBwEAAABgoAwOAgAAAMBAmVYMAAAAwOCZVgwAAAAADIrMQQAAAAAGT+YgAAAAADAoMgcBAAAAGDyZ\ngwAAAADAoMgcBAAAAGDwZA4CAAAAAIMicxAAAACAwZM5CAAAAAAMisFBAAAAABgo04oBAAAAGDzT\nigEAAACAQZE5CAAAAMDgyRwEAAAAAAZF5iAAAAAAgydzEAAAAAAYFJmDAAAAAAyezEEAAAAAYFBk\nDgIAAAAweDIHAQAAAIBBkTkIAAAAwODJHAQAAAAABsXgIAAAAAAMlGnFAAAAAAyeacUAAAAAwKBU\nd290HxZVVX3LZedvdDcAgAGbfsfO0cbcn5Knphb/s/JC5bOzo3Pmt7Ea86+52PmraXe1fVmo3mLn\nzn/Ok/Xmv0ZTU3vVnXnRE1bWHwDYhKZPP2eju7AiVZXuro3ux2ZSVf20p63fGNnll2+e90DmIAAA\nAAAMlDUHAQAAABg8aw4CAAAAAIMicxAAAACAwZM5CAAAAAAMisxBAAAAAAZP5iAAAAAAMCgGBwEA\nAABgoEwrBgAAAGDwTCsGAAAAAAblgAwOVtUrq2q2qn50ouw1VXVzVd1QVU+bKN9WVddW1U1VddGB\nuD4AAAAArMXs7Po9NpM1Dw5W1TFJTkty60TZSUmeneSkJL+U5G1VVePDb0/y4u7emmRrVZ2+1j4A\nAAAAAKt3IDIH35zkVfPKzkzyge7e3d1fTXJzkpOr6qgkh3f3znG9i5OcdQD6AAAAAAD7Tebgfqiq\nM5Lc1t3XzTt0dJLbJvbvGJcdneT2ifLbx2UAAAAAwDpb9m7FVXVFkiMni5J0knOTvDajKcUAAAAA\ncMjabBl962XZwcHuXnDwr6p+Ksmjk1wzXk/wmCRXV9XJGWUKHjtR/Zhx2R1JHrVA+aIuet+Ve7ZP\nedzxOeXxxy/XZQAAAADGduzYkR07dmx0N9iklh0cXEx3fzHJUXP7VTWTZFt3/2tVXZrk/VX1JxlN\nGz4hyWe7u6vqnvEA4s4kZyd561LX+d3nn7q/XQQAAAAYvO3bt2f79u179s8777yN68wmtpkzB6vq\n4Un+KslxSb6a5Nndfc8C9X4vyYuTzCa5Lsmvd/e9S7V9IG5IMqczmnKc7r4+yQeTXJ/kE0le0t09\nrvfSJO9KclOSm7v7sgPYBwAAAAC4vzknyZXdfWKSq5K8Zn6FqvrxJC/LKHnvcRklBT5nuYb3O3Nw\nvu4+ft7++UnOX6De55M89kBdFwAAAADWajNnDiY5M8kvjLffm2RHRgOG8z0gyYOrajbJDye5c7mG\nD2TmIAAAAABw4B3R3buSpLvvSnLE/ArdfWeSP07ytYzu8fGt7r5yfr35DljmIAAAAACwf6rqiiRH\nThZltIzfuQtU7/kFVfUjGWUYHpfkniQfrqrndfclS13X4CAAAAAAg3cwpxV/+9s78u1v71iyTnef\nttixqtpVVUd2966qOirJ3QtUOzXJLd39zfE5H0nys0kMDgIAAADARjn88O05/PDte/bvumvVd4y+\nNMkLk1yY5AVJPrpAna8lOaWqDkvyvSRPTbJzuYatOQgAAADA4M3Ort9jP1yY5LSqujGjQb8LkqSq\nHllVH0uS7v5skg8n+UKSazKalvyO5RqWOQgAAAAAm9h4qvCpC5R/PckzJ/bPS7KqtESDgwAAAAAM\n3sFcc3AzM60YAAAAAAZK5iAAAAAAgydzEAAAAAAYFJmDAAAAAAyezEEAAAAAYFAMDgIAAADAQJlW\nDACwhJn/9jMb3YVlTf/ZP482VjMXZmrpvxGv9nlPv/PzexdM9GXmRU9YWRvvuWZV1wQAOJBMKwYA\nAAAABkXmIAAAAACDJ3MQAAAAABgUmYMAAAAADJ7MQQAAAABgUGQOAgAAADB4MgcBAAAAgEGROQgA\nAADA4MkcBAAAAAAGReYgAAAAAIMncxAAAAAAGBSDgwAAAAAwUKYVAwAAADB4phUDAAAAAIMicxAA\nAACAwZM5CAAAAAAMisxBAAAAAAZP5iAAAAAAMCgyBwEAAAAYPJmDAAAAAMCgyBwEAAAAYPBkDgIA\nAAAAg2JwEAAAAAAGyrRiAAAAAAbPtGIAAAAAYFBkDgIAAAAweDIHAQAAAIBBkTkIAAAAwODJHAQA\nAAAABkXmIAAAAACDJ3MQAAAAABgUmYMAAAAADJ7MQQAAAABgUGQOAgAAADB4Q80crO7e6D4sqqp6\nM/cPAAAA4FBTVenu2uh+bCZV1Ycdtn5jUN/97uZ5D0wrBgAAAICBMq0YAAAAgMEb6rRimYMAAAAA\nMFAyBwEAAAAYPJmDa1BVr6yq2ar60fH+cVX171V19fjxtom626rq2qq6qaouOhDXBwAAAID7q6r6\n1ar6YlX9oKq2LVHv6VX15fG426tX0vaaBwer6pgkpyW5dd6hr3T3tvHjJRPlb0/y4u7emmRrVZ2+\n1j7Ajh07NroLHELECyslVlgN8cJKiRVWQ7ywUmIF1m52dv0e++G6JL+S5NOLVaiqqSR/muT0JI9J\n8tyq+onlGj4QmYNvTvKqhfq0T0HVUUkO7+6d46KLk5x1APrAwPlFyGqIF1ZKrLAa4oWVEiushnhh\npcQK3L91943dfXMWGG+bcHKSm7v71u7+fpIPJDlzubbXtOZgVZ2R5Lbuvq5qn749uqquTnJPkj/q\n7r9PcnSS2yfq3D4uAwAAAIANcz9Yc/DoJLdN7N+e0YDhkpYdHKyqK5IcOVmUpJOcm+S1GU0pnjyW\nJHcmOba7/3U8D/pvquonl7sWAAAAAAzREmNwf9jdf3vQrtvd+3di1U8luTLJv2fU2WOS3JHk5O6+\ne17dTyV5ZUaDhp/q7pPG5c9J8gvd/duLXGP/OgcAAADAorp7qempg1NVX01y3Dpecld3H7Xak+bG\n2Lr76gWOnZLk9d399PH+OUm6uy9cqs39nlbc3V9MsudJVNVMkm3jbMEfS/LN7p6tquOTnJDklu7+\nVlXdU1UnJ9mZ5Owkb13iGgIVAAAAgIOqux+90X1YhcXGy3YmOaGqjkvy9STPSfLc5Ro7EDckmdO5\nr3NPTnLteM3BDyb5ze7+1vjYS5O8K8lNGS2SeNkB7AMAAAAA3K9U1VlVdVuSU5J8rKr+17j8kVX1\nsSTp7h8k+Z0klyf5UpIPdPcNy7a9v9OKAQAAAIBD24HMHDxgqurpVfXlqrqpql690f1hY1XVMVV1\nVVV9qaquq6qXj8sfXlWXV9WNVfXJqnrYxDmvqaqbq+qGqnraxvWejVJVU1V1dVVdOt4XL+yjqh5W\nVR8av/dfqqonihUWU1W/V1VfrKprq+r9VfVA8cKcqnpXVe2qqmsnylYdH1W1bRxjN1XVRev9PDj4\nFomVN41j4V+q6q+r6qETx8TKgC0ULxPHXllVs1X1oxNl4mWgFouVqnrZOB6uq6oLJsrFCntsusHB\nqppK8qdJTk/ymCTPraqf2NhescF2J/n97n5Mkv+S5KXjmDgnyZXdfWKSq5K8JklqdGfsZyc5Kckv\nJXlbVVm/cnhekeT6iX3xwkLekuQT4xtlPT7JlyNWWEBV/XiSl2W0vvLjMlq3+bkRL9zn3Rl9f520\nP/Hx9iQv7u6tSbZW1fw2OfQtFCuXJ3lMd/90kpsjVrjPQvGSqjomyWlJbp0oOyniZcj2iZWq2p7k\nWUke292PTfLfx+Vihb1susHBJCdntBbhrd39/SQfSHLmBveJDdTdd3X3v4y3v5Pkhozujn1mkveO\nq703yVnj7TMymle/u7u/mtEXrJPXtdNsqPGXpV9O8s6JYvHCXsZZGT/f3e9OknEM3BOxwuIekOTB\nVbUlyYOS3BHxwlh3/32Sf51XvKr4qKqjkhze3TvH9S6eOIf7iYVipbuv7O7Z8e5nMvqum4iVwVvk\nsyVJ3pzkVfPKzox4GaxFYuW3k1zQ3bvHdb4xLhcr7GUzDg4eneS2if3bx2WQqnp0kp/O6EvTkd29\nKxkNICY5YlxtfgzdETE0NHNfliYXVRUvzDed5BtV9e4aTUF/R1X9cMQKC+juO5P8cZKvZfTe39Pd\nV0a8sLQjVhkfR2f03XeO78HD9KIknxhvixX2UVVnJLmtu6+bd0i8MN/WJE+uqs9U1aeq6j+Py8UK\ne9mMg4OwoKp6SJIPJ3nFOINw/t103F2HVNUzkuwaZ5suNYVPvLAlybYk/6O7tyX5fxlNAfTZwj6q\n6kcy+iv7cUl+PKMMwl+LeGF1xAdLqqo/TPL97v7Lje4Lm1NVPSjJa5O8bqP7wiFhS5KHd/cpSf4g\nyYc2uD9sUptxcPCOJMdO7B8zLmPAxlO4Ppzkfd390XHxrqo6cnz8qCR3j8vvSPKoidPF0LA8KckZ\nVXVLkr9M8pSqel+Su8QL89ye0V/dPzfe/+uMBgt9trCQU5Pc0t3f7O4fJPmfSX424oWlrTY+xM2A\nVdULM1oW5XkTxWKF+f5TkkcnuaaqZjJ676+uqiOy+P+lxctw3ZbkI0kynir8g6p6RMQK82zGwcGd\nSU6oquOq6oFJnpPk0g3uExvvL5Jc391vmSi7NMkLx9svSPLRifLn1OguktNJTkjy2fXqKBuru1/b\n3cd29/EZfX5c1d3PT/K3ES9MGE/1u62qto6LnprkS/HZwsK+luSUqjpsvGD3UzO66ZF4YVJl76z1\nVcXHeOrxPVV18jjOzp44h/uXvWKlqp6e0ZIoZ3T39ybqiRWSiXjp7i9291HdfXx3T2f0x84ndPfd\nGcXLfxUvgzb/99DfJHlKkoy/8z6wu/9vxArzbNnoDszX3T+oqt/J6I5dU0ne1d03bHC32EBV9aQk\nv5bkuqr6QkZTcl6b5MIkH6yqF2V0l65nJ0l3X19VH8zoP23fT/KS7jaNhwsiXtjXy5O8v6p+KMkt\nSX49o5tOiBX20t2fraoPJ/lCRu//F5K8I8nhES8kqapLkmxP8oiq+lpGU/4uSPKhVcbHS5O8J8lh\nGd1N/bL1fB4cfIvEymuTPDDJFeMbhn6mu18iVlgoXuZupjbWuW/gULwM2CKfLX+R5N1VdV2S72U0\n2CdW2Ef5ngoAAAAAw7QZpxUDAAAAAOvA4CAAAAAADJTBQQAAAAAYKIODAAAAADBQBgcBAAAAYKAM\nDgIAAADAQBkcBAAAAICBMjgIAAAAAAP1/wH40/Ia/GYamAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d=40\n", "\n", "smin=-1; smax=1; dels=-0.2\n", "\n", "\n", "\n", "\n", "vs=np.arange(smax,smin,dels);\n", "\n", "salT=sal2_masked[:,lines[:,0],lines[:,1]]-sal1_masked[:,lines[:,0],lines[:,1]]\n", "XX,ZZ = np.meshgrid(ds,-depth[:d])\n", "print (salT.shape, XX.shape, ZZ.shape)\n", "print (np.max(salT), np.min(salT))\n", "print (np.min(salT[:,800:820]))\n", "\n", "plt.figure(figsize=(25,10))\n", "pylab.pcolormesh(XX,ZZ,salT[:d],vmin=smin,vmax=smax,cmap=plt.cm.bwr)\n", "pylab.colorbar()\n", "#CS=pylab.contour(XX,ZZ,salT[:d],vs, colors='black')\n", "#pylab.clabel(CS, fontsize=9, inline=1)\n", "pylab.title(date2+' - '+date1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plots in Island Region" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"East\" velocity generally has 2-grid point noise, but ssh should not unless we are unstable." ] }, { "cell_type": "code", "execution_count": 153, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3YAAAFCCAYAAAC92U8fAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jmin=250; jmax=350; imin=250; imax=350\n", "plt.figure(figsize=(15,5))\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(uvel1_masked[0,jmin:jmax,imin:imax])\n", "plt.title(date1)\n", "plt.colorbar()\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(uvel2_masked[0,jmin:jmax,imin:imax])\n", "plt.title(date2)\n", "plt.colorbar()\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(uvel2_masked[0,jmin:jmax,imin:imax]-uvel1_masked[0,jmin:jmax,imin:imax]\n", " ,cmap=plt.cm.bwr)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAAFCCAYAAABilzUAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6rQJIYQQQgghRMao0yaEEEIIIYQQGfP/yX6rLgrADCAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jmin=250; jmax=350; imin=250; imax=350\n", "plt.figure(figsize=(15,5))\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(eta1_masked[jmin:jmax,imin:imax])\n", "plt.title(date1)\n", "plt.colorbar()\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(eta2_masked[jmin:jmax,imin:imax])\n", "plt.title(date2)\n", "plt.colorbar()\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(eta2_masked[jmin:jmax,imin:imax]-eta1_masked[jmin:jmax,imin:imax]\n", " ,cmap=plt.cm.bwr)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 155, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "121.867\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA28AAAFCCAYAAABmYuU9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 27; print (depth[level])\n", "jmin=260; jmax=360; imin=230; imax=330\n", "plt.figure(figsize=(15,5))\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(sal1_masked[level,jmin:jmax,imin:imax],vmax=32.5,vmin=29)\n", "plt.title(date1)\n", "plt.colorbar()\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(sal2_masked[level,jmin:jmax,imin:imax],vmax=32.5,vmin=29)\n", "plt.title(date2)\n", "plt.colorbar()\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(sal2_masked[level,jmin:jmax,imin:imax]-sal1_masked[level,jmin:jmax,imin:imax]\n", " ,cmap=plt.cm.bwr,vmax=2,vmin=-2)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Vertical Velocity" ] }, { "cell_type": "code", "execution_count": 149, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "23\n", "(40, 898, 398) 23\n" ] } ], "source": [ "fW1 = NC.Dataset(resultsloc1+name1+'W.nc','r')\n", "wvel1 = fW1.variables['vovecrtz'][time1,:]\n", "mw = wvel1 == 0\n", "wvel1_masked = np.ma.array(wvel1,mask=mw)\n", "print (time1)\n", "fW2 = NC.Dataset(resultsloc2+name2+'W.nc','r')\n", "wvel2 = fW2.variables['vovecrtz'][time2,:]\n", "mw = wvel2 == 0\n", "wvel2_masked = np.ma.array(wvel2,mask=mw)\n", "print (wvel2.shape, time2)" ] }, { "cell_type": "code", "execution_count": 150, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3wAAAFCCAYAAACq+9/WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwEDYntvUAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "level = 15\n", "jmin=250; jmax=350; imin=250; imax=350\n", "plt.figure(figsize=(15,5))\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(wvel1_masked[level,jmin:jmax,imin:imax])\n", "plt.title(date1)\n", "plt.colorbar()\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(wvel2_masked[level,jmin:jmax,imin:imax])\n", "plt.title(date2)\n", "plt.colorbar()\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(wvel2_masked[level,jmin:jmax,imin:imax]-wvel1_masked[level,jmin:jmax,imin:imax]\n", " ,cmap=plt.cm.bwr)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### \"Rich's Current\" -- Cross-sections through VENUS Stations" ] }, { "cell_type": "code", "execution_count": 156, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3wAAASHCAYAAAC55n92AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jval = 424; imin=240; imax=320; id=34\n", "plt.figure(figsize=(15,20))\n", "plt.subplot(4,3,1)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],np.sqrt(vvel1_masked[:id,jval,imin:imax]**2\n", " +uvel1_masked[:id,jval,imin:imax]**2),vmax=0.2,vmin=0.)\n", "plt.title(date1)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()\n", "\n", "plt.subplot(4,3,2)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],np.sqrt(vvel2_masked[:id,jval,imin:imax]**2\n", " +uvel2_masked[:id,jval,imin:imax]**2),vmax=0.2,vmin=0.)\n", "plt.title(date2)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()\n", "\n", "plt.subplot(4,3,3)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],np.sqrt(vvel2_masked[:id,jval,imin:imax]**2\n", " +uvel2_masked[:id,jval,imin:imax]**2)\n", " -np.sqrt(vvel1_masked[:id,jval,imin:imax]**2\n", " +uvel1_masked[:id,jval,imin:imax]**2),cmap=plt.cm.bwr)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()\n", "# northsouth velocity only\n", "plt.subplot(4,3,4)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],vvel1_masked[:id,jval,imin:imax], \n", " vmax=0.5, vmin=-0.5, cmap=plt.cm.bwr)\n", "plt.title(date1)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()\n", "\n", "plt.subplot(4,3,5)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],vvel2_masked[:id,jval,imin:imax],\n", " vmax=0.5, vmin=-0.5, cmap=plt.cm.bwr)\n", "plt.title(date2+'V velocity')\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()\n", "\n", "plt.subplot(4,3,6)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],vvel2_masked[:id,jval,imin:imax]\n", " -vvel1_masked[:id,jval,imin:imax],cmap=plt.cm.bwr)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()\n", "\n", "# EAST-WEST velocity only\n", "plt.subplot(4,3,7)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],uvel1_masked[:id,jval,imin:imax], \n", " vmax = 0.3, vmin=-0.3, cmap=plt.cm.bwr)\n", "plt.title(date1)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()\n", "\n", "plt.subplot(4,3,8)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],uvel2_masked[:id,jval,imin:imax], \n", " vmax = 0.3, vmin=-0.3, cmap=plt.cm.bwr)\n", "plt.title(date2)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()\n", "\n", "plt.subplot(4,3,9)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],uvel2_masked[:id,jval,imin:imax]\n", " -uvel1_masked[:id,jval,imin:imax],cmap=plt.cm.bwr)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()\n", "\n", "# salinity\n", "plt.subplot(4,3,10)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],sal1_masked[:id,jval,imin:imax],\n", " vmax = 31, vmin = 10, cmap=plt.cm.spectral)\n", "plt.colorbar()\n", "CS=pylab.contour(np.arange(imin,imax),-depth[:id],sal1_masked[:id,jval,imin:imax],(30.5,30.7,30.8), colors='black')\n", "plt.title(date1)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "\n", "plt.subplot(4,3,11)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],sal2_masked[:id,jval,imin:imax],\n", " vmax = 31, vmin = 10, cmap=plt.cm.spectral)\n", "plt.colorbar()\n", "CS=pylab.contour(np.arange(imin,imax),-depth[:id],sal2_masked[:id,jval,imin:imax],(30.5,30.7,30.8), colors='black')\n", "plt.title(date2)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "\n", "\n", "plt.subplot(4,3,12)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],sal2_masked[:id,jval,imin:imax]\n", " -sal1_masked[:id,jval,imin:imax],cmap=plt.cm.bwr,\n", " vmax=0.5,vmin=-0.5)\n", "#plt.plot(282,-170,'*',267,-300,'*')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "147.089\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAIXCAYAAAA15ZzGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nevr+EolSDAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,9))\n", "level = 28\n", "print (depth[level])\n", "jmin = 240\n", "jmax = 320 \n", "imin = 420-40 \n", "imax = 420+40\n", "plt.plot([0,jmax-jmin],[424-imin,424-imin],'k-')\n", "plt.quiver(0.5*uvel1_masked[level,imin:imax,jmin:jmax]+0.5*uvel1_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel1_masked[level,imin:imax,jmin:jmax]+0.5*vvel1_masked[level,imin-1:imax-1,jmin:jmax],color='b')\n", "plt.quiver(0.5*uvel2_masked[level,imin:imax,jmin:jmax]+0.5*uvel2_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel2_masked[level,imin:imax,jmin:jmax]+0.5*vvel2_masked[level,imin-1:imax-1,jmin:jmax],color='r')" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAECCAYAAAASDQdFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlPRFRFKIkr6ISAr5f952q59XLRwWAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "id=40\n", "plt.semilogy(sal1_masked[:id,424,267],depth[:id],'b',sal2_masked[:id,424,267],depth[:id],'r')\n", "plt.gca().invert_yaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Northern Boundary" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize=(12,5))\n", "plt.subplot(1,3,1)\n", "jpos = 896\n", "plt.pcolormesh(np.arange(0,31),-depth[:34],sal1_masked[:34,jpos,32:63],vmax=33.6,vmin=29.5)\n", "plt.title(date1)\n", "plt.colorbar()\n", "CS=pylab.contour(np.arange(0,31),-depth[:34],sal1_masked[:34,jpos,32:63],(31,32,33.5), colors='black')\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(np.arange(0,31),-depth[:34],sal2_masked[:34,jpos,32:63],vmax=33.6,vmin=29.5)\n", "plt.title(date2)\n", "plt.colorbar()\n", "CS=pylab.contour(np.arange(0,31),-depth[:34],sal2_masked[:34,jpos,32:63],(31,32,33.5), colors='black')\n", "plt.subplot(1,3,3)\n", "plt.title(\"Salinity Comparison\")\n", "plt.pcolormesh(np.arange(0,31),-depth[:34],sal2_masked[:34,jpos,32:63]-\n", " sal1_masked[:34,jpos,32:63],cmap=plt.cm.bwr,vmax=0.2,vmin=-0.2)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "vbarotropic1 = np.average(vvel1_masked[:,879:898,32:63],axis=0)\n", "print vbarotropic1.shape\n", "vbaroclinic1 = vvel1_masked[:,879:898, 32:63]- vbarotropic1\n", "print vbaroclinic1.shape\n", "ubarotropic1 = np.average(uvel1_masked[:,879:898,32:63],axis=0)\n", "ubaroclinic1 = uvel1_masked[:,879:898, 32:63]- ubarotropic1" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "jpos = 895\n", "plt.figure(figsize=(12,5))\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(np.arange(0,31),-depth[:34],vvel1_masked[:34,jpos,32:63])\n", "plt.title(date1)\n", "plt.colorbar()\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(np.arange(0,31),-depth[:34],vvel2_masked[:34,jpos,32:63])\n", "plt.title(date2)\n", "plt.colorbar()\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(np.arange(0,31),-depth[:34],vvel1_masked[:34,jpos,32:63]-\n", " vvel2_masked[:34,jpos,32:63],cmap=plt.cm.bwr)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "jpos = 895\n", "plt.figure(figsize=(12,5))\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(np.arange(0,31),-depth[:34],vbaroclinic1[:34,jpos-879])\n", "plt.title(date1)\n", "plt.colorbar()\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(np.arange(0,31),-depth[:34],vvel1_masked[:34,jpos,32:63])\n", "#plt.title(date2)\n", "plt.colorbar()\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(np.arange(0,31),-depth[:34],vvel1_masked[:34,jpos,32:63]-\n", " vbaroclinic1[:34,jpos-879],cmap=plt.cm.bwr)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "id = 4\n", "plt.figure(figsize=(15,8))\n", "plt.subplot(1,2,1)\n", "plt.pcolormesh(vbaroclinic1[id])\n", "plt.colorbar()\n", "plt.subplot(1,2,2)\n", "plt.pcolormesh(ubaroclinic1[id])\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "id = 30\n", "print ubaroclinic1.shape\n", "plt.figure(figsize=(15,10))\n", "yr = np.arange(0,ubaroclinic1.shape[1])\n", "print yr.shape\n", "xr = np.arange(0+0.5,ubaroclinic1.shape[2]+0.5)\n", "xrr, yrr = np.meshgrid(xr,yr)\n", "plt.quiver(xrr, yrr, ubaroclinic1[id],np.zeros((ubaroclinic1.shape[1],ubaroclinic1.shape[2])),color='b', scale = 4)\n", "yr = np.arange(0+0.5,vbaroclinic1.shape[1]+0.5)\n", "xr = np.arange(0,vbaroclinic1.shape[2])\n", "xrr, yrr = np.meshgrid(xr,yr)\n", "plt.quiver(xrr, yrr, np.zeros((vbaroclinic1.shape[1],vbaroclinic1.shape[2])),vbaroclinic1[id],color='r', scale = 4)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize=(15,8))\n", "plt.subplot(2,3,1)\n", "plt.pcolormesh(sal1_masked[0,879:898,32:62])\n", "plt.colorbar()\n", "plt.subplot(2,3,4)\n", "plt.pcolormesh(sal1_masked[30,879:898,32:62])\n", "plt.colorbar()\n", "plt.subplot(2,3,3)\n", "plt.pcolormesh(sal2_masked[0,879:898,32:62]-sal1_masked[0,879:898,32:62])\n", "plt.colorbar()\n", "plt.subplot(2,3,2)\n", "plt.pcolormesh(sal2_masked[0,879:898,32:62])\n", "plt.colorbar()\n", "plt.subplot(2,3,5)\n", "plt.pcolormesh(sal2_masked[30,879:898,32:62])\n", "plt.colorbar()\n", "plt.subplot(2,3,6)\n", "plt.pcolormesh(sal2_masked[30,879:898,32:62]-sal1_masked[30,879:898,32:62])\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize=(9,9))\n", "level = 0\n", "jmin = 32\n", "jmax = 62\n", "imin = 879\n", "imax = 898\n", "plt.quiver(0.5*uvel1_masked[level,imin:imax,jmin:jmax]+0.5*uvel1_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel1_masked[level,imin:imax,jmin:jmax]+0.5*vvel1_masked[level,imin-1:imax-1,jmin:jmax],color='b')\n", "plt.quiver(0.5*uvel2_masked[level,imin:imax,jmin:jmax]+0.5*uvel2_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel2_masked[level,imin:imax,jmin:jmax]+0.5*vvel2_masked[level,imin-1:imax-1,jmin:jmax],color='r')\n", "print np.sqrt(uvel1_masked[level,893,49]**2+vvel1_masked[level,893,49]**2),np.sqrt(uvel2_masked[level,893,49]**2+vvel2_masked[level,893,49]**2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "imax = 70\n", "jmin = 880\n", "plt.figure(figsize=(16,8))\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(eta1_masked[jmin:898,32:imax])\n", "plt.colorbar()\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(eta2_masked[jmin:898,32:imax])\n", "plt.colorbar()\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(eta2_masked[jmin:898,32:imax]-eta1_masked[jmin:898,32:imax],cmap=plt.cm.bwr)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Maximum Velocity Region" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize=(10,7))\n", "plt.subplot(1,2,1)\n", "plt.pcolormesh(vvel2_masked[0,730:896,30:150])\n", "plt.colorbar()\n", "plt.subplot(1,2,2)\n", "plt.pcolormesh(vvel2_masked[0,730:896,30:150]-vvel1_masked[0,730:896,30:150])\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### East Vancouver Island Current" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "jval = 500; imin=210; imax=290; id=36\n", "plt.figure(figsize=(15,10))\n", "plt.subplot(2,3,1)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],np.sqrt(vvel1_masked[:id,jval,imin:imax]**2\n", " +uvel1_masked[:id,jval,imin:imax]**2),vmax=0.1,vmin=0.)\n", "plt.title(date1)\n", "plt.colorbar()\n", "\n", "plt.subplot(2,3,2)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],np.sqrt(vvel2_masked[:id,jval,imin:imax]**2\n", " +uvel2_masked[:id,jval,imin:imax]**2),vmax=0.1,vmin=0.)\n", "plt.title(date2)\n", "plt.colorbar()\n", "\n", "plt.subplot(2,3,3)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],np.sqrt(vvel2_masked[:id,jval,imin:imax]**2\n", " +uvel2_masked[:id,jval,imin:imax]**2)\n", " -np.sqrt(vvel1_masked[:id,jval,imin:imax]**2\n", " +uvel1_masked[:id,jval,imin:imax]**2),cmap=plt.cm.bwr,\n", " vmax = 0.1, vmin=-0.1)\n", "plt.colorbar()\n", "# northsouth velocity only\n", "plt.subplot(2,3,4)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],vvel1_masked[:id,jval,imin:imax],vmax = 0.05, vmin = -0.05)\n", "plt.title(date1)\n", "plt.colorbar()\n", "\n", "plt.subplot(2,3,5)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],vvel2_masked[:id,jval,imin:imax],vmax=0.05, vmin=-0.05)\n", "plt.title(date2)\n", "plt.colorbar()\n", "\n", "plt.subplot(2,3,6)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],vvel2_masked[:id,jval,imin:imax]\n", " -vvel1_masked[:id,jval,imin:imax],cmap=plt.cm.bwr, \n", " vmax = 0.02, vmin = -0.02)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize=(12,12))\n", "level = 0\n", "print depth[level]\n", "jmin = 210\n", "jmax = 290\n", "imin = 500-40\n", "imax = 500+40\n", "plt.quiver(0.5*uvel1_masked[level,imin:imax,jmin:jmax]+0.5*uvel1_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel1_masked[level,imin:imax,jmin:jmax]+0.5*vvel1_masked[level,imin-1:imax-1,jmin:jmax],color='b')\n", "plt.quiver(0.5*uvel2_masked[level,imin:imax,jmin:jmax]+0.5*uvel2_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel2_masked[level,imin:imax,jmin:jmax]+0.5*vvel2_masked[level,imin-1:imax-1,jmin:jmax],color='r')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize=(12,12))\n", "level = 25\n", "print depth[level]\n", "jmin = 210\n", "jmax = 290\n", "imin = 500-40\n", "imax = 500+40\n", "plt.quiver(0.5*uvel1_masked[level,imin:imax,jmin:jmax]+0.5*uvel1_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel1_masked[level,imin:imax,jmin:jmax]+0.5*vvel1_masked[level,imin-1:imax-1,jmin:jmax], color = 'b')\n", "plt.quiver(0.5*uvel2_masked[level,imin:imax,jmin:jmax]+0.5*uvel2_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel2_masked[level,imin:imax,jmin:jmax]+0.5*vvel2_masked[level,imin-1:imax-1,jmin:jmax],color='r')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize=(12,12))\n", "level = 22\n", "print depth[level]\n", "jmin = 100\n", "jmax = 200\n", "imin = 700-40\n", "imax = 700+40\n", "plt.quiver(0.5*uvel1_masked[level,imin:imax,jmin:jmax]+0.5*uvel1_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel1_masked[level,imin:imax,jmin:jmax]+0.5*vvel1_masked[level,imin-1:imax-1,jmin:jmax], color = 'b')\n", "plt.quiver(0.5*uvel2_masked[level,imin:imax,jmin:jmax]+0.5*uvel2_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel2_masked[level,imin:imax,jmin:jmax]+0.5*vvel2_masked[level,imin-1:imax-1,jmin:jmax],color='r')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "jval = 800; imin=120; imax=140; id=36\n", "plt.figure(figsize=(15,5))\n", "# northsouth velocity only\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],vvel1_masked[:id,jval,imin:imax],vmax = 0.1, vmin = -0.1)\n", "plt.title(date1)\n", "plt.colorbar()\n", "\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],vvel2_masked[:id,jval,imin:imax],vmax=0.1, vmin=-0.1)\n", "plt.title(date2)\n", "plt.colorbar()\n", "\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],vvel2_masked[:id,jval,imin:imax]\n", " -vvel1_masked[:id,jval,imin:imax],cmap=plt.cm.bwr, \n", " vmax = 0.05, vmin = -0.05)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "meanu1 = sum(fU1.variables['vozocrtx'][0:10,:])\n", "mu = meanu1 == 0\n", "meanu1_masked = np.ma.array(meanu1,mask=mu)\n", "meanv1 = sum(fV1.variables['vomecrty'][0:10,:])\n", "mv = meanv1 == 0\n", "meanv1_masked = np.ma.array(meanv1,mask=mv)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "meanu2 = sum(fU2.variables['vozocrtx'][0:10,:])\n", "mu = meanu2 == 0\n", "meanu2_masked = np.ma.array(meanu2,mask=mu)\n", "meanv2 = sum(fV2.variables['vomecrty'][0:10,:])\n", "mv = meanv2 == 0\n", "meanv2_masked = np.ma.array(meanv2,mask=mv)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "jval = 810; imin=120; imax=140; id=30\n", "plt.figure(figsize=(15,5))\n", "# northsouth velocity only\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],0.1*meanv1_masked[:id,jval,imin:imax],vmax = 0.25, vmin = -0.25)\n", "plt.title('Jan 31-Feb 9')\n", "plt.colorbar()\n", "\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],0.1*meanv2_masked[:id,jval,imin:imax],vmax=0.25, vmin=-0.25)\n", "plt.title('Feb 10 - Feb 19')\n", "plt.colorbar()\n", "\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],0.1*meanv2_masked[:id,jval,imin:imax]\n", " -0.1*meanv1_masked[:id,jval,imin:imax],cmap=plt.cm.bwr, \n", " vmax = 0.1, vmin = -0.1)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize=(12,12))\n", "level1 = 0\n", "level2 = 0\n", "jmin = 100\n", "jmax = 160\n", "imin = 800-40\n", "imax = 800+40\n", "#plt.quiver(0.5*meanu1_masked[level1,imin:imax,jmin:jmax]+0.5*meanu1_masked[level1,imin:imax,jmin-1:jmax-1],\n", "# 0.5*meanv1_masked[level1,imin:imax,jmin:jmax]+0.5*meanv1_masked[level1,imin-1:imax-1,jmin:jmax],color='r')\n", "#plt.quiver(0.5*meanu1_masked[level2,imin:imax,jmin:jmax]+0.5*meanu1_masked[level2,imin:imax,jmin-1:jmax-1],\n", "# 0.5*meanv1_masked[level2,imin:imax,jmin:jmax]+0.5*meanv1_masked[level2,imin-1:imax-1,jmin:jmax],color='b')\n", "plt.quiver(meanu1_masked[level2,imin:imax,jmin:jmax],meanv1_masked[level2,imin:imax,jmin:jmax],color = 'g')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.figure(figsize=(12,12))\n", "level1 = 4\n", "level2 = 20\n", "print depth[level]\n", "jmin = 100\n", "jmax = 160\n", "imin = 800-40\n", "imax = 800+40\n", "plt.pcolormesh(meanv1_masked[level1,imin:imax,jmin:jmax])\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "jval = 800-40+13; imin=110; imax=130; id=25\n", "plt.figure(figsize=(15,5))\n", "# northsouth velocity only\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],0.1*meanv1_masked[:id,jval,imin:imax],vmax = 2, vmin = -2)\n", "plt.title('Jan 31-Feb 9')\n", "plt.colorbar()\n", "\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],0.1*meanv2_masked[:id,jval,imin:imax],vmax=2, vmin=-2)\n", "plt.title('Feb 10 - Feb 19')\n", "plt.colorbar()\n", "\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],0.1*meanv2_masked[:id,jval,imin:imax]\n", " -0.1*meanv1_masked[:id,jval,imin:imax],cmap=plt.cm.bwr, \n", " vmax = 0.5, vmin = -0.5)\n", "plt.colorbar()\n", "print 0.58*meanv2_masked[5,jval,120]*500, 'm3/s'" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "jval = 800-40+16; imin=110; imax=130; id=27\n", "plt.figure(figsize=(15,5))\n", "# northsouth velocity only\n", "plt.subplot(1,3,1)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],0.1*meanv1_masked[:id,jval,imin:imax],vmax = 2, vmin = -2)\n", "plt.title('Jan 31-Feb 9')\n", "plt.colorbar()\n", "\n", "plt.subplot(1,3,2)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],0.1*meanv2_masked[:id,jval,imin:imax],vmax=2, vmin=-2)\n", "plt.title('Feb 10 - Feb 19')\n", "plt.colorbar()\n", "\n", "plt.subplot(1,3,3)\n", "plt.pcolormesh(np.arange(imin,imax),-depth[:id],0.1*meanv2_masked[:id,jval,imin:imax]\n", " -0.1*meanv1_masked[:id,jval,imin:imax],cmap=plt.cm.bwr, \n", " vmax = 0.5, vmin = -0.5)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "zlevel = 28\n", "jmin = 180\n", "jmax = 230\n", "imin = 350-40\n", "imax = 350+40\n", "y_slice = np.arange(imin, imax)\n", "x_slice = np.arange(jmin, jmax)\n", "t = time1\n", "\n", "arrow_step = 1\n", "y_slice_a = y_slice[::arrow_step]\n", "x_slice_a = x_slice[::arrow_step]\n", "\n", "ugrid = fU1.variables['vozocrtx']\n", "vgrid = fV1.variables['vomecrty']\n", "\n", "ugrid_tzyx = np.ma.masked_values(ugrid[t,zlevel, y_slice_a, x_slice_a], 0)\n", "vgrid_tzyx = np.ma.masked_values(vgrid[t,zlevel, y_slice_a, x_slice_a], 0)\n", "u_tzyx, v_tzyx = viz_tools.unstagger(ugrid_tzyx, vgrid_tzyx)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(20, 15))\n", "viz_tools.set_aspect(ax)\n", "quiver=ax.quiver(x_slice_a[1:], y_slice_a[1:], u_tzyx, v_tzyx, scale = 0.05, color='blue', pivot='mid')\n", "viz_tools.plot_land_mask(ax, '../../../nemo-forcing/grid/bathy_meter_SalishSea2.nc', \n", " xslice=x_slice, yslice=y_slice)\n", "\n", "ax.set_xlim(x_slice[0], x_slice[-1])\n", "ax.set_ylim(y_slice[0], y_slice[-1])\n", "ax.grid()\n", "\n", "ax.set_xlabel('x Index')\n", "ax.set_ylabel('y Index')\n", "ax.set_title(date1+u'depth \\u2248 {d:.2f} m'.format(d=depth[zlevel]))\n", "ax.quiverkey(quiver, 190, 370, 0.005, '0.005 m/s', coordinates='data', color='white', labelcolor='white')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "level = 0\n", "print depth[level]\n", "\n", "plt.quiver(0.5*uvel2_masked[level,imin:imax,jmin:jmax]+0.5*uvel2_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel2_masked[level,imin:imax,jmin:jmax]+0.5*vvel2_masked[level,imin-1:imax-1,jmin:jmax],color='r')\n", "plt.quiver(0.5*uvel1_masked[level,imin:imax,jmin:jmax]+0.5*uvel1_masked[level,imin:imax,jmin-1:jmax-1],\n", " 0.5*vvel1_masked[level,imin:imax,jmin:jmax]+0.5*vvel1_masked[level,imin-1:imax-1,jmin:jmax], color = 'b')\n", "viz_tools.plot_land_mask(ax, '../../../nemo-forcing/grid/bathy_meter_SalishSea2.nc')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "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": "3.5.0" } }, "nbformat": 4, "nbformat_minor": 0 }