{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import netCDF4 as nc\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import geo_tools, nc_tools, tidetools, viz_tools\n", "import xarray as xr\n", "import datetime\n", "import pandas as pd\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"\"))\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "
''')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "ferry_data = 'https://salishsea.eos.ubc.ca/erddap/tabledap/ubcONCTWDP1mV18-01'\n", "nowcast_data = 'https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSg3DBiologyFields1hV17-02'\n", "bathy, X, Y = tidetools.get_bathy_data(grid)\n", "ferry = nc.Dataset(ferry_data)\n", "nowcast = xr.open_dataset(nowcast_data)" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": true }, "outputs": [], "source": [ "plt.style.use('/ocean/vdo/MEOPAR/biomodelevalpaper/bioModelEvalPaper.mplstyle')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2717: DtypeWarning: Columns (1,2,3) have mixed types. Specify dtype option on import or set low_memory=False.\n", " interactivity=interactivity, compiler=compiler, result=result)\n" ] } ], "source": [ "ferry = pd.read_csv('https://salishsea.eos.ubc.ca/erddap/tabledap/ubcONCTWDP1mV18-01.csv?time%2Clongitude%2Clatitude%2Cchlorophyll&time%3E=2014-09-13T00%3A00%3A00Z&time%3C=2018-01-08T23%3A59%3A00Z')\n", "ferry = ferry.drop(ferry.index[0])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "datetime.datetime(2014, 9, 12, 10, 39)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc.num2date(ferry.variables['s.time'][1101000], ferry.variables['s.time'].units)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "datetime.datetime(2018, 1, 9, 23, 59)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc.num2date(ferry.variables['s.time'][-1], ferry.variables['s.time'].units)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pickle" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "HINDCAST_PATH= '/results/SalishSea/nowcast-green/'" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import os" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ferry = ferry.dropna()" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_model_chl = np.array([])\n", "list_of_ferry_chl = np.array([])\n", "list_of_lons = np.array([])\n", "#unit = ferry.variables['s.time'].units\n", "for n in ferry.index: #2563687):\n", " #if ((ferry.variables['s.latitude'][n].mask == False) \n", " #and (ferry.variables['s.chlorophyll'][n].mask == False)):\n", " Yind, Xind = geo_tools.find_closest_model_point(float(ferry.longitude[n]), \n", " float(ferry.latitude[n]), \n", " X, Y, land_mask = bathy.mask)\n", " date = datetime.datetime.strptime(ferry.time[n][:-1], '%Y-%m-%dT%H:%M:%S')\n", " sub_dir = date.strftime('%d%b%y').lower()\n", " datestr = date.strftime('%Y%m%d')\n", " fname = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr, datestr)\n", " nuts = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir, fname))\n", " if date.minute < 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30) - datetime.timedelta(hours=1)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date - before).seconds / 3600\n", " chl_val = 1.6*((1-delta)*(nuts.variables['diatoms'][before.hour, 1, Yind, Xind] \n", " + nuts.variables['ciliates'][before.hour,1,Yind, Xind] \n", " + nuts.variables['flagellates'][before.hour,1,Yind,Xind]) + \n", " (delta)*(nuts2.variables['diatoms'][after.hour, 1, Yind, Xind] \n", " + nuts2.variables['ciliates'][after.hour,1,Yind, Xind] \n", " + nuts2.variables['flagellates'][after.hour,1,Yind,Xind]))\n", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date - before).seconds / 3600\n", " chl_val = 1.6*((1-delta)*(nuts.variables['diatoms'][before.hour, 1, Yind, Xind] \n", " + nuts.variables['ciliates'][before.hour,1,Yind, Xind] \n", " + nuts.variables['flagellates'][before.hour,1,Yind,Xind]) + \n", " (delta)*(nuts.variables['diatoms'][after.hour, 1, Yind, Xind] \n", " + nuts.variables['ciliates'][after.hour,1,Yind, Xind] \n", " + nuts.variables['flagellates'][after.hour,1,Yind,Xind]))\n", " list_of_ferry_chl = np.append(list_of_ferry_chl, float(ferry.chlorophyll[n]))\n", " list_of_model_chl = np.append(list_of_model_chl, chl_val)\n", " list_of_lons = np.append(list_of_lons, float(ferry.longitude[n]))" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(689721,)" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_lons.shape" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(689721,)" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_model_chl.shape" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bounds = pickle.load(open('bounds.pkl', 'rb'))" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def make_plot(n):\n", " fig, ax = plt.subplots(figsize = (10,10))\n", " c, xedge, yedge, im = ax.hist2d(list_of_ferry_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])], \n", " list_of_model_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])], \n", " bins = 100, norm=LogNorm())\n", " fig.colorbar(im, ax=ax)\n", " ax.set_xlabel('Ferry Data')\n", " ax.set_ylabel('Nowcast-green')\n", " ax.plot(np.arange(0,35), 'r-')\n", " ax.set_title(str(bounds[n]) + ' < lon < ' + str(bounds[n+1]))\n", " print('bias = ' + str(-np.mean(list_of_ferry_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])]) + \n", " np.mean(list_of_model_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])])))\n", " print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])] - \n", " list_of_ferry_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])])**2) \n", " / len(list_of_model_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])]))))\n", " xbar = np.mean(list_of_ferry_chl[(bounds[n]<=list_of_lons) & (list_of_lons< bounds[n+1])])\n", " print('Willmott = ' + str(1-(np.sum((list_of_model_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])] - \n", " list_of_ferry_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])])**2) / \n", " np.sum((np.abs(list_of_model_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])] \n", " - xbar) \n", " + np.abs(list_of_ferry_chl[(bounds[n]<=list_of_lons) \n", " & (list_of_lons< bounds[n+1])] \n", " - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def make_log_plot(n):\n", " fig, ax = plt.subplots(figsize = (10,10))\n", " c, xedge, yedge, im = ax.hist2d(list_of_ferry_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])], \n", " list_of_model_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])], \n", " bins = 100, norm=LogNorm())\n", " fig.colorbar(im, ax=ax)\n", " ax.set_xlabel('Ferry Data')\n", " ax.set_ylabel('Nowcast-green')\n", " ax.plot(np.arange(0,35), 'r-')\n", " ax.set_title(str(bounds[n]) + ' < lon < ' + str(bounds[n+1]))\n", " print('bias = ' + str(-np.mean(list_of_ferry_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])]) + \n", " np.mean(list_of_model_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])])))\n", " print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])] - \n", " list_of_ferry_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])])**2) \n", " / len(list_of_model_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])]))))\n", " xbar = np.mean(list_of_ferry_chl2[(bounds[n]<=list_of_lons2) & (list_of_lons2< bounds[n+1])])\n", " print('Willmott = ' + str(1-(np.sum((list_of_model_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])] - \n", " list_of_ferry_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])])**2) / \n", " np.sum((np.abs(list_of_model_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])] \n", " - xbar) \n", " + np.abs(list_of_ferry_chl2[(bounds[n]<=list_of_lons2) \n", " & (list_of_lons2< bounds[n+1])] \n", " - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": true }, "outputs": [], "source": [ "output = open('ferry_chl.pkl', 'wb')\n", "pickle.dump(list_of_ferry_chl, output)\n", "output.close()\n", "output = open('model_chl.pkl', 'wb')\n", "pickle.dump(list_of_model_chl, output)\n", "output.close()\n", "output = open('chl_lons.pkl', 'wb')\n", "pickle.dump(list_of_lons, output)\n", "output.close()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_model_chl = pickle.load(open('model_chl.pkl', 'rb'))\n", "list_of_ferry_chl = pickle.load(open('ferry_chl.pkl', 'rb'))" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AqG3btjR58mR6/fq13HLIQ2UyPHz4kADQDz/8QH/99RcnGWSBDznKm2H16tWk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (12,12))\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.set_xlim(-124.25, -122.75)\n", "ax.set_ylim(48, 49.5)\n", "for p in range(11):\n", " ax.plot((bounds[p], bounds[p]), (48, 49.5), '--', color = 'grey')" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from matplotlib.colors import LogNorm" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_model_chl = list_of_model_chl[list_of_ferry_chl < 25]\n", "list_of_lons = list_of_lons[list_of_ferry_chl < 25]\n", "list_of_ferry_chl = list_of_ferry_chl[list_of_ferry_chl < 25]" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 2.24150135282\n", "RMSE = 4.35246068562\n", "Willmott = 0.529002882478\n" ] }, { "data": { "image/png": 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W8Pe/A3PnAuPGlbtHAIBs6WKKWBCWiIiIAFx9NfDrX+fmJJrcOzPLV7jqKQjbl9lsM1uK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\nIaQSKMt/8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(list_of_ferry_chl, list_of_model_chl, \n", " bins = 100, norm=LogNorm())\n", "fig.colorbar(im, ax=ax)\n", "ax.set_xlabel('Ferry Data')\n", "ax.set_ylabel('Nowcast-green')\n", "ax.plot(np.arange(0,35), 'r-')\n", "ax.set_title('Ferry vs Nowcast-green Chl')\n", "print('bias = ' + str(-np.mean(list_of_ferry_chl) + np.mean(list_of_model_chl)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_chl - list_of_ferry_chl)**2) \n", " / len(list_of_model_chl))))\n", "xbar = np.mean(list_of_ferry_chl)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_chl - list_of_ferry_chl)**2) / \n", " np.sum((np.abs(list_of_model_chl - xbar) \n", " + np.abs(list_of_ferry_chl - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.902179383818\n", "RMSE = 3.20718067316\n", "Willmott = 0.606096675921\n" ] }, { "data": { "image/png": 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ZRyNSUzQoEhFpFE88Ab/+NfzlL7D11llHI3VAOUUiItL+vPoq7L03nHUW/Pzn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(0)" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.933970984698\n", "RMSE = 2.90742581711\n", "Willmott = 0.661740900677\n" ] }, { "data": { "image/png": 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t0CX9f9+Wqwq3mGu5qLYoJPuzKbzvJFW4xVaVVrLyNY5DVT1DqBI0KBIRqTWX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\nPnP3i8zsHqDN3ZeV5r8HHFaWyESk8q6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CtA2KiIikoyIzRe5+PHB8zOuvAVtHtxCpT6t8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\nb6vXz8jsAoDFaiZZqeX+0rPN9HIigFnmw0Yfx1q2Qsvm0jO5AMD/9GK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1AAAA\nuElEQVT0/p7fB2Av9C20krlVCBFA3+LmjwCeAHC0lDKe+POL0bfjFABwF/pilvr7NYB/JL7yOyUx\nRjGAzQAWApibxvyJiLabkNK2m05EhUwIUQxgE4DJUspV2Z4PEVEmcKeIiGx+AuBNLoiIqJB4sj0B\nIsotQojP0BfUPDNJVyKivMKvz4iIiIjAr8+IiIiIAHBRRERERASAiyIiIiIiAFwUEREREQHgooiI\niIgIABdFRERERACA/weQL6RNMQlCkQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(1)" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 1.03479817565\n", "RMSE = 2.93972492984\n", "Willmott = 0.677210364228\n" ] }, { "data": { "image/png": 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nNqH4It5TrKo6/9z95TgtPCLj886hWNV6cRRawZNU5U+hx6nEViC5/qyVxTlc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\nyhlSyhneKtbaGgz+VAq33bcYkWAI3zr5LEgxJD4eREREReF4TJEQIgz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(2)" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 1.04543188284\n", "RMSE = 3.11514260522\n", "Willmott = 0.669705472444\n" ] }, { "data": { "image/png": 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HZh1NRdRjTpGqz0RERErxn//AoYcGT6vec8+so5Ey0pUiERGRuObNgxEj4PvfhxNPzDqa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\nBx+Exsr+uzDrirBqU+0VatU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HoBUYX+6gRKSKvfce7Lsv/OxncOSRWUcjIpXiUnxBPzOb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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(3)" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 1.34125867632\n", "RMSE = 3.44261966813\n", "Willmott = 0.627474238704\n" ] }, { "data": { "image/png": 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+ffIep9Los13ZHNRcTpEGRSIi1eiBB+C88+Dvf4cvfCHraES6BQ2KRESqzBpu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(4)" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 1.97928911311\n", "RMSE = 3.9096394528\n", "Willmott = 0.576622408505\n" ] }, { "data": { "image/png": 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nJ58Mr73GOWxPpxZolDJyWDXbfNQE/QaJiNSrW26Byy+H227jQ2vJOxqRuqc7\nRSIi9eif/4QjjoBLLoHttss7GumhGm3xRt0pEhGpN/PnRwnV48bBkUfmHY1Ij6E7RV34qzFn1Xvh\n8sRjTd6xF68ZuNUdesyTZpVdP7m5ae7Covv4QtfCT6LOGp+f6B1a0TpN0m2WMWlkWTU8y3FDypXs\nn/X8eR63UsnYPS7ZuLMTDj2UF1+azYkvfcjy674KVPd11to1raVihJ7EgXKKRESkhk2aBI8+ytns\nyHLza0tFZFVoUiQiUi/uvx/OPBNuvpn3bEDe0UgD6HS9qvJTK2onEhER6d6sWTB+fDQp2muvvKMR\n6ZGUUyQiUutaW2H//eGzn4XTTss7GmkUrvHWKdKkSESk1h1/fFRx9uCD0Es3+EUqRZOiLtK0mwi1\nrWj1qsZa3m9NjOkYNqjomLZBfWLboaqsNPxqs8WbrhHb7ht4nX61xq67T0qM6e29hvunnJEY47cv\nSVMFcs/L5xUdk6YCLHS9ilUUhs7tH6dclSyh1i6ha+jLcv5yVczlqZqvoVytSrKcq1jV5N7uVU7q\nPxOeegpWW63s5xLpjqPx1inSpEhEpEZt4j7geJ6Fq38Dn0z+g0xEykuTIhGRGjTELeMMnuQuRvOV\n8ePzDkcaVKPlFOnLaRGRGtPLdXIaU3if/lzFp/IOR6Rh6E6RiEiNOYznWZ8FHMcX6DD921Xy0Ygr\nWmtS1EUoidp5rS3mbTowMWbgm/G2Hn7CNEDzQzPi28EE4Hgic5rE72A7Dm8/f4m3jsDr9IValfjX\nIpSc2r7bNrHtUPJzmsRqX+i9SZNE6p/fvzZp4gslnfvvZ+jc5WoFkiVZNvS5KFfrlGrJeu5abwVS\n9Fx/+hPje78KDz3ErZ/7HJAu6bySienlSkQvdpys8SqBXMpF/wQREakVM2fCoYfCeedBYUIkItWj\nO0UiIrVg0aKo8/2++8LEiXlHIwI03tdnulMkIpI35+Dww6GpCSZPBmusv4hEaoXuFImI5O3CC+G+\n+2D6dBigRq9SGxxq8yEiItX0yCNwyilw222w0UZ5RyPS0DQp6sJvjwHQ7m0Pf+ydxJjWUcNi2y2z\n5ibHeFVZ/nEhWfGVpjooTSVXmnYhfguKNNdi2T7bJsYMeGF2bNtvMQLZqqCCVXbedppKMv+4oQo/\n/zgPZ2xD4l+fvndNS4zJUkmWphIopBxVWFmrkPKsfCtXBWRFvPkmjBsXTYq+9KW8o+lWvbWa6Qlt\nbmpFo7WNRFGmAAAgAElEQVT5UE6RiEgeli+HAw6ALbeEs87KOxoRQXeKRETyceKJ8M47cOedUYK1\nSK1xjVd9pkmRiEi13XADXHMNPPEEDBtWfLyIVIUmRSIi1fTss3D00XDFFbD11nlHI9IttflocKGk\n2w8n7BjbHvrCosSYjn7FU7P85OtQAvLDD54R206T1JoloTCURN0xbFBgZNyC8TvEtlef8m7RfVre\nb008dr8XX5pE8FB8zYyKbYfev2LXME2bFD8JHeD+KWckHvP5idWhc/nH9luphJQrSTnNZ8d/b8p1\n3JBKta2omaRqgHnzogUaJ0yAr3899W71mCRcjy1iyqWW2uVIaTQpEhGphs5OOOQQGD4cLr4472hE\nUtGdIhERKb+zz4apU2HGDOjbN+9oRCRAkyIRkUq76y746U/h3nthvfXyjkYklUZc0VrrFImIVNIr\nr0Rfm/3kJ/CFL+QdjYishO4UiYhUypIlMHYs7LornHxy3tGIlMw12J0iTYqK6NXmYtttg/okxvit\nLUJVUL6ln1s78ZhfiZS1ysivGJq/1YjY9sDXlyT2mbfpwNj2ajckq6CmeFU8oaqxxGt/NTEkIVQd\n5F+LRev1T4x5IkUFWLHqs9B7laYKKku7i+A+Ka6PbfvJks+VRpp9/BY2IVnbjhQ7TtbPf7laUvjV\ngmk+KzHOwTHHQGsrXHcdKzrf77TvubFhofYvafjnVoVT7dB7Ub80KRIRqYQrroA//jFKrh48OO9o\nRCQFTYpERMrtySfhhBPgpptgs83yjkYkMzWEFRGR7N59F/bfHyZOjBq+ikjd0J0iEZFyaWuDceNg\n441h0qS8oxFZJa4BG8Kac674qBozZswYN3369FU+jp8oHEqkDLVmKCZNWwE/2RKgvSV+427IM++V\nfG5IthDxW22E2nz4rz2U3OvvF2q9kab9RZbrHkr4bX5oRmw7FHPrmi2x7b//JV4BFGrh4b/ONO9n\nmkTd0HH8/UKfN/86p3n/QrLEU66k5TRJ52kSm9OoVJJrqrYj3/kO3HprtEDjiBGJ8WmPm0bWliuV\nOq6SiyvPzGY458ZU63wDN17LbXn5hKqc6/E9zqvqa+uO7hSJiJTD734Hl1wCf/tb6gmRSK2r95J8\nM/sc8AugE7jNOXf+ysYrp0hEZFU9/zwcfjhcdBHsuGPx8SJSLa8COznnPgN80cyS67t0oTtFIiKr\nYsGCqPP92LFw7LF5RyNSRvXf5sM593aXzQ6iO0bd0p0iEZGsnIPDDoP+/eHKKz9aoFFEys/MfmFm\nr5mZM7Mtujy+sZk9aWYvFv67UWDfPYBXnHOt/nNdaVIkIpLVz38OjzwCt90G/frlHY1I2TlnVflJ\n6XZgJ+A/3uNXApc55zYGLgOu6vqkma0LfB/4TrETNPTXZ371Tahthd8iI1QR5lfJhCozFo/dPrbd\nMbgpbZgrFarQ8VuItLfEv0IdEqhe8oUqnELVZr401Uv+dQ9drzTvTYdXbeamJVuT9C0SX0i7tx2q\nUEsjTdVa4tyhSjxGFR+TorKsllSyUilNdWOWCqvEPg8+CHvvDXfcAaNHB/cJSdOew38NaSoF05yr\nkspRuVhJ5Yqv1l9nHRtuZl3Lyic75yZ3HeCcewzAutyRNbM1ga2BPQoP3QJcamZrOOdmm1lf4Drg\nWOfcomJBNPSkSEQkk9dfh/Hj4Yc/jCZGIj2Qo6rrFM3JWJL/MeAt51wHgHOuw8zeLjw+GzgI2Ay4\nqjCZOtg591Z3B9OkSESkFK2tUVL1dtvB6afnHY2IrIRz7lrg2rTjNSkSESnFxInwwQdw//3QS2mZ\n0oO5qJagxr0BjDSzpsJdoiZgncLjJdNvtIhIWtdcAzfeCH/8Iwwdmnc0Ig3POfc+8CwwvvDQeOAZ\n59zsLMdr6DtFaVospJGmhYGv/3tticeWDY2/HaHWFh39vHms19IDYOCby2PbvRfGt0PHbfG2/VYh\nAANeiH/GQonX7bttE9tO0w4g1J4jVRLpy/HjhJKx/dfqtwapZEuDciVk+onCoeOkuV5ZEnPTvIZy\njUmjXIn8mZKUp0+Hb34TfvUr+PSngfBnrlh8aaRJlK/mZzDLubOo5O9arb/2WtVJ7SwzYWYXA/sB\nawEPmtlc59zmwDHA9WZ2BjAPyNybpKEnRSIiqcyZE+URHXEEfO1reUcj0pCccxOBiYHHZwLbJ/co\nnb4+ExFZmY4OOPhgGDkSLrgg72hEpIJ0p0hEZGXOOAOefRaefhr69Mk7GpGqcVS1IWzRdYqqQZMi\nEZHu/PnPcO650UKNI0fmHY1IT5Z1naKyauhJkZ8wt9O+5ybGDLhtSmx7/thsX1t29InPtv3k5xA/\n8Rpg4OtLYtttg5L/cvWTiZu8BPLWNZNJ1L72luQ3q37yddPSZF89P+aOfbZNjPGv84DQ6tle8nVo\nhe1dd58U2+4dSPxumTU3tn1PZ/Hk7CyrQRdLuIV0SaRZ4/ET3NNIkzCaJr4siadprkU1E9yDidcv\nvggTJkStPHbeObhfsfemXJ+vrNcizZg0q2dXSyWTmLUSdRb13xC2VMopEhHxtLh22G+/aLXqE0/M\nOxwRqZKGvlMkIpLgHCcxA9wguPpqsMb6l7JIV3WweGNZaVIkItLFV3iZ7XgH/vgADByYdzgiUkX6\n+kxEpGALN5sj+Qfnsi1sskne4Yjkzjmryk+t0KRIRAQY5pZyOk/xBzbmCVOlmUgjMleHXxiOGTPG\nTZ8+vfjAIvbc/uzYdqjCyee3XIBke5BQi4yW91uLnstvmxEa47etCFWxFXsdoTYfS0b0jm2vPuXd\nxJjQ6yrm7385OfFYlvYqaa57aIzfQsRNey62nbUyKc25yxFf2hjTqFb1TZoWGiFZ3ovQZydNW5SE\n5cth112hf3+4915oasrWCiSDrOeptWqqSsXTqK8zdGwzm1HNsvV+G67jNrzgyKqc659fPruqr607\nyikSEfnud+HNN2HGDGhqyjsakUakxRtFRHJ3000weTI89hgMH553NCI1pYrrFNXE4o3KKRKRxvWP\nf8CRR8Kll8KY3P88FpGc6U6RiDSmDz+MFmg8+GA44oi8oxGpSXWYdrxKGjrR2k9s85NeIZm07CdD\nA9w/5YzYdmhp/w+2Xyt+3OXJ6942IH7jbugLixJjQom4xWRpJbH9wecnxgy+5anYdijJ1X+dQ15e\nXDS+NAnuaa57SLGkyNC1CCVE+7K0pMja5iNLPCFpWpH45/Lf41ALiCxtIrK2rSjbcTo74ctfhnff\nhUcfZY/+X0sMSfPaa0k126JkVa0k5dCfTXm+f+X6vOeRaP3xXxxVlXO98JWzlGgtIpKLc86BJ5+M\nEqtbWvKORqRm1dIaQtWgSZGINJZ774WzzoJ77oH11887GhGpIUq0FpHG8dprcNBBcPbZsPvueUcj\nIjVGd4pEpDEsXQpjx8LOO8Opp+YdjUjNc9RWC45qqMqdIjP7hZm9ZmbOzLbo8vgsM5tpZs8Wfvaq\nRjwi0mCcg+OOg8WL4brrQJ3vRSSgWneKbgd+CTwaeG5/59w/qxRHjF9t1rpmMuGyr1ft1T5qm8QY\nv/omVC3Uvsvase1QG405n4uPCbYCCVTI+fyqrF13nxQ/RqBdh18dMThwXL+iY/5WIxJj+r/XFtue\nt2myy/jwx96JxxOoLPOr7JoZlRiTpZ1EmgosX/tuyffcbxETqiTxz5VmTKhCxj9XlgpEKF8Vmy/0\n/mU5T5rKpMzVS5Mnw+9/D1OmwJAhmc6VpcKwku05srZT8VWzbUalzlXVysUM8m5Nsirqrz591VRl\nUuScewzA9K8zEam2KVNg4kS48UbYfPO8oxGRMLX5KLilMFl6FDjNOfdhzvGISE/x/vuw//5w/PHw\n1a/mHY1IfXFVLclXmw/g8865TwJjAAMu7W6gmR1lZtPNbPrs2bOrFqCI1Kn2djjwQBg9GiZNKj5e\nRBperpMi59wbhf8uAy4HPruSsZOdc2Occ2PWWCOZEyMiEnPaafDvf8Pvfge9e+cdjUh9clX6qRG5\nfX1mZgOAZufcfIu+PzsQeLaaMbQN6hPbbnm/NTnIS2x++MFkKa+fLLtg/A6JMYNnLY9tLw4kO/dq\nc0XHNC3tTMbo8Vt0DFkYP/fDDybbY/jJ2C2z5ibG+IngA99cnhizbGj8I7XaDU8mAwwswV9MKAHZ\nT5QMJUT771eW5NTeC5Ov009mT3PcrImxfsJ9a+B1ppGm7YgvTRGBX7CQNYE1S1uUkL03/B6fXfQi\np7x3J6eMHMdzax+f6VxZ2nz4+6Q5brlkaemR9jjVagVSruTxED/mrO9DmmuRZ+sbWTVVmRSZ2cXA\nfsBawINmNhfYF7jNzJqAJuBfwHHViEdEeq6PLZ/LSe/fw+Thu/JCy0hgVt4hidStRlunqFrVZxOB\niYGntqrG+UWkQSxcyA/f/TNPDNiIOwdvmXc0IlJnaqH6TERk1TkHX/86bdbEpWvsoQUaRcrA1VC+\nTzXkXX0mIlIev/gF/PWv/HStL7OslxKrRaR0mhSJSP176KGo2uw3v+Gd3qvlHY1Ij+CIcoqq8VMr\n6vLrsxdnvBrL1M9cdeFV8fjVaAALRsUf86u0INk2o++CjsSYJSPi/3L122EAtI+Ivx2dvZNvz9AX\nFsW207TR8CuGQq0umv2qokBlRu/F8cq3UIVa80OzEo/5/LYQoeveO0U7E/9999thQKCqzntdaVpf\nzN9wQOIx//OUppIlawWKL9mMJl2VmH+9slQZhT7/oYrMYtJU2qStNBvevoBL3riRO4dsy03ffiTx\n2tO8zqyKHSf0ufA/B+Wq1ksj67Xw9wv9GZLm813qeULnKsd5ynmckDR/rkhtqstJkYgIQG/Xzg/e\n/QsvtazFzUM/k3c4Ij2LA2roLk416OszEalbR895mCEdSzh3zf/BKbFapJ4NX9G1ovBzVB5B6E6R\niNSn665j94XPc9LIg1jU1C/vaERk1dRE7zNNikSk/jz9NBx7LJessQev9l0z72hEeqxGK8k3V4ev\nePCAkW6HLY7+aNtvuQDhRECfn/Ab4icyh1pbLFq3T9ExHf2Kf1M5b6N4MvbwfyxLjPlww/i5Br3V\nnhhTrBVIKEG6ddSw2HbzQzNWegwIJ5H6rUn63jUtMcZvxxFqo5FobeHFF9rP3weSCY+VaoUQSvJ2\n054r+Tihz201E4eLJVaHPjvlShz2dXucuXNhzBj4n/+Byy4rul/WVglZjpPlfShXW42e0Caikq8h\nzTWt9etuZjOqeTel7+iRbuRPv1mVc7120A+q+tq6oztFIlI/Ojrg4INhrbXgwgvzjkak56u/+yar\nRJMiEakfZ50FzzwDM2ZAn+RSDiIiq0KTIhGpCzu4t+Fnt8MDD8C66+YdjkgDqK2FFatBJfkiUvPW\ncYs4hWkwaRLsskve4YhID1WXd4qsoyOYVNuVn/wZSmD1jxFKvPZXcZ7zqb6JMf3fi4/xE69Dx1n4\nsabEmA5vqeIPPpE814D3kqtl+/xVuHt5udjLho5I7PPE779b9Lhpkkj9JO9QwqGfvJsmQZpAonUa\nfjK4nxAdWk37YS/mNK87TVJ1KDE9S/JniL9f1uRPf78018J/zAKrkad5Dd2tCt7i2jmTJ5nBCCZd\n/g5c8d/f5awrB2e5puWS5rhpVkhPc9w0n680K0ZXKwG5konh/jXtCYnpVdFgOUW6UyQitcs5TmAG\nTXRyPtuAFmgUkQoq6U6Rme0JbAnE6tSdc8maeBGRVfRlXmEH3uFb7MZS612ft7ZF6pWj4XKKUv8Z\nY2aXAl8FHgaWdHmqwW6uiUg1bO7mcDT/xznswBs2OO9wRKQBlPIPr4OATzvn3qhUMCIiAEPbF3E6\nT3EbG/OYjcw7HJHG1WC3PUrJKZoDfFipQEREAJpcB99/705eZxDXsnne4YhIAynlTtH5wE1m9jPg\nva5POOdeLWtURbhly4tWnfgVTs2B8YvHbh8f05psj7F0WHzeaIHir9ah8TEt85LH6egT/1520BvF\nq8hClg2Jn2vxiGQVW+j8xfhVWaFqqmX7bBvfDhxnwAuzY9v++wDJFiIdgWqlB15eebsJSFaOuWmz\nAhF5vE9q6BcgTYsYX6haKFTFk0WWSp8s1UtpzhWqLPPb7KxyVc+JJ8IfgKef57414m1jKlUFVak2\nKWniCe1Tzc9OmnPVW1VWud7PNOrt2pSuajlFw81sepftyc65ydU6+QqlTIquKPz3i97jDkj+zSwi\nUqpbboHLL4dHHwVvQiQiPdqcuup95pxT+b6IVM5zz8ERR8All8B22+UdjYiAcoqKMbOPmdkOlQhG\nRBrU/Pmw335w4IFw5JF5RyMiDSr1pMjM1jOzx4GZwIOFx/Y3s6srFZyINIDOTpgwAQYPhksv1QKN\nIpKbUnKKrgLuAj4PzC089gBRAnZVWd8+NK87aqVjei9cHtu+P5AMt/3B8dAXj+idGNOrPX7v0G/F\nAdCrbaWhALB0eHz+2Rlo8N3eP769+r+Sydh+y47VZ4bSneM6+sXP7bfigGRidftu2yTG9L1rWmw7\nlHT7/i5rx7YHz1qeGFPs3JB8b/r2Kz5/b0mRXJylLUSa9hwh1WqNEBJ6nVlaivhj/KTqtMdd2T7j\n3Qvsz0sMfu3f0K9ft8dNe+w0+/iFBeVKls1yLcqlmm0r0pwry+cra/uVLInVWduiZJE12b8mkrj1\n9Vm3tgMmOec6KVwm59x8YEglAhORnm8b9y4T+BfnsB2MGpV3OCLS4Eq5U/QesCHw4ooHzGwz4PVy\nByUiPd8It5jTmMqNbMYMWyvvcETE54AGa/NRyp2iXwB3mtnXgWYzGw/cCvy8IpGJSI/V23VwBk/x\nPMO4hU/kHY6ICFBaSf6vzWwucDTwBjABON05d3ulghORHsg5vsUzDKCNk/k8TonVIjXLNVhOUUlN\np51zfwb+XKFYRKQRXH01u/AGE9mNxRaoOBARyUnqSZGZGXAEcCCwhnPuU2a2E7CWc+53lQowxDU1\n0TFs0ErHNM1dGNv2q00Alm81MLa9bGjyOH3nxf8V22d+ctrsV4R19k7+y7f34vh+y/okx5h3nLYB\nyW83273qt2VDk2+h366kvcVrQ/J+a2KfNq/arGXW3MQYvCqs9kDVWK9Nd4xtLxiV/EtvsHcuv1IQ\noP978ZK+YDyeULuCYu0vQlVa/mfL/yxBsiok1BokS6uGNO05qlmhk0ZJFTJTp8Lxx/PLNf8fbw7a\ndKV/AIWO61/nNO95NaW5FuVqBVKO46bdrxz7VPJcaX6vs5yrmtermr+zJWmwO0Wl5BSdDXwD+BWw\nXuGxN4FTyh2UiPRAs2fD/vvDscfyt0Gb5h2NiEhCKZOiw4AvOud+y3/njq8Bo8sdlIj0MO3tMH48\nrL8+nFeeZqciUgXOqvNTI0rJKWoCFhX+f8WkaGCXx0REwk4/HZ5/Hp5+GnonF0kVEakFpdwpuge4\nwMz6wkc5Rj8G/lKJwESkh/jTn+D88+H3v4e11y4+XkRqhrnq/NSKUu4UnQhcD8wHehPdIbqfqDS/\nupYsDbaG6GrO5+J/+A5/7J3AqHiidZ8FxU/d2Zy8zbds9fh2v/eT7/DywfH9+s5Ljpm/YXzbT6oG\nWO3leFLyhxsmE5n7FclJDiUO3z8l/pVGKDHd3y/U5mPoC8VvHPrHCSVF+i07QmP884dizsJvZZEm\n2TGU+J8lITqUOLzr7pNi26Ff2izJqGniSWOlScEzZ8Khh3JZ22bcvtMvgV9mPm4ovlCCe5rXENqv\n2JgsifOh1+C/D6HjZml/EZKm9YYva8xpFEsgz5rA7ceTNUG6Uu17sh7Hf8y0fEXFpZoUFe4KDQcO\nAFYH1gfecM69W8HYRKSeLVoUdb7fd19uv7l4jz4RqTEOVZ+FOOcc8BzQ6Zx73zk3TRMiEemWc3D4\n4dDcDJMng/6FKyIrN9zMpnf5OSqPIEr5+uwZYGNgZoViEZGe4sIL4f77Yfp0GDAg72hEJJOqVobN\ncc6NqdbJulPKpOgR4F4zu46ozcdHN9Wcc78ub1giUrceeQROOQX++EfYcMOiw0VEakUpk6LPEq1L\ntLP3uAM0KRIRhrmlMG4cnHoq7Ltv3uGIiJSklIawu1YykFK4Qf1p326blY7pNzfeM6N11LDEmPb+\n8duC/d/rTI7pFx/T3pK8ldgr3pEiOCaxT3vyMb+lSCjD7YNP9I1tD/lPW2KM39bDl6bCKbSSjF9h\n5VdpAey077mx7b53TUuMafXafDycIp7QmDQVRH5rEv+1h46RpYotVA2ZplKqXIq1M4FsrQ/SVGB9\n9DqXL4edd4bBW8KPfhQeU4KsbT58WSuRylFtVq7WG1nfT/96hfZJUwGWpfqtXC0yyiVLtVfoz4I0\n1amVbMtSdQ2WaF1K77Pg37TOueRMQkQaz4knwjvvwJ13QlNT3tGIiJSslK/P2gnMGc2sHXgb+CNw\npnNOK1yLNJobboBrroEnnoBhybuyIlKnGuxOUSkrWn8LeAjYE9gU2Av4K3AycCzwGeCicgcoIjXu\n2Wfh6KPhiitg663zjkZEJLNS7hSdBGztnJtf2H7RzKYDM5xzG5jZc8CMskcoIrVr3rxogcZDD4Wv\nfz3vaESk3BrsTlEpk6LBQH+iNh8r9AeGFP7/XaBfmeJaqV7L22mZ9d9eFqFktAFeYuL7uyR7LvVZ\nEH+3F66fvHHmL9EQSpB2XvqEdRQfM3+DZDJ2b++Lxz4Lk5/GTi8DOpRUPfD1JbHt1jXj/UJC12vZ\n2O3jsSxcnhjjt+cIJSEO8FuIBBJEm2fF+5CEEpD9Did+AjfA31MkwvrHTpO42Myo+AOB15DmOGmS\nXNMcJ9HypOge4SThNAnkJSUKd3bCIYfwwmsf8p2r3qdt8gHF91lFaZKLy9WGodhxQ8qVUO5LkyBd\nSZV6XWlkeT/TJIuHfh/aBsXbJjUXaSdVaYkE+1dyCaOhlDIpugF4wMx+SbRO0brAt4n6oUH0tdq/\nyxueiNSss8+GqVP5MTvSZkqsFulxHNVcvLEmlDIp+h7wEnAgsA7wDnAZ8KvC8w8TLfAoIj3dXXfB\nT38K993H7N2vyDsaEZGyKGWdok7gysJP6PnWcgUlIjXslVfgkEOiSdFuuwGaFIn0VNZgOUWlVJ99\npJBULSKNZskSGDs2mgx9r3KLUYqI5KGUr8+6Wr+sUYhI7XMOjjkGWlvh2mtBne9Fer4Gu1NkzpX+\nis1soXNuUPGRlTFo8LpuzHbHf7T98IOnJsZsc8QFse1Q1ZivdfXkH/KJaq/+yf16eYVafhUZQGe8\nqIHVZybbc7y7XfxkA95KvjdrPFN8bcx5mw4sOsbnt0Up1ioEoO+84he1+aHkKg1+RUWoUipNSwy/\n7YhfHRcaE2rHUUyoxYIfc9bl+EPHziJLS4qSXXZZ1Oh16lTYbLOyH75c1V2Vqj7LImsLiCztTNKe\nP0s8tSTNNS1Xi5Faa1ViZjOq2Um+73ofc+t874SqnGvWxO9W9bV1J+udor3LGoWI1LYnnojaeNx0\nU0UmRCIitSB1TpGZPbPi/51zj3V5fHq5gxKRGvLuu3DAAfDtb0f/FRHpoUq5U7Sh/4CZGTC6fOGI\nSE1pa4Nx42DjjeFnP8s7GhGpskarPis6KTKzGwr/26fL/68wCni+3EGJSI049dSoBH/GDGjO+m27\niEh9SPOn3Cvd/L8DHgeqnnVmHS7WhiKYlOu19Vi6RrZKmf7vxafJadpztA5PHsdPmp63Ue/EmH7v\nxbc7+ibP5bfs+HB04DhzOpMBdNH/vWSSt9/WY9F6yYxyP7E6lETdvts2K92GZJuPUAuPvl5bA9v2\nk4kx9085I7adJjk7TUKmL01riazJlzXdkuLWW+HSS+Fvf4MRI8oaT+jcWd6bNO95NZON/dYRWY+b\nJpE/TcFCuaS5zmliLnY90uyTpoVHloT8Sp4rq6wFHGWlFa3jnHNnAZjZU865+yofkojk7vnn4Rvf\ngIsugh12yDsaEZGqKGXxxuVm9nEAM1vLzK43s2vNbK0KxSYieZg/P+p8P3ZstC6RiEiDKGVSdDmw\nov/7BUBvoBOYXO6gRCQnzsFhh0H//nDllVqgUaSRuSr+wHAzm97l56iqvEZPKZmTI51zr5tZM7AX\n0arWy4G3KxKZiFTfz38e5RBNnw79+uUdjYg0jjn1tnjjAjMbAWwB/Ms5t8jM+hDdMaqqjpZezN9w\nwEfbg0OrFHuJ1n3nJesKO71XvyywovWyIfHHQitjL143fuy+85LHaRsUfyy0MrYfT2hl7KXD4oOG\nPb8sMaaj38pvAIaeXzY0HlBoterEfoEkaj9hu21Qn8SY1lHDYtt//8vJiTGh5Gufn9TqAgnRD7y8\n8iTINCtKp0m0TpO0uevukxJjHs6wEm/FEocffBBOPx3uuANGjw6eq5KJp1mSSrMmF6dJHPY/X35i\nf4i/YnolV18u16rqaV5nuZK4i31WsiZIZ5H1c1rNFa39c1ked25Vkt+tS4BpQB9gxbrfnwVmljso\nEamy11+H8eOjSdHeWrBeRBpT6kmRc+7nZvYnoMM5t6I0/y3giIpEJiLV0doaJVVvvz388Id5RyMi\nNUSLN66Ec+7FlW2LSB2aOBE++ADuvx96lVJ7ISLSs6SeFJnZYOBHwM7AcOCjLzedc+uVPTIRqbxr\nroHf/AaefBKGDs07GhGpNQ12p6jUkvytgbOB1YFvAa8DF1YgLhGptOnT4ZvfhMmT4dOfzjsaEZHc\nlfL12Z7Aps65uWbW4Zz7s5lNB/5ClSdGnX1g4fr/nc9NCVQDbH/w+UWP094vnsm/fHBySmwdXvVZ\nskNGYibd2RQY4hUNhI7jV581Lw6cy7NgVLK6a/ng+MmGvhQ/mV/BBjD0hXip27xNBxY9d6+25PVa\n3WvhsWi9ZHuIIc/E+5n41S8Ay7pUF0K4NUnT3IWx7XsCnwO/yihNJZkvTYVaaIx/7ubAuatZ3dX1\nOnee1dMAACAASURBVA9uW8xlz1zKk6zLZRP+DBP+HMXovY40lVJprk+amLNUHpWrjUZImkoyX6Uq\nBdN8LtKoZkuKSrWsqWb1l6A7RUXGzi/8/yIzGwK8A2xY9qhEpGJ6uU6+/8ptzKEfV6E7RCIiK5Ry\np+j/iPKJ/go8SvR12iJAydYidWTCmw/x8aXvcRw7025KrBaRMHONV31Wyp+IRwKzCv//bWApsBow\nocwxiUiF7DhvJl9993F+usEBzDWtWC0i0lUp6xS92uX/30frE4nUlZFL53Dyq3/k6o/twXODRwGB\nleBFRLryE2J7uFJK8i8Gfuuce6LLY58BvuqcO6H7PSvAgXX8dzOUcNg/0ILCt2jdeJJynwXJN99P\nfg6G0zt+f7GzT/I41hnf7vtB8jjt3j/cO5M51Im2I22BfGi/FcmywfHMb/8YkGzHEUqiHvJyPPM7\n1MLDF2oXksbgW56KbS8eu31iTO+Fg2LbodYNfkJtojVIqEVMBqHE3SxJ1KHXkCWx1D9OS+dyLnjt\neqayBre9PhDeCL/uYonooaTqLC0gsra2yLPFQqWECg38z2Uolizxha67bfvJ2HaozUeWZOc0Sflp\nPjvVTMDPIutnWWpTKV+fjQeme4/NAA4qXzgiUnbOccLs+wC4gDGQR/8kEalPWbvel/pTI0pJtHYk\nJ1FNgcdEpIb87/yn2XbxaxzHrrRaSYvYi4g0lFImNI8CPzGLylUK//1R4XERqUGbL32Tw+f+jV+M\n2Ju3bFDxHUREGlgp/2z8NnAn8I6Z/QdYj2idon0rEZiIrJrV2xdx2nt3cNtq2/LkgI34b/GoiEg6\njVaSX0r12ZtmtjWwPbAu8AYw1TnXufI9RaTaml0Hp713B7P6rMGNq38273BEROpCKdVnXwL+7px7\nsoLxpOPibTJCmf477XtubLvl/dbEmM7mePXU8iHJKXHfD6zomKYl8TGdfZJjmr0xLtQKpFd8v7ZB\nyYTYJu9l9H8vea7Fa8f3WzIi/i1p85LkPktG9I6fZ3lyjF8R07HPtslzb7pGbDvUUuThB+MVJ7vu\nPikxxt+ruTU59/bbfLSOGpYY41dhOa+6yq+8CWkNVNn5FUN+LGmP7QtVf2Vp53D84FcY3r6Qiet+\njc7CAo1ZqnjKVXWURrkqiMrVWqMcLVjSnCdU7VXsPGmPXY59IF0rlzT8Px/838+sVZxZVLIFS4/S\nYHeKSskp+i7wtpk9a2a/NLP9zGx4pQITkWy+4P7D3gv+wU9HfJkFTf3zDkdEpG6knhQ553YCVgdO\nAD4AvgnMMrN/Vig2ESnRx92HnMDTXDZ8d15qWSvvcESknrn/tvqo9E+tKLWcvgnoA/QFWoAPgRfK\nHZSIlG6AW86ZPMlDrMf9g0v/6k5EpNGVklM0FVgbeBx4BDjSOfevCsUlIiUw5ziFaSyiD5eyZd7h\niEhPUUN3caqhlJL8+URl+EMLP6uZWbNzLlsfh1Vh8UTlUGuEvl7CalMgUbBXe7xHxtDAPa85W8YT\nfPu/k7y55idNdwaSqPvOi28vH5Ic0z4o/ulrmp1MtG6ZGx+zfHByTL/Z8TEdfeNjmpM553T29hLK\nA0nezV5iddPS4oWHA99cnnjMf796D0uun+O/X+2Bc/mJ1b0XJs/lJ3b6n4tQmw8/qdRNm5UY4/85\ncU+KZMs0LTyytka4epM92fS1+Rz5+Yks6j+UvndNS4xJk7BajpYiaY4Ruhb++5nmWoSkuV7lSrL1\n+Qn45UqiDsWS5Vxpz18snjRjQsf1P5f+702aWEKfnSx6fIK0ZFJKTtEeRKX4ZwDtwKnAm2b2YIVi\nE5E07r2Xw176K2dtfRDv9R+adzQi0pM0WJuPUnOKBhN9hbYusD6wGtBvpXuISOW89hocdBDXbLIn\nM9bYKO9oRETqWik5Rf8ANgSmAX8HvgM84ZxbUqHYRGRlli6F/faDnXfmprYd8o5GRHqgWqoMq4ZS\ncoomAk855wIZKSJSVc7BscfCkiVw3XVwyFV5RyQiUvdKafPxiJkNNbOvAiOBt4A7nXMfVCw6EQm7\n6ir4wx9gyhQYEsjaFxGRkpXy9dmOwF3ATOA/wBeBi8xsn2q3/jAHvboUGoWqS/wKhflbjUiM6dXm\nVXIFKq46B3bExwSqvdoHxI/Td14yVas1XgRFc+BLx17L4se2QHHXsqHxMe0tyTH+sdviRXY0LUvu\n029u/GS9FyfH+K1S2gLtLzr6xV97qL2KL9Qio8OrSGt+aEZizHvf+kxse62nktVnoSqsrtp32ybx\nmPlVbK8m9/MrnNJUSqVp4RGqrvL3O2HdQzjvrd9y3oi9efTL1wEwwN8pRZVWqIon9LvUlV/xBHB/\nkX1C/PcX4OEHTy16rnavWjBN6400srTwCD2WtcVJMWkq1EJj/FYzoQq1LJ/Tara/SHMc/7NSrrYo\nIZVqOyK1oZSvzy4CjnPO/XbFA2Y2DrgYSDbBEpGyW8218sN37+WOIVvy6MBP5B2OiPR0DZZTVEr1\n2cbA77zH/kCUfC0iFdbLdfIDpvBO79W4dthOeYcjIlJOw81sepefo/IIopQ7RS8BBwI3d3nsAOCV\nskYkIkGH80/WZSHfGrE/HRZYIVREpH7Ncc6NyTuIUiZFJwB3mtlEopyiUcBGRLlFIlJBn3dvsh8v\n8V125sPmRAaRiEj51Viz1moopfrsCTPbANgHWAe4A7gnj+oz1yuZPFxMc2sya3nZkPjLXzgquV/T\nwvi/yF3girk+8U9N24Dkp2iwl6zb2ZxM2DZvMeLOZB4zTctXvg3Qq33lY0LnTmP2VvGL3mdh8nU2\nLS/+GxRKsk0cx0u+XrxPMm1ttVfbih7H9+GEHWPbQ19YlBgTav3hK5aQDNnaEYSO+w3bi+8ynSv5\nNP+y4al+adMUH4QUG1Ou+1NpWlKExvhJruVq+ZAmQbpSrUHKlbQcGpPm+viJ1VmT18txfbImLWdp\np6IEaQkp+uermT1MMtXKCo99w8ycc+4LlQhOpOEtWMCZPMnjrMMdbJB3NCLSaHSnKOE33Tw+kmhB\nx/7lC0dEPuIcHH44bfTil2wNlu0On4iIpFN0UuScu6brtpkNA74PHAncCiQXExGRVfeLX8Bf/8pZ\n7MgyKyX9T0SkTBrsTlHqknwzG2xmPwZeBkYAWzvnjnLOvVmx6EQa1UMPwWmnwW9+wztWYgKdiIhk\nUnRSZGb9zOz7ROv6bgp8zjn3NeecSvFFKuGNN2DcOPjBD2CfffKORkQalBFVn1Xjp1akuSc/i2jy\ndC4wHRhhZrGeGc65h8of2kq4ZIWVr3XUsNh2qN3EB5+IV0G5XoF3ptO8MckhfnuOUGwLPx7fbpmT\nHNM+KF4h17w4WevT2Tu+3XtB8jh95/uVdvGgW4clc1PaBsTHLB+YHNOrPX59WocmL0Zzq3cN10um\nnA18Pd6HJNQupG1Q/P0b8MLsxJjFm8Z7p4Sqxvw2B9OuOym2HWol4e8TOm6a9hxpKtQSFTvLlsH+\n+8N228EZUUVNmnYO5Wr54POvT+uagb4ynqwtT4rtE5LmGqeRtc1HMVnfqzTnShNfmuuTpbKtkm00\nfOWqGivXNVXVWs+WZlK0lOhbxWO7ed4Bo8sWkUgj+/a3YfZsuOce6FXKgvMiIhVQQ3dxqiFNovWo\nKsQh0vD2crPg+jvhySdh9dXzDkdEpOGopEWkBmzo5vEtnoarroUtt8w7HBGRhlzRuir3583sF2b2\nmpk5M9uiy+Mbm9mTZvZi4b8bVSMekVoyyC3jTJ7kPj4OEybkHY6ISMOq1p2i24FfAo96j18JXOac\n+42ZHQJcBexW6sFDSX8tXpLmnM+tnRjT7uWMNi1LJhcvWzOeNd1raXIe2dkvnthsbYFmCN6h/XMD\n9Hs7vl+ohUfT0vi2C5zqg0/EHxzwTnyqb8mOJ4l4Qsft5eWq+4nXAM1L44+F2qss8pKv+85LZqa3\nzJobjy+QmNvitQtpDbQCWTY4/kJ23X1SbLsjReLwgBRJ1KHPYKqkzbbfRhVm8z/Fl/72t6KxQDJh\nOu25/Neepi2Dn+z89xStN7ImLWdpExFKlPcTyCvZCqQcSbeVTBxOI0sic7nevzSyJEhnLXyoVDJ9\nXWuwO0VVmRQ55x4DsC4r8prZmsDWwB6Fh24BLjWzNZxzyVIjkZ7oRz+CZ56Bp5+GPoFmdyIiUjV5\n5hR9DHjLOdcB4JzrMLO3C49rUiQ931/+ApMmwQMPwMiReUcjIpLUYHeK6qbm18yOMrPpZja9Y+ni\nvMMRWTUvvwxf+1o0Kdpll7yjERER8p0UvQGMNLMmgMJ/1yk8nuCcm+ycG+OcG9PUb0AVwxQps8WL\n4StfgT33hJNOKj5eRESqIrevz5xz75vZs8B44DeF/z6TJp/I9YKOIukX/orWocRmP+E4tKJ10+L4\nvLFjcEfyOMvjY0IljP5DLnDlW1ePB9R7QTLxu//S+GNNy5In6+Pt197i7eMlawO094+Psf/f3n3H\nSVWdfQD/nSk7uztb2F1g6SCCFWyI2KPEGkvUWBOJJq8xUaNJ7NGoiZrEGJO8saRgikqUxJJYYkMC\nvmoEBFREIwFFkLoL29v08/6xi+wpMHeHmblTft/Ph4/cy7n3nrlzkbPnPs95zI9prNQ9+I1NRpvm\nacOUbdtK4voK1t31fqONb94atT+W4GKd7VrBDzuUbf258PaYgeDhGvXLcbL6so012FJK4NJLgXgc\n+OMfAWF+xzo9UFha+uMksDNepj6nTv7yOwkod7LasZPVqVMJqM2kTPVH/z5tAcBOAof159LtgG39\nPKkEuKcatOxmgHRBBVVbFFtKflYGRUKIewGcBWAYgLlCiCYp5b4AvgXgYSHErQBaADAfmQrbfff1\nxhItXgxUViZvT0REWZOt7LOrAFxl2b8CwLRs9IHIdW+8AVx7LfC3vwF77ul2b4iIkiuymaK8CbQm\nymubNgHnnNMbQ3TmmW73hoiILFjmgyjTolHg3HOBffcF7rzT7d4QETkjUXQzRRwUEWXaddcBa9cC\nS5cCPv6VIyLKVQXxf2hrZoa2XdJhDndDdWrmT2SwmXLl7dTqXSTMbCERU/dFB5nn8beo57GV2ijd\nqr7N9HeYbRJa1l28zOyP3/JZ+wvXmscEmtVjyprMDkaDav8aj7GVTtEy3yZXmNdqU89d3hA12ujZ\nZiFLOY7gh2qiYrzODFzWs83mz71R2bZlyOiZb7uUXTJ7NvDb3wKvv47j6y9P6RROsrucZDS99tz1\nSc+j/11KV3kOvT+2++4k001n60+mynrEpk8x2sxP8t3Y+mcrTaJz8p1nM+splVIgTspqpHLedCn0\nrLF0KbbsM8YUEWXK8uXAJZf0ZpwdcojbvSEioiQKYqaIKNcEZQQ46yzg/POBb3zD7e4QEaWGM0VE\ntCuElLgBi4HqauCBBxwt0EhERO7jTBFRml2AFdgXTcCTbwKllqXUiYjyRLHFFAkp8+8Tl9WPlhO+\nsr1m1OD3wkab9nFqRHKwQQ+9BhoPUMtLhIeYwcV66Q9ZYt4vEVVnAnydySfghNkdo/RH6VZzhiFc\nowVEN1gCrbvUNgntvHq5DlubeMA8r15SxBaMHS9Rjwu0W+qFaNrGmmU+aleo36mtFIg3kvzZrfi0\nW9nWS4zoJT2cHAMApWualO1tJRemyM24E//GD3AElu1+qLVNf3pgsy04NZWyEE7YSqd4myzR/Umu\n7US6+jdn0a3Kti2o2klZFv2+6wH5wI6/44FwEpieasBvqoHotGNuBn47IYRYKqU8OFvXKxs2Wk64\nMDv1Gd//xdVZ/Ww7wpkiojSpl124CW9hFvbBUjGMf7mIKP/l37zJLmFMEVEa+GUct2IB3kcdZmMv\nt7tDREQp4A+zRLtKSlyJdxBEDNdjKiQDq4moEHBFayIaqJM73sMxWIerMB1dwow/IiKi/MDXZ0S7\nYI/QJly2ZR5+hSlYI6rd7g4REe2CvJwpkn6gp377nJ6/I2K08cTUn9hbJprZS7EKLUsrYGZTiYg6\nbrRmjWnHJULmWLOkXSt/UWbOSXpDapueIWabsi1aaZIqsz9eLRkvUq0eU95gnlfPSPOFks+Z9tRZ\nPqdWYiRWarbRM9RKW8z7bssK0wWfWqRsW8u96BlDWqmG6ncazP5p5UL0LKRtbaqjXbh53T/xXP1U\nzG8clfQ8Ppj909myqfTzOCnPYaPfCz2Ty3b9tgPrlW1biQq5eHnSa+ucZGXZ+qdzkq1nyxrT981P\nU0ZfKtlKTkp4FEqmWTqyu1IteeLk2vo+J+VoCpno+1VMOFNElAKPjOOmj59AQ0k1Hhx9gtvdISKi\nNMjLmSIit128fh7G9GzBFft+C3GPN/kBRET5qMgCrTlTRDRAh3euxJc2L8CdE85Fc0ll8gOIiCgv\ncKaIaABGRZpwTeNLeHD0Cfigcqzb3SEiyiiW+cgDpaNGy1FXfu+z7fF/7zTa6OUKGo8ZbrTpHK2G\nkIWGW6KofWoQsAiZr0pkuVrKwtNujjU9WhC1MGOLEatUd/pbzYk8qV3e12OGwfnUKhXwaHHoFRvN\n0htd9eqJbYHWdcvV+9yyd4XRJqwFdduupQc3N08bZrSJlWnlQtrMG6aX4wgNNeuMlTaGjH392cpa\n6IGU24KLS+Nh3PfBg/g4OAx37H+BUug1XmZ+V94etc+2gG2dNShYCw6fP/dGo82xx92VtI0eJG0r\nX6LT+2wrh+GbtzTpeVLhKHDeIl1Bt7p8DLpN5XOmGshcLPT7Y3tOM/VcZLvMR3n9aDnxguyU+Xjv\n1yzzQZQ/pMQ1nzyDuPDgf8edrgyIiIgKVv7Nm+wSxhQROfClzW9iStvHuH3ieQh5uUAjEVEh4kwR\nURL7tX+C/1k/F7dPOB8bS83XR0REBYszRUT0mfXrcfNHT+Bvw4/Ewpo93e4NERFlEGeKiHYkEgHO\nOQcfBYdj1shj3e4NEVF2yeLLPsvfQVG/L8pWDmDqxb9UtvUyFgCQ8KvfdtkG83b07Kambsmgrc6H\nGnTr6zSDcBNalRFpm6PT91lieUubkgf4Vq1RM77C1eqJ9UwzAOhRqzlYs9raJgSV7e56s031avXa\nvpCZNaaXjkj4zfPo2WaBFvO+O8me0rPL9Oyp0NAhxjHbsowu3zIXU7tXY+rm1XipTj1Oz+Tym0ls\nRjacXq4DMD+DrdyEnvVky4LS8+5sbVqOVDMwBz2ywGiTrFyINYNOO8ZJhpiYOtnYp5cLSTXTLJXy\nHE5kKqMoXdlethIsqchkplk6yny4LVPZjZQb+PqMyOLzHR/gxI7luHPYF4E6xhERUZGSWfqVIzgo\nItKMDzfiyi2v4P7Bx+HjQH3yA4iIqCBwUETUT2WkGz/Y/AzmVu6LV6rMVzxERMVEyOz8ylj/hagV\nQiwVQpirPFtwUETUR8gEbnnnr2jzluH3gxlYTURUADoAHA9goZPGeRloLYUauGwLMAwfqga1Jiwx\nuSVt6nbXGLMkhfCqAb8yao4jPaXqcZHBZhsRVvd5Q5aAaS0m2ddltomVq9slreZpOkargdSlzeow\nXC8VAgDBDWob386rYwAA6v4TNa89Un2khrzTbbTRA7b9XWYwdk+der/iJX6jTe2izcq2rQSFHty8\ns1IbX2n+N/Zq+xRXjp6BqNj+OWyBsLZAYd1rz12vbFuf0xr1ftkCpHW2AGQ9QNrWpka7F3MswZ96\nuRAnJTz0IFLbZ9C/B1t5lbh2T/XAa8C8706ClHOtbEWmgnBt9yuVczu5X7bvWH/mbNculoDjXH8G\ni4mUMgqgWTisQsCZIiIAU7s+xvkti3BX/WnY6qtyuztERLkhhwKthRD3CCE+EUJIIcSkfvv3EEIs\nEEKs7PvvxFQ/LgdFVPSGR1txXeMLeLj2SCwrH+N2d4iIyO5pAEcDWKvt/x2AB6SUewB4AMDvU71A\nXr4+I0qXQCKKmzc/g2VlY/DkoKlud4eIKKdkcfHGwUKIJf22Z0opZ/ZvIKV8AwD6vwoTQgwFcBB6\n44YAYDaA+4UQQ6SUWwbaCQ6KqHhJiW9veQV+Gcevhp4EOHznTEREabdVSnlwCseNBrBBShkHACll\nXAixsW//FgAQQswFcGDff78rpXx/RyfLy0GRkICnX4yvLWhz0Gp1jV89ABgAmg/SAqttI+KIFpVs\nGTYnutVzi7j5j6t+WKzKDOrWV7COlVs6pLWJDDKvVblWPS6mLXccrTBPq584ZFmvUF/lumNs8rev\nDVPNVZx9IbV/PZbA9ECb2sYbMe+FbYVonR7UXdUvGPV0+REO936Ey6Zegebg0M/268HP1Zbzdmmr\nVQc/TP4Die05DWrBsV2nmLNV+rltq06na7Xl+XNv3OVz2IK8X/nIQeDpR5kJPE1lBeJUj3NyjJMg\nXCfSFajr5PpO2jjpz9Gn3a1s68kI6Qqcz2Zgc7ruTU7KsYUVUyWlPM5pW8YUUVHaR27Ft7AMd+99\nNj7tNyAiIqK8sg7ASCGEFwD6/juib/+AcVBERadGhnALFuIfmIj/q+cCjUREO5RD2WfW7knZCOBd\nABf07boAwDupxBMBHBRRkfHKBH6AhViPSvwRk5IfQEREOUEIca8QYj2AUQDmCiE+6PujbwG4Ugix\nEsCVfdspycuYIqJUXYLlGI4uXI7PIyH4MwER0Y4IZDX7LCkp5VUArrLsXwFgWjquwUERFY3Pr30X\np+NjXIvPoVWUJj+AiIiKSl4OiiQA2e+HfFt5Bz1jZ+vkEUYbT0idKUiUWTLCtFGyKDFLUsiEmpVl\nG1h7QloWW8A8j+hS28SC5pkCTclnN0K1O08tt5U8EdpHL28wrx2qU8+rHwMAQvtYtpIi0aB6Hj3T\nDAA8Ub3siHm/opXqB9m6X8BoU7OqN01xXMdm/GDh47hv0ul4d9xhn/25LWusu36Ysu0ky832DOql\nEJyU5wgnvZKz/tg4yZRKJRMqlcwaWwZdKjKZZaSf29bndFzLyfeQSlYb4OwZzGZmVOD5xTv981Q/\nZyptUpWpMi05K4fWKcqGvBwUEQ1EMNqDO5fMwv8Nn4xnxh7qdneIiMiU6jpFacVBERU2KfH9d59A\nyFuCX0w+kws0EhENgJA5FFSUBYw0pYL2lY9fxQHNq3HLwTMQ8frd7g4REeUwzhRRwTp07Ur8z3/n\n4PtTL8Km8lq3u0NElF8KZEXrgcjLQZGAGtBbuqYp6TFRS9CyEShsCaL2BdRGpWURo01Xu5rJJLrN\n6OJ4mR6BbPZRLw/iiZqvekL1an+qV5jX8sS0Mh/l6nkSPkvJjDK1TSxoXjuuBWhLy9MzaKX6OUM1\n5mRkSad6/YTlPGVNlijuJMobtl+7vqsFd780C3+adBxem7DvZ/urZi9UD7IEzxptppoLPOoBo05K\nbzgJYk61XEgqwZ9OgpSdBOo64SRoOdcDWG2lVNJx323HODmP/t3Y+pdK+ZdMBq/n2neaikL4DLRj\nfH1GBackHsVdrz+MD+rG4E+THJe8ISKiIpeXM0VEO3PNkqdRFenBVdMvheQCjUREKculxRuzgf9i\nUEE57eNFOGnN27jxqIvQUVLudneIiCiPcKaICsZeTetw3eJ/4CfTzsGqGnOxTiIiGiAu3kiUf6oi\nXbhrwcN4ZsI0vLTbFLe7Q0REA8PFG1MlYkCgZXt2lK3Egr9DzRLzdZvZVNFqLSNML8UBIKaV8OiO\nm+eREfU4WRUz2nha1VudsKwhmKhQjws0mfU4EgGtPyPMYby/c+cLFJZvMv88rN3CMkuZj84x2g7L\nTxB6tpmeCQcAZU3q5+wYaT6GPXXqvor1ZtZfd33vukOeRAJ3vfo3NCfKMSt2CGoXbd7eH+3Z0LOe\n2g6sN84b1DKs5iy61WjjJJPs8HPuUc9raaNncznJYnMi1Qwi/TihZd698pG7JRYyda1Uz5PKcenK\nUNOfnXRljTG7ivpjTBFRnrl0+cuY0LoZP6k/HTFhKbZGRETkAAdFlNeOXv8+LvzwVdx05IVo9lW4\n3R0iosIis/QrR3BQRHlrdPsW3Lbgr7j/gFPw7tDd3e4OERHlubyMKSIqjYXxs9cfwoLhe+Gvex7l\ndneIiAqPLL6YovwcFEnAE92+qQdVA0DnGHWNmtIm85uNVqkTZdEaS2kJLSZZeM3zlFSFle14zIxr\nEcPU4GIhLWU0wupxkUFm2RFhxnAb9FP3DFPP47eU8JBal7tGmm28Pep2Sbt57Ui11qbNPE/bWLUw\na/XaqNFGp3zHUuKGj5+EJwb8crczUN7Ye1MajxluHBds2PkNq36nwdj3ohZoesK02402egByqNIM\nig8+tWin1waA2HQ1U87WWz2ANnzKVPNaWnmQVINl9UDvF7Ugc9u9kIuXJ722k8DhbJb5yPWSIvr3\nkK7AedsxTsqF5Pr9IkqX/BwUUVE7s2EhprauwremXYGQL+B2d4iICleRzRQxpojyyuT2Nbhk3Sv4\n+e5nYn35ELe7Q0REBYQzRZQ3aiPtuPnjJ/DksMPxZs3ebneHiKigCTCmiCgn+RIx3PLR41hTNhQP\nj5rudneIiCi9WOaDyKlL183B4Eg7rtj3m0iw8j0RUXbIrE0VscxHyjxAvHT7prepw2iiL+PXNKnS\naCO1eUERs5THKFMzt6SlzEdJmZoz1NluBv96tDaJbvPWi7D2j73lWfR16WU0zDbRSvXA0q3aMZZk\nr3CNekzCMmfqDamfPWapW1HShqRt6v6jdkDPRgPU8iAnr1qKLzQuxff2/jra/dtPqGcdBhvMwZKe\nleWEno3jZI1sb5O5L65lqOlZWgAwf+6NyrYty0jPdPP2mFmJesaQLUtMZ+uPrcxIsmOcZCKlq026\nsqDSlT2VqaysVEq72Djpj34t2zOY7LkgKhT8kZty2h5NG3HLa0/g/rFfwKqKkW53h4iIClh+zhRR\nUagMd+OeOQ/hxQkH4aWqKckPICKitCq2QGvOFFFOEjKBO+bNRnugHD874ky3u0NEREWAM0WU2X5U\nRQAAIABJREFUk77x9lzs17gGXznre4j4/ADCSY8hIqI0yrFirdmQl4MiKYB4v1jmeJ0ZRL3lQDXU\nOlppBqdKPa65zCzz4S9R98UiZthtNKru8wXNSOZ4TL2YN2hGSPtr1H2hpjKjTUlb8sm9eKkWQK59\nLH+HGSxeulXdFzerVsCrVVPRzwsAca3Lvq4ddnN7m5Da38PXfYhvLH0FV574DTSU1cITA0JDS43j\n9IDjrnrb46wu8GgLUtbpAdy24GInRN3kpG30gGhbYOzRp92tbAeeX5z0vE6CqPVyJoAZZG4Luk3G\nyTH5UMLDyXmyVe7CSZmPdN13W1C1HoytPye2NkT5KC8HRVS4RrY34c5XH8XvppyEt0bu4XZ3iIiK\nmkj+c2RBYUwR5YxALIq7//UQ3h6+O/68HxdoJCKi7OJMEeUGKfH9N59EaTyKHx59PiAsa0YREVF2\nFVlMEWeKKCecvWIBPv/Je7ju8xejs8SMpSIiIso0zhSR6yY1rsW1C5/GLZ+7AKtrhrndHSIi6pPF\ndYpyovaZkNmra5I2ZcNGy/EXXf3Z9pinNhptth45XNlutcTsxrVqHPE6M2vMo2WfeTzm/aqs6FG2\nO7vMTCk9+0wmzNdDHp+WNbbOPE+iRG0jfWZ//FqGWrxMbWPLYAtuUNu0jzeaoKRN7bOTALyEWcED\ng5dvv8814Q48+MZ9mDtmf/x6yun9jlOvNfiNTcZ5QuPqlO3uevNi3oj6uXwhtdO2bLTSNWrNjtjq\nNUYbPUPH1iZ8ylRlO5WSIza2a6WLk8+VyjHZytKycZK5lc3zFIJUM92SHVes99MpIcTSbNYHq6gd\nLff//Hezcq03n7w2q59tRzhTRK7xJuK47e3HsL6yDvcfeIrb3SEiov4kslkQNicwpohcc+mKlzC6\ncytuPuJCxD1Oyq4SERFlDmeKyBXHbHwPZ3/yb3znsEvRXFbldneIiMiCtc+IMmxsRwNuXPYE7t/3\nVLxfO87t7hAREQHI05ki6QPCNduHr7bAzshJI5Rta5kPS1kPXVWlGkQdjpq3rL2jXNn2eCwRyFpc\ndaDcDOqOhNVzJyrM84iYeiJP1AzY9nVrbYxjzO5FqtQ2o+aZtcYaDlEj0+NmHLhx7kCz+mNGMBLC\n7ctmYd74yXjk8KMAIVDSYf4oUtakljxpnmZmpZU3qBfTg6oBoPqdBmW7a2+17Ide0gMANmrPzoiX\njCYGMdUs6aGX4whNn2K0mT/3RmXbFoiqBzLbyjDofwdsAat6SZE5i2412ujlG5wEvqZSCiSbZSIy\nWeajEDkJKE8liNqmWO5pXuNMEVGGSIkfvfpXRLx+/Pios7lAIxER5RQOiihrLlo2H1M3fIRrj78I\nIb+l4iwREZGL8vL1GeWfQ9avxBWLX8TVJ3wN66sHu90dIiJKQoCB1kRpV9/Zgrv+9Rf88cDj8MbY\nfdzuDhERkVVezhRJDxCzBE73F6lOfh5PmRrMm4iYa+WUB9RA3EjMbCO0oXSg1Ixk7mzV6nkFjCbm\n9S2rVRvHBMw2kWo1Vkdf9dp2bwJN6vi4aV+zg/72pN1BaYv6vYRGJnD3s49g+YjRuO/4EyCFgK9L\nPSYRspynUd0ZeH650cYW3JxMuEq9x8EPO4w21WvVCHJHK0ivNnfpQaS2QFRbwLFOv77tc/swTtnW\ng6ptnAR1O6F/TttnchK0nMoqyZlcZZpBwAPD+1WApOTijUTpdNPcf6CmpxM3nP4VSMHHjYiIclde\nzhRRfjj147fwxeWL8eWvfgdtZUG3u0NERAPEmCKiNNireT2uX/x3/PCkc7CifqTb3SEiIkqKM0WU\ndlXhLvz09Yfx3O6H4NnJU5MfQEREuSl7M0WDhRBL+m3PlFLOzNrV+3BQRGnlSSRwx78fRVNpFX51\n0Olud4eIiPLDVinlwW53Ii8HRZ4oULZxexaRLRsnVq4Ob2XAzFarqFQznKKWEh5+rWRHNGpmn9VU\nq+lUsbj5VtJbop4n3OM32ugvb0WpWYZEaiU7vG1mn/V3wGWb1P70DDGH/h7tUhFLjdZ4qXqcN2Su\nSH3pB3MwoWMjzrjiajRW+TFolXmtsJYd5+8yv5vQUDUDrOvrhxlthr66SdtTaZ5nXJ2yHWhXP+jW\nI4cn7d/IFMtq6JlRtuc0VKkuYjnfUupCP49cbGbivZhC5o8tSyxZpp2TjDUn5TrSlTVmy5bTz51q\nWZRk53V6nJvSVapEf1Zsz0k2MwMpexhTRJSiY1e+j0tfm4fvnDcDDVUO1kQgIiLKIXk5U0S5Z2zz\nFtz9zGO454RT8Nb4CW53h4iIdpUEkCiuqSLOFNEuK4uEcd8Tf8Yb4/fEn474nNvdISIiSglnimjX\nSIk7nn8cHinxg1PPA4QZZ0RERHmquCaK8nNQlCiR6B4bS9JG22GJFtP/+a4sN+tN6CU86rSgagCQ\nUj2TfgwAlATU0h/B0ojRpqNbLa0R7rTUAtHm9nyd5mRfokS9fvdwNZDZ32EeE6lSjwmuNwc3evmQ\n0iaJC5a/jmNW/gcXnvVdJNoDKAvrQdRmsHisVL1+NGj2p6dO3VfSYd5TPUi6rMl8JvRyId316iKS\ntiDvQY8sUvtrtDADRm1lNcKnqMsRBJ5fbLSZ7yA41Qk9ENZJsLOtTbLyILZAWSelSlL9XMlkMqg7\nXUHKbsrm58zUd5zKtfPxu6LckJeDIsoNB2xaje8tfA43HDcDawcNdbs7RESUZsw+I3JgSGc77p77\nCP6y39GYv9vAC7MSERHlGg6KaMB88Th++feHsbpmGB6YerLb3SEiIkoLvj6jAbtu3rMY0d6CC8/4\nHuIeczFLIiIqELK43p9xpogG5AsfvI3z334T3znrYrSUVbjdHSIiorTJz5kiAcCzffSql4QAAKln\naVVGjTaDK9RMMo8loqzMpx6nZ5oBQEVJWNn+tHWQ0cbjUc+tZ5oBQCSklv4QPeYsjPSp2VIJv9nn\neEAvcaJuR4WZceXRssZ8IfO840KbcMcLj+POE87CB8PHwGPeUgRa1OM6R1g+g7arcoN5onCV2sgb\nSf7TSk+d+TgHP+xQtsu1shqla5qMY+JaOY5opZ7KaGZcSUvZg6BWXiI0fYrRJpWMHVu5EDSpn/PY\n4+4ymvjmLVW2U8nQSaU0iO1atiw3J/cilT4zE2nn0nV/3Mzo43ecOcUWaJ2fgyLKuopwD+59/iG8\nuPcBeHL/Q93uDhERUdpxUERJCZnA7a89ho5AKe448UtcoJGIqBhIFN3ijYwpoqS+tmwe9m9Yg++e\neTEiPn/yA4iIiPJQTswUCSHWAAj1/QKAG6SUL7vXI9rmsPUr8M23X8Z3TrgEGwfVut0dIiLKEgFA\nZC/7bLAQYkm/7ZlSypnZuvg2OTEo6nO2lPJ9Ry0lgPj2VziB598ymlSOPVzZbhtqToq1dJcp2yOq\n2o02XVE1yFYPqgaATR2VynbAZ5a26A6r1/f7zTZerxoA3R21TORp54lVmEHT3m61jd5CD6oGYNQ8\naR8PjGxpxh2PPYpfH3ci5hy9pxFYnbBk48s69UQV683+6TpGmo+hT6u4Ygu0rl20Oem59SBgf536\nXXXtPcQ4xtuTvM+p8HeYpV3maAGitkDmuNZnuXi52UYLvrYFkOvlSmzXSrbAgpOyGjYsw0BAYXzv\nfJYzZquU8mC3O5FLgyLKIYFoFPc/9jCWjt0Nvz96utvdISIiN2TmZ8SclUsxRbOFEMuFEL8RQpg5\n7ZQ9UuK25/6OinAI151zAaQnlx4TIiKizMiVf+2OklJOBnAwel/k3K83EEJcKoRYIoRYEu80K9VT\n+pz31kKc8t67uPwrF6OztCz5AUREVJCElFn5lStyYlAkpVzX998wgN8AOMLSZqaU8mAp5cHeimC2\nu1g09lv3KW579h+4+cxzsKp+uNvdISIiyhrXY4qEEEEAPillmxBCADgfwLsud6so1XZ24oG/PIRH\nDz0c/9z/ILe7Q0REbirCdYpcHxQBqAfwlBDCi97kl/8AuHynR3glfNXbM3lilvIJ4Rp1W4bNvJpw\nVP34PTFzDR6/R80SS1jKfFSVqhlp8YQ5ASe0tdJjcUsbn1aeo9q8Vk+HWh5E+MwoOBlWy54kgupn\nkAHz2v7OBP73r7Owrq4WP/3iqfC2m9cODVWvVdJqnqd6tdomUmmep6RD/ZyVG/S8KLNkR7javNba\nc0co28GN5t/eQVr2ma1kh07PErNlexklO8bVGW30TxWuMf+66eUuWo40Z+cq1qv9mW/JdtHP46T0\nhq2NTytNoktXmY9U6Z9zzqJb03JeIiIgBwZFUsrVAA50ux/F7poXX8LujY047XvfRczrRfKhAxER\nFTYJ5FC8TzbkREwRuevEd5bj66+9hm9/dQa2VlW53R0iIiJXuD5TRO7afXMj7pn1N/zktNOwdLfd\n3O4OERHlEFFcE0WcKSpmwVAIv5v5MP41eR88cqSR8EdERFRU8nKmSAhAeLYH9MbLzADpeKk6vPVX\nmiUWJg/blPRaHi303ucxy3OE4ur1VzWZpSPKA+r1vR4zQFoP/K4oM0uK9LRrQdRdlgKt1WqIr7CV\nC5ESP/vLE4h5PPj+l88GtADyhCWoKNCsnkdYVjrtGpF8nB2uVa/VHTKPqVml1hSxlQIZtMr8LnRC\nK3/hhLepQ9k2gqotbGU1nJTE0EsGDG4aN+BjADOQ2RYQrQtZgsMxb+mAz5OsL7bzpFouxBb0ngq9\nP7ZgcZZvKD5OSnjwuShseTkool13yb9ew9EfrsRpN3wHPYESeELJjyEioiLDQGsqdIeu/Bg3PP0C\nvnvxBVg7dLDb3SEiIsoJnCkqMsNaWnH/H2bhNydOx7zJ+7jdHSIiylXSHiZRyDhTVERKojH85g+z\n8MGYkfj1Kce73R0iIqKcwpmiIvKDp57FkPYOfO3y/0HCw/EwERElUWQxRXk5KPJ54xgyqPOz7eCH\n7Wab/dQSEJ7SqNGmxKNmaZV5zTY9WmaZrY2efRYMmJluw4JqHxu7K402FcFuZbsjHDDaeANqxpUo\nNUtkxNrU1DHplThrwVKcu2AxvnT95WitKoNe0CZeppUYMatzwBNRd3rDZqNYubodD5h/ocoa9PMk\n/0s36CPznuplM3whc55XL+vRXW/J1tMEtEwkn4MyFrCUx7BliSVjy8pykhGT6rnTQe+fk8/tpE0m\nM38ydS8o/dL1/DvBzDLKy0ERDcw+6zbip48+hZu/fBbeHzPK7e4QEVG+KK6JIsYUFbrqrm78/neP\n4MnDpuDJww92uztEREQ5izNFBUwkEvj1n2ajqSKIH537Rbe7Q0REeUYUWUwRZ4oK2Heen4vJn67H\nZd+cgYif418iIqKdyct/KaUUiMa9n22HxtUYbbp3VwNzh5SYAdKD/D3KdpXPXNZ5U6ha2a7zdxlt\n/NpCDk2hoNEmlvAq24PLOo02LWE1SrnEa5ax8Fj2GW0qojj2nRX49kvzcNH1F2PzyAoIbA/IlnFz\nLCy61f6VtJltvFrVEa9lFexYmbpd3mQGY/fUq9vBDeZ5dP6O5IHWwQ+3GG3aDlQv5o2oP/VUfKoG\ntwOA1xI0rUulhIeTIE5bWQ39OFuQsl7ORFqCw1MJ/HbS51wLTk1XYG42A3xznZv3opjve07I3kzR\nYCHEkn7bM6WUM7N18W3yclBEOzemoQm/+u0TuOecE7Bg392BIlt8i4iI8s5WKaXrga8cFBWY0nAE\nv/31Y3hz390x85Qj3e4OERHlK4mi+6GaMUWFRErc8eBzKInFcd2lXwKEZbEhIiIisuJMUQG5cM5b\nOH7xhzjjR5ehq8xc+JGIiMgpAVl02Wd5OSiKJzxo69we0StGlRhtRLc65xcsMQN1nRjkVwNxPcJ8\nQKp8asB2TcAM3tUDrRPSnKQr86nB4OG4+fV4POr1o5HeNgetXIubHn4J373iXHw6vhb+foHVsah6\nnkSH2hcAkAH1fsXKbJOI6syTsMR8x0vV7e5y8375u9TzeMxFuRGuUvsYKy032vTUqX2sqDNXCY+X\nqNda9Og1yvYJ0243jtGDqG0Byk4CT/V9tmvJxcuNfTrbcbo5i24d8Hm8TR1Gm2Q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(5)" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 2.87605659987\n", "RMSE = 4.66549772898\n", "Willmott = 0.481705152104\n" ] }, { "data": { "image/png": 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eG849t/j2ItLQNFMkIpJm1So46KAoofraa6GP/g0pzcVpvpyihmzz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(6)" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 3.8895618077\n", "RMSE = 5.59300833118\n", "Willmott = 0.459957502523\n" ] }, { "data": { "image/png": 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MJP9G/DFJ4itV65S0lT+liqfQ96mc1Xql+g4WrDabMYM5W2zDeIZz048ehB89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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(7)" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 4.56881378995\n", "RMSE = 6.28284028573\n", "Willmott = 0.427640182739\n" ] }, { "data": { "image/png": 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J4/Q9Mz/2uFqVW+E+aRVPYeWdz30ssU14rv13Oz+xzT1zks+ViqeWFSeVtAKp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(8)" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 4.7003581558\n", "RMSE = 6.43318200031\n", "Willmott = 0.410616257023\n" ] }, { "data": { "image/png": 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/+AHcfntQfl8itfre1OrzkoAGRSIi9eL+++Goo+Dqq2HcuLSjkSpQbyX5WrxR\nRKQePPEEjB8P55wDX/ta2tGIVCTNFImI1LoXXoB99oFvfAN+WJx11aQeVH+bDzP7LHAx0A3c7u6X\n9HW8ZopERGrZW28F7Tv23hsuvFDtO6TevAbs7O47Avua2YC+DtZMkYhIrZo7NxgQbbEFXHNNsGq1\nSB6qPafI3Wf22OwimDHqlQZFPeRSNfPBVz8dO+bJ608KbUdbJQD4k8+GtlsT2nNE22hMLLClSDTm\naLuQttHDs14jSTS+xrmLYsdEX8NcXoskuVR4FFphla9qrDaptJiLFU8ttlgoWXXjkiWw774wbBjc\neis0N6/8NUVSZGYXA+OB0cAW7v5cZv8mwPXAcGAucIS7vxw5d3fgVXcP98qK0H8bRERqTUcHHHQQ\nLFoEd98NA/r8xkAkkROsU1SOnxzdAewMvBHZfxVwpbtvAlwJXN3zQTNbBzgNODnbDTRTJCJSS7q7\n4etfh+efD9p3rLpq2hGJ5GKEmU3rsT3B3Sf0PMDdJwNYj7w4M1sd2BrYPbPrZuAKM1vN3WebWQvw\nB+Cb7r44WxAaFImI1Ap3OPlk+Mc/YPJkWGedtCOSaubBR6pM5rj7mALOWxd4x927ANy9y8xmZvbP\nBg4DNgOuzgymDnf3d3q7mAZFIiK14oIL4He/g0cegY99LO1oRFLn7tcB1+V6fM0OiqIJvu98fnDs\nmJGPhhOFkxKAoy07Gjviw+YdDgsvezAkIZ7odToT7tW+6bah7V12Oz92TGvCtaOiSZrR6zQ9PD12\nTjSBO9quAwgKG3tKSBYvViJssVqTVFJibjW2C6k05Xy9yvXZKdp1r7kGfvpTuOce2Hbb7MeL5KCb\niq8+ewsYaWaNmVmiRmDtzP68KdFaRKTa3XFHsDDjDTfA7rtnP16kRrj7LOBp4NDMrkOBp9x9diHX\n06BIRKSaPfYYHHII/PKXcPDBaUcjUjJmdpmZvQ2sAzxoZs9nHvoG8F0zewn4bma7IDX79ZmISM37\nv/+D/faDH/0IvvOdtKORGuNU1uKN7n4CcELC/heB7YtxD80UiYhUo9deg732CmaJfvaztKMRqQk1\nO1P09q7xxOqo6IrMbbtuEzumfVj4Jeq3qCt2TGdreGz55p7xezdHFn9+9onsq2d3JsSTmAAdEU0y\nb4okdUdXuAa475WLQttJSctLNl0ttP3A3T+KHRM9r9BVp6P7crlO0muTLYm1lMnP5UzyLuR1rsbE\n73K+phW7bN6gAAAgAElEQVT9Wrz/PuyxB3zmM3DllVXbz6ySCiEkSfU3hM1XzQ6KRERq0sKFMHYs\njBoFf/wjNDamHZFIMWRdvLEcNCgSEakWbW3wpS8Fv7/jDmjNZZEOkcJVweKNRaVBkYhINejqgsMP\nhzffDNp3DElaEU1EVoYGRSIilc4dvv1tmDo1GBCtsUbaEUmdqKTqs3LQoEhEpNL99Kdwyy3BmkQb\nbJB2NCI1qyoHRS9Nfy1UtZBUsdBvYfiL0OVD4qPdruHhKrGk9hetCZVaUQu2Cv+vbfAb8S9h528e\n3t7xoItjxwyN3OuBB0+NHROtLEuqIIq2FMlF9DpJ1xj4Qv4LhCZdJ9pOpdAqqFwqrgpRjZVchdyr\nGit9qjHmlXb55XDRRXD//fDJT6YdjdQRd80UiYhIpbjlFjjpJLjtNth557SjEal5GhSJiFSiiRPh\nyCPh6qvhi19MOxqpU/W2TpFWtBYRqTT//jcccECwUvXXv552NCJ1QzNFIiKV5MUXYe+94bjj4JRT\n0o5G6lwZ1ynS4o0FG9Af+0TfycSd/cNTfgNnxt/ZaJuPzhxu3TZ6eGxf+9DsE2793w3H0zEgfk4u\nrTaIJIcnJZ5Gk7Gjyc4LRg2IndO93Zqh7YaOhD8JkfN22e38+DGR1ycpeT3aviTpmELbg2S7TvSc\nYiXuFpoYXsj9007qlpXT52fy7bdhzz2DFasvvrhq23fkSp9b6UGLN4qISMa8ecGAaPPN4dproUHZ\nDZK+eqs+0586EZG0LV0K++4brFJ9663Q3Jx2RCJ1STNFIiJp6uiAgw6CBQtg0iQYODDtiETqlgZF\nIiIpMXc4+mh49tmghceqq6YdksiHHKu7r880KBIRSYM7x/EM/H0eTJ4M66yTdkQida8qB0WbbLoW\nE584s89jOiMFVv3nxWvLOl+bEdpOqoSIVoDN2aIldkzrvHClVtK9ulrCL/XyofHRd7T1x6BIpVmu\nom00otVeg95cWtB1o9V60TYpScfcV8Z2HaWs7sp23WJVy+WiGit2slUB5nJOrudVug+fw4UXws//\nAX9/GD7+8ZW+bqW9XpUWjxSmfBX5laEqB0UiIlXtuuvgJz+Be+6B7bZLOxoRydCgSESknO66C44/\nHq6/HvbYI+1oRHqnhrAiIlIykybBwQcHCzMeemja0YhUEq1oLSJSN555BsaNgx/8AE44Ie1oRHJT\nvqQirWhdqP+99F6oxcQjD54aO6blg/D2gvXji6H9Xw5Jf0s2XS20PeLZ9tgx8zYLJ18vTLhX14Dw\nJ2vjCTNjx+TU5iMi2tIDoGmD0aHtByKvT9J1k9qXRHUMDh/TOmNu7Jho8vU2x1waO2bVa/+V9V5R\nuSRoRp83xJ9rLsn10etEz0m6bi5J+rkoZ8J2ORWjJUtVe/31YLXqgw9m93NegHM/eq61moBfafGI\n5EIrWouIlNKsWUHu0I47wm9+U/P9zKS2uFtZfiqFBkUiIqWycGHQ3HWddeBPf4LGxrQjEpE+VOXX\nZyIiFa+9HfbfH7q74c47obU17YhE8uZ1tlCRBkUiIsXW1QVf+Qq88QZMmRI0ehWRiqdBkYhIMbnD\nt78dtO6YMgXWWCPtiEQK4midoqrgTUb7sL5DXzwqPOe3yovxY3Kp9HksUkGxw2GXxI5pWhq+17A5\n2ecbo5VmEK8kW7xV/C/Tqbf+oM9zIF4BFn2eS8ZvHzsn2vpj8agBWY/Jpc3H8Gdjh8C2W/R5DsQr\nvnJpGZD0mkbPi1aWJVWIRe+dVNUWvVcun6VcjsnlXrlUtSW9FrkoVQVYLtetmWqls86Cm2+Gxx6D\nDTaIPZxLi5iaeS1KQK+XlFJVDopERCrSFVfABRfAxInwqU+lHY3IynFAM0UiIpK3P/8Zvv99uPVW\n2HnntKMRkQKoJF9EZGU98AAccQRcdRV86UtpRyMiBdJMkYjIynjyyaD0/qyz4Oij045GpKjKWJJf\nEb3PzKtwEYLBQ9bxMdt9p89jXjss/D3oWg/Gx3+Db3k8tJ2U5Bpt87Fs1ezjyEXrxb+DXfWFrtB2\ny/zO2DHR5PGmtu7YMQNfmN1nfEnH5GL+dmuGtvst6ood07gsHE/Tw9Pzvg+ARRKt/cl4NnbSexGV\nS8uOaFJyNDl84hNnZr1PsRQrQTTNRFMluUb873/w2c8G5feXXqrVqqWkzGx6OfuDtWww0kee++2y\n3Ov1w35c1ufWG80UiYgU4p13gvYde+4Jl1yiAZHUpuqbN1kpyikSEcnXvHnBYGjzzeG666BBf5WK\n1ALNFImI5GPpUhg3DgYPDirNmpvTjkikRCqrWWs5aFAkIpKrjg748pdh/nyYNAkGDkw7IhEpoqoc\nFNmipaEk31d+uUPsmMH/DU9nD3k1vmpyx67bhHckJA43jh4e2u5O+E9hd+RVjCZVQzyxunnR8tgx\nrTPmhraTkqjbIvF0tsan7aPHRO+1cMP4X+TD/v1ebF9UNBm7IWFl7KiBtz8R2xdNrE5K1I2uHJ4U\nX/S8ncddGDvmsSwrO+eyOnTSyt2FJGgnPc9cVrkuZyJzthXA006qLtWK2znp7oZjjoFnngnadwwf\nnv0ckWpXZzlFVTkoEhEpux/9CO65J+hptu66aUcjIiWQ16DIzPYAtgQG9dzv7uWraxYRKbeLLoLf\n/hYefhg23TTtaETKw9UQtldmdgXwZeARoGdn0DqbXBORunLddfDjH8Pdd8P22b8yFpHqlc9M0WHA\np9z9rVIFIyJSUe6+G447Dq6/PijBF6k3dTbtkc/iGnOAD0oViIhIRZk8Oag0u+QSOOywtKMRkTLI\nZ6boEuBPZvYL4P2eD7j7a0WNKgtr6UfTOqN77IgfM2hmuCXF4lEDYsd0DAiPCVdJuFdX//AxA9+P\nt+eY97FwSVrTsqSxZviljl4XYNnHQ6laLB8af2L954SfV1JVVrT6LPrco+1NABZEKsmSqsaGRbaj\n1WhJ8bRFK/wS7LH9z2P7hmQ9Ky6X9ibR6qVoyxHIrbIsl6qxaOVWtC0JFFY9ldQCpVhVWWlXl2UT\nja9kbUeeeQb23RdOPhlOOGHlryc5qec2MpX73JVT1JvfZn7dN7LfgcbihCMikrLXX4e99gpmic4+\nO+1oRKSMch4UubvWsReR2jZrVpA7tMMO8JvfqJ+ZiHKK+mZm65pZfLVEEZFqtnAhjB0La68NN90E\nTVrGTaSMRpjZtB4/x6URRD4l+aOAmwnWKXJgkJkdCOzl7seUKD4RkdJrb4f994euLrjzTmhtTTsi\nkXozx93HpB1EPv8Vuhq4F9gJWNGP4gGCBOyy8sbGcOuFhOm9ho7wzgUbxNOeRj4abv0Ra/sBLBqZ\n/SWKJnUvXC8+AdfQEb5//9nxYzr7h7etK/7Eos8rKdm5Y0B4yr95aficRYfEJ/r6z+oIbS/JoYVH\nNBbI3mIE4m0+FibEE7320LnxNi1RSYnM0STuaGJ1NBbIrfVHZ+Sz0pTQIibaHuSBVwpLmixWEnW5\nWmQUK2E06X2IvaZFeC0a3Ln/QIMZM4L2HUOHFnRNWXmVkVicjop97nX29Vk+g6LtgH3cvdvMHMDd\nF5iZ/gYRkerkznd4CiYtCQZEa8b/kyEi9SOfQdH7wEbASyt2mNlmwJvFDkpEpBy+yn/ZlTfhH0/C\nhhumHY5IZXGgztp85JNofTFwj5l9DWgys0OBPwMXlCQyEZESGuevcgj/40x2hC23TDscEakA+ZTk\nX2tmc4HjgbeAI4Az3P2OUgUnIlIKO/tbfIunOYcdeMZWTzsckYrlyinqnbvfCdyZ703M7GJgPDAa\n2MLdn8vsnwG0ZX4ATnH3+/O9vohIzh58kFN4ksvYmik2Mu1oRKSC5FOSb8AxwCHAau7+STPbGVjT\n3f+S5fQ7gF8DkxIeO3DFIClXnQMbmDXmo5YY3hAfysbaVCRUU727Y7iSpXVe/Drtw8Lfp3rC2t3R\ndhyrvNIVv87Q8DeV3c2xQ+g/N1zFtnT17N9u9lsUv1dXc6SlSHM4vv7z4q1KFo7uF9pu6IgdwrAX\nF2eNJyqpuitauZX0HFpntYW2k6rsdtnt/NB2c0LLjsZI1Vq0Qi2Xio+kNiTRqrqJCdeJVmElVWUV\nqxVItFIr6TrlkhRvNL5oFRnE36v7Xrkodkwu7VX6NG0a7L8//c49m5NOP52TVu5qIhXcnqNI6mym\nKJ+cop8DRwO/A0Zl9r0NnJLtRHef7O5v5R+eiEiRvPRSsDjj0UfDaaelHY2IVKB8vj47CtjK3eeY\n2Yo+aK8DG6xkDDcHk1BMAk539w9W8noiImEzZ8IeewQ/l16q9h0iuVL1Wa8agRXfn6yYUBvUY18h\ndnL3LYAxBK14r+jtQDM7bsXy353LlqzELUWkrsyfH/Qz+/jH4brroEFtHEUkWT5/O9wHXGpmLfBh\njtHZwN2F3nzFV2ru3g78BvhMH8dOcPcx7j6mqf/AQm8pIvVk6VIYNw4GDoTbb4d+/bKfIyIfMi/P\nT6XI5+uz7wPXAwuAZoIZookEpfl5M7OBQFNmVWwjSOB+OpdzG5c7Q978KFl44QbxpxFNYO1ujk8B\nNi0LvxONCW0rGjrC53UlJFp3tYS3kxKkmyPzac1Lu2PHLBsePq+xPX6vqOWDEwKKiLYPSTon+hyG\nzIi355i91aDQdtOy+L2iydjRthpJoknVEE+67bd6vBdVNNl58agBsWOaIuflMpyOJgVnf4Vzaw2S\nlHwZTdKMfm4hnlCe1FKkXC07kuLLJXk9KWk6272SRK/dZ5JrRwccfDDMmweTJgUDI6lbpWpzU1NJ\n1ZLboCgzaBkBHASsCqwHvOXu7+V4/mXAAcCawIOZ9Y7GAbebWSPBvzv/Bb6V9zMQEYlyh2OPhaef\nhqlTYfjw7OeISJhTd9VnOQ2K3N3N7FlgsLvPAmblcxN3PwE4IeGhrfK5johITk45Be6+O5ghWnfd\ntKMRkSqRz9dnTwGbAC+WKBYRkZV38cVw5ZXw0EOw2WZpRyNSxazuqs/yGRQ9CvzDzP5A0Objw0k1\nd7+2uGGJiORvd58Bp98Jd90FO+yQdjgikrsRZjatx/YEd59Q7iDyGRR9hmBdos9F9jugQZGIpGp7\nn8n3mQ7X3Qh77ZV2OCKSnznuPibtIPJpCLtLKQPJSzc0LutRvZVQzxetiHk8ofol2r6hZ+uQFRoj\nRVgW70hBR6RjwZJ14scMeiO6J16hFm0h0jI3XqEWbReS1I4javA74bYeC0fF3/bVfvuv0Pa8r386\ndky0DUlTWzy+XESrxpJE23oM+3c8pz/aKiLW2gVo32fb0Hb0c1Gs1hu5LPWf1C4kqm10PCE4Wm2W\nSxuNpJiTKseisrUHSWrP0UT26+aikCqeD8+ZMgV22w3O/yUcfnhR4pHaoiqxAinROpmZJa5p5O6F\n/csoIlIMzz0H++4LJ50EJ56YdjQiUsXyWbyxE+iI/phZu5m9bmaXmFl8qkVEpFRmzAhWqz7wQDjn\nnLSjEak9XqafCpHPoOi7wMPAHsCmwJ7AQ8CPgG8COwK/KnaAIiKJZs8OBkTbbQe//a36mYnISssn\n0fokYGt3X5DZfimTKT7d3TfMrGMUX2pXRKTYFi2CvfeGtdaCm2+Gpnz+KhORnFXQLE455PM3yRBg\nAEGbjxUGAEMzv38P6B89qRS8yWgf9lHo1p39f4hJbRhm77ZWaLtn65AV3t+mObSd1HrDI/NtTYvj\n8bRF8mcTrxNJtF7UL95got+i7J/Q5UPD91+ydvg5NCf00110SLh8eeD78ddi0cjoxyU+0TjwhXB7\njjmfWSt2zIgp74a2k5KL+88KZ5AnJQC3bxpJoh6/feyYlvnx55FNIS0pCm3hcV8ByZ+5JIcnib7O\nrTPmZr1O9LVIunchz2GltLfD/vsHbTzuvBNa4y1gRMollyILqR75DIpuAB4ws18TrFO0DnAiQT80\nCL5W+19xwxMR6aGrC444Al5/Pag4Gzo0+zkiUhhHizf24YfAywSNW9cG3gWuBH6XefwRggUeRUSK\nzz2oLvvnP4MB0ZprZj9HRCQP+axT1A1clflJejze6lxEpFjOPhtuvBEefRQ23DDtaETqQsIygDUt\nn+qzD2WSqkVEyuOqq+C884Icoq3UR1pESqPQko31ihqFiEhvbrsNTjgBbrkFPv/5tKMRqS91NlNU\n6KAo1cyrj2+wBlNv/cGH2xv88pLYMbm0YWhZGM5JSGp/0W9BeLttRPwT4uHiLroTWm80dEVesoRX\nsN/C8PbyeEeFWNuRrpb4MWs8Ea4Ae+fz4Qs1LI8/h2UjwpOGXc3xAKNtPqItRyDeniNaaQbxKqhH\nHjw1dky0WrBr2y1ixywfHK7OS2oFsmTT1cI7dt0mtBltoQG5VZZF9yVVN0YlVbVFW3/4k/FJ2Fwq\nWaLVeZbwekWrzXKpssvleZXUQw8FbTuuvBIOOCDdWKSq5fLnuhCqNKstBX19BowtahQiIlHTp8OX\nvgRnngnHHpt2NCJSB3IeFJnZUyt+7+6Te+yfVuygRKTOvfwyjB0LX/86nH562tGISJ3I5+uzjaI7\nzMyADYoXjojUvZkzYY89gq73v/yl2neIpKjeqs+yDorM7IbMb/v1+P0Ko4Hnix2UiNSp+fODfmYf\n+xj84Q/QUOg3/CIi+ctlpujVXn7vwBSg7Flm/3vpPXbZ7fwPt7v3jz+NXJLqtvz2paHtzv4J7TlW\nyz5Mtq7wdnNCm4+OQZHr9Isfs3xIeLshIWHbG8PndSY0Vpm7xaA+40sSTb5uXtodO2bJWuHE5u54\nF5JYe5D3dou3+WhZGL7XtkdeGjtmRGS7Y3C/2DFDXg33K4klVQOP3f2j0HY0cTipCUghSdRJbUii\nLTOiSdUQT6xOatdRSIJoUszRGJOKD6JyuVch10lsjbD4ehg3DgYMgNtuY/fWwwuKpxjxFYtaQPQt\n+jnNJfm/UNX4uufy2S05rWgd5u4/AzCzx939/tKHJCL1psG74eCDYe5cmDQJBg3KfpKISJHlMze9\n3MzWBzCzNc3sejO7zsy01r6IFM6dk5gOTz8N998PI6LzhCIi5ZHPoOg3wIovYi4FmoFuYEKxgxKR\n+nEMz/Jp3g0GRKNGpR2OiKzgZfypEPlUn4109zfNrAnYk2BV6+XAzJJEJiI170D/H/vxKqewM5dt\ntlna4YhInTP33IZoZvY2sA3wCeAsd9/JzPoBs919aAljjOm/1rq+/lEnfbjdtlo8Kfi1k04ObfdM\nzF5hzhbh5aCblsVfiw82De9rbIsnnTUtiSQ/D4xfp6s1vK8pIRk7tup1gn7zo+fEj4muhN20NOtl\n6WoNb1v8JaV5cfbPSmN79ntFE8i7m5OP62n4s4tj+xaPGhDabpkfT5tuXhReAjxpxeioQhIykxKb\nc0kaLSSJOpfk3UKTi7PFU9TE4RtugGOOCfqZjS1sPVglMks9MbPp7j6mXPdrWXddH3nS98tyr9dP\nOvkNYE6PXRPcvezfROUzU3Q58CTQD/heZt9ngBeLHZSI1Lh77w0GRNddV/CASERqypxyDvh6k/Og\nyN0vMLO/AV3uvqI0/x3gmJJEJiK1acoUOOgguPDCoK+ZiFQsLd7YB3d/qa9tEZE+Pfcc7LsvfO97\nwY+ISAXJeVBkZkOAs4DPEayt92ECjLurZERE+jZjRrBa9fjxcO65aUcjIrmos5mifEvytwZ+DqwK\nfBd4E/hlCeISkVoye3YwINpuO7jqKvUzE5GKlM/XZ3sAm7r7XDPrcvc7zWwacDcpDIy8R4uJlnnx\nsV20KmXh1z8dOyZaudU2Iv4XtXVnHyZHq98aEnpHtM4Ox9id8Mp3t4TvldSeo3NAOMakyrLWueHr\nRNuX9FuU8JwWhTeXrhF/LaKVZctWix/THO68QdPS+L2iLUQ6BsTfv2EvhqvN2lZvjR0T9ciDp2Y9\nJpeWHVHFWmo/l3sn3Sva+iOpFUhUsarYCrluzKJFsPfesOaacPPN0JT8106sBUtC65SixFNGqo6T\nqqeZoj6PXZD5/WIzGwq8C2xU9KhEpDa0t8P++0NHB9x1F7RmH9yKiKQln5mi/yPIJ3oImETwddpi\nQMnWIhLX1QVf/Sq8/npQcTa0rMuZichKMq+/6rN8ZoqOBWZkfn8isAxYBTiiyDGJSLVzhxNOgH/+\nEyZODL46ExGpcPmsU/Raj9/PQusTiUhvzj4bbrwxGBRtuGHa0YhIoby+iiLyKcm/DLjF3af22Lcj\n8GV3L/+CIz2m9HomXa+wZPz2oe2WBfG+Fd1N4Ymyzv7x60STn7tW7Ygd0//VcLuQrpb4fGP78PD9\nu5vjx1ikzUfrrPhEXrT9RuPy+HXahoevEz2nK9z5AgBvDJ+T1Hpj8ajIH46EViAt88PxNCckWg99\n6v3Q9vzt4rMI8z8+KLQdTbwO4gm3+dj2yEvjAUUMGj08tN06Y27WcwpNWo5KShyOXjuXdiFJ99pj\n+5+Htic+cWbWeJKeV7Zk55xag1y5K5x3Htx3H2y1VeK9azUBuZC2LcW6TrFe00KvU6znLpKmfL4+\nOxSYFtk3HTiseOGISDXb2d8Ovja76SbYZZe0wxGRlVVo1/t8fypEPonWTnwQ1ZiwT0Tq0Fb+Pqfw\nb7jyt3DAAWmHIyKSt3wGNJOAc8ysASDz61mZ/SJSxzb2+ZzFv/gTm8Jxx6UdjohIQfKZKToRuAd4\n18zeAEYRrFM0rhSBiUh1GOmLOJfJ3M9obuLjfC3tgESkaOqtJD+f6rO3zWxrYHtgHeAt4N/unpBu\nKyJ1YeZMfsEknmJ1fsun1L5DRKpaPtVn+wGPufu/ShhPTtzC1VHR6qokTW3xg9pGhMvWopVmAEQq\nwmxR/CVrWz3cj6NheUK7kI7Ivn7xezW2h4/pGBI/pmVe+JhoCw+A7nAxHMNeDD/3BevHvzWNVpsl\nvaaDXw/H07Zq/N7Lh0bakCyLX2fOZ9aKxBevLMtFtD1I/3nx/iqts9rC5wzul/W60SqaXNpq5HJM\nLvcqlD/5bGg7l5YiuVTD9Wn+fNhzT2b2X51frrU/jRb8eSpW9VKSSqtoKlXFVSHXSfPexby/VJg6\nmynKJ6foB8BMM3vazH5tZgeY2YhSBSYiFWzZMthvPxgwgHPW3I9OS1gXQ0SkyuQ8KHL3nYFVge8B\n84BvAzPM7LkSxSYilaizEw4+OOh8f++9tDVkn30TkSrkH7X6KPVPpcgn0RqCEvx+QAvQCnwAvFDs\noESkQrnDscfCf/4DU6fCCE0Wi0jtyCen6N/AWsAU4FHgWHf/b4niEpFKdOqpcOedMHkyjBqVdjQi\nUmoVNItTDvnMFC0gKMMflvlZxcya3D2e3Vpi1g3NPXJzu1rjxwx6c2loe9aYQbFjoq03om02ID6t\n1z0gnoFszZEWHgnJ2M2RJOqm2fEcjPZIwnbre9nzNJavEv/EDng3vL1wvfC3pI3t8et0DghfZ9Bb\nCfeKJFH3W1TYn5ZB74T7jERbekA8aXrRyPhr2hD55C1ZI35MZ2u4FUj0c9E1fHD8nNHbhLdjR8Tb\ngyQlLReSOJxLgnQpE1r7TBy+5BK4/HJ46CHYbLMPd0fbkOR93TyOyXZO0nnFOiZJtgT7YiWPl/I5\nRD9zubyfIrUqn5yi3QlK8c8k+HfiVOBtM3uwRLGJSKW44QY47TS4/Xb49KfTjkZEyqXO2nzk26Jj\nCMFXaOsA6wGrAAltVEWkZtx7LxxzDFx7LYwdm3Y0IiIlk09O0TPARsCTwGPAycBUd1/a54kiUr2m\nToWDDoILLoCvfCXtaESkzCqpMqwc8skpOgF43N3bsh4pIlVvtC+AffaBE0+E738/7XBEREounzYf\nj5rZMDP7MjASeAe4x93nlSw6EUnF6r6EXzAJDjgMzjsv7XBERMoin6/PPg3cC7wIvAHsC/zKzPYp\nd+sPb4SOIR9tNyRUU0UNmBWvGlscqcrqGNIVO6ZxafgYa4kf4x3hYxqGLY8ds7w53EfD2uPpXN4Y\nnqdcPjQ+bxmtuOr3QUKrjSHh7Wi7kJa58XOalkX3xe/dFVmjryH+NGkbHr7OoLfj1/lgo/CFVnkl\nfqHFI8PHDH4newuPaKsLiFcHtY0eHn784emxc9g1XH32yIOnxg6JVuzYtlvErxORS4uRpGq4qFJW\nIgEM9XbOZxIvMYwRV19dlH5mpaqYy6WKLUmxKt0KOaYQucRXrCo2kXqWz9dnvwK+5e63rNhhZgcD\nlwHbFjswESm//t7BuUxmPq2cyw7c25Tv+q4iUlPqLKcon+qzTYC/RPbdRpB8LSLVbvlyfsq/aKKb\nM9mR5epnJiJ1Jp9B0cvAIZF9BwGvFi8cEUlFdzcccQRrs5jT+SxLTP3MRKT+5DM3/j3gHjM7gSCn\naDSwMUFukYhUK/egwuyRRziNnZhnWnpMRPiwIWyZjDCzaT22J7j7hLLdPSOf6rOpZrYhsA+wNnAX\ncF8q1WcGXS0fvVPNC+OJoNGk26bV42lP/eaHvx7oGJ6QXBxt65HQCqQhknydU15qU/xetjyS1J3w\nYexuDu/s6p9ws2jIkf/0L107nnTetDR8ncXrxS/bvDByzrL4MU2RVau6m+PHtCwMP4c5W7TEr7Ms\nknQ+OP5VzsJRkfYgY+IrLUcT7KNtPjoiSdUAzYvCid+FJjZ/8NVwPNH2JhBP2E76wmrncReGtgdm\naS3Rm16Ti885B66/Hh59lPe/fHPoL4U9tv956JykZPZiJeoWkihcygTkYlwn6Zzoe17O5OdsbUlE\nUjTH3cekHUTWQZGZPUI81coy+442M3f3L5QiOBEpsauvDgZF//gHbL01cHPaEYlIJamzROtcZor+\n2Mv+kQQLOg7o5XERqWS33Qbf+Q7ccgvsskva0YiIpC7roMjdr+m5bWbDgdOAY4E/Az9POk9EKteW\nPgsOPxyuuALGj087HBGpVHU2U5Rz9ZmZDTGzs4FXgDWArd39OHd/u2TRiUjRbeTzOYup8JOfwPHH\np5PYsksAACAASURBVB2OiEjFyDooMrP+ZnYa8BqwKfBZd/+qu6sUX6TKjPRFnMdkHmC9YFAkItIL\nIyj4KcdPpTD3vqMxs/cJBk8XAdOSjnH3h4sfWu9a1l3X1znxowaV/d+LV2CtdenU0PaS8dvHjpm7\nRbjWp22tjvjNEqrEohr6havPutvi30o2Dw73IulYmrAOTFI6e1RbeBzbMif7AnvRCrDG9viFGyOV\nZJ5wWYt0OLF4ERvNiz2yHT+msSN8TPuQpLYj4e3+8+JtPqKibT8gt9YaUctWD79gQ15dEjumce6i\n0HbnazNix0QriKKVXLma+MSZoe1o9VKS+165KLbvYNuXX/EILzKcX7AdE/22guKpJMVqq1HpLTLU\nnkMAzGx6OSu0+q+9ro8+5qSy3OvFs08q63PrTS6J1ssI/rn+Zi+PO7BB0SISkeL74APOYzIzGcSF\nbIsXoZ+ZiNSBCprFKYdcEq1HlyEOESmVZctgv/3ooIGf8Wk6LZ+F7EVE6oe6PYrUss5OOOQQmDWL\nn/BZllnCapoiIkkqLN+nHPRfRpFa5R5Ul02fDvffzwKLrxwuIiIfqc6ZogboGtgzyzeXZOMccigS\nhoixJOql8ZesO9pNvDE+tI4lVrfHbxZt8+Et8Uzm5gXhe7XMjT+vRRuFY25YHj6maUn8nI5B4Zib\nlsWP6Yr8m5rU5iOajN28NKGlSFt4X8eA+Gs67MVwhvbiUfE1QqPvaeOyeFJ1+7DwtVvmZ0/Yfvym\nk0PbuSRIt+8TbyMTlZT03Tpjbmh7/nZrxo4pJJl4l93O55hX/sG4d/7Nidscz4yjb87pD3sh9ypV\nG42k1z3WviehbUVSknkhipXEHRVNlM8l3lxe46QE/GK9FuWihPIKpJkiEal2B745mfFvTeX0Tx3J\njEFrpB2OiEhVqM6ZIhHp1Rf8DY575T+c+cmv8PwqCZ19RURypZkiEalW2/m7nMw0Lt70AB4f8fG0\nwxERqSoaFInUiE19LmfwONewBRPX2jrtcEREqk5Vfn1mndAy+6OE48blCcdsu0Voe95m8cThzoHh\nhN+GJfGEbRsYXuW6aXB81evu7si1E6YbvSuSRN0vnoAcS6xOSMaOrnK9eHRCIvPi8HkNkZAbw4tr\nJ17YE27dOi9yRlf8iXb2D1+nY0D8Qh9sFH6d13gyHtD8jw8KX2dQ7BCG/S/8xjcvin8QovuiibpJ\nCdI7j7swtN0av3VM0mra0cTXRxKSXqOJpYMTVsaOSko8PX7U1zj3nXu4e8jW3Dn8c4mvRWMkKTmX\npNZCko2TEn6jCdG5JABH36skpUyqLlWCb3T182LdO2lV9ei1k65bSBJ8qSipuvKoJF9Eqsubb3Lu\nzNv418ANuXbVndOORkSkalXlTJGIZMyZA3vswcsta/Dr1fYEte8QkWKqs5kiDYpEqtXixbD33rDa\napy/fBu61b5DRGSl6G9RkWq0fDmMHw9tbXDXXSxvUPsOESkyL+NPhdBMkUi16e6GI4+El16CKVNg\n2LC0IxIRqQlVOShq6ITWOR9td8W7J8QqV7rGfzp2THfk2fvAeAuIRg/naHQui1eoNQ3I3jrCGyPt\nQjrjk3TeEdmXMHruHBCuNmuZE4+nfXj4mMb28HNoCXeWCK7bP7zdvDh+TNuI8PaAmfFjmpaFg162\nWjzHpXlJePvdHeM9uVo+CG+v+t94hdq8zcLnDXw3/nGeeusPQtvRyrKBL8yOnbNgq/AK0EntORoj\nr2FSpVT0U5FU5dO56zah7aSqsdC13eF734OHHgoGRGuvHTs+13iSWmRkq1ZKar0RfU1bEqqgotfJ\npSVFUiVS0nlR0RiTXovotQutesqluivbvYul0OsW0qalnK9XmteV+qs+q8pBkUi9OowX4br74dFH\nYeON0w5HRKSmaFAkUiX29tc4nBfgzgdgm22ynyAisrLqbKZIidYiVeCz/jbf5SnOZzvYdde0wxER\nqUmaKRKpcJ/yWZzGv7mSLZlk66QdjojUEeUUVQG35OTqnqJtPhLnxBoi73bCunce6aLRPDDe5qMr\nkjSduFxM5JPlyxMOiiR10xpv4UGkFUnH0PgxLfPD125cFrlNPDeb7uZwfJ0D4i9GV2v4mKVrxo8Z\n9lI4nqR7DXkznPLb2Rp/Lbqbw9duHxb/qA58N5y83tQWfy2iSbfLNxwYvnckqRpg4O1PxPbFRJKU\nY583oHHuoqyXeeDBU0Pb0UTiDdvf52dM5WY+zj22YeIxuYomVreNHh47JtqKJJcWEK2R5z4xh1YS\nhbabKMY5hSpWO47o+1doq5JoPEmJ89FrF/ocipW4XGlJ5iJRVTkoEqkHa3XM5+x3b+dB1uOPbJp2\nOCJSj+pspkg5RSIVaFjnYs6deRvPtK7Lb9hS7TtERMpAgyKRCjOwq42z372dd5tX4ZI1xtKtAZGI\npKEOV7TWoEikgvTr7uCn791BlzVwzppfpMP0DbeISLnob1yRStHZySnv38uwriX8YOShLGvIUk0g\nIiJFVZZBkZldDIwHRgNbuPtzmf2bANcDw4G5wBHu/nK263kjdAz5aLtny48V3t9+cGi7KaFtRVdr\neLuxtSt+UERnR7ycqv/AcAuKjoRjujrD+6wpYb5wUeS8wQntQ6Jze93xr1Y6BoersNpHhO/Vb158\ngrCrv/e5DdD//fB53Qk9SBesHz5mwPvx6ywfHH6e/WfFK/oWjwwPCPotir83C0eFP75D3oxXn0Vb\ndHRFqtqS7r1k/Pah7aRqtKTKraiJT4Qrf3bZ7fzYMR9WA7lzEtPZlvc4kV2Y+8asD4+JVrZ15tC2\nIpcKtdYZCf1eslw3SbTNR1KFU/Q5JL0WrZHqqa7hg2PHRFt25FJxldSaJCrp9epMaFeS7bxcKskK\nqTYrVuVbLlV/hVZyFaOqrtDnqTYfpWEkFmXXtHJ9fXYHsDPwRmT/VcCV7r4JcCVwdZniEakoX+c5\nPss7nMZOzLKB2U8QEZGiK8ugyN0nu/tbPfeZ2erA1sDNmV03A1ub2WrliEmkUhzgL7E/r3AGn2GG\nDU07HBGRjyjRumzWBd5x9y6AzK8zM/tF6sIX/A2O4VnOZgeetxFphyMiUteqJtHazI4DjgNoGjos\n5WhEVt52c/7HyUzjl2zDv22ttMMREYmptzYf5l6+Z2xmM4B93f25zNdnLwHD3b3LzBoJkq03dvfZ\nfV2ndeS6Puqb3/9wu98H8VSw/rPDz+uDj8ev45F5su5RbbFjujvCByW152gdFj6vbX5r7JgoS0jq\n9si9kjLcLNLmw7riB0UTqRsiucQdQ+LvefPC8HUaEnK8OyOpLp0D4tcZ/HrkXoPi8Y26fWZoOymh\nNpog/f/t3XecVNXZB/DfM2X7Lr1LVVEssYCiIgrGGoIxRl/1jV1jCWoES2zBxCgaY2xRo9gl6qsG\nNbE3RBQRgaCCSJEiSt9l2Tq7O+W8f+wge8657AzDzNwpv+/nsx+4l3PvPXP3rns893nOYwZeA0Cn\nxQ7R8waz1Eb1wT21badAa39dS7vnAOILtPZNm6dvtwkK3rNpLW5f+yKK/noHcNVV7Z4nnlIWZiCz\nGZAM2MGniZTIiCeANZ4gb6cgZjNo2ilQN1llPRIJxHUKDv/QKNNicupvPJ8znvMkEoAcj3hK1iRa\nmiSTJCt4PZ1EZJ5Sali6rlfSo6/a/YwJabnWV/dNSOtn2x7XXp8ppTYC+ALAGdFdZwCYH2tARJTt\n+rVU4pZ1L+O1DgfEHBAREbmKMUXJJyL3i8gPAHYB8L6IfB39p0sAXC4iSwFcHt0mylndgrW4de1U\nzCrdFU90PsLt7hARURtpiSlSSl0B4AqH/YsBDLePIMo9FeFG3LruX1hR2A33dTuO9cyIKPNl0CxO\nOrDMB1EaFKkQ/rTuZdR5i3F7j7GICH/0iIgyTdZknxFlK5+KYCJmoVCFcW2vU9DscVgKnIgo06j8\nyz7LzkGR6CUm6va0M4jCRfovnojf/s6GS4yyEA6ZXMrY5yuzr2XyltqpWxHzPH47+yxsPH2RZrtc\niPIan8PhDUxTPz17CkbGnJhZbgC8Af1ETiU8vAFzj0OJkTJ9u6DGvu9mBpgnaLfZspv+2f0Ndn9q\nd9XT4SqW241qDuih98ehXIjJzNxqGHOQ1aZoo55x6JTtFTpqKERFcN3XL6JvTTMuG3YpqgorrHZt\nxZMt5JQhY2Z8hR0yiOJhZkaZWWLxZOzEkzUWT3mORPrn1J9kZazFyjRzulaiGWLmcck6Tzz34t3Z\nE2O2yQWJZpqxpEhuy85BEVE2UArjlr6BAzd/iyuGXRxzQERElHHybKaIgQ1EKfLr76bjhHVzcd3+\n5+GHElavISLKdJwpIkqBE9QKnL3iS1y//7lYWtHH7e4QESUk32KKOFNElGSHqzW4AvMxae/T8N/O\nu7ndHSKivCUinUVknojELoGAbJ0pigC+hm1BvsVD7M/aslavjyYO8bXKpw+BPR57SFxQ3qyft9Eu\nNyEJDKWDjQ6RzOb1HYasTkHSFiOwurBSD1oO2x8BwQo96LxiuR1EHSqOva6Ov94IFi+wj6nvre8z\njwHswGoJ222cArRNpVNn6+cxApDNciKAHczr+8ZeZN0M8P0x2HL6dOD444F7HsTMcdPg+3pbqQ+n\n8glmgLRTALJTMLHJDFKOp9RGotcyxRNEbQajxtM/J+bnTDQwPVXMz57O/sVznmQFbMcjG8toxCMX\nPkOeqQNwDIAX42nMmSKiZJk/HzjxROD664FLL3W7N0REOy/Ly3wopYJKqc3xtuegiCgZli8HTjgB\nOOssYGJ+pDQTEaWTiNwlIitFRInIPm32DxaRWSKyNPrn7oleg4Miop3USTUBxx4LHHEEcP/9LN9B\nRDlDVHq+4vQqgCMAfGfsfxjAg0qpwQAeBPBIop+XgyKinVCigrgdHwMDBwJTpgBee8FNIiKKqauI\nzG3zdZHZQCn1iVLq+7b7RKQ7gAMBPB/d9TyAA0UkoXVQsjLQWiKAr3Hb9i4TrKWWUX1wB2174zCH\nExmrQ6uQPUZUfmMl6kJ7tWpTOODwi9FcLbsgYjXx+PV9ThMOVrxxs91nUfqBLR2N8zqs3O2v0/fV\n97OvXbzeOKbFbtPcUT+PcrgVpWv1D9HQ2+5P8cbY/+tQWB37e1F3+iHadqfP9Q9Ru6u+ujYA+OvK\ntW2nFX4PO/UuFISDuPnjx9ASLsfJK/ZGYO+btDaho4Zq275p82AyP4FTMLYPA7TtRFdojmcl3tFH\n36Ff2+iz0zHJWjHaDL6OZ2XseIJenYK641k9O9a1naQzIDlVKytn2nlyVVasjJ3ieB9DpVLK6Td1\nLH0BrFFKhQFAKRUWkbXR/ZsAQETeB3BA9M8rlVILt3eyrBwUEbnNGwnjT7OfRdemWlwyehzUIoc6\nJERE5Dql1NHxtuXrM6IdpRSumf8y9tr8Pa4c+RtsKSyLfQwRUTbK/Oyz7wH0EREvAET/7B3dv8M4\nKCLaUTfdhFE/LMD4kRdifWlnt3tDRJS3lFIbAXwB4IzorjMAzFdK2QvMxYGvz4h2xH33AXffjWtH\nnI8VHXq53RsiopQRZFaZDxG5H8DJAHoCeF9EqpRSewO4BMDTIjIRQDWAsxO9BgdFRPF69lngmmuA\nqVPx1TNL3O4NEVFeUUpdAeAKh/2LAQxPxjVyYlDkWJrgYD2rqLDKflPY2EnP/fEW2LVAigqD2nZE\n2ZlSzU16yY6CcjstS8Ux2jbLjDTXF1ptvEV6HyMNdnqXJ6j3MVJkXNxOfEOoJHYHWzrp5/U0OzQy\nbk/hFrtJxHjqus8PWm1qBur3tHSd/b0JdNfb1A6wS3Z0WdB+uRszGw2wn6fDTr0Lw9cvxp0zn8Id\nQ0/BW88swacvXd3ueQHg2OG36DscMsvUnAUxz2NmSh0x9k6rTalRisTpZ8LMbHPKyvIZx5nHOGVK\nmW3ecsjWM+9FshYuiCdzK5FMMyepyghLNOvIqZwKbV+mZXu5ff24ZdBMUTrkxKCIKJX2qlqNSbOe\nwSP7HI+3BiSSMUpERDF0FZG5bbYnK6Ump7sTHBQRtaOfqsXfZr6Jl3c9DM/tMcrt7hARpZXE85oj\nORJdpyipmH1GtB3dVCNux8f4pNcQPLTvz9zuDhERpRhniogclKtm3I6PsQIdcMfQU6GE//9ARHkm\nvStaZ4TsHBQpQNrE3ToFHAa66r/EwsWxv7P+ArtsRHOLfosiYfuXo3lc45Ziq01xhyZtOxS0Q01b\nGvXAYaeHMVynt/E6lPmAEbBduEm/VsgMvAbgNWLDQ6V2G1+D2ca+tBnEXVzpENVtCHS2H8Mes+u0\n7eo97QUSu85cF/PcsTQMscvjdI60YNLal1Av5bij16nw1Sj4jIIcTkHKJvM7HE/ZitpdnW6qrvCN\nOda+txIod+EUjG3+LIWMQHCnnzWzjRMzoNypQEsqg5KTwQqcR3yB8omIJyjY/P6lqgyJk0RLk7jJ\n7F+yPkM23gvavuwcFBGliDcSxo3r/4NCFcS1vU5Hs8cf+yAiIsoJHBQRRYmK4PovX0K/4GZc1ecM\n1HuL3O4SEZGrMmnxxnTgoIgIAJTCZYtex8GbluLqXqehylfudo+IiCjNOCgiAvDr5dMxZvUc/O7Q\ni7Fmnb1oJhFRXsqzmSKm1FDeG7P6c5y39D3cOOxsLOm4i9vdISIil+TETFG4i/2qI2QkgCmHugLS\npO+MlNslPMIho03YbuP16WNLX7FDFltTHAG7HrMch30t+PVsLuW3x7XF6/R9jbvoJTI8zfZ5Q159\nnwTtNi0Vev+KKh3ulxGG09TJ4X4Z5UEKa+wMtQ3D9e9pQY39vytm5phZ6gIAmgZ00bb9dXqa3VFL\n5uOqb1/BHYN+ha9VXxRtbLKepw/fv846r5mJ1NTdjj+a8dq11r5YnMqOOGU9meLJPEpEsrJxzKy1\neEpvxPOZHLPhjKwsp88QT3ZXItlcZoZfoplJycqUMo9LVqZULmRXJesz5MK9aE8aY4q4ojWRm/at\nXYUbvv0X/tHvBMzoso/b3SEiymcZsaI1B0WUlwY1rscty57DC71G4LUeB7vdHSKizMSYIqLc1rNp\nMyYtmYJpXfbFlD6j3e4OERFlCM4UUV7pGKzH7UumYGFZPzzYfwwgDnFbRETUWj0iz2aKRKWvAm7S\nFPfsqwadM+HH7S6Lglab6t30wOZIgX2ehn56AHKnAdVWmy1b9LILHq9DiQyffp5giz3W9Hr1YGKP\n1w4ubjGCsVXAITrcnNtzCPwWo/RHQY3epqWjfW1/nXFih+ocvoB+Hm+T3aZ4k35/ijfbQect5frn\nCpY4BGwbWfGdlrTYbYpjT3S2LYlRooL4W8ls1PmKcdPgMxH0+BAstx8M37R5+rZDMK/JqVyIN6Df\nRPO8QGLBsk4SCWSORzzlTFJ1rbjKkDi0iUemB8fGEwiejdfKdJl+L0RkXjrjbkq79FX7jBmflmt9\nPuWqtH627eFMEeUFvwrjT/gUCj78affTEfTw0Sciiin75k12CmOKKOd5lMINmI1uCODGPc5EI8t3\nEBGRA/7vMuU2pXAF/osh2IwrMRpb/GVu94iIKCsI8i+miIMiymnn4GsciR8wAUdivZSCYdVERLQ9\nHBRRzvrVypk4FUtxHUZipXR0uztERNknfclYXNE6UaIAX2DbdqjIDo0K6UljaOlof2P93QPadkVR\ns9Vmi+gn8hfY2VRmZlkoZGeNKSXtbgOAMjLJpChstUGNnqHmcSjHEfHrn1UZaefextihZGamWeu1\n9G2n0in1u+jHBbrZ5U389Xr/ytfY99TMHmzuZD+qpVNna9ty0L4//n105VcYt/J1/GHYWZjXc69t\n/emsn6frzHXWecNtzgMAqKqz2xilQMxMMwAoWlWlbdf8arjVJp7srnhKPpic2ojxubwOnyuRbC7z\nWvGU3nCSSCZeOkt4pFM6r51pGVZu4r1wVUasaM1Aa8o5Q7d8i6tXvop7B5yImW0GRERERO3Jypki\nou3Zs/4HTPz2BTy1y1F4t9sBbneHiCir5VugNWeKKGf0DWzCn5c+ize6D8VLPUe43R0iIsoynCmi\nnNBNNeL2JVPweYfd8WjfY1m+g4hoZynk3eKNWTkoUh4g2Cb+ucP8DVabyv16xTxP+IcSbXtNxCH4\nOaRPpgVq7YX//MV6BHKkutBqg3K9TbjFjlI2f49LtV2CQozAaqepTa/RJmJ0Rxzit0vWGecNO5Qz\nMeLQQw7lOYor9YDjhh72ZKQZoO0UKF9Qp18/WGK3aYgGLlc0N+C26Q9hpac77h74CyjZ1tYMgJ7z\n9ARte/TRd1jnre+j3/euM+2AZDVngbbt9INkBmw7PadmwLYTMxjbDJgGgJDRHydmSZN3Z9vlOZJR\n5sApiDnTAocTCV5PRKLndTPg1+3vH5GbsnJQRLRVUagFd818AvX+Ytw68H8Q9jikxBERUULEoQ5m\nLmNMEWUtbySM22Y9g5JQM64+/Hw0ex2q/hIREcWJM0WUlURFcNPcFzCwbgMuHjUOdQUlKEOj290i\nIsoteRZTxJkiyj5K4cq5r2H4+iUYf/hvsKmEq1UTEdHO40wRZZ1zFk7DScs+w+VHXIzvKrq73R0i\nopyVb+sUiUpfXZOkKe+4izpg5BU/bpd+s8lqU31wT217g11hAZEKvbyEp9BOy4o0GYG7DuU5vCX6\neZxuaaQ5dgCwv0TPUAsG7BIZvkp9X7jQ4WI+fV/hJv3aHruaiRVMV1Brn7epi/7Zi6piZ6iFHRLx\niqr148J++576G/UObc0+O3HZbPx+9lSMP+oCLFIDtTZm1hgAeIP6tTzB2M+7WT4kHqGjhlr7zDIf\nTqxyIQ6lN0wNQ7pZ+8yfgUTKdQDpy8qK59pOJVDe+lbPmEtnplQ8/UmWZGQB0s7LtEw8EZmXzlIY\nZZ37qv1+emVarvXpv67+DkBlm12sfUbUniNXL8D1n/0LEw//X3zeew+UrWlxu0tERLlLIZ0FYVn7\njCheB2xYjttm/BP3DDsR7w1k+Q4iIko+zhRRxttty1rc/dET+Ofeo/DikJFud4eIKG/kW0wRZ4oo\no/Wur8LdnzyGdwfsj4f3P97t7hARUQ7LypmicKGgZmDbgGM78LSurz7eixSGrDb+jXrQcqSfQ/0L\n85hyO0pZRfRrKYdgbPHrgcPiiT38dmoTqtD76AnY41pp1Pf5GvR/9wUcrmWU9QgX2J8hXBy7zx49\nVhyFNfZyqL6m2EukBjr70DlQh3tmPoqvug/Ag33HomytUSqlWP+cnRbXW+ep76eXcjFLbTiW2XAo\no2Eyy3w4iScI1wzedeqPea1ChyBq++mOzSlgNFaAbyoDT8174XT/UhWAHE8QdaqCqp3kS2B1pgeU\nZ1p/XMGZIiL3lbY04b4PHsX60k74w8hfIyJ8VImIKLX4m4YyTkE4iL9OfxIAcM2o89DitZcmICIi\nSrasfH1GucujIvjD/P9Dz4ZqXHj85WgoKHK7S0REeUnAQGsi9yiFCQtewT7V3+Hyoy/G5mKHeB8i\nIqIUyYmZoqKNTda+8nJ9FeeWjrFXlA432LdDAvpxwbAdgGwNLR2G1uZ50NFeeDBUpc+KqGI78FtC\n+vU9zXZ/yn7Q9xXU6P0JllmHoLGXvl2yzv4MFcv17VCJfe2QFYxtj7vLVuuFW5u6t37u85e+h9Fr\nv8Llh12CNeVdtDb+Ovt+hYtjzyKZQd1NA/Tzfvj+ddYxiQR/xrPys1Mwr8kpgDudwZ6+QQO07VSt\naO10L8zvTTzi6V8iAeXxXivWKtzpDM7ORul8tjM9qDsjKZXOxRszAmeKKCOcvHImzlj+EW446Bys\nqOgV+wAiIqIky4mZIspuR635Apcteh0Th56JL7sMcrs7REQUlW8xRRwUkauG1nyLG5a9iLv2PRmf\n9Nzb7e4QEVEe46CIXLNH/Q+YuOwFPDn4GLzZ7yC3u0NERKb0zRR1FZG5bbYnK6Ump+3qURwUkSv6\nBjbh1qXP4s1uQ/HsrqPc7g4REbmrUik1zO1OZOWgSHmAlopt21uzl9oKdNVjyM3yEwDgMSp2tHRx\nyizTh8neejuLLVxslPCI2PHrXqMcR7iDw7WM6heeOvvbEyk0ruUwig+W6tstFfq1StbbB5Wv0red\nMss8Qf240nV2dpyZ7RUqsu9FZN8w/vzis5ix2xD86bhfwV9vXysSx5MZ6Owztu20uo5TZmnbYpTw\niCd7KZ6sI/O8ThItW5HOrJmQUUIkVdcyrwMAHxr3J5UlRRJhZuY5iSfbLNGMuUTOG0+ZlmRcO53i\nKcniJNM/V6bKt5giZp9RWpW3NOLhVx7B8i49MPGY06FYvoOIiDJEVs4UUXYqDLXgrk+eQENBEa4a\ncw5C3thrRxERkUsUgEh+TRXxf9MpLbyRMG77bApKQ0347UkXIuAvdLtLREREGs4UUcqJiuDGuS9i\nUM16XDx6HGqLSmMfRERE7suviaLsHBQpaQ22bk+oWN9u7moHBftr9JP4ah2CqLvr5SUiVgtAavQq\n7p6W2EHUyiz7AcAT0Y+LlNh99tbFfuUUKtWf4sIq/bzNHe3++QL6MRGHyzR11o8LFdvfBE9I31e6\nPohx37yBQ9YtxmUjLkW1pwJdFzRbx5kC3fV7Wt+vxGoT0ZvA32j/9FrBsVV12mbI4dqxSjcAiQdo\nx7pWoo4dfou27TU+J2AHNzsFDidS5iORz5DKgPJ4zpPIueMJlI/nOsn6nidyv3Ih2JilUyiVsnJQ\nRNnjjOUfYex3szH+kIuwuqy7290hIqIdwOwzoiQ5celsXLjkXfxh6Jn4plNft7tDRETULg6KKCWO\n+G4hbpg5FZP2/x/M6b6H290hIiKKia/PKOn2X78Ct384BfccPBYfdN3f7e4QEVGiVH69P+NMESXV\nbpvX4t73Hsc/9x2FF/Ye6XZ3iIiI4paVM0W+ZqDjt9vSuZxKSYiRuFVYaadTNfUyan+E7awscWqK\nDAAAHC9JREFUqdVvkXLICEOZnsPkXe+3moRK9NG2f7N9670B/fqq1qH8hXHq4vV2m9INeqpbXV+9\njb/eHvl7jYQw5ZB9VlCjHxc0qmr0rq3CP/7zMD4uHYyptfuh+/R1qBzRyzpP8Wb9fs147Vqrzeij\n79C2fdPmWW3KjNIaas4Cq03YaGNmZTmV5zAzuZRDSQpTPGU+nDLCzAyieEpJHDH2TmvfjNkTYx6X\nKolkQWVa9l6iJUWScf1Ey3PkQiYZZT4GWhMloFNjHR5+bTIWFfXGg12PBsRhWQIiIqIMlpUzRZRZ\nSlua8OAbj2FDaQfcWTgGEdYzIyLKfgp5t3gjf3vRTikIBXHPW09ClMKVPzsfQQ/H2URElJ34G4wS\n5olEcNv7z6FnXTXOPflyNBQUocLtThERUVIIAMmz7LPsHBQpwBPc9o3yNdnFN4o36ZNgwQo7xqVg\no/7xw8Wxv/kqYt8y5dOPcypBIkYXI377Wh4j7jtSYJ+noFr/HAV19nnqe+sdMIOzwwUOAeVh/TzF\nlfY91c6rFP745ss4YN1KnP/zy1HjLYe3GWgY0k0/z2a7kEbhG3O0bTOwGQDMUPX6Xw232nSYv0Hb\nNoOqnZglAuIJ5o0n+Ll6V7ueW/n/faZtO/XvvW9jB8ua98cpMD2egG2zzEcipTaSFRScyiDhRAK9\nU1l2JJZ8Kc9BFENXEZnbZnuyUmpyujuRnYMict24T9/B8cvn48Ix47Cmoovb3SEiolRwKviZGpVK\nqWFpu9p2MKaIdtgZ8z/G+XOm4cpjzseyLr3d7g4REVFScKaIdsjxi+fj2un/xlU/Pwfzu+3qdneI\niCiF8i2miDNFFLdDVy3BpLefw5+PPgXTdo8dv0NERJRNOFNEcRlStRr3ffgkHjr0OLy87yFud4eI\niFItD9cpyspBkYQUCqu3ZTUFuttlNeY8PUHb3uOWe6w2yvz0yqGsRpEeZeYN2JNrYSOTLFJgP0Vi\nlBDxO5XwMI7zNsZeFbql3G5TvKn9chwlG+3IuWCJ/rnC/m3n7V+zEXd/9Dhe3+VgvNzhCHRe0pom\nF+gc+/HxBuxrmZlRTplbxRuD1j5TuEu5th0st9P1ilZVadtmJlc8WUdmxpqTE3a7xt5pfM6QQxmS\neM4TT5mRRLKTEikdkcpMqWSVC0lWphYzvvJPujIOKXNlxKBIRFYBaIp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QT9bhjFvm4PmJ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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Log(Chl)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_ferry_chl2 = np.log10(list_of_ferry_chl[list_of_ferry_chl > 0])\n", "list_of_model_chl2 = np.log10(list_of_model_chl[list_of_ferry_chl > 0])\n", "list_of_lons2 = list_of_lons[list_of_ferry_chl > 0]" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.276789093701\n", "RMSE = 0.488470893877\n", "Willmott = 0.59731963709\n" ] }, { "data": { "image/png": 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9BwAdETtbcCiv6x12PmhiQU9fBOyY1qjOYJ2zsQ/n/PAW/OBjR2LTKxIIFnS/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(list_of_ferry_chl2, list_of_model_chl2, \n", " bins = 100, norm=LogNorm())\n", "fig.colorbar(im, ax=ax)\n", "ax.set_xlabel('Ferry Data')\n", "ax.set_ylabel('Nowcast-green')\n", "ax.plot(np.arange(0,35), 'r-')\n", "ax.set_title('Ferry vs Nowcast-green Log10(Chl)')\n", "print('bias = ' + str(-np.mean(list_of_ferry_chl2) + np.mean(list_of_model_chl2)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_chl2 - list_of_ferry_chl2)**2) \n", " / len(list_of_model_chl2))))\n", "xbar = np.mean(list_of_ferry_chl2)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_chl2 - list_of_ferry_chl2)**2) / \n", " np.sum((np.abs(list_of_model_chl2 - xbar) \n", " + np.abs(list_of_ferry_chl2 - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.155784823359\n", "RMSE = 0.415451828182\n", "Willmott = 0.625474931503\n" ] }, { "data": { "image/png": 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x9mvh9enjK9rbeyzPpavfhBLgsaP0BBEzUaDqD29Y22bLHcoVgHD67hPVqJSa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\nA8B+h2q6BnKBAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(0)" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.177037448984\n", "RMSE = 0.4105186654\n", "Willmott = 0.649335129276\n" ] }, { "data": { "image/png": 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RYHYeERER5YkTm3fgpOYd+O20/Lu5JnEmioiIKG/duH4JXm2cgX1l1ajM9WASUggjPzMH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\nUQAAoCKa7TlRDKIAZJZlxVVypVbfxfFKvMGOsKzK7gXxO29bXxgz1Bb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(1)" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.192543155155\n", "RMSE = 0.414532481919\n", "Willmott = 0.654179032163\n" ] }, { "data": { "image/png": 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rIAPoGmW2eyrdY5pKdrL9c+31c+5flHCp0uvtHWCMwSIiIqJz8sC6NVg1ej7a\ngiXZHgplCWewiIiI0mhcUyMW79yGT17659keSs5QlUzGYLEWIRER0VBz3xu1eHv8ROyqGJftoeSr\nnKhFyEuEREREaVIQCuHujevwk4VXZnsolGWcwSJKI6+AaDsw2Ss4/MZ5XzbaduAyAIRKzL+Hyo72\nOn1Wbx6YgOxUAuNznVeAePg6s6yM1y/EVBIObP0pcQO477v9uUhlu4uv/7azTBaatV68AqmLGswg\n7faxbukXW9U2N1i+cY7ZDpW7fSIl5jI7oB0AQpVm4LtXqZyW2R4R9An85SF3321moLlG3WPRNtls\n+3rdPsEprUa7syEWa3Vz7ZuI+AUvXDcbZW+bZXAihe52xtT2GO3jC926PAdvNW9SGmx3umAMzED4\n3lGlTp+RtU3v/X9vh5tYMNAivE0DERER9ceDv1uLZ65eiN4g5y/yXU6dYInIwyKyT0RUROacoY9f\nRB4VkT0isltEPpHKc0RERANp7v7DmLf/MH5yjTsDne8UQBSSkUeuyLVT7OcB/CuAP5ylzwMApgM4\nD8BwAJtE5FVV3Z/kOSIiogHz4OparLxwFo4Or8r2UCgH5NQMlqq+pqqHknS7F8APVTWqqicROym7\nO4XniIiIBkRVWwduW/82nljMuoPeBBH1ZeSRK3JnJKmbCOBAQvsggAkpPEdERDQg7lnzBg7XVGHN\nBdOzPRTKEbl2iTBjRGQpgKUAMHHixCyPhgYrOxPMK8vLXpZSVtpMN4Yj2GnWtig40dHn8XmNJxWp\nZEcOVEmZdL0Gr3Ijq1d+yWjbWXtAahmUzUuSz1r0JxvR5pUhaGuY5Wahjf/HWqO95+HLnT52plxh\no7vtrtHmZ7B9ktvHLiETmdDt9Il2mV890TI309DXbvUZ624neKjIaIfLzfFFG80sPgAItpnzCoEu\nN2YnZI0nPNzNRozuKz891mgUS367Dv915TUINpzOUmydZq4TKXEz97pHmGOMBtxjoVaS5ej1bgax\nrX2s+9orV208vU11j+dAihV7zp34qEwYjDNYBwEk/lhPBHAohecMqvq4ql6iqpeMGDFiQAZKRERD\n37Xbt6O6ox0/vzjr97akHDIYZ7CWA/gTEfk5YoHstwO4OoXniIiI0u5ja9bghfkXo72oONtDyWmR\nQTmn03859WpF5HsichjAeACvisi78eUvi8ipPw2eBLAXwC4ArwP4B1Xdl8JzREREaTWpvh7X7NiJ\np67gnduW58IiAAAgAElEQVTJlFMzWKr6WQCf9Vh+U8L/IwA+dYb1z/gcERFRuj1QW4sNUyZj5+gx\n2R5KTlNI3sVg5dQJFtFQlEpws12ypbDZLQFSt8AOXh6WdF/pCjxPV6B5utjj8Qpg7w+vMkaL7n7Y\naHcNdyf+O8ab7f4eL3u9Nqt0jlf5mrKjyUuenPjMIqMdKXE/X4UN5tdB5/io00f9ZgC2HdAOAJFK\nMyA84HeDttFpvg5/p7sdO7A73OO+drWC2ovqzD49w93XYJfpsfcDANFCs4+/2f2qLD7uQ1GoF3e/\n/ga+fsPdCFW770PxEXO9SIm7L78dZF/sHq9xq8yg9p5KdzztY817b1U+udbpk/gZFJGNToeho0ZE\nNiS0H1fVxzM9CJ5gERER9cNN295ETyCIVefNRSxPjs4mmrmopHpVzXrGQU7FYBEREQ0Kqrh/0xos\nv/ByhP3JC2NT/uEMFhERUR/NP7of0+uP4VN3suRtKlSBSJ7FYHEGi4iIqI/u27QGq86bi5Nlbiwk\nEcATLCIioj6paWvDjTvextMLeGsGOjNeIiQ6B6lkhtkZbqmUXvHKEhr/a7N2Se+o0qTbGchSOalI\nR1Zjf7LvvNiZmoBbGscri7D0uXVGO+RRFqfmbTNbreNOt9SRXebGq9SR1xgTdY9wA6n9PebfyZ1j\n3D6FjealmZJD7ucrVG5lCLqJhgi2mvvqqfHIYOw1+4R73ZIthWPN197T4faBR4aiTYPmmHuHme+D\n12uIlNmZhe48g6/H3LedPXnPunXYN2IE1sybCkjsOTtjEAAKms12uNjdV+c0M0Nw3CtuPJdd9qZ6\nU5PTx/69ks0s3zPJt9s0cAaLiIgoRf5IBPfXrsVTl18JSH6dMFDfcAaLiIgoRddt3Yry7m68sOCi\nbA9lUIndaDS/5nTy69USERGdgyVravHcpZeio7Ao20OhHMcZLCIiohRMPVGHK3bvxlfvuCPbQxmU\nIsivS6o8wSI6B6kEcacS1G4r39HiLGtckLwUhi1dJWT6K5uBtnbAeGCVWxmkN0lQOeAew7KjvU6f\nVIKQ7QB6z8D8UWcfjx1MDwChEvNCRMAuvQKgp9oM0vZ5BX9bJWR8I7vd7XRaXxlh9yKIhKwA8TJ3\nZ3boUqDODXIPjzSPc3lVp9Ons8OcRYoUmuPxtQSddYKV5uuKHHfr1/h7zHakMDbgJWtqsXbadOyr\nGYVIiflelBxzg9MjdnUrD9XrzTHWLv+808dOkPD6nZKLQe35jidYRERESZR2d+MjGzfgi/d8NNtD\nGZQUzCIkIiIiy4c3vYm2oiKsumBWtodCgwRnsIiIiM5GFUtq1+Dpy65AhHUH+yn/sgh5gkVERHQW\nC/fuxeT6k/jZQvcGspSTakRkQ0L7cVV9PNOD4AkWERHRWXxs7Rq8MnceGsrLsz2UQS2auSzCelW9\nJFM7OxOeYBGdAztz59KHHnH6vGH18coeW73yS0n7hBeZJVpyLWsoXWV5UuGUnfHIlvTKGrTZ5Wq8\n3r9qq+1VxsjmleVlHx+vDE97zPaemj3K9DTOMdvhqpDTp/C4uaWesR59KszUuZ76YqdP8TFzO6EL\n3My+QNAsnzO83C0JdPREpdGWsW7GInrMS3GhkHvcA0EzQzFiZRVGS9xSPtFGs0+w0/3SD7aeXjai\nvQU3bHkH9/7Fp4zMweKx7ea+D7hFn0tOmJmZ0aC7r6Yrzddul28CgNUeJZxsqZSLyrXfGUMdT7CI\niIjO4O6312Ln2NF4c8qkbA9lUFMFIswiJCIiokAkgrvffh3LrmHdQeo7zmARERF5uG7XOyiMhPDi\nJfOzPZQhId+yCPPr1RIREaXovk2v4RdzFqK7wL3TPFEynMEiOgd2YGm1R+ByKsGndtB2z51uOnig\ny2x7BWTb5XO8Aqntki2ZZL9OO7jfi9frhFWaxmkDqNySfDx2MHrnBxc5fcpGlSbdTtiKBz/xGXc7\n/h4z4Llyj1tyxy6VYx+fRXc/7KyifvPSVfEhtzxM1zgzGNzX7v7qj5SYfQKV7vhCbWbguXrE1HQ3\nmAejckS906e3xtxOV6875k6YdWa6m9ziyv5Sc8zSY84ZeJbp6TFfe7RAnT7+HsF59Udx8eF9+Nr7\n70XFTvfeV711blC7rW2yeXzs9wEApNV87ccW22kVqUklgD3xd1E5qpLXiaJzwhMsIiIiy72b16B2\n0kwcqhyR7aEMCQphqRwiIqJ8VtbThVt2bMQz867M9lBoEOMMFhERUYLbtr2BpuIyvDbpgmwPZUjJ\n4I1GcwJnsIiIiE5Rxb3v1OLZuYsQ9fErkvqPM1hE58AOLO3v3ZS9gpdtwc6o0W6Z4gbeegXZ2+wx\nZvLuzvad073uWm0H4ZcddYOt7Tuee76GZX0fn9d47EB4r7vGN91qBiarx2/WCd8wExD2fcu9K3uw\nzfwLf/YXv2u0S0rcL/yAdTP1UJlH0Ha7uV5gont39fIS807u7V2FTp/QePOu4/ad1AGgeJS5nRPt\nycvLVBS7d3LvsYLRKyq6nD7BgHmn9pMtVdZG3J8RO/BdI2aQ+ZU7dmFsayNenHbpe4kJvRXuzEux\ndZd2OwkFcH9m64PueGreNvuUPlfr9Ln+39xltlR+jhP7iEjyUgdppABjsIiIiPLVkj/UYsW0+Wgu\nLsv2UGiQ4wwWERERgLGNTfjAlnfx4B2fy/ZQhiTeaJSIiCgP3V/7Ot6ZOB5bR0zI9lBoCOAMFhER\n5b2CcBj3rn0d//jhW7M9lKFJeR8sIiKivPOhtzZDFPjlgguzPRQaIjiDRZRGXpk8qWQWlu9oSdpn\n3z1mhpQv5PaxM/C89j1QWYOpbLc/ZXrsjMFU95VKtqTdp36pm9lXaZWvafcoy2O/FwUNbiafvW2v\nEi0Rq+SOBsy/+NvHuzMARSfNtl2SBwAa55uZaiUFHtl/wdBZ2wDQ1m1mFs6sqXP6dIbN4+M1axEQ\nczyN3SVOn2DQzBBsPuFmI0qh2QfFZrvwkPteRQNmJt+p9+HB/1mD5QsXIiRu2R5/j7MI3cPN1zV6\nvdvJ/qz4u9xjUfrcOqOdymfbLjk1GCh4HywiIqK8MvvwYVx48CB+ssg9waZBqUZENiQ8lmZjEJzB\nIiKivLZkTS1WX3ABjlT3r9AypSaDMVj1qnpJpnZ2JpzBIiKivDWssxO3vfkmnrySdQcpvTiDRURE\neeuu9etxvLISr804L9tDGdLy8U7uPMEiyjCvwPOOOy8z2iGPkijBVvOX0/hfN7ob/3rf95/JUjl2\nSaDa5V9Iuk66xud13H1W2ZtNj33e6TP9248Yba/g9NFrzaBtr/fPNukVN4j82CIziNxvlV/pHuHu\nu2pn8hJKKLDGF3J/9fcWmOv1ht3t2EHtBT43WL7ZitSvLux0+hztGGa0u8PueDqbzO04Ae0AfCfN\nIPJImfk6vYLKw8NP95FoFA+8vhbLFi9CuAIAYs91jDdfu51IAABVO83xNMzyKC1k3Qzeq4RS85K+\nx32tXvmlPq9DmcdLhERElJeu2bEDI1ta8d+Lsh6uQ0MQZ7CIiCgvLVlTi+cXLkBrSXHyznTO8u0S\nIWewiIgo74xvaMC127fjiWsXZXsoNERxBouIiPLOA7Vr8eakSdg2YWy2h5IXFCyVQ0RENKQVhkK4\nZ/163pqBBhRnsIgyzM5cA4Cu4ebfOoEupwtKTpgZZAfucG+K2J8MwUyW07HLggwk+zXcOO/LTp9U\nSgsF/8a+hOT+FV5/ofneFJ10+xQ2m33qFrhZZwXNZrttmpkVV3TC/Zu4/l4zSy8adfctJ80Yo/Ix\n3U6fyiLzQ1fgd7P2TnaZaXEdvW4pGjv7MBR1sxFHl7Ya7T1NNU4fX7v59SQj3FI0NbPqjXZjq1ly\nJ1LtZl0GBbj9t5sQLvBh1S1TgXa3T7jEXuYe08ZZ5usq3+9ux16v7Kh7TO0yWV5lcOyswUz+zKYT\nS+UQERENVap44Nfrsfy6ixAKco6BBg5PsIiIKG/M23UE5+8/jmdu4K0ZMkpjWYSZeOQKnmAREVHe\neODX67Hq0pk4MXxY8s5E54Dzo0RElBeqWjpwU+0WfOLvl2R7KHmHpXKI6JykUo4lumW70yey2A6k\ndgNmu4ebv5zsMiqAW3InFV7BsekKlreFr7s46TrpCta1g9q9jrvNKwEhUuwVvGwKVZh9vEq0dI6x\n9hV2t9teYwZB+3rNiwxdY90gae0wA83LKt0PRrS612iPLmtz+1hffh0hN4A96DP371VOZ3S5ue0J\npU1On2Nd5uzRtKp6p099iTXD1OF+XfWUmcuGlZnB+91WSaCP/n4D9o8ajjUzpgGhM3/ZRyrM19k5\nxu07cqOZgGAnqgBuqZz2se7xapliJqv43Vh+J/CdX9yDA98nIiIa8nyRKO759UY8fsvVgOTXTEqu\nyLcZLMZgERHRkPe+jbtQ2daF56+an+2hUJ7gDBYREQ159738Bl5cPA/tJUXZHkpe4p3ciYiIhphJ\nRxpwxdt78fSHeGsGyhzOYBER0ZB23ysbsGH2JOyZOBLwSA6hzNA8m8HiCRbROUgl287OZrMz6QCg\nt9JsFzS7v4iC7cnHU7v8C2cd35nG2J8+qaxj7z+waqPR9sraSxe7DI5XqRx7WeOCKqdPsNV8L4bt\nczP5jl9h9umcFHa302hmkPk8stgClWa2X+laq/TL+61aOgBCIXO7YY/Mvulj6ox2WcBNVeu1StoU\n+UNOn+5I0GifP7zO6VNZYJ7BXFByzOnTZW3n9QOTnT7lI80PfFtdmdOnrd0sAVRTZWYwBnxRFHf3\n4sOr38LXP30LAj4z8w8ASvYFnWWhcjPDs+SY+141zbDfT6eLwy6XBAA9lea2h29135ueSvOrml/c\ng0NOXSIUkRkislZEdsb/Pc+jzxMi8lbCIyoit8Wf+5qI1CU892jmXwUREeWKm363Bd2FBfjdZTOy\nPRTKnBoR2ZDwWJqNQeTaifBjAB5V1adE5GMAfgDg/YkdVPXBU/8XkQsB/BbAioQuT6iq+Wc8ERHl\nH1Xc+/IGLP/gRQgH3Jk9yqwMFnuuV9WsB9zlzAyWiIwEcBGAp+OLngZwkYiMOMtqfwzgJ6rqcWs2\nIiLKZwu2HcLUw/V47sYF2R4K5aFcmsGaAOCIqkYAQFUjInI0vvyk3VlECgDcD+AD1lP3iciNAI4B\n+Kqqrh3YYRMRUS6691cb8OoV56Ohyo3fosxSzb8bjebSCVZf3Q7goKq+lbDsMQDfVNWQiFwP4AUR\nuUBVG+yV49dklwLAxIkTMzJgGlxSCRC3g7TtkhYAELBKtBTADeyu3mr+KLZMcS9ndI43A3RLDrsT\n0Jc+9IjRfiOFwHMv/QlyT+V42X3sQPR0SiUBwe7TdoddsggoPmEGJodK3ONe0GJ+cYQi7hdJ1Taz\n3XJe8hI88oFGoz28uNvpM6vquNFuDbn3eQqrOeYDbW4w/4jiDqM9sbTR6dMWNrd9sts9cemOmJ/l\nUo/aL0ExP8vTR7mlcmyHPZYVBc1kgsQg9urGdlxXuwMf+/v/hfaO0+MON5slgKTcfR/U+vFrm+YG\nxxc2mMd0/Evu8dr5CSt7xeOiUdlhc/+rV37J6WPz+j1DuSdnLhECOARgnIj4ASD+79j4ci9/BOBH\niQtU9biqhuL/Xxlfd47Xyqr6uKpeoqqXjBhxtquQREQ02Nz2ymbsGTcCG2dOyvZQKE5VMvLIFTlz\ngqWqdQDeAnBffNF9ADapqtflwfEArgbwE2v5uIT/zwcwGcCOARoyERHlIH84gttffgtP3XAZ6w5S\n1uTaJcJPAlgmIl8B0ATgQQAQkZcBfEVVN8T7PQTgJVW1y7R/S0QuBhAB0AtgiaoeBxER5Y1r1u5G\ncVcIL1x5YbaHQu/Jv1I5OXWCparbAVzmsfwmq/3NM6z/0AANjYiIBomPvPgmXr5+DrqKCpJ3Jhog\nOXOJkIiI6FxN2V+PBe8cws9v5a0Zck2+xWDl1AwW0UBJJaPMlkrWmVfZG1vHnc6krKNruPm3TqTY\n7eOVNWgrO2qWWvEqD2NnPnpl8vUn09DreNnZTqv7kZ3oJZXx2a8zlSxHOwvTS/UmOzIBCHYOM9pe\nmYZtk81f/D01bjmdylIzS3BMRavR3ntyuLNOQ4dZTmeYR6ZhZZFZvubC4UedPvU9pUa7OeR+CDvD\n5ozQB0Zsc/q80zbeaB/rHub0uajioNE+0un2qSkysxp3tI1y+nT5zQy888bU4aOvvIFNF09Ay7QS\n6FGPL9uAlRVa6ZY+KjlkfjV2TnL7hMrMbe/6uJ0xCNRsNPs0XeBmLNo/s14ZgnZmYSqZhpR9nMEi\nIqIhoaSjB9et2I6X7mDsVa5RxO6DlYlHruAJFhERDQnX/WY72iqKsP7yydkeChEvERIR0RCgilue\n34xf3TYXUT/nDnKOxu7mnk/4KSQiokHv8q37MOZoC1bcPCvbQyECwBksyhP9Kf3iFSBub8cJ4vYI\nPp33ue8a7eFb3dIhXcPN4OHqrW5QbftYs37HmNVuaY7GBWYJlDc8xmMHe6cS/J0Kr+O1eoBK4SQr\nwQMAvaPMoO3Vm5MnLVTPccsYtc00A7CjVukjAMBMM5Ghc5QbB9I11XzfK6s7nD6JJV0AYFeHW/bG\nNm+sGbC+v6Xa6dNjla8pD7iB8O1WAHtzb4nTp67DLI0TrXL/Rh9VaAbmF/rcYP5h/k6jPbK4zekT\njpqf99Jyd8zVJaeD9//k93/AiqtmY4d/FBDfXDTsvg/+UnM8xZs8gvmtslTBSnff2mJ+vgKd7r4a\nrToiHlWDcHxhodGe6FFyZ6iIInfiozKBM1hERDSojTjZhqvW7MbPbk6e1UuUKTzBIiKiQe22X72N\n3dNGYsuMsdkeCtF7eImQiIgGrUAoglte3ozH/+hq1h3MYQrk1E1AM4EzWERENGi97w87EQhHsWqx\nGz9HlE2cwaK8YAcz23f5Btw7mnsGMyfhFehdZgVJF5xwg5sxzQwwLmx2A4O97g5ue2PZ55OOJ5UA\n8VSOl318UrmrfX+kEoTvNT474SCVu7973dXeTmTwujN/yxQzILtjrhsU7Wsy3+PgSDeRIdxq9ikZ\nYX5WRg9zg8HbQ2aQdIHf3e7U8nqjXeQLOX3KAr3OMltF0Hxd9aEyp8+xHvPzPqvM467x4XKjXex3\nx3PMCrKv9LhDfUmwF3e99CZW3jQLgTLFpaXmHeLXRic760QidtUEj7IJw81o9OhhN+Df5x5mh1p3\nmu+d5B5j/3Hz/bOTKoaO3LoJaCZwBouIiAalKbtP4oJ3j+GXH56b7aEQOTiDRUREg9Ktz2/GG5dN\nxvGxQ3XWZ2jhjUaJiIhyXFl7N97/6g68dMe8bA+FyBNnsIiIaND50G+2oLG6FBsvnZTtoVCKmEVI\nRESUwySq+MhLb+GXH54L9eXXlzYNHpzBooxIVzmWVDLBvLbbn315ZabZ7Ew1r6y90ufWGe2o0wOo\n2ZJ833a+VipZjqn0SeXYeB13e4ye2ZFpkMr4vLL/0rXtnkqrzMyOFqfPkQ+Z707xbrfETc9w850/\neaDK6ePvNP/m7a0ImvtpdGONairM437ZiP3u+LorjXaZR82WKcUnjXaRuJmsB3vMMjzNYTe7bkyh\neXx6okGnT2fEzJYcbZXXAYAD7ea+Jlc0vPf/OeuOYFR9K1Z8cLaRmeYXM8jnqnH7nO3+4fBUo901\nzP2JjLaZY5ZCN3io+Hjy+YmImSAI7XC/cu1MQzsjFXB/r3j9XPfnd1wmqXIGi4iIKKfdsHwram+Y\niraK5LUaibKFJ1hERDRo1Bxtw/w1h/DqnRdkeyjUR1GVjDxyBU+wiIho0LjuF9uxZ/YI7D+/JttD\nITornmAREdGgEOwJ49oXd2LlXbOyPRTqh1gc1sA/ANSIyIaEx9JsvF4Guec5O3h5oAIl07Vdr3Is\ngVUbjXYqAdle7MDR/gR/e42vAOa+vQJU7fF5lcuwg6tXeIxvoN7P/gbC92cd+1ikEsCeyna8Styk\nsp3yFN6bkj1mYPLo9W4Q+f5bzcDpsr3ur9/2GVbJGKt0TtWEJmedzl5zu2tOTHX6zK4+brRP9rol\nbkJqvobziuucPjXBdqM9LNDl9Cm0yvAExa0p0xQyg+NrT7pjvm3sZqP9ZutELHz1AKI+weuLpyKq\nPpQFzeMcsS4PdYStKHMAVSXmmNuHe5TKCZlzD173x7TzBMqOuq9zmBVjf+xqd06joCX5PEd/kzjy\nWL2qXpLtQfAEi4iIBoXrn9uK1bfNRLjAzbSj3McsQiIiohwzZdtJTN1ej1W3M7idBgeeYBERUc67\n4bmt2HjVRDSMdi9vEuUinmAREVFOK2ruxRUr92LlnQxuH6wUAtXMPHIFT7CIiCinzf35EdSPLsOW\nS8dmeyhEKWOQe57LpfIKqWSheX1g7cw9u3xNJqVr34vufthZZmcfevWp7Ue2XyYzDVNZpz/ZiKls\np3ZzerIuU8k0PHBHtdNHwmZJFo8KMpg+zcz2271vlNGuKnKz9sQqD3Oirdzpc6LbXHawudLp8/Hp\nZkmnloibXWdnGg7zu+MZGzQzHbvVfaHvhscZ7WkV9U6f7vgBkojiwmcO4/m75yMKn5HSVxLoNdbp\njZq/ITrD7r6dG1H2JA+Y9w8LOcs6rjD3XfiKe7x6Ks19VW71ykc0l9U8vtbt8k9/mXSMg4HXqx/K\nOINFREQ5a9prdShp7MXvb5qR7aEQ9QlnsIiIKGdd8vQBvHPLOHSVFSTvTLmLxZ6JiIhyQ9XBDkyr\nPYkNH52U7aEQ9RlnsIiIKCdd/LMDOHhRNU7OqADasj0aOmd5FoTFEyxKKpvldFIJeE4lsDyV7aQr\nSLs/7PHZQdMAELXapc+tc/r0J0A812Qy6L4/Qe1e68z73HeNdrjY/SaJFprLOme45XSauzzKtiTY\nuW+0syxQEjbas8cdc/p0R8xf9VeN2+f0qQm0Gu03OyY7feyyN/OKDzl9yn1m4PvJSIXT54NV7xjt\n42G3/FCkw4f5zx/Cyq/OQpEvhPPK3NI9vz9xntEeXWq+hu6IG+TeE7a+9grdEjc1I8yzucamUnd8\nYTM4vsnj/qfRAvOn1tfrXiKr2ma2UynrRYMDT7CIiCjnnP/yMYQL/dh13chsD4XShDFYRERE2aSK\nBU8fwua7xyEa5NcUDU785BIRUU4Z/VYrana14+27x2d7KJRGqpl55AqeYBERUU6Z+/QR7L5uJDpG\nFmV7KET9xhgsIiLKGcX1vTjv13VY/sOLk3emQUORfzFYPMEaIryyx7JZAqU/mYc3zvuys8wugxNY\ntbHPY0l1/6lIR0ZlfzP9jn5hkdEeucnNQmsfa96MsfJJt+yGnaU0kJ+dTGWgDqT6pVcYbTtjEAB6\nrcozhY3uF8lI66N75Dq3REv9QWtDVhYa/O71D3/AzILrjbrbnVt51ByfL+z0aYmYmXLzSw86fZoj\nJUa7yNfr9Cn1mZ/Lk26SHvxilQ3S0xdTZi0/hqZJJWhcWIISOb2tN1snOtu5eayZjVhijWddyxRn\nnfbeQqNdNbzd6VN/0iwtVPZuodPH5lX6yP5cBLq8TjDM93TF5m84PYbCz1E+4gkWERHlBAlHMffZ\nI3hj6WRA8mu2Y8hTAHk2g8UYLCIiyglTf1ePgvYwtt/q3u+LaLDhCRYREeWEeT89jG0fHoNQKS+u\n0ODHEywiIsq6qr0dmLCuCZvv460Zhqp8u00D/0ygPlt8/beNtlepGjsIM5VA6raZbrkMuxxMf4M7\n0xUkmo7gUq9t2Me04ESH06fkhPmbo2FW8sBbr7Ib0S3bjXbHnZcl3Y4XOynBKzg3lc9BsnXSxWvf\n9msvbHaDvzHNTBzoHOP+Bg+Xm0HbWuxGdvt7zO1IxKPPcDNAPBA0+4wa5hbka+02PwfzKw87fY71\nmD9bYwpbnD7lfrPEzeiA2yeivrO2ASCk5teKXToHAKLW3/aFvhAWPHMQRy6vROf0AhQihF1do4w+\nF1W4QfeFvpDRPtJTZbRnl7llgzrD5vtw+LgbPO8LmO9nqMJ9z4OtZjxR2WG3TzvMPtZwAQA9lWaf\nVJJ9aHDgDBYREWVVoCOCGc+fwJb7x2Z7KDSQNEOPHMETLCIiyqoZL51Ab3kABxYPz/ZQiNKGlwiJ\niCh7VDH7J0ex7d4x0EB+pfHnF8m7G41yBouIiLKmZn0HKvd3YdtdvDUDDS2cwRoiMhn87RXUno7t\n1i7/QtLt9Peu47l+52OvoPZkyo66QdJNM8y7eDcuqHL6VG4x23YiAZBaMHoqgbf2duygcq99Z5LX\nZ85mJyC0WkHvAFD1jvm3atco927qbQutYO+o+9d8QaEZBR0KmdspCrhR0uNrmo120Od+LkYWmsHx\nk4vqnT52UHuRuPuy79Ju35HdS4G449nTe/pS4Nwnj2DfjTXorQnAj9PbO7/YDFAPqXtMD/aYlxS3\nto4x2rvqa5x1/H4rISHkzjME6szbsodL3MCecb837xp/fKGbdFLUkDwgaNNjnzfaXj97AetndiCr\nLwyoHIqPygTOYBERUVaU1vVg6qv1ePeBMck7Ew0yfZrBEpEbAMwHUJa4XFW/ks5BERHR0Df72aNo\nOK8UdfPLk3emwU1Z7PmMROT/AbgHwGoAnQlP5dmkHxERnStfKIrZzx7Fus9OYd1BGpL6MoN1P4AL\nVfXQQA2GiIjyw9RX6xHojWLnzaMQQPJYLhoC8mw6pi8xWPUAmpP2IiIiSmLeTw9j2x1jEC52g9eJ\nhoK+zGB9B8BPROQfAZxIfEJV96Z1VBm2c+PepFlTA5WhYWcoAall6dn6m1ViZ4L1J3vMa7zNS64w\n2gs++YjTx86eufQhtw+s7Xixx+yV3dafYzpQ+puhV3bUzFpq9shmm/hSo9E+cEe106cy6d5TyxAM\nrNpotFP5DKarZFEqFt39sNEu9ygblMp47AzP0sNutphV1QXhYvdP9WiHmZk2brKbyTeyxMz2646Y\n6/bokbAAACAASURBVIwqdkvlFPjM8j5VgeQZqV4ZeQ0RI7TWs8TN+0vMMjwl4m6nttuMpwqKW37o\n6v07MXZjC078czkuLtqP2s7znD7VgXbvwSewSwANLzRf+x6fe+PSgM+cLQuUuOPzhc3jXtjozkW0\njzV//rwyBptnmcsqt7qXQu3fe6n8fA5e+XUpuC8zWN8HcAuANQB2Jzx2pWswIjJDRNaKyM74v85P\nnYh8TUTqROSt+OPRhOf8IvKoiOwRkd0i8ol0jY2IiNJj9FOtaL6mGN2Tg8k7Ew1SKc9gqXpU9Uy/\nxwA8qqpPicjHAPwAwPs9+j2hql43sHkAwHQA5wEYDmCTiLyqqvsHasBERJS6QGsEI37Rjp3fG5nt\noVCmMQbr7ERkgohcnu6BiMhIABcBeDq+6GkAF4nIiD5s5l4AP1TVqKqeBPA8gOTXY4iIKCPG/LwV\noWo/mq4tzvZQiAZUyidYIjJRRNYA2A7g1fiyu0TkP9I0lgkAjqhqBADi/x6NL7fdJyLviMhvRCQx\nSGcigAMJ7YNnWJ+IiDJNFROeasbxB8oBf37F41D+6UuQ+w8A/ArA1QAa4stWIhb8nkmPAfimqoZE\n5HoAL4jIBarakGzFRCKyFMBSAChCyQAMMzV2oLCXVIKHUwlK9mIH8K5IIej4/K9+N2mfYKcZSBou\nTn4u3zbZ/YXrt+JsC1rdOWafR/CyLZXA8kyVmvDaz43zvmy0UymdExjrBrnXLTJL40z6RaPTp9f6\nrHh9Bu1lXsfYTqz3el2ZDGq32WV4vD7b9nH3+pzYCRuFze5nsPtqMyD7/FEnnT4NXebvGTvYGgBG\nW0HsM0qOG+2mcKmzzpigmdw9ocD9VTjcZ36eqv3dTp+TEXNGqTnq/l4sFPPnuFPdMjjTgk1Ge3vo\ndLmamjXtKDoSwuF7KxHG6QD5i4r3O9vZ3mPe3b1b3XitmgLzuNcEzfbJajNwHwD2N5k/I3q0yOkT\ntb4ZQxXue95WbP6+8vpZA8x9RQrd33HFDe4xTGZQlMXxwkuEZ7QQwLdVNYr4YVLVFgDDzrpW6g4B\nGCcSS0uJ/zs2vvw9qnpcVUPx/6+MPz8n/vRBAJMSuk+010/YzuOqeomqXhKEmxVERETpNfnJBhy5\nZRjCVbw1Aw19fTnBOoFYAPl7RGQWYic150xV6wC8BeC++KL7AGyKx1Il7nNcwv/nA5gMYEd80XIA\nfyIivnjs1u0A/jsd4yMiov4rPtqL0avasP9j7q0TKA8oAJXMPIAaEdmQ8FiajZfcl0uEDwP4Zfw+\nWAERuQ/A3wJwb+TUf58EsExEvgKgCcCDACAiLwP4iqpuAPAtEbkYQARAL4AlqnpqHv1JAJfh9K0j\n/kFV96VxfERE1A+TftqE5rnFaJlXjHK4lyiJ0qheVS/J9iD6cpuGH4lIA4A/Reyy24MAvqyqz6dr\nMKq6HbETJHv5TQn/f+gs60cAfCpd4yEionPn64li4s8asfVvRmd7KJRFmmcxWH2ZwYKqvgDghQEa\nCxERDUFjft0KADh6c7pCdolyX8onWCIiAD4B4KMARqjqPBG5BsBoVX12oAaYCTMunoqVG7KTlZFK\nNkgqfVLJRvSyYvM3kvaxM6vKUyhfY2dwtXxhUdJ1CjwqXZYdNTNs7O0CbjZbYEvSXfU763Kg2O+D\nVwkluzRO93A3I8kXOvt2ATdzDl4Zglu2n2mop/dlredsN8uSlekBgPql5me54x73s13ztvkJq7vY\nDV0N+s0+PWH3V2tnj/n+XT1uj9OnK2L2aY+YGW7jCswMPQCoC1UYba8sQjsjcISdngugVMwPT0h6\nnT67Q2Zw+syg+xnstUrjdEcLMPHJJuy7qwadwSIgClxUYJYJervXjctqDJsZgG+1jnf6VBV0Gu0e\nK/0vHHXfq4qiHqPdVumWyik4YL4P5fvdqZdgp/m7yetnpsb6XZRKGa/+lJzy6pOT8mwGqy9B7v8A\n4I8B/BCx7DwAOAzgf6d7UERENDRUvtuJ4W93YM99Nck7Ew0hfblE+HEAC1S1XkS+H1+2D8DUtI+K\niIiGhOlPncSxa4ehczxvh5P3NL9uLtuXGSw/gFN3cTs10VeWsIyIiOg9vqYoJr7UiN0f60vFM6Kh\noS8nWK8AeERECoH3YrK+AeClgRgYERENbqXPdqFzTAFOXFme7aFQDhDNzCNX9OUS4V8CWAagBUAQ\nsZmr3yB+ryoanFIpZZI0wHKZu117nUV3P5x032M8gq17R7mlQZLtK5Vgazuw1Gs8qQSNpqsUjB3U\n7lUqp3dB8kssJSfM3y4z/s8jTp/SRcnLdwwfZQbjeo3HDurNZpCt13tuB/h7BRj3VpivPVzilq+p\nv9D8O1QnewSIF5kB4e0ht4xRwAqE7wi77+f4YjOIPaLmvrd2jnXWKfSZQdrHQ5VOn/lF5v2gh/m8\nLtWYQe5jA27w9/6w+boOhd3jVXRq01FF2ZOdaPt4CS4tOWb1MV/XzKAbmH8waAa+d4Y9jqmY+68s\nMY9fgc8tQ3PkcLXR9he7faJB8+eo7kq3z8g1ZsC/XVIJADpHmcd52L7kZXHSlfhE2ZfSCVZ8tqoG\nwN0AqhErR3Mo4QafRERE7yn5fS/8dVG0312cvDMNfYq8yyJM6QRLVVVE3gFQHi9pUzewwyIiosGs\nYlkn2m8vQnRYXyJRiIaOvlwi3ARgBoDkN8ghIqK8FTgYRsnqHhx+hXUH6RTJuyzCvpxg/Q7Ar0Xk\nx4iVynlvsk9Vf5TeYRER0WBV8WQXui8OondWEP7k3YmGpL6cYF2J2H2v3mctVwA8wSIiIki3ouJn\nnaj/RkXyzkRDWF+KPS8eyIFQdnTc6dTWTsoukeJlwSfN7DWvMFc7E8arPIydvbYihewZr5IVA5WZ\nk65MQ6fUkccxTiUDqbDZzPyqfNItoWRn03llVA4FqWRmjtxktg/e4Gaq9dSYx10a3Oy/1oDZp6TI\nLTPj95kRvrta3HtD1RSatxUcb5XGmVlkZuN5meCRkTfCb46n2yPY2K560+1RmXe03ywzU+Nzj1fL\n8k5Eg4KGD5ZAVVDgFLMCTlrb7lb3q6jAKrlzcdVBp8/IYKvRXlVv/tzsqnfvHu9vNvcV6fWIESsx\nx1dywB1f3RXm+Mr2un3srN7a5V9w95VPGOTuTUQ8IxVV1f3pISKi/KOK6mUdaP5oCbQgv+JtiGx9\nSe8II3ajFOMhIj0isk9EviMiZWfdAhERDVm+Tb0o2hpC4wPJ719HeUgz9MgRfTnB+gyA3wK4AcAF\nAG4EsArAFwF8CsAiAP+S7gESEdHgEPxxG1pvKEJ4DEPbifoS5P55ABepaku8vVNENgDYqKrT4vfJ\ncgM+iIho6GuIIPBSJxqX8dYMdAY5NLuUCX05waoAUIJYqZxTSgAMi///OLxjmeksnLIzGLhgay+l\nz63r8zp2CRIvNY+vNdpeZUpsXkHI9r5SOV65VkYiXQH2djmYVN6HTOrPZzldn3+vxIbVm5Nv5/yv\nftdoV29xvwFazjNnY6Y82+T02XO/WX4odEGL0ydk5SjUH3ez7K4Ztdtozy06ZLS7NeisU+IzA8+L\nxC1x82bPaKM9IdDojk/N1zmnIOT0aY662z4l+HQ7opODOHZZORA9HX/lEzdMtzNqJgq82zPO6VMX\nMo9PS9j9elnXMNlo+6xCdF3tbkKCfdlm2Db3azBirWbF9gMAzv93M8C+cUGV0yfYab72dH3eaXDo\nywnWEwBWisi/InYfrPEAPofTlehuALAjvcMjIqKcF1EEn2xH6FMVgDC4nTwoeKPRs/hrALsAfBTA\nWADHADwK4Ifx51cjdjNSIiLKI/5VXZCmKEJ3Mrid6JS+3AcrCuCx+MPr+e50DYqIiAaP4I/bEbqr\nFCj3Ae4twIgAAJJnMVj9qsIZD2gnIqI8J3tC8P9PN8IP8S49RIn6cokw0aS0joKIiAal4BPtiFxe\niOhM967uRIY8m8Hq7wlWfkWqDaBsZ5AM1P77s91UsuKyfbwyxSvbyC5RlO2MJDur0StT1B6j/RrS\nNd5Uyjd5Ha+Czywy2o1z3PWC7eavu52fqHT6aJWZZhZqdjPerj5/l9F+S9zMuelFJ4x2Q8ScFWqO\nlDjrnF941Gh7lZ2ZGawz2j3q3qfq4iJz2Z5Ql9NnV8i8BcPk3gbMfLYdR79didZwLMOwyLoO1Otx\noaTcZ0aUXF68x+nzYmiB0X6rYbzTJ+g3UzPbet0sS1u00Bxf6yVudEvgiJlGWLXNYztW5mrlFreP\n/TPRvOSKpOOjoaNflwgBfCitoyAiokGn8vkuREsErTcUZXsoRDkn5RMsEXmvLKqqvpawfEO6B0VE\nRDlOFdVPdKDp/lK3UjQR9ekS4XR7gYgIgKnpGw4REQ0GVRs7UbA7jKb73MuWRF7yLYsw6QmWiDwR\n/29Bwv9PmQzg3XQPioiIctukJxvR9qFihEey7iCRl1RmsPac4f8KYA2A/Ig6Jsogr+BvO0g7lfJD\nmbR65Zeytu/+JkjM/qJZKscOgAYAaTYvfxVNaHP6lBSaZWUqitzA6SMdZnD8teN3O32KxC1Pk8jv\nUXamwyo7MyHglukp95nrFam7naaIGTA+zOde9ruoMFZix1cXwYgVrdj+05Ho9AiqN/bt8ZpOWMH7\nzzdf5PTZ3TbCaHeG3AD2+mPVRltDZtRLsM5dx2dV+/EfTR4/1jbZXVZm/fxl8/M/aPBO7iZV/ToA\niMjrqrpi4IdERES5rPinnQhPD6D9ErfWHxHF9CWLsFdEpgCAyP9v797D5KrqfP9/vn1NOp2kc4ck\nhHBLQCOQEETiDQYRr0dHZBAVPec5EnVGR0fxGTzP6HhEZ/zN8ec4DszReM6ZQTyjiCg6iiIoIppw\nv0QISUiAkNC5J510dzp9q+/5oyraa6+dVHWnqrou79fz1JNeu9bee+2qdPWqtb9rfe0EM7vJzP7V\nzE7ItyMAoEYMudq+fUiH3j+JvIPAMYymg/Uvko6MIX9FUrOkjKRVxW4UAKAytd55WHbIdfgdLM2A\nUfAyPirEaGYRznP3F8ysSdJlyq7mPiCp89i7AQBqRdtNh9R3xUR5W4M0lL8+UK9G08E6aGZzJC2R\ntM7de8ysRdmRLAAlVmmr2CdXsq40yUkBvZdfENUZfkk4A651b/5B/cENU6JtU17+YlBePHVXVKdn\nKEwlM6O5N6qzqX9OUD40HO6zcMKeaJ/DHn4EJwPIJWlGYxiYvy8Tz/ybpDDIvd3ij/YXnhrQnDUD\n2vSF6eofatKO4fi12D0Ubpve2BPVySRunrzQOy2uU0BAdGNzGKw/nHg+0xIPZwxNDrc1tsbv+al/\nvSYop2UK6F48NSgnMxtIhU2+qCsVNLpUDqPpYP2zpIcktUj6eG7bKyVV9qcsAKAoZt3co+5XTVD/\nqXyvBvIpuIPl7v+fmf1Q0rC7H1mu4UVJHyhJywAAlaM7o+k/6NXzX52Rvy6QgoVGj8HdNx6rDACo\nTc239Wqoo0EH/oTgdqAQBXewzGyKpM9Jeq2kmZL+cIPc3RcUvWUAgMrgruZ/69b297RLjSzNgDGq\nsxGs0S7TsEzS5yVNl/RRSS9I+sdj7QQAqG6Nq/tlW4a098pJ490UoGqM5hbh6yWd5e57zWzY3X9k\nZg9L+g/RyQJKLjkrbrxnFY73+fNJti/5+knSpNvCctpssaS02ZPbbz8rKLc2To/qtDUNBOXNh2ZG\ndc6fsiUoHxiaGJRnpMzIW9i8Lyh3Z1qiOl2JzDjTk/liJK0biGcEHrHk/+xT15sn656JZ0mH/rj9\nyd65Ud2Lp4avT+dgPEPwyd75QbmpIU7d05AJhzt6D8fXNW9mV1De8mIYHzbckbKORGN43OEp8bDK\nzo+uCMoDHVEVrf/vfxVvxLExgnXMukeSXPWY2VRJ2yWdXvRWAQAqQuv2Qc28q0cvXp3SywBwVKMZ\nwXpC2firX0q6T9lbhj2SCHQHgBo197sH1HNWqw6eM0HqH+/WoFqZ198swtGMYF0j6fnczx+T1Cep\nQ9L7itwmAEAFsAHX3O8cyI5ekXcQGJXRrIP17Iifd4n1rwCgps3+ebcahlw73zp5vJuCWlDA6vy1\nZDTLNHxN0nfdffWIbSsk/Zm7f/zoewIol0oLhK8kaa/F0g99JShP3BsHW/fMDdPKdH/gFVGdSX8I\nT82aOSEORp/YOBiUpzQdPnpjjxynOTzOsOI/UA/1LQzKhzKtUZ3pTeFx/mTilqjO4uaDQflXfSdr\nybc6tfGdc7S1aYY0JE1tDNP7nN2+LTrOXftfGp67JU4JdNKEMDB/26E4vuvFA2EqmtbmOGB9b29b\nUF562gtB+emdJ0T7DBwO/+w1dMbrerV3hkl3BrtGc7MHyBrN/5qrJD2c2PaIpHcXrzkAgEow7ele\nzXqsRxuvmj3eTUGt8DI9KsRoOlieUr9xlMcAAFSBxf93p158bYd6TmLldmAsRtM5uk/SF8ysQZJy\n/34utx0AUCPsQEan/MdebXjPnPFuClC1RrNMw8ck/UTSdjPbImmBsutgvbUUDQMAjI+2W/t0aFaz\nOl89NX9loED1tkzDaGYRbjOzZZIukDRf0lZJD7p7HBUKAKhOGVf7tw7p8avmSQ31NesLKKbRzCL8\nT5J+4+5rStgeAEdRSOqXepk1WMhsybM/lj+D14zNYfqanrlxOpbWrvBr94GW+DtlWqqXpK29YcqY\nkybtj+osntIZlJ8dCAPMu4bjXID9mea85z6zZXtQntwQf/SvG8zOlpz6mz6d2JlR95UtOqEpTEXz\nQG+YuOO3e0+LjjMhMVtyTuvBqM49uxcF5WGPo1VmtoezD5sbhqM6z+4OU+Ns2hemHxociK8z0x2+\nXjOfjKpo8oZwVmj34ngkL+33L6lefh8LVmcjWKOJwbpWUqeZPW5m/2Rm7zCzOJkWAKBqzflWt/a8\nrU1DHY35KwM4qoI7WO7+GknTJX1c0j5JfyHpeTNL6f8DAKpN69YhTftVn3a8j4VFUWT+x3Q5pX5U\nitEusdAoqUVSq6QJkrokPV3sRgEAym/2/+1Wz7mtOrQkXqwUwOiMJgbrQUknSvqdpF9Lusbd15Wo\nXQCAMrLDrtm39Oj5v52WvzIwFhU0ulQOo1mm4YCySzNMyz06zKzJ3eP8BQBKrlYDaMcSPJy2T/vl\nFwTlZOBymvaUbV2nhYHvrXtSYpPmh8Wn98YpWs6eGQawtzbEH52/6Tkz3KctTP0yqaE/2icZIN45\nGHeQ7u0Nj/vj4YlRnZf/x3MasB364WvO03BPY2rgeSaRquelU7dHdZ46cGJQ/tX2RVGdA73x+ZOm\nTuoLynv2x7ct2yaF6YZ6uwtYFDUxSaF7Yfxn8NCc6eEuB+OeweQl4WuaeXJ9/nOjrowmButSZT9G\nPitpSNJ1kraZ2d0lahsAoEzO++4WPX75SRpuIbgdJUKqnGOaouxtwvmSTpbUISn/V5ECmdkiM1tj\nZhtz/56RUuczZvaUma01s0fM7LIRz33OzHblZjo+bmY3FqttAFCr5j61Xyc8dUCP/9lJ490UoGaM\nJgZrraTTJT0k6TeSPilptbsfKmJ7vi7pRnf/tpm9V9I3JP1Jos6Dkv5/dz9kZudIutfMTnT3I+PJ\n33L3a4vYJgCoaRd89zk9c9EcHTyxaN+XgUglzfArh9HEYP2lpPvd/XDemmNgZrMlLZN0aW7TdyTd\nYGaz3H33kXrufueI3dZKMkkzJG0rRbsAoJZN7BrQy37+or5/w3nj3RSgpowmBuvXkiaa2fvM7NO5\nf6fn228UTpL0orsP5843LKkzt/1o3idps7uP7FxdZWa/N7NfmNmFRWwfANScZT/coq4T2/T8K2bk\nrwygYKO5RXihpJ9KWi9pi6S3SPqqmb15PNLnmNlrJV2vP454SdlbjF9090Ezu1TSj8zsLHffm7L/\nSkkrJWnBggXlaDKAhELS/RQrJcllZ38m2pZMgZI203BiR/gxeeC1A1GdoUz4XXXWpO6ozvSWMPVL\nW2N8nEPD4YzFTYfD2Ygnt+6J9uloDI972OPUOd3D4ey6nqHsOlc2nNH539uie999htoSKW62D8Tp\nYQ5lwvb1DcfnemZ7mN5HW/PfdrQ4C472JeZ0NqXMVx84M9yY6Qvfq+Y98Z+4ZAh/pjm+b9V3Ytig\npu448H/26rBcq7N6MXajCXL/qqQ/d/cV7n6Vu79S0oclfa1IbdkqaZ6ZNUpS7t+5ue2BXGfv25Le\n7u4bjmx39x3uPpj7+a7cvkvSTubuq9x9ubsvnzVrVpEuAQCqx1mrd6h9X78eesvC8W4K6kGVzyI0\ns+m5yXU9hdQfTQdrkaTvJbZ9X9nA9+Pm7rskPS7pqtymqyQ9NjL+SpLM7HxJt0h6p7s/mnhu3oif\nz5W0UNIGAQAir7plkx5+88k6PDlOcg0g0q3sXbP7C6k8mg7WM5Leldh2haTNozhGPh+S9FEz2yjp\no7myzOwOM1ueq/Mvyi4N8Y0RyzG8LPfc35nZk2b2hKRvSrra3XcUsX0AUBNmvtCtxWt26Ld/VpTv\nyEDNc/dBd99XaP3RzCL8uKSfmNlfKhuDtVDSGcrGYhWFu6+XdEHK9jeN+Pn8Y+z//mK1BQBq2Yrv\nb9azS2dpx+lxrBVQdBWWiNnMvizpcmX7Mi9z9ydz2xdJuknZ1Qn2Snqfuz8zlnMU3MFy99Vmdpqk\nNysbG/VjST8bTW8OQH1LBqynBQYng9HHGjycPM62N8STnpMpULb/dRyQ3fxcONBvKX8l3MMUMpNb\n4tVsFrSGH5XbBuKUNsn0OZsPhfGh05vi0I9Nh+cE5Q09c6I6T+yYG5QbDro+98Mf62/+69t0x4bs\nDYCz5oWD/Zv3xLMKW5vD9rW1DEZ1hrrC241tXRbVOTwnTFeTSaSvkaSOeQeDclNjXGfvc+Fr2Ngf\nnqt1X3zutp3h+zf9sf1RnTvXXh+UL770S3nroOrcLumfJN2X2F7IepwFydvBMrN7FIeNWW7bfzUz\nd/dLxnJyAED5vXX1Wh1ubtYvzn/JeDcF9aR8I1gzzezhEeVV7r4qaIr7byXJ7I+d8ELX4yxUISNY\n3z7K9nnKLj7aNtqTAgDGibve+4sH9N1LlmuoibyDqEl73H15/mqRaD1OMzuyHuduScrlX16a+/fj\nR24tpsnbwXL3/z2ybGYzJH1a0jXKzub7/BguAgAwDs7duE2Lt+7UNZ+6erybgnpTQTFYY+Xuryu0\nbsGzCM1sipldL2mTpDmSlrn7ysQq6gCACnbVzx7SL5a/RLumTxnvpgCVpuD1OAuRt4NlZhPN7NOS\nnpV0lqRXufvV7l7M5RkAACU2vatXb1i9Tt9+fTRZGygpU3YWYTkeY1XoepyFKiQG63llO2L/IOlh\nSXPMLJim4u6/GsvJAdS3tPQ1hUjORmxYcmZUZ9eKcIbZ1OfifCwHTgljkDLdceqXzKIwFc2J0+I0\nOJnELMKhTBzb1NbQH5QbFc+Km9wYzj7saW4Nyj/eeU60zxtnPxWU12w8NarT0JQ919t/tlrPnjBT\nvz/vRE20sD3rHloYlIfb4/YdPhx+J+/uj2fpte8OtyVnakrSCQ+Gsw/7O+I/RfsXhbM+h+IJi2qa\nHh57sCN8j9t2prSvM0xRNDBnUnzghHvuui5vHVQXM/uapHdIOkHS3Wa2191fquz6mzeZ2Wcl7Vc2\n5/GYFNLB6lP2zumHj/K8S4p/owEAFaNxeFjv+eWDuvFtr5Us7ngAJVdBMVju/pfKTtRLbk9dj3Ms\nCglyX1iMEwEAxs8lj65Xe99h3f7Kc2WV9JcOqFGjWckdAFClrr77Af3g1ct0aEKrJileCBUoqQpb\nyb0cRpOLEABQhU7t3K0V657Vza8juB0oF0awAIybsaYbGbrkvKDcM7clqtPUF5YnbzgQ1dlzThgI\n3zA5jqQe7JoQlAemHIrq7NodLnnQflJ/VGf7YEdQTqbFkaRDmUSamYYwIHthe5yZ7MBwmN6nvaMv\nqvP+W9bo/iWnaNup09SiIXXvSQnsnhFe+4T2gbhOgq2dHG1LpqJJs+PlYfD+hL3xPgMd4bYpqfPW\nw1iy0/49TK+TeXJ9tEdyQgQpb8qoglZyLwc6WABQw9r6BvSn9z6u6/7iT8e7KUC5jHUl96KigwUA\nNewt965Vd9sE3bN80Xg3BfWOGCwAQE1w11V3PKxbLj1Pw43kHQTKiQ4WANSo89a9oFM69+jWRMwa\ngNLjFiHGTXI17rsyt45TSzAWF1/6paC89ZI40HzTdZ8Iysn3eOmHvhLt89jXPxFty6e/I//CmWkr\ndvfPTqzuPpTynbMpXNF89qSeqMrU1nDZg9kT49XekzYfmhlty3h4/ld1PBOU2xvj4PlHD5wUlG3E\nXPh33/GQ7nzlS7Rz3wnSiPj46SkB4/tfFl5nf0/858Gbw3s8p66O29P0y0eCctrvdSG/+8n/X2mr\nvTf1JVaWXzw1KE9WvMJ/WuA7yoNlGgAAVW/W3m5dcv96fedN5493U4C6RAcLAGrQFb94VM+cPFtP\nLJ433k0BsrxMjwpBBwsAakzT0LDeeeej+u6blpN3EBgnxGABQI255P71ah0c0h2vWTLeTQGyKmx0\nqRwYwQKAGvOuOx7WDy85V4dbm8e7KUDdYgQLo5acAZQmmcqkZWdvVKfr6guD8mVnfyaqk5zxw0zD\nyrH3JWG6k8Yz4plz+WaLHTwt/3nO/tg/Rtt6Xx/OWNz8qb+K6iT/Pz3znzuiOq27wttnQ6fFqXKG\nB8Lvob9/No5pmnfi/qDcbJmoTjLtzSlte6M6T3efEJQPZcLXeMdAmJJHkl4/c11Q7nj6ZJ237gV9\n9a8v0az27O/ds7Pbgjq9/fGMz0lbwnWy+qcXkvIm/hOyYGc4cy9tpmhH4vMh7TPlnsT/lUVfiI9z\n8mfXBGU+Hypbvc0ipIMFADXkbT9+Qg8tX6jOedPyVwZqE7kIAQDF09I9pNff9bQ+/zdvHu+meMAl\nZQAAIABJREFUALHyjWBVRC5CYrAAoEYsun2n9k9r04MvXzjeTQHqHiNYAFAL3PXSf+/ULW9drkwj\n351ReYjBAhLyBSqvuOLL0T6TNxwIytsvnh7Vae8cjraheg0/0x5tS/5fSf5fmrIynOggxUHRvQUE\nwp///jgAujmRNuXkn8UB7MlA/YPT4uDv5ll9Ybk5/n/b2jQUlDOK1556qmduUD6tbXdU5+wpL4bn\nsvBcU5rClDyS9Nuu0yVJL33wRU3qHNC/XrhCXfvDoHZLpL0ZDi87e65EOdMS/zVsORB23E54ME6V\nc+fa64NyWgD7WILRN/5NSgqlvxn1YYCyoYMFADXg0tue1v2vO1Vdk9vyVwbGQ52NYDGODABVbsaO\nHi27b6vueudZ490UADl0sACgyv3JD9fr2TNn6LmzZo53U4B05cpDWEGjZHSwAKCKNQ0M66Ifb9Td\njF4BFYUOFgBUsZf/6nmZSw9ccsp4NwXACAS515G02TwNS8K0FskZQIVYfeu10bZkmpIZ6+LZRknJ\ntDiStCdllllSIal7kuolpcbFl34p2nbPXdcV5djJmWhps87ymblqTbRt50dXBOXG/vi4Q6eFs+mG\nNk+I6jx0U/j/Mu21GEhkz5n2+/g7575zw2MPtsRpcDoz4X5nTd0Z1ZnSFM5GTJtp2NkfNmjptOfD\nc3uYzkaSXvndTfrB65Zqbc98qUca3DIpqjNxb9i+wcnxa9q2M9zW2J//+3fXafGsy+Ss4tV18ruG\nY7Pco54wggUAVWr20we1ZGOnvv+mpePdFAAJjGABQJU69ztbdd/5p2v7nDiRNVBxKigAvRwYwQKA\nKjSha1Bn/XS7bn3LeePdFAApGMECgCq05PYX1T1ngh44l+B2VIcypsqZaWYPjyivcvdVZTt7Dh2s\nKpAMGJfGFow+dEn8Tbfpl48E5bGktSgkyLxFZ0bbuhOpTPovvyCqM3v1/rzHTruupGIFdlebXUtT\ncqIUSc+iMPXM1N8nk63E8qXOkaQ5/7w6KCcnYkjSwJwwkLtlZ/z/JBls3ZcSkD0xEdjd9ZL4L0DD\nQGKgP1mW5FPCSRydfVPi47SFwfE9KflqDg6GAfUPJvIEtTUMZH/IuM757jY98u4Fetns7UGd+wZm\nRMftm5tIubMxDpbvmR+WD8+Jg/lP//j9Qbk35Xe2tWso2gaU2R53Xz7ejaCDBQBV5tTf7dGkPf1a\n+7b5+SsDlYIYLABAJTvvO1v01Jvnqn9K/lFDAOODDhYAVJGp2w7ptPt269F3LRjvpgCjQ6ocAECl\nWnbLC9p27jTtOjOO8wJQOehgAUCVaDo8rHN+sE2PXsXoFaqMZ2cRluNRKQhyrwJpMwaTs6/SZvol\n69xTQMqKtBmLYzl3OSVnCKalREle11hmYVajp/7hr0p27EUrH8pf6Z+Off60/zvJ9yo521SSJt32\nQFgnZTbbnnPC748pk/Yi3hh/OttwmOAjk5IqZ7A//CidNaEnqtNs4Uy+Z3pmR3X6h8LjTG/pDcov\n/WmnBpsa9LuLTtfwYPb6NnSFx0nJpqMJu8KNg+1xnfZt4bU3DMbfv5OpqybujV+L7StKN3MVqCZ0\nsACgSqy4ZZPuf8epGm7m5gOqUAWNLpUDv6UAUAVOfnKv5m3o0pp3npa/MoBxxwgWAFSB13xvo568\naK4Ozp443k0BxqSS4qPKgREsAKhw7fsPa9kvXtDvrjx9vJsCoECMYFWpQgLLxxJ8Xkjw93gHtedT\nr2lxyq0Y/w8KmVSx+tZro23JiRbJoHdJmrwhTLGz7Q3TozqZxDqd/fMHojrD3WElmxingmmZEG7b\n0DUnqnPCpINBeSgTf7+d2toXlPcNZFMCvfK2Tdo5f4r+bf4rpB1h0P3Ozo6g3L47fF6Sek8OA+yn\n/T4+d3tneO2H5sTB6k190aZIS1f+OkA9oIMFABXMhjN63Q+f1k/ec7ZkcecJqBrcIgQAVIqlq7eq\n/WC/fvtGbg8C1YQRLACoYK+/bZ3ue8Pp6pvUInH7DVWsjEHuM83s4RHlVe6+qmxnz6GDBQAV6oQX\nDmjJgy/q5m+/YrybAlSTPe6+fLwbQQcLQNkUkgUguRJ/ch9J6ro6XFF8KGXlgoOJ5aIa++Ovz/0n\nJALWB1KiJhrC/SaunxBVySwbDNuTEsB+eCgMlm9rigPqMx7GWF36w3V6etmJ2n7aVDUoo5bG4Wif\niVtagnJjf1RFEzvDldz74hh89SWC2k/+4b6ozr6l04Jyz9x42fi01xmotETM5UAMFgBUoNa+Qb3m\nJ8/o7svPGu+mABiDiupgmdkiM1tjZhtz/56RUqfRzG40s81mtsnMPlDIcwBQTV591zPqn9ikR15D\nYmfUCC/To0JUVAdL0tcl3ejuiyTdKOkbKXXeI+l0SWdIulDS58xsYQHPAUB1cNebbntKv/rTM5Vp\nqrSPaQCFqJjfXDObLWmZpO/kNn1H0jIzm5WoeqWkb7p7xt13S7pd0hUFPAcAVeHMtTs0b8t+3fO2\nRePdFKAoTNlZhOV4VIqK6WBJOknSi+4+LEm5fztz20daIGnLiPILI+oc6zkAqApv/MFTuv+1p+rA\njLbxbgqAMarbWYRmtlLSSklasIAYB2A8JGcMStKOl4ez2eb/Mt6vZ3442254Yvy1dWh2OEvPtrdE\ndZIzBBsONEdVmuf2hudaejiq038gbPPCeVujOskZgs8emBHVOWv6TknSQ29aqH2zJ2lX3+Tg+a1b\n433aEhMhh+MMN5q2MZx9uO8l8ey/yc+Hr8WuFdOiOgNTwmuY/VjKlEXgaCpodKkcKmkEa6ukeWbW\nKGUD1iXNzW0f6QVJJ48oLxhR51jPBdx9lbsvd/fls2Yl70ICwPh54lUnaeuiOHcigOpRMR0sd98l\n6XFJV+U2XSXpsVws1Ui3SrrGzBpy8Vlvl/T9Ap4DAADjxNzL8qgUFdPByvmQpI+a2UZJH82VZWZ3\nmNmRVVlvlvSspGck3S/p8+7+XAHPAQAAlEVFxWC5+3pJF6Rsf9OIn4clffgo+x/1OQAAME4qbI2q\ncqioDhaA2pZMcVOIPSvjfTzxyZUW2N22MdyYFgjfvCsMavc49luZTe1BueOcPVGdlilhIHzXQEru\nngK8pL0zKP/22TDfT7K9UhzAnmbSbQ8E5Z65K6I67Z3hpIBdS+MXteVg+Bq27OyN6my/mNgxQKq8\nW4QAAABVjxEsAABQcpW0CGg5MIIFAABQZIxgAQCA0mMECwAAAMeDESwAZdN8KBOUJ284ENWZ/lhY\n3rc0TtkyfV04c661ayiqk5RMwSNJwx3hV+rhtkxUp2XOoaDsiZQ3kjRzYjibrm8onu3X2hS2cfms\nOMnErVuWBeWhQ+FHdGvKZQ62hd+TO25eE9VJzt5s7YqHEpIzAtt2xqmFku/fwJxJUZ32zvyzGlGf\nyhiDNdPMHh5RXuXuq8p29hw6WAAAoJbscffl+auVFh0sAABQesRgAQAA4HgwggUAAErL628dLDpY\nAMpm9a3XBuVLG66I6jQsOTMoD6VknWkO485T07o09ofl+X+/Oqqz9TNhypjmnjhXTl97GOw9sXUw\nqrPvcFtQbkj5S7Kpc1Z47ikdUZ2hTHhTobUzDpaP9km8Pr2XR+lc9dBNnwjKaa/7wCXnBeVk6hwp\nfp2f+odrozrnv/8rR20rUE/oYAEAgNKrsxEsYrAAAACKjBEsAABQUqb6i8FiBAsAAKDIGMECAACl\n5/U1hEUHC0DZpM1ey6d3frxt4t6wPPW5OD1LMn3Ozo+uiOpYIvWMp3witj+VmKH46t6ozt6ecBbh\n3I6DUZ15s7uC8raNs6M6Df1hGp7TPhumvdn26fgamvrCP1qTbnsgqlMssx8Lp2ZefOmXojrTd8av\nD1CPuEUIAABQZIxgAQCAkiPIHQAAAMeFESwAAFBarrpbaJQOFoBxc1fm1mhbMtXKvHvjlC333HVd\nUF70hTg9y7x7w/KBZf1RHesJPwK9Mf9fgMWTu+NztR0IyvduPiOq45mwnAxol6T2LeFNhWTaoAl7\n4/b1d8THGYvka5rmsrM/E5TvXHt9Uc4N1CI6WAAAoOQsk79OLSEGCwAAoMgYwQIAAKVXZzFYjGAB\nAAAUGSNYAACg5OptHSw6WADKJjlrMDkrTZKGVkwLyl2ntUR1kil3mq+NU8jsWppIcaN4FqE3h5/4\nbVvij8T+GWFk7rO7ZkR12uaGMx1nTotnGu47GKbTad4b30AYTjR5YM6koPzY1z8R7RO9homZh2nS\nZm8mrbjiy9G21cwaRHWYaWYPjyivcvdV5W4EHSwAAFBarnIme97j7svLdbKjIQYLAACgyBjBAgAA\nJVdvMViMYAEAABQZI1gAxk1aqpVkAHtnSgD7npUXBuWpzw1HdQbbwu+PvS+Lvz5P2hR+BB6eFddp\nmH8oKLe2DkV1ntsfBr739sWB+U1PtQfl5p6oihr7w/P3d4Ttu/jSL0X79CwNJwV03LwmPnBC8jWW\npKFLzgvKk3f25j0OMCqMYAEAAOB40MECAAAoMm4RAgCAkjIR5A4AAIDjxAgWgHGTFmzdkFiJfO6X\nV0d1ei+/ICi3dsWB5z1zw2XRJ/1+QlQnGdTe0mVRnY5zwmj0tubBqM6ennDF9cy2tqhOJrFqfGO8\nsLwOLArrdPwsvK6WlMDz9mhLfoWs5F6ItKD7e+66rijHRo1xL+dCoxWBESwAAIAiYwQLAACUHDFY\nAAAAOC6MYAEAgNJjBAsAAADHgxEsAOMmmZ5FimfKpdVJpsEZbItT0yRlmvO35/CcTLTtYF84+zBt\nFmFPb1hneEZcp3VvOKtx9up9UZ2Zq9YH5bRrT0q+XncWMEMwbfZmcmZhIel0gNEgBgsAAADHhREs\nAABQWi4pU19DWIxgAQAAFBkjWAAAoPTqawCLDhaA6tPeORCU+zvij7L9Z4UD9E19cRocG85/rokt\nYcB6Z9eUqE7HlENBufvRGVGd/hlhAH334qlRndVrjx2gPtbg9EJS4yTT3tyTss9lZ38mKA/MmRTV\nAZBFBwsAAJQcswgBAABwXOhgAQAAFBm3CAEAQOl5fd0jZAQLAACgyBjBAlA20Qy3lNQryZlpTb98\nJKrTe/kFQXnyhgNRnckbwvLGD3REdTJt4TRC64+/c3Z1TwzKU9sPR3V6+sI0OINT4m/qNhRtqijJ\nlDuFzEZMzioEjoUg93FgZm1mdouZbTKz9Wb2lqPUe5uZPWJmT5rZU2b2yRHPXWRmh8zs8dzjgfJd\nAQAAwB9VygjWtZIOuvvpZnaGpPvM7HR370nU2yHpre7eaWZTJT1iZg+6+32559e5+/JyNhwAAOTh\nqruFRitiBEvSlZK+IUnu/oykhyW9MVnJ3R9w987czwckPS3p5DK2EwAAVLaZZvbwiMfK8WhEpYxg\nLZC0ZUT5BUknHWsHMztT0iskfXDE5sVm9rikfkn/4u43FbuhAABgdEySlW8W4Z5KuJtVlg6WmT2q\nbCcqzZwxHO9EST+S9OdHRrQkPSppvrsfMLNTJN1tZi+6+91HOcZKSSslacGCozUNwPEYSxD0jpeH\nAeMNS1dEdaY+Fwan71s6Le9xG/rjbc0Hw4/ATMon4uDElvBcg41RncbmRLB8SkD7xB3hDYPJG/ZF\ndZKB5cmg8kJS3hQi7ThRqpyUtD352pd6nLuuG0sTgapXlluE7r7M3Wce5TGs7IjVyFt9CyRtTTuW\nmc2WdLekf3D3P/x2u/vB3G1Duftzkm6X9MpjtGmVuy939+WzZs06/osEAABHlynTo0JUSgzWrcrd\n6ssFuZ8v6efJSmY2Q9Jdkm5w9/+deO5EM7Pcz9MlvV7S4yVuNwAAQKRSOlj/Q1KHmW2S9BNJK929\nW5LM7PNm9qFcveskLZL0wRHLMfyX3HOXS3oyF4P1G0nfcvcflfcyAABAGnMvy6NSVESQu7v3SopX\ntcs+99kRP39K0qeOUu8GSTeUpIEAAACjUBEdLAAAUMPqcB0sOlgASiaZ9qZn6YV592kYzH/cwbYw\numH6Y/ujOtsvnh6UF/winkbYMzecIdi90OJzJcoT1k2M6mSWdQfl1h1x9EXLwfCvS+bJ9VGdYihk\npmFaGpx7CtivYcmZeeukpTYC6hEdLAAAUGIuVVB8VDlUSpA7AABAzWAECwAAlJzV1wAWI1gAAADF\nxggWgKJIC5xuSQRFdyQCoLd9Ok6DM9ARfs2dsDsOPN9/VlgemhinymntGv3X5cnPx/sMTA0/Jvtn\nxEtF27PtQbntYHycmavW5D1/IUHk+aS9D4UEvifTGt259vqoTjIwfyypkIB6QQcLAACUHkHuAAAA\nOB6MYAEAgNJyySooEXM5MIIFAABQZIxgAQCA0quzGCw6WACKIm2m2sWXfikotyicJTdt43C0T+dF\nYbltZzzQ3nNquN/hGfFHWfu28MM8LYVLT2IWY3NPVEVTN4bl3vlxneaD4UzHjs1xWp49K8M0QY99\n/RPxgcqkkFmFY90vbRYjUI/oYAEAgNKrrwEsYrAAAACKjREsAABQclZnMViMYAEAABQZI1gAiiIt\nbUpTIrXKls+EQeV9Jw3G++wPP5aGJsbnaupuDMoT9ub/Ztx19YXRtvl/vzoop6Xuae8MF+9p6ou/\nlw5NDM/f3xF/tHZsHgjKY01pk08xjlGotGvovfyCsp0fVYYRLAAAABwPRrAAAEBpuSRWcgcAAMDx\nYAQLAACUlMnrbhYhHSwARZFJBLRLUsOScOX2k64Pg8o3/ut50T6NiUXQuxfG55qyOSz3zbGozomr\n49XUk3Z+NAxqTwuWb+0aCs81oyWq09QXlg+c0hjVmf1YeJxyBqOXSi1cA1Aq3CIEAAAoMkawAABA\n6dXZLUJGsAAAAIqMESwAAFB6jGABAADgeDCCBaAokjMGJenOtdcH5RVXfDkot26Nv+M1DIYzAhv7\noirKrlr4R5Ofj78Z98wNZ/s9dNMn0g4UWPqhr0Tbuk6LZw2ORcvO3qIcB6hKLDQKAACA48UIFgAA\nKLl6W2iUESwAAIAiYwQLAACUXp2NYNHBAlAUaalyLr70S0H5wNLWoJwWwJ6WriapY/NAUE4LIE+2\n59Kbr4jqJAPzZ+c9s7RrxbRoW3tn2J6Omx+J6txJWhmgrtDBAgAAJeblHMGaaWYPjyivcvdV5Tr5\nEXSwAABALdnj7svHuxF0sAAAQGm56i4Gi1mEAAAARcYIFgAAKL06W8mdDhaAyKUN4Yy7rqsvjOpM\nf2x/3uMkZ/fNfix8Pi0NzeEZYaqcaRuHozpNvwxn6Q1ccl5U55614ay95DVJ+VP5pJm4N/4rkWxP\nmuT572JWIVDTuEUIAABQZIxgAQCAkiNVDgAAAI4LI1gAAKD06mwEiw4WUOfSgr+THrrpE3n36738\ngqhO34xwkDyZ4uaxr8fHPftj/xiUJ284ENXpTpxr0m0PRHWS0oLKo2tPuYbWrqGg3N8Rf2wSsA4g\niQ4WAAAoLZeUqa8RLGKwAAAAiowRLAAAUGJlTfZcERjBAgAAKDJGsAAAQOnV2QgWHSwAeRUy0zA5\n206SJm8IU+VknlwflC87+zPRPu2Lp+Y91+pbrx11+9KMZfZf2rlIgwMgiQ4WAAAovTobwSIGCwAA\noMgYwQIAAKXFOlgAAAA4XoxgAXUuLSA7Lfg8KRmwXkidhiVn5t0nmfYmk3eP0gaVr7jiy+GGlHQ6\nyaB7AEkueSG/zbWjIkawzKzNzG4xs01mtt7M3nKUeheZ2SEzezz3eCDx/DW5Y2w2sxvMrCKuDwAA\n1JdKGcG6VtJBdz/dzM6QdJ+Zne7uPSl117n78uRGMztF0t9KWippr6SfSXqvpG+VsN0AAACRShnh\nuVLSNyTJ3Z+R9LCkN47yGO+UdLu773b3jKRv5o4LAADGm3t5HhWiUjpYCyRtGVF+QdJJR6m7+Mjt\nQTN7/xiPAQAAUDJluUVoZo8q2wFKM2cUh3pU0nx3P5C7JXi3mb3o7nePoU0rJa2UpAULjtY0oD7d\nufb6vHUKCYTfs/LCoDxz1ZqgPHTJedE+96wdv1XQz3//V6JtHYmgewBjwDINpeHuy9x95lEew8qO\nNp08YpcFkramHOegux/I/fycpNslvTL3dEHHGHGsVe6+3N2Xz5o16/guEAAAYIRKuUV4q6QPSlIu\nyP18ST9PVjKzE83Mcj9Pl/R6SY/nnr5N0tvNbFZu9uA1kr5XhrYDAIB86iwGq1JmEf4PSf9mZpsk\nDUta6e7dkmRmn5fU6e5fl3S5pA+b2aCybb/J3X8kSe7+rJldL+n+3DF/IenbZb4OAACAyuhguXuv\npDhFffa5z474+QZJNxzjON9QbjYiAACoIBU0ulQOlXKLEAAAoGZUxAgWgOqTTIOTNvvv0obUgek/\naPrlI0Vt0/HquHlNtK2UaXiA+lFZ8VHlwAgWAABAkTGCBQAASsslZUj2DAAAgOPACBYAACi9OovB\nooMFIJIMTm9YcmZUpxjB36UMIM8XYC/FqXruSWlPMiVQMri/kONKcUA/wfNAbaODBQAASq/ORrCI\nwQIAACgyOlgAAABFxi1CAABQYi5luEUIAACA48AIFlDn0mbbJWcNps2cK2SmYTGkta+QGXjFmqV3\n59rr87YnKS0FUKleH6AquOTOQqMAAAA4DoxgAQCA0iMGCwAAAMeDESwAAFB6dbbQKB0sAJFC0sEk\ndS+eGm2b9GRYTgZ6FxLAXmkpZSqtPQAqEx0sAABQWu5ShlmEAAAAOA6MYAEAgNKrsxgsRrAAAACK\njBEsAABQcl5nMVh0sIA6lzYrLjm7L63OZWd/JihPuu2BvOdKpp0BgFpFBwsAAJSYE4MFAACA40MH\nCwAAoMi4RQgAAErLVXfJnulgAYgkg9oLSWmTDHpPU0jwPADUAjpYAACg9Ly+lmkgBgsAAKDIGMEC\nAAAl5ZK8zmKwGMECAAAoMkawAABAabnXXQwWHSwAeRUy2y8tDU5y1mDv5RcUrU0AUG5m9s+SzpX0\nM3f/u2PVpYMFAABKrtpjsMxsuaQhd3+1mX3fzOa4+86j1ScGCwAAIL8LJP0q9/O9ks47VmU6WAAA\noPQ8U55HAczsy2b2nJm5mS0ZsX2Rma0xs425f88YsVuHpIO5n7tz5aOigwUAAOrN7ZJeI2lLYvvX\nJd3o7osk3SjpGyOe65I0Jffz5Fz5qMy9uu+JFoOZ7Vb8Ih+vmZL2FPmYlaJWr61Wr0uq3Wur1euS\navfaavW6pOq6tpPdfVa5TmZmP1f29SmHCZIOjyivcvdVaRXN7HlJb3H3J81stqSNkma4+7CZNUra\nK+kMd99tZudLusrdP2Fmt0r6yLFisAhyl1SK/2Rm9rC7Ly/2cStBrV5brV6XVLvXVqvXJdXutdXq\ndUm1fW3Hy93fMN5tKMBJkl5092FJynWyOnPbd7v7Q2b2n83sPkl3HqtzJdHBAgAAKIi7/0WhdYnB\nAgAAkLZKmpe7Najcv3Nz20eNDlbppN7vrRG1em21el1S7V5brV6XVLvXVqvXJdX2tdU8d98l6XFJ\nV+U2XSXpMXffPZbjEeQOAADqipl9TdI7JJ2g7MSEve7+UjM7U9JNkqZJ2i/pfe6+YUznoIMFAABQ\nXNwiLBIzu9HM1pvZE2b2u9yS+mn1LjKzQ2b2eO7xQLnbOhqFXleu7jVmtsnMNpvZDWZW0f+/zOy9\nZrbWzIbM7CPHqFdV75lU+LXl6lbN+2ZmbWZ2S669683sLUepVxXvWZ5FDY/Uacz9Hm7OXfcHxqOt\no1HgdX3OzHaNeI9uHI+2jsbRFqdM1Km69wulUbEfpFXoZ5Je5u7nSPp7Sbcco+46dz8396j07LcF\nXZeZnSLpbyVdKOmM3OO95WrkGD0u6V2S/r2AutX0nkkFXlsVvm/XSjro7qdLequk/2Vm7UepWw3v\n2bEWNTziPZJOV/a9uVDS58xsYbkaOEaFXJckfWvEe1Tw7KxxdLTFKUeqxvcLJUAHq0jc/SfuPpgr\nrpE0v5JHAgo1iut6p6Tb3X23u2ckfVPSleVq51i4+5Puvk5SYbkVqsgorq3a3rcrlftj7e7PSHpY\n0hvHtUVjlFvUcJmk7+Q2fUfSMjNLrst3paRvunsmF2x7u6QrytfS0RnFdVUdd/+tu+ebUVZV7xdK\np+o7ABXqI5J+mvuDlWbxkdsWZvb+cjbsOB3ruhYo/Fb3grKLs9WKan3P8qm292007a309yxa1FDS\nkUUNR6q296jQ65Kkq8zs92b2CzO7sJyNLKFqe79QIiw0WiAze1TZX5w0c458mJjZuyS9W9lh5DSP\nSprv7gdyt2fuNrMX3f3uoje6AEW8ropT6LUVoKLeM6mo11ZR8l3XKA5Vce8ZIl+X9EV3HzSzSyX9\nyMzOcve9490woBjoYBXI3Zflq2Nmfyrpi5IuOdoS+u5+cMTPz5nZ7ZJeKWlcPviLdV3Kfks7eUR5\ngca4OFuxFHJtBR6not6zXDuKcm2qsPct33WZ2ZH2HlmXZoGke1KOU3HvWYo/LGo4Iu9Z2qKGR675\noVw5OUJSaQq6LnffMeLnu8xsq6Qlku4ta2uLr9reL5QItwiLJDeb6SuSLnP3549R70Qzs9zP0yW9\nXtmA5IpU6HVJuk3S281sVi5G6xpJ3ytDE0uu2t6zUaq29+1WSR+UpNzMtPMl/TxZqRres1Esanir\npGvMrCEXx/R2Sd8vX0tHp9DrMrN5I34+V9JCSWNab6jCVNX7hRJydx5FeCj7jfpFZT9Yjjxm5J77\nvKQP5X7+iKSncs8/KelT4932YlxXrvxBSZtzj/8pqXG825/n2q6StE1Sr7ILym2T9JJqf89Gc23V\n9r5JmqTsH7BNyv4xftuI56ruPZN0pqQHJG3M/bs4t/0OSctzPzfm3pcj79HK8W53ka7rptx784Sy\noz1vGu92F3BdX8v9Lg1J2iHpqVp4v3iU5sFCowAAAEXGLUIAAIAio4MFAABQZHSwAADFEp6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(2)" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.182110031396\n", "RMSE = 0.41138795573\n", "Willmott = 0.64124886339\n" ] }, { "data": { "image/png": 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Gi4iIKMlu3bgafzhrHppLS90eSpoQBNOo2HMqcAaLiIgoiWq72nHFzq145BOs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(3)" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.208933057461\n", "RMSE = 0.427668640963\n", "Willmott = 0.61568651551\n" ] }, { "data": { "image/png": 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K4Lj8Rh+HYH4xSuOI3w48D1eax9Q+fos3rsSm8ROwdVI9AAVvq92np1Z//fK9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\nGQ0sAACAPKOBBQAAkGc0sAAAAPLs/wOBiJJTEc3LbgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(4)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.262591227611\n", "RMSE = 0.457785048644\n", "Willmott = 0.598083087025\n" ] }, { "data": { "image/png": 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ctpvxmK8jWXdOj3e7qbx7v3kXbTMoGbADivP77cDpkWL971nzbuEAULRPDzwe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qAAAG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\nAAByjAYWAABAjtHAAgAAyLH/H/yJC6bGwuCIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(5)" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.349369067258\n", "RMSE = 0.524244637082\n", "Willmott = 0.5546428283\n" ] }, { "data": { "image/png": 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w3P7ZItdisHLr2RIREaXRjOYmLDhxBE9fnDuXB3MVZ7Ao67i5A7sTN3cQN+9e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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(6)" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.415965306295\n", "RMSE = 0.588360327774\n", "Willmott = 0.549722376184\n" ] }, { "data": { "image/png": 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8e19lM85gERERJdGdOzZgw8QLcKK0ApG5neyQbcWeeYJFcSUSoJ5IILVTgHFf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\nD7DYlwD8p1Kqb4DXiYgoS9315ma8N38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e80cft9bzbqc+5nCv/pVWuN9OJAgW6tepqnbY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(7)" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.438642409962\n", "RMSE = 0.607205151614\n", "Willmott = 0.569900510582\n" ] }, { "data": { "image/png": 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ISVBh4W/X4oXrzkVPjn23dqL+4kxUmnC7NEw8zCDxgfgaEiWWcjId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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(8)" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.429892721882\n", "RMSE = 0.605942826148\n", "Willmott = 0.597208825939\n" ] }, { "data": { "image/png": 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vqgc5D8jVA5pHFtnPodgobbLeZ5eTmVSwVmtPz7eDz+sDuUbb/hVQZpRM8cAO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\nAHvXSVmAGACAaWSiAIBxbFhNlCAKYIkOwpNtpz3p7P3uAqw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_log_plot(9)" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,6))\n", "ax.plot(bounds[:-1], [0.671300651096, 0.787866750802, 0.813574305729,0.770953337192,0.722419353156,\n", " 0.673618297025,0.680863445623,0.801244440856,0.822053268011,0.755213496942], \n", " 'bo', label = 'salinity')\n", "ax.plot(bounds[:-1], [0.606096675921, 0.661740900677, 0.677210364228, 0.669705472444, \n", " 0.627474238704, 0.576622408505, 0.481705152104, 0.459957502523, \n", " 0.427640182739, 0.410616257023], 'ro', label = 'chl')\n", "ax.plot(bounds[:-1], [0.625474931503, 0.649335129276, 0.654179032163, 0.64124886339, 0.61568651551,\n", " 0.598083087025, 0.5546428283, 0.549722376184, 0.569900510582, 0.597208825939],\n", " 'go', label = 'log10(chl)')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_title('Willmott Skill Score by Longitude');" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }