{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import sqlalchemy\n", "from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n", " Table, type_coerce, ForeignKey, case)\n", "from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n", "from sqlalchemy.ext.declarative import declarative_base\n", "from sqlalchemy import case\n", "import numpy as np\n", "from sqlalchemy.ext.automap import automap_base\n", "import matplotlib.pyplot as plt\n", "import sqlalchemy.types as types\n", "from sqlalchemy.sql import and_, or_, not_, func\n", "from sqlalchemy.sql import select\n", "import os\n", "from os.path import isfile\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import datetime\n", "import glob\n", "import gsw\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/linkHC201812/'\n", "start_date = datetime.datetime(2017,1,1)\n", "end_date = datetime.datetime(2017,7,19)\n", "flen=1\n", "namfmt='nowcast'\n", "#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n", "#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "\n", "#df1=et.loadDFO()\n", "#df1.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pickle\n", "data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))\n", "data=data.loc[(data.dtUTC>=start_date)&(data.dtUTC" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n", " data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n", " 'bo', label = 'Juan de Fuca')\n", "\n", "ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nitrate" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 408\n", " bias: -3.443832917884812\n", " RMSE: 5.796548360724199\n", " WSS: 0.8595334844195824\n", "15 m<=z<22 m:\n", " N: 101\n", " bias: -2.0750562620635087\n", " RMSE: 4.314162586289442\n", " WSS: 0.8258027758885711\n", "z>=22 m:\n", " N: 719\n", " bias: -0.7300383865186717\n", " RMSE: 2.7323410626120817\n", " WSS: 0.9106057382557597\n", "all:\n", " N: 1228\n", " bias: -1.7423144241631476\n", " RMSE: 4.131040663095065\n", " WSS: 0.9423400276754536\n" ] } ], "source": [ "N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n", "N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n", "N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n", "N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n", "print('Nitrate')\n", "print('z<15 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n", "print('15 m<=z<22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n", "print('z>=22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n", "print('all:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XdhNnTgK5EELE0F5rnKP1/EMDr8NhsHhxhb1E7PnnN+N2T4/aHqvc6uzZKzBN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 42\n", " bias: -3.9272177850632453\n", " RMSE: 4.917847556262031\n", " WSS: 0.7270891593725952\n", "April:\n", " N: 188\n", " bias: -4.329515312969524\n", " RMSE: 6.4712158080217\n", " WSS: 0.7622620462911704\n", "May-Jun:\n", " N: 178\n", " bias: -2.394335981382456\n", " RMSE: 5.203824388517796\n", " WSS: 0.844089202196349\n", "Sep-Oct:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n", " out=out, **kwargs)\n", "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:909: RuntimeWarning: invalid value encountered in double_scalars\n", " RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:910: RuntimeWarning: invalid value encountered in double_scalars\n", " WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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s2ZK7776bWbNmER4e7nSkkKC6KxKaDh48SGRkJHv37iU1NZWaNWs6HSkkqOaK\nhK4XXniByZMn8+yzz9KxY0en4xSoMzZgTWDYxSTgS2vtiBzvV8mxW0Nga97HExEnDR06lNdff53e\nvXvTs2dPp+OEBNVckdD12Wef0aBBA2rWrElSUhKlSpVyOlJIUN0VCU2ZmZk0atSIrVu3smDBAurU\nqeN0pJCgmisSut566y0GDBhAu3btGDBggNNxCtwZF+EC7gFaAp8ZYz4OvtcPaG6MqQ1Y4HsgtFrX\nIi43Y8YM+vbtS/PmzRk6dKjTcUKJaq5ICNqxYwder5fSpUvj8/moWLGi05FCiequSIjx+/20a9eO\n1atXM3XqVDwej9ORQolqrkgISkpKonPnzkRGRjJu3LiQnGLrjA1Ya+1GILc/mWV5H0dECoMVK1bQ\nrl07HnzwQaZMmUJY2Dmt1ycXQDVXJPT89ttveDweDh06RHp6OldccYXTkUKK6q5I6Onbty+zZs3i\npZdeonXr1k7HCSmquSKh57333iMhIYHbb7+d+fPnExER4XQkR5zNCFgRCSEffvghjRs35oYbbmDx\n4sWUKFHC6UgiIq6VkZFBgwYN+Oabb/D5fNx8881ORxIRcbVRo0bx6quv0qVLF/r27et0HBERV9u2\nbRsxMTFUq1aNlJQUSpcu7XQkx6gBKyInffvtt3i9XipVqsSyZcsoV66c05FERFwrOzubFi1akJ6e\nzty5c6lXr57TkUREXG3+/Pn07NmThg0bMnr06JB8BFZEpKD8/PPPeDwewsPD8fl8XHLJJU5HcpQa\nsCICwJ49e/B4PGRlZeHz+ahatarTkUREXMtaS48ePVi4cCEjRoygWbNmTkcSEXG19evX07JlS+6+\n+25mzZpFeHi405FERFzr4MGDREZGsmfPHtatW0fNmjWdjuQ4NWBFhMOHDxMdHc2OHTtYvXo1f/3r\nX52OJCLiakOHDmXs2LH07t2bnj17Oh1HRMTVPvvsMxo0aEDNmjVJSkqiVKlSTkcSEXGtzMxMGjdu\nzNatW0lOTqZOnTpORyoU1IAVCXFZWVkkJCTwwQcfsGjRIu6++26nI4mIuNqMGTPo27cvzZs3Z+jQ\noU7HERFxtR07duD1eildujQ+n4+KFSs6HUlExLX8fj/t2rVj1apVTJ06FY/H43SkQkMNWJEQZq2l\nc+fOpKSk8Oabb9KgQQOnI4mIuNqKFSto164d9erVY8qUKYSFhTkdSUTEtX777Tc8Hg+HDh0iPT2d\nK664wunPCquDAAAgAElEQVRIIiKu9vTTTzNr1iwGDx5M69atnY5TqKgBKxLCXnzxRSZOnMizzz5L\np06dnI4jIuJqH374IY0bN+b6669n8eLFlChRwulIIiKulZGRQYMGDfjmm2/w+XzcfPPNTkcSEXG1\n0aNHM3ToULp06cLTTz/tdJxCRw1YkRA1YcIEXnzxRdq2bcuAAQOcjiMi4mrffvstXq+XihUrkpaW\nRvny5Z2OJCLiWtnZ2bRo0YL09HTmzp1LvXr1nI4kIuJqb7/9Nj169KBhw4aMHj0aY4zTkQodNWBF\nQlBycjKdOnXC6/Uyfvx4FUcRkXy0Z88ePB4Px48fZ926dVStWtXpSCIirmWtpUePHixcuJARI0bQ\nrFkzpyOJiLja+vXradGiBXfffTezZs0iPDzc6UiFkhqwIiHm/fffp1mzZtx+++28/fbbREREOB1J\nRMS1Dh8+THR0NDt27GDVqlXUqlXL6UgiIq42dOhQxo4dS+/evenZs6fTcUREXO2zzz6jQYMG1KxZ\nk6SkJEqVKuV0pEJLDViRELJt2zaio6OpWrUqKSkplC5d2ulIp8jYvJWj73xEqXtupeQdNzodR0Tk\ngmRlZZGQkMAHH3zAwoULueeee5yOJCLiajNmzKBv374kJCQwdOhQp+OIiLjajh078Hq9lC5dGp/P\nR8WKFZ2OVKipASsSInbt2oXH4yEsLIzly5dzySWXOB0J+G/TNaxieX59ZjT2+HFMRARVF41UE1ZE\niixrLZ07dyYlJYU333yTuLg4pyOJiLjaihUraNeuHfXq1WPq1KmEhYU5HUlExLV+++03PB4Phw4d\nIj09nSuuuMLpSIWeGrAiIeDgwYNERkayZ88e1q1bR82aNQs8w+mjWzM2b+XgPB+/z1mGzc4GY8Dv\nB7/Fcpyj73ykBqyIFFkvvvgiEydO5Nlnn6VTp05OxxERcbUPP/yQxo0bc/3117N48WJKlCjhdCQR\nEdfKyMigQYMGfP311yxfvpybb77Z6UhFghqwIi6XmZlJ48aN+fTTT0lOTqZOnToFnuHA9CT2PjUC\n/H5M8eJUGtwtMNr1WCZYG9gpzEBYGBiLiYig1D23FnhOEZG8MGHCBF588UXatm3LgAEDnI4jIuJq\n3377LV6vl4oVK5KWlkb58uWdjiQi4lrZ2dm0aNGC9PR05syZQ7169ZyOVGSoASviYn6/n0cffZRV\nq1YxZcoUvF5vgWfI2LyVvX2GQ7YfAJt5nMPJ67DHj/+3+WrMycasf98BzQErIkVWcnIynTp1wuv1\nMn78eIwxTkcSEXGtPXv24PF4OH78OOvWraNq1apORxIRcS1rLT169GDhwoWMGDGChIQEpyMVKWrA\nirhYv379mDlzJoMGDaJNmzaOZDg0z3ey+QqAgdIxD5Dx/qdYmwnGcNHD91Dhn4+o6SoiRdr7779P\ns2bNuO2225g/fz4RERFORxIRca3Dhw8THR3Njh07WLVqFbVq1XI6koiIqw0dOpSxY8fSq1cvevbs\n6XScIkczk4u41JgxY3jllVfo3Lkz/fr1y/PzZ2zeym8jZ5CxeWuur0/I+mXfKa9L3HETJWpdTal6\ndwbmfbWWo2v/lef5REQK0ldffUV0dDRVq1YlNTWVMmXKOB1JRMS1srKySEhI4IMPPmDOnDncc889\nTkcSEXG1GTNm0LdvXxISEnj11VedjlMkaQSsiAstWLCA7t27ExcXx5gxY/L8EdiMzVvZ2agH9vhx\nTETEf+d0zfH6xFQC4ZdUPOXY8ArlAsfmmP/VHteiWyJSdO3atYv69esTFhbG8uXLueSSS5yOJCLi\nWtZaOnfuTEpKCm+88QZxcXFORxIRcbUVK1bQrl076tWrx9SpUwkL01jO86EGrIjLbNiwgRYtWlC3\nbl1mz55NeHh4nl/j6DsfBeZwzfZjyTGna7YfazMDC25Ze7IZe6h4BBzPgohiFLuk4v/O/6pFt0Sk\niDp06BCRkZHs2bOHdevWUbNmTacjiYi42oABA5g4cSLPPPMMnTt3djqOiIirffjhhzRu3Jjrr7+e\nxYsXU6JECacjFVlqwIq4yNatW4mNjeWqq64iOTmZUqVK5ct1St1zKyYiAktgxOvJOV05HphWwO8H\nv8VyHP++A1RbMpqj73x0ssl6aJ4vsG94OOWaR1K2mUejX0WkyMnMzKRx48Z8+umnJCcnU6dOHacj\niYi42oQJE3jhhRdo06YNAwcOdDqOiIirffvtt0RGRlKxYkXS0tIoX76805GKNDVgRVxix44deL1e\nLrroInw+HxUrVjzzQeep5B03UnXRyJNN1ZJ33EiJWldz9J2PCKtY/pTpCE5sz9lgPf1YEZGixlrL\no48+ysqVK5kyZQper9fpSCIirpaSkkKnTp3wer289dZbeT7FloiI/NfevXvxeDxkZmaydu1aqlat\n6nSkIk8NWBEX2L9/P16vl4MHD7JhwwauvPLKfL/m6U3VnK9PNGNPjHj9beSMU5qtpx8rIlLUPP30\n08ycOZNBgwbRpk0bp+OIiLja+++/T3x8PLfddhvz588nIiLC6UgiIq51+PBhoqOj2bFjB6tWraJW\nrVpOR3IFNWBFiriMjAwaNGjAV199hc/n45ZbbnE60skG6+mLdVVdNFKNVxEp8saMGcMrr7xC586d\n6devn9NxRERc7auvviI6OpqqVauSmppKmTJlnI4kIuJaWVlZJCQksHnzZhYuXMg999zjdCTX0NJl\nIkWY3++nZcuWbNiwgenTp/Pggw86HekUpyzWdfw4R9/5yOlIIiIXZOHChXTv3p24uDjGjBmjR2BF\nRPLRrl278Hg8hIWFsXz5ci655BKnI4mIuJa1li5dupCSksLYsWOJi4tzOpKraASsSBFlraVnz54s\nWLCA4cOHk5CQ4HSk/3H6Yl0npiQQESmK0tPTSUxMpG7dusyePZvw8HCnI4mIuNahQ4eIioril19+\nYd26ddSsWdPpSCIirjZgwAAmTJjAM888Q+fOnZ2O4zpqwIoUUcOGDWP06NH07NmTXr16OR0nV7kt\n1iUiUhR9/vnnxMbGctVVV5GUlESpUqWcjiQi4lqZmZk0adKETz75hOTkZOrUqeN0JBERV5s4cSIv\nvPACrVu3ZuDAgU7HcSU1YEWKoJkzZ9KnTx+aNWvGsGHDnI7zp7TglogUdT/99BMej4dSpUrh8/mo\nVKkSGZu36sMlEZF8YK2lffv2rFixgilTpuD1ep2OJCLiaikpKXTq1AmPx8OECRM0xVY+UQNWpIhZ\nuXIlbdu2pV69ekybNo2wsKIzlXNuDQs1MUSkMNu/fz9er5eDBw+yYcMGrrzySi0wKCKSj55++mlm\nzJjBoEGDaNOmjdNxRERcbdOmTcTHx3Prrbfy9ttvExER4XQk11IDVqQI+eijj2jUqBG1atVi8eLF\nlChRwulIf+pEczWsYnmOrHqfIyveAWsxxYtTddFIADUxRKTQysjIIC4ujm3btuHz+bjllluA0xYY\nJLDAoGqXiMiFGzNmDK+88gqdO3emX79+TscREXG1r776iqioKKpWrUpqaiplypRxOpKrqQErUkR8\n9913REZGUrFiRdLS0ihfvrzTkf7UyRFimZngt6dss5mZHH3no8D3amKISCHk9/tp1aoV69evZ/bs\n2Tz44IMnt2mBQRGRvLdgwQK6d+9OXFwcY8aM0SOwIiL5aNeuXXg8HsLCwvD5fFxyySVOR3I9NWBF\nioC9e/fi8Xg4duwYa9asoVq1ak5HAv58+oCTI8ROa74CYMzJhoWaGCJS2Fhr6dmzJ2+//TbDhg2j\nefPmp2zXAoMiInlrw4YNtGjRgrp16zJ79mzCw8OdjiQi4lqHDh0iKiqK3bt3s27dOq655hqnI4UE\nNWBFCrkjR44QExPDjz/+yMqVK6lVq5bTkQDOOAfiyRFi9n9HwGIMx778Fv++A1Qa3A3/vgNqYohI\noTFs2DBGjx5Nz5496d27d677aIFBEZG8sXXrVmJjY7nqqqtISkqiVKlSTkcSEXGtzMxMmjRpwief\nfEJycjJ33HGH05FChhqwIoVYVlYWCQkJbNq0iYULF3LvvfcWmkWrzjQHYs4RYmEVy3NwZgqZH38J\nFvD72fvUiMB8sJr7VUQKkZkzZ9KnTx+aNWvGsGHDnI4jIuJqO3bswOv1ctFFF+Hz+ahUqZLTkURE\nXMtaS/v27VmxYgWTJ0/G6/U6HSmkqAErUkhZa+nSpQvJycm8/vrrNGzYsFCtvP1HcyCe3iA+ka9E\nratPZscY8PvBbzX3q4gUGitXrqRt27Y88MADTJs2jbCwMKcjiYi41v79+/F6vRw4cID09HSuvPJK\npyOJiLhav379mDFjBgMHDqRt27ZOxwk5asBKyCgsI0fPNs/AgQOZMGEC/fr1o0uXLkDhWnk7tzkQ\n/6xBfPqI2F+fGR34WcLDyfppNxmbtxaKfy8iEpo++ugjGjVqRK1atViyZAklSpS4oPMVtr9zREQK\nk4yMDBo0aMBXX32Fz+fjlltucTqSiIirjR07liFDhtCpUyeeeeYZp+OEJDVgJSQUppGjZ5Nn0qRJ\n9O/fn9atWzNo0KCT7xe2lbdPnwPxbKYlyDki9rcxszmy4h0Ozkji0JxllGkeSblmHjUrRKRAfffd\nd0RGRlKhQgXS0tIoX778BZ3vwPSkwDQrfj+meHHH/84RESlM/H4/LVu2ZMOGDcyePZsHH3zQ6Ugi\nIq62YMECunXrRoMGDRg7dizGGKcjhSQ9Wych4ZTG4PFAY7Cw5klNTaVjx47Ur1+fCRMmnFIcT4wi\nrdi3faH8hf5Eg5jwsLNqEB9Z+S5kB6ciyDzOoelJ7GzUg4zNWwsosYiEur179+LxeDh27Bg+n49q\n1apd0PkyNm8NNF+zsoO1LdPxv3NERAoLay09e/ZkwYIFDBs2jObNmzsdSUTE1TZs2ECLFi2oW7cu\nc+bMITw83OlIIUsjYCUkFLaRo3+UZ9OmTTRt2pTatWuzYMECIiIi/ufYwrry9onHbSsN7oZ/34Ez\nPnZ79J2PAvPA5mTtyYZ0YfwZRcRdjhw5QkxMDD/88AOrVq3i+uuvv+Bz/k9tCwtz/O8cEZHCYtiw\nYYwePZoePXrQq1cvp+OIiLja559/ToMGDbjqqqtISkqiVKlSTkcKaWrASkjIbb7S0xXkfH255fnq\nq6+Ijo6mSpUqpKamUqZMmXzNkJfOZ4qHUvfciileHJuZGViUyxiwtlA0yEXE/bKyskhISGDTpk0s\nWLCAe++9N0/O+9/adhzCDBe/0ksfKImIADNnzqRPnz7Ex8czfPhwPQIrIpKPfvrpJzweD6VKlcLn\n81GpUiWnI4U8NWAlZPzZyFEn5ojNmWfXrl14PB4AfD4fl156ab5eO6/90dyvf9bUPr0JfeI8WrBG\nRPKbtZYuXbqQnJzM2LFjadSoUZ6d+2w+8BMRCTUrV66kbdu2PPDAA0yfPp2wMM2EJyKSX/bv34/X\n6+XAgQNs2LCBK6+80ulIghqwIsCZF4/KT4cOHSIqKordu3ezdu1arr322gK5bl7KbUqFs2lqn94U\nV6NCRArCwIEDmTBhAk8//TSPP/54np+/sE4VIyLihI8++ohGjRpRq1YtlixZQokSJZyOJCLiWhkZ\nGTRo0IBt27bh8/moXbu205EkSA1YEZybIzYzM5MmTZrwySefkJSUxJ133lkg181ruY34+m3kjFOa\n2gfn+TQiTEQcN3HiRPr370/r1q0ZPHiw03FERFztu+++w+v1UqFCBdLS0ihfvrzTkUREXMvv99Oy\nZUs2bNjA7NmzefDBB52OJDmcsQFrjKkOTAcuBSzwlrV2lDGmIjAPqAF8D8Rba3/Lv6gi+ceJR0at\ntbRv354VK1YwefJkIiMj8/2a+en0EV8nm9r+Y+D3c2hWysk5XgtiioeiSjVXJP+kpKTQqVMn6tev\nz4QJEzT/oACquyL5Ze/evXg8HjIzM1mzZg2Vdv7Gb2+v0YfxIU41VyR/WGvp2bMnCxYsYNiwYTRv\n3tzpSHKas5l8Jwvoba29HrgLeNwYcz3QF1htrb0WWB18LVJklbzjRir0aFlgN4T9+vVjxowZDBw4\nkLZt2xbINQtSyTtupNxjjQO3VRbIyg6Mhj0emOJB/pBqrkg+2LRpE/Hx8dSuXZsFCxYQERFx3ufK\n2LyV30bOIGPz1jxMKA5S3RXJY0eOHCEmJoYffviBpKQkrj7sZ2ejHuwbMpGdjXqofoY21VyRfDBs\n2DBGjx5Nz5496d27t9NxJBdnbMBaa3+21n4Y/P4Q8CVQDWgATAvuNg2Iy6+QIm4zduxYhgwZQseO\nHXnmmWecjnPOzrb5kPnZ1//zXkFO8VAUqeaK5L2vv/6a6OhoqlSpQmpqKmXKlDnrY0+vdyfmt1YT\nwT1Ud0XyVlZWFgkJCWzatInZs2dz7733nrregj6MD2mquSJ5b9asWfTp04dmzZoxbNgwp+PIHzin\nOWCNMTWAW4FNwKXW2p+Dm3YReIQgt2M6AB0ArrjiivPNKeIaCxcupFu3bjRo0IDXX3+9yD0CezaL\na51QOuYBjq7bfPL1RZH3UaHrI3rs7Cyp5opcuF27dlG/fn0AfD4fl16a6/86ucqt3jm5aKPkP9Vd\nkQtjraVLly4kJyczduxYGjVqBDi33oIUbqq5Ihdu5cqVtGnThgceeIBp06YRFnY2D7qLE866AWuM\nKQMsBHpYaw/mbBpZa60xxuZ2nLX2LeAtgDp16uS6j0ioSE9PJzExkbvuuovZs2cTHh7udKRzdi7N\nh/KtYgE4nLyO0jEPnHwtZ6aaK3LhDh06RFRUFLt372bt2rVce+2153R8bvVOTQT3Ut0VuXADBw5k\nwoQJPP300zz++OMn33divQUp3FRzRS7cRx99RKNGjahVqxZLliyhRIkSTkeSP3FWDVhjTASB4jjL\nWrso+PZuY0wVa+3PxpgqwC/5FVLEDT7//HNiY2OpUaMGycnJXHTRRU5HOi/n2nwo3ypWjddzpJor\ncuEyMzNp0qQJn3zyCUlJSdx5553nfI7c6p2aCO6kuity4SZNmkT//v1p1aoVgwcP/p/tpy/YejYy\nNm9VvXUh1VyRC/fdd98RGRlJhQoVSEtLo3z58k5HkjM4YwPWBD6KmgR8aa0dkWNTEtAaGBL859J8\nSSjiAj/99BMej4eSJUvi8/moVKmS05HOm5oP+Us1V+TCWWtp3749K1asYNKkSURGRp7Xef6o3p1P\nE0EKL9VdkQuXmppKx44dqV+/PhMnTsyTKbbOZdorKTpUc0Uu3N69e/F4PBw7dozVq1dTrVo1pyPJ\nWTibEbD3AC2Bz4wxHwff60egMM43xjwK/ADE509EkaJt//79eL1eDhw4wIYNG6hRo4bTkS6Ymg/5\nSjVX5AL169ePGTNmMGDAANq1a3dB51K9CwmquyIXYNOmTTRt2pTatWszu99Afn99bp58SK85t11L\nNVfkAhw5coSYmBh++OEHVq1axfXXX+90JDlLZ2zAWms3An/0EeZDeRtHxF2OHTtGXFwc27ZtIy0t\njdq1azsdSQo51VyRCzN27FiGDBlCx44defbZZ52OI0WA6q7I+fvqq6+Ijo6mSpUqJA0ewf7Ep/Ns\nxKrm3HYn1VyR85eVlUVCQgKbNm1iwYIF3HvvvU5HknNw1otwici58fv9tGrVivXr1zNr1iweesgd\n9xPnOheX5u4SkYKycOFCunXrRmxsLGPHjs2TR2BFRCR3u3fvxuPxAODz+SiV+j5H83DEqqa9EhH5\nL2stXbp0ITk5mbFjx9KoUSOnI8k5UgNWJB9Ya+nVqxfz58/n1Vdf5ZFHHnE6Up4417m4NHeXiBSU\n9PR0EhMTueuuu5gzZw7FiukWR0Qkvxw6dIjIyEh2797N2rVrufbaa8m451iej1jVNDAiIgGDBg1i\nwoQJPP300zz++ONOx5HzoN9ORPLB8OHDGTVqFN27d6d3795Ox8kzR9/5CJuZCX6LtZlnHNlwytxd\n/kwOzfPpJlpE8tznn39ObGwsNWrUIDk5mYsuusjpSCIirnX8+HGaNm3KJ598wtKlS7nzzjsBjVgV\nEckvkyZN4vnnn6dVq1YMHjzY6ThyntSAFcljs2fP5sknn6Rp06aMGDHCVY/AhlUsD34beOG3gdd/\notQ9t2LCw7HZfrCWg3OWUbaZRzfkIpJnfvrpJzweDyVLlsTn81GpUqWzPvZ8p0jR1CoiEqqstbRv\n357ly5czadIkoqKiTtmuEasiInkrNTWVjh07Ur9+fSZOnOiq/kKoUQNWJA+tXr2aNm3acP/99zN9\n+nTCwsKcjpSn/PsOQJgJNGHDwgKv/0TJO26kTPNIDk1PAmshO1sr2IpIntm/fz9er5cDBw6wYcMG\natSocdbHnu8UKZpaRURC2TPPPMP06dMZMGAA7dq1czqOiIir/etf/yI+Pp7atWuzYMECIiIinI4k\nF8Bd3SERB3388cc0bNiQ6667jiVLllCyZEmnI+W5UvfciileHMLDMMXPbm6vcs08mBLBY7SCrYjk\nkWPHjhEXF8e2bdtYtGgRtWvXPqfjT5ki5XhgsZj8PE5EpKh7/fXXefnll+nQoQPPPvvseZ0jY/NW\nfhs5g4zNW/M4nYiIu3z99ddERUVx2WWXkZqaSpkyZZyOJBdII2BF8sD333+P1+ulfPnypKWl8Ze/\n/MXpSPnifOb20nxgIpLX/H4/rVq1Yv369cycOZO///3v53yOUvfcetaLxeSccuBcjhMRcYtFixbx\nz3/+k9jYWF5//fXzegRWTxCIiJyd3bt3U79+fQB8Ph+XXnqpw4kkL6gBK3KBfv31VzweDxkZGWzc\nuJHLL7/c6Uj56nzm9tJ8YCKSV6y19OrVi/nz5zN06FASExPP+1xlmnkwQPGb/+/kSNbTa1VuDQN9\nqCQioSQ9PZ1HHnmEu+66izlz5lCs2Pn9CnnKEwQc17RUIiK5OHToEJGRkezevZu1a9dy7bXXOh1J\n8ogasCIX4MiRI8TExPD999+zcuVKbrjhBqcjiYi42vDhwxk1ahTdu3fniSeeOK9z5GyqEh6OmbMM\nm5UFYWFc/EovyreKPblvbg2DCj1aqmkgIiHhiy++IDY2lho1apCcnMxFF1103ufSEwQiIn/u+PHj\nNG3alE8++YSlS5dy5513Oh1J8pAasCLnKSsri+bNm/P+++/z9ttvc9999zkdSUTE1WbPns2TTz5J\n06ZNGTFixHmvApuzqYrfYq0NbPBns/epEZSodfXJBqsaBiISqn766Sc8Hg8lS5bE5/NRqVKlCzqf\npqUSEflj1lrat2/P8uXLmTRpElFRUU5HkjymBqzIebDW0rVrV5KSkhgzZgyNGzd2OpKIiKutXr2a\nNm3acP/99zN9+nTCws5/HdGcTVXCwyE7O9CMBfD7T3ksVg0DEQlF+/fvx+v1sn//fjZs2ECNGjXy\n5LyalkpEJHfPPPMM06dPZ8CAAbRr187pOJIP1IAVOQ+DBw9m/Pjx9O3bl65duzodR0TE1T7++GMa\nNmzIddddx5IlSyhZsuQFne/0puqxL79l71MjwO/HFC/+P6Nc1TAQkVBy7Ngx4uLi2LZtG8uWLaN2\n7dpORxIRcbXXX3+dl19+mQ4dOvDss886HUfyiRqwIudo8uTJPPfcc7Rq1YqXXnrJ6TgiIq72/fff\n4/V6KV++PGlpafzlL3/Jk/PmbKqWvONGStS6WqNcRSTk+f1+WrVqxfr165k5cyZ///vfnY4kIuJq\nixYt4p///CexsbG8/vrr5z3FlhR+asCKnINly5bRoUMHHn74YSZOnKjiKCKSj3799Vc8Hg8ZGRls\n3LiRyy+/PN+upVGuIhLqrLX06tWL+fPnM3ToUBITE52OJCLiahs3buSRRx7hrrvuYs6cORQrphad\nm+nfrshZ+te//kXTpk255ZZbWLBgAREREU5HEhFxrSNHjhATE8P333/PypUrueGGG5yOJCLiasOH\nD2fD65OZ/lA8Te73OB1HRMTVvvjiC2JjY6lRowbJyclcdNFFTkeSfHb+K1iIhJBvvvmGqKgoLr30\nUlJTUylbtqzTkUREXCsrK4vmzZvz/vvvM3PmTO677z6nI4mIuNrs2bOZ/fQAZlW8hbu37uLnxj3J\n2LzV6VgiIq70n//8B4/HQ4kSJUhLS6NSpUpOR5ICoAasyBns3r2b+vXrA7B8+XIuu+wyhxOJiLiX\ntZauXbuSlJTE6NGjadKkidORRERcbfXq1bRp04aE/6tNcRMG2X7s8eMcfecjp6OJiLjO/v378Xq9\n7N+/n7S0NK666iqnI0kBUQNW5E/8/vvvREVFsWvXLlJSUrj22mudjiQi4mqDBw9m/PjxPPXUU3Tt\n2tXpOCIirvbxxx/TsGFDrrvuOtqOHYqJiIDwMExEBKXuudXpeCIirnLs2DEaNmzIv//9bxYtWkTt\n2rWdjiQFSHPAivyB48eP06RJEz7++GOWLl3K3/72N6cjiYi42uTJk3nuuedo2bIlL7/8stNxRERc\n7fvvv8fr9VK+fHnS0tKofPnllF00kqPvfESpe27VwoQiInnI7/fTqlUr1q1bx8yZM/n73//udCQp\nYGrAiuTCWstjjz3G8uXLmTBhAlFRUU5HEhFxtWXLltGhQwcefvhhJk2ahDHG6UgiIq7166+/4vF4\nyMjIYOPGjVx++eUAlLzjRjVeRUTymLWW3r17M3/+fIYOHUpiYqLTkcQBmoJAJBfPPfcc06ZN48UX\nX6R9+/ZOxxERcbXNmzczsFkb+te4nTn9BhIREeF0pD+VsXkrv42coQVqRKRIOnr0KDExMXz//fck\nJSVxww03FMh1VTtFJFSNGDGCkSNH0r17d5544gmn44hDNAJW5DRvvvkmgwcP5rHHHuO5555zOo6I\niKt98803PBXZmIklr6XkoWLsb9GPixb9f/buPC6qev0D+OfMCII7rqVXMzPL1H5a2jXbLCtmWBUF\nBacmDkMAACAASURBVBGXMHfFJZdMc83cldz3wA1cQNZxRVFvdrHMsv1qmV2XVBRRQZY5vz8UrhLL\nzDAz33OGz/v1uq+bCHM+zMgznOc83+9ZotgJrOy0M7joFwY5NxeSkxMaKjgrEVFReXl5CAwMxIkT\nJxAdHY3XXnvNLsdl7SSiimrr1q0YN24c/P39sWjRIq7yqsA4AUv0kJiYGAwbNgze3t5YsWIFiyMR\nkQ1duXIF7u7uaAdXVNZoAaP17rxt6qSVuRNZWcdPQc7N5V3CiUh1ZFnG8OHDsWfPHixduhQ9evSw\n27FZO4moIjp48CD69euHN954AxEREdBo2IKryDgBS/TA8ePHERQUhJdeegnbt29HpUr88SAispXb\nt2/Dy8sLly5dQtCKjdBMWVs4GVXeO2+bOmllyUSW6yvtIDk5QYZ1shIR2cvs2bOxevVqTJgwASNG\njLDrsVk7iaii+eabb9CtWze0aNECsbGxcHFxER2JBGOHiQjAjz/+CG9vbzRp0gQJCQmoUqWK6EhE\nRA4rNzcX/v7+OHXqFGJjY/GilxeyW7Wy2p23H5m0wv1Jq+Ie09TPe9i9H8/BqWUzVHq8LtyGB3EJ\nLRGpwsaNGzFlyhQEBwfjk08+sfvxXTq0RsPdS6xW54mIlOz8+fPQ6/WoWbMmDAYDatWqJToSKQAb\nsFThXbx4ETqdDs7OzjAYDKhbt67oSESkMtlpZ3hSaSJZljFw4EAYDAasXbsWbzdoihtLIuH6Sju4\nhfWxyjFMnbQydyIrIyIO18bOBwDknAKqdOnI15uIFC8pKQkDBw7EO++8g/Xr1wtbAuvSoTVrJhE5\nvOvXr8Pd3R1ZWVk4fvw4/vGPf4iORArBBixVaBkZGdDr9UhPT0dqaiqefPJJ0ZGISGV4YxHzTJky\nBZ9//jmmTZuG4P/raJPnztRJK3MnsjK3JPztzzVDfMqdl4jIVtLS0uDv74/nn38eu3btgrOzs+hI\nREQOKysrC97e3vj999+xb98+tGrVSnQkUhA2YKnCunfvHrp164YffvgBSUlJaNeOe1ER0f+YOtVq\nyTJ2R1XWc7Zy5UrMnj0bAwcOxNSpU3Fz6WabPXemTlqZM5GlbVC31D8TESnJf/7zH3h6eqJ+/fpI\nSkpC9erVRUciInJYeXl5CAwMxIkTJxAdHY3XX39ddCRSGDZgqUIyGo3o27cvUlJSEBkZiXfeeUd0\nJCJSEHOmWnljkfvKes5iYmIwbNgweHt7Y8WKFZAkSdhzZ+mWEW4jgnB3/7+AvHygkhZuI4JsmJKI\nyHJXrlyBu7s7jEYj9u7di8cee0x0JCIihyXLMoYPH449e/YgPDwcPXr0EB2JFIgNWKqQPvjgA0RF\nRWHu3LkIDg4WHYeIFMacqVbeWOS+0p6zY8eOITAwEEHP/xOLXuuKvFM/odKDyVNbPXclNVmz087g\nv11HArl5gFMlNIoNN/m4Lh1ao1Hcsgr/WhORst2+fRteXl64dOkSUlJS0KJFC9GRiIgc2uzZs7F6\n9WpMmDABI0aMEB2HFIoNWKpwFi1ahEWLFmHEiBH44IMPRMchIgUydzKTNxYp+Tn74Ycf4OPjA/eG\nT2H69SrIXPg5bodvLZyQLfrcWeOGZqVN496KMgA5ufc/MScXt6IMZh2HrzURKVlubi78/f3x9ddf\nY8+ePfjnP/8pOhIRkUPbuHEjpkyZgj59+mDOnDmi45CCsQFLFcr27dsxduxY9OjRA4sXL4YkSaIj\nEZECcarVNEWbpUWfswtJKYh4bwTaOdXA4j6DIK/eVepUsbVuaPbINK6cg/R5G1B7/AC4dGiNolWf\n7wJE5ChkWcbAgQNhMBiwdu1aeHl5iY5EROTQkpKSMHDgQLz77rtYt24d+wtUKjZgqcI4dOgQQkJC\n8PrrryMyMhJarVZ0JCJSME46/k922hnc+Gwr7p35FRrXyqg5KACVWzYrtlla8JxdSzmBzL5T0F+u\nhVCX+qjzVFNcL2Oq2Fo3NCucxpVzAKOMrNSTuHjiWzTcvQTVe+qQuS0Jcm4eJKdKqN5TV+7nh4hI\nCaZMmYLPP/8c06ZNQ2hoqOg4REQOLS0tDf7+/nj++eexc+dOODs7i45ECscGLFUIp0+fRteuXdGi\nRQvExsbCxcVFdCQiIlXITjuD//oMv3/jKQD5AK6NnY8qHq+V2Cy9d+8eNoyYAF8ZqCRJQF4+jOkZ\nZU4VW+umXAXTuOnzNiAr9SRglCHn3s/oFtYHDWPDOd1MRA5l5cqVmD17NgYOHIipU6fa/HjW2C6G\niEit/vOf/8DT0xMNGjRAUlISqlevLjoSqQAbsOTwzp8/D71ejxo1aiA5ORlubm6iIxERqUbW8VOF\nzdeH5V26Vmyz1Gg0om/fvvjl51PoWu8FwCgX/n1ZU8XW3PrBpUNr1B4/ABdPfFs4pVuQkdPNRORI\nYmJiMGzYMHh7e2PFihV/WwJr7WaptbaLISJSo7/++gvu7u6QZRkGgwGPPfaY6EikEmzAkkO7fv06\ndDod7t69i2PHjqFx48aiIxERqYrrK+2AStq/NWFrBHuhcstmfzupHzduHKKiovDpp5+iyVueZp/0\nW7M5yr18icjRHT9+HEFBQXjppZewfft2VKr06OmdLZql1touhohIbW7fvg1PT09cunQJKSkpaNGi\nhehIpCJswJLDysrKgo+PD86dO4d9+/ahdWv+YkhEZC6XDq3RKG7Z3/aArRniU/j3BRYtWoTFixdj\nxIgRGD9+PCRJEn5SzmlXInJUP/74I7y9vdGkSRMkJCSgSpUqf/scWzRLrbVdDBGRmuTm5sLf3x+n\nTp1CbGws/vnPf4qORCrDBiw5pPz8fAQFBeGLL75AdHQ03njjDdGRiIhUy6VDazwe8Umpn7Nt2zaM\nHTsWPXr0wOLFi3kXWCJSFEfbs/TixYvQ6XRwdnaGwWBA3bp1i/28spqlljwvXF1ARBWNLMsYOHAg\nDAYD1q5dCy8vL9GRSIXYgCWHI8syRowYgdjYWISHh6NHjx6iIxERObRDhw6hb9++eP311xEZGQmt\nVis6EhFRIUfbszQjIwN6vR7p6elITU3Fk08+WeLnltYsLc/zwtUFRFSRTJkyBZ9//jmmTZuG0NBQ\n0XFIpdiAJYczZ84crFy5EuPHj8eIESNExyEicminT59Gt27d0KJFC8TGxsLFxUV0JCKiRzjSnqX3\n7t1Dt27d8MMPPyApKQnt2pW9/L+kZqno58XRppKJyDGtXLkSs2fPxsCBAzF16lTRcUjF2IAlh7Jp\n0yZMnjwZwcHBmDNnjug4REQO7fz589Dr9ahevTqSk5Ph5uZm9ww8gSdSDqX+PDrKnqVGoxH9+vVD\nSkoKIiMj8c4775Tr8UQ+L442lUxEjik2NhbDhw+Ht7c3VqxYwS22qFzYgCWHkZycjNDQULzzzjtY\nv349NBqN6EhERA4rPT0dOp0Od+/exbFjx9C4cWO7Z+AJPJFyKPnn0VH2LP3ggw+wfft2zJ07F8HB\nweV+vKLPCwDcWBJpl+dI9PQtEVFZjh8/jsDAQHTo0AHbt29HpUpsn1H5lNmhkiRpgyRJf0mSdOah\nj02TJOm/kiR98+B/HraNSVS6tLQ0+Pv74/nnn8euXbvg7OwsOhKRxVh3SemysrLg7e2Nc+fOYc+e\nPWjdWsxJ8yMn8Ln3T+CJzMWaax1K/3l06dAabmF9VNvkW7RoERYtWoQRI0bggw8+sNrjFjwvAHDR\nLwzpn67DRb8wZKedKeMry6dg+hZajaqnksl8rLmkBj/++CO8vb3RpEkTJCQkoEqVKqIjkQMwZURw\nEwBdMR9fLMty2wf/S7JuLCLTnT17Fp6enqhXrx6SkpJQvXp10ZGIymsTWHdJofLz8xEUFIQvvvgC\nmzdvxhtvvCEsC0/gyUo2gTW33PjzaDvbt2/H2LFj0aNHDyxevNgmS2Dt3UAvmL6tPTFUUdPSZBeb\nwJpLCnbx4kXodDo4OzvDYDCgbt26oiORgyhzhlqW5VRJkpraPgqR+f766y+4u7vDaDRi7969eOyx\nx0RHIio31l1SKlmWMWLECMTGxmLp0qXw9/c3+WttsTekoywrJrFYc62DP4+2cejQIYSEhOD1119H\nZGQktFqtTY4jYj/Ykm4ORo6NNZeULCMjA3q9Hunp6UhNTcWTTz4pOhI5kPJsYjFCkqQQACcBjJVl\n+YaVMhGZ5Pbt2/Dy8sLFixdx6NAhtGjRQnQkIltj3SWh5syZg5UrV2L8+PEYOXKkyV9ny70heQJP\nNsSaayb+PFrX6dOn0a1bN7Ro0QKxsbFwcXGx2bHs0UBX6k3aSDFYc0moe/fuwc/PDz/88AOSkpLQ\nrh1XcpB1WXqXopUAmgFoC+ASgIUlfaIkSe9LknRSkqSTV69etfBwRI/Kzc1FQEAAvvrqK0RFRaFj\nx46iIxHZmkl1lzWXbGXTpk2YPHkyevfujTlz5pj1taL2hsxOO4MbSyJtvpchOST+rktCnT9/Hnq9\nHtWrV0dycjLc3NxsfkxT98m1pLYWXIiz1x6zpDqsuSSU0WhEv379cOjQIWzcuBHvvPOO6EjkgCxq\nwMqyfEWW5XxZlo0A1gJ4qZTPXSPLcntZltvXq1fP0pxEhWRZxqBBg5CcnIxVq1bB29tbdCQimzO1\n7rLmki0kJycjNDQUb7/9NjZs2ACNxrxfH0TsDcmTfSoP/q5LIqWnp0On0+Hu3bswGAxo3Lix6EiF\nSqutpTVmlX6TNhKLNZdEGz9+PLZv3465c+ciODhYdBxyUBZtQSBJ0uOyLF968MduAHhWQ3YzdepU\nbNy4ER9//DEGDhwoOg6RXbDukihpaWnw9/dHmzZtsGvXLjg7O5v9GCL2hnzkZB/3T/a55JVMxZpL\nomRlZcHb2xvnzp3Dvn370Lq1supWSbX14a1moNWiRqAHqvfUFdZdEXvMknqw5pJIixcvxsKFCzFi\nxAh88MEHouOQAyuzAStJ0jYAnQHUlSTpTwAfA+gsSVJbADKA3wEMsmFGokKrVq3CrFmzEBoaio8/\n/lh0HCKbYN0lpTh79iw8PT1Rr149JCcno0aNGhY/lr33huTJPpmKNZeUIj8/H0FBQfjiiy8QFRWF\nN954Q3Skvymptj7cmEW+Ebci4pAZZSjc85s3aaMCrLmkJNu3b8eYMWPQo0cPLF68GJIkiY5EDqzM\nBqwsy4HFfHi9DbIQlSo2NhbDhg2Dl5cXVq5cyeJIDot1l5Tgr7/+gru7O4xGIwwGAx577DHRkczC\nk30yFWsuKYEsyxgxYgRiY2OxdOlS+Pv7i45UrJJqa2Fj1pgDyDIgy5Dv5eBWlKHwc3iTNgJYc0k5\nDh06hJCQELz++uuIjIyEVqsVHYkcnKU34SKyq+PHjyMwMBAdOnTA9u3bUamSRbtnEBGRCW7fvg1P\nT09cvHgRCQkJeOaZZ0RHeoSpN4Ax9YYyRESizZkzBytXrsT48eMxcuRImx/P0psUZqedKfbCVkFj\ntnqID1DpQRNDlnF7WxL34CYixTl9+jS6deuGFi1aIDY2Fi4uLqIjUQXALhYp3o8//ghvb280btwY\n8fHxqFq1quhIREQOKzc3FwEBAfj6668RGxuLjh07io70iIf3GZScnAqXtxIRqdWmTZswefJk9O7d\nG3PmzLH58Syto2V9XcGEqwTgVkTc/SnY/HzuwU1EinL+/Hno9XpUr14dycnJcHNzEx2JKghOwJKi\nXbx4ETqdDs7OzjAYDOCdLomIbEeWZQwaNAjJyclYtWoVvL29RUd6RHbaGaTP2wD5Xs79G8Dk8E7a\nRKRuycnJCA0Nxdtvv40NGzZAo7H96dkjN9LKNb2Omvp11XvqIFV2BrQa7sFNRIqSnp4OvV6Pu3fv\nwmAwoHHjxqIjUQXCCVhSrIyMDOj1eqSnp+PIkSNo1qyZ6EhERA5t6tSp2LhxIz7++GMMHDhQdJxH\nFE5e3bt3/xYdAGA0Iv/WbdxYEsl9XolIddLS0uDv7482bdpg165dcHZ2tstxLb1Joalfxz24iUiJ\nsrKy4O3tjbNnz2Lfvn1o3Zq1ieyLDVhSpHv37sHPzw8//PADEhMT8cILL4iORETk0FavXo1Zs2Yh\nNDQUH3/8seg4f1M4eSU/9EEJyFgZBcgytyMgIlU5e/YsPD09Ua9ePSQlJaFGjRp2O7alDVJzvq64\nG26VtH8sEZGt5efnIygoCF988QWioqLwxhtviI5EFRAbsKQ4RqMR/fr1w6FDh/D555/j3XffFR2J\niMihxcbGYujQofD09MTKlSshSZLoSAAePVkvnLyScwGjEdBIgEZz/7+NMmTkcp9BIlKFv/76C+7u\n7sjPz4fBYMDjjz9us2OVdtMsS+qlpV/H/buJSBRZljFixAjExsZiyZIl8Pf3Fx2JKig2YElxxo8f\nj+3bt2POnDkICQkRHYeIyKH961//QmBgINq3b4+oqChUqlTyrwb2nF4q7mS9YPJKU7smjOkZ0NSu\nieuTwws/h/sMEpHS3b59G56enrh48SIOHjyIZ555xmbHUlLT85H9Y3nBjIjsaM6cOVi5ciU++OAD\njBo1SnQcqsDYgCVFWbx4MRYuXIjhw4djwoQJouMQETm0n376Cd7e3mjcuDESEhJQtWrVEj/X3ify\nxZ2su4X1+dsxK7dsxiWtRBWQGpez5+bmIiAgAF9//TViYmLw8ssv2/R49mx6FrweBRfIir4ulu47\nS0RUHps2bcLkyZPRu3dvfPrpp6LjUAXHBiwpRlRUFMaMGYPu3btjyZIlilkCS0TkiC5evAh3d3c4\nOTnBYDCgXr16pX6+vaeXSjpZL9p0sXQ5LBGpl5ImO00lyzIGDx6M5ORkrF69Gj4+PjY/pr2anoWv\nR04OYJQBjQTJ2fmR14U35iIiezMYDAgNDcXbb7+NDRs2QKPRiI5EFRwbsKQIKSkpCAkJwWuvvYbN\nmzdDq9WKjkRE5LAyMjLg4eGB9PR0HDlyBM2aNSvza1xfaQdotfdPrrVai0/kTZ1aK+5kXY1NFyKy\nPjUuZ//444+xYcMGTJ06Fe+//75djmmvpmfh62F8cJdEoww59++vCy+YEZG9nDx5Ej169ECbNm2w\na9cuODs7i45ExAYsifftt9+ia9euaN68Ofbs2QMXFxfRkYiIHFZOTg78/Pzw/fffIzExES+88ILJ\nXysBkB/8vyXMbaAWPVlXY9OFiKxPbcvZV69ejZkzZ+K9997DtGnT7HpsezQ9i7tJohpeFyJyTGfP\nnoWnpyfq1auH5ORk1KhRQ3QkIgBswJJgf/zxB/R6PapXrw6DwQA3NzfRkYiIHJbRaES/fv1w6NAh\nRERE4N133zX5a7OOn4Kcnw/IMuT8fIuan6U1UE2ZjFVb04WIbENNy9n37NmDoUOHwtPTE6tWrRK6\nxZat9s19+PUoaQ9YIiJ7+Ouvv+Du7o78/HwYDAY89thjoiMRFWIDloRJT0+HTqfDnTt3cPToUTRu\n3Fh0JCKiQmq8wUtZJkyYgG3btmHOnDno06ePWV9rjeZnafu6mjIZq6amCxHZlhqWs3/xxRfo1asX\n2rdvj6ioKFSqJO7Uy9ZbuKjh9SAix3bnzh14eXnh4sWLOHToEJ555hnRkYgewQYsCZGVlQVfX1+c\nPXsWe/fuRZs2bURHIiIq5Ih7jS5ZsgQLFizA8OHDMWHCBLO/3hrNz5Iew5ytBXiST0Rq8NNPP8HL\nywuNGzdGQkICqlatKjRPebZwMeeCpCNevCQi5cvNzUVAQAC++uorxMTEoGPHjqIjEf0NG7Bkd/n5\n+QgODsbx48exfft2dO7cWXQkIqJHONpeo9HR0Rg9ejS6d++OJUuWWLwE1hrNz+Ieg1sLEJEjuXTp\nEnQ6HZycnGAwGFCvXj3RkSyus+ZckHTEi5dEpHyyLGPw4MFISkrCmjVr4OPjIzoSUbHYgCW7kmUZ\no0aNwu7du7F48WIEBASIjkRE9DeO1BBMSUlBnz598Oqrr2Lz5s3QarXCspQ0GWXKdC2nqohIDW7d\nugW9Xo/r16/j8OHDaNasmehIACxfxWDqBcnstDO4+lE45Ox7AOAQFy+JSB0+/vhjbNiwAVOnTsXA\ngQNFxyEqERuwZFdz587F8uXLMW7cOISFhYmOQ0RULEfZa/S7775D165d0bx5c8TFxcHFxUVYlrIm\no0qars1OO4PMKANubUkA8o2AUyU0ig1X7WtCRI4rJycHfn5++P7775GYmIgXX3xRdKRHWLKKwZQL\nktlpZ/DfriOBnNzCj0laraovXhKROqxevRozZ85EaGgopk2bJjoOUanYgCW7iYiIwKRJkxAUFIS5\nc+eKjkNEVCq17zX6xx9/QKfToXr16jAYDHBzcxOax5JtHQqbtg8mqgAAObm4FWVQ9WtDRI7HaDSi\nf//+OHjwICIiIvDuu++KjlRuBSsP6sweCWN6RokXJLOOnwJy8x75WLVAD9ZpIrKpPXv2YOjQofD0\n9MTKlSst3mKLyF7YgCW72Lt3L9577z106dIFGzduhEajER2JiMhhpaenQ6fT4fbt2zh27BgaN24s\nOpJZ2zoUnPTn/XnlftO2CP56TVQ2btthXxMmTMDWrVsxZ84c9OnTx+bHs/Xra85+rq6vtAOcKhVO\nwErOTqjRU2f1TEREBb744gv06tUL7du3R1RUFCpVYmuLlI//SsnmvvrqK3Tv3h2tWrXC7t274ezs\nLDoSEZHDysrKgq+vL86ePYu9e/eiTZs2oiMBMH1bh4dP+qHVQtJqIcsyYJQBCZCcnFCdJ/ZEpeLN\nkOxryZIlWLBgAYYNG4YJEybY/Hj2eH3NWbXg0qE1GsWG41aUARKA6j11/PdGRDbz008/wcvLC40b\nN0ZCQgKqVq0qOhKRSdiAJZs6d+4cPDw8ULduXSQnJ6NGjRqiIxERqY6pk075+fkIDg7GsWPHEBUV\nhc6dO9sv5AOlZTVlW4eHT/oBoFqwN5z+0QCa2jVLXQJLRP9jyZYfZJno6GiMGTMGfn5+WLp0qV2W\nwNrj9TX3ZpQFx886fgr3fjzH6WsisolLly5Bp9OhUqVKMBgMqFevnuhIRCZjA5Zs5urVq3B3d0de\nXh4MBgMef/xx0ZGIiFTH1EknWZYxatQo7N69G4sXL0ZAQIBis5bWpC160l+jlEmqoo/DJddE95nb\nPCPLpKSkoE+fPnjllVewefNmaLVauxzXHq+vuTejLKz/OTn3VyxoJEjOzpy+JiKruXXrFvR6Pa5f\nv47Dhw+jWbNmoiMRmYUNWLKJO3fuwMvLC3/++ScOHjyIZ599VnQkIiJVMnXSae7cuVi+fDnGjRuH\nsLAwAUlNy1pWk9aSrQokJyfUmT0S1yeHc8k1EcxvnpH5vvvuO3Tt2hXNmzdHXFwcXF1d7XZse72+\n5tyMsrD+G+X7HzDKkHM5fU1E1pGTkwM/Pz98//33SExMxIsvvig6EpHZ2IAlq8vLy0PPnj1x8uRJ\n7N69G506dRIdiYhItUyZdIqIiMCkSZMQFBSEuXPnCkh5nylZTWnSmrtVgYxc3Ik/zCXXRA8xp3lG\n5vnjjz+g0+lQvXp1JCcnw83NzS7HLTrlr6TXt7D+y7mA0Xh/ApbT10RkBUajEf3798fBgwfx+eef\n49133xUdicgibMCSVcmyjMGDByMxMRGrVq2Cr6+v6EhERKpW1qTT3r178d5776FLly7YuHEjNBqN\noKSmTWVZa+ls0cep6t0Z2Se+5ZJrIrKpGzduQKfT4fbt2zh27BiaNGlil+Mq9cZqDzeFC+o/9+wm\nImuaOHEitm7dijlz5iAkJER0HCKLsQFbwVl7v7xp06Zh/fr1+OijjzBo0CArJCQiopImnb766it0\n794drVq1wu7du+Hs7Cwg3aPKmsoqz9LZou9ZRR+ncstmXHJNRDaTlZUFHx8fnD17FgaDAW3atLHf\nsa1w4y1r/95fXFPYLaxPuR+XiKjA0qVLMX/+fAwbNgwTJkwQHYeoXNiArcCsfSV99erVmDFjBgYM\nGIAZM2ZYMSkRERV17tw5eHh4oG7dukhKSkKNGjVERzKZJUtnS3rPKrp/LBuvRGQL+fn5CA4OxrFj\nxxAVFYU333zTrscv7+oBW0zQZkYZIN/LAWSZW78QkdVFR0dj9OjR8PPzw9KlSyFJkuhIROUibp0i\nCffIlfQHm+RbKi4uDkOHDoWHhwdWrVrF4khEZENXr16Fu7s78vLyYDAY0LBhQ9GRbM6a71lEROaQ\nZRmjRo3C7t27sXjxYgQEBNg9Q8HUf+2JoRY1T02podlpZ3BjSSSy086U+XgZEXG4tTkekO/fdEvS\narn1CxFZzeHDh9GnTx+88sor2Lx5M7RarehIROXGCdgKzFr78H3xxRfo1asXXnzxRURHR8PJycnK\nSYmIqMCdO3fg5eWFP//8EwcPHsSzzz4rOpJdWOs9i4jIXHPnzsXy5csxbtw4hIWFCctRnin/smqo\nOROy2WlncG3CIiDfeP8DkoRqgR6cfiUiq/juu+/QtWtXNG/eHHFxcXB1dRUdicgq2ICtwMqzD1+B\nn3/+GV5eXmjUqBESExNRtWpVGyQlIiIAyMvLQ8+ePXHy5Ens3r0bnTp1Eh3JbqzxnkVEZK6IiAhM\nmjQJQUFBmDt3rug4Fiurhpqzx2zW8VOA0fi/D2g1qNFTZ8v4RFRB/PHHH9DpdKhWrRqSk5Ph5uYm\nOhKR1bABW0FlRMThTvxhVPXubPFm+ZcuXYK7uzsqVaoEg8GAevXqWTklEREVkGUZgwcPRmJiIlat\nWgVfX1+zH8PaN2CxN+7xSkT2tHfvXrz33nvo0qULNm7cCI1G3O5t1qjfpdVQc1YZuL7SDpKzM+Sc\nHECjQd25Y1ibiajc0tPTodfrcfv2bRw7dgxNmjQRHYnIqtiArYAyIuJwbex8AEDW4TQAQM0QH7Me\n49atW/Dw8MC1a9dw+PBhPPXUU1bPSUSkJrZubk6fPh3r16/HlClTMGjQIIvyWfsGLEREjuqrb2uS\nlQAAIABJREFUr75C9+7d0apVK+zevRvOzs7CstijfpuzysCWKxLUfqGQiCyTnZ0NX19f/Oc//8He\nvXvRpk0b0ZGIrI4N2AroTvzhv/3ZnAZsTk4O/Pz8cObMGcTHx6N9+/ZWTkhEpC62Pjles2YNpk+f\njgEDBmD69OkWPYY5y0vVhifsRNallJ8pUTnOnTsHDw8P1K1bF8nJyahRo4bdjl0ce9Vvc1YZ2GJF\nAi8UElVM+fn56N27N44dO4aoqCh07txZdCQim2ADtgKq6t25cPK14M+mMhqNGDBgAA4ePIhNmzZB\np+N+T0SkTPY8cbflyXF8fDyGDBkCDw8PrFq1CpIkWfQ4jnoTK56wE1mXUn6mROW4evUqdDod8vLy\nYDAY8Pjjj9v8mGVx1PpdlCNfKCSi4smyjFGjRmH37t1YvHgxAgICREcishk2YCuggmnXgj1gzZl+\nnThxIrZs2YJPPvkEffv2tVVEIqJyKc+JuyWNW1udHJ84cQI9e/bEiy++iOjoaDg5OVn8WCJuYmWP\nJnhZJ+xKmeQjUgulNMFE5Lhz5w68vLxw4cIFHDx4EM8++6xNj2eKghpWZ/ZIGNMzbFbLlFArK0qj\nmYj+Z+7cuVi+fDnGjRuHsLAw0XGIbIoN2AqqZoiP2fu+hoeHY/78+Rg6dCgmTpxoo2REROVn6Ym7\npY1bWzQ3f/75Z3h5eaFRo0ZITExE1apVy/2Y9ryJlb2m10o7YVfKJB+RmpjaBCvasLN2A8/ezbi8\nvDz06tULJ0+eRExMDDp16mTT45nCXjVMKbVSxIVCIhInMjISkyZNQlBQEObOnSs6DpHNsQFLJomO\njkZYWBi6deuG8PBwi5fAEhHZg6Un7uWZuLJmc/PSpUvQ6XTQarUwGAyoV6+eVR7Xnuy5Z2FJJ+xK\nmeQjUhNTmmBFG3Z1Zo/E9cnhVm3g2bMZJ8syBg8ejISEBKxatQo+PuYNKdiKvWqYkmqlPS8UEpE4\ne/fuxYABA/DWW29hw4YN0Gg0oiMR2RwbsFSmI0eOoE+fPujUqRO2bNkCrVYrOhIRUaksPXFXwvLH\nW7duwcPDA1evXsXhw4fx1FNP2T2DNdjzuSzphF0JryeRGpXVBCvasLsTfxhyTg5glCHL1mvg2asZ\nN336dKxfvx5TpkzBoEGDbH48U5VUw9Q+bUxEFdtXX32F7t27o1WrVoiJiUHlypVFRyKyCzZgqVTf\nffcdfH198dRTTyEuLg6urq6iIxERmcSSE3fRyx9zcnLQvXt3nDlzBvHx8Wjfvr1dj29NDz+Xmto1\nkXX8VOHHRWTgclYi6ynasHNu8/T/bvBqNEJTu6bYgGZYs2YNpk+fjgEDBmD69Omi4zyiuBpmi+0C\nWCuJyF7OnTsHDw8P1K1bF0lJSahRo4boSER2wwYslejChQvQ6/WoWrUqDAYDateuLToSEZHNiVr+\naDQaMWDAABw4cACbNm2CTqezewZrK3geRe4tyOWsRNZXtGGXdfwUoJEAowxoJBjTM0RHNEl8fDyG\nDBkCDw8PrFq1SpFbbBWtYY9MHxtzkBllUNW0MRFVXFevXoVOp0NeXh4MBgMaNmwoOhKRXbEBS8W6\nceMGdDodMjMzcfToUTRp0kR0JCIihzZp0iRs2bIFs2fPRt++fUXHsRol7S1IRNZTtGEnOTsXXmhR\nwxL2EydOoGfPnnjxxRcRHR0NJycn0ZFM4vpKO0haLeR8IyDLuLUtCdV76lhXiUjR7ty5Ay8vL1y4\ncAEHDx7Es88+KzoSkd1xp2P6m+zsbPj6+uLXX39FbGwsnn/+edGRiIgcWnh4OObNm4ehQ4di0qRJ\nouNYVcFSZWg1qmnMEJF5CiZia08MtfuUuyV+/vlneHl5oVGjRkhISEDVqlVFRzKZS4fWqBboARRM\n6+bnF27xQkSkRHl5eejZsydOnjyJ7du3o1OnTqIjEQlRZgNWkqQNkiT9JUnSmYc+VluSpP2SJP36\n4P/dbBuT7CU/Px/BwcE4evQoIiIi8Oabb4qORFThKKHuZqedwY0lkchOO1P2J1O5REdHIywsDN26\ndUN4eLgil8CWh9oaM1TxKKHmOgKXDq3hFtan1J9xJby3XLp0CTqdDlqtFgaDAfXr1xeWxVI1euog\nVXbmhS1SJdbcikWWZQwePBiJiYlYsWIFfH19RUciEsaUCdhNAIpuRDcRwEFZlp8GcPDBn0nlZFlG\nWFgYdu3ahUWLFqFXr16iIxFVVJsgsO4W3OAj/dN1uOgXxiasDR05cgR9+vRBp06dsGXLFmi1Wpsd\nS2Tjw5TGjLmU0Mghh7EJ/F3X5pTw3nLr1i14eHjg6tWrSExMxFNPPWX3DNbAC1ukcpvAmlthTJ8+\nHevXr8dHH32EQYMGiY5DJFSZe8DKspwqSVLTIh/2BdD5wX9/DuAwgAlWzEUCzJs3D8uWLcOYMWMw\nevRo0XGIKizRdZd7dtrHd999B19fXzRr1gxxcXFwdXW12bFscddse8hOO1PsXbnV+v2QMomuuRWF\n6PeWnJwcdO/eHd999x0SEhLQvn17ux3bFtRy06yS6jhVXKy5FceaNWswffp09O/fHzNmzBAdh0g4\nS2/C1UCW5UsP/vsygAZWykOCbN68GRMnTkSvXr0wf/580XGI6O/sVncL9uyUoZ6bqajNhQsXoNfr\nUbVqVRgMBtSuXdumxxPd+LBEYZP13j1AklBzWCDqTh0CQJ3fD6kOf9e1MpHvLUajEe+99x4OHDiA\njRs3QqcrOnxHtsCLZWQG1lwHEx8fjyFDhkCv12P16tUOt8UWkSUsbcAWkmVZliRJLunvJUl6H8D7\nANCkSZPyHo5sYN++fejfvz/efPNNbNq0CRoN781GpGSl1V1r1NyCpY2cWLGNGzduQKfTITMzE6mp\nqXjiiSdsfkw1NtWzjp+633yVAcgyMj7bCqemjVAzxEeV3w+pF3/XtQ6R7y2TJk3C5s2bMWvWLPTr\n189ux63oeLGMLMGaq34nTpxAz5498cILLyA6OhpOTk6iIxEpgqUN2CuSJD0uy/IlSZIeB/BXSZ8o\ny/IaAGsAoH379iUWUhLj66+/Rvfu3fHcc88hJiYGlStXFh2JiIpnUt21Vs1Vy9JGtcnOzoavry9+\n/fVXGAwG/N///Z9djqvGprrrK+3u3+Vb/t8/4zvxh1EzxEeV3w+pjiJ/11X7cm4R7y3h4eGYN28e\nhg4dig8//NCux36Y2l87S/BiGZlBkTWXzPfzzz/Dy8sLjRo1QmJiIqpVqyY6EpFiWNqAjQPQF8Cn\nD/5/j9USkd2cO3cOHh4eqF27NpKTk1GzZk3RkYioZKy7Kpefn4/g4GAcPXoU27Ztw1tvvWXX46ut\nqe7SoTVqDgtExmdbCz9W1bvzI3+vpu+HVEdxNZfLuc23Y8cOhIWFoWvXrggPDxe2BLaivnb3fjwH\n5+eaQdugLtxGBFWI75kspriaS+a7dOkSdDodNBoNDAYD6tevLzoSkaKU2YCVJGkb7m+IXVeSpD8B\nfIz7hTFakqT3AJwHEGDLkGR9165dg06nQ05ODlJSUtCwYUPRkYjoAdZdxyPLMsLCwrBr1y4sXLgQ\nvXr1Eh1JFepOHQKnpo1wJ/4wqnp3Rs0QH9GRyAGppeaqZTm3UiY9jxw5guDgYHTq1Albt26FVqsV\nlkUtr501ZUTE4drY/91XosrbHR3+eybTqKXmknlu3boFDw8PXL16FYcPH8ZTTz0lOhKR4pTZgJVl\nObCEv+pi5SxkJ3fu3IGXlxcuXLiAAwcOoGXLlqIjEdFDWHcdz7x587Bs2TKMGTMGY8aMER1HVWqG\n+LDxSjallpqrhuXcSpn0PHPmDHx9fdGsWTPExcXB1dXV7hkepobXztruxB/+259ZywlQT80l0+Xk\n5KB79+747rvvkJCQgPbt24uORKRI5b4JF6lLXl4eevXqhbS0NOzatQuvvPKK6EhERA4tMjISEydO\nRK9evTB//vyyv4AeoZRpOiLR1LD3sRImPS9cuACdToeqVavCYDCgdu3adj1+cdTw2pXF3Fpc1bsz\nsg6nPfJnInI8RqMRAwYMwIEDB7Bx40bodDrRkYgUiw3YCkSWZQwZMgQJCQlYsWIFunbtKjoSEZFD\n27dvHwYMGIA333wTmzZtgkajER3JIqKaoEqZpiNSCqXvfSx60vPGjRvQ6XTIzMzE0aNH8cQTT9j8\nmKbWR3u+dtau2ZbU4oJpV24hQ+TYJk2ahC1btmD27Nno16+f6DhEisYGbAUyY8YMrFu3DpMnT8aQ\nIUNExyEicmhff/01unfvjueeew4xMTGoXLmy6EgWEdkEVcI0HRGZTuSkZ3Z2Nnx9ffHrr7/CYDDg\n+eeft/0xFXiRyBaZLK3F3EKGyLGFh4dj3rx5GDp0KCZNmiQ6DpHiqXMUh8y2du1aTJs2Df369cPM\nmTNFxyEicmjnzp2Dh4cHateujeTkZNSsWVN0JIs9cuKde//E214Kpumg1VSYfROJ1M6lQ2u4hfWx\nayMyPz8fwcHBOHr0KCIiIvDWW2/Z5bgi66M9M7EWE1FRO3bsQFhYGLp27Yrw8HBIkiQ6EpHicQK2\nAkhISMDgwYOh1+uxZs0aFkciIhu6du0adDodcnJykJKSgoYNG4qOBMDyJakilxQ7wr6JRGqkpr2X\nZVnG6NGjsWvXLixcuBC9evWy27FFb7lgr0ysxUT0sNTUVAQHB6NTp07YunUrtFqt6EhEqsAGrIM7\nceIEAgIC8MILLyA6OhpOTk6iIxEROaw7d+7Ay8sLFy5cwP79+9GyZctyPZ61miDlWZIq+sRb6Xte\nEjkaJS6rL828efPw2WefYfTo0RgzZoxdjy26PtozE2sxEQHAmTNn4OPjg2bNmiEuLg6urq6iIxGp\nBhuwDuznn3+Gl5cXGjZsiMTERFSrVk10JCIim1DCtFZeXh569eqFtLQ07Ny5E6+++mq5slmzCWLu\n/n1FM/PEm6jiUNPey5GRkZg4cSJ69eqFBQsWCMmgxPqoxExEpH4XLlyATqdD1apVYTAYULt2bdGR\niFSFDVgHdfnyZeh0Omg0GhgMBtSvX190JCIim1DCtJYsyxgyZAgSEhKwYsUKdOvWrdzZrNkEMWdJ\nqhKeTyKyn6IXXJS4rL44+/btw4ABA/Dmm29i06ZN0Gh4awsiIlu5ceMG9Ho9MjMzcfToUTzxxBOi\nIxGpDhuwDujWrVvw8PDAX3/9hcOHD6N58+aiIxER2UxJjUp7TsXOmDED69atw+TJkzFkyJAys5nC\nlCaIqd+jOUtSH8lszMGtKAMbsEQOqqQLLkpbVl/U119/je7du+O5555DTEwMKleuLDSPElZhEBHZ\nSnZ2Nrp27YpffvkFBoMBzz//vOhIRKrEBqyDycnJQffu3fHtt98iPj4eHTp0EB2JiMimimtU2nOK\nc+3atZg2bRr69euHmTNnlpnNVGU1QTIi4nBtwiLAaITk7Fzm92jqklTXV9oBWi2QbwRkGbe3JaFG\nTx2bCkQOqKSLREpewn7u3Dl4eHigdu3aSE5ORs2aNYXmsef7DRu9RGRv+fn56NOnD1JTU7Ft2za8\n9dZboiMRqRYbsA7EaDTivffew4EDB7Bx40bo9XrRkYiIbK64RuWNJZGPTHFm2miKMyEhAYMHD4ZO\np8OaNWsgSVKZ2cxRUhMkO+3M/eZrXj4AQM6x3j6NLh1ao0agB25FxAGyDDk/X9F7QBKR5dSy3UCB\na9euQafTIScnBykpKWjYsKHoSHbbM5fbwxCRvcmyjNGjR2Pnzp1YuHAhevXqJToSkaqxAetAPvzw\nQ2zevBmzZs1Cv379RMchIrKboo1K11faQdJqIT+Y4ry1LQnVrTzF+eWXXyIgIAAvvPACduzYAScn\nJ5OyWUPW8VOA0fi/D2gkqzZOqvfUITPKUHiib43HLmtyi5NdRPanhu0GCty9exdeXl64cOECDhw4\ngJYtW4qOBMB+TeziGr0FH1f6a0dE6jR//nx89tlnGDNmDMaMGSM6DpHqsQHrID777DPMnTsXgwcP\nxocffig6DhGRUC4dWqNaoAcyH0xxwspTnL/88gs8PT3RsGFDJCYmolq1alZ5XFO5vtIOkrMz5Jwc\nQKNB3bljrHry7dKhNerMHok78YdR1btzuR+7rMktTnYRiaPk7QYK5OXloWfPnkhLS8OuXbvwonNN\n3FgSqYjGo72a2EUbvZraNVk3ichmIiMjMWHCBPTs2RPz588XHYfIIbAB6wB27tyJUaNGwdfXF8uW\nLfvbElgiooqoRk8dblt5ihMALl++DJ1OB41GA4PBgPr161vlcc1h6xP+7LQzuD45HHJuLrJPfIvK\nLZtZdIyCqda8P6+UukTXXkt4iUh9ZFnG0KFDkZCQgBUrVkDXqHm5Go+2mLa3RxO7aN1n3SQiW9m/\nfz8GDBiAN998E59//jk0Go3oSEQOgQ1YlUtNTUVwcDBefvllbNu2DVqtVnQkIiJFsEWTMjMzE56e\nnrhy5QoOHz6M5s2bWyGpZWx5wm+NE/uHp1qh1d7fEgIothmutn0oich+ZsyYgbVr12Ly5MkYMmTI\no3t8m1mf1D5tX7Tus24SkbWdOnUKfn5+aNmyJWJiYlC5cmXRkYgcBhuwKnbmzBn4+PigadOmiIuL\ng6urq+hIRESKYs0mZU5ODnr06IHTp08jLi4OHTp0sMrjKpE1GqIPN3EBoFqwN5z+0aDYZria9qEk\nshfuiwysW7cO06ZNQ9++fTFz5kwAZden0p43R5oaLaibt6IMKLr2jf92iMgSv/32G/R6Pdzc3JCc\nnIyaNWuKjkTkUNiAVakLFy5Ar9ejSpUq2Lt3L+rUqSM6EhGRw5JlGaGhodi3bx82bNgADw8P0ZEK\n2Wo5bXkbokWbJDXKuAlawd8V3FiGTQOqyNQ+qWkNCQkJGDx4MHQ6HdauXVu4xVZp9ams580Rp+0L\nttrJjDKg4e4lAFDh/+0QkfmuXbsGd3d35OTkICUlBY0aNRIdicjhsAGrQjdv3oRer0dGRgZSU1Px\nxBNPiI5EROTQJk2ahMjISMycORP9+/cXHaeQLZs05ZkeLmgK15k9Esb0DJOauGw4Ef2PI01qWuLL\nL79EQEAA2rVrhx07dsDJyemRvy+pPpX1vDnatH1x3y+ACv1vh4jMd/fuXXh5eeHChQvYv38/WrZs\nKToSkUNiA1ZlsrOz4evri19++QXJyclo27at6EhERA7ts88+w9y5czF48GBMnjxZdJxHKLFJY2kj\nVYnfC5EojjipaapffvkFnp6eaNiwIRITE1GtWjWTv9aU580eN8yyl5K+X6X82+FWCETKl5eXh549\neyItLQ07d+7Eq6++KjoSkcNiA1ZFjEYj+vTpg9TUVGzduhVdunQRHYmIyKHt3LkTo0aNgq+vL5Yt\nW1a4BFYplNiksbSRqsTvhUgUR5vUNNXly5eh0+mg0WhgMBhQv359s76+IjxvRZuaxX2/SngOuKqB\nSPlkWcbQoUORkJCAFStWoFu3bqIjETk0NmBVQpZljB49Gjt37sSCBQsQGBgoOhIRkUNLTU1FcHAw\nXn75ZWzbtg1arVZ0pL9RYrPBnEaqKY0EoorKkSY1TZGZmQlPT09cuXIFhw8fRvPmzS16HEd+3kpq\nahZ3Y0PRzwFXNRAp34wZM7B27Vp8+OGHGDJkiOg4RA6PDViVWLBgAcLDwxEWFoYxY8aIjkNE5NC+\n//57+Pr64sknn0RcXBxcXV1FRyqREk60H2ZqI9XURgIROb6cnBz06NEDp0+fRnx8PDp06CA6kiI9\n0tSUc5E+bwNqjx+gyLrJVQ1EyrZu3TpMmzYNffv2xaxZs0THIaoQ2IBVgc2bN2P8+PEICAjAwoUL\nFbcElojIkVy4cAE6nQ6urq4wGAyoU6eO6EiqY0ojldNRRATcX+UVGhqKffv2YcOGDdDr9aIjWYUt\n9j8tbGrKuYDRiKzUk7h44ltFLu/nqgYi5UpISMDgwYOh0+mwdu1a9heI7IQNWIXbv38/+vfvj86d\nOyMiIgIajUZ0JCIiRSvPSe/Nmzeh1+uRkZGB1NRUPPHEEzZKSZyOIiIA+PDDDxEZGYmZM2eif//+\nouNYha32Py1oaqbP24Cs1JOAUYacq9wLWFzVQKQ8X375JQICAtCuXTvs2LEDTk5OoiMRVRhswCrY\nqVOn4Ofnh5YtWyImJgaVK1cWHYmISNFMOektqUGbnZ0NX19f/PLLL0hOTkbbtm3tHb9C4XQUES1b\ntgyffvopBg8ejMmTJ4uOYzW2nPB36dAatccPwMUT3xa+1/ECFhGZ4pdffoGnpycaNmyIxMREVKtW\nTXQkogqFDViF+u233+Dh4QE3NzckJyejVq1aoiMRESleWSe9JTVojUYj+vTpg9TUVGzZsgVdunQR\n+F1UHJyOIqq4du3ahZEjR8LX1xfLli1zqCWwtp7w5wUsIjLX5cuXodPpoNFoYDAYUL9+fdGRiCoc\nNmAV6Nq1a9DpdMjOzsbBgwfRqFEj0ZGIiFThkf3xJAma2jUf+fviGrSV27fC6NGjsXPnTixYsABB\nQUGC0hMRVQxHjx5F79698fLLL2Pbtm3QarWiI1mVPRqkvIBFRKbKzMyEp6cnrly5gsOHD6N58+ai\nIxFVSNxQVGHu3r0Lb29vnD9/HvHx8XjuuedERyIiUg2XDq1RZ/ZIQCMBRiOuTw5HdtqZwr8vaNBC\nqymcSlqwYAHCw8MRFhaGMWPGCExPROT4vv/+e/j4+ODJJ59EXFwcXF1dRUeyCZcOreEW1odNUiIS\nKicnBz169MDp06exc+dOdOjQQXQkogqLE7AKkpeXh169euHLL7/Ezp078eqrr4qORESkOsb0DECW\ni705SdGppJ0/f4Px48cjICAACxcudKglsERESvPnn39Cp9PB1dUVBoMBderUER2JiMhhybKM0NBQ\n7Nu3Dxs2bIBerxcdiahCYwNWIWRZxtChQxEfH49ly5bBz89PdCQiIlUqa++9gmWb+/fvR//+/dG5\nc2dERERAo1HnopCSbipGRKQkN2/ehF6vR0ZGBlJTU/HEE0+IjkRE5NA+/PBDREZGYubMmejfv7/o\nOEQVHhuwCjFr1iysXbsWkyZNwrBhw0THISJSLVP23jt16hT8/PzQsmVLxMTEoHLlygKSll9JNxUj\nIlKS7OxsdO3aFT///DOSk5PRtm1b0ZGIiBzasmXL8Omnn2Lw4MGYPHmy6DhEBDZgFWH9+vWYOnUq\nQkJCMHv2bNFxiIhUr7Sbk/z222/w8PCAm5sbkpOTUatWLTuns57ibiqm5AYsp3WJKh6j0YiQkBAc\nOXIEW7ZsQZcuXURHIiJyaLt27cLIkSPh6+uLZcuWcYstIoVgA1awxMREDBo0CO7u7li3bh2LIxGR\nDV27dg06nQ7Z2dk4ePAgGjVqJDpSuZS13YKScFqXSJlseWFElmWMGTMGO3bswPz58xEUFGTVx1cb\nXoQiIls7evQoevfujY4dO2Lr1q3QarWiIxHRA2zACvTvf/8bAQEBaNu2LXbs2AEnJyfRkYiIHNbd\nu3fh7e2N8+fP48CBA3juuedERyo3U7ZbUAq1TesSKU1B805TuyaM6RlW+Zm39YWRBQsWYOnSpQgL\nC8PYsWOt9rhqxItQRGRr33//PXx8fNC0aVPEx8ejSpUqoiMR0UPYgBXk119/haenJx577DEkJiai\nevXqoiMRETmsvLw8BAYG4ssvv8TOnTvx6quvio5kNaVtt6AkaprWJVKawuZdTg5glAGNBMnZ2aQm\nXmlTl7a8MLJlyxaMHz8eAQEBmN2rP24u3az4C0W2xItQRGRLf/75J3Q6HVxcXGAwGFCnTh3RkYio\nCDZgBbhy5Qp0Oh0AwGAwoEGDBoITERE5LlmWMWzYMMTFxWHZsmXw8/MTHUn1LFlGq6ZpXSKlKWze\nGeX7HzDKkHPLbuKVNXVpqwsjBw4cQP/+/dG5c2esHTURl3uMqfCTn7wIRUS2cvPmTXh4eCAjIwOp\nqalo2rSp6EhEVAw2YO0sMzMTHh4euHz5MlJSUvD000+LjkRE5FCKNgdnzZqFNWvWYNKkSRg2bJjo\neKpXnmW0apnWJVKawuadXDABqzGpiVfW1KUtLoycOnUK3bp1wzPPPIOYmBjkb4q3+uSnGvdS5UUo\nIrKFe/fuoWvXrvjpp5+QnJyMtm3bio5ERCVgA9aOcnNz4e/vj9OnT2PPnj146aWXREciInIoRZuD\nX/XvgqkzpyIkJASzZ88WHU/1stPOIH3ehsJl0FxGS2QfDzfvzNkD1pSpS2teGPntt9/g4eEBNzc3\nGAwG1KpVC9lWnvxU816qvAhFRNZkNBoREhKCI0eOYMuWLejSpYvoSERUCjZg7USWZYSGhmLv3r1Y\nv349PD09RUciInI4D097GeUcpCxaCXd3d6xbtw6SJImOp2p/34PStAk8IrIOS5p39py6vHbtGnQ6\nHbKzs3HgwAE0atTIJhm4lyoR0f3+wpgxYxAdHY358+cjKChIdCQiKgMbsHYyefJkREREYMaMGRgw\nYIDoOEREDqlg2sso5yA7Px83nnwMO3fuhJOTk+hoqvfIHpQaCa6vv4ja4wew8UGkcPaYurx79y68\nvb1x/vx57N+/H61atbIogylbC9hyL9Xybm2gxq0RiEidFi5ciKVLlyIsLAxjx44VHYeITMAGrB0s\nW7YMc+bMwfvvv4+PPvpIdBwiIofl0qE18peOxapBYfi5qoT1B46gWrVqomOpRmnNg6JNDzZfiQgA\n8vLyEBgYiC+//BI7d+7Ea6+9ZtHjmLq1gK2meks6vqlNVTVvjUBE6rJlyxZ88MEHCAgIwMKFC7nK\ni0gl2IC1sd27d2PkyJHw8fHB8uXLWRyJiEpgjcmhK1euwH3cMGQiE/868C80aNDAyintz14TVWU1\nD3gDGSLHU976Issyhg0bhri4OCxbtgx+fn4WZzFnawFbTPUWd3wAJjdVM6MMkO/lADLn0BV4AAAg\nAElEQVT3xyYi2zlw4AD69++Pzp07IyIiAhqNRnQkIjJRuRqwkiT9DiATQD6APFmW21sjlKM4evQo\ngoKC0LFjR2zbtg2VKrHfTUTl46h11xqTQ5mZmfDw8MCVK1eQkpKCp59+utjjqKmBaM+JKlOaH7yB\nDFU0jlpzAcvry8N1dL4hBmvWrMGkSZMwbNiwMj+/tMe35dYCpiju+KY2hbPTzuDWtiRAlgEAklbL\n/bGJLODINdcavvnmG/j5+eHZZ59FTEwMKleuLDoSEZnBGh3BN2VZvmaFx3Eo33//PXx8fNC0aVPE\nx8ejSpUqoiMRkeNQXN0tb2OzvDdVyc3Nhb+/P06fPo09e/bgpZdeKjaj2paH2vNmM+Y2P9TWzCYq\nB8XVXGuwpL48XEfzNRJirn6NkJAQzJ49u8zPL6vu2nJrAVMes6Tjm1IXs46fAvLz7/9BklAt0IN1\nkchyDllzy+u3336DXq9HrVq1kJycjFq1aomORERm4kimDfz555/Q6XRwcXGBwWBAnTp1REciIrIZ\nazQ2yzP5JMsyQkNDsXfvXqxfvx6enp7Ffp4S75xdVmPAnhNh5jQ/1NjMJqJHWVJfHqmjeTKCn2uP\nEevWlbjFlrl119pT9ubWqqLHN7UuFn0ua/TUWe17ICK6du0adDodsrOzceDAATRq1Eh0JCKyQHkb\nsDKAA5Ik5QNYLcvyGitkUrWbN2/Cw8MDGRkZSE1NRdOmTUVHIiLHori6a43GpiknuSU1KydPnoyI\niAjMmDEDAwYMKPEYope3FmVKY8De+66a2vxQYjObyEYUV3OtxZL64vpKO8haLfLz8pGvAfp9NhdO\nTk6lfr7Iumut96eyvoZ7ZBNZjcPWXEvdvXsXPj4+OH/+PPbv349WrVqJjkREFipvA/ZVWZb/K0lS\nfQD7JUn6SZbl1Ic/QZKk9wG8DwBNmjQp5+GU7d69e+jatSt++uknJCUloW3btqIjEZHjKbXuiqi5\n1jrBLu0kt6Rm5fLlyzFnzhy8//77+Oijj8p8/IdPkAHgxpJIYSfLpjYGlLjvquimCpEdOfTvuubW\nlwu1KuP9nF/RyaU2hq3/DLVf71Dm44tsTNqrVnFLFiKrceiaa668vDwEBgbixIkT2LFjB1577TXR\nkYioHMrVgJVl+b8P/v8vSZJiALwEILXI56wBsAYA2rdvL5fneEpmNBoREhKCI0eOYPPmzXj77bdF\nRyIiB1RW3RVRc+1xgl1cszLpwi8YMWIEfHx8sHz58hKXwBbN6tKhtSKW0Ku5iSm6qUJkL0r4XVcp\nzb0rV65Ap9PhFrKxJmUnGhZzo8PiiLyIZI9aVdL7iVJeNyI1UULNVQpZljFs2DDExcXhs88+Q/fu\n3UVHIqJysrgBK0lSVQAaWZYzH/z3uwBmWC2ZisiyjLFjxyI6Ohrz5s1D7969RUciIgek5Lpr6xPs\nos3KX6ppEBQUhI4dO2Lbtm2oVMm8tzN7L6Ev7kRc7U1Ma7zmbFCQkimh5irhYhEA3L59G56enrh8\n+TJSUlLwtInNVyWw9ftTce8nABTxuhGpiRJqrpLMmjULa9aswcSJEzF8+HDRcYjICsozAdsAQMyD\niaNKALbKsmywSiqVWbRoEZYsWYJRo0Zh3LhxouMQkeOqsHX34Wbl5Ya1oBsUgqZNmyI+Ph5VqlQx\n+/HsOX1aWgOlIjcxldJYIiqF8JqrhP2Wc3Nz0aNHD3zzzTfYs2cPXnrpJbseX+mKez9RwutGpELC\na65SbNiwAVOnTkVISAg++eQT0XGIyEosbsDKsnwOwP9ZMYsqbd26FePGjYO/vz8WLVpk0hJYIiJL\nVPS669KhNa43dIP7yy/DxcUFBoMBderUsfix7DV9assTcXs3Ma3Z7GWDgpROCTVX9FYlsiwjNDQU\ne/fuxfr16+Hp6WnX46tBSe8nat1ihkgUJdRcJUhMTMT7778Pd3d3rFu3jv0FIgdS3ptwVWgHDx5E\nv3798MYbbyAiIgIajUZ0JCIih3Xz5k3o9XrcvHkTqampaNq0abkez177EtqygWLPJqa5zd6ymrWi\nG0tEaiB6q5KPPvoIERERmDFjBgYMGGDXY6tJ0fcTW71ual3xQESm+fe//42AgAC0bdsWO3bsgJOT\nk+hIRGRFbMBa6JtvvkG3bt3wzDPPIDY2Fi4uLqIjERE5rHv37qFbt2746aefkJSUhGdzK+HGkkiz\nTkJFnbjasoFizyamOc1eU5q1ohtLRGoh6iZWK1aswCeffIL3338fH330kd2Pr3bWft1steKBTV0i\nZfj111/h6emJBg0aIDExEdWrVxcdiYisjA1YC/z+++/Q6/WoWbMmkpOTUatWLdGRiIgcltFoREhI\nCA4fPozNmzfj1ZqPmX0SKnq/UVs1UKzRxDT15NucZq+pzVqRd0cnopLFxMRg+PDh8PHxwfLly7kE\nVgFsseLhkfdGrRbVAj1Qo6eOdZnIzq5cuQKdTgcA2Lt3Lxo0aCA4ERHZAhuwZrp+/Tp0Oh2ys7Nx\n7Ngx/OMf/xAdiYjIoY0bNw7R0dGYN28eevfujRtLIs0+CVXTfqPmTiOVp4lpTmPanGYvtxcgUq9j\nx44hMDAQHTt2xLZt21CpEk8XzGWLqVJb1NVH3hvzjciMiMPtKANvikhkR7dv34anpycuX76MlJQU\nPP3006IjEZGN8DcqM2RlZcHHxwe///479u/fj1atWomORETk0BYuXIjFixdj1KhRGDduHADLTkLV\n0hC096SuuY1pU5q9BY2HOrNHwpiewWWtRCry448/wsfHB02bNkV8fDyqVKkCgMvUzWGrOm6LbVsK\n3xuNOYAsA//f3t1HR1Xf+x5//2ZCEkQeRKxUoSrrFo9H6lIr4r1W8KwrOjEPggY5kVLoFWi7DNSF\nCN6WordHEe0hsXgFfKhFtIVw9RjEJqNWHloo9zYqajnQWjzFVtIjSjQ8GEIy87t/TBJDSCbzvPee\nfF5rucxMMnu+2WR/k/3d3/39WYttcfdFSpFs0tLSwpQpU3j77bfZuHEjV155pdMhiUgaqQAbo1Ao\nRFlZGTt37mTDhg1cc801TockIpLV1q1bx4IFC5gyZQoVFRUdt8AmchLqlXmjme7UTXVh2ulRDyKS\nuAMHDnDDDTeQl5dHMBjkzDPPBHRcxyudeTzVY1vafzceqQpyeF0NhEKuvkgpkk2stcyePZtgMMhT\nTz1FYWGh0yGJSJqpABsDay3l5eVs3LiRRx99lNLSUqdDEhHJaq+//jozZsxgwoQJrF27Fp/Pd9Ln\nEzkJ9cK80Ux36qa6MO2lUQ8i8oXGxkYKCgr47LPP+M1vfsP555/f8Tkd1/Hxyh0X7dp/Nw6cGnD9\nRUqRbLJ48WKeeeYZfvzjH3P77bc7HY6IZIAKsDFYunQpq1evZtGiRZSXlzsdjohIVnvnnXeYPHky\nF154IdXV1eTn5zsdUsY40ambysK01woPIgLNzc1MmjSJP/7xj9TU1HDppZee9Hkd1/Hxyh0XXXnh\nIqVItli5ciVLly5lzpw5LF682OlwRCRDVIDtxc9//nMWL17M9OnTefDBB50OR0Qkq+3fv5+CggIG\nDx5MbW0tQ4YMcTqktOpurqKXT4K9WngQ6avC4TAzZsxg69atPPfcc1x33XWnfI2O6/h5OY+LSHq9\n+OKLlJeXU1JSwmOPPdYxYktEsp8KsFHU1tYye/Zsrr/+ep566iklRxGRNDp06BCBQICmpia2b9/O\niBEjnA4prTrPVcTvZ1DZjQycGoj5pN3pRXF6en8VHkS8Y8GCBVRVVfHwww8zbdo0p8MREclq27dv\np6ysjHHjxrFu3TpyclSOEelLdMT3oK6ujtLSUi655BKef/55cnNznQ5JRCRrNTU1UVJSwv79+3nt\ntde4+OKLe/xapwuPqdJ5riKhMIfXvsSRqmBMC9w4vSiO0+8vIslbvnw5lZWVzJs3jwULFvT4dTre\nRUSSt2fPHkpKSjjvvPPYtGkTp512mtMhiUiG+Xr/kr5n3759FBYWcvbZZ1NTU8PAgQOdDklEJGuF\nQiHKysrYuXMnv/jFL7jmmmt6/Nr2QkDDsqeov/lOjtftzmCkp8by6SPPJhxD+1xF2u+usBbbElng\npjcnLYoT42tSyen3F5HkrFu3jgULFjBlyhQqKyuj3uWl4915yf6+ERFnHThwgEAgQF5eHq+88grD\nhg1zOiQRcYA6YLs4ePAggUCAcDhMMBhk+PDhTockIpK1rLWUl5ezceNGHn30UW655ZaoXx/ratzp\n7pJNRUdY+1zFw1VBjq6rwYZCMS9wk6lFcXraj1qUR8Q5yea3119/nRkzZjBhwgTWrl2Lzxe9H0PH\nu7PUgSzibY2Njdx444189tlnbNu2jfPPP9/pkETEISrAdnL06FEKCwupr69ny5YtjB492umQRESy\n2uryu+GZl1k+83uUl5f3+vWxFAIycbIaayG4N+3zUgdNDcRVUMnEojjR9qMW5RFxRrL57Z133mHy\n5MmMHj2a6upq8vPze32Njndnper3jYhkXnNzM5MmTWLPnj3U1tZy2WW6gCXSl6kA26alpYUpU6aw\na9cuqqurGTdunNMhiYhktefve4hrqn7HdQPOx//r9zhet7vXk8pYCgGZOFlNdUdYIgtXpXuxq972\noxbbEkmNeDpak8lvH3zwAQUFBQwePJhgMMiQIUNijrH9eG+/FV6F2MxRB7KIN4XDYWbMmMHWrVt5\n7rnnuO6665wOSUQcpgIskVtg58yZQzAY5Mknn6SoqMjpkEREslptbS2b//UxLul/Hj7omCsYa/dn\ntK/LxMlqLIVgry8WppN+kfRrXPsSnyyqgHAYk5vba0dr/6svw/j92LDF+P0xH5eHDh3ihhtu4PPP\nP2fHjh2MGDEi7lh1K7wz1IEs4k0LFiygqqqKhx56iGnTpjkdjoi4gAqwwI9+9CPWrFnDfffdx6xZ\ns5wOR0TE86IVH+vq6igtLaX4gn/E35gLLa0pLfBl6mQ1WiE4GwoVOukXSa/jdbv5ZOFyCIUBsCdi\nuxBlu/y/N01NTZSUlLB//35effVVLr744oTi1a3wztEdByLeUlFRQWVlJfPmzePuu+92OhwRcYk+\nX4BdtWoVDzzwALNnz2bJkiVOhyMi4gnRCqzRio/79u2jsLCQs88+m0d+vYkhf/skLQU+p09Wky1U\npLJ7NpltOb0fRbLZkapgR/EVAEOvF6KaduyCUAishVCo19wSCoUoKytj586dbNiwgfHjxyccr7ri\nRUR6t27dOu666y6mTJlCZWUlxhinQxIRl+jTBdjq6mrKy8spLi5m5cqVSo4iIjHorbuzp+LjwYMH\nCQQCWGsJBoMMHz4chg/PygJfT4WKWIqhqeyezYZOXJFs1bWD9bTrr+71+IynCGqtpby8nI0bN7Ji\nxQqKzvuHpOa3qiteRCS6zZs3M2PGDCZMmMDatWvx+XxOhyQiLtJnC7A7duygrKyMsWPHsn79enJy\n+uyuEBGJS2/dnd0VCI4ePUphYSH19fVs2bKF0aNHO/gdpF93hYpYi6GpvM1XtwyLuFfeJaM50vkJ\nQ6+LEcYzf7rqz++wevVqFi1axOyr/on6SfOwLa2YfjmcU70i4SKscoiIyKneeecdJk2axOjRo6mu\nriY/P9/pkETEZfpk1XHv3r0UFxczcuRIXn75ZU477TSnQxIR8YzeOrC6Fgj8l17I5JISdu3aRXV1\nNePGjXMo8szqWqiItRiaytt8dcuwiHuFGxpPevx57XaaNv++1071WOZPh5tP8I1wK/cUlvLA0qUc\nWliBPdECRGbNHqkKqpDahdcXThQR53zwwQcUFBQwePBggsEgQ4YMcTokEXGhPleAra+vJxAIkJub\nyyuvvMKwYcOcDklExFNi6cBqf+7zHbuoeOB+gsEgTz75JEVFRZkO1zViLYam8jZf3TIs4l6hw0dP\nfsJabEvyXe/hEycw1pJr/Nz1T4X4fL5Txh3EuoBXX6FxLSKSqEOHDhEIBGhqamL79u2MGDHC6ZBE\nxKX6VAG2sbGRgoICGhoa2LZtGxdccIHTIYmIZKX2k9lQczP/HA7x5e/cyaxZs5wOy1HxFENTeZuv\nbhkWcacTf/jzKc8l26m+f2g+/UIhco3Bn5/H6eOvAGDQ1ABH1tVASyv0y2HQ1AAQydWHq4IYYODU\nQJ/NFRrXIiKJaGpqoqSkhL/85S+8+uqrXHzxxU6HJCIu1mcKsM3NzUyePJk9e/ZQU1PD5Zdf7nRI\nIiKeFEunUNOOXYSam/FZyDV+yv5BORdUDBWRLwwovpamrXUdj/uNPp/B35mScI7Yt28fNyy4g7ED\nhvJY0W0M6P/FiK38sWM4t3rFKXOpD0yaB22jCY6sq0l4NqzXaVyLiMQrFApx2223sXPnTjZs2MD4\n8eOdDklEXK5PFGDD4TAzZ85ky5YtrF27lokTJzodkoiI57TPx2v58KNeO4XqQkc4Jxwi1/jJyc/j\nNJ3MnqSvzhrsq9+3SHfyLhoF/XIiXalAy74POPTDFeRdNCru4+PgwYMEAgGstVRWVhD+fgWHWyKz\nXtsvknU3l7r9vQFsS6sjnZ9uyAsa1yIi8bDWMnfuXKqrq1mxYgWlpaVOhyQiHtAnCrALFy5k/fr1\nLFu2jOnTpzsdjoiI55zU9er3g98PdH+77I4dO7hp8V3ccuGlVEz7NoOuvVIns5301VmDffX7FulJ\n045dEA5/8UQ4sRmwR48epbCwkPr6erZs2cJZO9+jIcYF/+iX09EBa/rlZLzz0015IZ47FNxQNBYR\n5yxdupRVq1axaNEi5s6d63Q4IuIRWV+AraysZPny5cydO5eFCxc6HY6IiCedPB8PBn2zmJwRZ59y\n8rl3716Ki4v5yle+wiO/3qSFDrvRV2cN9tXvW6QnHbe92xMQtuDzxX37e0tLC7feeiu7du2iurqa\ncePGcdw3IOYF/86tXuHoDFgv5gU3FY1FJPPWrFnD4sWL+eY3v8nSpUudDkdEPCSrC7Dr169n/vz5\nlJaWUllZiTHG6ZBERDyp63y87k7U6+vrCQQC5ObmEgwGPVN8TbaTKd7X97VZg+37xzd0cJ/6vkV6\nkz92DINm38Kxl7eR9/V/JO/CC/ANHRzpjG37fDTWWubMmUNtbS1PPvkkRUVFHa9zYsG/RHgxH3qx\naCwiqVFbW8usWbOYOHEiP/vZz/D5fE6HJCIekrUF2C1btjBjxgzGjx/Ps88+i7/tdlkREYlfbyf0\njY2NFBQU0NDQwLZt27jgggscijQ+yXYyJfL6vjRrsOv+OfOBeYQbGrP++xaJRePal2h89JcAtP7l\nADlzb+PT5c9gT5wAn49hD81n8LdKenz9kiVLWLNmDffddx+zZs066XOdC6udLxIBrso9XsyHXiwa\ni0jy6urqKC0t5ZJLLuGFF14gNzfX6ZBExGOysgD77rvvMmnSJL761a9SXV1Nfn6+0yGJiHheT51S\nzc3NTJ48mT179lBTU8Pll1/uQHSJSbaTKdHXp6rrLJ7uWydmFnbdP+GGRs64U7PYRQCObdp68uOX\nt0WKr2EL4RCfLKrocUGu1atXc//99zN79myWLFnS43t0nd9tAUIhV90673QXbry8WDQWkeTs27eP\nwsJCvvSlL1FTU8PAgQOdDklEPCjrCrB//etfKSgoYODAgdTW1nLGGWc4HZKIiOfEWqwLh8PMnDmT\nLVu2sHbtWiZOnJjQdpySbCeTk51Q8XTfOjWzUJ1iIj0bUHwtTVvrvnhcNIHGleshUiaFcLjbizrV\n1dXccccdFBUVsXLlyqgjtk66CBJu2661PV4wcnvOdguvFY1FJHEHDx4kEAgQDod55ZVXGD58uNMh\niYhHZVUBtqGhgUAgwLFjx9i+fTsjR450OiQREc+Jp1h39913s379epYtW8b06dMT3o5T4ulk6q4w\n4WQnVDzdt07NLFSnmEjP2scLHNu0lQHF15J30SgaV2+AUDjyBTk5p1y02LFjB2VlZYwdO5b169eT\nkxP9T/mTLoJ06YDtum0v5GwRkUw6evQohYWF1NfXs3nzZkaPHu10SCLiYVlTgG1qaqKkpIT333+f\nV199lTFj9AejiEgiYi3WVVRUUFFRwdy5c1m4cGHC20m33jq6YulkilaYcKoTKp7uUic7UdUpJtKz\nvItGEW5oJO+iUZHFt8JtxVdjGFR240nHzt69eykuLmbkyJG8/PLLDBgwoNftd70IAj3PgHVLzhYR\ncYOWlhZuvfVW3nrrLaqrq7nqqqucDklEPC4rCrChUIhp06bxu9/9jqqqKiZMmOB0SCIinhVLsW79\n+vXcddddlJaWUllZ2e0tsG64/TxVHV1uLEzEu9K5OlFF3KW7Reo658yBUwMdX1tfX8/8iSXcnnM2\n3/vJTxk2bFjM79P1IkhPx78bcraIiBtYa5kzZw61tbU88cQTFBcXOx2SiGQBzxdgrbXMmzePF198\nkZ/+9KdMmTLF6ZBERDytt2Ld9tXP8Nu772Xm17/Bqmefxe/3J7SdWCQ7j7Bpx66ORW2sPZFw4dSt\nhYmeVjpPtNM3XpoXKZK47hapO/OBeR0jCfLHjuF43W4+fX0ny596nJ8c/xL5fj+UP8zxc86Je2RK\nb3ShJnWUG0W8bcmSJaxZs4Z7772X2bNnOx2OiGQJzxdgly1bxsqVK1m4cCHz5s1zOhwRkazQU2Fv\n3759nLH4Cb6fPwL/AT/NG14lv22OYW/biVdHd9iJE+DzMeyh+R0zE2PlGzo4sqI4QNhGHifA7YWJ\naJ2+yRQCor023u5iFSRETtb1wo5v6GAO/XAFtqWF4//3XQAO/XAFrcebmW3zyPH5MGGLbYnehZ9M\n579GhiRPs3RFvG316tXcf//9zJo1i3vvvdfpcEQki3i6APvMM8/wgx/8gGnTpvHggw86HY6ISNbp\nfCJJTg7BEx9TbAbhx0BriE8WVZB30ai0nFx27l4lnNh7hRsawWci2/D5Io8T5ObCRE8jEpIpBPT2\n2iNVQWzziagrqse6LZG+qOuFna7H8dFNW2k93owf8Pl8GL8frO21Cz/WkSmxXhRx8uKJFy/cuHFk\njYjEprq6mjvuuIOioiJWrVrV7YgtEZFEebYAGwwGmTVrFtdddx1PP/00Pp/P6ZBERLJO5xPJ1lAz\noVAr/lz/F6t0h21cJ5fH63ZHCnfAoKmBqK/rf/Vl4PNBONT2XuG4T2T7X30ZJje3o/DnltEBqdbT\niIRkCgHRXnu8bjeH19WAjXQXG78/JQUhkb6m64Wdzsdx8PjHjLMh8nx+/Hl5nPnAPMINjb0WI2MZ\nmRLrRREnL5549cKNW0fWiEh0O3bsoKysjLFjx7J+/XpycjxbKhERl/JkVnnjjTcoLS1lzJgxvPDC\nC+Tm5jodkohI1jlet5uWDz8Cv59QKESLDXPNg/dwVv8hfLKoAsIWk9v7yWV7B5Nv6GAO/c9HsCda\nADiyroZzq1dE7cwa/L2pNK6qiqwMnpND64cfcbxud1bONEym06un7zOZQkC01zbt2AWhtsK4MZze\nZbX2rt9Xy4cfYfx+LKggIdKDzsfx5rd+zxvPV9M64RtMvvjrGIj5DoDe8t7xut00PPz0F/Oxo1wU\nidZdn+686tULN176vSMiEXv37qW4uJiRI0eyadMmBgwY4HRIIpKFPFeAff/99yksLOSss86itraW\nQYMGOR2SiEjW6dx51BIOs+H4f/L1H86l8DvfAiKFgFhvXe0YYWAiYws6tLR2e0Ldtetp2EPzaX73\nPY6uq+Hwc5s4UhXMupmGqej06u77TKYQEO21XYuzgzqt1t7T94Xfz6BvFjOwl85nkb7uj1t3cNH2\nP/C1Aefjf/cjjrxbA6FQXLmvp7x30mztsAWfiXpRpLsLMYnmq3iLtl7uJPXC7x0RiaivrycQCJCb\nm0swGOSss85yOiQRyVKeKsAePHiQQCBAKBQiGAwyfPhwp0MSEclKnTuPjA1zecFECu/5fsfnYz25\n7LwdfD7w+74YX9Avp9sT6u5WBjeAbWmNad5oqmRy9mAsnV6JxpNMIaCn18Za2D3p3x/IGXG2ihIi\n3Thet5vDVUEO//JlzjzRis/4MAAtrZEvSFHu6zgm2+Zi9x//dYYu/B89brO7Y/3TR56NuzM1kaKt\nOklFJN0aGxspKCigoaGBbdu2MWrUKKdDEpEs5pkC7LFjxygqKuLAgQNs3ryZCy+80OmQRESyVv+r\nL6PVgLEW4/NzTVFBwtvp3MF05gPzOPHue1FnwHa3Mvjhn/w85nmjqZDp2YO9dXplquMsHrEUdr3c\nwSaSCcfrdvPp//4lnwe3Y8MWrMXfedGXHH/k7oFQKCXHUNdjckDxtZGRIhC1CButAz6WmBIdJ6BO\nUhFJl+bmZm6++Wb27NnDr371Ky6//HKnQxKRLOeJAmxLSwu33norb775Ji+++CJXXXWV0yGJiGSl\n9i6sP/3pT7zU+AGzTx+J38ChH66Ief5gZ4l0MHW3Mnis80Zj1VthMp2zB7t77972UyLxuGEBG3Ww\nifTseN1u6ifN65iLbQDbecFtAxjDsAfvjGnxrVh0PiZ9Qwdz6Icr4s4RiRzXuhgjIm4SDof59re/\nzebNm1m7di3XX3+90yGJSB+QVAHWGBMAfgr4gaestctSElUn1lq++93vUlNTw+OPP05JSUmq30JE\nxDPSmXeP1+3mQEk5tjXEl61l9oCR+CGySMuJEwkXIRPpYIq2MnhP80aj6Vz0BHotTPZULEi2o7Rr\nUbTzqubRxLqqeefY3LKAjTrYxMvSmXObduzqKL52vB+dKrAWCIUINzRyxp3TAWhc+xLHNm1lQPG1\nPc7i7rzwYXeF2/ZjMpFRAl23cbxuN58+8myvOVEXY0QkFpmoLwAsXLiQdevWsWzZMqZPn56OtxAR\nOUXCBVhjjB94DJgIfAjUGWNestbuSVVwAPfeey9PP/00S5YsYc6cOanctIiIp4Vf/pAAAAsUSURB\nVKQ77x6uCmJbQ5HTf2MixVfb9smwxTd0cNzbTMUt8MmeuHctep4+NRDTqt5d3zMVHaUnFUVtC58s\nqgBrMX5/ZFe33WbcdduxrGreNTZ1nIkkJ905tz2nWixYMF1HD9jInNajNb/FN3QwTTvf5tjzrwHQ\ntLUu8jXhyHztYQ/NZ/C3Sk7pqsVnMLm5cV1oilW8OdHpizGZnOstIvHLVH2hsrKS5cuXU15ezsKF\nC1O5aRGRqJLpgL0S2Get/Q8AY8x64CYgZQny8ccf51/+5V+4/fbbue+++1K1WRERr0pr3j1y+DCR\nimtbEcCYyGML+HyEGxrj2l4qb4FP5sS9ayeogVOKDj3F2vk9U9FR2rnggTGR4knYRmY/QtSFdqLt\ng+5iO+PO6eo4E0lOWnPu4f/zSlvGNXRufPWfcxbDn/pxZDZszW85sWsvn+zae+oGWttGs4RDfLKo\ngryLRnGkKnhyV23YYlt6zinJ5Ai3dNnHwg0jWUSkV2mvL1RVVTF//nxuueUWHnnkkZMvfImIpJkv\nideeC/yt0+MP2547iTFmjjHmDWPMGx9//HFcb5CXl8dNN93E6tWrlRxFRGLIu8nkXFvw32ilrenV\n72NweRkmLw/8Pkxu/N1RJ52ctxUAnNBe9MTvw/Trx8CpAc75t0cYes+sjpPwWGLtup1EOkrbCx5D\n75nFsIfmY3Jz27aXA/1yEt52T7Hljx3DGXdOV6FBJDFp/Vu39YP67j9hLfljx2A/Px59A75OfxuH\nw5E8dkpwRM0pyeSIVOTETHHL7yMRiSrt9YV+/foxceJEnnvuOfx+f3LRiojEKe2LcFlrnwCeALji\niitO+bswmpkzZzJjxgwVX0VEYpRMzv0vkwM0nXsux3/3dkc31OkF1yTcHeWWW+B76vKKd1XvVM0w\n7NzJ2nmGI5DwtjVfUcQ5iebdgaXX0/joL095/vTSyGIwA4qvjYwa6MaA0on0/6+XRsaYhMOY3Fz6\nX30Z/YEj62qgpRX8PgZNK2Lg1EBacoKX8o5bfh+JSPKS+Vv35ptvZvLkyaoviIgjkinAHgBGdno8\nou25lFJyFBHpkPa82//Kr9H/yq91PE7m1n83nZz39n3EGmuqZxh23V4y23Z6vqJIFkprzh225HsA\nHHt5G74zBhH+9DADiiZ0PD/4W5GFZ9sX3er8cfvnuluI69zqFRnLu17JO276fSQiPVJ9QUSymrE2\nrotGX7zQmBzgPeC/E0mMdcBt1tp/7+k1V1xxhX3jjTcSej8RkVQxxrxprb3C6TjiFW/eVc4VETfo\nKzkXlHdFxB28mHeVc0XEq2LNuQl3wFprW40x5cArgB94OlpyFBGR5CjviohkjnKuiEjmKOeKSLZL\nagastbYGqElRLCIi0gvlXRGRzFHOFRHJHOVcEclmPqcDEBEREREREREREclWKsCKiIiIiIiIiIiI\npIkKsCIiIiIiIiIiIiJpogKsiIiIiIiIiIiISJqoACsiIiIiIiIiIiKSJirAioiIiIiIiIiIiKSJ\nCrAiIiIiIiIiIiIiaaICrIiIiIiIiIiIiEiaqAArIiIiIiIiIiIikibGWpu5NzPmY+CDOF82DPgk\nDeGkmxfj9mLMoLgzyYsxw6lxn2etPcupYDIlwZwL3vx39mLM4M24vRgzKO5M6pM5F/S3rgd4MWbw\nZtxejBmyJ+4+kXeVcz3Bi3F7MWbwZtxejBkSzLkZLcAmwhjzhrX2CqfjiJcX4/ZizKC4M8mLMYN3\n43aKF/eXF2MGb8btxZhBcWeSF2N2klf3lxfj9mLM4M24vRgzKO6+wKv7SnFnjhdjBm/G7cWYIfG4\nNYJAREREREREREREJE1UgBURERERERERERFJEy8UYJ9wOoAEeTFuL8YMijuTvBgzeDdup3hxf3kx\nZvBm3F6MGRR3JnkxZid5dX95MW4vxgzejNuLMYPi7gu8uq8Ud+Z4MWbwZtxejBkSjNv1M2BFRERE\nREREREREvMoLHbAiIiIiIiIiIiIinuTqAqwxJmCM+ZMxZp8x5h6n44mFMWa/MeYPxpi3jTFvOB1P\nT4wxTxtjDhpjdnd6bqgx5jVjzJ/b/n+GkzF2p4e47zPGHGjb528bY250MsaujDEjjTFbjDF7jDH/\nboz5ftvzrt7fUeJ27f42xuQbY35vjHmnLeb/1fa8q/e1W3gx54Lybjop52aOF3MuKO8mQzk3vbyY\nc0F5N1OUc/sm5d30Uc7NHC/mXPBm3k11znXtCAJjjB94D5gIfAjUAWXW2j2OBtYLY8x+4Apr7SdO\nxxKNMWY8cBRYa60d0/bcw0CDtXZZ2y+kM6y1i5yMs6se4r4POGqt/VcnY+uJMebLwJettW8ZYwYC\nbwKTgJm4eH9HiftWXLq/jTEGGGCtPWqM6QdsB74P3IyL97UbeDXngvJuOinnZo4Xcy4o7yZKOTf9\nvJhzQXk3U5Rz+x7l3fRSzs0cL+Zc8GbeTXXOdXMH7JXAPmvtf1hrTwDrgZscjilrWGt/AzR0efom\n4Jm2j58hcjC4Sg9xu5q19u/W2rfaPj4C7AXOxeX7O0rcrmUjjrY97Nf2n8Xl+9ollHPTzIt5Vzk3\nc7yYc0F5NwnKuWnmxZwLyruZopzbJynvppFybuZ4MeeCN/NuqnOumwuw5wJ/6/T4Q1z+j9PGAr82\nxrxpjJnjdDBxOtta+/e2j/8TONvJYOI01xjzbtstBK5qte/MGHM+cBnw//DQ/u4SN7h4fxtj/MaY\nt4GDwGvWWk/tawd5NeeC8q4TXJsDOlPOzQzl3YQo5zrDyz+Xrs4D7byYd5Vz+wzl3czz8s+lq/NA\nOy/mXPBW3k1lznVzAdarvmGtvRQoAO5oa2n3HGutJZLovWAVMAq4FPg7sNzZcLpnjDkdeAG401p7\nuPPn3Ly/u4nb1fvbWhtqOwZHAFcaY8Z0+bxr97UkTHk3s1ydA9op52aO8m6fo5ybea7PA+DNvKuc\nKx7h+bzrsZ9L1+cB8GbOBe/l3VTmXDcXYA8AIzs9HtH2nKtZaw+0/f8g8CKRWx284qO2uRzt8zkO\nOhxPTKy1H7UdFGHgSVy4z9vmhbwA/MJa+29tT7t+f3cXtxf2N4C19jNgCxDAA/vaBTyZc0F5N9O8\nkAOUc52hvBsX5VxnePLn0gt5wIt5Vzm3z1HezTxP/lx6IQ94MeeCt/NuKnKumwuwdcBXjTEXGGNy\ngX8GXnI4pqiMMQPahgljjBkAXA/sjv4qV3kJmNH28Qxgo4OxxKz9B7/NZFy2z9sGN/8M2Gutrej0\nKVfv757idvP+NsacZYwZ0vZxfyJD9v+Iy/e1S3gu54LyrhPcnANAOTfTlHcTppzrDE/+XHogD3gu\n7yrn9knKu5nnyZ9LD+QBz+Vc8GbeTXXONZFuWXcyxtwIPAL4gaettQ84HFJUxphRRK5IAeQAv3Rr\nzMaYdcC1wDDgI+BeoBrYAHwF+AC41VrrqoHUPcR9LZF2dQvsB77TaR6H44wx3wB+C/wBCLc9/QMi\n805cu7+jxF2GS/e3MeYSIkOw/UQuMG2w1v7YGHMmLt7XbuG1nAvKu+mmnJs5Xsy5oLybDOXc9PJi\nzgXl3UxRzu2blHfTRzk3c7yYc8GbeTfVOdfVBVgRERERERERERERL3PzCAIRERERERERERERT1MB\nVkRERERERERERCRNV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "#ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,4,1))&(data.dtUTC>dt.datetime(2016,2,1))\n", "#ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "#ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,5,1))&(data.dtUTC>dt.datetime(2016,4,1))\n", "#ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "\n", "print('Nitrate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate')\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DS/VuyhpBENCkSZMCByPPnz/H9u3bMWzYMGzbtg1BQUE4cOAADh8+jF27dmHbtm3YunUr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\nDMMwjADg/wAIo9Qzu3SIUQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n", "ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n", "dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n", "ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n", "dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n", "ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n", "dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n", "ax.plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);\n", "dNSOGN=data.loc[(data.Lat>=49.7)&(data.Lon<=-124.0)]\n", "dNSOGS=data.loc[(data.Lat<49.7)&(data.Lat>=49.1)&(data.Lon<=-124.0)]\n", "dNSOGW=data.loc[(data.Lat>=49.1)&(data.Lon<=-124.5)]\n", "dNSOGE=data.loc[(data.Lat>=49.1)&(data.Lon>-124.5)&(data.Lon<=-124.0)]\n", "dBaynes=data.loc[(data.Lat>=49.35)&(data.Lat<49.7)&(data.Lon<-124.65)&(data.Lon>-125.0)]\n", "\n", "ax.plot(dNSOGE['Lon'],dNSOGE['Lat'],'go',ms=12,alpha=.03,label='NSOGE')\n", "ax.plot(dNSOGN['Lon'],dNSOGN['Lat'],'kx',ms=8,label='NSOGE')\n", "ax.plot(dBaynes['Lon'],dBaynes['Lat'],'k+',ms=8,label='Baynes')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vYfcPP8jmn7/F683Q4xvizs53+XVzMw1l+HyF3n+8eX5XtYv+2/tHdZ67wO/h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\nJJDPTRLQhZik2ZSWnk6RYATidjW3oSz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NZIdEOjsnuOKKjbz++nDJvvqCNxFBFwTBUapJ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wMNi6FXej1aKau7msVEu/QPELyB1hql8rOW2xutdfkX2cQTgp6IJdi/fr9lif/azPmdb4YvkwSn\nOlROLL2am3ipG+DJN9RhBgZy279mC0ixbWUWDenPURXveOeUm7dSV3kp1/Zw1qKl3lRyPZotXNEI\n2qF/gOANZsyYwfj4ON3d3SLq02itGR8fz2TW14onBH3yrUl2/PmOEwKYhfEfxokytenf1+IWrfQG\nmN3+tZCAFNpWttArv6Ln5p6SyXtOuHkrdZU30rVdzqq2ez2cPgevWvut3j9A8Abnnnsu+/bt49Ch\nQ40+lKZixowZOT3ka6Ehgq6Uuhq4H/AD39Faf7Xsm4p5JVInfq9T9hrIOCUY+RQSkN7VvSdtq95W\nkxE1mBOJ8+xQH88vTNpylTfKVeukVe3kOYi1Lwi1EQgEmD9/fqMPo6Wpu6ArpfzAg1jz0fYBP1NK\n/UBrvb30OzWWKZ7lpwbwYTXbMK3ytan4FKNXjTL7+tmZTmz71+/n0KZDzL5+NjMXzyzYaS775pzz\n+o+M2W74UomAVLNosNN8Jn+xki9Et44MEOw9uV1u/sKi3KLDLWu12Jzx/HOys+9KF06lttvoZDxB\nEIRyNMJC/y1gl9b6PwGUUt8HrgHKCDpki3rHvElSb81ApzQoOPuWs+k4vYNf3PMLAI785AgA8efj\nvP29tzPPdV/bXbDTXNri2r9+Pzs+uePENiL/E1Y8bKvhi5uWt53mM4WsyFJCVM7qLLbocNNazQ9H\nHH3pKHvW7Mn0G+hb15dT1VBu33YXTuXOSZLLBEFodnwN2Oc5wC+yHu+bfq4MiuyervrUw1bXLtMS\n5hlzZ3Bs67Gcd+y7f19GzNMk9ifwdfpy4u7ZluChTdnxHQ3f/y+w7YJMw5dyBIeDBd3stVKo+cxJ\nrykg3mkhwn9y4l0xa7jssVT5PjukF0Vn33I2KDj89GGrqmF6X4c2HXJl3+XOKX1c8++aL+52QRCa\nEuVkyrytHSr1X4CrtdafmH78ceC3tdafznvdCmAFwOmcfkkP2Q1iNMdOOTQ+89ezz1AopdH6Ld7a\n0UXXKbOZnan7SpKcCBDISR88xKGxSSZ/fTqnd5/GabMUivT7j3P8nTM4Y1b2NgDoPow+85fmW2+x\n4/hx3nH0gthj1rvexa/POYeFSqG0Rhc6lnfxrpnncM7C7GtynOPvvIt3zXwX7zrtOMePHuf4O+Ve\nX+5gqn1fRSfMrJ4zOTNnoafR5mEO/2IWs85zet/1OKcqmQUcbvRBNBA5fzn/dj3/C7TWp1Xyhka4\n3N8Czst6fO70czlordcD6wGUUpsNbbg/TLZJUUptfucd3Zbnr5TarHV7njvI+cv5y/m36/krpTZX\n+p5GuNx/BixQSs1XSnUCfwL8oAHHIQiCIAgtQ90tdK31lFLq08CPscrWNmitt9X7OARBEAShlWhI\nHbrW+l+Bf63gLevdOhaP0M7n387nDnL+cv7tTTuff8XnXvekOEEQBEEQnKcRMXRBEARBEBymqQVd\nKXW1UuoNpdQupdR/a/Tx1Bul1B6l1KtKqa3VZDx6DaXUBqXU20qp17KeO1Mp9axSauf0/2c08hjd\npMj5r1FKvTX9HdiqlPpgI4/RLZRS5ymlnlNKbVdKbVNK3Tb9fFt8/iXOv10+/xlKqZeUUqPT5//X\n08+3y+df7Pwr+vyb1uU+3SJ2B1ktYoE/Ld8itnVQSu0BhrTWbVGHqZS6DDgGbNRaXzT93D3AL7XW\nX51e1J2htb6zkcfpFkXOfw1wTGt9byOPzW2UUmcDZ2utf66UOg3YAlwL/Blt8PmXOP8/pj0+fwXM\n1FofU0oFgBeB24DraI/Pv9j5X00Fn38zW+iZFrFa6wSQbhErtCha6+eBX+Y9fQ3w6PTPj2Ld5FqS\nIuffFmitD2itfz7981HgdawOkm3x+Zc4/7ZAW6RbfQam/2na5/Mvdv4V0cyCXmWL2JZCA/+mlNoy\n3TmvHTlLa31g+ucYcFYjD6ZBfEYp9cq0S74lXY7ZKKXmAUuBn9KGn3/e+UObfP5KKb9SaivwNvCs\n1rqtPv8i5w8VfP7NLOgCXKq1HgQ+AKycdsm2LdqKDzVnjMg9/h54NzAIHAC+3tjDcRel1KnAJmCV\n1vpX2b9rh8///2/v/kHkqsIwjD8vEcFEVBQbiQqCNkYLhVQRghAbG1Oo2Bixsba1MCCxEEEU7EQU\n/AeBxERIJaIgNtFCNKhEBBUUNiCoRUyh+SzOmbjqTrLbzAznPr9mhzu7cA7f7Lzcew7n22D+k6l/\nVf3Vv+92AruT7PrP+0PXf878t1T/VQ70TR0RO7Kq+qn/PAO8S1uGmJq1vr44W2c8c4nfH0pVrfV/\n9PPAKwz8Gehrh0eAt6rqaL88mfpvNP8p1X+mqn4FPqStH0+m/jPr57/V+q9yoE/6iNgkO/rmGJLs\nAO4DTl38r4b0HnCgvz4AHF/iWBZu9mXW7WfQz0DfFPQq8HVVvbDurUnUf978J1T/65Nc019fQdsM\n/Q3Tqf+G899q/Vd2lztA36L/Iv8cEfvskoe0MEluod2VQzvR7+3R55/kHWAvrcPSGnAQOAYcBm4C\nfgAeqqohN47Nmf9e2uO2Ar4Hnli3pjiMJHuAj4EvgfP98lO0deTh63+R+T/CNOp/J23T2zbajebh\nqnomyXVMo/7z5v8GW6j/Sge6JEnanFV+5C5JkjbJQJckaQAGuiRJAzDQJUkagIEuSdIADHRpwpLs\nTHK8d7P6LslLSS5P8liSl5c9PkmbZ6BLE9UPMzkKHKuqW4HbgCuBoc87kEZloEvTdS9wrqpeg3aW\nNPAk8DiwHbgxyUf97v0gXDjB8ETv23wqycNLG72kf7ls2QOQtDS30/puX1BVvyf5kfbdsBvYBZwF\nPk1yArgZ+Lmq7gdIcvVihyxpHu/QJc3zflX9UlV/0B7N76EdTbovyXNJ7qmq35Y7REkzBro0XV8B\nd6+/kOQq2rnZf/L/VpVVVaeBu2jBfijJ04sYqKRLM9Cl6foA2J7kUYAk22j9ll+nPWbfl+Ta3v3p\nAeCTJDcAZ6vqTeB5WrhLWgEGujRR1Toz7QceTPItcBo4R+vyBXCS1p/7C+BIVX0G3AGcTPI5rRvc\noYUPXNKG7LYmSdIAvEOXJGkABrokSQMw0CVJGoCBLknSAAx0SZIGYKBLkjQAA12SpAEY6JIkDeBv\nqsr3wyyk6WwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,'N','mod_nitrate',cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,'N','mod_nitrate',cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,'N','mod_nitrate',cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,'N','mod_nitrate',cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')\n", "ax.set_xlim(0,35)\n", "ax.set_ylim(0,35)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-40, 20)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qT+ojo/Kl3o9wkvTmqFpibqh8YKbNDSD4M12raJxwp5pO68DCI/fRM3FC/zdQZIpuSt1M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\niU9YxEv04Grw7VSrZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (17,8))\n", "cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n", " 'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','darkmagenta','fuchsia','deeppink','pink')\n", "ii0=start_date\n", "for ii in range(0,int((end_date-start_date).days/30)):\n", " iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n", " ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", "for axi in (ax[0],ax[1]):\n", " axi.legend(loc=4)\n", " axi.set_ylim(400,0)\n", " axi.set_ylabel('depth (m)')\n", "ax[0].set_xlabel('model - obs N')\n", "ax[0].set_xlim(-20,20)\n", "ax[1].set_xlabel('model - obs Si')\n", "ax[1].set_xlim(-40,20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Silicate" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 408\n", " bias: 2.6202921368094003\n", " RMSE: 8.69909087057633\n", " WSS: 0.8499900941222776\n", "15 m<=z<22 m:\n", " N: 101\n", " bias: 1.881465678451093\n", " RMSE: 7.039323063920713\n", " WSS: 0.8129522181374441\n", "z>=22 m:\n", " N: 718\n", " bias: -1.27416245101886\n", " RMSE: 7.92220546948493\n", " WSS: 0.7628726624920507\n", "all:\n", " N: 1227\n", " bias: 0.28056934434412995\n", " RMSE: 8.122055205609696\n", " WSS: 0.8866108720266834\n", "obs Si < 50:\n", " N: 869\n", " bias: 3.5250568366187878\n", " RMSE: 7.408885137733924\n", " WSS: 0.8632673478085979\n" ] } ], "source": [ "print('Nitrate')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n", "print('15 m<=z<22 m:')\n", "et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n", "print('z>=22 m:')\n", "et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n", "print('all:')\n", "et.printstats(data,'Si','mod_silicon')\n", "print('obs Si < 50:')\n", "et.printstats(data.loc[data.Si<50,:],'Si','mod_silicon')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Aq4zsuXO+kHNs23Y44s2CYRiYwTsRv183K7O6ta5nc+aQW+u8hYWDWL9+hj2q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\nsrZcdAoS0EWHE15trKRwdqcL6rF6y82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VnYnW5niWUVkB/9OMUxhuML0apeCgOsSZ9EkM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('dSi ($\\mu$M)')\n", "ax.set_xlim(0,80)\n", "ax.set_ylim(0,80)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 42\n", " bias: -6.87351640247163\n", " RMSE: 7.886951208138848\n", " WSS: 0.8373406294564457\n", "April:\n", " N: 188\n", " bias: 2.1589759696798154\n", " RMSE: 8.3813371965704\n", " WSS: 0.8148542976660188\n", "May-Jun:\n", " N: 178\n", " bias: 5.347637069787876\n", " RMSE: 9.19700042405771\n", " WSS: 0.6888635740080037\n", "Sep-Oct:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n", " out=out, **kwargs)\n", "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:909: RuntimeWarning: invalid value encountered in double_scalars\n", " RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:910: RuntimeWarning: invalid value encountered in double_scalars\n", " WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TFPgKaE9283a+MaYj8C2QEJyIIuKKtZaePXuyePFinn/+eZo1a+Y6UmGhmitS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\nSSHEKSHEm/YKVZGUE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obsvar='Si'; modvar='mod_silicon'\n", "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,4,1))&(data.dtUTC>dt.datetime(2017,2,1))\n", "ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "\n", "\n", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar)\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],obsvar,modvar)\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],obsvar,modvar)\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],obsvar,modvar)\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YqofY8rQ9nZEd2SLD44ZpvQcdmVmICWf+AxY9blVUq26CNz4J/311\nUsO7w7t7xCPtgjZ2OoMETJMwEDBNGnw+bh6EAkVDuShSvslpoGut3418fU8p9QJwJnBAKTVRa92m\nlJoIvJfm2JXASrDuoeeynUIMRfGTlrJ9D7KxEW69tY6773Zitwew253WblaXl+L313Cg+dgZ/9E2\n7PE56DQN7JiETIN9RW5m1sGBVQese+1OBdf/Al2xFcZ+SDRyFHBk+hiOXjmO8QsNCEaWlH3dAxXp\nJyT6G/0cXjELAiGrZ26EOXm2naPN2qqaBoyuHQ1AYH+AvnCWOOlY13HMcrXx55fhH8Cqh+R67FYZ\nVaze9+JHoLUc1sy3Jq45QlDdjK5sQUUmsHHPsu4GHUMf812qZ6mzRmEoH1prnIZBnduNqzQ7F4p9\nKcI01Ioi5bOcBbpSqgAwtNYdkT9fAHwPeBm4Frg38vWlXLVBiHyQi3uQDQ2wcWMtS5fWM2dOA2ee\nWUddXfd94vgZ/y0ttaxd7afqKWs/8bBhsEKVMVoH2Wi4ubrdxadqk+61V6ywKoB99Rxa14SsHqrd\nYPe4y6iZ7KLij8kXKKnvPXev246UHjU0aoSNyYvKaf1qa2yinf/Pfpo+3cTkWyfHhtKjlFNxUtlJ\nHG05GnvMNg7ct++gqMbBB3+weo/YoPAKLxOvPZWS8z9FgT+zVQ+pwi1hDoQOwcW/gwnvWb3vaBnU\nC1+N9cjDlVuwAWEM7IV1OM77J4FVk4hOJewObBPGvg/vj4u9d2VTx45KnFvIv7nfJRxZPXDhmDGx\nHw10dnt/ijDJjPrjI5c99AnAC0qp6Os8q7Veo5T6B/ArpdSNwG7gyhy2QYhhLxf3IOvqrJ3Gtm6t\nZefOWm6+OfHn0cldjY0wbx58vtNHhbbKr9q0SZEtyNO6FKfTOhck/9KOK0jS4OfVVV6+vwc2vwEj\nVkF9vYvaZSm2vUwaiUhYz27AmPPGMuWuKfgafAnbg4K1zt3utjP9sekcfO4go6pHYXfbY8vj4gM9\n/Mnf0V77EB8YTspeeo2ONxTeCbfSUbGRI4aTnftf4s/B6dS5b6bU1cOM+zTh5qjZB/ZOa5cxRyhW\n9xzietSVLVD5Du855uAO2tGECeFgvfoXPn7d99Bd16P+9zxAo0NOOG03E77dScGZsOu+MRz9/UgK\nLh2L56pJeFd7+aD+A4IHghRdUsRLPyggsLMjNv/9pfZ2/vDBB9R7PNT28H4ykVyEyVu/Ft/WEul9\nDwE5C3St9T8BT4rH24F5xx4hhEglF/cgM91prKHB2jlzvXbzRQwMZWIbYXDTcjcz2jPbpaylAr54\nxQGCmBA8QNedHhoaXCk3RUkeiUhVAMbX4CPkCyWVh7N64o4iB8H2IFPumnJMuHif9FojBY4wXLCG\naCAFp/+ZkdNB7+yeN/Bk6695Wl8dm0yWLgTTVRgMTv8zPPgsNM1K6JWbkf9amIXHdSra/yrjmz7C\nbLqKv1afzC8rZ/FlvQPQqC//DP3ln1nvDQCDgqn/H6WlyyhdkdiOY0rb+v04DYNO04wtV4/eRx9o\noCfsZNYyC+8dVejATpnBPgRIpTgh+uF4rqvt7R5kf9uSaqexZLGefMDFN20eHr7B2sLUVeviUz0c\nFz8M3eArIWyz+ooVehNzrvst53zicyQvTUsYiegy2XXXLqbcNSX23mPFYhL28wYUjLt0HGMXjGXb\nV7dBEHDA7D/Njn0erloX5T8ut3ruF33Iu1XdBWDc7jqOHNlklbTVBmHlYJ32JEwmiw/B+PeWqsKg\n399IZ+ceqHwHKt+OHafpXnU+k02E/ZsxNs9ALX0AI+jgUw6TF37owH3hqXR2/AQHwUhv3sCG7tO9\n/FqXi3qPh9VeL095vYTi7qMPVPwtmc7Xz6ItEJYZ7ENETgvLZIsUlhFDyVBaV5uttjQ2pu+t9/Sz\nlG1KGoZWvpd54rcO2j07WFxxMyNUCFuKe6/H1H83NGqEorp+dmxTl53f2ZlyFvvUu6fy4Vsf0v5i\ne+yxk884mRlPzIitTU/YjOUlG8Hpf44FpNXeTkBhnHIL8w9dnrDcKxroKcvjkrh7mPXzLlKVdztm\n37RnroYnbwDThraZ2L81iTduGMmzO3/LLJrYSDWLJk7ksyO39ruCYaPfT0NkLfpAe+fJhtL/C/lm\nuBSWEWJYO9711XuamJWNtkTvkwcCVm+8vj4xuDPpycePEvhK4oahN01D3aG4Lqgx7aUYD5ZD5dsp\nl4JF9xDf9d13CfztFCvkukJ412zEVXt29/D7R0lBaVi3JQ69eCjh4aNbjtI8rxlPvQfvmo2YXWEw\nrW1Eg2tLKT3fmkm+e/c9kQC2Bqf1wRW8Vn5x5B66FYLxO6SZYxOH2EtLl8Xeh3WuAKlrtcbfJTBQ\nyoGu3gSOYGTGv51Z84sxth1hy68rWe+ppHWmYk5hwBp16Ad/o5+SBmu5mqs0+/9GZQb70CKBLkQf\nHa91tZnMJu6pLZkuLYreJw+Hra8NDZn1xKP2v/ZXWj/biQ7aIr3fczBGRO6xNs9FB60iMAY2aJ4D\nlZtRyh4bno7v3ba23oIe+y9gX2BtIeoIgWcLcHYsPPbetzchvEefZS1Zm3jjxGNmuJsBE++ajXgn\n3AqOuyFoRzntCZ+T212HUja0tkJYa5PJwbUsKz3f+hzjl6A5q1APzEJXbEw5BN49BB/toUfXjHdT\nGIwZcx5TptwF1eCduBaaqymePwuA4KWtXNsFVzvg0Qf/SZDF7NR9L3BzvHrPMoN96JBAF6KPjlev\nJJMtXdO1Jd3OaanaHL1PHu2hR2etZ8Lvb2TbIy9C1wJr29KASccbiglXXwtA4RXXsP3pcCQMQXua\nrR6q1hw5sont25fE2jhm/+1W8ZigA2whuPj3qPkNFM/rngHmqnXhesHF/pX7aXuijY51HXz4lw9p\nqmuiuqGa6Y9Ntx7fYNWbN5wGeJrQYzfCg0uhaQ7FC87EVdv9Jl2uWsrLH6G1dTFam6gWD52vn4V/\nvj9xpn0YdAAmHniYkRe/kfJCKf7+8p7QyTyxbzPtupDT2c7FrMFaOG+w1qjjKBXUuly4Lq+Fy63j\n//IfWzG7NDYTdBA+1eRHV3ahMPtc4EYqtJ14JNCF6Ifj0SvJdEvXVG1JtbTowDXBlL21TGe8p+Kt\nXwuvnBepeqbBZuKdcDu6zerBFp+5EE/9TLxrNtI25XHCUzdiQxMiRGvbL9FxbQy8dYoV5qYNtGLE\n0TmMPfA5a5p8UpsKqgqsP0Tup8dvzVqyqCRxA5cKh1Uop3IrRtVOij1Ja/SAkpJFFBRUWbXi76ii\nLRDmwP3NKWfaF8+fhav07LSfSQsVNFDCnlAnT0cm170CnF70Caa1/1/ChJnU/l0Wv+9iRfUXY/e1\nG/1+bp3g5W4H2IMQcsDfZrv4uBoBuu8FbqRC24lHAl2IIWogW7omXwzQXI3Zw2zkTO6Tp9RcDeEA\noECFOflzOzlakVg21l0BB4IXos1ODDRhDEI42O08j3KjMdbGiQvmcvgnQXSXBm3QVT+Ztte7gzW+\nal5sj/Z0n13SmvhMPkeXqxbf1hJ0YGfC51S6rDQ2CrKvxsFPSnzU+Tlmglmj358wq9yuFDalIDLD\nfLqzkxAmNjSaIJV6Aw2+i2PnafD52FihWfogzG4C59mFfP3Sy6ng9H79G5D72yceCXQhBlFv97l7\n290rneSLARwVHLi/OWu9tWgPuHDSNLwjtqEDGuW0MfnGM9ieNKoQHS1QaEIoNjCHX6jrWXHaF6k4\nrS7h/Xdcv7W7JjxY9eKTLkASdy6LsEHh7MIeP49MPkd3nRucKvJ+VOxzctW6aKmAc5uaCO7UGMDS\nU09lcqiZ4uA/aNYeHnh/IgGtu5ulNTdNnMhpI0dS53ZTgYMN3vsJ6S5CONisZnNz3DKyOrcbp2Gw\ntdJkZ5VBvacsEvb9+zcQbbcE+YlDAl2IQdKfEpp9kRBiSaVZB1T6M2myVfny6QTbg7HzpiqZGh0t\nsCsnI4uXsaJ4XsqwKl5YbNWE7+quDhd/AWLtXObtDnNb5KuG7Uu2U1BVMKD31lIBtz8AlRtg82xY\nETfav9rrJRBZ5hsGfrt3DQ+yFAdBzsLBCzxIC5Wxc9mVYmFxcVxPvpbZ1fVs9K5hC564zyDy08ja\n8VwtMRP5TwJdiEGSyaQ36H/hmOTef6reWl/XmMOxk62C7UFKl5XGfp7cG04eLRhBBQ0+a6vTWlfS\nvuO1tQmFZOIvFKKvHSv5quDkGSdzdMvR2IS85FsJfdlEBLqHvTdUgA2dUFSm5ejRhOdW04SDIDZM\nNEGqaWILlbHSrqkqfLhctZztqiXdHfhal0uCXPSbBLoQgySTSW/9XXqUSe+/t/Xnadvdj8lW0Yli\nRUccLNnevUf3a2VdhLdfmlSopSKj11Z2xdFtR2PJqezqmGV7zc3zrLXwzVspv8Kk5Pye6tt1D3tH\n2xetrNbo9/NXvz/huU1UE8SBJkgIBxup5oyTT+ado0etbeC1zkqpVSEyJYEuRD8NtPxrJpPe+rv0\nKJPef3/Xn/c22Sq5Mlmj38+8ZivEDaUIa42JVVZ1+8HXKE01Gz865K6soC5/pJySRSUJr/3hWx/S\n/lKkMpyC4uuLE9ri8zVgbpoGS+9HBx20/lcnBX/09/j5pRv2bvD5EnrcCvjMqfNpDU3EefRv/MT/\nMVqowPHRR9gj7zFbpVaFyJQEuhD9kK2iHb1N1urv0qNMev8DWX+ebrJVfHg7DYPlZWU8d/AgXaaJ\nCWitMZRCRQKvbPz5hP2PHDsbPzqBXYMOaloXt8buj0dfd9d3d3WPazvCFF5+CH9jMd7VXgLeAKHg\nJ+GfYyDgAG1DB8nogih+2Dt6cVLkcDDCMOgyTWxK8Uh5OVUFBaz2VrLeLOVtrJ3NQkkT4aR3Lo4n\nCXQh+uF4Fe3o79KjTHr/A1l/nk6Dz8e0TSazmqCp2uRmcxtnbIYvNMHGathRZYV8ezDYXVa1IHE2\nvvf+DdbSNbO7vpo2dcJnnLh9qoYz/0Zr6wtw+w/RXfEtOt36edLkukz89bX9vPjINsIafj1f8ejk\nyeg3DlN2/niMggI+3dTEtLc11U1wuBreqQSnYSRNhBPi+JFAF6IfjmfRjvgQi/++1+MyWKrV7/Xn\nSaK3H846OcTsb0TKkzvgkcXw1RXW96YDTv5NGZ8qKTmmnbRU4HvWR+jkjejzfwc6DKM+gl9fZfXW\nRyhentFJjd9PrcuFu86Nsit0ONKVf/NM9JgPIBDbbTyOorCmkLLlZRl/dv5GPx99ZhsXBazvF7yi\nMYy92MIQfsTP+qcnUNameWBp93v91cpCbrq0TMJcDBoJdCH6KBpeZcvLjpmFnavXG8o7WiXUOlcK\npwlGpHTpOX+2As9mWtVcJ68NwvmJx+9fuZ/Wxa3osAatQc0HZxAevJOJ/28F7zVfwK0TvGwc24az\n+YC1+1mti+Lri2l7tM06ScgBG2eBUimnl4+aM6pPn9nGNV6MYPelgT1knTo6m766Gea2db83HYTr\nd4wacJj3dVa+EPEk0IXog8EI1+MxvB+9SEm1VKwv7dOGxjCsiuVhGwRHgrYDYVBO6JzxMvtfm0Nw\n7eTYqMa2m7fFbYmqQNsgqOHV+VBdTZMHNo7Vx+xPbh8d9+tLK9g9xfqzAQWzCjiy8QiYoJyK4oXF\nffo8mjww3W5dVwCYdrAbCh3WGE6DWfOLWXS4kI/+axtmEOxOxaz5fXuNZLmuSyDynwS6EH0wGBte\n5Hp4P6GUamTE2hiZ2cVKo9/P2hmdVDkVBKywK1texva/txN6pp1PNVqz1McuVLxfs4S2tiBtV98P\noZ0YToMxF445dn9zA7Ar1CsX0/abMFVOL7N+qNhYkThz/HDT4biD4obZNZxy5Sm4f+Lu9yqEmnnF\nLF7upW6NRinw3Hgql44fl3C+T+HC/8eCrJVWzbQugRDpSKAL0QeDseFFrmty+xp81jKxuDlmZlfv\nFyuxGe1jTWY9oHj4wERmzbeWjgXbg+wMtYNpzWwPBNrQGyrhwLjIBiyRndl27gRGx845+pzRHKkr\n4L2/+yl6NVLIpUuzfO04mosdVDdDhQP2b9pP196ulO1SDhX7nPrzWUVrshd+opAfVXyIBkYY71Je\nMY7a2tKE52aztGqmm/EIkY4EuhB9MFgbXuSiJnf8MLuyKbTZffNZ2VTKi5X4ZVzPHTxIp2migaYK\nzbPz4OwZVhsdRY7upWcmdPyyGMzrrBvptjAoA+xdBM74LTT/K9Ee9pHLXVw4+12+ssHkM3T3u8d8\noPFcc4BwwGTD3W3WmH7EyRUnU/SZIkIfWg8WLyzu92fV6Pfz6aYmunTijfj4of5cGchmPEKABLoQ\nfTZUN7zoy4Sq5LkAk2+bzL4f7kOHNcpmFXJJfo8r9+/nq62thOI3IInQwBNtbVyzp5DJa4N07um0\nhs6joR7GujeuDIoW2ggE9tPx4T/gSAEo0/qZAf989zABj8maC+GCNeAMgeFQOIudsVsdyUZMHsG0\n/5zWz08tUYPPF6vXHqXguBWJ6e9mPEKABLoYopKrjeWbbM1mjvWya/axfcT5GU+oSp4LYHfbqf5z\ndY/V3xZHwjyd6Zuh845Wdgati4KEXr8GDFA2A/XBWDp+b0LoIqvHbg+DaUPZFVMPGcxqUWys1Cxb\nrnj4QHFsstmBVQesNisSeujjPz++vx/fMercbpxKxXroduBLEyfK2nIxLEigiyEnudpYvccz7H6Z\n9lQWNluzmROWiznC6AemQeXbGW304ihyHDMXoKfqb3ft2kW4hzAHmNsMtqC2ZrujOXl6ZOMUAAMK\nawo53HyYQy8dityv7+6xO0dMwPukF3N1Oz/8b8WmpydS88XEEI2/1XFk0xEOPneQ8Z8fT8mikpTt\n6c9FU63LxevV1az2egEkyMWwIoEuhpwGn4+AaR6zTGm46G1p20BmM8dfKCQsF8OGap6LrtyS8UYv\nmayjj15cdUXuladzZmEhi66YSPjp7dYFhk3x0faPup9gh9ZyKF6nuyffKTCcNk67yQpqHbYuBgho\nPrt1JKWXJ7Yp/oLDVetKG+QwsIsm2fFMDFcS6GLISbfj1XDR29K2/s5mThXI8b3ssituIjh1xjE9\n0ugWqWft6W5XOGCy490Ozv7uDOs5cbc4gFgPFayLKpPUFGBTihsnTuRTc0vw11vLuDr3dLL/8TZr\nG1EFv5sPa2o7eOB/YCTWUrbi64sTJrBlc/WALAETJyIJdDHkpNvx6ngY6A5q0PvStv7OZk6+UNix\nIUjztR6q8TFrYbS9iduDxm+ROsvm5gG7wtSakB2WTvCywm/dn178TBOVGzS/nA0tlYpgZHjdgRXY\nZsqR5lAAACAASURBVGQiXMVmqG6C5mrYNtN63NSar7a28kRbGzeWTmTRslJWv7yDU54Cu7aKuL1y\nAbRUwtIH4cs7Crn2iu4yrLmovCdLwMSJSAJdDEmDMeyZtR3UMlja1p/ZzPEXCtgNbn3SzcawC6fT\nRf1CSHW2+C1SN+Li6WXFBL1trK+GrRXWft2j1nVy9+06VpN86YOalkrr+BDw5eJi1h8+zOG/d/Bg\npHa5aYPdl5/Ew2cf5e1KMLXmrY4O3uroAOC50sPse9AK/6ZqK8yjFwPvzXMmhHm6zzz+4qqlgj5d\n4MkSMHEikkAXIiKbVeBysbQt/kLh5T1uNj7uSrmXeTQI99U42HNWEHWJAzUqiG2zm0/ML+bRZi9z\nNmhGKEXdbDehZi+BuJrks5uIBbpDKWYXFgJwpKmjuy67CWW/Osr9L1q97ujzK9jM/j3P88Xx53Ft\n5ejY4zM3w/2RiwHbM+/jL7X2JU/3mccHPU7F7Q8QqxTX2yTJ7guBCkrT7DyT76soxIlJAl0MSYOx\nScVgVIHrq+iFQk0jOFcdu5d5fBB22uGNByF0K6BBKYPKo2X88A7QXaBGQMVsYH4xG+73Ygasofjm\narABlxQVsaCoiCXbtxMwTWbOBu0Euqzzoa114p97ZwQtlV1cvPmf3Nr0Fvbq9aiZP6OK+9lEJTas\ni4ToxYAZ0Gxc4+XsWlfazzxhwl9AU7kBNlT0Pkkyk1GWfFhFIUQqEuhiyBmsTSoGqwpcf6Tbyzw+\nCO0aZjXB25WAghAm2187SGlAo0wgYO0xXrqslNn11bz4wi4eKP2AtyutQD9z9Gjag8HYioO3K2DL\nMxO54DVoe8pLKGhdAPz+jAB3HzyFM28LYYSuRdmvxnzoDqoqm9hEJSawvhqudlgjAKYBrzS1YbxW\nyKfOL0n5mccHvXIqNs8GG1YP/ZxtDnY/uzvl31EmoyzDfRWFEOlIoIshZzBnKA+FKnDRWenxQd2b\nVOvLQ3bYWG393MCqdlZ2/njCj/iP6RG7al2UHR7P3F/7AM3WmYoih4OqgoKEFQc184qZcbmLN04L\n8P7z7fzpHGso/M7HP8IWjPw6CTox/3AhTZVTAeuXzNbIhLgL/gDz18D830Lnq634/1iQ8jNPvrha\nEbmHfs42B+FLt7MzTQ88VY8/eXi9p1UUMhQvhjMJdDHknMgzlONnpTudVi88Vagnzl7380PVDKHE\n9eX7ahxcPT1IkcNB1987qG6GmfMLIEWP2N/oJ3zpdq4NaL5ghzse1CymlRXl5SwvK+O5gwf5/Pjx\n1Lqs+9vTvv8+U7qgahO8Ow2OhLtrsmqgkU/SwlgUcPG4cbzS3k5Lpaa6ySoMZzOBoO5xnkJ80Ndi\nTZTc/exudvbQA49eCGxc46XJA++UHmFJ83a6TBNDKVaUl7OopCTlKgoZihfDnQS6GHKG+wzlgdz/\nj5+VnjzZLd3zKk0fGhOlrZALtgcpXVZKKdYiNn+jn+ZrthMOmDTffwBPvYfSZdauYdGefeeeTmt4\nOwwODQt/Dquu0/z47W3Mbob9HlhS5aeqoICSBh8ENDYTVAiqmuDhs4/y4PPWPXXlNHhhflFsiLzY\n4YiVjN1YDabDqvja0zyFdMsHM5nn0FIBFwYP0GWasK2te4+YyPK6qoKClKsoZCheDHcS6GJI6mlZ\nV9bqoOdg4t1A7//X1Vk98+TJbj09b7PNjVLG/8/eu8e3Wd53/+/rlmV7DemtYkKUNI1D40Dr4EPA\n7arRpmoDBdaupWXrWqBhg4fseQEtGYe26bM+T/bwe0hXDgstsBEGLBm06yhtOayFBg8V2nowh9g5\nmCZxljiksUww0U1Ca1vWff3+uCVZkiVZkiVZVr7v14uXo9Ot65KMP9f3HLfQU0UuKa48avOT9SHO\nXG/STEImucsGlyKiFYYN526Dtt5o45iIE/++5U6bQGOIaxNEVbsV29s0u5bDTX8PNw+8i0s+uyTu\nIo+5szcPDbF0p825vYr6v1vE4t/VZMxTsLoselZtR49qVJ2ivXNFUoe4qfIcAqEQoxma4US0zijU\ns72hkSCIoAuziqL1QS9R4t104/+Zkt2yP8+kmcwiF7dqR21GbIM7nvOw/0V49soJoUfb2J96hj1H\nPspZ2+bi0sC4I+iGdpLZzu1V+K/wYDZOiOrhDjf76/px2Tb7WwzOvGIJpmnGXeQxvjl0Gufe9Do1\nYY2u+y2eLDX+wWd2oEedgS16dJzgMzswfR+JP276TPqa4XuhEH6LSeLs93jiY1cTUUBdFqGeyYZG\nglAMRNCFWUWxEuZKlXhXjPi/z5dbMlzy8zIn88Ws2p+sD3FHv5tdHwph7IAePLS6I2itwT2O8Yln\nOaBqee/OT6DDQI3TJY5xjXIrrvmzZXGRi8W3G4FOa05cBJv7YCCQnIG+6cgRdv38dT4YBsOGyIhN\ncEswc/JhWw+4l0HYWddY/QADGxbHr5lLrDtV0N3A1TlMTZM+7sJsRgS9yihG69JKplgJc/lcJ5/P\ntFLj/6bPZPR/w67jveC2sTX80N1A+8Ua++lH0G3bMFr2c0nTx3jFu4D2Xmi9yMvbO99m8MFBjHqD\nd/zoOEcOHJnUnjUmgknT3xJ6tT/+jqMcboeIyxF0NAw+NAgX/Bzvqo5Jn5F3VQfBu65Db18O5gne\nvPUGhscOxLPaAwvTx7pjGeqHRkYS57/wgblz2djUlJNQV/v/P0J1o3SWkYhKqVOzvVhr/WbRV5SG\njo4O3d3dXY63mtUUq3VppVPOGHqlfqZTlbalK7/aMDDANw4cSHqeG/hqQ5ALa1+l1XtR0udgdVn0\n+HvQYyl/Iwww6iZ/FgMbBjjwzQOOCx+caWr1Bgf/9d1c+c7XWHsX/MnTjgsfYxyu2ozxpcfThjuO\nbP0VR7f243rjDN7YEg0LuOCMW8/gyLWeSRY6EL+vRik0Trw8n2z1Sv2uhZMTpdQ2rXVHPq+ZykLf\nhlOFki4kpYH35vNmQmkpZuvSSqaQPuiFXqcSP9OpStsyuaQb3O5J1woDtw17+WnfAu4eOpXWi6z4\n/kKBEDqc5sBvZ5gi5/dArUKPaFS0k5w9ZvPR3TXcf+WZ/OefDsLWExC2oWYc2l9JG+6wuiz6PxPB\nHmtEuTSqRqHR8YS/xjSx7g0DA3GrHa25ZsECFtfXZ42Fp1rjlfhdC0I+ZBV0rfUZ5VqIMH1mQ+vS\n2UYlfqZTlbZlKr8aDoedcaYp13v/brjtJs14eDBe1mZG27Iqt0pvoaf5LPqa4cY7wP8MXPgM1NkT\nz1uz0GTN6oVYyyyCz+wgOP8mdPOetOGOpLavWjO3Yy6nnHMK3tXOZLiBDQM0+z34fI3x18Qy1Edt\nGxXtP79mYZZ56Wms8Ur8rgUhH3KKoSulFHA5cIbW+lal1GLAq7V+uaSrE/JiNrUunS1U4mc6VWlb\nYvlVq+rjwyPPY1kX4fc0U28YjNiOWM4fNhk+/S3O6XEmrakUy9v0mbQH2gluCRIOhnF73cxdMTfj\niNNAKMSOZs32Zth64UQJW2rjF9P3EbzWvYRCAdx7VxK6byH4JzwDiVn52HC8+zhv73ybuSvm0r+2\nP61L3GeabGxq4vp9+4hozdr+/ni9eTrSWeON6xor7rsWhHzINSnuPsAGPg7cChwHHgc+UKJ1CQVS\nCa1Lq41ifqbFSLrKVNqWGDfvbGujO9hJS/BmIoNjdAe/Tf2yJ9no+iDf3RCk9RXoed3LcDs0rgni\nejQIYxrlUowcGsHqsgBH+LyrvUlrje0BSLo/8SCx72zFf55fz5ne9GNdTdMHfc30fqYXOyHhLfZZ\nt3W2cXD9QY49dyzu4j/6+NGsLvHhcBhba963G87psel+I4jvc+k/40zWuPz/I8xmchX0P9Ran6OU\n2g6gtT6mlKot4boEoeLJNzmvmElXqaVtXZbFdY/2sHy75rEVinsvb+fT9Xs4oJ3SPK01D+x7jEVP\nLOf2Z4ZwYxNmiJt72pgTOosVnV6CW4IEHw4y+MAgwYeCoECP66R2suOhcQ7fdRht60mJcbE67i3B\nIA8FgzwwOMjmoaF40lpqkl62mLXpM1myfgnWixN959/641OIvBDCQBNxwwNnvMUnLSt+Pb/HQ2uf\n4rabdHRMaxCr05v2M65Ez4sgTJdcBT2slHIRDb8ppeZB2kZMgnBSUEhjmkKSrnId1NLdGeS2Gx0h\nC7s13d4gq1f5iSg3WmvGcbNNt3HO20dxY+P8z2zTrkI0NJjxpDA9rp3YtR2Nm2unu9zea/dOZK9H\nsUcn78FnmgRCISJax2P4W4JBNg8NTUrSS7WS3Q1uBjZM1LAniu7hDjcX1PWz9A5Naw/0tEOfd5jb\ne94k0N5O4w/e5h2PH+Xv3XOxw28lTZPLpVe8IFQDuQr6d4AfA6crpf4f8KfA35RsVYJQIOWqIy6k\nMU0mN28m0c5lUEvMzd70X+H4vHEdhtrvQ98CHz98+UlOnPMYPa429hstnPun8xh92GI8bDOOwXbt\n4YdfgZYWaPZ7oMZA204duTIcCx2YJOYAylBpE8dSW6gC8VasS3fa7H36IM3R2HpMsN0N7rTx8dh/\n3xsYYOyAza7l0XGwUcJa03ffIUa/MTyxrhqckjlJbBNOMnISdK31o0qpbcAqnBK2S7TWr5Z0ZYIw\nBalCmM2lXWyhL6TBTTo3bzbRniqbPbE8rfU9im/XKGdGuVZ854de9uyxiLScCb9Yj+vUMPf9lYfz\nLjD57tVzOPCPwXi2e+za+E1u1G0sJ8Ru5eG734FFwyHeevkthn8ynLQX5VYsu2dZ2th6s98TLytr\ncLv52ZtvYgPNu+H2m6Bu/Bi991hJoj2wYSCr9yIxiz3RNehWiqbnxpIy9+eeM5fTLjlNXOnCSUdW\nQU9pLPM68P3Ex3JpLBN11XcDv9Vafyp6zR8AS4CDwOe11sfyX7pwMpNOCBdmcGmXomFIuo5wUx0a\n0j0eCMDSUYtWO8SOUQ+BgBkX7amy2RPL03Y0a26/YgGnPVRPDx76moFvO13hCBtEbm5j+AUTzoNz\nVsAynDj6hQyxrqYNv98kEIAdEZPt2sQVgReGYd06kxfv3o9OEPR5l5zGe776nqQ9/mrrEUY+vQ9X\nWMc/Y5qdBjAjtiPB7T2kzaaHqcsDm/vg2c759LRB3Yfmsv34cQBWe700/vnb7P2P4/HnLrh6AQvX\nZC5ZE4RqJZ/GMouBY9F/e4BDQC516jcArwLvjN7+OtCptf6WUurr0dtfy3/pwslMOuv12gyiUKqG\nIYmNaeKHhlEbZSiW3bssSVQyHSpWNlissHudJDXbYG5DGxBNMkuTzZ6YiOf3NCe5tts/6uXbD0X3\n1T7giLkL0Dauc0L4/c5ji4ZDHDCckjAMm29cFcQX/TxSDxBdlsUDu17jSgUuDeMK/v70YU47/Q+4\nxCJuhf/6sX18aUwnNZ0JLHRi6DHrubcdwhlGp6bzXsQOQInu+LZag7ZOL2t8CYK9xln70cePMu/S\neSLmwklLTo1llFIPAD/WWv80evti4JKpLq6UWgR8Evh/wI3Ruz8D+KP/3gwEEEEX8iSd9Zopc7kc\nDUNCgVC8blrbmn3X72NOy5ykrmvpDhWJ4uoybBYNh4gJOiRns6cm4jWNbuXZX87n2fePsXs5vDU/\nyFc3Q8+jJu0Xerjb5Yi9gcFN53sctzrRWHmdYnxUM+6GDa1BFllefD6TrRst+h8P0XSpB5/PZMNA\niG3tcFmtE5sfd8N/tmr6Dr3G7a+9hgEYSnFWm+YLbuc5yu3E1v0e4geOGqX4yPle5j41l0Xd6evY\nE5PUEg9Ator2gM/QoQ5g4ZqFIuTCSU+uSXEf0lpfE7uhtf6ZUurbObxuI/BVYG7CffO11oPRfweB\n+eleqJRaA6wBWLx4cY7LFE4WMtVip8tcLkeJksfvQRkqnh2uIzo+d9zny3yo8Pg9GHWZDxuJbvrQ\nwoREvJ1L2XfzCDo8yEoD3r4Ifn4h7Fk+yH0Pn8mahQu5xIrGsQ97WPs/zYTwhMnOR7y8/LNBXmmH\nPc3OjPDmPois7aVxzCbyooHV0oa/2cM3l8NNdzou85526FsOaNAaIsrp5vabsxW33Kk5t9eZymb6\nnBGqk8aRngVcMPXnmXQAUmAbUOOSRDdByEaugn5EKfU3wCPR25cDR7K9QCn1KeB1rfU2pZQ/3XO0\n1loplXY6jNZ6E7AJnOEsOa5TOInIZcxooiA2rmvM/uRpYPpMlt27jH3X70NHdNLccSfRLf2hItth\nI9VN3/TESow6JxFP9Z6LDrsgAu6IM/Tkwp87wnu92jfRJa3PZP3/hdFRsG3Ho7Gl2yLYBk9+UaEN\nTa1S+D0eQt+b7EXw+Rq5ZsEC/pHBuJDHg3AasKGuxmBjUxPDS8L4r0junV7oOFKP30PErZySOzfc\nex38qWty5zlBECbIVdC/CPwfnNI1gBei92XjPODTSqk/BuqBdyqlHgGGlFILtNaDSqkFOMl2glB0\nyj09a+GahcxpmePMHX/Owy7bxJWQnZ7Oe5AtkS7VTR/ubqTtWicRz/1nK+l/JII9YoN2JpjVhB0r\n+jfLHYubPpNVqybE3DDA1Wrx4PJewmEbDBw3tlNZltGLsNrr5cHDQ4SJvgYcMR+H9w8s4ME/yz5j\nvBBMn0n9k8t44LF9bGvT7G8x+EbbEkyZVS4IGcm1bO1N4Aal1Fznpj6Rw2vWAesAohb6zVrrK5RS\ntwNXAt+K/nyiwLULQlZmYnqW6TM5c73J/hfBFXVxNzTAhg2T68ynOnCkE1jTbHQS8RrhwBNHOLJ5\nkNMfO46OwHgN7GiHOsPA7/EQ+J5jkcfE/Pzz4b1/E+L+8agwa8CAce0cAHy+9L3MfabJX9c2cfuh\nQ2jviJNoZ4Px7AIevPQsMn2k0y0VPO+ChRgfnDOpw5wgCOnJdThLC7AFODV6+w3gSq31rgLe81vA\nvymlrgYGgM8XcA1BmJJyT89KqsPudMrAGhpg7dr0debpDhx9mAl5AY47PrglCMCunfBC9DGaLS6o\n62fsf9i0/pHi7iEvdR+ey2VnhifEz++85+hSC+PcEJde46HlbA8PbzcYHY9mwEeg1uUcAMCZmBZY\nCA2HYXjDxHt9V/fDux1vgNJQow3u+aw3Y8ijWN6RQl32gnAykqvL/X7gRq318xC3uDcBf5TLi7XW\nAZxsdrTWwzgNagShpJQyGS7V+kwnYL51Jhs2ZG4Ok3rgONzg4YKU2vpmYGjzEPaozYg9xPeMNm6t\nM7ny2RCjts37dkNzj6bnYvjyBQs5L2GNPh9s3Gpx/UgvEZfN2ohBJ208v6KNLTtCBPe68Z4ZZnWr\ncwDosiz8PT2EtUaPKozvtVN3q/NesfIzpeADc+eysakpq9DKbHFBKD+5CvqcmJiDI9BKqTklWpMg\nZCWbKzdx4pjPNNPGrYvx/qninUnAsjWHST1w3Bcw4+K/dNRi7/oQp753JF4OV4NNqx3i1TGT4LMe\n3teguHNddPTpvwSxnvcm1W97/B6GF4WwDzjd1WKz0a894uHrvwSPf07SZ7MlGGRMR/NPazX2+UHG\nXjWhx4OrVRHRGg30npgy4iazxQVhBshV0P9bKfVN4F+it68A/rs0SxKEzGRz5Sa2Qk0cAlJs0ol3\nJgGbctRpswefz8m+9+OI/tJRi9vtXuqfsxmMxqvB8ZC/pdzU1oJ32GTOP3lxjw46vWNGddw1n/j5\nrHyiidZ9iuXbNbtXKFaG3dGRpc7jrieaeCHqpk9FKWc9K86B9vpT+K/jx51cuFjMPeGzTXeQkmlm\nglBechX0q4C/BX4Uvf1i9D5BKCvZXLmJrVBj1mgpBD1tsloWAUs36jTdwSMm/nvXh6h/LtrJLaFg\nUym44ANhFp0DK1bAPz7kJUIQA40CZ+QpJH0+8390nLs2gx4FVQenXXmcwYTHH3psH49cpnEpxYfe\n+c54NZpLwTVneFmx1WJtpJfR43Ysh45aw0g6APxq65F4NvqtLRP7kWlmglBecs1yPwZ8pcRrEYQp\nyebKTZ3ylWp15ju/PBOZxDtXAQuEQvEhI6MJB48uyyKwMMTKm91EXnT2iAGEo7qu4flX3Dy1zbGc\nN37X5NCWU3nvr4dR2mlmAyR9PgCM6fg40aEgRAwDl7aJuBXb2pwxpxGtecGy4ms0gNWro4ekqMse\nDR3Gu9jYtiR+ULK6LEY+7bR9/YIbbrnTJtBYmoOUIAjZmWo4y5PZHtdaf7q4yxGE7GS1hE1zcmey\nKIXML59qHYVanw1ud3ximB29nWS11xlsfaIJ9aMwe3a+xRm/Ho73UZ/TcJzIkBOT3z5q8dJlb3Jb\nt1ODXlOr8K724l3tjX8+EE2qG7OhxmDtT72EI17ONUJ8fKOb/e/vRyX0W48xDvHPsQaDyLgN4wY9\n31gC95qQkKnvCjs93HUYzu1V+K+QeLkgzARTWeg+4DWcKWsv4fSHEoQZJZuYZipzKmR+eakYDodj\nPV0wordTwwWP1IfZvLmR967cwx0JfdR7/vQE6hcWtftNaA+xI6K56U646Fn4wDtPASZ/PrED0JOH\nPOx4wCRiw6vK5Kw3obNtDluCQR4YHEwaee6C+KHoL3e2cf/LIXT9OGNfPMi3++bx4+hwlESPiXI7\nbV99plm2ufSCIEwwlaB7cTovfxG4DPh34Pta692lXpggFJNc5peXS4T8Hg91aUIDieECejyMjcHu\n17zctCFI+27t9FF//3H4VC9ffr2NS1o9PNyjUGgu+DnUjx+n90e9k2q+YwLf0QW1mycy7htWOols\nq71eAO4fHIxb6me+4x1sCTox+dUdJv/0H28zftUBAH6ijvG1/b/n75YuTfKY/GL5OPeeOsg5jwT5\n8zXHYUyXpUOfIAgOU01biwDPAM8opepwhD2glPpbrfU95VigIBSDdPPLEylnm9hMoYGNrjYePxDi\n0iYPLR0mm2thbI9J/7+088ZXDvL6e445pjM2D8/pZ+9rdYS1pi06Zzw2jewnPz7Imc1LJnkqYkl3\nTi/3IF8eDxI5oKk1nF7s9UND8dh+3+9+R9/vfsfDwSDPt7dz5tpB+mziPrrbX3uNS047LZ789oPG\nt/mrvQfgODT9AiKj4LLBHrEJbgmKoAtCGZgyKS4q5J/EEfMlwHeY6OkuCCUlXQOXbLezkTi/PJWp\nGqFM13rv6kouXUsNDXR1wdoLTJaOwq+NEMvvdaaibdkCYNL30hJe91oQ7ad+9NTj/OSN44AzAS3s\nBsYhXAN3NB5jf6+Vvmyv2WJzuJff23b8rjHbZvvx41z4rnfRffw4h8fGnKfuhvYeTfdwkDOX1dI3\nPHEZDfFkPqvL4sj3D9F8ljOJracdxl3OyFOlIfigY+l7V3tF2AWhhEyVFLcFOBv4KfC3BbZ6FYSC\nmDRtbGMT/Wv7M97Ox6pOzXjPlj0/Xeu9qwtWrZrc/jWxdjsQMOP1527bZuR6g/p72ti82Wk243KZ\nGEeasL+yF4DmvuRxpjfdCR/d6eLFlgi7loORoWwvlmGfiAIeDAYJ64nUuObdcOdNjuXvejTIOU8s\n4yn3cDzOHpvQFvtsPjpm86EaZx19y+HnFzkT4NCgw5rB+wcZ2jwk7ndBKCFTWehXAG8DNwBfUSqe\nE6dwhrS8s4RrE05yUq3mo48fzXo71/aiaTPefb6kvunZ1pFvG9NAYHL7V5qTa9E3rmxjxfwg7kHb\naRQTsdm69SCjS5dg73Le66w/Oc6rhiPmMbENuydEdMXHGtj1ujO8MJY9n4rf48FQCjsq3go4Z+5c\n/uv48fhzFLDypVpqw2MY0XK3Rd1hXrx2xURc3etMWBsIDDgJcRGoAz71ai1nrpzL577cQOS5/vg0\nOHRxW8BK0p0gTGaqGLqR7XFBKCWpVvO8S+dhvWhlvJ1re9FsGe+xEq9Ea3K6bUxj7V+Xjlqcq0Ks\nbPBMymrfPj/Izv8VJHzTREb74/5j2FdbGLe04XJDf5Mjpu3RmLkrWirW3gN7lsNcl2tS9nzM1R8K\nQU8PXN4O3zMa+P/e8wa7mp3JbFcvWEDviROMRkVejyp++aslfMbup96Y2HNjmgqCxM/GVWvwjcuX\nY7aY0AJW5xxe+/ZrvPHUG86I1yK1gC33WFxBmC3k2ilOEJJIjAmPv7yfNx4/ymmXzuMjNywt2nsk\nZlC7G9yEh8M0bWwiPByOW2ZzWuZMstSmst4yZbxnnn5msnJjG43Dma+ZrWmNzwdbN1qMXNuDK6IZ\n/7Ji5dPLqK1LyGoHdi53StDae6C3HXYvBwOb828O8d73wgPRxjFvvRMwIEK0lK093h02nj1fg8HL\nD3hYfzuEw6A1NGNx+s97qVM2d9crdj7ipWOVY2m3zHHK1155Bbpv87Lrv01uMeZw8/khLlmf2Qo2\nfSZNG5s4+vhR5l06b9Lz3nz2TWdCm6Fo2thUFOGVwS+CkB4RdCFvEmPCn1q4nxteew0PMP7ia7wI\nRRd1IKNFllpznYv1linjPbmmOsKhUw9z4arGaOzbpLPTpDFNTp1lddHz6HXo7ctRKx6j/fJ7MU1f\n0qHntO1BBqOCrMc0p/3oOJ3fmsh0B9g8NMSe5Tb9ZysU4NKaGqX4QN1btP1U8dJ7FGGtue5eUBGI\nGHDPdY67/eyd8PF/hSsubeKR+jAP3eDhiR6ThLA47YRwY6M0MKb59J56Gj/ndKiLudKvXuxl536T\nMRfsr3Vmu2cr17e6LCePYdQm9HyI3+//PTWeGjx+z4Tw2qCVJjwczv2Lz4IMfhGE9IigC3mTGBP+\no/GjAPEe4G88fhSKKOiQn0WW83Njg7/9nnjXM9Nn0vSEi32PPYRu28ZY036WLu1k1y5f0ujT1EEk\nwc5u9I23QdiNdofpPfXX/P3CU3nqKdDPeKm71eSZC53PJ/Y5weRM98RSNnCmn3V1DvLhG4dxh+GO\nWsV/f2IutWPHMTTYGsy3oHkn3H4juMcHCf/zEM1/2UZkR7KYA/TgIYyBwqYmKoS/2nqE+x/bMTb2\n+gAAIABJREFUy7Y252BQp4J8Z2s7wy+YScNkYqR6P0KBUHwanLY1r337NTDAqHOSFhOF193gZmDD\nwLTj3jL4RRDSI4Iu5E3iSNBf18zjA7wWF6nTLp1X0DVTy7oSycciy/TcxOs3k9mKD5/5AvqyR4AI\nrt1n8xe1e/lno5n9tY7ApRuscmpvO4THwHahw5qfPLeIn1w+CH8MfGKQ3z+zgPtPiXDlv0PNOIzX\nwEsX1/Bm9GDQ4HYzHA7TcNgDLzRCdI0f+vEIf/CbiXh5ZEzz6i9rWaQNarAZd0NvG7S/Au6IU6Ku\nx2zaCVFb62THg3PwAujD5BbVxn1/FaJ1tfO5jHx6H1eOwWXR5LpXl2uGF4VYty5NWCGN98Pj96Bc\nCm0nnB6i9fDh4XBSyKTQioR0yOAXQZiMCLqQN8kjQZcy/jLTiqFnKuuKkckiSxe3Tvfc2PWXLu1i\nz54AV9V/eMKKH7U5uP4gS9YvcRLgYvH1nUvhpts5N1xPu6uX3365jUDA5NB4cjJbd2eQT7x+OtQM\nwrgmbLh4tm3+RJPkGuCTg3zfgJ7TJ0rNTnl3iJ29v403clGAHjEwvtdG23q4S/XSOG7jNSDicqz6\ncTfsuWIYe8tpEHJzYOVcvPuHOX1omPEa0BEw3IrW1R46VzvfT0MDrF0Lo6OwXFl8808cMTd9JgMb\nBpL6sLf3wP6zVdpRqpB5bOypnzyV4aeGJ6bDGRMJcDHhHdgwIHFvQSgxIuhCWqZKLEsaCepbOi03\ne7qyrlQrPbaGUCDErp3wymgfLS2rgMnDVlKtt0DAEfPbb1+F2z1GuK+Vmtq70KOADceeO4b1ohW1\nGp34+sGn93JsvB5sUNqm884Qj2LiavVQc5eTS97ap2i5OcjgmEbVKI50LOC2N+bSd9Y+kvzdhqNz\nfcud/wD+56sGZ/7C5pVoHbkGqLGxW0Ms3w06Gut22/DUH9byevMYlgeuvxfcY28QxuCerXO5+T/e\nxK0d0f/pJ+EdF3t5KeB4E9atc77H918ZYm/QzdKf9cNTNr3PTljXMW8GbjhjVQPPty/OOCkt1fvh\nbnDHLXblUniv8TJ3xdykpMVMr5W4tyAUHxF0YRLlLgtKdOHX1jq3M65p1GbENjh4YS/NzWO4XFMP\nW/H7Yc+eAG6383xaduB9ZCcj96/k2HPH4i7imNVomj6WfLaZY9/pZTxiM64NuiMep6nKDpNrdrax\n+NMhPvz8CJGxQYiARrPonHr2vjQH9YwXff4QvGOigYsCbnnPe+g5cYLLB05h8ZrDREbh8piruxn0\nuIHa4WG3G7Q2iISd9/55cAl9f7uPyx7TjvtdO4K/kqO4I9pxtQNH5yl2bpxLy74BHnN7uHvt29h3\n7UPbmiYj6hZP2GvjusYkb8b5U3XaS/F+JFrsGk394noWrlmY02vFOheE4iOCLkwiMdHJHnX++Mfu\nn+qPsdVlxZuz5NrqM9mFP9k6j68pmjFdg429vZ1wuBbDGMPlSj9sJfH6tu1nZKSWmEU/90N1wAuo\nF1vQY5NrpE2fyc6/bOPl+0O8oj30YaKUc+BY3WHiazSxLrLovX0ofvAxPudG/XkvaBuXUknTyy47\n/XT+bqnjxRj46QAHxjQuG1QYPvv0aex5eS6RN92oFSEuuMXD7q6E9z5own8O09M2TNgdrVM34IXx\nebRiobEZV4rGwUVcvrcfNzbjY4rxO6Jz0AGtHS+CVjppr/nGolOfn4/VLXFvQSgtIujCJNwN7onC\nZhvGQ+M5WexWl8X2j26HaHVS8OEg7c+35yzq6YQ8RtxlO2ozbhs890Yrv/hGJ3ffHaC1Nf2wlcQD\nyHnn+bAsp1TN7W6gv38t9qljqDtaWTB0N96LWiets2O1ydeirVdrXXDVVbB69cQ6U63O+xaGCB+w\n0cqxWFeaJkdGR/ncvHlxMU/dy5ht8OM9pxJ533G4/CC2S/P3GNxzRRuPb3ZK5upqYOnCWvqWMlGn\nfqKBvh8sZEDN4QvvC+G/wcOF20OM4XSagwkxB1AuxbJ7lqV1hxeKWN2CUFmIoAuTCA+HSWw5dqLn\nRMYkshixemQSSo31qKZ/bT+nnHPKtAdzJIrH4QYPlw2b+P0+fGlOAZlCBrHhLAMDG+Kd4nTzDuo/\n+UvMxo9Muk4unoNEq7PhyNuJ5yAunz+fNQsnu6Bje/nJ+hB39Lvpu7cfam3HL68ggs3wohCdnWY8\nse1nB730LQ7S935N3zLFV4OLubwV/H4TX7yhDmx/UKHDGpcLxyIP67iYZ3KHTwexugWhchBBFybh\n8Xsw6tK0XI264ZOTyMwJAf29Pelax18+zvGXj+dlrWciJh6NwHlZnpeUjT1q85P1Ic5cb8YFOZfZ\n6DGm8hwkMhwOT2q9mm0vZ643+c39A07mm4HTUQ2n25vf48HX6Dx31SoYGTHhx+3QHsLY4cFzmcm6\ndZOvq6KHAuVSLPtOcS1yQRAqGxF0YRLpXKlzWuZwcP3BtElkcQHNgh7TOZUqJbrKgaS2r7kKU6JL\ne8Q2uOM5D/tfnCiHy9QpLlstfC74PR7aVB/L9XZ2qxX4PSuyPt/ng3ttD9ePGESwqTEUV3m98cEn\nMFEBoDXQZ6JeNamrT584GAqE0BHtTDiLOJ3ZGtc15r8RQRBmJSLoQlpSXammz2TJ+iVph6EkCmi8\nqFoxEYeP4m6YPP0rkcRM9qRrRK+paiZcx5l6p8cOBE0bm9j6eJg7nvOwyzZxpZTDpc5Gn6oWPh2p\nHeOa6eMubkYziqKOZlYQb0OX7vVdMPyCyT0r29huhwg+64FhE1ZPvCyxAsCVJo6fiJSGCcLJjQi6\nkDNJw1I6DhNaeB9Y/vjo0URr2t3gZt9X9qFHJ+qx+9f2M6dlTva2rbFDQSrRudp7r90LZxygv+6C\n5PGnpi/N/PQ29r/oiHm6crhEizxTLXy6g0Os9/nDwSDjWsc7xi0MBUCPobBBZy+lSzxAuFwmWpvE\nPPT/1GXxP74bYnWrB5/PnDKOn+77ydWbMV2vhCAIlYMIupAXps+E5j56ey/APpA8TzxVQLK56dPh\n8XtQRkob0VQiMPjPh7CvmTz+NLWTWePwRGJZqmClWuQbN06uhU83N72PZlb19jJi2/F2t2O2TSAU\n4to8YvOJBwjbBv1+C9pDYLkZv76f+8dtXnpUcfeQl9aLvPjStGJNJ8b5JKkV4pUQBKFyEUEX8ibb\nPPFEsrnp02H6TJbdu4x91+9zYsEKkoq5oxjWwrTCmTQtrUYxcmiEZqy0YphqkQ8PT85oHxiYvM8A\nCxlLEHMF1EaT2EyzMW1sPh2JrnR1tsX4t3qd5DhbgaF5fx/cdpNmPDxI7+1Dk0oFiyHGgYAzo73V\nDrFj1EMgYIqgC8IsRgRdyJupssRjceyY+/3dX343J3pOJM3LTtda1uqyCA+HWfTXizjRc4JT2k/h\nt9/97SQ3/FvPwbIbthI+84W0fdyDW4IEHwoy+MAgQ5sniyHAypVdXHFFgG3b/Ozf74uLeKKgpdun\nHw+10ZnjLjU5iS01Np+JxJK4Qx8OsSni9HRHaVyG4pwepyucyuDZyKVd7lSsbLBYYffixiZsG8xt\naAMkG14QZisi6ELOTIhwc5IlSl8ze7bsAWDuirns+/I+9FiK29wA60WLOS1zgIn55hG3ov7JZZx9\nypyJhDh74vlNG5s4vv04g5sG46Kuw5pw9yIaL5hctxXLutcRnXEQiGV1EYms4i/+YowvfamW+vrO\ntPXs6bLhfcDGpiYeP3qUS+fNS1tnniuxA0SX5WFzr3NIqDEMLt7fROM5x3E9GoQxndazkUu73KlY\nNBzigOF83i7DZtFwCBF0QZi9iKBXIVMNVink9ematTT6nES0Hn9PXMAHjcH0SW0JliYw0QNcax54\nbB9XL/DGW7smPj88HKZ+cX3SpZRLTTlClVqFHtOo2snPTQwZuFxjLFoUIFM2+qRseMtibX8/Y7bN\ni5ZFy5w5GYeZpCPdZ+szTTrb2vj2z0M8dauHJ3ebPFsHF2/0smg4/feYS9ObqUjtNyBZ8YIwuxFB\nrzKmO1glLtBhjXIr2gPtybXmKVZvcEsw2RrPUo6eKBoRt0JrzbgbtrVpzl0AbYmlb0by84065zFl\nOKVr2fbU1ww33gHLt8PuFXBvc7Jc59NYJpVAKHl8aiAUylnQs343fSb/frlJJOzMQl8xEuKV7R7O\n+4fMdeT5NL1Jh7RuFYTqQgS9ysgkvLmSKNB6TBPcEnTmhCcmnLmchLMjm44QfDiY9HrlVmh0UgtY\ngLkfnEvTxqb4WuqfXMYDj+1jW5tmf4tBR5uX5k5vxkYy+QhPIBRiR7NmezO40JNEN1NjmVzweyZi\n6LFkuFzJ9t0EAk48vBmLO+nFrW1cDxtYq0s76U5atwpC9SCCHiVTo5JcqKRa3mI3FznxygmsLis5\n4exhJ+EsqIITJWYK5n7AEW1wDgbBB4PoccftnSjmAOddsBDjg3OSGrPgI6O45CM8uYjuVMlrmcIW\nMfd40rpzxOP3OP3VbWfyWeJ309AAhgHtdgh3bMDKeP4HMkEQTl5E0Elfb5yrqFdaLe903aje1V6C\nD0etdA3Hu4/Tu6o37h4OBULocSfhTBvO4I/YSM5E0TZ9Jt7V3ozrsKwuFoYCXOvxY5rFbU86HdGF\nqcMWPtPM+5pxdMpPnN+htWudevRdLg/KMCBiEzEMDjd4kOatgiDkggg6uddVp6MY5UPFJldrNp0V\navpM2p9vz9gQJtUD0LSxKWOf9UzrmM4BKvEa2Twq+Yhu6ucw3bBFJlJ7rceuG/sdsm3Y7TL5j0+2\ncfjpENsiHvavNelsmfnfKUEQKh8RdKaXJFWM8qGZIJsVmq0hTDESqaZzgIKpDwT5hE/SfQ6l6ome\n6bqpv0PDXpNHtMlZtsWlIwN0b/HER6QKgiBkQgSd6SVJFaN8aCbIxQqdf+V8gEmzzHPxAGQcnmJ1\nMTJyCKVq0Jq8D1CQ/UCQr/Wf7nNoXNdYkuzvTIeh1N8hgJcesrgtUr7kuFRSB88IglD5iKBHybXD\nVzqmWz40E2SzQlOtVu9qb17XziSqifcr5WLBgmvwelfn/bln86ikE3v6mjOKc6bPIfa8WN18rmKa\n6r5PvZ3pMJT6O3T3VSHG77dRmrInx3VZFqt6e+NJhZ1tbRUl6tPtsyAI1YoI+klKNtf5VNb7VH9Q\nM1nQifdrDfX1i/NztWfoVJd4jVSxd+9dSe9nMie4Zfoc0rni+5rJarUe2XQk3ofeqHPyC/rX9mft\nCZCpQqJ1tYfezTPT9GU6tfalZrp9FgShmhFBP4nJZC1OZb33fKwn3oWt/fn2yVZvBgt6OrkKmTrV\nTdpTSvgkdN9C7LEDWUML6T6H1EPNjmeCXBgeymi1Wl0W+67b51QAAPaozdHHj2Y9GMUqJEZHnZK1\ne++FNWsm1jRTTV+mU2tfakqVsCgI1YAIujCJbGIS3BKMzzjXoxONZ5JenyEnYTq5Cvn8IU8Kn/it\nghLcUg81PW1ktVpDgVDS2FflUsy7dF7WSXOBgCPmtu38d/310JKQ0T5TTV+mW/ZXSkqVsCgI1YAI\nupCW6YpJppyEQnMVCv1DXqilm/o6dzPU9g5ltFrjfdET2tMuXLOQOS1zMr633+9Y5na0XW4kUhll\njzDNWvsSIu1qBSEzSms99bNmmI6ODt3d3T3TyxDI3Os93fOK/Ud3ppOhuiyL7mAn7fTS6r1o0sGk\nkPVt2uRY5pEI1NXNfGMiQRAqA6XUNq11R16vEUEX8iV13nmqgBUrcWkmBDxbDfuRrb9i32MPoNu2\nYbTsz1oSl8/aK6l1sCAIlUEhgl4yl7tSqh54AaiLvs8Ptdb/Ryl1KvADYAlwEPi81vpYqdYhFJ+Y\nQKWKNjix5JFDI9NOXCp2NnMuddXZatitLou9nx5Bj30J5f4C9p23EGpM3xAn37X7fM5QllAghIW4\nkQVBKIxSxtBHgY9rrU8opdzAL5VSPwM+B3Rqrb+llPo68HXgayVch1ACUpPUgluCDG0ecqax1Sin\nxzs6Hu/O1wqdbulcIrnWVWdrWLPjmSCRMQOXrZxwQ++5eK7wF7T2VKQUSxCEYlAyQdeOL/9E9KY7\n+p8GPgP4o/dvBgKIoM86UpPUgLiIaTQLrllA/eJ6PH4PfZh5D7DJp/HNVAKYa111trK6njZY5lYQ\n1mg3DHz8c/gzuNvzTeCTUixBEIpBSbPclVIuYBvQBNyrtX5JKTVfaz0YfUoQmF/KNQilITXbGIhb\n6LHucvFZ3xvyH2AzncY3qeRSV+1Y/Atp6thK+MwXJsXQO1Z5ue6uIMu3w+4Vbu69+KMFrT2RmNdi\nZYOUYgmCMH3KkhSnlPIAPwa+DPxSa+1JeOyY1vpdaV6zBlgDsHjx4nMHBgZKvs6TnenMhIfMbvBi\nj5gtxEWdLYae6/UyXaOQ5L2uLvjYxxI+k+9YLBqWUixBEBwqKikuEa11SCn1PHARMKSUWqC1HlRK\nLQBez/CaTcAmcLLcy7HOk5lijDTN1qe8mANsCqlFzlZXnavFn+4ahca/t2xxmsqA8/OR7Sb/8A+l\nEfKZLvcTBKE8lDLLfR4Qjor5HwAXAH8HPAlcCXwr+vOJUq1ByJ3pjjSdimIPsJlO45tUgZtO97FK\nj39Lwp0gnDyU0kJfAGyOxtEN4N+01k8rpbqAf1NKXQ0MAJ8v4RqEHJlOn/VKJt30s3QCV2j3sUIP\nA6tXw0MPQTgMbrdzuxRU+oFDEITiUcos9x3AijT3DwOrSvW+QmFMp896OSgkvp9OvDMJXDqLP1dX\ndaa58enWE7uez2cSCJS+oYz0PheEkwfp5S7Emc5M+FJSaHw/nXjnKnC5uKrjzxm1US7F3BVzMwp6\nuuv5fGbJO8NJ73NBOHkQQRcqnkLj++nEO1eBy8VVHQqEsEds0KBtzb7r9jGnZU76GfEz6Pqeqalt\ngiCUFxF0oeI5fNjPyEgtNTVjjI/Xcviwn8bGqV+XSbxzEbhcLHl3g9tplRRFR3RGoS7E9d3V5WTD\ngxNjlz7vgiBkQwRdqFhiMedXDjWz6ZedtLYG2LHDz2WX+TjvvNyuUah1moslHx4OgyIu6qpGZRXq\nXGPt4Ii53+/UqQM88ADcdx/8eYuUoAmCkB4R9ArnZK0hTow5t9QYuHUbP3jVR22tI3TlYKrDgMfv\nwahPnoGeaZRsYvzcu9o75XsHAk4GfIxIBO691uLMml4YlxI0QRAmI4JewVhdFj0f60GPaVStov35\n9LPHS/G+M32ISIw5g83d14T45WKzokaM5hqPDz6zA3s0ArbKOX7u9zvlbDELHaDFDqHHbJSWEjRB\nECYjgl7BBLcE0aOOP1ePaoJbgiX/A54pu3u6bWHzJTXm3Lraw0eK8LbF3sdUVrxldRGcfwO4b4Nw\nDaq2Jqf4uc/nWOnf/jY89RRoDX01HpQy4ha6lKAJgpCICLqQRLpsbJr7pt0WNl9KUW5VjPa2+RIK\nBdDNO+DOm6DnHLwXfxDT58/ptT4f/PjHJIyeNWlGStAEQUiPCHoF413tJfhQ0Jm/7VY5xV6nS7ps\n7FDoeyVtC5uJYpdblbq9bTriHfiW78FoOYC37dq8r5HcNldK0ARBSI8IegVj+kzaA+1ltcjSWsZW\n6dvCliNuPxPtbSu9A58gCNVDWcanTpeOjg7d3d0908uYNpWQbFYopYyhl3OASLlzAQRBEAqhYsen\nCrN/6lUp28KWs4taJbW3nc0HPEEQKg8R9DIhU68yU44BIhOJZZVR9jbbD3iCIFQeIuhlohqmXpXK\noiz1AJGuLli1yqnprq2Fzs6ZF3U54AmCUGxE0MvEbJ96lY9FWYjwl3KASCDgiHkk4vwMBGZe0Kvh\ngCcIQmUhgl5GZvPUq1wtykp0Jfv9jmUes9DL1To2G7P9gCcIQuUhgi7kRK4WZSW6kn0+x82eGkOf\n6aS02XzAEwSh8hBBF3IiV4uyUl3Jyc1ZKtOTIAiCMB1E0MvITFuE0yUXi3Iq4a+UOvBieBIqLXNe\nEISTGxH0MpFqETZtbCI8HC5en/IKOixkEv5y9VLPRWin60nYtAmuv95JtKurq4zMeUEQTm5E0MtE\nkkU4arPvun1orYvi7p0t7uNy9FL/1SaLB64Lsc32cGudmVFop5OU1tUF110H4+PO7dHRysicFwTh\n5MaY6QWcLMQsQlygXApt6+SJZtMg7YS0ImN1WQxsGMDqsgq+RqyXOrhK0kvd6rIYub6XL40f4Ha7\nl6WjFoFA5uebPpPGdY15H34CAbDtidsuV/bM+a4u2LDB+SkIglAqxEIvE4kWobvBTf/a/mknjsXc\n7O4Gd0kT0YrlASjFoJLEUEMoEMIVcZRWY3OuEcLvL76nwu933Oyjo2AYcM89ma3zSmxqIwhCdSKC\nXkYSY8tzWuYUHPO2uiyCW4IEHw6ix3VJYvKJFLMUrZi91NPlJRh1BvaojXIZXHOPpyTimakMLh2V\n2NRGEITqRAR9hii0BjkuYiM2RAfl2WM24eEwjesai7xKh1KUohUjiS/1oBEeDpetWUtqGVwmKrGp\njSAI1YkI+iwjLmKxqbeKgkQ2H0EtdlezYrnw0x00Kq1ZSz7WvCAIwnQQQS8C5SwZSxQx5VJ4r/Li\nXe2d8n0TS7mayV9QiyWUVpfFwfUHsUdtsKfvwp9/5XyAnD6DmSJXa14QBGE6iKBPk1yszWIKfiHW\ncmpi1rNXzkx71vhnFRVzjPy9C12WRXdnkLanx9DfezOeQ+Bd7c15DZVSry8IglBMRNCnSXBLMB7P\nTieOpagRz9daTk3M6sFD2wy0Z42HC6Ji/q7z38WS9Uty3kuXZXHdoz3cdqNmfAyMhByCXA4ls6Ve\nXxAEoRCkDn0aWF0WwYeD8Xi2cqlJ4liOGvGpiCVmuVzOz47VjpV/xq1nlFXUEmvxjTojLzEHCIRC\nLN+ucYcdMdeQVw5BJXwXgiAIpUIs9GkQCoTQ4zE1B+9Vk+O45RxWksmdnD4xq/zJY9NNrvN7PDy2\nQhF2a3QYampgwVULJsXPM30OlTo4RhAEoRgorfXUz5phOjo6dHd390wvYxK5unCnE7fN1Jc89ZpW\nl0WPvwcd1ii3oj3QXpXu5FgMvb0XWi+afICa6juRGLogCLMBpdQ2rXVHPq8RC30a5GpxFpohnqnL\nWDrRCm4Josecw5ke0wS3BKtSsHymie9zJnwu/eNTNcGptLI2QRCEYiGCPk1KKRCZuoxJLDgzU7nV\nZeSpIAjVigh6BZOpy1gm0Qo+7FjpqlblXMZVLST2tc9Umy591QVBqGZE0CuYTF3GMrn6259vPynj\nw2nr2+sm16ZLX3VBEKoZEfQKJ1OXsXSu/kqMDycmodHcV9RJazGS6tshYwc66asuCEI1I4I+g1hW\nV0kErtxky8SPJe+pWuCOG9HNOzCMWtraOgvac7os9XgIYooOdM1YPHtliB481K0w47PSxUoXBKEa\nEEGfISyri97eVdj22LQErhTkkziWLS4dCoTiIqtHNWxfDs3bse0xQqFA3vvNVJKWOms+3RhZq8ui\n52M96DFNS43ir2mnd9ykthaef768oi6lc4IglAIR9BkiFApg22NApGCBKwX5Jo5li0u7G9wJbnAF\n5gnAhWHU4vH4815btpK0qcINwS1B51AB6LDGT5AeTEZHYcuW8gm6tJ8VBKFUSOvXMmF1WQxsGMDq\nsgDwePwYRi3TEbhSkE6gs5HaVnZlw8Q+w8Phid8wAxbMuZEzzri1YG9EUuvYWdrpTUoOBUEoFWKh\nl4H0VpmPtrbOiouh55s4lpiJv7LBIrK2lwPRfTZtbMKomyiv817Uitn4kYLXNp3Wsd7VXgYfDBIJ\na8ZR/BwnA762FlavLnhJk5jKnS7tZwVBKBUi6GUgk6vYNH05C3m54q6ZSuWmeo3PBwMbQhxI2Gd4\nODylAOfb6KXQTH7TZ7Lz6nZevj/EK9rDbwyTT5wP69cXz92eizt9uv3sBUEQMjGrBb2SkouyrWW6\nVlm5466ZSuWmIt0+EwU49TNKjNe3uizuvipE6+rSfZcdq02+ttlkbAzqaosr5jD1KN0YlVheKAjC\n7GfWCnolJRdNtZbULOxY3DTX9U7Vn7xSiO0zuCU46TGry6Jn1Xb0qDM8xvuXC+jGy9iYyVkRi9si\nvYzfb9O7uXTfZSHeh3R0WRaBUAi/x4PPnDisTDVKVxAEoZSUTNCVUu8BtgDzcf7MbdJa362UOhX4\nAbAEOAh8Xmt9LN/rV5LI5bKW2O1CDiGzLe46tHkIe8xmaPNQfI/BZ3agRyNgu9CjmsH7B2mpHeLs\npU0sf8dR3D02agrLthgU6n2I0WVZrOrtZcy2qTUMOtva8JlmTqN0BUEQSkkps9zHgZu01s3Ah4Dr\nlFLNwNeBTq31MqAzejtvKinjOde1FJrhHLN8z7j1DNo626C5j4GBDVhWVzG3URQy7rGtB9xhUNE6\nNg2M27St3Efv1ccI11ER3+VUBEIhxmybCDBm2wRCzv6SfgfqJ7edFQRBKDUls9C11oPAYPTfx5VS\nrwLvBj4D+KNP2wwEgK/le/1KSi7KdS3TsbRjcddKbkgDmffoXdVB8K7r0M/44ZkLwa4j4la80q7Z\nvRxuuRNuHngXl3x2ScVatl1dcKjbQ02LATgWut/j7K+Sfh8FQTg5UVrr0r+JUkuAF4CzgUNaa0/0\nfgUci93OREdHh+7u7i71MstCvol8qc8fGNjAgQPfBCKAizPOuJXGxnUlX3c+ZNpjrNWte+9Kwt2L\nONzh5oK6/knu60okMYHP1Wpx1d0hVrd6Kna9giDMbpRS27TWHfm8puRJcUqpU4DHgbVa67ccDXfQ\nWmulVNoThVJqDbAGYPHixaVeZtnIJ8M5XbKdp9lpSBOz0CulIU0imfYYL9NrBC5wfnRacyYlmFUa\nltXF3r0Bli71s2uXD3aYLP6lia/wknpBEISiU1JBV0q5ccT8Ua31j6J3DymlFmitB5WQXkFWAAAQ\noklEQVRSC4DX071Wa70J2ASOhV7KdVYq6eLRjRXakKZQfKZZUUKe6l2IhTgaG8e4/fZabrmlk/37\nfTKpTRCEiqOUWe4KeBB4VWt9V8JDTwJXAt+K/nyiVGuY7WSKR+fTkEbInXQekdDCiZ779fuX8n/f\nt5fTv9yMT2LkgiBUGKW00M8DvgTsVEr1RO/7Bo6Q/5tS6mpgAPh8Cdcwq5FEq/KSziPiuTYa4ti5\nFG66nXeN1xP5916slsJq5fPtjCcIgpArpcxy/yWgMjy8qlTvW21IV7HykbbTndlIW1snB5/ey7Hx\n+mn1Pch3kp0gCEI+yLQ1QYiSWu8fH81q+ljy2Uum3fcg30l2giAI+TBrW78KQinImKFfhPCH3w81\nNWDbzk9JrBMEoZiIoAtCjhQj/BFr+1CG9g+CIJxknJQud6vLYmDDAFaXNdNLEYpMVxds2OD8LMd1\n8/ldCgQcd7vWzk9xuQuCUExOOgu9kqa0CcWlVElnma6b7++S3++8PnYdcbkLglBMZrWFXoilXeiA\nlEoj171XgjeiXGsoVdJZpuvm+7sUG996662S4S4IQvGZtRZ6oZb2bBtFmo5c914J3ohyrqFUFnCm\n6xbyuzTd8a2CIAiZmLWCXug89Gpo1pLr3ithZny+a4i1XnU3uAkPh/P6jmIWcLEbt2S6bjX8LgmC\nUD3MWkEvxijSSmWqiWxT7T1RFGfaG5HP9xS35kdtsAEDjLr8rPpSWcCZrlvpv0uCIJw8zFpBr0br\nyOqyCG4JEnw4iB7XGV3U2fae6uJu2tiUt6VbTPL5nuLWvB29w545z0Iu5DsKVxAEoZTMWkGH4llH\nlfCHOS7EIzZEa5SziVmmvae6uMPDYRrXNZZ6+ZNI/Uzzym9ItNArNM+hEvITBEEQEpnVgp6OfMW5\nUv4wx4U41nBEFSZmlZD0V+hnmmjNFxJDLye55gZUwmFREISTg6oS9EKEpNCkrWL/gU4UYuVSeK/y\n4l3tdWZy5/GelRCKmE4y3myJSWc7OCXmMPSv7Z/xw6IgCCcHVSXowS3BuMs6VyEpKGmrwD/Q2YQ5\nkxAX8p4zLYqV4CUoNbl8X0optK0rPhdAEITqoGoE3eqyCD4UjLusVY3KSUgKStpKY3lOZUUnZnAr\nl2LZPctYuGbhpLWkvracpWfF8j5UgpegHEz1fWlDo1wKrXTVHmwEQagcqkbQQ4EQOhJTc/D+pbfo\nbt5MlmcuVnQoEIone2lbs++6fcxpmVNUD8J0KHYuwUx7CaZDV1fhteyp39dMVxkIgnDyMCsEfSw4\nhtVlTfqDmGhRpv4h9a72Fn0dmSzPXKxod4M76ba2dU7Wdrms3UpoQlMMputlmG4/+JPFOyEIQuUx\nKwR99Lej9K7qTbIa01mUM/WHNJdGL/1r+5My2FWNYuTQSNqDSirlsHarIe5dDC9Dur7tPl9+Vvts\n9k4IgjB7mRWCDpOtxnQWZeO6xpL+Ic0kGFNZZUklaQbM7ZjLid4TDD4wyNDmoRnNfk60aGe7ZTkd\nL0Psc1jZ4KG21kzq216qKW6CIAjFZNYIeqrV6G5wO1nExtQJR8VK9somGNmsslTr95RzTuH4tuMz\n7t4+sukI+67bh7Z1vMXqTDShKRaFehlSD2pbN7bxwrAZt8Y3bEhvtQuCIFQSs0LQ695dR9tjye72\n/rX9aNvJIm7a2JRREIuZ7FWoYKRa8ABDm4dmvPnLvuv3ocedOIA9OjH+M1tjl1yy+Ytt5ed6zULj\n16kHtcbhEOvWTbw2cdpaq8viw4dCWF2z04shCEL1MisEvdZbm/THM7Hnt1aa8HA442uLmew1nYSn\nVAt+pt3bSVUBgDIU7gZ31uEoUx2OStF1L99rFhK/nuqgFpu21r3FouXhXiIP2PRunnot0iVOEIRy\nMisEPZV8LOViJ3sVK+FpphOnPH4PRp2RVBcfHg5nHY4y1eGoFJny5ci+z+Wg5vPBwkCIA+O5raVS\nWgoLgnDyMCsFPR9LWcqI0pPuc7G6rKzDUaY6HJUiU346cfF8vvNcDlj5rKVaygAFQZg9KK311M+a\nYTo6OnR3d/dML+OkILEPeSli6ImPg9OuF4j3rc+2plzfs5TWca4HBbHQBUGYDkqpbVrrjrxeI4Iu\nlIukPuc1yonhjzuPqTpF+/PteYteOuEMBUIc+OYBiAAuOOPWMypihKwgCEKuFCLos9LlLsxOkvqc\n23qi0Q6gx3LrnJftmjHXdqU0yZnpPAlBEE4uRNCFspE0IjbVQq/NbZhOtmvGxFvyJgRBOBkRl7tQ\nVgqJoedzTRFvQRCqAYmhC4IgCEIVUIigG6VajCAIgiAI5UMEXRAEQRCqABF0QRAEQagCRNAFQRAE\noQoQQRcEQRCEKkAEXRAEQRCqABF0QRAEQagCRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCqABF0QRAE\nQagCRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCqABF0QRAEQagCRNAFQRAEoQoomaArpR5SSr2ulNqV\ncN+pSqmtSql90Z/vKtX7C4IgCMLJRCkt9H8GLkq57+tAp9Z6GdAZvS0IgiAIwjQpmaBrrV8A3ky5\n+zPA5ui/NwOXlOr9BUEQBOFkotwx9Pla68Hov4PA/ExPVEqtUUp1K6W6jx49Wp7VCYIgCMIsZcaS\n4rTWGtBZHt+kte7QWnfMmzevjCsTBEEQhNlHuQV9SCm1ACD68/Uyv78gCIIgVCXlFvQngSuj/74S\neKLM7y8IgiAIVUkpy9a+D3QBZymlDiulrga+BVyglNoHnB+9LQiCIAjCNKkp1YW11l/M8NCqUr2n\nIAiCIJysSKc4QRAEQagCRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCqABF0QRAEQagCRNAFQRAEoQoQ\nQRcEQRCEKkAEXRAEQRCqABF0QRAEQagCRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCqABF0QRAEQagC\nRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCqABF0QRAEQagCRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCq\nABF0QRAEQagCRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCqABF0QRAEQagCRNAFQRAEoQoQQRcEQRCE\nKkAEXRAEQRCqABF0QRAEQagCRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCqABF0QRAEQagCRNAFQRAE\noQoQQRcEQRCEKkAEXRAEQRCqABF0QRAEQagCRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCqABF0QRAE\nQagCRNAFQRAEoQoQQRcEQRCEKkAEXRAEQRCqABF0QRAEQagCZkTQlVIXKaX2KKX6lVJfn4k1CIIg\nCEI1UXZBV0q5gHuBi4Fm4ItKqeZyr0MQBEEQqomZsNA/CPRrrf9baz0G/CvwmRlYhyAIgiBUDTMh\n6O8GXku4fTh6nyAIgiAIBVIz0wvIhFJqDbAmenNUKbVrJtdTYk4D3pjpRZSQat5fNe8NZH+zHdnf\n7OWsfF8wE4L+W+A9CbcXRe9LQmu9CdgEoJTq1lp3lGd55Uf2N3up5r2B7G+2I/ubvSiluvN9zUy4\n3P8LWKaUOkMpVQt8AXhyBtYhCIIgCFVD2S10rfW4Uup64FnABTyktd5d7nUIgiAIQjUxIzF0rfVP\ngZ/m8ZJNpVpLhSD7m71U895A9jfbkf3NXvLem9Jal2IhgiAIgiCUEWn9KgiCIAhVQEULejW2iFVK\nPaSUej2xDE8pdapSaqtSal/057tmco2FopR6j1LqeaVUn1Jqt1Lqhuj91bK/eqXUy0qp3uj+/jZ6\nf1XsD5xOjkqp7Uqpp6O3q2lvB5VSO5VSPbEM4irbn0cp9UOl1G+UUq8qpXzVsj+l1FnR7y3231tK\nqbXVsj8ApdRfR/+u7FJKfT/69yav/VWsoFdxi9h/Bi5Kue/rQKfWehnQGb09GxkHbtJaNwMfAq6L\nfmfVsr9R4ONa6zagHbhIKfUhqmd/ADcArybcrqa9AXxMa92eUOpUTfu7G3hGa/0+oA3ne6yK/Wmt\n90S/t3bgXOB3wI+pkv0ppd4NfAXo0FqfjZMw/gXy3Z/WuiL/A3zAswm31wHrZnpdRdrbEmBXwu09\nwILovxcAe2Z6jUXa5xPABdW4P+AdwCvAH1bL/nB6QnQCHweejt5XFXuLrv8gcFrKfVWxP8AEDhDN\ni6q2/aXs6RPAr6ppf0x0UD0VJ1n96eg+89pfxVronFwtYudrrQej/w4C82dyMcVAKbUEWAG8RBXt\nL+qS7gFeB7ZqratpfxuBrwJ2wn3VsjcADTynlNoW7UQJ1bO/M4CjwMPRkMk/KaXmUD37S+QLwPej\n/66K/WmtfwvcARwCBgFLa/1z8txfJQv6SYl2jmKzuvRAKXUK8DiwVmv9VuJjs31/WuuIdtx+i4AP\nKqXOTnl8Vu5PKfUp4HWt9bZMz5mte0vgw9Hv7mKccNDKxAdn+f5qgHOAf9BarwDeJsU9O8v3B0C0\nGdmngcdSH5vN+4vGxj+DczBbCMxRSl2R+Jxc9lfJgp5Ti9gqYUgptQAg+vP1GV5PwSil3Dhi/qjW\n+kfRu6tmfzG01iHgeZx8iGrY33nAp5VSB3EmIH5cKfUI1bE3IG4FobV+HSf++kGqZ3+HgcNRjxHA\nD3EEvlr2F+Ni4BWt9VD0drXs73zggNb6qNY6DPwI+CPy3F8lC/rJ1CL2SeDK6L+vxIk9zzqUUgp4\nkP+/vft3ubIO4zj+/mgI/qhEaREzcWgpJRDCQUESl2rQoSQQsegfCFxyUBIdQhQERyGFMBASG5yi\nEKJFg0LFRFHQIGow0KEchMvhe44+ouKjwXMev+f9mg7nLN+Lc5/z4f7e931d8HtV7Z/wUS/1vZJk\n/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOG')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('Si ($\\mu$M)')\n", "ax.set_xlim(0,80)\n", "ax.set_ylim(0,80)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Ratios" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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e0iMRS+i/AxEREZEC0zTjUSyRiOF5SSCN5yVJJGIjPSQZRCKWwEt6kO5OYqRM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\n1M2dhFnguMHBp5eYucFSjToSCv5LYTE1pGFCCCueM7MZtvgORGURQed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fjO8SX9x59GQs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XZ7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\nSZIkSSrHYVaSJEmSVI7DrCRJkiSpnH8AUAPj0yW2t+gAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n", "p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('N')\n", "ax[0].set_ylabel('Si')\n", "ax[0].set_xlim(0,40)\n", "ax[0].set_ylim(0,85)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n", "p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Si')\n", "ax[1].set_xlim(0,40)\n", "ax[1].set_ylim(0,85)\n", "ax[1].legend()\n", "ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n", "ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3Ltdf741knTNnDjfeeCMHHXQQAH6/nwsuuIAxY8Z02IZNmzbR3NzMwIHefOSC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om5rETWPRm9erXnY4JQu/ra0sydZFnmo48+4uWXX+bYsWOkpKQwY8aMgGdFE6JBOZKiKD/6uO9n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\ne1JS91U0w2+OZswd6joaSz7b2LLcNWtq3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AVQaOmq7Mo0S9/H9Xe/J6FaUAD33GP59+bN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SJfTs2ZNhw4ZRt27dintdERERKdbp06dJTExkzJgxnDp1it69ezNkyBDCw8vY1FFExKWqbDfj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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n", "p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOGN['N'],dNSOGN['Si'],'r.',label='NSOG_N')\n", "p4=ax[0].plot(dNSOGS['N'],dNSOGS['Si'],'g.',label='NSOG_S')\n", "p4=ax[0].plot(dBaynes['N'],dBaynes['Si'],'.',color='purple',label='Baynes')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('N')\n", "ax[0].set_ylabel('Si')\n", "ax[0].set_xlim(0,40)\n", "ax[0].set_ylim(0,85)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n", "p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOGN['mod_nitrate'],dNSOGN['mod_silicon'],'r.',label='NSOG_N')\n", "p8=ax[1].plot(dNSOGS['mod_nitrate'],dNSOGS['mod_silicon'],'g.',label='NSOG_S')\n", "p8=ax[1].plot(dBaynes['mod_nitrate'],dBaynes['mod_silicon'],'.',color='purple',label='Baynes')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Si')\n", "ax[1].set_xlim(0,40)\n", "ax[1].set_ylim(0,85)\n", "ax[1].legend()\n", "ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n", "ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib as mpl\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", "mpl.rc('legend', fontsize=12)\n", "mpl.rc('axes', titlesize=12)\n", "mpl.rc('axes', labelsize=12)\n", "mpl.rc('figure', titlesize=12)\n", "mpl.rc('font', size=12)\n", "mpl.rc('text', usetex=True)\n", "mpl.rc('text.latex', preamble = ','.join(r'''\n", " \\usepackage{txfonts}\n", " \\usepackage{lmodern}\n", " '''.split()))\n", "mpl.rc('font', family='sans-serif', weight='normal', style='normal')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JcTVNGoS8WkqN6XR3x/8h5lAMr3d/nZhDMfU9FJm7gLpWWlGYXS5mXJFcKpsBf+vtoiiW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\nqMBhax7kNVko4p6rGWGrFaY23jPU3vuuNqymn5ZAIBAIBKJwRCAQCAR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(6,2.5))\n", "fig.subplots_adjust(left=.1,right=.78,bottom=.2,top=.9,wspace=.4)\n", "p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF',ms=2)\n", "p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI',ms=2)\n", "p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG',ms=2)\n", "p4=ax[0].plot(dNSOGN['N'],dNSOGN['Si'],'r.',label='NSOG_N',ms=2)\n", "p4=ax[0].plot(dNSOGS['N'],dNSOGS['Si'],'g.',label='NSOG_S',ms=2)\n", "p4=ax[0].plot(dBaynes['N'],dBaynes['Si'],'.',color='purple',label='Baynes',ms=2)\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('NO$_3$ ($\\muup$M)')\n", "ax[0].set_ylabel('dSi ($\\muup$M)')\n", "ax[0].set_xlim(0,40)\n", "ax[0].set_ylim(0,85)\n", "#ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF',ms=2)\n", "p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI',ms=2)\n", "p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG',ms=2)\n", "p8=ax[1].plot(dNSOGN['mod_nitrate'],dNSOGN['mod_silicon'],'r.',label='NSOG_N',ms=2)\n", "p8=ax[1].plot(dNSOGS['mod_nitrate'],dNSOGS['mod_silicon'],'g.',label='NSOG_S',ms=2)\n", "p8=ax[1].plot(dBaynes['mod_nitrate'],dBaynes['mod_silicon'],'.',color='purple',label='Baynes',ms=2)\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('NO$_3$ ($\\muup$M)')\n", "ax[1].set_ylabel('dSi ($\\muup$M)')\n", "ax[1].set_xlim(0,40)\n", "ax[1].set_ylim(0,85)\n", "ax[1].legend(bbox_to_anchor=(1,.9,0,0))\n", "ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n", "ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n", "fig.savefig('/home/eolson/pyCode/notebooks/figs/HC201812_719_SiN.png',dpi=300,transparent=True)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ubrMO4OjoaME/SyLXE9nojG5Pwn3sG0tEZUftU+Gp88AIG/DUeaD2qcUeUl6slWXrc3RO\ndjKZrTKMzUREpUXXA9A0P1S1D4ric+y6wWAQAwMDdlLa3h5fx29oaCguaR0YGMCxY8dw4sQJDA+b\nc5pHjx7F8PCwncQCwODgoGNjzFch2u8QEVUExaegc7ITu5/eXdbJX7KVZSIiIioOXQ9gZqYfc3Of\nx8xMP3Q94Ni1e3t7MTExgaGhoU2rsdPT01BV1U5iLQMDA5iYMOc2NU3D9PQ0Dh8+7NiYnMJElogo\nB4pPQdvxtrJNYoGNlWXUoKxXlomIiCqBpvlhGGEA6zCMMDTN79i1VVXF1NQUgsEgenp6cPDgQfsM\nbDAYRGNj46bXtLe320nv8vLyplXcUsFEloioylTKyjIREVElUNU+eDx1AGrg8dRBVfscvX57ezvG\nxsawsrKC7u5uDA0N2fcnrtICZoJrJa+NjY1xz7EKQzU0NDg6xnwwkSUiqkKVsLJMRERUCRTFh87O\nSeze/TQ6OycdPSOb6NixYzh79iwAoLu7G8vLy5uS2eeffx4DA2btP1VV0d3djfHxcQDA4cOHMTU1\n5dr4cuF6sSciIiIiIiJKTVF8riSwExMTCAaDdnGm4eFhO0kFgGeffRZHjhyJq1o8Pj4el6xaz2lv\nb48r+FRsTGSJiIiIiIgqUG9vL8bGxuytwAMDAxgZGbEft4o49ff3Q9M0tLe3x1UxBsyV27GxsbiC\nUY8++mgBP0VyQkpZ7DFk1NvbK60lcCKiYmL/1fInhJiSUvYWexzljrGZiGjDa6+9hne/+93FHkbJ\nS/X7lE9s5oosEVGW2H+ViIiIqDSw2FOF0vUA5udPONqHiqjasf8qERERUWngimwFspoqG0YYHk+d\n69XPiKqF1X/VWpFl/1Wi8qHrAWiaH6rax5hIRFQBmMhWoGRNlRm0ibbO6r/KM7JE5YUTvERElYeJ\nbAWymipbAdvppspE1UzxKWWRwLIoFdEGTvASEVUeJrIVyGqqzC1URNWJRamI4nGCl4io8jCRrVBu\nNVUmotKXrCgVE1mqZpzgJSKqPKxaTERUYayiVKgBi1IRRSmKD21tx5nEElFVaWhoQE9PT9x9HR0d\n0DSz88L4+Dg6OjrQ0dGBnp4eTE9Pxz13fHwcPT096OnpwZEjR+zXxZqensbBgwft65w8edK9DxSD\nK7JERBWGRamIiIgo1vT0NLq7u+PuCwaDOHr0KObm5qCqKoLBYNzj4+PjGBkZweTkJFRVxcTEBHp6\nejA1NQVVVe3rHjlyBGNjY/b1R0dHC/KZuCJLRFSBFJ+CtuNtTGKJiIjKgB7QMX9iHnpAd/zax48f\nx9DQ0Kb7g8EgBgYG7KS0vb0d7e3t9uNDQ0MYGxuzHx8YGMCxY8dw4sQJ+zlHjx7F8PBwXJI8ODjo\n+GdIhoksERERURq6HsD8/AnoeqDYQyGiCmQVaZz7/Bxm+mccT2YPHz6MYDC4acW1t7cXExMTGBoa\n2vTY9PQ0VFW1k1jLwMAAJiYmAACapmF6ehqHDx92dLzZYiJLRFSB3JzZJaomVg/aubnPY2amn8ks\nETkuWZFGpw0NDWF4eDjuPlVVMTU1hWAwiJ6eHhw8eNA+AxsMBtHY2LjpOu3t7XbSu7y8HLeCW2hM\nZImIslQuyaHbM7tE1SRZD1oiIicVokjj4OAgvvWtb20q1tTe3o6xsTGsrKygu7vb3oIcm7DGCgaD\ndvLa2NgY9xyrMFRDQ4Pj40+GiSwRURbKKTnMZWaXWyaJ0rN60AI17EFLRK6wijTufnq3q73fBwcH\n0xZiOnbsGM6ePQsA6O7uxvLy8qZk9vnnn8fAwAAAc0W3u7sb4+PjAMwtzFNTU66MPRlWLSYiykI5\n9Wa1ZnaNVQPCI+Bt8iZ9nrVl0jDC8Hjq0Nk5ydYkRAnYg5Yod3pAZ+X8HCk+xfXfq+PHj8e14pmY\nmEAwGLSLMw0PD9tJKgA8++yzOHLkSFzV4vHx8bhk1XpOe3v7pqrIbmMiS0SUBTs5DBsl35tV8SnY\n88wezD4+C7kuceHJC6jfX78pQCbbMskv6USbKYqP/zaIsmTtYLLipZsrjJQbVVUxMDBgr8r29vZi\nbGzM3go8MDCAkZER+/lWEaf+/n5omob29va41juAuXI7NjYWVzDq0UcfLcjnYSJLRJSF2N6s3iav\nvV23VINzZCkCKSVgpF5BtrZMWiuy3DJJRERbVU47mKrByspK3O2RkZG4ZDXxdqLDhw9nrErc3d2N\nM2fObG2geWAiS0SUJSsQn+s7BxmREF6BLn9XSQbobFaQuWWSiIicVk47mKi8MZElIspB6FQIMiwB\nADIsEToVKslENnYF2TqjlOzMErdMEhGRk5LFHyI3MJElIqpQsYUjeGaJiIgKpRCFi4jYfoeIKAct\nj7VAbBOAAMQ2gZbHWoo9pKwUotk6ERFRNZNSFnsIJc3p3x+uyBIR5UDxKej6flfZbZnimSUiovzp\neqCq6gmwfU7uampqEIlEUFdXV+yhlKxIJILaWufSTyayLqu2H3xE1aBctkwlfhHhmSUiotxVW89t\nHkXJj6qquHbtGu699154PNz0msgwDFy7dg2K4tzfJSayLqq2H3xEAGdxS0WqLyL8MyEqPP5cLC+J\nixDV1nOb7XPyc/fdd+PKlSt4/fXXiz2UklVfX4+7777bsesxkXVRtf3gI+IsbungFxGi0lCIn4sX\nLw5hcfHbaG5+BB0dw45eu9okW4Sotp7bPIqSH4/HgwceeKDYw6gqTGRdVG0/+IiYPJUOfhEhKg1u\n/1y8eHEIly+fBAD7Vyaz+Uu2CNHWdryqem7zKAqVCyayLlIUX1X94CNi8lQ6+EWEKH9O1rdw++fi\n4uK3N91mIpu/VIsQ1dZzm0dRqBy4msgKIQ4D0ACoABqllKPR+4cBjABYBjAgpRx3cxzFVG0/+Ki6\nMXkqLfwiQskwNqfndH0Lt38uNjc/Yq/EWrcpf1yEICofriWyQggVwDEp5cHobQlgNPpwN4AzACak\nlMfcGgMRFV4lJ08s2ELljrE5MzfqW7j5c9FafeUZWedwEYKoPLiWyEopNQBWoOzGRqAEgJFqnekl\novK0MLqA2cdnIQ0Jz7bSLmTFhJtSYWzOrBzrW3R0DDOBJaKq4/oZ2WigPAZgKObuxuj97QDAwElE\npUwP6Jh9YhZyTQIAjNXSLWTFytGUDcbm1Li1lIioPLieyEopp4UQQwCmAHRE77NmgKeFEFNCiIno\nLLFNCDEIYBAAS1kTUVFpfg1yXdq3hUeUbCErVo6mbDA2p8etpUREpc/j1oWFEN1CiAHA3soEIcSA\nEOKwEOJzMU9dRnT2N5aUclRK2Sul7G1ubnZrmEREGal9KjzbPIAHEF6BvV/dW7LJoVUhFTVg5Wja\nhLGZiIgqhZsrsr0wA2GsIMwqicGY+xqllNMujoOIaEvKqRpzOY2VioKxmahCOdk2iqgcCCll5mfl\ne3GzxD9gzuoGrfM2CfdPSykn0l2nt7dXnj171rVxEhFR9RBCTEkpe4s9jmJhbCaqPE63jSIqtHxi\ns6tnZFMViqjWAhJERKWKM/nVg7GZqPK40TaKqNS5XuyJiIhKG2fyiYjKWzm2jSLaKiayRERVjjP5\nRETljW2jqBoxkSUiypIe0CuuiJKuB3D79hsQogZSgjP5RERlim2jqNowkSUiyoIe0DHTPwMjbMBT\n50HnZGfZJ7OxW4qFqMXOnUfR0vIYvwgRERFRyXOtjywRUSUJnQrBuG0A64ARNqD5tWIPactitxRL\nuYbt2x9gEktERERlgYksEVEGekBH6JshwOpWJgC1Ty3qmJxgFQcBarilmIiIiMoKtxYTEWWg+TXI\nSEzPbffabxcUi4MQERFRuWIiS0SUgdqnQngEpBHNYKWZ3Jb7GVmAxUGIiIioPHFrMRFRBopPwd6v\n7oXwCkAAwiPgbfIWe1hEREREVYuJLBFRFloHW7H3K3shas2V2QtPXoAe0Is9rDh6QMf8ifmSGxcR\nERGR07i1mIgoS5GliLm92NioXFwq24sztQcK6Dr8moY+VYVPKY0xExFRabL6pnubvIgsRSqqfzpV\nDiayRERZUvtUeOo8drJYSpWLNb8GIxzfHsj60hHQdfTPzCBsGKjzeDDZ2clklogKzkqOmBS5Z2F0\nAYunF9F8qBmtg62bHk+WoAKI+3OxJ0ZXDcAA4AE827beP51//uQ0JrJERFlSfAo6JztLMhCnS7L9\nmoawYWAdQNgw4Nc0JrJEVFCZdo3Q1i2MLuD8sfMAgJUXVwAgLpnVAzrO/dI5yLA0q+97AFFr1n6Q\na9L+c9H82kYSCziyC4l//uQGJrJERDlQfEpJBt90SXafqqLO40HHKwZ6ZgQ+cMQLtBVxsERUddLt\nGiFnLJ5e3HQ7NpENnQpBrsb0jzOw0VpOmn8uoVMhhEPhjSQWAARy3oWUuPrKP39yAxNZIqIclPLW\nqFRJtk9RcGZ1D27/4SxqwhJr/+8sFr4C1O+vL9nPQkSVpZSPZlSK5kPN9kosAISvhTH1v01B7VNR\nq9aaCWoC4RWQUgJrADxA6Buh+L7pAHY8tAN7ntmTdZxItvpq//mvGqz8T45hIktElKVy3hp139kI\n5sJmoSppSJz/5HmIGgG5LsvusxBRedD1ADTND1Xtg+LzlezRjEphrb5e/fpV3Ji6gZszNwEAN350\nw2wd5xWAF2bSWgvs/MRO7DiwA7P/fhYS0fggo9uOY7x17q2cxpG4+ho6FcL2B7bj3k/diyt/cQVy\n3az8X7+/nn8PaEuYyBIRZamct0apfaqZuBrRbyjrgDQMQIqy+yxEVPp0PYCZmX4YRhgeTx06Oyeh\n+Hxb+jnD6uuZtQ62IrIUMZPXWBKQ6xI7j+7E9ge225MJ8yfmIdeiyas0+6RLEY0TxsbrcokRsavv\nolbg6l9fBdZhNv2U5nWN22aCy7hDW8FElogoS+W8NU7xKdj7lb2YfXzWTGZrwgAksF4DUVdbVp+F\niEqfpvlhGGEA6zCMMDTND0Xx5X09Vl/PntqnmluGY7cIe8xzri2PtcQlj4lxbc8zexBZisDb5MWF\nJy+YyahH4PoL1+Ft8iathAxsPnZjrb6/+aM3sfTCkvkkK5kFAGluY04cD1EumMgSEWXBCtJWkC/H\nrXGtg62o31+P1//uK7j14N+ad57rRsuH3wfF11fUsRFRZVHVPng8dfaKrKr2bel6rL6ePcWnoOu/\nd+HyyctYXVi1z8gmi1vpCgXW76/H5ZOXcf2F67jxoxv2Km9iMpvq2I3iU/D6H7weP7iYIlJyLbeV\nXqJETGSJiNLQAzpCp0JmAYwKOE96s+153Pq3/3HjjvfMYkfk9zF/Yr4sk3MiKk2K4kNn5+TGGdkt\nrMYCG9XXrRXZPnVjF8nCwigWF0+jufkQWlsHtzr0iqD4FCh/n93P81SFAhWfgku3LsXdl1gJGUh/\n7KblsRaEvr65gBQAiBrB3UC0JUxkiYhSsGeZbxt28YtyP0969erX425vu/hBXPjUOozwXNkn6URU\nWhTFt+UE1uJTFEx2dsKvafiA9zxata9BRx9u3nwF588fAwCsrLyIt9++iNpa1ZHkuZguDl3E4rcX\n0fxIMzqGO4o2jsRKyM2Hmu3/t3YqeZu8KY/dKD4FLZ9owdWRq/FFpGqAvV/Zy3hDW8JElogoBXuW\n2Qq+AhCivNsG1NXFz6TXvOzDapkWsCKi6uJTFOzDq5iZ+XXMRbcs19fvj3vO5ct/DkBsFJgqw2T2\n4tBFXD55GQDsX4uVzFqrr4unF9F8qNm+rQd0nOs7BxmREF6BvV/em/LYzY4DO3BVXI2PpTUC9fvr\nC/lRqAJ5Mj+FiKg6WUUwUBNtW+AxW9dcePIC9IBe7OHl5YEHPgez/wIA1OAO39sQdQBqcm94T0RU\naIlFpLZtSyw+JBFbYKocLX57Me3tQmsdbEXn9zrjthSHToUgw2a1YxmWuPHSDbQdb9uUxOoBHecf\nPx93Nja2EjLRVjCRJSJKwSqCsfvp3Wj5RIt5p7GxclnqdD2A+fkT0PWAfZ+i+HDgwH/Hzp2/DyFq\nsNTyZ8Cf/wfs/JMabismopJnFZECauDx1OH++z+HBx8cQUPDB3H//Z+Dx7PdfmyrBaaKpfmR5rS3\ny4nm18wxqyMaAAAgAElEQVS+tXHMpVlOnNJWcWsxEVEaVhEMPaDj2nPXUrbeSWw9UGxJezhGt9gp\nig+a5oeU6wDWIfe9jO2/8s9Q2t5f3EETEWWQrIiUovjsIk933/0RaJofXm+TvSJbbtuLrW3EpXBG\nNpWWx1oQ+qa5KivqBFoea0n6PLVPNbONxGR2XeL6j16G4mPcofwxkSUiykK6FgWpWg8UU7oejnpA\nx+3v/iJw81cB/S6IAz+FeqCvqOMlIspWuiJS1v2pJvK2opATlh3DHSWZwFoUn4Ku73dl/P1QfAoO\n/OAAfvLITxAJhQGI6H8Si6evo+PThRw1VRomskREWUrVoiBd64FisBJVcc97Ife9HLfFzk66Vw3A\n+DTgkcA2ARzYB5TXogURUVLpJvLyVYoTlsWWKiYme97Pf/vn8dL7XwLWN0oXNx+62/7/UtvVROWB\niSwR0RZZRaFSbTsupNgvW6LuL7DzP72CHTu6oX2tFejTN5Juq/CGISDDKHryTUTkFOscrbUi68RZ\n2VKbsCw3ik/BgR8eQPD/Poe3r+i45+MN6Pi0ua2YkwSULyayRERblG7bcaxCzDjHftmSYQBnPogL\nz12z+8TueWaPmXSvRpNZwab0RFRZkp2j3apiTVgujC5san1T6lKNWfEpOPBP//um53OSgPLFRJaI\nyAGZtlgVasY58csWgLgvCJGlCDonO/HGyTew9A9LgCHN40pERBUk3TnavK6X5YSlkxZGF3D+2HkA\nwMqLKwBQ1GQ2m8nYfMZcSruaqLwwkSUiKoBCzTgnftkCsKna8s23foKlf7oNGB4AAjKyjgtjz2HP\nvofKrronEZHTFhZGsbh4Gs3Nh+xqyED2Z0Kdsnh6cdPtYiWy2U7G5jPmYkwSUGVgIktEVACFnHFO\n/LIVl9juexWzn30WWP9tWJUjISRudIxiZuaPHKvuSURUjhYWRnH+/DEAwMrKi3j77YuorVUd26Kc\ni+ZDzfaqpnW7WLKdjM13zIWeJKDKwESWiKgAijXjnLgVbH7eD9k5BdT9BhCWZtXiT38JeM9PYRg1\njlT3JCIqV4uLp+NuX7785wCEo218smWtZF555krRj4BkOxlrjbnczvVSeXI1kRVCHAagAVABNEop\nR5Pcr0kpJ9wcBxFRJoUoxFToGedkW8HUfX3w7H8axhc/C8x04x0fuBNv3vciAAEhah2p7kmljbGZ\nKDldD8DjuTPhXgnAcKyNTz5uvXYLAOyzp4VKDhPjYraTsa2DrVmPkW13aCtcS2SFECqAY1LKg9Hb\nEsCoEKIdwEEp5bHo/WcAMFgSUdFUaun/ZFvB2nzRap5tfqgf6wMAnDv3DUgJmF/YqJIxNpNTdD3g\naFXgYtP1AGZm+qP9Z2uxY0c3VLUPP/vZlx1t45MoU1XiXM+cOpUYpoqLTsbGSo29VDiuJbJSSg2A\nFSi7AYxGHxqAOeNr0YQQ3VLKabfGQkSUTqWW/k+1FSy2muf8/AlIuQ5AQsp1bi2ucIzN5ITYpK8Y\nW27doGn+aBK7DqAGd9/9EbS1Hcfdd3/EtYQ9mwq/uZw5dTIxLERcrNTYS4Xj+hnZaKA8BmAoepcK\nYCnmKcsA2gEwWBKR47KZna7U0v/ZbAXzepsghICUHtdWHKj0MDbTVsQmfcXccuskVe2Dx1O3afXV\n6TY+sRJXW9/4whuo318f97M6lzOnTiaGhYiLse8hagRuv3EbekBnMktZcz2RlVJOCyGGAEwB6Mj2\ndUKIQQCDAPDAAw+4NDoiqmTZzk4nS/icPrdTrHNA6baC6XoAFy48CSkNCFGDPXueKfsvo5Qdxmba\nilRJXzlTlOixiwJul05cbb198TZm+mc2xapsz5w6mXwWokCh9R6hUyGEvhnC1Wev4tpz1+zPz/Oz\nlImbZ2S7YRaRmJBSakIICCGsrUux/7IaAQQTXx8tPjEKAL29vTy4RUQ5y2V2Ojbhc/rcTqmeA9pY\nVTEgpUAkspTxNVTeGJvJCcVI+grBzdXXZKzk9I0vvIHbF28DcmsrqU4nn4UoUKj4FGh+DXJNxsVq\nACUZN6m0eFy8di/igyJgBsVvIX72V+UZHCJygzU7jRrkNDudLAHeCqev5xRrVQWoqZhVFcqIsZkc\noSg+tLUdr5gktlhaB1vx7lPvhmd77rEqGcWnoO14mytJnx7QMX9iHnpAd/S6yWJ1qcZNKi1uFnsa\nFUIcjpbzbwcwJKUMAoAQYiw6AwwAw26NgYiqW76z006fDSr0Gdxst2NV6qoKpcbYTFR8AV2HX9PQ\np6rwKUrR+oznws2dRak+fyXWriBnCSlLf2dQb2+vPHv2bLGHQURVJNezOZmeX6izPsm+bAAo6S9I\nhSaEmJJS9hZ7HOWOsZkodwFdR//MDMKGgTqPB5OdnfAp7v5cThZ/MrX9STR/Yh5zn5+zijpj99O7\n0Xa8Le/3T+bi0EUsfnsRzY80o2O4w7W4ybO3pSmf2Ox6sSciokqXzUx1Ic4aAZu3MYdOhXDtuWtp\nx1Zp/SCJiEqVX9MQNgysAwgbBvya5moimyw+3XzlZsa2P4nUPhWiRkAaEqJGZL1Cmu1K7sWhi7h8\n8jIA2L92DHc4Hjf1gI5zv3QOMiwh6gS6vt/FZLaMuXlGlogKQNcDmJ8/AV0PFHsoZSnZmR8r0M39\nyRzO/dK5jOeBSuksT+JZIwBpx2b1g5yb+zxmZvr594iISoJb5zELKVl87lNV1Hk8qAFQ5/GgT3V3\ny2yy+JTY9ifxdkoi4dc83z+Za39zLX5M385yTDkKnQpBrkpAAnJVInQq5Mr7UGFwRZaojFViU/pC\nSjVTbAc6bAS6dDO2pdSHNvGsEYC4FdnEsVViP0giKm+lWuk9F6nis09RMNnZGXdG1k3J4pO3yRvX\n9qf5UHPG69iVhSUg12TWlZWziY96QEfkWiTuvuZHMo+JiIksURljErI1qdrzhEPhuOcl3k5UaoU6\nErcxpxtbJfaDJKLylq51Wrmcb0wXn32K4noCa0kWn6zft1zOyOY7YZtNfNT8GmJr9igfUNAxnHV7\n65y0PNaC0DdCkBEJ4RVoeazFlfehwmAiS1TGmIRsTarAXNdSF/e8xNvJFOoMbD5Sjc06G3vvvZ/C\nW2+dQ3PzIU6EEFHRpfrZXE4rtaUUn5PFgNbB1qwS2NhrJEtIU9VYiKvMnCE+qn0qRG30/G2dQPuf\ntef4CbOn+BR0+bvKYjKEMmMiS1TG2D5la1IF5pbHWhD6ZsguBlFuM7bpViysx7y9V3Bh20EYxioA\nA4AHuv5D1Nfv598jIiqqVD+b063UlppKjM+JCXGq7dO5Vma+/sJ1yPDGtuWbr9x09c+1lCeeKTdM\nZInKnKL4KiJAFkuygKb4FHR9vzxnbNOtWMQ+JrzrkH/eAbznJ9FXGtyeTkQlI9nP5lKqR5CNSo/P\nqbZP51KZeWF0wa5SDABYB2afmEX9/nrXW9WVY4yneExkiYiScGPGthCBM92KRexjEjUQMz2Q73kV\n1opssbe/EVHhlGPbrVKrR1DtUm2ftiozWyuy6SozJ6uYLNezLyaVj4XRBcw+MQu5LuHZVtpb1Ck9\nJrJERA7IlKQW6mxXuhWLxMf2HDmKyO53wettQiSyVFZfaIkof+Vc8Z7bQktHqu3TuVRmbj7UHFdB\nGQLwbHNvtV0P6Dj/B+fN+VsAxmppb1Gn9JjIEhFtUTZJaqHOdqVbsdjUmmffq9A08FwsUZVhxXty\nSqrt05kqM8dO/j448iAWTy/irq67UKvWwtvktfvNOh0nL5+8bCexllLfok6pMZElItqi0KkQjNsG\nIFMnqYU825VuxcJ6rJxXZIhoa0qpoi5Vn4Uz/4LZX7sNGamxJ3+tCspu7166ce5G3G3vO71cjS1j\nnmIPgIionOkBHaFvhIBoCzxRK1Imqff8zj3YeXRnSZzHSbYiQ0TVwdoSunv305zEooLS9QBmx56F\nNMOPPflrSbZ7CTBj7fyJeegBfUvvX3NHTdxtb4N3S9ej4uKKLFEFKsciHuVK82uQ61YWC7R8vCVp\ny5vYGWa32vnkUkzK622CEB5IKbkiQ1SFKr2iLpUmTfNDdk4B3t8AIhLCK9LWclD7VEdXae978j6c\nP3Y+7jaVLyayRBWGW0a3JtfKwolBN1mSWojzsXpAx7m+c5DRLwZd/q64tjuxn0nXA7hw4UlIuQ4h\nPNiz5xn+HSEiorzkEjdVtQ+e/U/D+OJnIWZ6sPfI0fS1HABceuoSjFUDMLYeQ60tzIunF9F8qNm+\nTeWJiSxRhWERj/zlM+trBd3QqVDK5xTifGzoVMhsKA9AhiVCp0Jm0prkM2mt1t8RA1IKRCJLjo+H\niIgqX65x06503OaH+rHNu8Zik2IA5rWjSSw8KIv+wVQ4TGSJKgyLeORvKyun1567BiNs4Npz1zYF\n8mL2Pkz2mdRP8u8IERGZtnIcKZ+4mWpbe2JS3PBwg11IEQJoGGjArqd2bSmGLowu2FuLrbY/XJUt\nX0xkiSpMqr5ulFm+K6fZBHK3ex+2PNaC0DfNVVlRJ+wtzsk+k6K08e8IERFt+TiSkzuO4mLpqoGl\nf1iyCylCmj1ntxpHr3796qbbTGTLFxNZogrEIh75yXfltJCtdVJRfAq6vt8Fza9t6sFnfSZv7xVo\nrV8D9D7+HSEioi0fR3Jyx1FsLBVCbBRSBAABRJYieV/bUtdaF3d7PbwOIPf6GFQamMgSUckL6Dr8\nmoY+VbUbrCe7zwn5rJwWc+tw4jgAJD+vtO9VzMwchDHHImBERGRy4jiSUzuO4iZem7yY/fezkKtm\nMptY3Thfdz54J5awURfi1rlbuDh0ET/78s9c611L7mEiS0QlLaDr6J+ZQdgwUOfxYLKzEwA23Zdt\nMuvWrKvbW4ezlWqbM4uAEVG22MKtehTyOFI28Tc2ltbvr8flk5dx6/VbuONddzgyhrfOvbXpvtA3\nQ653FiB3MJElopLm1zSEDQPrAMKGAb9mbpm17ls1DDx16RKe2rUrYzLrZC+6UpVqm7Oq9kGIWkhp\nQAgPbt9+A7oe4JdUIorDFm7VpxBHTfKNv0vfWYJclbj12i0s/ecl3P/Z+9Ex3JH3OJoPNdtFniye\neg88bxX3eBDlx1PsARARpdOnqqjzeFADoM7jQZ+q2vd5YFbkn1hZQf/MDAK6nvZayVYrK4Ue0DF/\nYh4A0DnZid1P707yRSHankdGcPXqKGZm+qHrAfu1eiD97x8RVb5kuzeItiqf+Kv5NbutHABAApdP\nXsbC6ELe46jfX7/pvjsfvDNN3KRSxhVZIippPkXBZGfnpvOwk52deOrSJUysrMDAxmptulVZp4sy\nlUpxiGQz3W3H2+Keo2l+SLmGjRKQBgxjFW98579g6eM3gbAHYpsHXZMHGMSJqhhbuJEbcom/Vmz1\nNnkh6oR9TtayeHox70rDyXq+r7y4gl1P7doUN6n0MZGlilMqyQU5x6comxJUn6LgqV278ENdt8/K\n9qnpE1MnizLls01qYXQBi6cX0Xyo2dFy/9m0/1mbuRf4x98Aus4B73k1eq+Bpcl5ICwAwwO5uobQ\nd1+G4nu/Y2MjovLCFm7khnTxN/Z7281XbmL28VlIQ8KzzYO9f7UXP/vaz3Bz5qb9fG+z1/Hx8Vxs\neWIiSxWlGs5A0oZUq7XpOFWUKdcm8G42Yc80060HdFz56L1A+PcAbwR4/CvAm4qZ1HZNA97fAiIS\n8K4Bna8BYCJLVM2qtT0XJ8LT22oRsGTxN/Z7m6iJttwxO+LAWDUQWYrgnR99J+Zm5uzXLH5rEfrj\nel5/RjsO7MBVXN10P8/FlicmslRRck0uqPwlW60thFy3KS+eXtx026lENtNKs+bXICM15oHiMIC/\n/D/NB2rXgQ99byOxPfAqWvq/5siYiIjKCSfC03OrCFjs9zZpbGwhlgDWBHCl14ufv6seolZArkXr\nPEQkLp+8DOXvc/vz0QM6Ljx5YdP94k7BP+syxWJPVFGs5AI1SJlc6HoA8/MnoOuBIoyQKoWVPGZb\nHKL5UHPa206Mp+14W9Jx2P8uPACkJ/pfDRDxAv/0K8DXPo2m/t048Ftfq8pVGCKiSi4G6AS3ioDF\nfm8TXgHDC6x7gPUa4K8+DfzgwQgUn4Lmj8bHzOsvXM+56JPm12CsGpvu3/uXe7f0Gah4uCJLFSXT\nyhTbCpCTctmmXL+/Hk0faUJ4IYydn9jp6BnZVGK3yXVOduLSU5ewcmZlo94TYCa1YQN1rz0M5Tf4\nb4GIqpPTxQCLyY0+wG4VAUv83vaTt27i2bFZTHVKXNzvwR9Ha19EFiObXnv161dziqXeJq+5Mynq\nznffifuevK8g8ZjcwUSWKk665CLZjCIT2cqnB3S7UmHLYy0F30KUuGUtWfl/t9+zc7ITu57aBf2H\nujkjLQwAa2Yiy7OxRFTlnCwGWExuTdi7WQQs9nvbL0CB5331m2pfJOv/GlnZnNymE1mKwO7b5wHu\n+e17mMSWOSayVFXYVqD66AEd5/rO2b3oQt8Moev7XQX9khK3Ze22gdCpkOvvn2ybXNvxNvuLmrf3\nCmZn/xDypfdAHPgpWvq/6up4iIhKnVPFAIspmwn7fFdsC1UELFnti9bBVlz4zAUYb20sqa7r6zld\nV+1T4dlWGavuZGIiS1WFbQWqj1noKKaARFgWvAiY2qduVGOUZjLt9spwqm1yG1/U2lD/vq9C+xU/\nVPWT/LdARFQBMk3Yl9oRq3SVohMfu6v7Lrz5gzftx72tubXhUXwK9jyzx26DV+6TFsRElqpQtbYV\nqFZrd74ByI1EVtSKgs/CKj4FTb/chOsvXAcAyDX3k+lstsnx3wIRUWXJNGFfSkes0lWKTvZYx591\n4KVffMk+5/r2a29DD2TfhseqWmyEDeg/1FG/v57JbJlj1WIiqmja/EvR86ACEBJ3PHKhKGdkl/7r\nkn27UMl0ukrG9thYxZuIqKIoig9tbceTJqjWii1Qk3LFtlAxIV2l6FTtFHcO7gSE+RxrUtiJ96Py\nxBVZIqpI1pYkoa4CdREgIgHvGu74yKWCj0Xza+a2YgAQQMvHC19wKplS22JGRJXJjSq6tNnowgJO\nLy7iUHMzBluTFzFKt2Jb6JiQrlJ0qsdaHmvBteeu5XXOtZIqU5PJ1URWCHEYgAbgIIAfSynHo/cP\nAxgBsAxgwLqfiCiZdGdoklkYXcDsE7OQ6xJi20PAE88Aej1w4FU88OGvufreySQGz5bHWvK6Tjas\n8XqbvIgsRdKOu5S2mFHhMDZTIXHCrDBGFxZw7Px5AMCLKyv4zvIyPnf//ZuKJgGpj5VkiglOT0gk\nOwKzsDCKqxP/E9te+zD2PPMLm+KY9RqrE8FW3u/mKzdx6alLaD7UzOrFZcq1RFYI0Q1Ak1JOAJgQ\nQlwUQkxIKTUA3QDOAJiQUh5zawxEVP5SnaFJlWDqAR2zj89CrpkroHIV2Fn/GWz/1D9DVZ9IGXwD\nAcDvB/r6AJ8v/XvnqlBtHezxrhp2ewHPttTjZhXv6sPYTIVWShNmlbwyfHpxMe72C9ev43vLy5js\n7EyazCaTLia41tYnplL0wsIozv/9l4DPfBE3Il4s1f0vdP23nqTxy1qVvfbctZxis/V+C6MLOH/M\nTPyttj5MZsuPmyuy7QAeAjARva1F75sGMMKZXiLKRqozLakSTM2vQRoxxZ1qBFo+9F4obal7pAYC\nQH8/EA4DdXXA5KSZzKY6o5OPQrR1sMdrdScw0o+bVbyrEmMzFVSpTJhV+srwoeZmvLgS32c1bBjw\na1rWiWy6mFCICYnFxdPAuS4g4gWMGsjIetL45URsXjy9uOk2E9ny41oiGw2G1nYlFUC7lHI6+nBj\ndFa4Pea5cYQQgwAGAeCBBx5wa5hEVOKSnWlJF8TsPnGrBoRHYO9X9mYMcH4/sLoKGIb5q99vJrLl\ndp7GHm/MiqzwCHibUrcoYOXi6sLYTIVWKhNmpbQy7AbrTOzXr17FS2+9BUNK1Hk86FNzi1upYsJW\nJyQCug6/pqFPVVMm1s3Nh7DS9SXAa9a1EN7kcXcrsXlhdAGLpxfhbY6Pi82HmnP6PFQahIxpS+Ha\nmwgxAmBYShlM8tgUgP7otqakent75dmzZ90cIhGVsMRtxJm2/OZ6rnV0FDgWs5FyZAQYHMzvWsVm\njXdNW8OVv7gCaciU24sreZtdOkKIKSllb7HHUWyMzVRNKn1FNlY2SWM+8o0ZAV1H/8wMwoaBOo8n\n7Xbn2DOy9//aB1PGXT2g442TbyC8EMbOT+zMajX14tBFXD552b79zt96JyKLEZ6RLRH5xGbXqxZH\ni0qMWIEyertdSnky+pRlbGxrIiLaJHFbbqYzp7lu411aAjwec0XW4zFv53utVLJJiJ1Imq3xzp+Y\nN7dYG4CxunnrVTV9qaPNGJup2pTKynAh+BTF0QTWku8OHr+mIWwYWEfm7c6trYNofWww4zVvvnIT\nSy+YwfrGj25g/k/n0fbHbSkTUj2g4/KfX467L7IYQef3OnP7MFRS0iayQoh3ZLqAlPLNNK8fADAt\npQxGtzA1AghG/7M0xmxrIiLKipNnTvv6gG3bNs7I9vU5cllbNkWjnCosZfE2eePOyiZuL670bXaV\naqtxOXoNxmaqSjxKURx9qoo6j8dekc11u3MyV565End7dX7VLt6ULJnV/NpGTIxa09a2PA4qrkwr\nstMAJOzWwzZrP3I7gJpkL4yesxkBoAkhAHOmtyH62GEhRHv09UP5DZ2IKLdVzFTbonw+s8DTqVPu\njDGbwhROFZayfj9uv3Eb8MA+K7t44Qzq9Qftz+31NkEIASk9rFhcXvKOywBjMxEVnk9RMNnZ6dh2\nZz2g49brt5I+lqpoU7JaEbf+V/JrUPlIm8hKKfck3ieEUGAWejgG4Nk0r50G0JHiMVZFJKIty2UV\nM5uttM89Z67KPvfcRuVi66zRB7zncV/kbF5b0rIpTOFEYSk9oOPcL52DDEuIWgFRKyDXJVB7Gyvr\n49A+24S9RwzUv8+DCxeehJQGhKjBnj3PcJWiTGwlLkdfz9hMVCbKrUZDOk5ud7a6FySTqmhTZCmy\n6b7t7dsdGQ8VT9ZnZIUQuwD8EYAjAEYB9EgpdXeGRUSUWS6rmJm20vr9ZhK7vm7+6vcD2GcWqOgw\nXsEBfAZzWMv6PGniF5BMfWSd6DUbOhWCXI32z41I3P2Ru7G+dwor6+PAl5+AXPPi/HO3sfP/exVG\nYxiAASkFIpGl9BemksS4TFS5nD5ukopbhaEsmQpEJXv/TK+J7U4AYSak69o67nj3HajfX590HMm2\nEd/7B/du8dNRsWVMZIUQXQBOwtxqNCyl/H3XR0VElIVcVjEztQ7o6zPPx8aek7UKVLwX5+BFBIBh\nJ8F4dR80vwZvkxeRpUhc8pnqC0imLyFO95r1tnhx/588iJXHfg6I1AEQQFji1gv3wfPvit/XkfLD\nuExU+ZzsY55KLtWE85FpJ1Sy99+HVzPunoqd+PU2eXH+ifNAxCzedK7vHLr8XZt+r94699am8SVb\npaXykqnY04+j/3tCSvntAoyHiChruaxiZqpYaZ2T9fvNJNbnA6CbBSpeNroQgRc10RVZ7/kPYObX\nZ+L7tdYKtPxeC1oeaynIFxDATJhDp0IAgJbHzPcOfSMEGZEQXoGWx1qgKO/C3U0RXMf6xuv0/4EH\n9zyDSGSp4qt3VhrGZaLqUIg+5rlUE85Hxp1QSd6/FdkVIrQmfl//g9eBmHxUhmXSmNt8qBkrL67E\n3ZeuxzqVh0wrsntgFpD4ayGEde5GYKPQhJRSNrk4PiKitHJZxcxUsdLniyaw1m27QEUbdngftM/I\nal9rhRGei6sKLMMSV0eu4tpz17DnmT2ufwGxz8NGtxKHvhFCl78LXf6uTYl947/Zg+vPvQ4YEqhd\nAz74XUQijWhrO+74uMh1jMtEOSrHs6ZOHDfJxI1qwrEy7oRK8v4q0r8moxrYMVcP6Lh88jJWF1bN\n+6wCiAAguCJbCTIVe2oo1ECIiEpB4tmcjQIVbQAOmk/q081E1VqRtdIIaa7ARpYim76AOP1FSvNr\nkGFp35YRcxa67XgbsO9VaNrfAnof8Oo+zH5qFjCig5SAEF5uJy5TjMtEuSnUWVM3OH3cJJHT1YQT\nxe6E8nqbzGM50fuTvX/b8zdx6fSduPeXv4faj/xzVjuGWh5rQeibITMeCuDuX70bQHSy9wPnINfM\nOHnjRzfiX+iBK5PMVFhZF3uyRHvY9QL4sZTyRqbnExE5yc2Z9WTneayzsLHvl3g+58ZLN3D161eB\nNUDUCPu5mc7MboXap0LUCXtFVnjN9439DOLV9+Ku038Zk/AKwKhFy7UvcTtxBWFcJkqtUEc98lEK\nK8W5VhPOdcxWrEl17tV6/4XRBbsP7MqLwN3+X4X6ufuBDKFK8Sno+n4XQqdCCH0zhOv/eB3L31tG\nw8MNdhKblCe7z0ulLdMZ2X4AYwCWAAzDbJY+Hv11txDi30kp/971URIRwf2Z9cTzPKHJs7j2sUja\n96vfX4/6/fUIfT0EKeVGN8/Y67rwRSo2eAPmrLTiUzA/H/0MP30X5Gf+FDcisUvGAqLOg5YPvXdL\n703Fw7hMlJtCnDXNRzmuFOc75vjYuopLl57Crl1PxU2oLp5ejHvN9RfMhDSb91B8ysYuJQkYt42k\nxZ08Ozww3jLMcGigpCY1KD+ZVmT/HwC7YX4L+hbMszeNACCEUAGcAcCASVTFMpXJd5LbM+uJ53kw\n0wUjvL7p/RKDeePDjZCRjbY3oVOhuHF5m7wQHgFpmM9580dvQg/ojiSzidfwnv8AxNjHIEONQMQb\n3VJsAG1vAJ0/xd4nPsLAXd4Yl4lyUIizpvko5ZXiVF7+bgjrqwaEkduYN2LrKgADKysT0PUfxq3M\nJivGlM17WCvEml/bmEiWwOql1U3PFV4R/R+U1KQG5S9TIqtbPemEEMOwD4gBUkpNCCHcHBwRlbZM\npYm8X84AACAASURBVPWd5vbMemJlY3j34doXZja9X+hUCMZtwz4Tu7qwOWBaFkYXMPvErJ3oYh1Y\nemEJS/+0hAM/OODoFxc9oOPCr69Dhn8XqFmHqKmJJs8CWNgJfPaLiDzYCOAXHHtPKjjGZaIcuX3W\nNB+ltFKcTS/ZgK7j0/eE8KdeoDYC1NaJrMdsxdZLl57CysoEYlvZWd8ZWgdbAQBXv34Vb730FqQh\nM/6+xE4q20Wc0lhf3qjef++n7i25vxOUu0yJ7PNCiBNSyuNSykkAk9YDQohDAM66OjoiKmmZSus7\nrRAz63GVjX1IWrQp9I2QPfMragXU37yFGy+tApFaQADr264BeBf0gI7Zx2eTn9NZA4J/FIRnuwd3\ndd2FWrU2789kzUjffuO2PcMP1OCunh248eMb5ljXayBmeqB+rC+/3xgqFYzLRBWgVFaKs+0l69c0\nvLxP4jNfBLrPAe/7cAv6chizoviwa9dT0PUfpqxI3DrYitbB1qzP4cauaqdz57vvxK3XbsXdl2zr\nMZWfTFWLvyCE2J3i4UY2YSeqbplK66eylQIXhZ5ZT3w/za9BrltZLNDy8RasfegZ4H+uAX/3m4AE\n/vVL61D3LSCyFLG3Eyej/0AHAHs7lagV2PvVvfbMdDZiZ6RFrYCoEZAwZ7J3fmInbr5y03zMK7D3\nyFEWeSpzjMtElSPXeOZGcahse8larXJef4+Buf0efLKzJef3StXPPXFFONvfl8RV7e27tm9KWO//\n3P24o+MOu5CUpflQc87jp9KTsWqxlHIuxf3PCiHeIaV80/lhEZWHUqg4WCjJPmuqoJTpOuVW4CJW\nYuDc8ch1nJ/4Z2DyP0afYRZWuvr1q2Y/2W0eGG8n2fNk1V+KIdckZp+YRf3++qx/T2JnpCUkdh7d\nie0PbI/7c1o8vYjmQ81oPZh9gkyli3GZqPq4FTuz7SXrRKueZDU1ArqOx8/9Dd4jX8KYOICvdv1W\n1tdOXNUGgJ8c+gkiVzf6w669uYal7yzFva7pI005TRhT6cq5/U6CaZjN2YmqTrknZLlI91njtuJm\nIdcCF6U2WZAYON+Y/wLwmS8Aq3Vxz4usRKD4FOx5Zg/Of/J8/NanNKcY5brMqehHYmLd8pg5S675\nNVx/4Tqu/OUVyHUJ/Yc6sHsOkQd/UJDCXFQ0jMtEFSj03ZdhrK4DhnC0OFQuCWqurXpipaqpcTY0\niT+V/wFeRBCRXpwNtcCnPJL2WgujCxsTtIOt9rGfc790zm5JZ1mZXMHt2dtx99354J0b43LwO0Y2\nZ43JWVtKZKWUDJZUtcqx4mC+nPysuRS4SNw22/LxFrvNTDHFbnt6++/uAFa9MJvSbQTQ2xduQw/o\nuPHSjc3nd9K1tttm/p7kElzv+Z17AJgteG6+9RPM/tptyLAnWvzCzJqNVQPnv/KPwDtDEAfG0PVb\nX2UyW4EYl4kqj64HELrn04D3T4FILURdraPFobaSoGYrVU2NLswgjAhqYEAigi7MANicyFpJ4i++\nsIb1Jy8DMI/laD/QsO8/7UPoVGhTEgtgUxILbJyPdXJBItuzxuSsra7IElWtUqo46DYnP2suBS7i\nts2uS1wduYprz10rqdXvO3xv49ZfbfRptX+VwOufeB23LtxKf4EYO963Azs/sdNu7C7XZFxwTUxu\nE4PwjkeuY3bsWcjwb0fb7sQGdQl8ZwBYr4X0RhBqOQvlESayRESlTtP8kPteBr74GeBcN1o+/D4o\nvr5iDysnqWpqvLflQ3gp9AVIGUatqMN7Wz606bWxSeLw3wA9MY/969/8K9QPpPhO4kHSasbW+VjN\nr8FYNSseG6tbm6TP9qwxOWtLiawQ4ntSyoedGgxROSmVioOF4PRnzbmQQ7TVjdXuppRWvx/48K9g\naeAfgYmDSExmE4tOxKmB3ZQdMAs97fzETlx48sLG58XG5wWwaeY4bqV81cAbTy9BPrQEeCNABIAR\nu0osgLVaQNYAEQnMdCWb9KYyx7hMVHnsJPA9r8Ozfw4tnZ8s9pBylqqmhqL4cKArda0NPaDj0lcu\n4PdvGPjew4D//UD3j+NP6CyeXkTzH76Fq3+9DqzVmHd6kPwYT81Gqx9vk3cj0TWit/OU7Vljclba\nRFYI8VkAjakeBtDr+IiIykgp9qZzS7E+6z2/cw8ioQiW/usS5HrmvnKFpig+NH3iv2Dpv60DhpWd\nxrKSW/OXOzvvhPJvFHMb8Cs3zfOzBgAPcOOlG2ZiGpN7Wp832fZuO9GPzijf/pcG4EePA49/FXjz\nHcBrPwf8j18ApMe8Xo0A5DqE14OWD723IL8/5CzGZaLqk09hxVIUW1Mj/jxp8lobekDHub5z2BmW\n+FUAH/ou8EfPCHgeVSG/tWI/765ffhMXtj0MfPj3gX/6P8yYF538TrT76Y2i75GlyMaqrSd6O09O\nFMOi3GVakZ0G8GcARlM8vuzscIiolCWrOOjaeyVsm9375b2ILEVKYvU7cYtv3WsPAwjDWo1dFxKe\njQ49iN1ufOvlW7jvD+6D4lPslVZIc+t0OBSGEALSI80zwb/XYhdvuv3GbYjajdY61nt3TnbiwpMX\ncONHN8xgHN6OO3/yu7iz24D8lTexPO2BDAPCa0A+/gygvwM48Cqw76sAyvPLUJVjXCYqc/kUGMq1\nsGIpy/Y8qebXICNmMBUAvGvAl6614P3PvwsL/RsFnyIPPwdjLgw8/D3gxQ8Ca9sgas1kVq5JSANY\nF8BaHXCl14u26PXVPtXsLODQEbFCnDWmeJn6yE4KIeaklM8me1wIcdCdYRFRqUlVcdAtiSuQVhJr\nJX/FSmaTFYdo+dB7ERp+CXJVmruFPR7o962gYV7Fxt6maDJrALOPmy12Ys8eixqB5e8sQxoSokZg\n75f32o3h7YJXNQI7j+7cVPAqrrG7BG692IRbE4Bn2z3Y+8we3PjZRVy959PAvpejT/HYhTaovDAu\nE5W3aup4ECt2BTbxPOmpUCjpSqbap0J4BWTYTGY9dcA7O1+Eri+jddBnbxHW9Y2t1+Iv/hgt175k\n7zp64e8vYXx9Be94E3i5C/jNByP4hej1q+mIWKXKpo/so/k8RkTlI5vZ4VQVB92SWGDK2+R1Lfjn\nMjueeC71hac0PPhUG1o+vhNXR65CSEBI4KfvlfjFhQgQsc7cbBzWkesSl566hF1P7bKD6O03buPq\ns1cBA5BC2lucEvvEbn9ge9wYNb8GuZ5k/5SxMQGw/ff+GZj7if2QEB670AaVH8ZlovJVTR0PLIkr\nsM/s2WOfJ60RAt8MhbAm5abVWcWnoMvfhdCpECKr17DU+ySuNr6MazPxk+mK4sO9L30Pi6evo/nQ\n3ej4v95vv/eD+3ZhckZPeXa1mo6IVaK8ij0JIXZJKS85PBYiKoJsZ4dTVRx0i9WD1d46tBTJOvjn\nkpim+/z/P3vvHh5Vee79f541B5AQJhICkwgEIUFNDBmQaqdWm70RRC22lW212tJzWk/FFntwX+3e\n/t6+b60HLFbZe5dWrbSei7VFFJHUFGvTulESkChJEMIhmRBiZgiEZA7r+f2xZq055khCIDyf68Jk\nTmvWGrm453sfvnegKoBvrQ/AqoLGz6V26RoPbs5i95vw+io3YmwzMiixOyDrK8XYv7Gfcc+3ENnj\npvPvcW8qJe2b2wm8GaC0opT8u/MJVAVoebIlpcWpL8foFEMsEwHCEcEx/wAZWWUI4UDKIKBRWKhW\n74w2VFxWKE4PzqSNBybJFdi2UMiaJ93X1cWvm5t7dPs1hWZj44sc3rOd5GR6oCrAvvv30fZSBDib\n/W9GoGk39ixjRZHXa8yubq3w4amBIgdqqmYUMVjX4heAjw3liSgUipGhv9nh4TKb6GmBeKAqYDj4\nBnUCbwYoWFXQr+A/0LatdNcP4Fvro/mxZsP9F/A94cPzhsdqRXrpHj8Pbs7iPd2FLQjvdtcy58Hv\nwbZixNydLFuwGpfrCrgW3rnkHaAj+o6m/bJA79LxrfVZgTpdi1NfrU/m4761Pny/MVb2YAeu3oBc\ntJGGMbs556//g3z581D6LuLCejIySgbzv0pxaqPiskJxGnAmtrOmc/Q150mrAgGebGnp0+03XTLd\nivfHE3fs7H9wv2WWWFpRShEQ+mILkaBOzQOn1go/xYkxWCGbztBaoVCchgwkOzzUZhO9GT6km5Ht\nT/AfaNtWjy3MSRVO2R1rB3Z5Xcy+x8XuN8EWBKcTPJ5KIpHtULQNiS0hW9yxrYOEg9mizhMSfI/7\nrGpvTy1O8fenqzabP32P+6L/OusgdUBH3zGL/StyIfRlcNyEXPl9/DPUfOwoRMVlheI04UxrZ+3N\n0be/br/pkumNlY1GvE8mepceNJLFXR92xfbFRu87kxIJo5nBCtkPh/QsFArFiDGc2eG+Wnx7WyCe\nTmD3J/j3V5jHn1v89VtCOM3Yafvr7fjf8FP4aCHe8jwqKmDr2gAe/MzqupyGMamt1/5KP0TMFTw6\nXPo3mNgOLy8BqSEjsl8zUmabs+9xn7WGKD6rbM3KSiCswcvXwKaFcOVmCNmMnbIhiai5iKwvlvX6\nXorTEhWXFYpRTtOamFOvaXR0utCbo29/3X6Tk+mO+QfA3gXSEd2bHpfPE8Z+dt/j0U6l6Iod6740\ncVRx+jEoIavMJBSK0cVwZIf70+Lb2wLx3gR2bwK5P8I83bnl351vPR7vJDzx6okEm4J0/G+HYeUf\nkpbrcP6OYwQfqycSlrz/mIbzkdc5d/GWhNbrA/Md6HbQQhGwh+ELfwAkctOVELITsmsJ6wB6/Szj\nqsTx1eZAVcBYz2MTSD0qZqVm7BoAcAQhZAcnFF7/TVWNHYWouKxQjG6a1jRR9606ANo3GTtUTzcx\nO9SEZm+BlU/Db78EWy8CbICx0t2+bBJTxjgsE0U0OPuKsxk7c6xx3xlktjWa6VXICiHqgYVSyr1C\niAZSrESQUsrC4TxBhUJxetKfFt++WopMgR2oCtB4b6NVXe1LIKd7XbLTb0/nlk4IB6oCVH+q2tpn\nJ3WZOJMKENJ57PZ8vrXlbvKjqrQqEOCO+np+LgV2NDThIDv7Wg6770WsXEGkei6veaYxafYsLgxU\n4fOtBcDtXpYgNlOqxNHZH0e2g1237ML3hM84NwFcOJbwzi7juXYd+6LXYNGrUD2P3KsuJm/hHYP9\nX6o4BVBxWaE4M2ld15py+0wTsslJbIcjG4rfh8u3wNaPYXj7Q0O+oL7tMNf+6zQrwSvsghn3zACw\njBUjDtFnIllxatNXRXZRnAviRcN8LgqFYhTR3xbfvlqKkqunU748pV8zsL1VhLPKsmLBzSasc4sP\nkvEVWpfXReGjhdTfVo/UJdoYDTAELZj2TYJ39CwqK8Eb1aCVfj/F2yS2CGhSoEcEzvevROQ+RLj4\nA8LFu3lDPMQjjjqqq5cgZTfsLKK55hizr9fJW3hpymcp7AL3V91kzs00zLCSZ3l3dBlqxgbP39bC\nDRc2YJMhtJI9uEtv7c//OsWpjYrLCsUZSM7SHKsSa94eDnoyYDyZpDuH5Jhe8CcbDWPuBCJQX4gR\nCDVAUvghFH4IoZf3o5ndxtGfLq8L258KePyFet4plewe00BFIGPErlVxYvQqZKWUe+J+Dwz/6SgU\npweBQNWQu/eONoZq9ja5egqkCOTkLG2gKsDee/b2aO4AxEZpoj/7aoXOK88joyQj4RgtT7agd+mE\npeCXopDdY1yUlcXOvSwri+fnGqtkZQjCdjj8yVnM9VSw3beR9ylltXsBef7/Yo8Mws4iWLESQg7q\nf9dFxl8CaR2NgbQi1sQGhCW4Gs7BsfFlpnysFveC+erv6ihAxWWF4szErL4O54xsvAHjEl7mzsxt\nFObeQF5e+ZC/VzJmHD8w38HCMQ0pJpDJ3wVaX9+Dnj8LXrsCXrmaaEMKEBfedWndkiEZ20rw4AEu\n2Sc5nAnvF6eu/FGcPvTVWuwB/Gb2VwgxAbgfIwu8WUp597CfoUJxihEIVFFTs8Ay9bEV/Iktodkj\nmr08VRmK2dvkyq57mRv3MneCqEvI0q4qMEReVMSigbAJo/02LK2qrgwbs6QyHAtufVV6k6/HFJcH\nsrP4RJuLfy+LVWPBqDZ/fEEud61sprQatnvgptkhLnV5uczlxVzZHqAMIZzIao+henWbFXTjW56t\nNueyamQw3gXZ+BHRQZMQFiDscM1G0DfYaHGW4q4oUrvzRgEqLisUo4eBJsXzyvOGtZ3YNGBczHq+\nw0PoHVDX8RfjvfPKh61aG59IjjgEsx6UvFecaAKZ/F1g/DkzaV/xAASdIAWGu5OOEIZpvyFf48yf\ndAj7w2z71DayQzAROP8DcAgo+8no3+U7WumrtfjXwPVxt18A3gU+D/xQCPGslPLG4To5heJUxO+v\nRNeDmEu5H69/gd/Lm1LWxyiGht72qwI03tuYmKVd12rc7sXcAVKruj3d19e5ubwu8oFL0zweqApw\n00b45xTBczfLHnfkuVxePJ43qN7/R8K/0yGkEbFLGs/9A1mBT6TMy5qzuiaZF2Xy/jU+mvfXUzch\nh64j53B1Zya5z3UoQ4vRh4rLCsUoIDkpXlpaMeJdM6YB46f0LUBMBra2rqMx4warWjunVvBwi5s5\ni90pcaWvbQXpiK+22pBcVCN4vzgxZiZ/F/BX+iG8J1qElSAkYqzGxJ/spu2Zo/BeSVzHknElbevb\nrN3wZv12+R+dFC0lIdE7mGtQjAx9CdmsuKzvucB8KeWV0ce+LYRoG86TUyhOReKXckeEg3dkadr1\nMYqho7fKbnKWNmdpDoE3A9btZHOHdFVd89hDuYYoPsP8kF3QvDST6V/J7XVH3t8vy+PplXu4orqF\nxZ6fE3Fvp/qpUtwtD+NePAeX18hKC4dIqMh2bO1gao2N3JWPUVJcz7+Lh/h28LNE/nhsQMJccVqg\n4rJCMQpIToqbu8dHEtOAsXbfdYi2rdb9OTlLeTJarT1vJ/xshSQcaqbmgRYKVhUQagv124wxHQk+\nEDbB18LZXPSRg/kL3AkxM/m7QOw1GhOvnojT7cQ+zkZb3bEUEQsQOR5JeF8B8GGQbZ/aRu7Xc3Ev\ncw/6GhQjQ19CVgghMqWUHUA5UJH8+PCclkJx6hK/lPuAYz67G8ZgS7M+Jhk1V9s/Bronz+V1UbCq\nIOE18bOsvYnUvlqHT4T4DDMRSe4zHUT+eIxARUaP71GWlcVPSzQ8xZuxsx2x83zkip/RHArhu7ea\nwkcLySvPo/CRQpofayZyNELnB51G9Tlkx1Y9B634fVY1H2fS+7s59qN/Iv1jyL3qIhWIRw8qLisU\no4D4pHj87vGBMtTVQ6/LhbfkbpqasmltXUdOzlLy8sopCwRwahrzqnUcIRA66N26YYIo5YDMGJMx\nq62+tT58T/jQ1x6m9FmNogp32pEY85pNEe3IdhgjRUEdoQmIjI0+U0b/GP8sjveMp3tftxEz4wlB\n8/804/uNj/Hzxif4a6huplObvoTsj4BGIcTrwEJgnvmAEOKbwPPDeG4KxSmLuZQ7H6jI6Htm5FRs\nIRpOBhtYB7MnL1AVsAJY4M0AGSUZaQXpcOzK7Q3LGTkSTQvLvoOimQ3f6juM8K1FVnsQQQdIDakb\nXxh2Hz9O8EcHsIUMx2XhABkKgyMMnmpEbQlyxVyag0FwlMDKFRx1NpARGPlsv2JIUHFZoRgFxCfF\nB5vg7s++9sGSl1eeYPJkxafDPmxP+SAoEVo0xum9j+305zuBy2sYOsmwNIRwt87ee/Yy454ZCa9p\nWtOUsEHATFKbAlpKmZTOizYRi+idNlKFbBQZlnS83WHc0FDdTKcBfbkW/0EI8Q4wEyhPckj8kD4C\nphDi3wA/RrD9XynlH5Luz8Iwrdg8+EtQKEaWvtbHwKnZQjRcnEhgHcyevP7sqx0xov4T1lYAp+DP\n53UxPxDo8e+Mcf8CXmxezFWeaoQmIWJklGVEZ98D+3F3G8eUumTcFYfpzP8TeN6F4vdx/uH7BIMY\nG+GDEn77ZeRX1uKfMXr/zp1JnGhcBhWbFYpTBTMpPlhOdvzzulx4r3MRqDBGc+IroT2N7fT1nSBe\n5FotxtGKaPvmdgJvBqzXBKoC1N9eb+1v17t19v7xJXIWFlgCGqfg8CfPYtLrRzECL4AAKWl7qZ+T\nF1F/jWQRnY5TYV3RmUxfFVnT6n9PmvuT25kSEELMIxYINwshdgshNmMYhS2UUn4r+rzXARUsFaOa\noWohOh04kcA63jM+YU/eeM/4Pl/T3321vTEcgcjKLJsidu44NpzTycbmZn5Y09KrMVil389GFnFl\n8QbE8lWIh5dDRCCljdwmEDLmb3G8chJccj68fREEnQQ91eAIQtBuLJN95yLYMQfH7EzU1vfRwWDj\nMqjYrFCMJoYi/g2G+A6ndKM88TG/t+8E6URuaUUpe+/ZS/vm9pT2Xn+lP9blBCBCtOc/SGDMbsSz\nf2Z75dk8XtDBtN2dfPd1EEhE3Fqe/iLsot8i1jTAUoafI0OfQvYEmAl8jFgg9Efvmx/93cQvhJgn\npXx3GM9FoRhRhqKF6FQlPpsK0LWvC2EXSGTawNpTi1GgKsDR6qOxJwqwZ/X9T9SJ7qsdrkCUkFkW\noFd3ctW7sPBVWPELncr8no3ByrKy+KlWwsP6cr6z5GEcMxvhyS8j3pmH0AW6MMSswNhPy98uxQrU\nH1wANz4NDYWGiJU2CGu0vt5AxsXaqPq7pxgUKjYrFKOEodrXfqLn0Nv79ia204nc/LvzmXHPjATT\nRvM1WWVZaGOicVXT4Tu/hOL30HUbv3U9z5PX3kTRTrj9EUjsL+6HdYDASDpHjJ2zB1cf7PPzNNcV\nKcPPkWPYhGy0VclsV8oCZkop3xVCXAHE1/Y/wgiiCcFSCFGOYWTB9OnTh+s0FYqTxom2EJ2KxGdT\nhU0Y3TthY3Yz95uGA2CyWE3OvgKWwYO1VkYDbUzP2eVkMXwi86/DFYhME6r62+uRIWk1ODlCsHgT\nlH2x58y5OYtU6c9nnGMxk3JfpFk8BdsvhJAdNBtCCsNIysIM1NIQsV95EnbMMZbK2oNG1rpm96if\nz1b0jorNCsXo4mT7P/SX+DhtGjkl05PI7W3tnnl/uPivHHBtREqNiHCwVRrfJxa9Bs4QCIyEOoC0\nKrN9YMZUCYeeOsTRd49yce3FPT7dXFcU7Ifhp2J4GM6KbDz3YSxr7zdSyjXAGoD58+cPrCdAoRgE\nylV44CQYLOgxUyOJZOz0sSnBNSH72qWz//79fPTaR+hdeqzzp4/ZlKE2txjOQBRqC8U+lziWZGf3\nKZZjs9f57Nr1IhTVwMoV8NpitNeuMQSqaVqR/BaFe6B6Htz+K8aF59NZ+AwU70TXbaN6PlsxYFRs\nVigUJ0zytoFAVYDqsmpkSCIcgsJHCq0VeC1Ptlhxu7eKck8C3eV1QVEtNTXfRuo6QthwTv057+8v\nTntuMqG9WMT913xcEBEgNXAkbueh8/1Oaq6sofS10rTHjiWd1YzsSDHsQjZqHvErKeWH0btMIwmT\niRgGFQrFiHGmuQoPFcm738yKbE+zOlllWUbbccQY8jy8/nDMHR9AGJXY3mZTBjOD25tj4nAGomTj\nCgDNKSj9Zv8rWYFAFT7f44CE4lqomQ8RzTieDSZ9ZpLxOUYAAZNvmkLrizcguyXCKelc+T0o2gmA\nEPZRPZ+t6D8qNisUiqEg3bYB31M+a9e5DEr2/p+9Pa60GUxFebtvIxG9G4GOlILp9k7umjaN+/fv\np77QeI4hWM2qrIxbwiMNcSsAqaFrkrrZgsL6+EU9Mdo3tdO0pqlH48n+GH4qho9hFbLRVqV3pZQf\nRluYJmI4Kt4X97QsNYOjGGnOJFfhoSQ5mwokCMbkLK3L68L9VTfNv2q2BKywRQONgElLJjHtB9N6\nDGqBqkCfM7jpXtNXBXe4ApH5+ey/fz+duzo567yzmP6D6QMK2tt9G9Hfm42ongOeGrL/dRofrRVI\nXSLsgmk/mMa0H0yzPnd/pZ9DzwC6QAaBbSVGNReB2/1V9fdaoWKzQqEYMpK3DTQ+VEf3rkRJGDwY\nNH7RAEeYI+f+mkDgmkHFo6pAgOW+KfwMB3ZC2IVhoLn8WAWXjXsanv8+kBGtwUbdjcd3II5mAnHi\nVtNB6kZCmHZskUk9th/X3VJnrfZTnFoMm5CNOiP+CsMwAow5nLOjj70QDaSQGDgVihHhTHIVHmqS\ns6nm77t/uJv99+8HEnfCupe5rRYjYRdkXpLJkbeOgA5tL7cx8aqJfbYU9zSDm46eKrhDvUS+Jw6u\nPsjhlw4DRptS9lXZad8v3jm5iFr8/koOOObzUMUMvrPiAWTIgXCEGHdfBm3hiNHCHV1BYP4/aFrT\nRMvvWmI78nQBrqOADU1z4nYvG7brVJweqNisUCiGkpylOQnbBrq79pLWIl8DLtoKX36CNnctH1U/\niMfzxoDFbKXfz3ZZxApWciWv8bHxmZy99x7a2zcxfv01cGAcsdqqIWf/Xl6Ld9UlaDqxx65/Do5l\nYtt4JTm7JiZIWFMAW8JWN7w8lJA99RhOs6d3gVk9PKYs/RWnFKPZVXgkCFQF2P/g/oT7zJ2wZpXS\nt9aH73EfR948YrUWy7Ck7tb0mc+EedweZnDTkc5MYjiXyFdVQWUllJVB/o4mDj11KO3nkPCaOOfk\nOaKWh7gLZJCIcDBv20MQciB0GzIk8a3uhMgY44UR2HXPZs57Po/Dvw2z/84wCY1RGuRmfI+x516s\n/l4rABWbFQrF0GLGs9Z1rWhlW2k7/BI89D2swG4zYpJwRJBf/q0xIgNI2Xf3W0KCt9b4HnBpwSbu\ny/k1u5jFIjYxtiNIu/ler1wdfaWw/iuFoHO3N0GcShGB8Z3Gn4gdIW2gRXCWdNJW5OSs+u3Yts5P\nMIk68o8jPZ7nyUqMK1I5WWZPCsUpz2h0FR4p/JX+WFUwSqQrQqAqYFUPE/asJjwxfeZzoPvyfxts\n7gAAIABJREFUkh0TzeXt/ko/Xfu6hmWJfFUVLFgAwSA4nfBqSWvKc3KW5qTcF++cXCy3ITFmf2xS\ncr7nOXD8CEIS4QgT6vgIMIWwpPNtwbZb1sKGxcCEhOMKmyDznFnk5V92wtemUCgUCkU68srzDJOn\nQCftNXcY4f/NMqbdfDGTLp5jxN/5B6h31iOjMV+IxO43ww9iLQBu9zJqKYoleGsFD90FBHWwT+Oi\nlceYV/xs6o5YR3fKudnGamTYBEJGYu3GQkLLZCisN1YJhCQ4wjRfb6ft7X0U5DYjnMeRwbOs4xxv\nOE7NlTXWqJR13sOYGFf0jRKyCoWi3/Q36+jIdqTcd2TLEarLqvFUegBj32x/3PBNBrIvL11gySrL\nSmhNHsicbX+prDREbCRi/GzIy2EWsZaryTdPTmsYEe+cvFPMRTAGZDfsPJ+c6nOQtz0KR1wwIQDr\nlpJgSeE/G575fNzRzBVGhqlWw50NarZHoVAozkBO9jYGq7stv5Ks//iE9Z5G/MknI1CZIFbNxwOB\nKqqry5DSmKX1+Z5gu/tpgvpEI8G7TSK7QegCpB2qPYjiWhLWzq2/BnaWxE5Gg9xyYwRpU+M+Qhva\nICjRMLYkyJc/Dc4QHd/7G66uczmcnUfm/3cWE0MFQIFVwTXRj+q0b2q32qgzSjKGNTGu6B9KyCoU\nin4xkKxjqC1EcqIUjCXjvrW+2IysFjVdMFfICBBOgXuZO+1x++tumG4uFkhoTc79Zi5jp48d0lag\nsjKjEmtWZIt+kEf+VSQYXqUj0Tl5LkXMZdfKP9L5s4Wga8ZSvNsehdW3QzA5SRBbKwASJgTI+ISN\nY69nqsCqUCgUZygjtY2ht+62nh7z+yuRMmTdljKIhxrm1P4rxdskR10gxohoRTYMnmoApk27C7s9\nC//vx9P+i2KkFFYrcOb8TMtH45qi6dz6UBvf3FjPBRtmInQbIJDdggPvTee6783iK88IbgrHWolj\nQjbVy7j5sWaO7Tg2rIlxRf9QQlahUPSLgay9sdbshBKVrHAYwSCdoHRkOwi1haz2X6DH46erDMff\n11Mbcvx9fRlFxc/m9NfR2OuFiorYjKzXC3jzehSwCa+Nc04OVBXReW83RKIBNCjRt3wKLeQAaQOh\ng+sI+ONbiaOf9TceY8Klizj+19J+t2ErFAqFYnRxOm1jyMoqQwiHVZEVwsmsfYt46K6wUYm1g2sh\n6FktnPWZPYRmTyUnZzl5eeUEqgLsuWcbUiamdTve7rC6wLxeF/9181waGzqN5LC1lkcw++UCzrsS\nquZIbrDriFCsyiviDKPixawzz0nHOx3G9xgpyZyfyfh54/tlQKkYWpSQVSgU/WIgM6our4vCRwup\nv63e2BmrwYRLJ5BRlEHm3ExanC1pBWV/qr5vvd5E17X12ELSeg6Q8rp0bcj9bU2ON19yahqvdxcw\ndWuoX9VbrzcqYKMkryDq7T1N4ZxnzRibawIkbZfvYFLNHISugRTQkRF9ZVTA5jfC0nVon6nAXfrv\nuCuKlPmEQqFQnKGcKtsY+jOS5HJ58XgS2479/5UHwT0IHQhCYIMO9myOfuJ+PItWU0sRTzY28smN\nXUg9pTfJ+BmUlueG1+Wi6PpL2bZqG1LGKq82CXc9s4/tF4yh6o49fPLtENrhbOT4I7D1ElIqsuPC\nHD17PcLxcaQ0drp3bO3g2I5jPXaTKYYPJWQVCkW/GMiMKhjmD+YMiSPbQcOdDRx56wgtzhYKVhUQ\naksVhn1VfasCAX79Qj1fCsqExepAyuvy785POcf+tibHmy/N2qHTdVc9e+KEc3+FYfKi+L88dZxZ\nP5+VIHTN60oQzvMLEM4IMghCSOTyh8lesgFRnw3rlwAaRDSMAKuBCNP2GcHk8nnMcf+7kXX39lzR\nVigUCsWpxVDPs54K2xgGMpKU0nZcFjCS58fjZo/CduQzn2P7go1c2RIyjKCmCB50CmSXTFM7TXoP\nr4uMORkcqzmWcP+Mt6Yy4y1JxDEJQQQZtoHU4kak4iRyp43uJ7xw49OMa/4MnW+OT/k+opLIJw8l\nZBUKRb/pTQimy7qaz2+8tzFBaJoiNrmFuK+qb6XfT1umRIqojnOItG3DJ9pKG2++dFGNwBaSKfO2\n/QlU8YviJZC7ZT+3lU1idaUrQcwmC+d3djcz8e4uph54AUq3QvFONDAcFuNDtS0EUiPi0Pnt7AgV\nLQuocBdxajaPKRQKhSIdwzXPOtTbGAa6ZmYgI0nJmMnzndfvJHgwGHugLYdqJlsxc3uRZM9/ZDPr\nP9qQ4SQRK0ipkk7wTkgRskZ1VkMLGclhYXZDyTRmH2YMbijEdseLaG9/xfru4ch2UF1WbYxVaTBt\nxTTsWXYlaocRJWQVCsUJ01fWNVmgOrIdaZ/fV9X38joHc1cbI6K6BmN/PnXAbcPpzj35dfHmS5df\n7yDy+4Y+zz0d4z3jad/UnpAhLg75qUwSsqZwnrVD54EV4Ah1EHJk8NzKAm4o/l3Ml/GIC4Ru7LwT\nYfj4P5DdYxGXb+G24s3s1VdS6c/v90yvQqFQKEaeU3We1YyPjmwHHds68D3hQ4b735000LV5ybi8\nLmb8xwyrswng7JILmHPreJbM7aDhXFi8CQoOHkdGUiuxjkmOlHN0L3PTvKbZWhEYb+5kbp+V1k/z\nN+MZxP+8fAtZWZ/HeSMEgz5yvzyNjhc7kMHo4xHYf/9+0EAbo9byDBdKyCoUihMmIevapafsgU0W\nqL1laXur+k7dGmJPGJBgA6Z32hPeY6BBojcBbpkv5UOgIqPHc/et9aUV0IGqAAdWHQBiNdQwgp2O\nLG4tSzwPUzjXvbwXZ6gdTQcZgkuqO5HFuvV63VON5gwZ2V5bBPH2xxERG2LHHOwzG7nowhrKsr44\noM9AoVAoFCPLqTLPGo8VH7t1Q/TFFSf7W10d6EhSOkxvidZ1rThyHBx66hDQwfK/GAltTQdJZ9rX\nur+aOrPq8rqY/d+zqft2nXU9ktjMLKTWYM2L1zIFY+cdhcu3kD3/8xy4cTqyOwSOLI5+4g6yu1el\nnoQOerfaHjBcKCGrUCjSMpAWIsulOCJBgu9xX4p7X7LQHEyW9kSzu8n0t+0p/tyP7TiGEAKpSYRN\n9Jih9lf6E1ybBXD0gomsfsyVMiMLhpgt+twMtj3qJ9wt0R06Uz3rE54jimsRK1egV3sQLZORGz6N\n0G3IkESrmcc3P3e9qsYqFArFacapMM+ajBUfo5VLS90JBhR/B5NkTiav3HD/r7myJu5eiab3soxe\nQGVWJ4cCgZS4aIrjulvqLGNF44gJL8ecujUrs3oHTL1pHnnln6bx3kZk14fGJoFuiXziC3SU/A34\nROq56NDyuxYc2Y5+bTFQ9B9tpE9AoVCcepiZ2D0/2UPNghoCVYFen+/yuozMZzSmyIi0ZknN4zXe\n22gdx8zSnvvTcwfUbjPY1/WEKYyx9S8wB6oCNNzZgNQNETvx6onIcHR+tltn7z17rWt0ZDtS/oXN\nrmsjf0dTr9c3t8LDmB/n0rbmH2jFO2PVWDR07MjiWsTNT8OVmxC2CFLoSJvE8ekvcWnewhP6PBQK\nhUIxMrhcXvLz7z4lRCzExUczjmnGnvfcb+WOWJtsztKc6G/x/sTpkRLyf9zGbU9VUxVI/Q6TcUMj\nYy4yvqfEy2E95ZnGCh6zYvvhA9t4Z8FfObbzWNwMrQ22zqP7t5cAkbTn0/l+J3XfqqNpTc/fARQD\nR1VkFQpFCoMxaHAvc9PyZIu1ILxrX5cl6nqahx1MIByK7G78sQbS9hSfoZZC4nQ7jQpxtPWqfXM7\ngTcDFKwqoOHOhpR2LCJQd2s967ZlMH9Z+sqsy+viMq+LQOBf2FY9lrDsQqLxS5Zzw+4w5/zjMMJT\njSS2sD2CjZ3hc7hsSD4VhUKhUJzpxMdHc897T3FyoCZQAyV+jd2Ebx/gyK9yYw9KYy9sPKbMtenw\nLxslldf4E6qylrlWx4NIXFFzJ+N1uy4RXPBPaR0jdkwj3oYaxhFq0OngUDS+x4lZGQ32mkTYDddj\n2Z0otlvXtaqq7BCihKxCoUhhMC28ZtDzrfXhe8JH86+baXmyhSlfnmIJvVNxTiS+FTj+djriPxdh\nN0JcwaoCWte10r653bLgb13XalxzmmRxOCJ5+1d+fviki4oKY+ds/A5ZM9i6XF72TX2W1/avpxoP\n7Cxm8godQhLpCMGi1yBiR0gNLSLx1ADXDe1no1AoFIozl/4kjgeyYmcgmOI47A8bpkkYa+ymrcqn\n49HlyG3F4DqKeHQ5stt4jS3Lhj3HTnd9t3UcTRiGivFY5lpXvwIfXICMq/CetzWCREOLazeOF7Qx\nQyiJENFHLTFr/Bw3V+O8Rzwc23GMxnsb6d4bOx+9S6dpTVOviQFF/1FCVqFQpDBYgwaX12XMhprt\ntkGdoC8Y69XRoy23pxAD2nMXL9Yfj4r16F7cwJsB6xg5S3Pwv+FH6nFKVhjJ2giCd2UWwSBUVgJF\nSTtkC7qZGtpKVlYZTx3NZxM3A3BTNdiCGkIaS94FgMMwfrI5BXMWq0XsCoVCoTi5nMiKnZ6Ij8uJ\ne1zh6CsT8Dy/Gv81xjwxS4vYd/8+2ta3ETkSMfbOOoAwSAd89vbZKTOyWVllCGFDLnkFiZ3W525h\n0kEnNqJeH+jIaE+1tYqHRIdjAD7/DLKhELH1Y8S7HHfWSI7tOEbDnQ3oXYnNyoEtAQJbAsrNeIhQ\nQlahUKRlsC28ydVcp9tpzNhE/y3v2NYxtCfaT3pqfRpoELbEekQm7MVNJ/zrbq0zxmUc0QAYlggJ\nmgZzbAE+uc/P1ooughOjO2T1HXTXfY89hKC2lFs+vJcD546lthgCE0CTUXdFaYOMo8hFryHQmH3H\ndSoQKhQKheKkM9QmjJAYlxHxMzqCnKU5uFx51ixx044m2v7cZn3HkCFJbnkuY6ePTZuIrwoE2Opr\npiQqSm3XbsQ+8VtoPzbdi21IYtsCZFxrVbK7MXnN8Mm/I7fNMzqkTKEbMVqIY0I8Dadol9rphhKy\nCoViSEmu5oLhYmzuVvM9kepoHAhUDatbY29V18EE4XSvSRb+GSUZCFs0uxuOBkMJTiH5f3kNTGg5\nSmSNpOQ3sGQ5rP80LGYTGkHYWQQr7iUr5GSVE+58EFxHQBdgkwKERH/hRpCCkAP23HEuauJGoVAo\nFCeb5Jh/bMcx9t6zl5ylOeSV5/WYRF7T1MS61laW5uRQnpcYwWIxNgL2IHxuHTTMZsL8XDq25bLr\nll24l7k5tuNYnPOwgbCJlO8YJlUBowNqqf4qRYSwIZEyTEHgEO1afvQ4ppg1RatEfvJNODwRPii2\n7pdI5JbLYckGjlz/ChOeXWJtoo0I0MZpxjYHpKHDI6SKWh3DNEoxaJSQVSgUQ06yqHN/zU3zr5pB\nggzLhAykZboQ3Z9XWlox5GK2r721ycK78d5GK+imC8L9ab22WqwhYW0BEiYciKtK67D8YfjXT+RS\nWpiN3gZUeyDkAF3DEYKP1Qje8UhCTrCFQRcCGbFhk6CFoOH1Vi5dqKSsQqFQKE4+ZsxvWtNE3bfq\nAGOe9fju4xx85GBKEnlNUxPfqjOet6m9HYCSjIyYV4Q5xrNxO74pK5BF2+HlJRxZtZwjkWYAmh9r\nNoRnfOeuBoWPFvYoYu/Zu5duXeddPNwc7T+2CSc5CwsIPBoh0h02MsbRoC2J7my/8TlkcS3c8ogl\nZgHE5VuQwITxLSB0hDSquRqCtvVtCJsg95uGMVXzmua01dlDTx0i6/IsZQA1SJSQVSgUw068o3Fy\n1dMyXSCCrgfx+yuHXMj2VXU1g3CgKsC2BdXIbokYI5i9qtCYcYm+rmBVQYJBQ2/tQCmzwAKceU6C\nB4OpT47AotfBveCbVH/0FNJTA44QhG1oTo1vXl/AebND+Ce/x5g3D6BPmU7GT89ChiDsgIKFOanH\nVCgUCoXiJNK6rjXx9outaZPI61oTn/dYczM7jh2zvCIqSkvxel24vJfhDqzGV7GV5odLEjfbhFLf\nf9pd08goyUhIRkOsEtut6+jA+xSzgpXMpZpa5rL64gtp/c1TTHzjLXj9CmicEZuNjYjYhO5/34Fc\nfw2RLWXYLq9ELtkAYGwScBqeFQiJ0DXQbUgiMPkQLRd+gHxiGqLbgTFrleiyfODhA8r8aZAoIatQ\nKIad3iqYjrrLES98EVn6DlrJbsO84SS+fzzbN/qIdEtsOoS7JfXPNSPNINytU397PVKXfZpCBaoC\n1N9RH8sUC8AGoUNpIi+ANNqv3cs8eDyV+GdU4pidSWjrVML+MEcfbOXSBa10XrwUx3UhQjjw/24d\n3f87lYKFOaoaq1AoFIoRJ2dpDu2b2mO3r8tJqMiaSeSlOTlWJbZoJ1xbH6GzUOe9YgjqOpV+f4KD\nv39XHuh7okeNykob5pJ1AwHhI+G0Y0SVfj/BqIjVgJljx/JBVzG1FHPhe1C3YS/2mX+Fm59HTAgg\nH1oRayEWwGuLkNUe8FTDkg2sWnIegvP4Au+Qi8+o1q5cgaj2wIQAcvXt0XEqyf6jqxA5G9BWng+v\nLYKXP52yMqjzg072/HgPQhMUri5U1dkBoISsQjGKSbfWZaRIV8EMVAVo+EwEGfwKwvElCv48dtiW\nwffHvKq6FAodWJXOxiucFFZF1+2I6Lyr3rcplG9tbCYYsIJtgotx3EMCkBHJvl/XoE/aQ87Cy8kY\nfyH73t5H20ttxvM22XB8byG2JS8jCbHtnFc5MucOZrszBvmJKBQKhUIxdJgCzNz5mleex6TPTkpJ\nIpszsf/Y3MwX7zqKFurkIjt8fyXsLtFS1uVklWUhxoA8HsZSsELEtRVLcBjCMF0FuCwrC6emWRXf\n70+fzp0NDczaofPAChgbbkc6yuHB94wqa1MuPHej0QlsD8PGqyBiQ9oibF/cxJ4rZ7D3QsFlcgu5\n+AxJWlyLLK615KlYdSdEbNgeuR05c7cR56ccQi6oQNu8KPGDM42qdEn97fVklGSoymw/UUJWoRil\nmK00Ca06JyBm42dFgZTANJiF6PGzqxIboa1TYeGgT7Ff9Hae8xe4ue0hH8XbJDvnClbfPJ2isunW\nQvj6O+qRIYmwCbLKsgZ2zXrqXRLDFAIBdpuk7fddEJlK+6pjILZBXBeyANjyKcJLXiGMg5eDF1Db\n3MwTPh9veDwjnqhQKBQKhSKvPC+hothTErk8L48rD4bYE+qACIwF7mo8m9lfnJESz1xeF+7f76D5\n3i54Zx5IG4TjN7xKWPwKmdd9lpYnU8eIvC4XFaWlCYn9kowM6l7ey9hwO0RAYKOj4Ue0lv43435S\nyLHPHGNMxd/IezsPbXup8V66xpz1+Tzyss7bCwJ0zfgaeDqNiuzOIqj2oHuqEfWFSN1mmEWFHIhn\nb0BWeSFii+6nNaq1tvP9RBqyICysa5ERqZyMB4ASsgrFKMVspYmQ2qozUOJdf4VNGDtRw7EWW2BQ\nC9EH4xg8GMGc7jrSnafX5WL1zR4qr/Fzq1nF9mLNz8ZSrcR2xKU5lnuZG98TPmR3T777MXaUwLsX\nw/X+fUx4cSrotqTl6iYCx/UeNjhvMUQsxQAUvCep27CX/IVHCc3eMmzOzwqFQqFQDCXJ3wE++7kZ\nuHr4nuJeMB+f7zZkTSmE4ltzDUMmFm0kNHsipRW3pv2O4HW5Er4DeV0uij43g5pHYzvgL//8tbi8\nXwKg6pwAa7ce5fPbcy3rJwANgZRwyeYsdLKIjFmFuO1htNW3GyaNjghy/j+jW2gNREMB0lrPE4vt\nkQ+yor9G7xcgnDqO+QeA/BP9eM8IlJBVKEYpya00ya06AyGhcmq2x8pY6w6kb+fpi/7Orpr0JUQH\nch3J52kK5KKyLLze1ABiuRBLY0/dvgf2oXfraVuNXV4Xnjc87PrGLjprO3s9pwP5sO5LGuX+c4is\nD0FIgk0H4TSMLTTInJtJ7tdzySvP45ld06htNlwbi3bCgytgbPgj6n7ZDSufRiv56bA4PysUCoVC\nMZQM5DuAy+XFc/Nqdr10kM7XJyU+eP0LlseGKz/9GFO69zDf37dxO5RWQ5EDMGKn1+UiuO08dI7E\njJ+I7ZKVSGwI9G4bbPkUIugAaUMGQZ8YQDiCELYbrcljuuPORiT+lICIGM+7ahNy0SYaxuwmI6Di\neH9QQlahGKWka6UZLPFZ0+SKrFlFHexC9P7Mrpr0JkQHeh3x59mXQA5UBeja12XshJPGnGzX7i4j\nAGmkHMu31gfAWbPP6lXICgEzvpJLRambImrZ99sNBN+eTO5VF5Ex/sK0gXduZiZFzZvxUM3k6itw\nhqYY6wKkHarnoBe/PyzOzwqFQqFQDDUD+Q5AbRHHtwRJ2GMjBGdPu5QZpV9NG/f6TIAX1dISuhJd\nD9JSk7gCsPCGXOr+YqzL60nMCgQRJEJqEP1ZUTiNrkWV5FdnUTp3LfLDcyFqIGWddvS/xo55gbj4\nn7BoIxTXous2Fcf7iRKyCsUoJrmVZrCk27WaLLIGUlkdLINpRY6np+xvX5Xa+LbqzPmZdPxvhyVi\nz77ibGbcM8NqP67+l+pYS7EdcJB2TQCAfZKdpYczaftuDdva1sOijWif3U1GaQUuV/rg3t3xD1ay\nAgchwp6t4HwIQiDtYcSEI4inv4jj+ssTupICgSr8/krVdqxQKBSK05aE/exRtLEaMz732R5bkhPj\newTfxu24vJfFHvdXouvdgI6udycIyLzyPPxb/Bx66hAg45uZLRGrC4n2znzAFLs6ni0T+D8zS6m9\nGW4KBygtfp12tjP7lUImO/YzrjUTfLnWawDkW59EbL0YVq6A4vph2eAwGlFCVqEYIU5k1nMkSM6a\nJp/zgLKqJ3AOJyqY43fGmrvmehPIiYZUEmeeM5YM1o11A/GCOMGtOAzZn83m+K7jdL6fWpkNt4aj\ny+MlcDW8sgj9qo34vrIV13XpBaeHGoKEsKEji7cT+PU/+dMWL87MNj6/ejlayEbd78NkVASM6wxU\nUVOzAF0PomlO1XasUCgUimGjt+82A/nek+65KfvZbVCwqqDXY2WVZSGcILvDYA/jm7KCzKZvEwq1\nkZVVhsORTcyNUY/ejlH0+yKyLs9i94/qiLQb860CiRQSKXSEkMiILa5iK5i8dTq/2KHz3Qc1nj5/\nEc+xiMgSYAkUEWbVzvuw37ESpPk6EGgQtEO1B4p39fk5KwyUkFUoRoATnfUcLQxGzA+FYE73+fck\nkC2R222s4Al/FLZ8GdAg1BYrtzqyHbHHonz06kcU/rKQulvq0joXG0TzvGE7rL8G32YNd1SIJjPH\nvZhtvgeQMohdODnwsdn8fqrkhqfOQYRAi+7A3b7Rx2VeVzTbHAQi6HpQtSspFAqFYljo7bvNQL73\npHsuQMOdDYZ3RBzxMTjddwrL8fjVt8HzLrLoA+rrb0NKiaY5mTLlyxjbZY0ts6FQW8r5mC7MscQz\niBuegfGd6EczEM9+warQGo/bsId0PDVQWwz2oAavTyGSGWRXxxWsum4sV3z3L3geWoBEi4lgAcJT\nDegqVvcTJWQVihHgRGc9TzUGs692JMV8us8//+78tO/v8rooWFVA/e31yLAksCVgPSbswqreNq1p\nou7WVLEqg5KObR1M/sJkDj19yDAmdArDNCpqHpWIhuzG+juRHJhdLi9zPRVWq/AYinC21FDj0QlH\n1+tFbMZO3MuArKwyNM2JrgcRwkZX1z4CgSoVIBUKhUIxpPT23WYg33vSPReippImItWfoqfvFO4F\n82mZ9EMrDkoZwWglNnbcadoYq2upp5ZeU8w2P1dPx9xfwKf/ZLz2qZuQ6AhsUTELkjBIjXFHjdd2\nO3SwR+A/S4gAr+/O5JXv1PENDnLjKjeaHvU41mJTuPvC45RvcT9QQlahGAFOdNbzVGKw+2pHUswP\n9PMPtYUMt+Z40SnA/TW3JTbrb6tPyRQDIMH3G1/CXE/O9Tm0vtBq3DATweZBIWFPbbrA7HJ5LSHq\nBSpKS9nQtA9BG+Y2unmZmYDh9FhaWoHPtxaf7wmam39NS8uTqsVYoVAoFENKb7F1IHG3p+dappN2\ngfurbtzL3P0SymYc9PsrcTiyaWi40xKubvcy3O5l/fKRMHfkBgJOdu9u58iRLcjSarDpyEhcZRUb\nQsJNz0om5W1n36ffo3qRh1qAnxcR+mMenhv9/GYJjK+HJS+DJkHqAlHtIVz8PvuOHuSyHs9EYaKE\nrEIxAgzFrOepwmD31Y6kmB/o5x/fXhztPkIbo+Fe5gais7F6Umk1TqAmm1P4/+pHhqTpGJGIgMJH\nC3F5XTTe29gvse91ucjbM4E9ehtIcOowdWsIFkav1+XF769EyjCqxVihUCgUw0FvsbW3x8zOI0e2\ng1BbiKyyLOu5jmwHvrU+Qr4Q4z82HtklrXV08TiyHQghkJpM+50iPgGckVGSIlwHEg9dLi/hcCtS\ngthzLkw9gNw/HSkBaVRXTVG7aN0E9CWPEZJOVixaaYjZfRls/+k5aJ+BTVce4spN4AjpaI4wEc92\nwjg5gotdu24BwO1epuJ1Dyghq1CMECfDHOlkMNh9tSMt5gfy+cefa3ygNV+fVZaFNiYqdAVMuHQC\nApHQhhxPsDmYpqU4uk5OQEZJRuy4SWK/p7niA/MdRBxGc1O6IB7fYtxb+5RCoVAoFIOlt9ia7jGr\n88hMFAtAgwmLBY5LG2i7YxYEE49ztOYoGSUZCfO3DXc2IHWJsIk+DaDiRe3gEfDyNfDQitg9+Xuh\nMd+4gOilyO4x2J76AtKzHU9RNbWLio398yENPsyg9gJ4dOWHLK/+K0z4CKpLaWQm5xf/J01EEIDP\n9xgez1+VmE2DErIKheKEOJF9taeTmE8+16Y1Tey9Zy85S3PIK89LELp136lHdses+gEmXD4B21gb\n2jiNtvWpZhJgBD1dxzJqSrf2KF2rcVUgwMIxDcx6UHJRjeCb16cG8fjWKrWGR6FQKBRE5LSLAAAg\nAElEQVQjSdOaJlrXtaKNM5K11oiNBCJwZIMOr+SDjLZBxSG7Zfr5W93YLtC6rjVB6A4HU6cuZ9cW\nP6aPMUjkWcfBFoZInLuybzLyN1/H5ggR+MVBKAZsGNf1kRMAV3EVGu9iW/EAMuRgtohA4ZWIq1+B\nJRuQMoTPt1bF7TQMq5AVQswD5ksp18Tddx/wK+Aj4Aop5R+G8xwUCsXwM1T7ak8XmtY0Rd0LoX1T\nO2DMzri8LrZ87T1LxBoBzqDjnx143vAYr3mtPWZaETdXKzFiuWnUBNE1R0W1+P1P0/X4J9O2Gpvt\n3e8Vw/vFkvPODXFpmvMemiy04nRHxWaFQnEy6KmDKD6GAoYaSfCLABAgbdHf46Op8Wva+dtoVbf9\n9Y/wv9mOp2LusInZvLxy6sueRd8KpkWTuPqvyJmrEc/cgDwwDfZNj63YCTm5+JmZbPi/0csJa4jn\npmN7J5vg8ssQNUFkyIHQbYCG/OAC5AcXIN6+GG58jmC2b1iu43RH6/spg0MIcQVwN5DcZzgPeB24\nTwVKhUIxEgQCVTQ23ksgUDWo17eua0243fxYM433NhKoCnCwuzvhMbODWIZjGeTSilLO/em5ZC/J\nTuowljTPPM78Be6Ec62pWcCePT/BN2U5wgnYEt0azfZuGwyovVtx5qFis0KhOBmYLcN7frKHmgU1\nBKpiozbJMTRzXia55bm4LnfFKRMzOpoWhjEmXDYhYR88QGlFKZllAmPpu0B2hfFt3D4s1wZQVQXP\nHr2RVdp5/C8Tedh2HtpnZkBxLfILz0FOK0gtWq01uLRKp2hn9MaL5yDfcyHX53H5c58hJ/x1hB0k\nulXlFQB/uwx5xy9pu/+CYbuW05lhq8hKKTcLIWaSGix/pYKkQqEYKUxhaM6K9te9N37FUP7SHKsS\nC9CxrYOOdzrQnBpT7z2H4NMdaCSG3njhabYpv7UmAC+1xe2fg3MiLejv1cKlxjnF74GVRTVk/s9a\nxu/+Ku7Fc6xM84m0dyvOLFRsVigUJ4PeXIRzkmJoVlkWBx85aDgSOwTO6U6667uxxGx8tdYOs34+\nK62rv/OKBvjLTON10kZwbB0Mg/dvVRUsWABdXSBlHn8mDxvwuT1Z5B8tguW/gIg96ucoo6JUoOng\nqTaO4eloYvvMs3AcyKDkiRrawjpodlqLPiKnNitW5UWA1JC/X8g7BT/lov/8yZBfz+nMSMzIToy2\nNc0EUIFToVCcTOKFYX/de1NWDN1QymxmW/M9bevbrGB9bqedxuWTiTx8yHr9pM9OYtoPpqW4NLbf\nt42MuJqsAPQJAf7xnTr4VhGXlrviTJq6AZ2O6U9ybMazuIsqCASwZl69Lq8SsIoTQcVmhUIxZPS2\nmSCjJMNQIGHADsfrjqN36Yb+jMioiAUzHTxm2hiKnilKaFNO5+rv7JoNImi0JGsR4/YwUFkJwSCG\nSzGGSaPTCQUFZYR+FInOyJq+xTKh8+qat3185cnJaBEIOeqoWzwONhjXEY5I/nTx2YxbfJAl65xk\nNk6KS3RLOl4eQ+BOtQc+npMuZONmct4VQrwjhNgspfSf7PNQKBRnJoNx7023Yuju8nxjn1xVwJp5\nFXZB174uSpedw+ExY2h9sZWc63KYdd+shOMFqgJsK9vG+KC0WohkNHerfXABnpCTrttrCJSUQhFM\nmfJljh59l46OrZhL3H2+tbS0PNljZXlNUxPrWltZmpNDeV7imgKFIhkVmxUKxVDS22YCf6U/1jms\nw+H1h9M6+ZvYMmwphovphPKxHQ6abXWgS8QYG+7Fc4bl2srKDOEaDILNBl/7GixbBl6vl7ePB+mM\nlo9jRlBANM7nbp9s3StDsEd2MtsOTglhIaieJ6ktOYfOI/CN3+gINKwP5/It+P0RJWTjOKlCVgjx\nb8BMKeX90bs+wsj+vpvmueVAOcD06dNP2jkqFIrRTV/uvenMKXpbMWQGa99aH77HfTT/uhnfEz4r\ns3zwkYNM+uyk1CAeSgxxAB0ZQTKOjcUG6BGdmj9vhdASdD2IEHbAjiSCEIbTYU+V5TVNTXyrzjDS\n2NRutG8pMavoCRWbFQrFcNDTZoJ4ESo0kbJrPZmpy6emPXayq3/DnQ2gg9A0ClcVDpvRk9cLFRVG\nZbaszLhtnWt5YdTIytxcYPw31iqsWXVaIWDTlYLNV8KNb53N01U51BY2QFjnaGbMDRlAComO4K/h\nYpYNy1WdnpzsiuyH0T8mE6WUKYESrOzwGoD58+f3/jdcoVAoBkBP7r3pZm5cXlefM6gurwt/pR8Z\nkYbPhB79J0uC3q2z9569zLhnRsLeWRwCgtJ8GkITnH3bHLp/UU84Igk74NVpFVxjzsdKeGvnN3BW\nn8/f57q4q3AqWlxFNr6yvK410UjjgX37KMnIUK3Hip5QsVmhUJw0knez199ejwyl/+dk8s2TCbWF\nCFQFUtfKxQllq9VYN0RfqC00rNfg9SYKWJO8ciNp3PxYMx1bj4Ce5LgcbRWWSLQI3PAsPH8jbF2Q\nwwfP5cGKDPD4OX9XF9Ac/zK0VXfy/MxGuj7XpJLTUYZNyEadERcCWUKId6WUm6WU7woh/i1qNDET\n+OFwvb9CoVAMlN7MKfpaMZSQYbYLoyIbktFVAO0E3gxYwhhgwscncGTLETMvy8NiNj/8bB7Vl3Tw\n9qvNvOsBregcFgsHNgmR2hI+tuLz2EIaJQ54153LsgXpK8tLc3KsSixAQ1cXZdXVVHo8Ssye4ajY\nrFAoTgWSq7X1t9UbSWANxs0ex1mzzyL7qmzq76jn0NOHQIPZ/zXbEorJ9DaTO1xUVaWvyuaV55FX\nnmesGbq1DiIx4yYZrdSav1/2N8kl/xTc9Ys67KUZhGtc6LUuXhEBFtKMPc7DWOoaV78WZt0nW5WQ\njTKsrsXA5jT3KwMJhUJxSnIigTC+xRjAPsHO/gf3Ex19Re+ORFcBzKG6rBoZNx8L8PlIIxvuz+Ca\n37r54aSWaBtzCWML/szU0FYaX7sYQho2HQjBnNVHIbeI/DQp4fK8PHYfP879+/db9wWlZK3Pp4Ts\nGY6KzQqF4lQjrzyPjJKMlLGeXbfsQkY7l4hA3a11ZJRkpG0ZdnldFKwqoHVdKzlLc4alrTheuK5e\nDU8/bRg+nXWW0WqcHI7N6/rHF7fh/DBZzArrtjMk+dozHWxZ5aPz/7nYvBne0108LGbzXfmBJXwB\nunGyNCcndk5xGxXOxPg+Eq7FCoVCcUrSmzlFf/E94TMCb8Jydwkigm/KCoK/XmUF5vhmo1y6mfLn\naopqPawqKLCMmi7NywMWknVtgG0PVyO7JTYdZGUHNQtqEqq88WTZ7XHTNQa1x44N+HoUCoVCoRgq\nAlUBK+HrXua24ldP87QJ6FidUsnHAai/w2hR9lf6exS8g8VcuRMMGrcjkdhjx48bAjddq7HL6+K5\nSXO56cNt2BIickzMAnjeyqBj4w6afzwWe2sWke0uKpx53HXbq8iV+SA1sEXouGY3GeY5JW9UKC09\n48SsErIKhUJBoslT/t35gzqGb60P2R3LHhtEb/9LBVKGaPtdGIlmha/46RmbLqn+cQP/s/Qo24sk\nbwYC1myry+tiboWHvffspX1zO+ip7c/xlGVl4RCCoIwFzi1HjrCmSc3WKBQKheLkE6gKWB1JYCR+\nPW94ehSc7mVufI/5rPlZ4RBklWUZx/mXaive+h73kfnxTOu4MijxrfUNqZA1V+7EC1gTIYwqbU98\n/Osulr89l0X4mOM6yIyAUWO1Xo9AonHZvRPZ1P0S4YdKuXb3bK6K5LF/r4Op9ggyrIGmsz88hv+s\nq2P38eNUHz1Kt66jE9uocKYJWW2kT0ChUCiGk0BVgMZ7GwlUBXp9Ts2CGvb8ZA81C2p6fe7AiQar\nigWw+jb0cKJTcXLVVH+jg599T3LezlhgMnF5Xcy4ZwbaGA1s9Nr+7HW5qPR4mOp0JtyfbASlUCgU\nCsXJwF/pTzB1kkGjetoTLq8Lz1895H47l9xv5+Kp9MTMFYOJxzmy5UjCa4/VDm0HUlmZIVgh9tPk\nppvSV2NNysth+a9c/P3i81h3wznodtO32LwGszorWPRQCX/+xn7Cxzdyx/8EaH5VIiN2hNQgYqOw\nejwAD+7fz+b2dnQMMefUNPzhMJe88w6fe+89qgJD+T3m1EVVZBUKxailJxfiZHozeRoImXMzabY1\nGy3FNoyfOoAAaUO+f1408xojMS8LQoI9BPOqYU9J4qofGFj7s9fl4qYpUxJmZT3jxw/4uhQKhUKh\nOFGyyrIQDhEbr3GKPr0o0rUcZ5VlIZwi1gGVBtk1tKbqL70E4XD02BIuvhg++giuuw7uu6/v15eX\nG3+qAm5uK/Xx3YeOMXX3WSnzshIYt3sq37sDbp75GhWdM5nvOGYkABxh6j1HjXOI/kGH8zvP5tMX\njI/F+o4O1h8+zJtz5476Cq2qyCoUitOK/lRYTdIJ1HSYJk99VTn7Oq+GOxuMcVibYPbq2Uy6dlLc\nM0TS1liDcPRPN8JYyWMD+xjBxVflUlFaCsC9jY0J2VWX10X+3fn9EtvmrKxxBsZthUKhUChONi6v\nC09lXIW1l7biPo/zhofMizNJE1YByP167gmebSIvvph4+6OPoL6+fyI2Hq/LxeqbPfx9wyyeu1Ek\nVWbNbwrGRU35MIcbWoL885xjyLnb0G9dzfXF/5efTW7FrmvRLxCC2oqxPF+X+P0mAqz1+QZxpacX\n6huNQqE4behvhdWkvy7EQ2HyZIlmHaSUdGzrYNoPptH2altC1jhxm5xx+y2yeUGbTvnX4drpxjmM\nKYL79+1jfVsbErALwfebJ3Ll+07mLHb3+xzLsrIYq2mWGURyhVehUCgUipNFv0yd+nmcglUF1ncC\noYlY27INMkoyej/AALnuOrj//sTbg8XrcrHW5+NX34IIGjc9GxOz8dVZAJsUXPLhRGAiWo0HbeZe\nblrSwEu/X8TbLh8s9vH/s3fv8VHd5aL/P981mYQW6VqQYof0Qgk3BWlCgpc5tTU9BN1a3dufEP2d\nrTvdrYdwbOsWS212zzm+fn3t7iMbbBW1tRK0Pc1W93YDWq3dtYXsjq065yCEhNpoCQ2lRTJIAzMg\nbTKX9f39sWbNLTO5kYRcnvfrxSuZmbXWrElfzcqznu/zPHy0m1en6VRvCWSFEJPGcJcA5wao4AxN\nzxesDufimtkYyt3HqrFQHoVOaNAQ+l4IX72PyucqU0Pfu7/Xzbl951LHUTjLYq6nh9YrL6Xjr4tY\ndZ3FM+fPc/vBw2T2lFj0O837N/UQjcH+LSFWZdzJHqj9vt80aamomNbt+YUQQkw9mdf4s/vO0vNE\nj/NCglFv9uRmXn/846EvJx6K726A7jLFX/8AfCedBcP9580mv8aLUDs+i/U37+Wz7zPZ98swFGmn\nlCknkC1Rinqfb3ROcgKTQFYIMWlkZlhVMfQu/RmRyCpMs3CXBTdAHW42t5AXvvEKsbtfx7DBKEkf\nx/SblH6klDeeeAMAHXO6Ji59ZGnqfWaumMnBGw6SGaG6wewdJ17nrkPwqK1IaE1uY8TKNvDGwGND\nPKZpeqyLL/lXDqn9vt80U89N95lzQgghpg73+vvy514e8/fasmX0Ath6n4/vdXcT0/DUR51/N/9c\ncdc2Z2WXQsMlb8Fbl2ZkaUEfquCZr30NrtzJPR+y+GrCQCs7a7nXnKIiNpeXT4trvNTICiEmDffu\n67z/4YEH7qJ7zhdpb19NJBIcdN+h1ssO5Nd7TtC36XVUHGf8TV/2cbw+76Dnf/Wmq5MXnOzlxsqG\n69ogmieIBWirhJgX4gbEvfDLWRH+18Z9PPX0a0RtmwT9uxzncoPe/3n0KDe2tdF04sRwPr4QQggx\nIfnqfagSBQpUiUrNlp2o/KbJZ+cl63iTXR+f+ih8bfNrJG57DP2tz6OrD+Ts5USrc08U841vBPnj\nsyb6ixXQeanzcvLPitPxOBuPHJkWnYslkBVCTCqm32TGbb9CLzsEJLDtKOFwYND9RqOh05E9p3Bv\nfGrANsg6jq/ehypOXkiL+19II8EIr2973Wl5CKDi4NHEFcSLnWDVpXBWC91omix/ycnIPnQHPHab\n8/XOh+F933qT9/9tDys6nG3z1cBGIkGOHdtMJBIkEA6nZs7FtebOzs5pcaETQggxtbkNoBb8rwUj\nbiI13up9PpTbfjj5Z8FTK6/lCyf/hrbY5fCpH6Gxk/WzyWXHyoaKNiorAzz9NNBhQqTE2Tljnl+v\nbUuzJyGEmIgsqwbDKMa2oxhGMZZVk3qt0NLZ0WjotGjNXM598wzEQCsoeeDqrOO4HRkLvUc4EIaY\n2+IJ0Abnbwzxrwvn0VoJHcudpw2gdvZs7rv2WpZ1wG/vPoiKOhnZTQ9AZXt6mbGOwa1HZnH+5sv7\nfeZIJEh7++rUz+nGRT/FUMXYyUA6rjXNodC0WH4khBBiahutRlLjxW+a/Lp6JR/9Px2c9vY5F38D\nOswl3NXyL9y86UE+/627KP6nTeiQD+ULof9+C4l3/IG2R2r48IfhBz8Anp8L7z6TXuilnb9RdnR3\n82RPD5++4gq2LFx4ET/p2JFAVggx6Zimn4qKFsLhAJZVk6qRHaxeNN9FLl/jpkKuX1PGr590MrOL\n1szl+jVl/c9tgAupVWOBR0HcvdooZv7Kx0vrFH9Y5jxnACWGwX3XXovfNDkWOIYn6iw91jEniHWX\nGeuYs8z4T+8p5uZkJnbzsWOpgDYcDmDbUdzM9fzYfh5efAu3H3YaSWngsVCIep9PglkhhBBinPlN\nk5+/b1nqbxetFfbbe+H6N3iKj/HUuz7Gt/75cyzjDygFaINnn36EL3zBT0MD3HgjbNxYxlsAN56C\nYhuui4By2nH8MRpNzZedisGsBLJCiEnJNP39mjwFwuF+9aIDBWgjaQB1/ZqyvAHsUF265FLe7Hgz\n/UQMvr77bRzyvY2S982iJxbLyqxaNRaqRBHv08S90F4JLy+Hr37Ty6pDil8si/KSr4cH2k6jgYTW\nqSB+WZ7MdYNZxsFz59je3Y3GycoO9nMSQgghxNhwpws0h0I0HXfG6aSaZWj4vHqEZfolNsx6hVsW\n1XHTTem/fRoa4JVXYOvWMniqDJZFKPpmO3HsrPf48alTEsgKIcREVmNZFA9jZupA43yGk6ktJBIJ\nprLGdCxzgua37H7b6cA5KoLnqWjpPx/W9JusbKnk0C9C/L4Cdqz28eL589zOYf5jSXo7d7mwJiOI\nn58/c13v8/H4yZMyW1YIIYQYZ8EgBAJQUwP+ZEzqN02nWaMnuWJLA22XwXVnneXGLOeeP7+Ld7OM\n3DkNWaOBPmry8VUV/H1XF89n9MD4xNy5Y/ypLg4JZIUQU8ZwZ6ZmjvPJbAA13ExtvqA3sz41obx4\nf/Fz7D5Pxl7JWlmF0wF5gLm4pt/kBr/JDTjLpz93+DC54bBBus9DZnCaL3Mts2WFEEKI8RcMwurV\nEI1CcTG0tKSD2RrLosQw6EvY2HEDvrsQPhiCj3WDAbEBVlBljwYy+eXKlTS+8go/PnWK9152GVZR\nEcFIZMpd7yWQFUJMKZkzUwdTqAHUQJnaXIWC3sz6VK01T17dws3GB8F2mz0lI1iPAXrwTspudvep\nswuwye6GvOwl+NAzYCiY8V9KufnD1wz6MxjOz0kIIYQQFy4QcILYRML5GghkZ2Xdm8wv/dDiBx3J\na/SHTkKRjUcNbwXVloUL+fjll7O6vZ1//dOf8CjFbT7flOqLIYGsEGJaywxe3ceFMrX5ZAW9vTah\n5hCm38R7+EbsnZ/GrmglvryTXyy7knf/7Vu8/bszSLUW9CQo/YejXEZt6j2ObT7WbzlzZna3Bi8/\n4QE6cFoc3/xSFxu/OB9PzMnJJn7Rw/5/KYbVTJkLlRBCCDEV1NQ4mVg3I1tTk/166ibzvXBlGLZ2\nnIeumRhnSnio5mogu6njYDJ7hyS0Znt3N4+FQtw6RQJaCWSFENNaoYzqYKN63OXE3lIvyqPQCQ0a\nQo+FmLVyFkc2JjCif4td9Dc8/OBrLDpaztt39+EEsQaQgJt/wTW3r8M05w+4nDkzu1sEVNJGB8tZ\nxkt8oW0fnvgtqORIHxWD//t0N5tKQzy0eDENZSNvTCWEEEKI0XXLLc7X+vp0NjafhV84AYcPgwZb\nneMV3yVsbP9jwckM+dRYFkVKkcjoo9FnOwHt4ydPDukYE5kEskKICS+zaVJuveeFKrSMeKAxOrlB\nZ+lHSnnjiTcA0DFN9/e6sXtt0Ioiivjbn72L0mffBEpITT73JLj6sxWpz5PvPDowCQTgxhuzuw9f\noT8IthPQGpWtqKJPo2NeAOJFioOVTi3NQ4ef4J3nTnKd7y9G/ecmhBBCiKHLrY+trx94++91dzvf\nJEfP/zDZpHGokxnAyfDe6vPxHfdYGb2k+oZ4jInMuNgnIIQQA3GX1R49+mXa21cTiQRH9fjuMmI8\ng9epgtNs6YmfvJoVdOrUFHLAhnP7zqUuFsqjuPp45hGcK9L5ZYo/feCvCp7H8VKLO+4I0tGxmQdu\ns+GHzzDv9NfxeFp4+IN10HUpbbqS2LJO4l/fROJjT/HC6rPc9XXoWA7LeImt3EW8+x/H5OcmhBBC\niKHLVx87kLKSkqzHl0cvwUgYGDCsiQP1Ph+XGE4/DhJA3PnnSUz+qQWSkRVCTGiZy2ptO0o4HBjV\n7OJQlhG7gpEIq9vbWTjf5qtFMAMn6FSzz4DSoFW/fUo/UopGZ82O1Sh+utzL99vbU8t6cs+jeX8H\nX/nKarydCzF2riTRNIOTzRW037KM6D+0Q/mbdLCcTTxI5bI22pYtoEObqTu3lbThJYbCHpOfmxBC\nCCGGbrD62Fz3XH01T/X0ENOaIhQdd5WTiIFRHWbb+qFPHEjNqT0U5tFNFrErz6NqTvHF98yd1NlY\nkEBWCDHBWVb2slrLqrngY+aOyxloGXEmt2nC75bDlx6Eu4/NZs2aP9PZ+Xlo3goJD6lIMil6OsrC\nf1pIz1M9EEstLOYTP4Hg+20C89PLejLPozIeIBqN4jl0HTrmRWkn+1tJGCqdxlQoZ7Zch16eLr1N\nnsHvWAmqGK1jKDU6PzchhBBCjIzf74zbyZ0hW3B70+SXlZUEwmFe+5nF9jYTrYEOk56lwPXDeG/T\nxH+DycpvRbiz9wgJj823dISPR2ZO6mBWAlkhxIRmmn4qKlpGrUb2QmbE1iyzKDYMorbNKysMlnzm\nWmLhb6O9h6DuR/Cvf01qPmxS/I04pt9k5S9X8up9r3Jm7xmUDUUxqG5X1Hwm/7Ke666r4eDBYnTF\nIZQ3BnEPFBm0YWEpL2Gi6Y0VvEt3UMFBXqSS+KXvxip6H3effZB3cZCXWMnDeYaoCyGEEGL8+P2D\nB7BZ2ye7GDceh2S/JmwbwuGRvX/PVWHsozY2Q6+zncgkkBVCTHim6R+1ZbEXOiPWnfHmtr6PkMwY\nv60XlA3ak3WMS5Zc4nwGv8m1911L5IUIdtRGeRXr6xYXvICYpp+VK1sILwjgXTqLV358FV941OLQ\nDpN3XvUaH7m+hTYqU92LHzQ24SFGTHvZ9OaDPM9yYBltLMOjmfQXKyGEEGK6amvLfhwIwObNQ8vs\nZqqx0jfkh1NnO1FJICuEmFaGPSO2zwYb7D4n6PX752cFhG7GuP3Eb+h7XFEUc55XAB645p5rONF0\nglO7T/G2yrdxxS1XAOCr9w26nDkVwM+Hx/fDoQQsXRrkq+++Da/uI6a8To0sbXiI4cFGE0uN53Ep\npSj1ekf8MxNCCCHExbN2LTz7bPrxwYNw4IBTa7ttT4SDdhjaLOpXmf0C26Ym2L3bOUZDg9nvhvxk\nJoGsEGJaGU5zJ2+pF+zkAzv5ON8xTT+/9pdx6i+O8tGfg6FBK81lnwrxxj4Pr29MAHDm2TMAGJcY\n+Op9wzpvt0nEhz7UTHFRL4bSKOJ8tPj3PBWtJIYXraNopYjoy5z3Sa5wTmjN5zs7WTFzctfCCCGE\nENNRQ4PzdfduuPRSePJJp/tx38IIt7/VTkLZ8E7Fd7cu5vl7ylLBbFMTbNjgfO8Gwg0N5pT5W0DG\n7wghph3TbzL/3vmDZkRjPbH0b0kj+biAGssi8BeKWBHYSqOKopz7T1/h9R/s67etm90dDr8f9uwJ\ncvPNj2IYTqGMRxWx/IoP8hLLeUjfARgY2uZOHmaZegmNE4drIKo1zaHQsN5TCCGEEBNDQwM88wzc\nc49zY9vjcToYJwwbPIBHE7+9k+b9kdQ+u3dnHyP3MTgTGTYfO0YwEiEYdJYsByfJxD7JyAohppXc\njsUDsWosjJLsZciF9vebJt9avJg+DmNoQBuADTcE4LdVZDaAUoYadF5tPlddFeDo0YR7FHy+W/lN\nUQVKH8VUZ1Fa41EarTOWF2f3nhJCCCHEJHfLLc7XlZ+xuD2mSGjtXOuVpvW6VwlGrsVvmv2WJK9d\nm30cd6xgn22jUKhvLEY/WUZxsdNhGYbeZflikEBWCDFtDLdjce4yZCDv/m5wa+47xxsxAAXxInjm\nQxh3f4fLE1/iT9+yQYMqUix+aHHqfSORYL+OzMFIpF/9SjASYX/vUlaoYtDOKCKfr54aLIqVQVu8\nkpjHi7bjxI0i2qh0glgADR4U9b7hLWcWQgghxMQRDMLq1elZtPX1Jt9espjbD3c6wWwR7NdnWN0e\noaWigoYG52+IdI1s9vEC4TB9ttPFGK3h9k44PJPoyybNzfD44+n3ammZeMGsBLJCiGljOB2LXZmz\nXY9tPpa1f6g55Px7LISO63TgCIDi0r7riS36MD/94nxuvNnLVftjWZncEyea6Oy8E60TGEYJFRUt\ndLCM1e3tqY6CLRUVAMnn5vAuHuC2WUeonvdhTNOPH3huZQXNh+bzq8NLqFj8K35gn6dSOy0OO9Ry\nsCHxmzkww0Rm8AghhBCTUyDgBJaJhPM1EIB77y1jxcyZ3Pfqq+w9cwYb6LVtmswNJ+kAACAASURB\nVEMh/KZJQ0P/ANZVY1l4lMLOyOiqqjDFR52/U3LfSwJZIYS4SIbSsXigpceZ+6siRejREDqWG8Cm\nvXWFxWOdP+KAruD+khW03F7BfDOdie3svAOt4wDYdh/hcIAAZSy0X+Q62jhkVxIIzweceW8JoJ1l\nbDy3jBnnDVpmRlIz5vw3mHDDfCKRtzG3bTU2fUS1l036QSeYfV8Pzfsj+AcJ3CF/Rngiye7AeLHP\nRgghhBgfbuNHN0taU+M87zdN7rv2WgLhMFGt0cBjoRD1Pt+A13G/afLQ4sXc0dmJrTXeIoNb32NR\nf7vzemZG1n2viUQCWSHEoIZTVzqRDdaxeLClx5n7977WS3dTd3YQ646QtQEvxN57N3+jD/FfXrqO\nZ9r+nv1vXIH/E87xwuEAWttk8npLuZHDrGQTXmLE8DLLuwRj5nsoNgx6bRtNsnlTcpA5HWaqfgXg\n8OEA8+dHMbDxEndqZdVy8MATV7xCfbBqwDuqbr1MZkZ4IgWz+TswXrzzEUIIIcaL3+8s8c1Xt+o3\nTW7z+dje3Y0G4loPaYZ8Q5mT0U3dwK5Jb9/SAs3NY/JRRoUEskJMEyMNRodbVzrRZS4VzjWUpcfu\n/ieaTtBtd6dfMHBqYL0K360+Tn7g5yjfITxPfhhj20Y+ZntQj3Vz4tuzKGsow7JqMIwSbLvX2RHN\nkSMbueKKW4gRB2w8xLkqtp/55hpaKipoDoV4LBQirjXFhkHpcYvVa5y7pUVFzvKfpUtreOCBYmbM\niBJXyVrZpNDMP1NzR4TAw/3nzLkC4XAq++sGyxMpkM3XgVECWSGEENOF3194iW+9z8dj3SeJahtD\nKV7r7SUYiQx6HXdXd4FzQ7v5kDOXdmWJmcrKPv74xKuTlfE7QkwDbjB69MtHaV/dTiQYGXynpHzB\n3VTlLh3GQ8Glx65YTyy7G3By1o2Oa2ZcM4P2lQuIv3QdettGsD0oFCTg8O2HiQQjmKafiooWZs9e\ngxsF23YUAMMoBgyUUni9pYBzkXlk6VKeq6zk/gULaKmooK+1g7VrN7N0aZBoFOJxeOklP5s2tXDo\n0P20vv2f052LAS61iW5uy2rNn6vGsig2DDxAsWFQYw2/u/JYqqwc+LEQQggxkYzrSJsOE31XBTw5\nj1gfbO/u5gNtbTSdODGk3YORCDcdbOc70aN8Z3E7tz8coa8vu052IhnTjKxSqgpYpbVuynhuHRAG\nLCCstd47lucghBhZkyPXUOpKp4rBlh5n8pZ6s5YVqyKFTmgn+Cz1UvXa+3jx8X9giW1gZEa8CXji\nJ6+yZNm1+E0/f557N4nw83h0LNWJeNaslakmUEeObGTmzBWpjsbuXdNIJEjfitUsWxbl058u5ktf\nauF3v3O26ejw84Mf+Nn2brg2cpBXL4ukg+4iTcgXBvJ/Nr9p0lJRMWFrZC0LlHKaKyrlPBbDI9dm\nIYQYH7ldhsc6oxkIQOKQiX5nGIqcWtmY1tzR2cmKmTMHvaY7NbbJubTaxl4RxtPh7KMUlJaO3bmP\nxJhlZJVStcC9OBdF97lyYI3Weq/WehfQOFbvL4RIG06mMZcb3C24f8GkX1Y8FKbfZP698wf9nLGe\nWPo3qIJLFl0CCrSt6fx8J/GPdfKOA7NQOb9m4wY8MP8Mq9vbaTpxgjVHStioH+B/q9vwLPoppukn\nFutJ1s/a2HaUJ179CcGIk0WNRIIcO7aZUKgZiOLxJPCWRLnz/l9QUpJ+n9/+Fm66CT4ZKYeYIlVc\nG1fQnv3fP/dusd80uXf+/AkXxIJTEzRjhjMIfsaMidl8YiKTa7MQQoyffF2Gx5LbDMo4ZIFO30S3\nk/Wyg+5vOSP9iANxA2+HxV13Oddc24aNG8cpszxEY5aR1VrvTV4cM/9iqsW54+sKK6WqtNatY3Ue\nQojhZRoL7T/VA9jhsmosjBIDu88GG978/Zup13QsmarVoJK1s2iwDfjGRvjdcvDYNrtPnSJq2/yO\n5fxeL+eSc/N4/tgxbvSuwjCKse0ovRTxwJn5vBJpZ8+iPhJH/grbjqKUB1QRca2JqyK2z76Cb7ZE\n+N5dJvv2ORnLvj44GzS5x1/JV9tCaA086+PpV0yCNzt3hcf7bvGFGqjRhRicXJuFEGL8FOoyPFbS\n10iTcMlivmY73YhLhlgq5DfN5Ei/MPzeov5hp6GkbTv/+vrgvvucfxPh+jvezZ4soCfj8WmgHJCL\npRBjTILR0eXeHDiy8Qjn9p3LftELUQ1GAmwPFAPEwfAq/rgQPDjNmtbOncsLkQhR22nK8KvuvVTQ\nxk61km8t/ilHT+3hgTPz+R3L8dg2R07tYb4dBRJoDd2zPsW/n7uUVip5WS+j56owVVVOIJtpS73J\n2aDJd77jPI4Z6Xlw+e4WT4SL00AGanQhRkSuzUIIMQYuxs3X9DWyjI9HnG7EpV5vKiM7pMZPN5hw\nQ/q54mIniLVt2LsXXnhhYtz4nrBdi5VSDUADwDXXXHORz0YIIfoz/SbFy8/DPo1ThOoUbv72f1zG\n85Gz3PA89JXA+38DyilU4Rsn5/Grm2ek6k9XzJxJcyjEr7r38lV37I72su34I6y5aiOvRI7gSY7C\nKX/bldhhhdYGhlHMNfP+lt3nS1KjcmosC+rh0UchFgOvF+rrnXNduTJ93radrnMZ77vFYnKTa7MQ\nQgzPxbz56gatFzJWzw3G77vPCWJte+Lc+B7vQNZtJOGaA3Tl2zDZhKIJYNWqVTrfNkIIMRKFRhGN\naETR4k6c5FUymNWa2f98lr87CoYNCSMZxALYsPDKWdwwvyxZ6xpgmVXDNTPKqKANLzE82GhiFL/5\nGz7fWc63Fi+mJxbjRu9h4p2NaJ0ADBYt2kZZ2RpaZkayGzMls6y5d397esAwnAuQYTiPQZbqCkCu\nzUIIMSUFg3Df4TB9821s8s+gH8p13+93AtkXXphYN77HO5D9N2BLxmNLanCEEOOp0Fzc1PN9Nsqj\nWPzQYsoaygY9XnHvEiCG2/lJAwuPOK8pQCWytz938ByRSJD29tXYdhTDKObGRT9lp1pJTHvRxIjj\npY1KYlpz8Nw5rpkxg8Tpf0HrvuRREpw7dxDInv3mynf3t6YGSkqyL0DBYDqAvffe9LaZz0tgOy3I\ntVkIISawpiZnbvratUOfnd7UBHfeCfGlFvqrBsYMu98M+uH0xsi88R0OO4HtcM5nLIxZIJvsjLgG\nsJRSrcluiGGl1M7ka5B94RRCiDFXaBRROBBONW7Stqbzjk5mrpg5aGZ21pUL6TYOg+1kZBWK9EJj\nnQxvVdY+4XAgOTM2gW1HmR/bz8OVt/PUa3N4rec/OEAFHSynCHgsFCKuNV+gh4/2O1J+wSA0Nzvf\n19enA9vMzCtAzR0RYsvDeHdaBB42x6T5UzASmbCjfKYjuTYLIcTk0tQEGzY43z/7rPN1sOAxGIQ7\n7nDmy/M7E/WlCmrvDnPfxy0C3zZH3BvD74cnnoCtW4d3PmNlTLsWA/3m0MlsOiHExVRoLq5VY6E8\nCm07qyW1rQedtxsJRjiy8QjYkBliukGsUnay/X3yNQ/46n1g1aS6EhtGMZZVw3zTxL/i/yUY+TDN\noRA3Jo+1o7ubBPALPsgHeZoi4njw4vPV5z2npia4/XbnAgWwYwd8+9vORSYzU/u5b0WIfqUdvDbR\nmEHz/gr8fpPmZujtdboeX2gNTDASuaC6HDH65NoshBCTy+7d/R8PFji6nYZdRS+b3LfExG8CNSPv\njREMwgMPZD+3YQP83d85fzuMtwnb7EkIIcZCoVFEpt9k8UOL6byjE21rjBIDb6mXY5uPFayZTWV3\n81BKQ/VvYf97cRYcw9Wbrkkex09FRQuHQr+gjQq8LMONFd1Az+0yWHzyJL22TQfLuYuvU0Ub75n3\nYUpYRuDYsaxMZzDoLCNyg1iWRUhUhvlv37IAM/vCVxmGaHLoubL5hQ7R1GTy6KNOEAtQVHRhNTCB\ncJiobZMgXZcjgawQQggxdGvXpjOf7uPBuOVEfX1OX4yHHkrflHZXaLkrt4YjN0B29fU5s93HO5iV\nQFYIMe0UGkVU1lDGzBUzCQfCeEu9HNl4pF8tbSZvqRdlJLO4uW1vtIL978ZJ13rAsCmy0r9yO1jG\nh07GnGzlyXZaKioAaA6FeDQUIqE1HqX4yJw5nI7F+PXZs/yB5Rw1VnDDrEV5M52BQHYQy4NOxlXH\nFf/tWR/82kfD9c5nqL/O4rsHFHGtQcGrS0N87m4fxJ3XlYJbb72wZcU1lkWxYWR3VRZCCCHEkLk3\noYdTIzuURo6PP+5kZR9/fOhlRDU16caRufr6+j831ozxf0shhBi+SDDCsc3HiAQjY/o+pt9k/r3z\nifXE0rW0b9kc2Xgk673dZcU6oVEexds//facAtbkA0ODslHe9DJm6J+tbA6FWN3ezvbubqJaO89r\nzRM9PTx/9qwTDivFtkWL6InF+mU6IX0H1jBArQyDN5lxLdbom7u5s7edYMT5DH7TpOqkL9VsGY/G\nvi6MYYDH49xZXbkSNm92Mr0j4TdNWioquH/BAllWLIQQQoxQQwM888zwalH9fqeRY74ANd8M+aEe\ns9DkNTWUJh6jbFJnZGOxGMePH6f3YizKngQ8Hg+WZXH55ZdjGHLPQlx8IxpvQ+FOw2PJqrFQRQqd\ncFKt5/ad4+AHDjLvs/Pw1fuym0OhiZ2KpUbJpng8oJIzeHT2b/jcbCU4QWmheSYasLWmJxYrnOlc\nFuGWZ8LQZrGyyuLOPoNYwnZuWRqQIHt572ev8bHv3EkosiFu4O2weOhhZzRPaSls3HjhTZ/ydVUW\nQgghxMURDMJrrznlQ+B8fe015/nBrvPBIBw/nv81raGxEbaMY7vASR3IHj9+nFmzZnHttdeiLsZt\ngAlMa00sFuPkyZMcP35cBteLi+5CgtFCnYbHkuk38d3qo/s73eknY9C9vZvQ90LM/eTcZJMnwAbv\nXK8T+EZzQlHbAA06kd08ys1Wuh19AR4/eZKobVOkFB+eM4enT58mpjU2yVhUKZ544w1Kvd6sff2m\nSdOJE9zZ2UlCa0oqDOrfVcEvqWBre4gn4yG00pTkLO9tuN6EX1fwvQNhyv5kcc+3k/W5ATh4sP/d\nWhnFI4QQQkxe7mSCvj4ng7piBbz4otMocihLjAOBdB+NfH78Ywlkh6y3t1eC2AKUUhQXF3PllVfy\n8ssvX+zTEeKCgtFCnYYvxFCyw756H6FHQ9nBqQYd0/zpX/6Ute2f/vVPKCPnd5HGiUCVRhWrfued\nm63MDU7d0TWlXi9Pnz7NE2+8wb5z59h37hzblyzh3vnzCUYifO7ll1PdjQH6bJutr7/Om4kEaxfN\n5Z6Zvn4jcNKzYk3+79+ln3NH7xQVOQllmDiDz4UQQggxcoGAE8S6Na5tbenX+voGv2ldU+P8TeBO\nN8g1Z84onuwQTOpAFpAgdhCypFhMFBcSjBbqNDxSQ80Om36TykAloeYQ0VCUnid7SEWLNtlLiZPz\nZ1MUqBLQt38DIm+DlS/BsoeBwleI3MA28/HuU6eytt196hQrZs5kdXs7vXmWJD/xxhsAPHvmTCro\ndRWaFZt5gdPaqcW55prCjSKEEEIIMXkM1KzJMAa/aZ3Z8XjHjowGk0m//e3QliiPFolyhBDjwg1G\nF9y/YEQ1rm4TptFYUpwvO+zKbSpl+k2WPrKUFT9ZwZJvL3GaJwGpCDZZf6q8ClWswAOqRDFvwzx8\n338RFhwBbLSOEQ4HRnzOa+fO7fc4EA7TlxPEeoCll16atW1uEFyoyUNpafriZttOs6dCjSKEEEII\nMbn4/fDww+D1ppszGYbz+OGH09f7YLBws0e/Hx55xJlRn5sv0xq2bh3bz5Bp0mdkJ6pdu3bR2NgI\ngGVZ7Nixg6qqqqxttm7dSk9PD1u2bGH27NmUl5czZ84cTp8+zapVq9i+fXtq29mzZzMnJ19/4MAB\nLBlnISaRQmNvxluh7HBmplYVKXy3+vDV+1LnXNZQRs//OULPY3HAcH5jG4p5650GUOdfPM+p3aeY\nu3YuZQ1lnNjzBt1//VWIecEbw7tkFswf4MQG0FBWBjhB6dq5c2koKyMYibCcDlZwkDYq6WA51bNm\nwfFL4LI3nR1VOghOLVW+0aK42Ow3DL2nJ32n1jCcx5C5DFmCWiGEEGKyyHf9bmhwamMDAQiHneXF\nmWN9MutoDcMJcPN1S25ogKefhieeyH7+iSfGLysrgewY6OrqYv369Rw9ehTLsujq6hrSfi0tLanA\ntKmpierqag4cOJB6XQJXIUZHoaXKmZlandB0b+/m5OMnszLIxR9th+Z3QkIBCrRmxjUzAFJzZyMv\nRJi5Yiax/VdB/KizDDnucR6vyT4XN7jMrF8tpKGsLBXQAiyjg21qE1pHieFlEw+y7+xyuOyckzDW\nsLj1alaUlBGcGcmaPbttTwU9z5uUlsLWpyKc+G2YmistSkqyA9xCy5AvJgmshRBCiIENdP12v7qv\nP/ccfO978NnPOs0e3RpY24YNG+D55+H73x/6e49Xg8hpG8iO5R9CXV1d1NbWpoLO8vLyYR+joaGB\nnTt3snfvXmpra0f3BIUQebPDqUxtr50KBHMbU/lWr6J741bYdjvYClVs0Lv0Z4R+UdlvufJgdcHB\nSHZwOdxZq+FwAEPHABtNjEra6FDL002m4tDZVkTNv0So/Pqr9GkbG2fMT8/8MDU1Jjd+LkL8n9rB\na7MvZnDPdyqw/mimfjdu3jyxuhcHg3DTTekL83PPSTArhBBC5MpXRpR5vcx8PZGAffucf0VF/Rs5\n/eAHcOWV8PGPp+MngH//9/7v6/GMX4PIaVkj696h+PKXna/51n9fiFWrVrF3714aGxuHnI3Np66u\njp07d47imQkhBuJmaudtmJeqd80NQE3Tz8ov38O8f/sDlzeegQfvpnvOFwld8QVUMVn7DFYXHAiH\nido2CZzgMhAOMxyWVYNhFJPAQxwvbVSmm08lgLgBES/Rr7SzL3EmNcbHnT0bCED8phAU205xbZHN\nj2e9Ss3tkdTFzu1Q6PFMjO7Fzc3Ocietna/NzRf3fIQQQkxdA9WKTnSDXb/d13PF4/mP19QE118P\n//2/O/s2N2c3e5o5E268EV54YfxuME/LjOxgdygulGVZHDhwgMbGRqqrq1m1ahU7d+4c9rLg8vLy\nrEB29erVqe9ra2vZMp6DmoSYJtxMra/el7dL8ommE5zafSlz164l9t8e542jh4AEetkh5n3/RWa8\n/JdZ+2RmfnOXEddYFsWGkcrI1gzzd4Rp+qmoaOHZ13/GfW9cRYde7rzw7NvhtZnQZkFlGLy205BK\nQ+2c2dx37bX4TZMXb4zA+VC6+7IHXpl9htXtkVR2ONWhcH/EOdYyCxifOud8K2dCoextch8LIYQQ\no6GxER54wLlxOmPGxCitGQ73+l1oBar7+tat2XWuhboaZ95rj0ad629xcXqF1J494//zmZaBrHsH\nIrfRyWjKDEIbGxtpbGzMat40FF1dXVnLkjNraIUQYyvf0uMTTSc4vOEwAGeePcPV296PsbIY2+5D\nKYNZ7yuh7BP5uzkVWkacOzt22Odp+qkz/Xzl26/ArFPw/Fz47sLsjWIGaBsdN6hsvxbeNNkcgNfe\nH0Z5NdoNZJXzxc0Ou7Nsm+eEeOy6EPGE5vF2g22LFtETi434nIeiUG2Pz5e9Xe5jIYQQ4kI1NWV3\n3x3KjNULFQzC/uYIlYS5rv7CRw2Cc74DnbPfDz/5ifN5d+92mj4B3Hmnk5nNNyvW5fMNHCiPh2kZ\nyA52h2K0bdiwgbq6umHvt2fPHj71qU+NwRmJ6SwSjIzaPNbpIBIJEg4HsKwaTu3OHmvz53+/jCs/\n+nlef/0BtI5z5MhGeGk5sf1X9fv55ltG7M6JvdBgMBiJ8OKSP4KyYe0f4TeXQ4eJUqA7TNhU4WRT\n2ywefNnkG0UQWxyBnl70GgUeDbbCUwS20hhK8VpvL00nTrDxyJGsObVvJWw+d/gwGvAqRaCyckyC\n2UIrZ1auzN4u97EQQghxoXbv7v/caCW+8q02CgbhjpoIX4m2E8Xm4GMGK58b/qjCwd4P8n/f0OD8\nc7f94hfT2eh8ioqgvn7wQHmsTctAFsb2B7937166urpoSPaq3rJlS6phU2aWdc+ePQUD3KamJrq6\nuli3bt3YnKSYljLHyxjFxojmuU4nkUiQ9vbV2HYUwyjmyo88w5ln06+/7SNnOX78azhticF+cSGH\n7+qD2FFUsWLxk0XEljyPZdVQYy27oGXEAwmEw+ii5DogbUNlGM/LJps2ORciu8OEDue/cwJIvCMC\nX3UaPJFQ8NQ81F6fM1GoNkTsQyG2/7EbZXS7Pa8ctvPP9gAKolrTHAqNSSBbaOVMoRFBQgghxGhZ\nuxaezbje33336MQNhVYbBQKwPBbGi40H0H3ZjSaH+x6Zwar7fh6PMzs2Hs/+3j2PzG2VKhzEVlQ4\nc2QnwjLraRvIjiW3Jnb27NmAU8/qLivu6uqirq6OcDhMeXl5KtgFpwY2c45s5ugdIUZD5niZ3G68\nE8lws8ZjlWUOhwPYdhRIYL+4kPBv/8il/8lH7FwPl6zrIv4XXejujEKSZz8IUaeHnu7THH7oCfji\n1zGMYioqWi54GXEhNZZFiWHQZ9soDD62wOKeF5zXvvENZ0lUlopk3awH0Br1xgw8fzCdmph3hcGj\n0ckxuSQHpmMDoRK4IvdgacMZJTSYQitnamqgpGRsS0OEEEJMb+6f5+5y23xzVEei0GqjmhrY5/Fi\nxFOVPnhLvf32H2zqSm6gfMst6fdz617dsTru9+55QHpbw3Cyru73n/oUnDo1uj+L0SCB7BiwLIvt\n27fnrYmtra3NG6CeOXNmwGMO9roQQzHYOJiJYLhZ4xNNJ+i8sxOd0Bglo5tldrsC2y8uhC8+yLmY\nF9DgfRux0v/NuVAnShWhdRylDC6NfoDzqb019JhAAtuOEmrZT9nLZdxeY2HOH92bB/1qbWud42/e\nnO4+mHV3td3CsA3w2HiLDG59j8XKG2DjRnir3XJqarGz+9obwLxkEKvST6+cNQu48FFCeT9XnpUz\n410aIoQQYnpyl9uOpkKrjfx+uOu/xohvdxozYkCsJ5a171DmuucGypB+v4Eysu55ZJ7btm3OqqeJ\nfK2VQFaIacQdBzORa2SHkzWOBCN03tGJjjsRmn0BS3HycbsCv/rzw5yJZ/SojxdBWyV6+e+ZN28D\nM2Zcg2XV0PXmDCCS3EjBucsAD6rjOkJ3r0BHj+YNzk+caOLUqd3MnbuWsrKRXTXdoNEd4eM3TUpv\njKA+E8Y4YOF52STmXhNfMrm7uwLrA8nAt8Zp6nTLO8OEnrF46t4KYv85BB8KoYp1emmx2xQq42FP\n8qCBcJg+25lT25dRAzwWLnZNjhBCiOklGEyPe3NrQ3Nfz1d7OtjNWHBuOtfUwHX1FgcfM9BRG+Xt\nn2zIl83Nfa/cQLm+3vk3WI2se56T7UaxBLJCTDP5uvFOJMPJGocDYbSdjqyUR+XdfqClx5nNnEyz\n/29t0/Rz7f+zjPA329B9yYrRojhUtgEGs2atpKysgUgwQuTXB7N3fuk65p3+OpyspDuayBucnzjR\nxOHDGwA4kyzAHUkwm5kRLVKKD8+Zw9Px09h/q/H8jcHNz1Xws81mqrbU+qPJvfPNfvsWf9DgoQ9X\n0PP8Ukpn+jh4eYgd3d0kMubTGskrR4lhUHrc4nM/i9Bx3VncRdY2UOrtvyRKCCGEmOhyl+8Gg873\nbobzscfgueeyGzXlq0MtlDV1b8bmZli3bTP5jq5gOWFe0hYPY5K5a26QWlqaP0ObLxjNPIdC32ee\n22QhgawQYkIZTtbYqrEwSgzsPhtlKBY/tLh/oDrAUuXcZk4VFS35g1m/SeVzlYSaQ0T7TvLW1S/w\nZlsVoOhUdwAQC3woK1sJOJ2V9nwQX72Pk19tzxucnzqV3Rrx1KndIwpkM7siJ7TmiYwuSMpj4/tQ\nmJKvmXlrSzP37bVtDl4R4pF7TZx5sSY86+M7r4bAjEHEy18um8V7amOUHrf4/Och+pV2SKSXIhuk\nM7VCCCHEaMgcEZO55HewutHhyLd8NxCAzEtaZm0rZGdK89WeFjqn3Azr7t1wKGFyUJt4Ev33zQ1S\nC9XbTrZg9EJIICuEmHCGmjUeStA70FLlrGZOdpRwOJA3kM08pxNNszh8RxwSGoo/jX5wE53cyeJV\nzzlBda+dFdCGHg3hq/cVPM+5c9emMrHu45GosSyKDSNrVA44y3+LDYP66yzqCywZqrEsPEqR0M4y\n4sdCIep9vtTS4PpVJo8+lgxYvTZPe05yj1VB4IcmsWXHnMZRBqCdO9Elo9yVOddo/tEihBBi4mtq\ngg3O4qVUN2F3XMxgdaPDkS84rKkBrze75jTzZnBmprRQ7Wk+uRnWtWvhhRcGbmaYG6Tmq7edTiSQ\nFUJMaoMFvQMtVU41c0pmZC2rBnAytaGQUwzj89Wnglu3Jpd4MvUYI1kr+wdiS56nouV2woEwZ/ed\npeenPaBBJzThQJj5987Pe55u9nU0amRbKipoDoV4NBQioTUepbjN50sHpQXu0vpNk9t8PrZ3O+N2\n4lpn1bj6/XDbN8Jsj9toBTFs7nv1VSqvvBb9fQs+Y4C28RiK9WW+rCB4tH3mM/DDHzp3uy+55ML/\naBFCCDHx5c513b3bCWQLZSVHKl8zJnc8TqEa2Xx1r0O52ZpvGfCKFUO/USvNDyWQFUJMYoPVt0L/\nrC3LOjh2LL1PRUVL1jEikSBtbTehtdOhNxR6lMpKJ1ObXZOrnczrZWcxjBJn//lOUB0JRjjzzJkh\nd4cuK2sYcQCbyW+a+E2Tep+PQDhMqdc75CW+9T4fj588WXDObf11Fo+3G6mGTnvPnOG5KyMoowK9\nqQK1Msz691o88p/Hrv66sRF+8IP0497eC/+jRQghxMSXO9d1bXLxUqEuuQREiQAAHoRJREFUwCM1\nUI3pYEHpQLWnw9lvONe06bSMOB8JZMfIrl27aGxsBJxxPDt27KCqqiprm61bt9LT08OWLVsAaG1t\npbGxka6uLgA2bNjAPffcA8Ds2bM5evQo1hgu1xNiMhlqfSuks7apfV5ciGp/mcV1NmVrrs/aLxwO\noHU09VjrWGrJcaomt9cGrQAP6tsbWfQXf591jIvdHdrNhg42Did7ia5ZcM6ts53Jthsr2G2+yt4z\nZ5zGTh4bT3UY/f35FB81qb9jbD/Xj3/c/7npuJRKCCGmm0JzXcciKzndg8PJRALZMdDV1cX69etT\ngacbmA6ktbWVuro6du7cmQp4m5qaxvpUhZi0hlPfmrXPiwth01fRMS+d/9zLzP+IZAWallWDUsWp\njKxS3tSSYzdAPbLxCOd+e85JysY8xPZfBWuy3+tid4fObOAUzTMOx60r6lsYwXg5zMO2RcP1Zt5g\nN11/ZLJtz7W8YERSAfLnP+ul7aZjrF1k4R/jz/ve98KRI+nH73iH/LEhhBDTRaG5rhJ4Tl8SyI6B\nrq4uamtrU9nT8vLyQfdZv349W7ZsycraNoz2FGYhppBC9a2D7aPaX0bHvGB70DH6zZ01TT+Vlc/l\nrZEFOP/iec4dOJdq6JQ78megUT/jyW3+VGipcCDgBLH2V9uxvTafe9OAX1fQcH1yJE8yW7tvn7OE\nV2vo64PvfQ/efctsemdFWXze4uvRIyTm27yQMFgR6Z/1HU3Ll2c//v3vnQYg8qtSCCGEmH6mbSAb\njETyLqEbDatWraKuro7GxkY2bNgwaCAbDodpbW1l3bp1o3oeQkxl+epbh7LP4jqbzn/uRccoWL9q\nmv68x0s1e0okn1Dgu82XHucTjNB2Uxs6qlHFisrnKocdzA6l7nco3OZPhX7P1dSA8XIY22uDB2xt\nc8eOMCuM5LLk1U7g6o4SALDfEWHfp9rA1nAW9tnnnLbIQF+erO9oy7eMePNmCWSFEEKI6WhaBrLB\nSGTQ2rELYVkWBw4coLGxkerqalatWsXOnTsL1reePn16SFlbIUS2QgHnQMrWXM/M/xhZ1jS72ROp\nuamRoLM8OdQcQvc5r+s+Tag5NKzjD6fudyjc5k95X/PDw7bF5940sLUNcQP7gEUg4LwejWYHsQBU\nhsGrU8Gr+/nRoLQa05E77jnPng1nzqSfO39+TN9SCCGEEBOUMfgmU0++2rHRVl5ezs6dOzlz5gxV\nVVWpxk/5zJkzJ6uOdteuXVRXVzN79uxRPy8hhFO/WmgczkDcZk8YgAeUoeje0U376nYiwcgFn1e+\nut9IJMixY5uJRIIXfPxcDdebPHJpBUXfX4DxpQpKXjGpqUl3gTSSVwjDSH7fZkFMOcuq3XheOd8X\nxzz81b++TmPzhf8cBrJ+ffbjW28d07cTQgghxAQ1LTOyg9WOjbYNGzZQV1dX8HXLsqiqqmLXrl2s\nW7cu9U8CWSEmlsxuxL2v9dLd1A022L02oeYQvnofoUdD6JhGeRW+et+wjp9b9+v1lo5qhjafhutN\nVhhmv46PbhfI0lI4eNCpjbU7TLirEj4YQl0ew/D3kMDJ0L5VHOetJW+w1X6DZ//nEr59c9mwmm9k\nd1AuvF2yyTs//jF84hPpx0IIIYSYXqZlIDtY7diF2rt3L11dXalmTVu2bKG2thZwGkG5y4j37NmT\nCnB37NhBXV0d5eXl/cb0CCEmDrcb8YmmE3Tb3c6TGrq/242v3kdloHLEzZ5y635H0pl5JPJ1fMx8\nbvPmjGXGHSZ0mBgeWP/1CHvf/XuOvNWbtdy47QOdvP+f4C8/E+OeDw7+Oza7M7ITRA8WzEoAK4QQ\nQkxv0zKQhYFrxy6UWxPrZlRra2vZvn074ASydXV1hMNhysvLU8FuVVUVO3fuzJoj+8lPfnJMzk+I\nyWy0miFdqFhPLPuJhFNDO5Ily5ly636H25l5LLhLjd3mT4bhPK5fZbLymmvY8PLh7KXGSmN/vpMn\nlObpgwbPrRy4D0Eg4ASxiYTzNRCQUQpCCCGEGNi0DWTHkmVZbN++PRW8ZqqtreXAgQN596uqqmLP\nnj15XzuT2d1EiGlqtJshDfZeAwXM3lKvUyvrZip18rlRNJLOzGMhc+B8aSn09KSXAPspA+D/O3Sc\nkPfNZP2sAkODB6J68G7GmYGyUs575OMuP849ByGEEEJMPxclkFVKbQG2A6eBWq31rotxHkKIyWW8\nltoOFDBHghFCzSFCj4bSQWzSuYPnRv1cRtKZeSwMNHC+oayMFcfKaN4foaM4zK+e8mLffgS0TXHR\n4H0I/H7Ytg3uvNPJym7cCCtWZL+fu/w4MytcUjL4MmQxdHJtFkIIMZlcrIxsFbAH2Ku13nCRzkEI\nMcnkNkMaq6W2hQLmSDBC++p27F47vZQ2QzQU5djmYyOqj53M0jWuJsXFJo9sg4OdM6EyTP11+Wtk\nc5s79fQ4Aapt519e7C4/dmt1C20nLohcm4UQQkwaFyuQ3S53eoUQwzVeS20LBczhQBg7avcbPQOA\nAaefOk3Pkz0YxQYVLRXTJpjNrXHt6YFH7jWB/J8/X3Mnd3mx+1xNTfb2r70GHg9o7QSxSjmPM7cT\nF0yuzUIIISaNixXIzlFKVQHlAPkunEqpBqAB4JprrhnfsxNCTFhDXWobCUZGrXuw+35WjYVRbGBH\nbZSh0LaGRHInG+cxYEdtwoHwtAlkBwpC88nX3Onee9N1uJm1r5lBb1ERvP/98KtfOQGtUoXfQ4yI\nXJuFEEJMGhclkNVaNyW/bVVKHVBK7dVah/Ns0wSwatWqPIv4hBAiv9QS4Kg94uxovoC53xzZHd39\nd1RgFBtYNWM7n3oiyWwG5QahA82FLRT45qvDzQx6tXaCWHd5cSwmS4tHk1ybhRBCTCbjHsgqpdYB\n5VrrrcmnTuPc/W0d73MRQkxNqSXAidHPjrpzZCPBCCcfP4ndZ2c1fTJvMCn/p/Jpk411ZQahg82F\nzQ18WRZh87H8c70zg16lnIDWJUuLR49cm4UQQkw2FyMj25X855qjtZYLpRBi1GQuAR6t7GjuUmU3\nO/vqfa9y5tn0eKyzwbMX/F6T3VDmwrqBbzASYXV7O1HbptgwaKnInjmbO/pn40anc7FhwEMPSTZ2\nFMm1WQghxKRijPcbJi+M5UqpdUqpe4DG8T6H8bBr1y4WLlzIwoULqa6uprW1td/r1dXVVFdXU1dX\nRzgc7neM1tZW1qxZkzrO1q1b+20jxHQQCUY4tvkYkWBkSNu7QeaC+xdkLSuORIIcO7aZSCQ47Pdv\nX93O0S8fpX11e+o8TL/JtfddiypKF2vqhCYc6P//83TiZlE9nsFrZptDIXptmwQQtZ2Zs7n8fqeG\ntqHBCWr/8R/h+eedx2J0TJdrsxBCiKnjYtXITumuiF1dXaxfv56jR49iWRZdXV1Zr+/atYvt27fT\n0tKCZVns3buX6upqDhw4gJWct9ja2kpdXR07d+6kqqoKgKampn7vJcRUN9J6VzdrmjrOALNhBzPQ\nUmXTb7L44cV03tmJTmiMkulVH5tPvprZfIKRCI+GQqnGz0VKDWnmrGRhx8ZUvzYLIYSYWi5W1+KL\nLhIJjtkIj66uLmpra1NBaXl5edbrjY2NWUFrbW0tGzZsYPPmzWzZsgWA9evXs2XLllQQC9Ag6Qcx\nDY1WvWuh2bC5cpcQR4IRel/rRRUptNYoQ+Et9WbtU9ZQxswVM0fcJXkqGkrAGQiHSWgnjFXArT5f\n3pmzQgghhBC5pmUgeyGZmaFYtWoVdXV1NDY2smHDhqxAtrW1FcuyUkGsq7a2lvXr1wMQDodpbW1l\n3bp1o3ZOQkxWo1XvWmg2bKZIMELbTW3oPg0euHrT1bz+9dchhlOIoZylw0c2HmHmiplZAWtuBni6\nc7sWl5Y6c2Xzdi+2LIoNI1UfW+/zXYxTFUIIIcQkNC0D2aFmZkbKsiwOHDhAY2Mj1dXVrFq1ip07\nd6aWGc+ZM6ffPuXl5aklyKdPn+6XxRViusoceXMh2c5Cs2EzhZpDThALkIDXt76efjGjM/F0mxM7\n0CidQtuvXu00ZbJtpzFTSUme7sWmSUtFBYFw/47FwUgk7/NCCCGEEDBNA9mhZGYuVHl5OTt37gSc\npcSNjY1s3749K2DN1NXVlQpe58yZk7XNrl272Lx5M11dXZw5c6bfvkJMdaOV7cw3G3bYptmc2MFG\n6eTjdi12573a9gDdi02zX6A6WCdjIYQQQohx71o8EbiZmQUL7h/1ZcX5bNiwgf379wNQVVXF6dOn\n+wWzP/rRj6itrQWcjG5VVRW7djl9N9atW8eBAwfG9ByFmK4yOyL76n3Zt/c8eXZQsGjbommTjc03\nSmcwbtdiI3mFMYzBuxdnvWc4TF+yk3FfgU7GQgghhJjepmVGFkYpM1PA3r176erqSjVn2rJlSypI\nBdixYwd1dXVZXYt37dqVFay625SXl2c1fBJCjJ5UTWxUo4oVi7+5mHn/dR7RUJRiXzG+eh+v/P0r\nnH0+YzashlhPLOsYU7nJkxuUuhnZoQSjubNfC9XIFlJ63MLuNaDIxo4blB63YP7IP4MQQgghpp5p\nG8iOJbcmdvbs2YDTyGn79u2p190mTqtXryYcDlNeXp7VxRiczO3OnTtpbGxMZW8/+clPjuOnEGLq\ny6yJ1X2aw7cfBpylw4u2LSIcCOP7tI+zvzkLcWcfVaxSy4pHOhpoMhnqKJ18+410TM7B75vwfAVU\nhqHN4uCNJkFj+OcghBBCiKlLAtkxYFkW27dvzwpec61bt27QrsRVVVXs2bNntE9PiCnrgrOjNqDB\n7rPpvKMTrTVGscGSh5dw7uA5AHz1vtSxQ80h7F7b2WcKN4C6KLNbO0znHxBaMvw6XSGEEEJMbdOy\nRlYIMfW42dGjXz5K++p2IsHIoPv46n2oYuUMMS1ysq3ub0Wd0KnZtbGeGEsfWcrSR5amAtVIMELo\n0RAkmxyrIjVtGkCNtfp6J2BVyvnq8w2/TlcIIYQQU5tkZIUQU0I4EMaO2qngcyjZUdNvUhmoTGVx\nz7943snEJrQToBpOgNr7Wi+RYCTreOFA2NkOQIHvVt+UzMZeDH6/E6y6S4kBHn98eHW6QgghhJja\nJJAVQkwJVo2FUWyk6lWHkh3NXYocDoTROh3Ezlo1iz+3/ZnuHd2cfPxkVg1s7vv56n1j/Amnrnxz\nanOXM4+kTlcIIYQQU5cEskKIKcH0m1S0VAy5RjZfoyarxkJ5FNrWqCJFcVkx+rdOYGv32hzZeCQ1\neme47yfyG2hObW6AKwGsEEIIIVwSyAohpgw3wByKcCCM3WeD7TR3cgNSVHIDDT0/70nVwKLh3L5z\nHLz+IFd/6WoWblk4rPcT+eWbU+v39w9wt20b/hgfIYQQQkxdEsgKIaYlb6nX6VIMYDuPw4EwOu5k\nYHVc599Rw+tbX+eShZdQ1lA2buc7VZWWgmGA1tn1r5kBbl8f3HFHehvpWiyEEEII6VoshJiWYj2x\n9G9Aw3ns1r1iOM/hoeBvyVO7T43PiU5AwSBs3ux8vdDjbNzoBKuG4WRd3QC1psYJWj0e559tS9di\nIYQQQqRJIDsGZs+eTXV1ddZzCxcuJBwOA7Br1y4WLlzIwoULqa6uprW1NWvbXbt2UV1dTXV1NXV1\ndan9MrW2trJmzZrUcbZu3Tp2H0iIKciqsTBKDPCAUWKk6lwXbVuEMhRoUB5F6V+WUvrxUmZWzsza\nf+7auRfpzC8ud8nvl7/sfL2QYNbNutq2k23t6UkHyeBkXu+/Hx56CEpKnIBWuhYLIYQQAmRp8Zhq\nbW2lqqoq67muri7Wr1/P0aNHsSyLrq6urNd37drF9u3baWlpwbIs9u7dS3V1NQcOHMCyrNRx6+rq\n2LlzZ+r4TU1N4/OhhJgiCjVrivXEnM7FNuiYpufJHrBBeRVX33M1f277M3PXzmXmipkc23xs2jV6\nKlTTOhJu1tWtgy0t7d/46d57nW1XrJCuxUIIIYRIm7aBbO7YjdF277330tjYyJ49e7Ke7+rqora2\nNhWUlpeXZ73e2NiYFbTW1tayYcMGNm/ezJYtWwBYv349W7ZsyQqSGxoaRv0zCDHV5WvWlDlWB4CE\n80VHNfGzcSqeqcjb8Xi6BLO5wedIsqOZ3Ygzx+oMFCRL12IhhBBCZJqWS4vdP0KPfvko7avbiQQj\no/4e69ato6urq1/GddWqVezdu5fGxsZ+r7W2tmJZViqIddXW1rJ3714AwuEwra2trFu3btTPWYjp\nLBKMcGzzMQAqWipYcP8CSj9WmnfbcCDsBLoJsKNOx+Ppwu9PL/kdSdOl3KXJ4GRd/f7sutjcIHm0\n6nKFEEIIMTVMy0B2vP4IbWxsTGVRXZZlceDAAbq6uqiurmbNmjWpGtiuri7mzJnT7zjl5eWpoPf0\n6dP9srhCiAuTe3MLYP6987nmnmtQJQoUqBKFr94HpLO2eMAoduprpxO/Px18Dle+rGvmcfMFyaNZ\nlyuEEEKIqWFaBrLj9UdoQ0MD//Zv/9avWVN5eTk7d+7kzJkzVFVV0djYmHo+N0sLToDrBq9z5szJ\n2sZtDDV79uwx+QxCTAcD3dzy3epj3oZ5VD5XmVo+7NbXLrh/wbRaVjwaBsq6QjpIhnQGdqDgVwgh\nhBDT07SskS3U5GUsNDQ0DNiIacOG/7+9u4mNoz7jOP57YptIgaKtMbJFlKAuh4pDpMr4Qk6R2Nwr\n1eFIRSXiQzmgHIh8QKrEoTIXIlUc7EhUcAObcuDW7CESlXLAdg9UQrxZgEiUyMReqzTGkOzTw8ys\nZ9c767VnvOPxfj+SZc14s/rvw7DPPPN/m9KFCxckSePj41pbW2sqXCXpvffeU6VSkRT06I6Pj2th\nYUGTk5ONHwpZYP8a82K36rJjpqHHhnbMg416YyPt5tdid1Gva6eFm6Ie2K2tYFueS5fSz8sFAABH\nS18WslLvbkKnp6ebtuKpVqtaWVlpLM40MzPTKFIl6erVq7pw4ULTqsULCwtaWlra8ZpyubxjVWQA\nexdtu/Pln7+UP3B99cpXGv3j6I5eWgrXbOy2cNP160ERW68HP2++GWzBc/cuqxYDAIBA3xayvVIq\nlVSpVBq9shMTE5qfn2/0oFYqFc3OzjZeHy3i9Nxzz6lWq6lcLjetYiwFPbfz8/NNC0Y9//zzvfpI\nQOHcmrul1Q9W9fgfHtcTF59ou2p5fNudaMXiaPXifpwHm6dz54Ke2Hq0cPSDoIiNhhwDAACYu+fd\nhl1NTEz44uLijvOfffaZnn766RxaVCzECf3s1twtfTH1ReP41KundPNvN3dsndNuSx1JPZmCcFTF\nt9nZay/q3Jz08stBETs0JL34ovTCC9n0xprZkrtPpH+n/paUmwEA2Kv95GZ6ZAEcaasfrDYf/2O1\n7ZDhpLnzFLD7E81zjea1Xrmyt6HBFy9KZ85I774rvf22dPWq9M47+9vyBwAAHD0UsgCOpGj48CO/\ne0Tr/1xvnD/+xHH99O1PUl2yQWsaMpw0d77dUGR0Fl9peGsr6F2t14OiNipGd+uxffbZ4O8PHjSv\nWEwhCwAAKGQBHDmtw4RPvXpKtes1/fjvH7Xxrw0pnHupLmZWtBtyTDG7u2ibnZ9/lsyCQrReb94+\nJ95j27pvbFTgnjsnDQ4G/3ZwkBWLAQBAoPD7yBZhjm+eiA/6Ueu+sIOlQY38fkRe9+0iVpLfd33z\nl2+0cWOj6/eK7zGLZNE2O6+/Lr31lnT8ePPesUl7w0ZDkl97Lfj96afBa9yD3wAAAFLBe2QHBgb0\nyy+/6KGHHsq7KYfW5uamhoaG8m4GkJluhvk29oVtWXE42itWdUkmqS6tV9e18fFGYk9r0nthd/Ft\nds6c2e5llaTvvgsKW6l5b9jWAvfKFen+/eBv9+9Lb7whffhh7z4DAAA4nApdyJZKJd25c0cnT57U\nsWOF71zOlLtrc3NTN2/e1OjoaN7NATLR7TDfpIWbonNDjw1p9YNVrVfXG9vtJO0Tm/Re2JuoqI0v\nAjU4KL30UvNqxPEhyQMD0uefN7/PRx8F78E8WQAA+luhC9mRkRF9//33+rz1TgeSpKGhIY2OjurR\nRx/NuylAJtoN800qLNst3BQ/9/CZh7Xx8UbHntZ47++T009m/4H6ULzHVZJOn24uSqMhydevB722\n4RbcDe4s+AQAAApeyB47dkynT5/OuxkAeiTLYb679bSyyNPBiPe4xocUx0W9t3NzQa+se/BjFsy1\nZcEnAACQSyFrZpOSapJKkmruXs2jHQCKJethvknb7UjS7Xdvq/5TXfLde3/RvXiPa6c9ZW/ckF55\nJei5HRiQLl2SSqXu96HF3pGbAQBF0vNC1szKks67+1R4fE0SyRJAVzoVn1nZuLGh23+/3diexwaM\nRZ4yFF8EKkk0BLleD3piSyVperonzetL5GYAQNHksUJSRcET30jNzMZzaAeAPrRxY0Pf/vXbXbfc\n8ftRFSuN/WmM3tgeO3cu6Ik1C34znPjAkZsBAIWSx9DikqS7seM1SWVJyzm0BUAf6Xbea+tc3LEX\nxnJoLcyaf+NAkZsBAIVyaBd7MrOLki6Gh1tm9p8823MEjEj6Ie9GFBwxTC/XGI5oZGxYwyclSZvy\ntbNrt37QD7fbvfaETjx8Qid+dW/z3n/vnb33v542tLM+uQ5PjkljJyVpa8v97Nk7t6Sbbf9b7cNv\nM3qfvkNuzlyf/P98oIhhesQwPWKY3p5zcx6FbLSQRGRY0krri9x9TtKcJJnZortP9KZ5RxMxTI8Y\npkcM0yOG6ZnZYt5tOITIzTkghukRw/SIYXrEML395OY85si+L+mp2HHJ3Rm6BABAfsjNAIBC6XmP\nrLvXzGzezCrhqZletwEAAGwjNwMAiiaXObL72Jtu7kAa0l+IYXrEMD1imB4xTI8YtkFuzgUxTI8Y\npkcM0yOG6e05hubuB9EQAAAAAAAORB5zZDsys/FwVcT4uUkzq0S/82pbUSTEcMbMymZWMrPJvNoG\nACgecnN65GYAyNah2n4nTIRTkj6JnStLOu/uU+HxNUl7Hf7UN9rFMDQu6ZqkahRLJAtvKGqSzkv6\nxN0XWs6XJNX2MRSvb3SI4YykWQX7VFai89ip5XobDleM5Trcgw4x5DrsErk5PXJzNsjN6ZGb0yM3\np5dVbj5Uhay7V8PkGN8CoKLgg0ZqZjbOaortJcRQkmb5UuqOmY1r+wuoamZfm1lVwXYU3Lh1ISmG\n7l4TN25dMbOSpCl3Px8eu6Q5CojuJcUw/DPXYZfIzemRm9MjN6dHbk6P3Jxelrn50A0tbqMk6W7s\neE1SOae2FNlwOKxpkuFLuyoreFIZqYXn2t649bJhBZIUQym4cXuKRNmZu9diX/Lj2v6S5zrsUocY\nSlyHaZGbs0Fu7h65OT1yc0rk5vSyzM2HqkcWByfqspe0bGZLsSdwaBE+HY+G2pQkld19ORwa1u7G\njR6IFkkxDP88HH5xlWOvRYIwVlOSLoenkgoIrsMEbWIocR3iECA3d4/cnB65OTvk5vSyyM1F6JFt\n/UIflrSSR0OKKnzS+2rsFE/Ouzcj6Zm8G1FwTTF09zl3Xw6/nKbDZIoE4U3GZUlLebelqNrFkOsw\nNXJzSuTmVMjN6ZGbUyA3p5dFbi5CIfu+pKdixyXm4OzZiprH6Q8Tw92Fw7xm3T26OePGbY9aY8iN\nW/fC4YYVKRiGE55rHbokcR0mSooh12EmyM3pkZv3gdycHrl5/8jN6WWZmw/V0OLwQ52XVDKzZXev\nunvNzOZte2n/mRybeOglxHA5vDjKCi6Iy53fBWEcl919JXwaNKzgxi1+/XHj1kFCDFfU/MXOjVuy\nCQVf4nErkhbFdditpBiWxHXYNXJzeuTmbJCb0yM3p0ZuTi+z3GzunnHbgGILx+bPa/vpWtndfx3+\nrWmvRJZWb2+XGEYLmpQVJFNimKAlViuxbRK4DrvUIYZch0CBkJvTIzdng9ycXla5mUIWAAAAAFAo\nRZgjCwAAAABAA4UsAAAAAKBQKGQBAAAAAIVCIQsAAAAAKBQKWQAAAABAoVDIAgUX7kP4dfizFC6v\nDwAAckJuBg4e2+8ABWZmZUlLkn7j7rXwWO6+0vlfAgCAg0BuBnpjMO8GAEilLKnq7jWJJAkAwCFA\nbgZ6gKHFQLEtSqqY2Uz0xBcAAOSK3Az0AIUsUGDh095nFDz9XTKza2ZWyrlZAAD0LXIz0BvMkQWO\nEDObkVRy96m82wIAAMjNwEGhRxY4WmYlTeTdCAAA0EBuBg4AhSxQYGZWMbOLsVOXJVXzag8AAP2O\n3Az0BoUsUGyLkp4xs3UzW5c07O6X824UAAB9jNwM9ABzZAEAAAAAhUKPLAAAAACgUChkAQAAAACF\nQiELAAAAACgUClkAAAAAQKFQyAIAAAAACoVCFgAAAABQKBSyAAAAAIBCoZAFAAAAABTK/wH2l3C7\narLbrAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['AbsSal'], dJDF['Si']-1.3*dJDF['N'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI['AbsSal'],dSJGI['Si']-1.3*dSJGI['N'],'c.',label='SJGI')\n", "p3=ax[0].plot(dSOG['AbsSal'],dSOG['Si']-1.3*dSOG['N'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOG['AbsSal'],dNSOG['Si']-1.3*dNSOG['N'],'m.',label='NSOG')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('S')\n", "ax[0].set_ylabel('Si-1.3N')\n", "ax[0].set_xlim(10,35)\n", "ax[0].set_ylim(0,45)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_vosaline'],dJDF['mod_silicon']-1.3*dJDF['mod_nitrate'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI['mod_vosaline'],dSJGI['mod_silicon']-1.3*dSJGI['mod_nitrate'],'c.',label='SJGI')\n", "p7=ax[1].plot(dSOG['mod_vosaline'],dSOG['mod_silicon']-1.3*dSOG['mod_nitrate'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOG['mod_vosaline'],dNSOG['mod_silicon']-1.3*dNSOG['mod_nitrate'],'m.',label='NSOG')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('S')\n", "ax[1].set_ylabel('Si-1.3N')\n", "ax[1].set_xlim(10,35)\n", "ax[1].set_ylim(0,45)\n", "ax[1].legend()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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MonthLatLonZSi
25752.049.027667-123.437833297.566.85
25762.049.027667-123.437833311.867.82
25922.049.163167-123.551000347.166.29
25932.049.163167-123.551000367.268.34
26042.049.250833-123.749000390.972.03
26352.049.402000-124.155167272.665.08
26482.049.466500-124.499500316.169.51
26642.049.730000-124.685000347.968.70
26792.049.885333-124.995333307.266.13
26802.049.483667-124.7666670.666.38
27264.048.651667-123.49966798.783.80
28654.049.030000-123.437000314.067.87
28844.049.164167-123.549833298.065.52
28854.049.164167-123.549833347.169.04
28864.049.164167-123.549833368.571.44
29064.049.318333-123.799000297.566.13
29074.049.318333-123.799000336.667.33
29254.049.401833-124.155167247.967.95
29264.049.401833-124.155167272.068.41
29454.049.443333-124.337667297.668.10
29464.049.443333-124.337667315.769.80
29824.049.592000-124.637667163.966.94
29984.049.726333-124.680000297.768.27
29994.049.726333-124.680000346.273.59
30154.049.883667-124.993833308.266.64
33026.049.706833-124.724333197.973.17
33036.049.706833-124.724333287.275.08
33206.049.670667-124.272333198.769.14
33216.049.670667-124.272333343.878.96
33386.049.250833-123.751500198.270.85
33396.049.250833-123.751500388.971.47
33436.049.054667-123.3731671.466.25
35986.049.029667-123.436333247.869.83
35996.049.029667-123.436333298.167.66
36006.049.029667-123.436333313.069.44
36166.049.163333-123.550333297.969.22
36176.049.163333-123.550333347.183.94
36186.049.163333-123.550333370.583.76
36436.049.318167-123.799333297.869.70
36446.049.318167-123.799333334.580.44
36616.049.402000-124.154333271.070.33
36796.049.443833-124.335667247.870.53
36806.049.443833-124.335667297.577.42
36816.049.443833-124.335667313.879.93
37156.049.591500-124.639000149.371.18
37166.049.591500-124.639000164.373.79
37326.049.727000-124.680333297.676.22
37336.049.727000-124.680333348.782.07
37456.049.962000-125.147333147.966.55
37596.049.883167-124.993500173.765.36
37606.049.883167-124.993500198.666.20
37616.049.883167-124.993500248.169.74
37626.049.883167-124.993500307.875.95
\n", "
" ], "text/plain": [ " Month Lat Lon Z Si\n", "2575 2.0 49.027667 -123.437833 297.5 66.85\n", "2576 2.0 49.027667 -123.437833 311.8 67.82\n", "2592 2.0 49.163167 -123.551000 347.1 66.29\n", "2593 2.0 49.163167 -123.551000 367.2 68.34\n", "2604 2.0 49.250833 -123.749000 390.9 72.03\n", "2635 2.0 49.402000 -124.155167 272.6 65.08\n", "2648 2.0 49.466500 -124.499500 316.1 69.51\n", "2664 2.0 49.730000 -124.685000 347.9 68.70\n", "2679 2.0 49.885333 -124.995333 307.2 66.13\n", "2680 2.0 49.483667 -124.766667 0.6 66.38\n", "2726 4.0 48.651667 -123.499667 98.7 83.80\n", "2865 4.0 49.030000 -123.437000 314.0 67.87\n", "2884 4.0 49.164167 -123.549833 298.0 65.52\n", "2885 4.0 49.164167 -123.549833 347.1 69.04\n", "2886 4.0 49.164167 -123.549833 368.5 71.44\n", "2906 4.0 49.318333 -123.799000 297.5 66.13\n", "2907 4.0 49.318333 -123.799000 336.6 67.33\n", "2925 4.0 49.401833 -124.155167 247.9 67.95\n", "2926 4.0 49.401833 -124.155167 272.0 68.41\n", "2945 4.0 49.443333 -124.337667 297.6 68.10\n", "2946 4.0 49.443333 -124.337667 315.7 69.80\n", "2982 4.0 49.592000 -124.637667 163.9 66.94\n", "2998 4.0 49.726333 -124.680000 297.7 68.27\n", "2999 4.0 49.726333 -124.680000 346.2 73.59\n", "3015 4.0 49.883667 -124.993833 308.2 66.64\n", "3302 6.0 49.706833 -124.724333 197.9 73.17\n", "3303 6.0 49.706833 -124.724333 287.2 75.08\n", "3320 6.0 49.670667 -124.272333 198.7 69.14\n", "3321 6.0 49.670667 -124.272333 343.8 78.96\n", "3338 6.0 49.250833 -123.751500 198.2 70.85\n", "3339 6.0 49.250833 -123.751500 388.9 71.47\n", "3343 6.0 49.054667 -123.373167 1.4 66.25\n", "3598 6.0 49.029667 -123.436333 247.8 69.83\n", "3599 6.0 49.029667 -123.436333 298.1 67.66\n", "3600 6.0 49.029667 -123.436333 313.0 69.44\n", "3616 6.0 49.163333 -123.550333 297.9 69.22\n", "3617 6.0 49.163333 -123.550333 347.1 83.94\n", "3618 6.0 49.163333 -123.550333 370.5 83.76\n", "3643 6.0 49.318167 -123.799333 297.8 69.70\n", "3644 6.0 49.318167 -123.799333 334.5 80.44\n", "3661 6.0 49.402000 -124.154333 271.0 70.33\n", "3679 6.0 49.443833 -124.335667 247.8 70.53\n", "3680 6.0 49.443833 -124.335667 297.5 77.42\n", "3681 6.0 49.443833 -124.335667 313.8 79.93\n", "3715 6.0 49.591500 -124.639000 149.3 71.18\n", "3716 6.0 49.591500 -124.639000 164.3 73.79\n", "3732 6.0 49.727000 -124.680333 297.6 76.22\n", "3733 6.0 49.727000 -124.680333 348.7 82.07\n", "3745 6.0 49.962000 -125.147333 147.9 66.55\n", "3759 6.0 49.883167 -124.993500 173.7 65.36\n", "3760 6.0 49.883167 -124.993500 198.6 66.20\n", "3761 6.0 49.883167 -124.993500 248.1 69.74\n", "3762 6.0 49.883167 -124.993500 307.8 75.95" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n", "data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n", "data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 206\n", " bias: 0.16758428198987851\n", " RMSE: 0.5470679222743231\n", " WSS: 0.5611786954463507\n", "z>=15 m:\n", " N: 80\n", " bias: 0.2369945909019055\n", " RMSE: 0.48562819298618637\n", " WSS: 0.4982029905077542\n", "all:\n", " N: 286\n", " bias: 0.18699975301422173\n", " RMSE: 0.530599151809387\n", " WSS: 0.6025299453412423\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 206\n", " bias: 0.03559025687667727\n", " RMSE: 5.470690308920946\n", " WSS: 0.5464753434497658\n", "z>=15 m:\n", " N: 80\n", " bias: 0.6484715583077025\n", " RMSE: 1.9218321147810566\n", " WSS: 0.48075002866634886\n", "all:\n", " N: 286\n", " bias: 0.20702558594829235\n", " RMSE: 4.752892494415716\n", " WSS: 0.5958937297518505\n" ] } ], "source": [ "print('log10[Chl+0.01]')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n", "print('all:')\n", "et.printstats(data,'l10_obsChl','l10_modChl')\n", "print('\\n')\n", "print('Chl')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('all:')\n", "et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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I/glW3BuWo5twIYP7QUvweDRbEf2Pw+EAoL6+HrvdTkFBAc3NzTid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\nJqLdwChQX+p48pEt5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (14,6))\n", "ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n", "ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[0].legend(handles=ps)\n", "ax[0].set_xlabel('Obs')\n", "ax[0].set_ylabel('Model')\n", "ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01]')\n", "ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n", "ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[1].legend(handles=ps)\n", "ax[1].set_xlabel('Obs')\n", "ax[1].set_ylabel('Model')\n", "ax[1].set_title('Chl ($\\mu$g/L)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:python36]", "language": "python", "name": "conda-env-python36-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }