{ "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": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalConsTZdtUTC
01982.07.016.01.3549.25-123.943NaN12.0NaNNone5.28mg/m^36.613.6umol/LNaNNaN12.01982-07-16 01:21:00
11982.07.016.01.3549.25-123.943NaN21.5NaNNone0.61mg/m^321.245.0umol/LNaNNaN21.51982-07-16 01:21:00
21982.07.016.01.3549.25-123.943NaN30.5NaNNoneNaNmg/m^323.547.4umol/LNaNNaN30.51982-07-16 01:21:00
31982.07.016.01.3549.25-123.943NaN52.3NaNNoneNaNmg/m^328.050.2umol/LNaNNaN52.31982-07-16 01:21:00
41982.07.016.01.3549.25-123.943NaN75.4NaNNoneNaNmg/m^326.549.1umol/LNaNNaN75.41982-07-16 01:21:00
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n", "0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n", "1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n", "2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n", "3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n", "4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n", "\n", " Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n", "0 None 5.28 mg/m^3 6.6 \n", "1 None 0.61 mg/m^3 21.2 \n", "2 None NaN mg/m^3 23.5 \n", "3 None NaN mg/m^3 28.0 \n", "4 None NaN mg/m^3 26.5 \n", "\n", " Si Silicate_units AbsSal ConsT Z dtUTC \n", "0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n", "1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n", "2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n", "3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n", "4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/NewLOSOGT2Si/'\n", "start_date = datetime.datetime(2017,1,1)\n", "end_date = datetime.datetime(2017,10,27)\n", "flen=10\n", "namfmt='long'\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T',\n", " 'flagellates':'ptrc_T'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "df1=et.loadDFO()\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Lat,Lon)= 50.4882 -126.3484 not matched to domain\n", "(Lat,Lon)= 50.6318 -126.4979 not matched to domain\n", "(Lat,Lon)= 50.8046 -126.5291 not matched to domain\n", "(Lat,Lon)= 50.8762 -126.6183 not matched to domain\n", "(Lat,Lon)= 50.9086 -126.5451 not matched to domain\n" ] } ], "source": [ "data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "raw", "metadata": { "collapsed": true }, "source": [ "import pickle\n", "data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WFhb89ddfM+yTl6KhysEtgxkzZgAAdu/eLdYtWrQIxYsXx5EjR9CpUyfMmDED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\n", "text/plain": [ "" ] }, "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", "iSaa=(data.Lon>-123.7)&(data.Lon<-123.3)&(data.Lat>48.5)&(data.Lat<48.7)\n", "ax.plot(data.loc[iSaa,['Lon']],data.loc[iSaa,['Lat']],'*',color='m',label='Saanich')\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", "data.drop(data.loc[iSaa].index.values,inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nitrate" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 508\n", " bias: -2.8191344539727297\n", " RMSE: 5.564407121515423\n", " WSS: 0.8705963661296845\n", "15 m<=z<22 m:\n", " N: 137\n", " bias: -2.228914300821131\n", " RMSE: 4.007163322236465\n", " WSS: 0.8569396743774275\n", "z>=22 m:\n", " N: 945\n", " bias: -0.9146834765641145\n", " RMSE: 2.6725611394876423\n", " WSS: 0.90588260894914\n", "all:\n", " N: 1590\n", " bias: -1.6363883315620953\n", " RMSE: 3.9396878629860805\n", " WSS: 0.9444491778202974\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))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kgiAIXYxEjUTWry9kwYJJeL3JffVrDXPmnN3Efs3LL++msvJIxHbDUCjV+PlP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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": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 42\n", " bias: -2.6650564620608392\n", " RMSE: 3.748366909975236\n", " WSS: 0.8162290472238456\n", "April:\n", " N: 185\n", " bias: -1.1732559626617949\n", " RMSE: 3.8435480038220566\n", " WSS: 0.8910519273652896\n", "May-Jun:\n", " N: 184\n", " bias: -3.2686477589834\n", " RMSE: 5.549803054829107\n", " WSS: 0.8373208300221945\n", "Sep-Oct:\n", " N: 97\n", " bias: -5.172210210991889\n", " RMSE: 8.33491385631993\n", " WSS: 0.7176466421719732\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6mGrAikix5/P56NSpE6tXr2bmzJncf//9TkcSEXG1pKQkHn30UWJjY3n99dcxxjgdSUTE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\nOXdffvklsbGxVK9endTUVKpcfDH8fw2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abm4udDodcnJykJGRgVatWokdEhGRzdiiY1W6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j17BnI4S3O73Zg2bRoOHjyI9evXY/To0WaHRERBqL28q1XOrSo5ha+XbUJVyamA4m2q0cCrxjPw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\nECIMwAoAYwBcBFAih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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-Aug')\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-Nov')\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": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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E+Oqrr97o3ZQ1giCgWbNmhQ5Gnjx5gh07dmDYsGHYvn07QkJCsH//fgQHByMwMBDbt2/H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8eXOPr/NNmDBBAU1LS1NV1V9//VUBnTFjhhl8wzAMo3LzzDPPKKCDBw/WWbNmKaAjRowo0ZhX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\nIWUAAAAASUVORK5CYII=\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": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UtPOhGsaNRgPE4ovgYh2L4PriUC240huyKE4IIQaRRG98y+1bqJtTR6gmlMy8\nhg2wR8GzFlU3Cx22dQ7mgEZjYPKPIw1+qqYSGd0Wf0VlHojZbhL0B9n5wk5if2rGa+7kNLazyRxK\n0wnj0o6NBqM03t1IqCbU68+VreDKYCMBXQghBpHU3rgZNpO9Yne1m0l3TsL20DAaj7gIdeSVWVa0\nW8PqCoXCxHvOk3ziaaTwsiNSXs8I6soK1Fvv3YrSVtCxYzLLCFJaXtARhRQ0PdiUdqPRG0V2O0pZ\nmekGa9Y4GXIXQohBJNEbT5QtTWwNc3qd1ONk7pxSwuETuEQ18i22pLwzdY5co7BRMKKFhx7yM6Pg\nWj54eQ1t6zp3550nWEP6qQzgypvtzDh3KHXLrLYk59TN9BuNTNnmyWtCIRZu2oSpNTalWFJWNuiG\n20ECuhBCDCqpZUtTt4ZBepnU1YaLS20KWyxzK1rip4lqdVEUgDWXrIJw9gHfw8sPJxKI0Epr8jkF\n6Ic3wbnuZFuiwShNDzZZw/kpNxqpHtu2jQUNDZhaU5gyT54YbjcBpTUtkUh/v6aDkgR0IYQYZLra\nGpZaJnWzw8mQJR6GPLGJ1ncTwThlRbsC6qfw78C/IazSX0v8XmBlgANo+WtLMgscdPTCSxeXAlA3\npw4d0yhDUbakrFP7akIhrmtoIKqtc7SnVFc7VOub95YEdCGE6IHM4iCHos5lUp2EKstYc+KazvPp\nWsHbJ4FKpI9LDeqWw6ceDlg3EJ7XPQSWBwg8GUDHNKZd8cOxOzl+m525/og1r2+CVtqqvpbBHwwS\n0x03BIZSycB9qNY37y0J6EIIsQ/dFQc51JSX11BS4sduL6KxsQVXuY+irxfR8kJLylEpgVtnZIxJ\nsbd+L3VzOuqeJ3ywZy/f/1KI+gmtPLWxlWUV45mYZV4/lc/lotAwaDdNbEqxdMqUtMAtRVokoAsh\nxD4NluIgoVANtc8sQK/wAf+GuX/DqLyTsb5XaPkLHR3xtN56as88tYduDb2bn5sElgcAkslrhhYA\nX+o40h8M8t3LRgPWEH226QDphe+bBHQhhNiHRHGQRA/9UCkOkppgBmDT0o/Qv/sJROOh4cWzMCvf\nZ2t9GGI2UHDkqUfy2aufpp9ImfE66AmpKeUUzY83AyS3yxUAnlqor4Dy9XDJLbtpjrRiOIzknHs2\n0gvvngR0IYTYh0OxOEhquldlU6BAh8eATlnUpm2w1p3yGD7722d06olP2wgbpsWDesfWtuRxMetH\nYruczWHXKAMKAAAgAElEQVQw9+yx7DxyN1c12TAiOzvtixe9JwFdCCF64GAuDlJTk7rQzXouNcFM\nsoqaho5gnPg9g4mVUS4Wf4M9Al99GTaXQcRG6vC7jp9H2RTF84opnlecHBGY7XUyDwjtDVH30Kfd\nzp+LnpGALoQQB7nM3OypampgzhyYPLmGDRv8RNfOZsKn47AX2a0ec7uJqcHosuBK4nH8dxsUlilw\nhhhWcSQjvukgMvXLfLqhkNBf43nZMyqwmQbsWbeHSEukUxu72xcvekcCuhAD3GDYLjUY5OvvMXXo\n3HAYyRXlieutWuVj8mS477452BsmE71xJlsiW4jZDIJfGcvwV5uwxUNwShXzjgtU1lH49Uba1wKN\nE2Cth/YNGhhO+4n3M/64xTidi2kbv4EQ1ly5ipdrSfbVI9BwnVUqNbWNCV3tixe9IwFdiAFsMG2X\nOpTl8+8xW252yuuT16usdHDGGZdht4exrZ2Bjtit/d6myYcrd3MsGoOOxK5GgULHEg9i8KX/pf3U\n38CpJnznJ/FAHe+xv3EitZvvYu3QK3CfvAUem5VcAZ82i27Qo7Suon+kOIsQA1i27VLi4JPPv8fU\nSmmJOejU60GYs88GcIBnLdgjxIAoBm/oUUQwiAExI4ZxrsGUR6ZgDDHAZlrz457a5LV0WYP1M96D\n12UNbNn1PlOaLyLS8iurK55gA5Wym03ZVVobs6kJhbi7sZGaUO+rrQnpoQsxoB2q26UGm3z+PWad\ngw6lX8/tngfMI1jm5+OCYTxx3ThWmy42Fzq5+JYtfOGTJ7EduxqmN9BafDllf7qET/8f7Gx5Gavf\nZ0NrE47Yi4qvitPEYNMUgut3M77id9hqZ6C1YfXIlZUlbu8He61GxmDE2SMYftzwLufJu6pnnijG\nUmS3s6bVSkE7r7hYtq9lIQFdiAHsUNwuNRjl++8xcw469Xr2jbMJ/rwEl89FqddL6TVQMMNa9T57\ndg1HHPEjPvvsb4CJ1tDc/CjNrwTg1zeCeRbq1TNwLH2Q9sl/BU8tujACEcA00KurqFw3k9gD9WjP\nWgrsEYjaMBwGh09LCeiAo9iRzNueTVf1zOfU1dEeL7yS8GQggN/jkaCeQQK6EAPcwbxdSnTY33+P\nTqcX6supO6cOM7wlbTGa12uleK19ZgGfrfAB5TB3JVSsh/XHwJIFELNmwHXYRvs/R8BkoKIe9cAi\n9K8ug9VVGNqAiImqdVNwQwFlfxlGZNW45JB6y8st6LBGOVTWhDGppVCzFVhZHgjQZpoZCWUhonWy\nMIvoIAFdCCHyLFsN7z6fK8ue8q5kWzBXX271hk+o+Qd64T0QsVsHr/gq3PAI/HUuxAySa9QNEzxr\n0s6rhrR1FGWxRzE8aygdfhEllSfAaR3HeV7zdL2dLssQe2pqV7B64p0rrIM9pTCL6CABXQgh8qir\nueE+nSu+pzwctsqcVld3H9QTC+YSW9qaquycFm/LTX8fx1nRApKBO2KHJQuTPXMAbDD+fjufVG7G\nNA1YfzTc9GDHTYARg2/8EVU3i2j0RBr3NqYF7+62o2UbYl9cWpr8bu5ubExWV1PAOUVFFDscgMyh\nd0UCuhBC5FG2wNWTYJQtWYzfD5PbQ8wwg6xtd+H3O7sN6JkL5n5eEiS8xWrLCvdozrRpjGg8gNuI\nbznr2I0+cp5BwblvMTZ6PVu3PgC1nnie90QqWAN+fyHaVGzVUTC2oBwmRzz6NGNOPZ6Skvldtq2r\nGuapi+BSX791wgQJ4vsgAV0IIfKoq8DVna6SxcwuCjHTrMOOScQ0GFbkBroPck6vk3qcPOuHotkk\n21K2BQyd0hNfNJ6mh5rQ7fFBbofJzqob2LllPUrFo72nFgqiHT10ZYKp4iVUrX3mOmzS+mY7rROu\nAegyqGernpY5mrGkrIyWSESqq/WQBHQhhMijvpT9zDb37fQ6GdcSZIthggk2w2RcS5DUgJ5trj59\nmN7JkpVu2ncGqHyoOVk0BQ0FrgIK/jKFrcuaGWME0cffDOXrrJcTBVsq6uHBm+CV0633TWmAR66D\ndo218TwG9mhy7/qOHc9120vPrJ6WOZrREomwuLTrlfEinQR0IYTIs0TQSmzF2ldQz5z7Tqwad/lc\nGIXpzydSvDbZqzhtUyFh02RGveKh7cXMOKMYv99JOAyxmBXUW95wchFBtpjp1/z48ChzCxuZfNU6\nvsUyZrEO/nIWvDEbZr/J4ZXD2fs2VrCe+6o1/H7UFliwFB5aSDIh/IKlVuAHbLbDCYVqery6vy+j\nGaKDBHQhhIjrrshJb47J1NuFcV0VLMl8Ppnidd1kzLp/Mcd9MvrDo7jxIU3UbKbuvu3MXuLG4XDS\nPjmEmhWkaLYLl+FCFYJu06AVaAh/r4k5929mQcUi7LSj/3IW6qeLrAat+iJ7bRG0tqFUzBpi1woc\nETj9lfg5rJXxIx2XsXfLYeytOYyd7jV8Wjmn21S3maMKvR3NEB0koAsh9pu+BMP9JTlv3W4SsxkM\nWermhPnO7MdkzG2nvp7t8/VlYVzmCvGO7WpOvIut5xsb/ZjrJsOi+zAidm60aVTM2mmmALPdpLQl\nyJKVcF1bHTGbycKYQcWkdrj/u/DUN2H1saBt2CIaX90u7BURbGD1zIFEVnYdK0BhoIlng0PFh9qx\nUsRGNMquGDHpBFquHQFhwH4R5gPfIVjq7xTQa0IhlgcCPBkIENM67UZHAnnfSEAXQuwX+wqGB1rQ\nH8RsN5OFSx5fEMSoTF9F3tXcNnT/+fo6lLxt5dvsWLmJXZPLmHvTCZ22q7lcPlTdhnjBFRsFWqN1\nSpUzQ+HyuWhvDnDhyybveWBDhcmmHSspLV8L32qHdZUQNTAcNo772nQiGIAJs9+AVV8kmbndFsWM\n2TuCOfF58ykN8SH4Y3FNPI6Pn96FDrusxXJhBa+egesSX9rnSoxYpCaN6c0OAJGdBHQhxH7RXTAc\nCFw+FzGbgTZNohisNl34/VBOR6+7q7lt6P7z9WUoedvKt9l4ditExqHtrcwZ+zYvfmgF9Y52lTCu\n4kqaHGF0BJTNQCnQEY2yKaYsnQJA5SUByttgngE/XwhlN59GLLQUEwPmVjOy6GzGX+2G8nrWrImH\n2LP/CoB6ay7M+Re/HTuGyqUncsy/Umukm7DLmZwz/+ymSzpWwBMfzl9xFtSXQ8qNUWYGOAXd3ujk\nMjHPoUwCuhBiv+guGA4ETq+TIUvdPL4gmCxcMruoc6+7bEkZO57bwajzRyUDdk0oxKppbVQ6FIR1\n1s/X26HkHSs3QWQcmDZURONzbeJl2wk4HHRq15SHjiHSEsFeZKfl5RbC28KMuXIMJfNLaLy7Edo1\nNm3lgbnxIZh+/nHsaV/JxpvbIGKjxa4ZfzXxKnApq+XOXoE+eyWaKBcoB1v++7eoSw+HqM16PWVF\nO6+cDhEHHb13rN+jpN3c1IRCaRngFHDM4Ydz47hxWb+fXCbmOdRJQBdC7BddLfQaSE6Y78SodCZT\nq5b4g2xJ6XUHlgfYvmw7Ztgk9GaIoZVDqS+3CoiER5jMuF/x0PYxzDijuN+fb9RpZXz2s1aIaLBH\nOW5+GXd+mq1dMVo/2UzxGTO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S7/1jPGtjTux2+I+HixnXYt1YpH4P2tDWdZRGOSAw+kb0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\ndQBVy8Jcp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P3/xx8+3jqGdNO9mzC+Zbx1WluvDHMZk4aFDkhOcOlHboThkNXNspDxYdRs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\nQmCC\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": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-40, 20)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JZNdojv5mG2WXCj4z9SHmMIfVIoGJQLGSjNy4i6MfXs/keaOYERybXQY77TGhE4jx0lEb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eHv9d+qhdGPBihS5ikHyiUDK1oRb619zBgTy3PzzwK3WWvbgFeMMS8BHwctQSnlaywLrWRI0RSe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\n6iIpJSKi082YUkqp002QpK7S8TwzW+afntHtuSDPT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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": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 508\n", " bias: -2.3117072311161024\n", " RMSE: 13.74443013329437\n", " WSS: 0.6611649082039461\n", "15 m<=z<22 m:\n", " N: 137\n", " bias: -4.115303478937079\n", " RMSE: 9.648512339290395\n", " WSS: 0.7254757669235399\n", "z>=22 m:\n", " N: 944\n", " bias: -3.1506108586262798\n", " RMSE: 6.8069636291654465\n", " WSS: 0.8610514240721232\n", "all:\n", " N: 1589\n", " bias: -2.9655887354087938\n", " RMSE: 9.795254872673388\n", " WSS: 0.8458561129405198\n", "obs Si < 50:\n", " N: 1042\n", " bias: -1.1123510086147377\n", " RMSE: 10.397133576361485\n", " WSS: 0.7123257660386313\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": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7Mh2x0AVBENoAjhs/Fcsz1c5niZ7rEF13vahoFPPmlbJq1adp65/eFA9FWwyg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\nDbUR0flagzLA8husu/JcNuedS9FFPWO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E+4/J5umdqxgdGERBQYPAlFQfhSwfhEzwG3S+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UJSB+hjjbd0tVlhj92dHzC2YpTr6+N28phTn/2vTr+br3b0IBEA+FVvdIUi5xStQC/GOF2xkmoc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\n6LRsbyIAAAAASUVORK5CYII=\n", "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": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 42\n", " bias: -4.227117994399293\n", " RMSE: 5.481165685062623\n", " WSS: 0.9077174119985949\n", "April:\n", " N: 185\n", " bias: 7.837566649565826\n", " RMSE: 11.435200749252445\n", " WSS: 0.6732468918721675\n", "May-Jun:\n", " N: 184\n", " bias: -3.4961575149453203\n", " RMSE: 11.283975099253079\n", " WSS: 0.6578351671989823\n", "Sep-Oct:\n", " N: 97\n", " bias: -18.592424382081965\n", " RMSE: 22.031951020773235\n", " WSS: 0.37504906869013865\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JRERERCQodu3aRYsWLYiMjMTj8VCjRg2nIzlKM2BFyrieF9ahXG4exuejXG4e\nR1an4PF4iImJcTqaiEjYstYyaNAgFi9ezNNPP02nTp2cjiQiIiIiEhQHDx4kISGBffv2kZKSQv36\n9Z2O5DgVYEXKuNhmjViea/nnq69z0b8H8+xTj3HJJZc4HUtEJKw99dRTTJkyhSFDhjB48GCn44iI\niIiIBEVOTg7t2rXjk08+YdGiRTRt2tTpSCWCWhCIlHF5eXk8M+YR1qamsnjxYq655hqnI4mIhLWX\nX36Z4cOH06VLF5566imn44iIiIiIBIXP5+O2225j7dq1zJo1C7fb7XSkEkMFWJEyzFpL3759SUlJ\n4bnnnqNNmzZORxIRCWurV6/mtttuIy4ujpkzZxIRoYuRRERERCQ8DB8+nHnz5jF69Gh69OjhdJwS\nRQVYkTLskUceYcaMGTzwwAP07dvX6ThHpWdsIS0zi7g6McQ2a+R0HBGRoPjggw9o3749l156KUuW\nLCE6OtrpSCIiIiIiQTFp0iTGjRtHv379GDFihNNxShxNuxApo6ZPn86oUaPo1asXo0aNcjrOUekZ\nW4j3ZjO6bg3ivdmkZ2xxOpKIyGnbvn078fHxVKtWjdTUVCpXrux0JBERERGRoFi4cCGDBw+mbdu2\nTJ48GWOM05FKHBVgRcqg5cuXc9dddxEfH8+0adNK1OCYlplFTqQLn8tFrstFWmaW05FERE7Lvn37\ncLvd5OXl4fF4iImJcTqSiIiIiEhQrF+/nm7dunHNNdcwb948XC6X05FKJBVgRcqYt956i86dO3P5\n5ZezcOFCoqKinI70O3F1YiiX58WV5yXK6yWujgoVIlJ6HTp0iMTERL777juSk5O5+OKLnY4kIiIi\nIhIUW7ZsoXXr1tSvX5/ly5dToUIFpyOVWCrAipQh27ZtIykpiZiYGFJSUqhUqdLRZZOS04hdlMqk\n5DQHE0Jss0akuqIZmbmHVFe0esCKSKmVl5dH586dee+991iwYAHXXHON05FERERERILiu+++Iz4+\nnooVK5KamkrVqlWdjlSi6SZcImXErl27cLvdREREsGrVKmrUqHF02aTkNAbVqgbAeoDkNAYmxTkT\nFH8RVoVXESnNrLX07duXFStW8Nxzz9GmTRunI4mIiIiIBMVPP/2E2+3ml19+YcOGDdStW9fpSCWe\nCrAiZcDBgwdJSEhg7969pKenU79+fcB/w6u0zCyS81u0GAPWMsuby0Dn4oqIlHqPPvooM2bM4IEH\nHqBv375CniOEAAAgAElEQVROxxERERERCYojR47QunVrvvzyS1atWkXjxo2djlQqqAArEuZycnLo\n0KEDW7ZsITk5maZNmwL+4mu8N5ucujVw+ax/Zet/3BpTnfSMLcedhZpfuI2rE6OZqiIihUyfPp1H\nH32UXr16MWrUKKfjiIiIiIgEhdfr5dZbb2XDhg0sWLCAG2+80elIpYZ6wIqEMZ/PR+/evVmzZg0v\nvvgi8fHxR5elZWaRE+nC53LhM4YGu/b5FxiDzxjSMrOOuc/8wu3oujWI92aTnrGlOD6KiEipkJyc\nzF133UV8fDzTpk3DGON0JBERERGR02atZdCgQSxevJinn36azp07Ox2pVFEBViSMjRw5krlz5/L4\n44/Ts2fP3y2LqxNDuTwvrjwvUV4vd/sM5XNyj76OqxNzzH0WLNzmulzHLdSKiJQ1b7/9Np06deLy\nyy9n4cKFREVFOR1JRERERCQoxo0bx5QpUxgyZAiDBw92Ok6powKsSJh65plnGDt2LP369WPkyJF/\nWB7brBGprmhGZu4h1RXNwKS4370GeGjxqj/McC1cuD1eoVZEpCz54osvaNmyJTExMaSkpFCpUiWn\nI4mIiIiIBMXcuXO577776NKlC0899ZTTcUol9YAVCUOLFy9m4MCBtGnThsmTJx/3EtjYZo2O9nDN\n7+tarVwUs7ZnsqDeueTVrcG4vGxSC/SDjW3WiFT1gBUROWr37t20aNGCiIgIPB4PNWrUcDqSiIiI\niEhQrFmzhl69ehEXF8fMmTOJiNBczlOhAqxImHnjjTfo2rUrV199NfPnz8flcp1wm/y+rkfq1oCI\nCLCAAYwh1/rbDhQstBYs3IqIlGW//PILCQkJ7Nmzh/T0dC666CKnI4mIiIiIBMUHH3xAu3btuPTS\nS1myZAnR0dFORyq1VLYWCSNbt26ldevWXHDBBSQnJ1OhQoUibZeWmUV2pAvyi7UR/hmzxutTmwER\nkePIycmhffv2fPzxxyxatIhmzZo5HUlEREREJCi++eYbEhISqFq1KqmpqVSuXNnpSKWaCrAiYWLn\nzp243W7OOOMMPB4PVatWLfK2cXVicPksWAvGgLW4vD66ff09qa5ozXYVESnEWkvv3r1Zs2YNL774\nIvHx8U5HEhEREREJin379tGiRQtycnLweDzExGhS1ulSAVYkDBw4cID4+HgOHjxIamoqdevWPant\nP9q9l3p7f8L4LPh8uLw+2ny9kx2uCD7avTdEqUVESq8RI0Ywd+5cHn/8cXr27Ol0HBERERGRoPjt\nt99ISkriu+++Izk5mUsuucTpSGFBPWBFSrkjR47Qpk0btm3bhsfjoXHjxie1/aTkNAbVqlboXR+L\n/1IHgPUAyWkMTIoLSl4RkdLumWeeYezYsdx1112MHDnS6TgiIiIiIkGRl5dHp06dePfdd1m8eDHX\nXnut05HChmbAipRiPp+P7t27s379eubMmUNc3MkXSZdmZ/ufGHP00Zt/V8PAe0fXEREp4xYtWsTA\ngQNp06YNzzzzDCZ/7BQRERERKcWstdx1112sWLGCKVOm0KZNG6cjhRUVYEVKKWstgwcP5rXXXmPC\nhAl07tz5lPbTNv8uhtYCYHw+Ir2+373XVnc6FBHhjTfe4NZbb+Xqq69m/vz5uPJvXCgiIiIiUsqN\nGjWKF198kfvvv5+77rrrD8uPZHzCTxNf5kjGJwD8PGc5WTffw89zlhd31FJJLQhESqnx48czefJk\nBg8ezD333HPK+xmYFAfJaSzNzqaxz3K2y0VcnRg++n4vS7OzaRsdrfYDIlLmbd26ldatW3PBBReQ\nnJxMhQoVnI4kIiIiIhIUL7zwAo888gg9e/bkscce+8PyIxmfkNVuEDY3FxMVxVl3tOfnZ+YDcDg9\nA4DK3VsVa+bSRgVYkVJo3rx5DBs2jE6dOjF+/PjT3t/ApDgGFnidnrGFH3Nyaeyz/vYDhXrApmds\nYeb2TAzQ88I6xDZrdNoZRERKqp07d+J2u6lQoQIej4eqVas6HUlEREREJChWrFhB3759cbvdTJ8+\n/Zgttg6/uRmbmwteH5ZcDq1Y/7vlh5LTVYA9ARVgRUqZNWvW0LNnT2688UZmz55NRMSpdRJJz9hC\nWmYWcXVifldATc/YQrw3m+y6NbER/oE3/0Zcfz+3OrO2ZzKv3nnkNTgfgAW5OazK2KIirIiEpQMH\nDhAfH8/PP//Mhg0bqFu3rtORRERERESC4u2336Zjx45cfvnlvPbaa0RFRR1zvQrXXoaJisLinwFb\nseUNR2fAAlRMii2mxKWXCrAipcjmzZtp164dl1xyCUuXLiX6FHuz5hdZc+rWYFxeNqkZWwCYuT2T\nTZXKc+TcahAR4e8BawxYyyxvLp97s8m+qBbWmKM36MqNdJH2bZYKsCISdo4cOULr1q3Ztm0bHo+H\nv//9705HEhEREREJii+++IKWLVsSExNDSkoKlSpVOu665Zs1JGbJRA6/uZkK115G+WYNiapXi0PJ\n6VRMitXs1yJQAVaklPjmm29ISEigatWqpKamUrly5VPeV1pmFjl1a+Bzuci1/sLr/Av+N6sVOHoD\nrvzHbFcE2VGR2PzCbOD9qDwvcXViTjmLiEhJ5PP56N69O2+88Qbz588nLk69sEUkPB3J+OR3f1CL\niEj42717N263m4iICDweDzVq1DjhNuWbNfzdvxOVu7dS4fUkqAArUgrs27cPt9tNdnY2aWlp1KpV\n67T2F1cnhnF52eRaiPJ62RblIi/SdXRWK/C/Aqwx4PPxxXnn+Ge+Wktknpd/fruLmlY9YEUk/Fhr\nGTx4MK+99hrjx4+nS5cuTkcSEQmJwjdViVkyUUVYEZEw98svv5CQkMAPP/xAeno6F110kdORygQV\nYEVKuN9++42kpCQyMzNZs2YNl1xyyWnvM7ZZI1IDPWCrlYtiSO0C33blF17haPuBCAsWf9sB4/PR\n9ZtdzOqUeNo5RERKovHjxzN58mQGDRrEkCFDnI4jIhIyhW+qcvjNzSrAioiEsZycHNq3b8/HH3/M\n8uXLadasmdORyowi3b3HGPOtMWaLMeZDY8x7gfeqGmPWGGO+DDxWCW1UkbInLy+Pzp0788477zB/\n/nyuu+66oO07tlkjRrVvwY85ufjye7rm93z1WVw+HxF5XiLzvNy9PYtyeXm48rxE5+bR88I6Qcsh\nf6QxV8Q5c+fOZdiwYXTq1IkJEyY4HUeKiTFmsDFmqzHmE2PMAmNMeY27Uhbk31QFVwQmKooK117m\ndCQpA3SuK+IMay29e/dmzZo1vPDCCyQkJDgdqUw5mdun32itbWKtbRp4PRxYa61tAKwNvBaRILHW\n0q9fP5KTk5kyZQpt27YNyXHi6sQQnefFeL0AmDwv5fPymLDrJ+7P3MMaE8XkjgmkuqIZmbmHVFe0\nWg4UD425IsVszZo19OrVi9jYWGbPnk1ExMmcJklpZYypBQwAmlprGwIuoDMad6UMyL+pStXht6v9\ngBQ3neuKFLMRI0Ywd+5cHnvsMXr16uV0nDLndFoQtAZiA89nA+nAfaeZR0QCHnvsMV544QVGjhxJ\nv379Qnaco+0IdvjbEfyYk0tcnRhik+L+sJ4Kr47SmCsSQps3b6Zdu3ZccsklLF26lOjoaKcjSfGK\nBCoYY3KBM4AsYAQad6UMKHxTFRGH6FxXJISmTJnC2LFj6du3L/fff7/TccqkohZgLfBfY4wXmGat\nnQ7UtNbuCizfDdQ81obGmDuBOwHq1NFlyyJFMWPGDB5++GF69OjB448/HvLjqbha4mjMFSlG33zz\nDQkJCVSpUoXU1FTOPvtspyNJMbLWfm+MGQ9kAoeB1dba1caYIo27IiJy0nSuK1KMFi1axIABA2jd\nujVTpkzBFLz5thSbohZgrwucnNYA1hhjPi+40FprjTH2WBsGBtPpAE2bNj3mOiLyPykpKfTp04cW\nLVrwwgsvaHAsmzTmihSTffv24Xa7yc7OZu3atdSqVcvpSFLMAn0GWwMXAAeA14wxtxZc58/GXRUD\nREROms51RYrJG2+8wa233spVV13F/PnzcblcTkcqs4rU3Mxa+33gcQ+wFLgS+MEYcx5A4HFPqEKK\nlBXvvPMON998M02aNGHRokVERUU5HUkcoDFXpHj89ttvJCUlsWPHDpYvX86ll17qdCRxxj+Bb6y1\ne621ucAS4BqKOO5aa6dba5taa5tWr1692EKLiJRWOtcVKR5bt26ldevWXHDBBSQnJ3PGGWc4HalM\nO2EB1hhT0RhzZv5z4CbgE2A50COwWg/g9VCFFCkLvvzyS1q2bMl5551HSkoKlSpVcjqSOEBjrkjx\nyMvLo0uXLrzzzjvMnz+f6667zulI4pxM4CpjzBnGf9lJc+AzNO6KiASdznVFisfOnTtxu91UqFAB\nj8dDtWrVnI5U5hWlBUFNYGngMuhIYL611mOMyQAWGmN6AzuAjqGLKRLedu/eTYsWLQDweDzUrKk2\nc2WYxlyRELPWcvfdd7N8+XKmTJlCu3btnI4kDrLWvmOMWQR8AOQBm/Ff3loJjbsiIsGmc12REDtw\n4ADx8fH8/PPPvPHGG9StW9fpSEIRCrDW2u3A34/x/o/4ZwiIyGn45ZdfSExM5IcffmDdunU0aNCg\nyNumZ2whLTOLuDoxuolWmNCYKxJ6jz/+ONOnT2fEiBHcfffdTseREsBa+zDwcKG3s9G4KyISVDrX\nFQmtI0eO0KZNG7Zt24bH46FJkyZOR5KAIvWAFZHQyMnJoUOHDnz00Ue89tprXHnllUXeNj1jC/He\nbEbXrUG8N5v0jC0hTCoiEh5mzJjBQw89RPfu3Rk9erTTcUREREREgsLn89G9e3fWr1/P7NmziYuL\nczqSFKACrIhDrLXcfvvtrF69mhdeeIGEhIST2j4tM4ucSBc+l4tcl4u0zKwQJRURCQ8pKSn06dOH\nFi1a8OKLLxK4/FFEREREpFSz1jJ48GBee+01xo8fT5cuXZyOJIWoACvikJEjR/Lyyy/z2GOP0atX\nr5PePq5ODJFeH8brw+XzEVcnJgQpRUTCw7vvvkvHjh1p0qQJixYtIioqyulIIiIiIiJBMX78eCZP\nnszgwYMZMmSI03HkGFSAFXHAlClTGDNmDH369OH+++8/vZ1pApeIyJ/64osvSExM5NxzzyUlJYVK\nlSo5HUlEREREJCjmzZvHsGHD6NSpE+PHj3c6jhyHCrAixWzx4sUMGDCA1q1b8+yzz57yJbBpmVnk\nuSKwERF4IyLUgkBE5Bh2796N2+0GwOPxULNmTYcTiYiIiIgEx3//+1969epFbGwss2fPJiJCZb6S\nKtLpACJlyYYNG+jatStXXXUV8+fPx+VynfK+qpWLIsJnwXqJ8nrVgkBEpJBffvmFxMREfvjhB9at\nW0eDBg2cjiQiIiIiEhSbN2+mbdu2XHzxxSxbtozo6GinI8mfUGlcpJhs3bqVVq1aUa9ePZKTkznj\njDNOeV/pGVsYXv0sfBERRABj9h4ktlmj4IUVESnlcnJy6NChAx999BELFy7kyiuvdDqSiIiIiEhQ\nfPvttyQkJFClShVSU1OpXLmy05HkBFSAFSkGO3fuxO12U758eTweD9WqVTut/aVlZpET6cLnisAC\nP+bkBieoiEgYsNZy++23s3r1aqZNm0ZiYqLTkUREREREgmLfvn20aNGC7OxsPB4PtWrVcjqSFIEK\nsCIhduDAAeLj4/n5559JTU2lXr16p73PuDoxlMvz4spT+wERkcJGjhzJyy+/zKhRo+jdu7fTcURE\nREREguK3334jKSmJHTt2sHz5ci699FKnI0kRqQArEkLZ2dm0adOGbdu2sXTpUpo0aRKU/cY2a0Sq\nK5qRmXtIdUWr/YCISMCUKVMYM2YMd955Jw888IDTcUREREREgiIvL48uXbrwzjvvMH/+fK677jqn\nI8lJ0E24RELE5/PRvXt31q9fz7x582jevHlQ9x/brJEKryIiBSxevJgBAwbQqlUrnn32WYwxTkcS\nERERETlt1lruvvtuli9fzpQpU2jXrp3TkeQkaQasSAhYa7nnnntYuHAh48aN45ZbbnE6kohIWNuw\nYQNdu3blqquuYsGCBURG6jtmEREREQkPjz/+ONOnT2fEiBHcfffdTseRU6C/TkRCYMKECUyaNIlB\ngwYxZMgQp+OISJhLz9hCWmYWcXViyuTM+K1bt9KqVSvq1atHcnIyZ5xxhtORRERERESCYsaMGTz0\n0EP06NGD0aNHOx1HTpFmwIoE2fz587n33nvp2LEjEyZM0CWwIhJS6RlbiPdmM7puDeK92aRnbHE6\nUrHauXMnbreb8uXL4/F4qFatmtORRERERESCIiUlhT59+tCiRQteeOEF1RdKMRVgRYJo7dq19OzZ\nk9jYWObMmUNEhP4vJiKhlZaZRU6kC5/LRa7LRVpmltORis2BAweIj4/n559/JjU1lXr16jkdSURE\n5E8dyfiEnya+zJGMT5yOIiIl3LvvvkvHjh1p0qQJixYtIioqyulIchrUgkAkSD788EPatm3LX//6\nV5YuXUp0dLTTkUSkDIirE8O4vGxyLUR5vcTViXE6UrHIzs6mbdu2bNu2jdTUVJo0aeJ0JBERkT91\nJOMTstoNwubmYqKiiFkykfLNGjodS0RKoC+//JLExETOPfdcUlJSqFSpktOR5DRpep5IEHz77bfE\nx8dTuXJlUlNTOfvss52OJCJlRGyzRqS6ohmZuYdUV3SZ6AHr8/no3r076enpzJo1i+bNmzsdSURE\n5IQOv7kZm5sLXh82N5fDb252OpKIlEA//PADbrcbAI/HQ82aNR1OJMGgGbAip+nHH3/E7XZz5MgR\nNm7cyPnnn+90JBEpY2KbNSoThVcAay1Dhgxh4cKFjBs3jltuucXpSCIiIkVS4drLMFFRWPwzYCtc\ne5nTkUSkhPn1119JTExk9+7drFu3jgYNGjgdSYJEBViR03D48GGSkpL49ttvWbNmDX/729+cjiQi\nEtaefvppJk6cyMCBAxkyZIjTcURERIqsfLOGxCyZyOE3N1Ph2svUfkBEfic3N5cOHTrw4Ycfsnz5\ncq688kqnI0kQqQArcory8vLo0qULb7/9Nq+99hrXX3+905FERMLa/PnzGTp0KB07duTpp5/WXWBF\nRKTUKd+soQqvIvIH1lruuOMOVq1axYwZM0hISHA6kgSZCrAip8BaS//+/Xn99dd55plnaN++vdOR\nRETC2tq1a3n8P1Nx3/cYt7dOICJCbexFREREJDzcf//9zJ49m1GjRnHbbbc5HUdCQAVYkVMwevRo\npk2bxvDhw+nfv7/TcUREwkp6xhbSMrOIqxNDbLNGfPjhhwx+4HG+mTyRbVEu0vO8pGZsKTN9b0VE\nRCS0jmR8otYQ4phnn32WJ598kj59+vDAAw84HUdCRNNHRE7SSy+9xIMPPki3bt144oknnI4jImEk\nPWMLDy1eRXrGFqejOCY9Ywvx3mxG161BvDebxZ504uPjqXLl1eREufC5XOS6XKRlZjkdVURERMLA\nkYxPyGo3iP1jXiSr3SCOZHzidCQpQ5YsWcK///1vWrVqxZQpU9RiK4ypACtyElauXMmdd97JTTfd\nxIwZMzQ4ikiRnai4WrjwWBaKsMf6naRlZpET+b9C67Or13LkyBH6NL+BcnleXHleorxe4urEOJhc\nREQktHbs2EHr1q357rvvnI4S9g6/uRmbmwteHzY3l8NvbnY6kpQRGzdu5JZbbuGqq65iwYIFREbq\nIvVwpgKsSBG9++673HzzzTRu3JhFixYRFRXldCQRKSWKUlwtXHgszTM8CxdWj1VoPd7vJK5OzP8K\nrXledm9I567xU5me4+OOzD2MzNxDqita7QdERCQsWWt5+eWXady4MevWrePTTz91OlLYq3DtZZio\nKHBFYKKiqHDtZU5HkjLg008/JSkpiXr16pGcnMwZZ5zhdCQJMRVgRYrgq6++IjExkZo1a7Jy5UrO\nPPNMpyOJSClSlOLq7wqPpXiGZ+HC6qTktGMWWo/3O4lt1ogUE0X866uoc/cA4nv25snLLmX9hTE8\nc1EtqpWLUvFVRETC0o8//kinTp3o3r07jRs35qOPPqJFixZOxwp75Zs1JGbJRKoOv52YJRPVA1ZC\n7vvvv8ftdlO+fHk8Hg/VqlVzLMuRjE/4aeLLar1RDDS/WeQEfvjhh6MnPqtWreLcc891OJGIlDZx\ndWIYl5dNruW4xdXYZo1ILXTzqdIoLTOLnLo1/IVVC0uzs/9XaLX+5bHNGv3ud+Ly+diRl8ek5DT2\n5eSye0MaKyY9xTPPPMOimjX9OzYGrGVpdjYDnf2IIiIiQbd69Wp69erF3r17GTNmDEOHDsXlcjkd\nq8wo36yhCq9SLA4cOEB8fDwHDhzgjTfeoF69eo5lye9/bHNzMVFR+gIixFSAFfkTv/76K4mJieze\nvZu0tDQaNGjgdCQRKYWKWlyNbdao1BZe8xUuNreNjuYtr49cY3D5fEeLz/m/k1nbM1lQ71zm1q/F\nnAiD8fmIjrmZAWdUpH///niT01gPYC0AbaOjnftwIiIiQfbbb79x3333MWXKFC699FJWrFjBZZfp\nEniRcJSdnU3btm35/PPPSU1NpUmTJo7m+V3/Y/z9j1WADR0VYEWOIzc3lw4dOvDhhx+ybNky/vGP\nfzgdSURKsXAorhZF4WIz51YHX85x103LzCLPFYHPFQHWYgMzZc+6wj/mDkyKg+Q0lmZn0zY62v9a\nREQkDHzwwQd07dqVzz//nEGDBvHkk09Svnx5p2OJSAj4fD66d+9Oeno6c+fOpXnz5k5HOtr/2JKr\n/sfFQAVYkWOw1nLHHXewatUqXnjhBVq2bOl0JBEp49JLUXuCgsXmhxavIq9uDWxEBN4Ie7QFQb78\nGbM5gC8igohAD9zmBdo0DEyKU9sBEREJG16vl7Fjx/Lwww9Ts2ZN1qxZwz//+U+nY4lICA0dOpSF\nCxfy1FNP0bVrV6fjAP7WG9VGD+BQcjoVk2I1+zXEVIAVOYYHHniA2bNn8+ijj3L77bc7HUdESpji\nLobm39gqp24NxuVlk5qx5ZSPG4zsJ7OPE/W/jW3WiOcWJTN97RtUsj6axsVx0wV1SnyRWURE5FRs\n376dbt26sWnTJjp16sTUqVOpWrWq07FEJIQmTJjAf/7zHwYOHMjQoUOdjnPUkYxP+PH+ydjcXI68\n/THRl1yoImwIqQArUsjUqVN54oknuOOOO3jwwQedjiMiJUwwi6FFVfjGVjO3Zxa5AJqesYWZ2zMx\nwGVnVGB49bNOK/vJfv4T9b/96quvGNavN5UqVWLTpk260aGIiIQlay0zZ85k4MCBuFwu5s6dyy23\n3IIxxuloIhJCCxYsYOjQodx88808/fTTJer/8+oBW7winA4gUpIsXbqU/v3707JlS6ZOnVqiBkcR\nKRnSMrPIiXT5i6EuF2mZWSE/ZlydGMrleXHleXH5fLxS71xG161BvDeb9Iwtx9wmPWMLPV9N4V++\nXOY0OJ/ZDc5nyHlVyA5kz46MZOb2zBMeOz1jCw8tXnX0OKfy+WObNWJU+xZ/KL7u2bMHt9uNz+fD\n4/H8afG1cA4REZHSYu/evbRr147evXtzxRVX8PHHH9O1a1f9rSES5tauXUuPHj34v//7P+bMmUNE\nRMkqweX3gMUVoR6wxaBk/a8v4qCNGzfSpUsXrrzySl555RUiIzVBXET+qGAx9FiX1IdCbLNGpLqi\nGZm5hy7f7g7ctOr4BdD8WapzLqpFXpQLjAFj8EZEYCz+m11FGF6pd+6fFjTz91Ow2Busz//rr7+S\nmJhIVlYWK1as4C9/+ctJ5RARESkNVq5cSaNGjVi5ciXjxo0jLS2NOnXqOB1LRELsww8/pG3btvzl\nL39h2bJlJfIGe+WbNSRmyUSqDr+dmCUTNfs1xIpcgDXGuIwxm40xKwKvqxpj1hhjvgw8VgldTJHQ\n+vTTT2nVqhV169ZlxYoVVKxY0elIUsZpzC25ChZDU13RxdarNH8Wac8L65ywAJo/S9Xmf8turf8H\nwACWowXZP5vBerzZrp12/EDX7Vmn/Plzc3O5+eab2bx5MwsXLuSqq6760/WdmHUsIiJyOg4dOkS/\nfv1ITEykevXqZGRkMHTo0BI3A84pOteVcPbtt98SHx9P5cqV8Xg8VKlScv9zLt+sIVUGdVPxtRic\nzOg/EPiswOvhwFprbQNgbeC1SKnz/fff43a7KVeuHB6Ph3POOcfpSPL/7N17XJR1+v/x1z3DQb+a\nrmfFQlft4K5WutKW7q/ItmUwUDyklOAhNS3XY6WWZabrqlmGVuuh1vNmWJ4NUBMpNWvJzKBzWpKh\neVxPAXP6/P4YQA4zMAMz3ANcz8ejRzDMfd/XUI+bud9z3ddHgJxz/ZqrW+qr6tjlBcBFu1SDLFY6\nnDyLppSjE1ZBgN3uMsAteqt/yW7XJkGBRNryWNu+NW+1C+HIqTMe16+UYtSoUaSkpLB06VKioqLK\n3UaPrmMhhBCiov773//StWtXli5dyuTJk0lPT+fWW2/Vuyx/I+91RY107tw5TCYTubm5pKSkcP31\n1+tdks/kpmdyIWEtuemZepdSLbgVwGqadj3wAPBmkYf7AKvzv14NxHi3NCF87+LFi0RGRnLhwgWS\nk5P5/e9/r3dJQsg5V5SrvAC4aEi70xDEG82bE2yxOgJZm42XTl0g7lg2A4//Wmy7krf6Hzl1pli3\n6zmzBXNAAHajAavRwJMtfufxOIDnnnuO1atXM3PmTEaOHOn269Wj61gIIYTwhNVqZdasWXTv3p2c\nnBz27NnDyy+/7Je3HutJ3uuKmionJ4fevXvz008/sXXrVv74xz/qXZLP5KZnkt1vIufnvUl2v4kS\nwrrB3SGXCcAU4Loij7VQSp3M//oU0MLZhpqmPQo8CsisG+FX8vLyiImJ4euvvyYpKYkuXWTgtPAb\nctAyoU4AACAASURBVM4VTqWlZ5CalU3P0BCXIWTR58zqH1H4eHKRx2nZjGm2PMwBRjZY80hOzyA8\nrLPjVv82zbEbjeRqGk+0aoSiEUFWG8NxdKLOVVbs+d20NoPGxF9OcntiFsPahZYbjC5ZsoQ5c+YQ\n+8w/WNftTta9t4e/2zUmRPcs97WHh3WW4FUIIYTf+v7774mPj+eTTz5h8ODBvPbaa/zud7/Tuyx/\nJe91RY1jtVp56KGHOHjwIBs2bODuu+/Wu6RictMzyTlwmLo9unhl3EDOgcMoiwVsdhQWcg4cljEG\n5Si3A1bTtCjgtFLqkKvnKKUUjolyzn62XCnVTSnVrVmzZhWvVNQqFV3tumC7RdtTy9zebrczdOhQ\n0tLSWLlyJffff783yhai0uScK1xxZyGqsp5TtGu26EzVvMAAVh3LAhwBa4DN7pgXmz8j1m40YjYa\nWXksi9SsbB778SQBVhvY7SiDgSM3tGD1jdcTYTeXec7evHkzY8eOpc+k53i7fxQ/tGrKD62aMrF1\nExZtT/X+L0wIIYSoAkopli9fzu233863337L+vXrWbdunYSvLsh7XVETKaX4+9//ztatW1m0aBED\nBgzQu6RifNGtWrdHF7TAQDAa0AIDqdtDGtrK484Igh5Ab03TfgLeBnpqmrYO+FXTtFYA+f8+7bMq\nRa1S0dWuC7b7R5vmTGzdhDltWrjc/sknnyQxMZH58+cTFxfn7ZcgRGXUiHNuRT9EEa65Woiq6O/a\n3cWqigatStNY37YlafldsLE/nbo2LxZAKexGA2/9vhVz2jTnjdDmPPbTqSKLemmgaVgCXB/vwIED\nPPzww9xxxx1c6H5nse0ANuflee8XJYQQQlSRX3/9lT59+jB69GjuuusuMjIyiI2N1bssf1cj3usK\nUdScOXNYtmwZU6dOZdy4cXqXU0qxblWLo1u1suqEdSJkUwKNp40kZFOCdL+6odwAVin1tFLqeqVU\nWyAWSFVKxQHbgKH5TxsKbPVZlaJWqehq14WrfhuNANiNBqfbL1y4kFdeeYVx48bx1FNPeb1+ISqj\nJpxzK/ohiiibs4WoSv6umwQFurVYVcmg1WYwFJ4rh7cLJdhiRbPZHU/WNDSlsBkNheflfUFGMBiK\nhbQGpZwe7+uvvyY6OprQ0FB27NhBv+A6hdsUhLh9g4O9+8sSQgghfGz79u107tyZXbt28corr7Br\n164avdiOt9SE97pCFLVy5Uqee+454uLi+Oc//6l3OU75qlu1TlgnGk2Ml/DVTW4twuXCPOB+TdO+\nB/6a/70QlVbR1a4LtjNYbQAYbKW3X79+PU888QQDBgzglVdeQSsID4Twf9XmnFvRD1FE2ZwtRFXy\nd33ObCl3saqCjtmu/1e3cGGuoufKguPEH/2FoIKf5/9T8NyWFuu1HSqFphQvn7xQ6njZ2dmYTCaC\ngoJISUmhadOmTIjuScIv5+hw8iwdTp4l4Zdzbs2ALVq7hPpCCCH0cuXKFR599FF69+5NSEgIn376\nKRMnTsRgqMyltaAavdcVokBSUhKvj5nES53D+ddjk/32PCDdqv5BU8rpaBWf6Natm/r000+r7Hii\n+nJnoZmytmsSFMg5s6XY9qmpqZhMJu666y527twpq5HWYpqmHVJKddO7Dl/T65xb0JVpMRoJtNlk\n1Xof8vR3XfB8c4CRIKuNeWculTpXlnx+4cJdUOzrCLsZS4ARQ374WjJEvXjxIn3jR5J7fVvu//Md\nqPoNPD6nl1W7/H9VfdSWcy7Ie10harqPP/6Y+Ph4jh49ypQpU3jhhRcI9sO7OGrLeVfOuUJP6enp\njO/5AP+uexPBmhEtKFDCzVrK3XNuQFUUI4SnKrratavtjhw5QkxMDDfddBNbtmyR8FUIHwoP60xy\nBT9E8VcV/VDI1zz9XadmZWNu09zRMavgnNnCrP4RZe6/6D6Lfr0zPYPUn/KPWyJ8zcvLI270BA4+\nPZW8QCMHDQYMdsUCax7J+bNmPVWy9tSsbL/6byGEEKLmslgszJ49mzlz5nDDDTewd+9e7rnnHr3L\nEkLo5IcffuCBBx5gZIOWBFuNjsVp82erSgArXPHP/mghvOj48eNERkbSoEEDkpOTadSokd4lCVHj\nhYd1Zlb/iBoRkNWkmbYVHfHijKv/xna7nWHDhnG6YWPMgeXP5dajdiGEEMJd3333HT169GD27NnE\nx8dz5MgRCV+FqMV+/fVXIiIiHO95X52HFuT92aqiZpIAVtRo586dw2Qy8dtvv5GSksINN9ygd0lC\niGrGn2faehoOO5sj6+25qk899RRvv/02PW8ofy63J5zVLoS3aJr2O03T3tU07RtN077WNO0uTdMa\na5q2W9O07/P/LZ/gCnLTM7mQsJbc9Ey9SxE+ppRiyZIl3H777Rw9epR3332XVatW0bBhQ71LE0Lo\n5MqVK0RFRXHy5El27NjBTf16yWxV4TYZQSBqrJycHHr37s2xY8fYtWsXnTrJyVAI4bmeoSEssOZh\nUfhd52XJ2/JXHssqdxxB0bEChXNV2zSv1HiAgn2t2PcRn+z9iHHjxvHP6U8Q8Wmmy7ncFVHR8TRC\nuGERkKKUGqBpWhDwf8AzwB6l1DxN06YB04CpehYp9JWbnkl2v4koiwUtUGb91WQnT55kxIgRJCcn\nExERwYoVKwgJ8Z+//0KIqmexWBgwYACfffYZW7Zs4c477wQcC1zJ3wLhDglgRY1ks9l4+OGHOXjw\nIBs2bJDbhIQQFebPM22LhsNGu52327bEajSUClPT0jNYdSwLBQxvF3ptcUIvzVVNS88g0pqH+e47\nCLrrT8QYg9A0TQJTUS1omtYQuBsYBqCUMgNmTdP6AOH5T1sNpCEBbK2Wc+AwymIBmx2FzPqrqTZv\n3syoUaO4evUqr732Go8//jiapuldlhBCR0opRo0axc6dO3njjTeIjo7WuyS35aZnknPgMHV7dJG/\nWTqTEQSixlFKMW7cOLZs2cKiRYsYMGCA3iUJIao5f51pW/S2/Id+OoXVaCg1KiEtPYMIu5nVN17P\nmhuvJ8JuLhw34K25qu98noE5MH9MQ4CRtJ9Peu01ClEFfg+cAVZqmnZY07Q3NU2rB7RQShX8z3wK\naOFsY03THtU07VNN0z49c+ZMFZUs9FC3Rxe0QJn1V1NdunSJ4cOH069fP9q2bcvhw4cZO3ashK9C\nCJ599llWr17NzJkzGTlypN7luK3gzo3z894ku99EGZ+jM+mAFTXO3LlzWbJkCVOmTGHcuHF6lyOE\nqKXSqqhrtqDLNC09g0QnoxJSs7KxtG0B+ReQFqOR1OPZhT+bV8nxAF988QX7V75JUKcX/XJMgxBu\nCAC6AuOUUp9omrYIx7iBQkoppWmacraxUmo5sBygW7duTp8jaoY6YZ0I2ZQgnUQ10P79+4mPjycr\nK4vp06czY8YMgoKC9C5LCOEHlixZwj//+U9GjRrFjBkz9C7HI3Lnhn+RAFbUKKtWrWL69OkMHjyY\nuXPn6l2OEKKW8uZsVXe5GpXQMzSE+VYz5kBHABtos9EkKLCwviCrrcKLWh0/fhyTyYTBYOA/l6/y\n+eVcvxvTIIQbTgAnlFKf5H//Lo4A9ldN01oppU5qmtYKOK1bhcJvyKy/msVsNjNz5kzmz59P27Zt\n2bdvH927d9e7LCGEn9i8eTNjx44lKiqKf/3rX9WuI77gzg2FRe7c8AMSwIoaIzk5mZEjR3L//fez\nYsUKDAaZsCGE0Ie3Zqt6quTM1YIu3NE2G/uCA2iZZ2Hq70NJNVswBxgrVd/58+cxmUzk5OSwb98+\nOnXqRD9vvyAhqoBS6pSmaT9rmnazUupb4D7gq/x/hgLz8v+9VccyhRBe9tVXXxEXF8fhw4d55JFH\nSEhI4LrrrtO7LCGEn9i/fz8PPfQQd9xxB2+//TYBAdUvPpM7N/xL9fs/SAgn0tPTefDBB7n11lvZ\nuHGj3DIkhKhyRUcOFF0cy9Ut+ZUZUVCwbZMS4wOK7hMg0pZHXpvmKIMBg13xjdXKVKBJUCAGuwJV\nsdmvOTk5REdHc+zYMXbv3k2nTt57M7doeyqr7NbCsFi6aUUVGQf8R9O0IOAYMBzHWgkbNE0bARwH\nBupYnxDCS+x2O6+99hpTp06lfv36bN68mZiYGL3LEkL4ka+++orevXsTGhrKjh07qFevnt4lVZjc\nueE/JIAV1d7Ro0d54IEHaNasGUlJSfLJtRCiypUaOWAMJtkY7DJgrcyIgmvbtsBu0NDsdhZY85i3\nPZVpzRoU7nPg8V8xtw9BGY2gFHajAYsysupYFoltWmA3GDAoxbwzlwiP7un2a7XZbDz88MMcPHiQ\nDRs2cPfdd3v0uyrLou2pTGzdpPD79y0WdlfB+AYhlFKfA92c/Oi+qq5FCOE7v/zyC8OHD2f37t30\n6tWLf//737Rs2VLvsoQQfuSXX37BZDIRFBTEzp07adq0qd4liRpC7tEW1drp06eJiIjAbreTkpIi\nb6CEELpIzcq+dku/0Vh4S/+s/hFOw0Nnz/f8WI4/4Sp/H5vz8ortUwOCrDYMVhsABpuj21VB4fYK\nOGe2lHvMtPQMZmzcSVr6F4wbN44tW7aQkJDAgAED3K7bHZvz8hxfaBpoGtYAg0e/GyGEEMKVd955\nh86dO3PgwAGWLFnCjh075NpBCFHMxYsX6dWrFxcuXCApKYnf//73epfkkdz0TC4krCU3PVPvUoQT\n0gErqq0rV67wwAMPkJ2dTWpqKjfffLPeJQkhail3Rg5U5vnOtjWDo4vV6ghW+wYH84nVVrjPYe1C\nGQasPJbFaQM0t8PwdqHQLpQNbh47LT2DVceyWN+2JdY2zVlgMRP68WGmTJnC+PHj3a7ZXX2Dg/kA\nQDkWkg+w2j0ejyCEEEIUdfHiRcaNG8fatWsJCwtj3bp13HTTTXqXJYTwM3l5efTt25evvvqKpKQk\nunbtqndJHslNzyS730SUxbHgVsimBBk94GckgBXVksViYeDAgXz22Wds2bKFO++8U++ShBC1WHhY\nZ5JdzHQtCDEVjgC0YKEsV893+1jHS8yAje7JbUVmw676LYdfNUht2xKr0UCQ1UbXU2c4Z7Ywr8Ts\nWGcKRh3kdWiNyu9ItSj4Q+9+zJ3xRGV/ZU5NiO4JMgNWCCGEl3zwwQcMGTKEX375hRkzZvDss88S\nGBiod1lCCD9jt9sZOnQoe/fuZc2aNdx///16l+SxnAOHURYL2OwoLOQcOCwBrJ+RAFZUO0opRo8e\nTXJyMsuXLyc6OlrvkoQQNZi7i2UVBKslt42wmzHfeD0Ab1vM7Myfaers+e5ytW3BYxF2M+bAa7NU\n0TTMwJMtfofdoBFktZFsDC7z+KlZ2ZjzF/BCKTSbnUCrjbGmv2Iw+G6C0YTonkzw2d6FEELUBnl5\neTz33HO89NJLtG/fngMHDvDnP/9Z77KEEH7qqaeeIjExkXnz5hEfH693OS7lpmeSc+AwdXt0KRWu\n1u3RBS0wEIWjA7Zujy46VSlckRmwotqZMWMGK1eu5Pnnn2fUqFF6lyOE8HPX5pdmuPV4yedE2vKY\n06Y5kba8Mp/rTGpWNpYAY+FM05LzXt2pwVMljwmg2e2AhtWDubM9Q0MIstowWm0EWaz02PUhW2yK\nv94pb+aEEEL4r8zMTP785z+zYMECRo0axeHDhyV8FUK4tHDhQhYuXMi4ceOYMmWK3uW4VDBi4Py8\nN8nuN7HUnNc6YZ0I2ZRA42kjaTJnPDkHDsssWD8jAayoVpYuXco//vEPRowYwfPPP693OUIIH/FW\nMOkqQHU3WK3MYlngCDEDrTbHTFOlis1cLajhH22ac7+yMH5Dkldec8ljBlhs3HH8FHaDI4xFKQxK\nlTtbNTysM2vOX+KuNYl0fXYmG4Y/SMRfwipVmxBCCOErdrudhQsX8qc//YmTJ0+ybds2li1bRv36\n9fUuTQjhp95++22eeOIJBgwYwCuvvIKW37zgj3IOHEaZzY4RA2bHiIECBYtvgaMT9tz0xS6DWqEf\nCWBFtbF161bGjh1LVFQUS5cu9euToxCi4twNR90JaV0FqO4Gq0W7QD1dLAscIeZOQxBDvz/BkO9P\nsNMQVHjbf2pWNnkBRpTRiDXAyKsdWvMPDzptXb3+ksfcbQikjt2xqFVBR+x1V3NYeSyrzOOcPn2a\np8c/ytfr32T16y/TqlUrj167EEIIUVV+/vln7r//fp544glMJhMZGRkypkwIUabU1FSGDBnC3Xff\nzdq1azEajXqXVCZD44ZQ8J7ebnd8T+nO2MuJKddmwVqKB7VCXxLAimrho48+IjY2lrCwMN5++20C\nAmR8sRA1lTvhqLshrasA1d1gNTysM/POXOIvx08x78ylCs1sDQ/rzKpBD7B60APFtu8ZGoLR7uhS\nLQhGlZudtuW9/pLH7Bsc7PiBcrxpO9+wPmtuvJ4Iu9np7+7KlStERUWRnZ3Njh07ZLVoIYQQfmv9\n+vXceuutfPLJJ7zxxhts2bKF5s2b612WEMKPHTlyhL59+3LTTTexZcsW6tSpo3dJ5bKfvwgFd7QZ\nNMf3lFh8y2JBAVpgIBgNMgvWz0gAK/zeN998Q3R0NDfccAPbt2+nXr16epckhPAhd8JRdztYw8M6\nk2wM5pms08UWnXL1eElp6RlMa9aAfW1bMq1Zg0p1pjrz159OYrTb82e0gsHNTltPRyNMiO7JuB9+\nKQxgXc2kBbBYLAwaNIhDhw6RmJjInXfeWe7rEEIIIarahQsXePjhh3n44Ye55ZZb+Pzzzxk5cqTc\nJSeEKFNWVha9evXiuuuuIzk5mUaNGuldklvq9uiCFhTkCFaDggqD1YLFtwoC1waDTIWzYEM2JZRa\nrEvoR9oIhV/Lzs7GZDIRGBhISkoKzZo107skIYSPhYd1Jjk9g9SsbHqGhjgNR3uGhrDAmodFUW5g\nGR7W2ek+Sj6e5uSYqVnZmNs0dwSdyvF9WV2wBZ2p5jbNWWDNIzk9w+nzC5/XLoQAm524n07R5f/q\ncs5scfmaK/r6C3yPurYwV34QW3JbpRRjxowhKSmJ5cuXy+2bQggh/FJqaipDhw7l1KlTzJ49m2nT\npskdckKIcp0/fx6TycTVq1fZv38/N9xwg94lua1OWCeazBnP1e1p1IsOLwxWCxbfyjlwmLo9uhR7\nXPgX+Ssl/NalS5fo1asX586d44MPPqBdu3Z6lySEqCKuQtOiP5+3PZXNeXn0DQ4mPLpnpY7nKjh1\nJ+gsGty6G9gWfZ5NQWhAABM8eA3uhNQlA+VTwYHFft740hU21mtQbNvnn3+eFStW8PzzzzNq1Ci3\n6xFCCCGqQm5uLs888wyvvPIKN998MwcPHqRbt256lyWEqAZycnLo3bs3R48eZdeuXXTqVL0Cytz0\nTM5NX4yyWMj9+AuCO7YrFrY6C1xz0zNLBbNCPxLACr9kNpvp168fX375Je+99x5du3bVuyQhhB8p\nGA1gDjDyidXGbfm3+5cVSJbFVXBaXtBZMrgdZbNhUICt7FEC7nawpqVnsOpYFgroWqJDtqyQ2lmg\nPMwQwEQo7H6dcTmP8PBr2y9btozEHbvpN+tlwk1/9ej356x7WAghhPCmI0eOMHjwYL788kvGjh3L\niy++yP/93//pXZYQohqw2WwMHjyYjz76iMTERO655x69SyrGnaC02KxXHItrlRWqFizOpSwWtMBA\nGUfgBySAFX7HbrczfPhw9uzZw5o1a/jb3/6md0lCCJ24CvZKBqYrj2WxoU2Lcm/9d6WsQLSsoLNo\nHWZgSduW2DQw2pVj0S4XXa2ugt2irxcgwm7GfOP1AKwBDHbl1utzFijP6h8BRbqGi3bcbt26lTdT\nP+HYstf5QTOQZDW7/Tt0d+yCEEIIURE2m42XX36ZZ599liZNmpCcnIzJZNK7LCFENaGUYsKECWze\nvJlFixbx4IMPVunxywtX3Q1KC2a9KiwuF9cqeixPA1vhexLACr8zdepU3nrrLebOnUt8fLze5Qgh\ndFJWsFcyMNXg2qJU+YEjuN8R684t/c4UrQMNrEYDGAwoZeOc2VLuMUvOoC36egce/xVLh9aOma0A\nSmE3GrAoY7mzaF0FyhOiezKhxHM/+ugjnpnzMt+9loDVaARNw4yR1ONlH6OAp3NyhRBCCHcdP36c\nIUOG8OGHH9KvXz+WLVtG06ZN9S5LCFGNzJs3j9dff52nnnqK8ePHV+mx3QlXiwWldjOXE1OcBqWu\nZr26OlaTOePLDWxF1TLoXYAQRSUkJPDSSy/x97//nalTp+pdjhDCx9LSM5ixcSdp+SMEikrNyr4W\nqhqNhaEq5AemxmCeyTpNsjGYYe1CCbDZ0ex2jHY7TYICibTlMadNcyJteU73X/LY4WGdmdU/wqPw\nMDysM/POXKJz9hnHrf35C1wZ7fYyF8Zy9rpLvl4NCLTaHPvNHxtgKGe0gavfj6vX9M033xAdHU3z\nHndjM1xboMugcGthL3A8L8hqw2h1rzYhhBCiPEop1qxZw6233srhw4dZtWoV7777roSvQgiPrF69\nmmeeeYbBgwczb968Kj9+sXDV4uhCLalujy5oRqPjG6W4tD6J3PRMp/urE9aJRhPjnQa0JY9l/uI7\n6g8y0SAuWsYP+AkJYIXf2LBhA5MnT6Z///4kJCSgFXR9CSFqpIKOT1chaXnBXlmB6eHfclyGt+4c\n25PXMK1ZA45c3xxbfveophQP/XSq3PmsJY9d8vUOaxfKTkMQQ78/wZDvT5DwyzmmHy87UC2qvEA5\nOzsbk8lEYGAgj//tPoKtNgxWGwFWGy+duuB2EO1u2CuEEEK449y5cwwaNIihQ4dy6623cuTIEYYO\nHSrXBkIIj6SkpDBy5Ej++te/smLFCgyGqo+/CsYGYDS47EKtE9aJ+g/1unbXm81GzoHD5KZnciFh\nrcswtsxjGY1cWp/E5XXbuZyY4s2XJCpBRhAIv5CWlkZ8fDx/+ctfWLduHcaCT4CEEDWWq1vXC+ag\nNgkKZOBvOWjAsHah5c48tbZpjjIYsBkUCgiy2lwucuWt2+YL9qMMBlAKzWYn2GplWLtQj1+3qzEI\nvgg0L126RK9evTh37hwffPABXbt2pVnRY7uYXetKWXNyhRBCCHft2rWLYcOGcfbsWebOnctTTz0l\n1wVCCI8dOnSIAQMG0KlTJzZu3EhQUJAudZQ3NqBAg0EmriSmFI4PMDRu6HJ0gauZskWPZTnxK5fX\nbZf5r35GAlihu4yMDPr06UOHDh3YunUrderU0bskIUQVcDan9Noc1BbYDRqa3U6w1cYwD/c1vF0o\nw3E9A7asRbcq+hqMdjuxP51ieDlhcXnHPm61supYFuCb8NVsNtO3b1++/PJLduzYQdeuXQuPJSGq\nEEIIPeTk5DBt2jQWL15Mx44dee+99+jSReYVCiE8d/ToUXr16kWzZs1ITk6mQYMGutZTJ6xTueFn\nyaDW1QJaF9ds4+zUhWC3owUFlRotUHCs3PRMrqxPQtkVmtEo81/9hASwQldZWVmYTCauu+46UlJS\naNSokd4lCSGqiLOOzxkbd+Z3hzo6SpWbHaqedo96uuhWmovnltrPoAcq9LrT0jNYdSyL/7RthfXG\n6wFYbzGzs8jCY95gt9sZNmwYqamprF69moiICK/tWwghhKiIzz77jLi4OL7++mvGjx/PvHnzqFu3\nrt5lCSGqodOnT2MymbDZbKSkpNCyZUu9S3JbyaC26AJahsYNOf3kS4VdrQDKXHZnq7LbHddTdnuV\n1C/KJwGs0M358+cxmUxcvXqV/fv3c8MNN+hdkhCiipXsuizoDjUDdoMBgwcLO3nawenu86915TZn\ngTWP5BKhaEU6R4tuU7D/vA6tUZpWOP/JEmAk9aeKjUZwZerUqaxfv565c+cyZMgQr+1XCCGE8JTN\nZuPFF19kxowZNG/enF27dnH//ffrXZYQopq6evUqUVFR/PLLL6SmpnLzzTfrXVKFFe2INTRuyLnp\ni1F55sKFeQEwaC47Wy8npoDV5vjGauNyYoqMIPADEsAKXeTk5NCnTx+OHj3Krl276NRJTgZCiCLd\noccdM2DPmS1udaj6krfmxYLzTtqSc2QL3lgFWl0Hz646csuSkJDASy+9xN///nemTp1a4XqFEEKI\nyvrxxx+Jj4/nwIEDPPjggyxdupTGjRvrXZYQopqyWCwMHDiQQ4cOsWXLFu688069S6q0go7YCwlr\nHeMIioavAUaazp/suvu1nO+FPiSAFVXOZrMRFxfHgQMHSExM5J577tG7JCGEH/G3WaTemhfrqpO2\n5BzZnsdP0UK5XnisvI5cZzZs2MCkSZPo378/CQkJbq0kXZHjCCGEEGVRSrFq1SrGjx+P0Whk3bp1\nPPzww279XRJCCGeUUowZM4akpCSWL19OdHS03iV5Vd0eXQrHEWA00uChXlw3yFRmR2uDQSYur08C\nixUCA2gwyFSFFQtXJIAVVUopxYQJE9i0aRMJCQk8+OCDepckhPCCmtwp6em8WFdcddKW2v/AsufI\netqRu3fvXuLj4/nLX/7CunXr3F5N2pudv0IIIcTZs2d59NFH2bx5M+Hh4axatYo2bdroXZYQopp7\n/vnnWbFiBTNmzGDUqFF6lwNAbnpm4YJalb31v+QCXUX3V9ZxGjzUC4UjjJXxA/6h3ABW07Q6wIdA\ncP7z31VKPa9pWmMgEWgL/AQMVEpd8F2poiaYP38+r7/+Ok899RQTJkzQuxwh/E51POfWlE7JskJk\nd7pyywuhy+qk9aTr15OO3IyMDGJiYujQoQPbtm2jTp06bh2j4DjzbWYsmubozK1g568QQgiRlJTE\nI488woULF1iwYAGTJ0/GYDDoXZbQQXV8ryv817Jly5g9ezYjRoxg5syZepcDOELR7H4TURbHAloh\nmxIAKhXIllygy9Vx6oR1KvW4dL/6D3f+6uUBPZVStwG3AyZN0+4EpgF7lFI3AnvyvxfCpTVrWIP1\nXwAAIABJREFU1vD0008zePBg5s2bp3c5QviranfOTc3KxhxgdHRKGo2kZmXrXZLHCkLkOW2aE2nL\nIy09o1LbL9qeyoyNO4vtJzysM8nGYJ7JOk2yMbjCIbW7+8nKysJkMnHdddeRnJxMo0aNKnQ8IYQQ\noqJ+++03Hn/8cR544AGaNWtGeno6Tz75pISvtVu1e68r/NPWrVsLzy9Lly71m1EmOQcOO2a22uwo\ni4VLiSlk95vI+Xlvkt1vIrnpmU63y03P5ELCWpc/L+84OQcOl/m40F+5HbBKKQVcyf82MP8fBfQB\nwvMfXw2kAe6t6iFqnZ07dzJixAjuu+8+VqxYIW+6hHChOp5zvTUjVU+Vvd2+6PZmBU+2bIRdo1RH\nsLfm25a3n/PnzxMZGcmVK1fYv38/oaGhbu+7oJP3uNWKtX0IymDAZlAygkAIIYRHPv30UwYPHsx3\n333H5MmTmTNnjkd3YoiaqTq+1xX+5+DBg8TGxtKtWzcSExMJCKjYdE1vjgooUHRmqxYYiAbXAlEc\ngai73ayeHKdujy5lPi7059b/pZqmGYFDQAfgdaXUJ5qmtVBKncx/yimghYttHwUeBTy6ABQ1x6FD\nh+jfvz9//OMf2bRpE0FBQXqXJIRfq27nXG/NSNVTZUPkottrSmE3GLAbDbrMTs3JyaFPnz788MMP\npKSk0Lmz+8cuOk4iwGYnwGbHVo2DdSGEEFXParUyd+5cZs2aRcuWLdmzZw89e/bUuyzhR6rbe13h\nX7755huioqK4/vrr2bFjB/Xq1avQfioSerqj5MxWgMuJKWUGosW6Vl2EtOUdp+D5Zc2MFfpyK4BV\nStmA2zVN+x2wWdO0TiV+rjRNUy62XQ4sB+jWrZvT54ia69ixY/Tq1YumTZuSnJxMgwYN9C5JCL/n\nT+dcdxfX8lZnp14qGyIX3b5JUCDTmjXAooxeCS7d+W+Qlp7BymNZgCJ3VzL79+/n7bff5t577/Xo\nGFlWK+b2IdiNRmwK4o5lExoQUG2DdSGEEFXr6NGjxMfHc/DgQR566CFef/11GYEjSvGn97qiejl5\n8iQmk4mAgAB27txJs2bNKryvioSe7io5s7W8QLSiXavOZsOW9bjQl0d92kqp/2mathcwAb9qmtZK\nKXVS07RWwGmfVCiqrTNnzhAREYHVaiUlJYVWrVrpXZIQ1Yre59xF21N5ssXvsFXDxbXcDY6LqmyI\nXHT727zUEezOAmdp6RlE2M2Yb7wegKC2j/DsjR0YNGiQW/tfdSyL9W1bYnXS9TqsXWi1+W8uhBBC\nP0op3nzzTSZNmkRgYCDr168nNjZW77KEn9P7va6oXi5dukRkZCRnz57lgw8+oF27dpXaX1Xeql9e\nIOqqa9UXIxKEfsodxKlpWrP8T6bQNK0ucD/wDbANGJr/tKHAVl8VKaqfq1evEhUVxYkTJ9i+fTu3\n3HKL3iUJUS34yzk3LT2DJ1s2whpgRBmNmKvJ4lpp6RkMTXyPCLu5wgtq+RN3FjhLzcrGEmAETQNN\nwxJgRLvxD6SlZ5RaCKyognB3TYfWmAMDHF2vBgOxP52q9EJhQgghao/Tp08TExPDo48+yp///Ge+\n+OILCV+FS/7yXldUL2azmX79+vHll1+yceNG/vSnP1V6nwWhZ+NpI702fgA8X0yraD2NJsYXC1/d\nWbxLVB/udMC2Albnz2kxABuUUjs0TTsIbNA0bQRwHBjowzpFNWK1Whk4cCCffvopmzZtonv37nqX\nJER14hfn3NSsbOxtWjhCPaUwKOX3M0ALAsW8Dq1RBWGkDjNY3eladZc7s2l7hoYw32LGHORY+TXQ\naqNJUGC5NRQsHKYMBlAKzWYn0GZjuHS9CiGEcNOOHTsYMWIEFy9eZOHChUyYMEEW2xXl8Yv3uqL6\nsNvtDB8+nD179rB69WoiIiK8tm9v36pf0bmyzjpdyxqRIJ2x1VO5AaxS6gugVC+2UuoccJ8vihLV\nl1KK0aNHk5SUxNKlS+nTp4/eJQlRrfjLObcg+DNjxKDgpV//R3h01S6g4ekYgVKBot2uy+JRBXXY\njcZKB8DuzKbNPfcL7Z79By0efIg2bUIZ3r4tqWbLtc5ZFzUUDXeNdjuxP52S8FUIIYRbrly5whNP\nPMHy5cu57bbb2LNnD506SQggyucv73VF9TF16lTeeust5s6dy5AhQ/Qup0wVmSvrKrR1NSLBV4uH\nCd/zaAasEOWZOXMmK1as4LnnnmP06NF6lyOEqKDC4O94fvCnQ/jqaRdpyUDxoZ9OVfkM07T0DI5b\nrcXmqFY2AC5rNu2hQ4cYMGAAHTp0YNtj8cUWOiyvc7ZUuDvogUrVKYQQonb4+OOPiY+P5+jRo0yZ\nMoVZs2YRHBysd1lCiBooISGBl156ibFjxzJ16lS3ttGzO9STubIFdVpO/Oo0tHU1F9aXi4cJ35IA\nVnjNsmXLmDVrFsOHD+eFF17QuxwhRCWVtyhVRRa6cldFukg9DRS9XX9haNw+hACbnbhj2T4NgI8e\nPUqvXr1o2rQpSUlJxcJXdzpnC54nHa9CiJpIbs/0PovFwj/+8Q/mzJlD69at2bt3L/fcc4/eZQkh\naqgNGzYwefJk+vXrx6JFi9A0rdxt9O4OdRWalqzxcmIKl9Yngc2GZjSC0QhQKrR1NiKhKhcPE94l\nAazwim3btvH4448TGRnJsmXL3Do5CiGqL2/OOXXGndmnzrgbKPqi/qKhsU1BaECAz8LNM2fOYDKZ\nsFqtpKSkEBLivMNVwlUhRG2k9wV4TfTdd98RFxdHeno68fHxvPrqqzRs2FDvsoQQNVRaWhrx8fH0\n6NGDdevWYcwPKMvjD92hZc2VLfz7lGcGpQBQQIO4aAKub+HWh4buhLzCP8mEdOGxkitrHzx4kNjY\nWLp27cqGDRsIDAzUuUIhhK+lZmVfmzFqNJKale3V/YeHdSbZGMwzWadJNgb7psPWy/X3DA0hyGrD\naLX5dPbs1atXeeCBBzhx4gTbt2/nlltu8clxhBCiuip2AW5xXICLilFKsXTpUm6//XZ++OEHNmzY\nwJo1ayR8FUL4TEZGBjExMbRv356tW7dSt25dt7ct6A7FaPDL7tDCv0/54SuahhYYyHWDTDSaGF9m\nmJqbnsmFhLXkpmdSJ6xTuc8X/kc6YIVHSnaNrdzxPmOHDqJ169a899571K9fX+8ShRBVoKIdqp7w\nZQenu/V7MqbA3dv+K8NqtTJw4EAOHTrEpk2b6N69u9ePIYQQ1Z3cnukdp06dYsSIESQlJfG3v/2N\nlStXOr3jQgghvCUrKwuTyUT9+vVJSUmhcePGHm3v792hRf8+oWkE3XoTDQZHVXihLlG9SAArPFJy\nLuPS3XsxGo2kpKTQvHlzvcsTQlSRqggbfcmd+isypsCXobFSitGjR5OUlMTSpUvp06ePT44jhBDV\nnb9fgFcHW7ZsYdSoUVy5coXFixczduxYDAa5eVII4Tvnz58nMjKSK1eusH//fkJDQyu0n7JGAOit\n4O/TpcQUrqxPwnzkW859dYzgju3KrNmXoxVkZnrVkQBWeKSga8wMoMHFdr/nxX+toH379nqXJoSo\nYtV9xmh59VdkITBfmjlzJitWrODZZ59l9OjRutUhhBDVgT9fgPuzy5cvM3HiRFasWEGXLl1Yt24d\nf/jDH/QuSwhRw+Xm5tKnTx9++OEHdu7cSefO1fcaozx1wjo5AlWbze1A1Vd3dhR21prNYDDQdP5k\nGg7p7ZV9i9LkY0zhkfCwzvzz1P/QFNgMBj7/f2GMvqFV4TxYIYSoKapqpqs7li1bxqxZsxg+fDiz\nZs3SrQ4hhKjpis7Yq20OHDjAbbfdxqpVq3j66af5+OOPJXwVQviczWZj8ODB7N+/nzVr1hAeHq53\nST7n6azags7ZxtNGenX8QM6Bw47w1a7AauPs1IW18u9fVZEOWOERu93Oh58fxn7D/aBpAI4FbI7r\n2xkmhBDeUHLmqz+MWdi2bRuPP/44kZGRLFu2DC3/3CuEEMK7auuMPbPZzAsvvMC8efNo06YNH3zw\nAX/5y1/0LksIUQsopZgwYQKbNm3ilVdeYdCgQXqXVCUqMirHF3d21O3RBQwGsNscD9iVV8cbiOIk\ngBUemTZtGl+9v4/AyJ6YAx0hgN6dYUII4Q2uZr7q+eHSwYMHiY2N5U9/+hPvvPMOgYGButUihBA1\nnS9n7Pmrr7/+mri4OD777DMeeeQRXnnlFRo0aKB3WUKIWmL+/Pm8/vrrPPnkk0ycOFHvcqqUP4zK\nqRPWiabzJ3N26kKwK7QgWbjSlySAFW5btGgRCxYs4PHHH+dBQyCrvv8ZBQxvFyrdr0KIas/fZr5+\n++23REVF0bp1a3bs2EG9evW8st+SXb5CCCEcfDVjzx8ppXjttdeYMmUK9erVY9OmTfTt21fvsoQQ\ntciaNWt4+umnefjhh5k/f77e5dRaDYf0JrhjO1mIqwpIACvcsmHDBiZNmkRMTAyLFy/GaDQSHnar\n3mUJIYTXFCwyaFH6d/afPHmSiIgIjEYjKSkpNG/e3Cv7ddXlK4QQomK3hFZH2dnZDB8+nF27dhEZ\nGcm///1vWrVqJSthCyGqzM6dOxkxYgT33XcfK1euxGCQ5Yk85c1ztj9049YGEsCKcqWlpREfH0/3\n7t156623MBqNepckhBBe5y8zXy9dukRkZCRnz54lLS2N9u3be23f/tblK4S/0DTNCHwK/KKUitI0\nrTGQCLQFfgIGKqUu6FehqCo1/SL03XffZfTo0eTk5LBkyRJGjx6Npmm1dv6tEKLqHTp0iP79+/PH\nP/6RTZs2ERQUpHdJ1Y6cs6sn+ZhBlCkjI4OYmBjat2/Ptm3bqFu3rt4lCSGEz4SHdWZW/wjdQsn3\nPz5M7NxXyQuoz7vvvku3bt28uv+eoSEEWW0YrTbdu3yF8DMTgK+LfD8N2KOUuhHYk/+9ENXWxYsX\nGTp0KA8++CDt27fn888/Z8yYMYULOxabf2txzL8tKjc9kwsJa2V1bCFEpRw7doxevXrRtGlTkpOT\nZeZ0BZV3zhb+STpghUs///wzkZGR1KtXj5SUFBo3bqx3SUIIUaMUnceqlCJa2TD370VQ7wjqBAR7\n/Xj+0uUrhD/RNO164AFgDjA5/+E+QHj+16uBNGBqVdcmhDd8+OGHDBkyhBMnTjBjxgyeMvXFkvQJ\nuRfNhR1TZc2/lU4rIYQ3nDlzhoiICKxWKykpKbRq1Urvkqqct8YG1KaZ5TWJBLDCqQsXLmAymbh8\n+TL79u0jNDRU75KEEKJGKTmPNfy/RzB37+rz8QDhYZ0leBWiuARgCnBdkcdaKKVO5n99CmhR5VUJ\nUUl5eXnMmDGDBQsW0K5dO/bv38/txvpOw9Sy5t8W67TC0WklAawQwhNXr14lKiqKEydOsGfPHm65\n5Ra9S6py3vwwq7bMLK9pJIAVpeTm5tKnTx++//57UlJSuPVWWWxLCCG8reQ81rNnzxFksfnFImBC\n1BaapkUBp5VShzRNC3f2HKWU0jRNlbGPR4FHAfnAWviNL7/8ksGDB3PkyBEeffRRXn75ZerXr8+F\nhLXFwtTLiSnFLuCdXcRLp5UQojKsViuDBg3i008/ZdOmTXTv3l3vknTh7Q+zavrM8ppIAlhRjM1m\nIy4ujn379rF+/Xp69uypd0lCCFEj9QwNYYE1zxG4Wm20++Un5huDSMs6KeMBhKg6PYDemqb1AuoA\nDTRNWwf8qmlaK6XUSU3TWgGnXe1AKbUcWA7QrVs3l0GtEFXBbrezePFipk2bRsOGDdm2bRvR0dGF\nPy8WphqNXFqfBDZbmd1Y0mklhKgopRRjxozhvffeY+nSpfTp00fvknTjyYdZF9ds4+r2NOpFh9Nw\nSO8qrFL4kgSwopBSiokTJ7Jx40YWLlxIbGys3iUJIapYWon5oCW/F94THtaZRf/ZyMp9B2l07ldW\nrVlO3bp16XmH3HUgRFVRSj0NPA2Q3wH7pFIqTtO0BcBQYF7+v7fqVqQQbjpx4gTDhg1jz549REdH\n8+abb9K8efNizykaplpO/Mrlddvd6saSTishREXMnDmTf//73zz77LOMHj1a73J05e6HWRfXbOPs\nEwsAyElLB5AQtoaQAFYUevHFF3nttdeYPHkykyZN0rscIUQVKzmTdN72VKY1a1D4fXJ6hoSwXpSZ\nmcmUsSMICQnhvf37qVu3rt4lCSGumQds0DRtBHAcGKhzPUKU6e233+axxx7DbDazfPlyRo4ciaZp\nTp9bEKbmpmdyJTFFRgsIIXxi+fLlzJo1i+HDhzNr1iy9y/EL7nyYdXV7WqnvJYCtGQx6FyD8w9q1\na5k2bRqxsbEsWLBA73KEEDpIzcrGHGB0zCQ1Gtmcl1fs+9SsbL1LrDF+/vlnTCYT9erVIzk5mcaN\nG+tdkhC1nlIqTSkVlf/1OaXUfUqpG5VSf1VKnde7PiGc+d///sfgwYN56KGHuPnmmzly5AijRo0q\nFr7mpmdyIWEtuemZxbYt6MZqPG1kpRaDEUKIkrZt28Zjjz1GZGQky5Ytc/mBUGW4Orf5QlUeq150\neJnfV1ZVvhZRnHTACnbt2sUjjzzCvffey6pVqzAYJJcXojYqNpPUZqNvcDCfWGVRKG+7cOECkZGR\nXL58mX379tGmTRu9SxJCCFENpaamMnToUE6ePMmsWbN4+umnCQgIIDc9s/AWV6DMVbdltIAQwtsO\nHjxIbGwsXbt2ZcOGDQQGBnr9GLnpmWWe24qeByt7jivvWO5s70ktBd2uvpgBW9nXIipHAtha7rPP\nPqN///784Q9/YPPmzQQHB+tdkhBCJ+FhnUkuOvM1uie31fAZsFU94zY3N5eYmBi+++47du7cya23\nyrxXIYRwh7MLWG9eYFcnubm5TJ8+nYULF3LTTTfx0Ucfcccddzh+VuLi+rpBpjJX3a6tv0MhhG98\n++23REdHO0Zsvfce9evX98lxcg4cdnlu83bIWNaxylPRWhoO6e2TsQOVeS2i8iSArcV+/PFHevXq\nRePGjUlOTqZhw4Z6lySE0Fl4WOdiQWTJ72uSkjNvfT3j1mazER8fz4cffsj69eu59957ndZUkwNv\nIYSoCGcXsFB2Z2dN9cUXXxAXF0dGRgaPPfYYCxYsoF69eoU/L3lxreDaqttGI5YTv5Kbnlk4Aza7\n30SU2QwGA03nT5Y5g0KICjt16hQmkwmDwcDOnTtLLQLoTXV7dLl2bisxw9rbIWNZxyqPvwWelXkt\novIkgK2lzp49S0REBGazmb179xISIrcWCyFql9SsbMxtmjtm3CrH9xUJPd0JTZVSTJo0iXfffZeF\nCxcSGxvrdD9VGQi7W7sQQujN2QUs4FcXtb5mt9tZuHAh06dPp3HjxiQlJREZGVnqeSUvrhsMMtFg\nkInLiSlcWp/E5XXbuZKYUrgStzKbwa7AbuPs1IUEd2xXo3+PQgjfuHTpEpGRkZw5c4a9e/fSvn17\nnx6vYIa1sw5+b4eMZR2rPP4WeFbmtYjKkwC2Frp69SpRUVH8/PPPvP/++3Ts2FHvkoQQosqVnHnr\n6YzbtPQMVh7L4u22LbGWE5ouWLCAV199lSeeeIJJkyY53Z+3AmF3LdqeypMtG2Fv06LKAl8hhKgI\nVxewWmAgSplB0zA0rrl3cmVlZTF06FDS0tLo27cvy5cvp2nTpk6f6+riOufAYbDZigXWdXt0AYMB\n7DbHxnZV44NsIYT3mc1m+vfvT0ZGBjt27CAsLKxKjutqhrU3Q8aiY1oaTYyvUI3+FnjK7G/9SABb\ny1itVmJjY0lPT2fjxo306NFD75KEEEIXpWbeehA+FnSr5nVojdI00DSXoem6deuYOnUqgx8dT927\n/kqai6CzsoGwJ9LSM3iyxe+wGg2gaZgxknrct4GvEEJUlKsL2CZzxnN26kKw2zk3fXGN695USvGf\n//yHsWPHYrfbWbFiBcOGDSt3NXFnF9fOQuw6YZ1oOn9y/u9QoQXp350lhKhe7HY7jzzyCO+//z4r\nV67EZDLpXRJQ8ZAxNz2Ty4kpKCD41ps4N31xpUfdSOApCkgAW4sopXj88cfZsWMHS5YsISYmRu+S\nhBB+rqbfol7RGbcF3arKYACl0Ox2p6Hp7t27GT58ONGxw9g4PB5zgJGXXHSbViYQrkj9tjbNQdNA\nKQwKnwa+QghRWc4uYO3nL4JSYFcoS80aQ3D+/HnGjBnDO++8Q48ePVizZg3t2rWr8P5chdgNh/Qm\nuGM7v+rOEkJUH08//TT/+c9/mDNnDsOGDdO7nErJTc8kO2Y8ymwB4LLRcO1vTC0YdSN8TwLYWmTW\nrFm88cYbTJ8+nTFjxuhdjhDCz+kxk7S66BkawnybGYumYbTZGfzjSYa1Cy32+zl8+DD9+vXjD3/4\nA51iBvBegLHc8QJVtehZQbetWYFBKV769X+ER/f0+XGFEMKb/G22nrfs3r2bYcOGcfr0af75z38y\nZcoUjEZjpfdb1u26EioIITy1ePFiXnzxRR577DGefvppvcupNMe8ceu1B2x2CDCCpmrU3xihHwlg\na4k33niDmTNnMmzYMGbPnq13OUKIaqCqZ5K6wx87cg1KlQpff/zxRyIjI2ncuDHJycl898s5Xqmi\n8QLuKNVtK+GrEKIaKujqLLhdtLrLyclh2rRpLF68mI4dO7J9+3a6du2qd1lCCFHKO++8w8SJE4mJ\nieHVV18tdzRKdeD4UC+gsAOWoECazp2I/fxFuUNAeIUEsLXAjh07GDNmDJGRkSxfvrxGnByFEL5X\nlTNJ3VHZjtyywltPg93UrGys+SMIbAZVLJw+e/YsJpMJs9nM3r17CQkJISQkpMrGC7irqrpthRDC\n1y4npqAsFq4kplR4Rp/eDh8+TFxcHF999RXjxo1j/vz51K1bV++yhBCilA8++IC4uDi6d+/OW2+9\n5ZUOfX9QJ6wTIVsWF36o12CQyS//nhRdGMwf6xOuSQBbw3388ccMHDiQrl27smHDBgIDA/UuSQhR\nTVTlTFJ3VKYjt6zwtiLBrqtw+rfffiM6OpqsrCzef/99OnbsWLiNBJ5CCOF9jltGLWCzV8sZfTab\njQULFjBjxgyaNm1KSkoKERERhT+v7IW2XKgLIbwpMzOTPn360K5dO7Zt21bjPijy95EsuemZZPeb\nWOmFwYQ+JICtwb777juioqIICQnhvffeo379+nqXJISoZkqGhnqOAKhMR25Z4W1Fgl1n4bTVaiU2\nNpb//ve/bNy4kR49elTq9QohhCifnnNgS66W7eltqj/99BPx8fHs37+fBx98kCVLltCkSZNi+6/M\nhbZcqAshvOnnn38mMjKSevXqkZKSQuPGjfUuya/54gOw6v6hY20nAWwNderUKSIiIjAYDKSkpNC8\neXO9SxJCVHPudor6KqStTEduWeFtRYPdouG0UorHH3+c7du3869//YuYmBjPXpwQQogKKZgDW9Vd\nnqVWywYwaGhBQS6DzoKL8Trdb2fD158xbtw4NE1jzZo1xMXFlRoTVpkL7dz0TM6/uAJlNhdbwbtg\nv9IRK4TwxIULF4iMjOTSpUt8+OGHtGnTRu+S/LrD31cfgNXUxSdri3IDWE3TbgDWAC0ABSxXSi3S\nNK0xkAi0BX4CBiqlLviuVOGuS5cu0atXL06fPk1aWhodOnTQuyQhhJv8+ZzrTqdoZee0lqeiHbll\nhbfeGLUwa9Ys3njjDaZPn85jjz3m8fZCCCEqzhu3jHp6IV9qtWxwBJ0W50Fp4cW42YIZO4vOH6Fr\nj66sXr3aZZBhaNwQNA0MBo8utK8dyxG+YjCgGY3kfvY1FxasRNls0hErdOPP73WFc7m5ucTExPDd\nd9+RkpLCbbfdpndJft/h76tOVb0+dBTe4U4HrBV4Qin1maZp1wGHNE3bDQwD9iil5mmaNg2YBkz1\nXanCHWazmf79+/PFF1+wfft2wsLC9C5JCOEZvz3nutMpWpk5rSWVF656GvaWNYO1MvNZ33zzTWbO\nnMmwYcOYPXt2hfZRUXqOhBBCiJrCnQv5kgFtqdWyocygNOfAYexmM5pdYVCK53vHErVhSanFay6u\n2cbV7WkEdb6RS29sBLsdDAaazBnv9oV24YW/XYFBI+j2mzFn/sBvKftBKQC5dVXoyW/f64rSbDYb\n8fHxfPjhh6xfv56ePXvqXRLg/7fi+7JT1d/n1ArXyg1glVIngZP5X1/WNO1roDXQBwjPf9pqIA05\nQerKbrczYsQI3n//fVasWEFkZKTeJQkhPOTP51x3OkUrM6e1KHfCVWdhb8Hjvg4kC4LPZhfPMmnM\nGEwmE8uXLy91+6gv+brbWAghaovyLuRdBbRFV8suawbsb7/9xr8+TqWPzUqgZsBYJ4iIaeOdhq9n\nn1jgqCktvchPFPbzF91+PSUv/Ot0vgnzkW8Lw1c0TW5dFbrx5/e6ojilFJMmTeLdd9/l5ZdfJjY2\nVu+SCpUVcPrDaALpVBXOeDQDVtO0tkAX4BOgRf7JE+AUjlsInG3zKPAoQGhoaEXrFG545plnWLdu\nHbNnz2b48OF6lyOEqCR/POeW1ynq6e38rjo4HeFqC+xGA2Yg9XjpTtqSYW+ToMAqCSSLBp9Blibc\nGz2Ad9a+SWBgoNePVZaSAfSqY1nSDSuEEBVQXqeSq4DWVRdS0Yv/TC2XuLg4vv32WwLiRvHIbXdx\n3T1hTre7uj3NeYF2u2McgZtKXvgD+UGxBYxGGjzUi+sGmSoVCPhDwCGqP398ryuuWbBgAa+++iqT\nJk1i8uTJepdTjKuA059GE9TmTlX5G+Gc2wGspmn1gY3ARKXUpaJdPkoppWmacradUmo5sBygW7du\nTp8jKu/VV19l/vz5jBkzhunTp+tdjhCikqrzOdfd2/nL6uD8n82G3aCBUtgNBpoElQ43S4a9qWYL\n5gBjqfEH3r5Nv2Tw2XXQYOrXr1/p/XqqaABttNtZ37YlVqNBumGFEMJD5XUqeXIradFG5KK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gZ7BpORkcH06dP561//ijGGzNcaFzu4Lfr46vb0FFhuD/X6JhJzdtPTGgbFPQ9H563ix1H/AODU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\nbC6ru3NQzQ2U6m7FuLHmggvrb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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": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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opf6slHpdKRVUSs1USm1SSnUlfp5UzHMQYqKkiIUQDl/QR+2TFfChP0DcgF9/nPCVS8vm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\nNX36dObPn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ZvAiX42xgtmNh04A3iRCPUvmZLeCrwF/MI5F6X+fRe4Doj3ui8qfQNwwL+b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\n", "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": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XCDWcUryGSd4MRwEoEZGSFW+KpxPZXv457XDrdVD7Mq6bIB5vKk7jRIqou/sN\nWloW4DjRYjdFRGRAVVXne98cui19xNvT1a7Tlm3lQsmsiMge9By8gey0JAAsqRkrofZlwIfPFyQc\njhStfSLFpM4cERlJHCdKW9tN2U62d1aMgWtug61V6Su8WD75AiWz5ULTjEVE9iDe9gJQC/gBC74U\nnP44YJgw4RSmT79B0yxl1FJnjoiMFI4TpaVlAa6bwOcLcsQRV7DxfzZB8jKv1oWxVEzr4vCrxjHz\nyg8Uu7mSJ0pmRUT2IPjuN6FyNiQs+CxceQfUroZVc/Bv+iz88xxQLiujUGXlEdTV/VqdOSIyIsTj\nTbhuAkjhugk6On4D9UHw93gDshWWuQ+8VzUtyoySWRGRPTjqzLPp/P5ieGEO1L8IWPj+VbD8TLam\nArx1Rwt1jXUKjjLqBIPVSmRFZMTI7AufGZmtqjqPjTxKdks9U+wWSiEomRUR2YNQqIETP/GfxM9u\nYueDH+XNr0+ElJ9McHQTrvaqExERKbLMvvDxeFN2+cPG5s1ezLY+6OkhtvxFQg2aYlxOVABKRGQv\nQqEGwpsX0/HNwyFVQfZXp3ExQQbcq86JOrTd1IYTdYa3sSIiIqNUKNTAtGnXEwo1eMXp6l+AQBJ8\nPRDogbrmYjdR8kwjsyOc40SzPUyazlUanKhDvClOOBLWaF0ZiTfFsSlLdtN1XwrO/gPVn55BqCGS\nvc6JOsSWxYjdE8OmLL6gT9OQRUREhlk4HMEcfwP21muguR5OXE31gv8sdrMkz5TMjmD9q7LV1TUq\noR3hnKhDy4IW3ISrJKbMhCNhTNDFdqe36LnwQcznl1Fd35S9Jvv33+Vmd/LRNGQREZHhFwo1UF/f\nRKx6GZwC48d/IbuVmD5Plw9NMx7B+ldl015+I1+8KY6bcCHVm8RI6RlwivCc1dgld4DP9R4/fD6H\ntl/XJyBm//4zW9Ia8AV9A05DFhERkcLaufMldjzXza676ln3/cd4/d9X0/yLJdl9aKX0aWR2BOtf\nlU17+Y184UgYX9CXHZlVElN6Bhtdj8ebwBnnFZGwfkhagmtO7/Pc3L9/U2GovrSa6oXVGpUVEREZ\nZps3L2Xdw3fANbdCIgh2NuBiK5PEqlcQOk+js+VAyewI1r8qm6ZEjHyhhhB1jXVaM1vCBhpdDzWE\nCAQmQn2zV0giaTFBQ/UZJ/R5bubvP7YsBqBEVkREpEg6Oh7y1somAl5HNBbwe/vGt9TDecVuoeSD\nktkRLhTyTiqmAAAgAElEQVRqUBJbYkINISUwJWyw0fVkshNq/wG3XgPNJ1J95j8RaliQfV6m8Fdg\nYoAt92/BTbhsuX+L1k2LiIgUwbi2T7BtywtgLNicAo7+it06o6V0KZkVEckx0Oi640Tp6tqAMQFs\n7Vp8c1+num5J9jm5U5ONMVjXgqviTyIiIsMldwcQVs/hjY9Nh8SRXq0LY8E1mAofs340S3G5jCiZ\nlbKibXEkH3JH1x0nSvMvlmBfqIUTj+XwBQ1UVy8cuPBTCqzPYvwGa6zWTYuIiAyD/juATG58PB2X\nDfj9HH754Yw5aow+H5YhJbNSNrQtjhRCrHEF9sv/4a25MRbnFIfqG+ZAzuz//lOTa26vIdmZVNAU\nEREZBrHYMtyXjobmOtz6F6GuGV+wzktoK5K8eci/M67z/YT5WLGbKnmmZFbKxmCFe0SGpKUeEgmv\ngrG17HriUF5oWsHsR8cw5dT3AQdW+EuzCERERIbOcaK0N/4NrrkFkgEIJBn/P+MZ/1tY96u7YMcY\nUrdeguMamu9cQf2f5yvulhEls1I2tC2O5JvjRKGuGfy10JMpHgEkYd2PfsNbv0wRqJycrVq8r8FR\nswhERETyIx5vguUnp7ff8UEPbH/GZcxlz0D983Dl7ZDyAwabSGmwo8womZWyoW1xJJ+y628OTcCV\nH4XbvwQp6500Fh49i61uCmgndk+M+qb6ff43p1kEIiIi+RFY90FYvhNsulqxr4fY5OuYFfg8/PLj\n2UTWO2c02FFmlMxKWdG2ODKQA5nSG4834boJIAUzWvF/4GVSr4+DUBxenguuj8xIrU3a/UpINYtA\nREQkP5IrpoL7uvfAuHDGcuycFjb9+BX465npqyxgOfLL0/Q5scwomRWRsnagU3rD4QjGVGBfPgau\n/j6pZMA74UuBa8j28gImsH8JqWYRiIiIHJj+HdS5HcRUJOD0PwEuux6rSj/DZL++8cM3mHTuJMXd\nMqJkVkTK2r5O6c3dny4UaiAUaqC6+lLaf/429FSQDYauD/wpcC0YOOTMADO/se9TjDM0i0BERGT/\nDNZBnekgDszfRMdhU9i2bTV88ClYMZ9MxzMY3G4t7Sk3SmZFpKzty5Te/vvT1dU1ppPZhcROXIL1\np6AnMxrrY8LntvGO/yWqTjmamf+8cNh/JhERkdFosA7q3g7iaYx1bsBxnsb96O/hofOhbTq9s6m0\nZrbc+IrdABGRQsr02M749oxBpxjnro913YRXGREIhRqo/8SdjL9wK5j0yKwP4sn/oeu8f+eN8Oe9\nisciIiJScJkOavwM2kEdCjVQV9dIMDgVzn8ofdQbnT3sCp9GZcuMklkRKXuhhhDTrh+86EM4HMHn\nCwJ+fL4g4XCk97mhBmq+eBYmaLyOXeNix3fSP/EVGY0cJ0pb203q1BGRYbEvHdTgxe7p07+12/HU\n5NZCN1GGmaYZi8iol+nFzV0z2591rdexm/LBD78IR6/HN/fVPonvgVRNFilVqdTOAafni4gU0n7V\nnPjDWelvvGnG7zxUA9cXqmVSDEpmRUQgW/RpIPGmOPTkHOgJMP7Vy6n55LuyzznQqskipSqV2r7b\n9HwlsyIyUnR0PASJ8/ocO+jIQ4vUGikUJbMiIvSOqgYmBkh2JvuMrgYmBnqLIaY3ZN9ecw/wruzz\n+xSl6HZZf8N6pt8wXQmtlC2/fzw+31vZkdncWQoiIsWSiedsWgSvZZJXCybFxMVvF7Vtkn9KZkVk\n1MuOqna74AI+8FX6qLm9hmRnku2tbWAs2HQRqIa/watTWXX2eqYvnMaURVN6qyan77HtT9twnnY0\nQitly+8fu9fp+SIiwyl3lhR2IpkKxmDhmHUkZzvA+4rbSMkrJbMikneltnY0O6rqpg+43uhq65JW\nrLXg6wa/L73fLPBsAzzzARLAur+uA2DKoinUNdax/ob1bPvTNu8ee9jXVqQc7Gl6vojIcMudJYXJ\nTKlKfz37ccLhrxWraVIgSmZFJK9Kce1o/1HVDJtKF31yK2DiVthaBfjA9aev8EZqOx7qYMqiKYQa\nQky/YTrO084e97UVEZHy5zhRzVwYBrkd6Ll7y5ugwZ77ILwwFyZ1cuQHz9ffQxlSMisieTXYhuYj\nWabU/4abN9D5SKd3MCepxfpg6yRyN13PJLIAVedX7XavUhqZFhGR/HKcqKp9D4OBOtAzMTgwfxOd\nnRPpfHg2tFbwxsd8TGp0FJfLjPaZFZG82pcNzUeiUEMId5c7yFkD+MFkklhvz9kxNWOY/ZPZTFk0\nZbd77WlfWxERKW/xeNNu1b4l/wbrQA8v3swrlafS+cA70O3rc17Ki0ZmRSSvSnlksur8KrY9sY3s\n6GsAb92Ni3eswmCMwaYsvqCP45YdB0DbTW0l97OKiEjhhMMRfL6gqn0XWDgSxlQYrGsxFSbbgR6P\nN+G+NBOWn54u3mjBZ0qmg132XUGTWWNMGPgpcDzep8PLgLXAg8B0YD1wobV2WyHbIaNbqRUjKgf7\ntaH5Poo6Dk3xOJGwF4gy3zeE8vc6Yy9qg3V3wFPvhQ89y+zTr+WtX6bYuqzbWydrexh/WpCxRx5O\n9cJqgJJbHyySz9is368iAwuFGlTtOw/2ad1xur6TTVliy2IAhOdEMC1rsT0VZJcFDTb5SkpaoUdm\n7wCWW2v/1RgTBA4Gvg40Wmu/Y4z5GvA14KsFboeMUqVYjEh2t3TzZr7Y2krKWgLGYIGUtQR9Phrr\n6vKW0MbjTfCR38FHHgF8dMZqcf5xNLjTvHWzPYa3/+CyY8wWqhdWl+T6YBHyFJtTO1P6/SqyB6r2\nPTT7su44tiyGTaaLNfZA+0/a2XL/Fuoa65ha+xk22h6ys61cFKfLUMHWzBpjQsAHgbsBrLUJa20c\nOAe4P33Z/cC5hWqDyEDJhpSWqOOwpLWVpLW4QMJaktaSAhKuS1M8P3+nm5duZvO59fDN/w2r5sCq\nY+n89PvpiaYT2WzXr8HtdrOjUaW4PlhGr3zG5tT2lH6/ikjB7G3dsRN1iN0by4ZnACzZGN3zFunt\neTLTjJME5m8atvbL8CjkyOwMoAO41xhTB6wErgQmW2vb09fEgMkDPdkYswhYBHDUUUcVsJlSznJL\ntCvZKE1N8Tiu7Y1UPsBvTHZkNjPteF8NNC1y89LNrPvcOmAM8AF49r3w3mchEQD89EbKdEB0DYGJ\ngZJeHyyjVt5i8/TJ0/X7VUQKwnGidHVtwBg/1pJdd5wbw+NNcWyP3f3JLvQcvIFY6EqouAl6AmBc\nuPIHJGe/F3jfsP88UjiFTGYrgJOAK6y1zxlj7sCbtpRlrbXGmAH+FYK1dimwFGD+/PkDXiOyN0o2\nSl8kHKbS56PbdfEZw52zZjF37NgDWjM70LTznS/t5LXrX0tfkV5XY/3w1w94wY+cXt3sNZbtL2wH\nCrM+WKSA8hqb636o368ikl+504uNqeDwwy+nunohrJ7TJ4bX3F6TLf6EoXdNrA92vPEadlqSbFz3\nu5iZb6gQVxkqZDK7CdhkrX0u/fi/8QLmFmPM4dbadmPM4cCbBWyDiJKNPBvugi8NoRCNdXW7Ja8H\nsk62/7TzPvvK9pFJan39jlly95fNpUI4UiLyGpv1+1VE8i13erG1MGbMUYRCDbQ1tfXG8HdcXr3u\nVWwivV420/3mAxNMEXjXZvjZKdBT4cVyt4LqLXdoDXMZKlgya62NGWM2GmOOsdauBRYAq9N/LgG+\nk/7620K1QUTyq1gFtRpCobwUeeo/7TyxObGXZ+SOyOauuzHZasagQmNSOhSbRWSkG2xbo2wMf8cb\ngk29ndr9yfNWYi+5jzc7fLD85t5tefxQfcYJw/dDFEg0Ck1NEIlAg/JyoPDVjK8AfpGulvgacCne\nkrdfGWM+A7QBFxa4DSKSJ/tSvXckj1Bmpp3Hlr8Idc1UbKxn+99zrxho5NX0+wqh9/cdjVJVYykx\nis0iMmINtq1RJoa3nNKCu2uAfXaCKbjkPqh9GX7xCUilt+UxKUIXvV3ycTkahQULIJGAYBAaG5XQ\nQoGTWWttMzB/gFMLCvm6IlIYeyuole8RSseJEostA6C6euFepwfl7kWbO5KbSbADEwN0/u0VOluf\nhofHQs8qgkcfSyKzZHbAKcS5SwdN+kjf5YQqNCalRLFZREa6wbY1CjWECBwWoHt9d/aYb5yPyZ+c\nzPjztvJK5au4rh9OfAkCSUhaCPRw8LmlX8W4qclLZFMp72tTk5JZKPzIrIiUkb0V1MrnCKXjRGlu\njmCtNxU4FruXWYlGkium9q1E/Me/0vHHV3j7/UdwejhIwnX77D+bTbC73XRxCAu8N/s6Caw3JtWv\nk3fMrIPoau2i71RjT09Hz24j0Co0JiIi+8JxoruNOsreZeLuYRcexsabN2aPH7H4CGZ+dyZwDGMd\nb0Q3MHsirXwd+0It5sRVVC+4s3gNz5NIxBuRzYzMRiLFbtHIoGRWRPbLngq+5HOEMh5vwtpk9rF9\nuYbWa7uwydezo75b//4iG6/pBncq9gdJFty6gUdrj87uP9sQCvUm2NlkdffR18BUSG5w0+cMGOh6\nrSvzyjnP877ftW4XzR9uxvbYPiPQSmJFRGRPciv1+nxB6uoaldDug/4zvw77xGG8+cs3wcIbP3yD\nSedO8uJwzoju2E/MJX52E+Hw4rJ4jxsavKnFWjPbl5JZEcmbfI5QhsMRjAlkR2ZpmYdN+rOjvrFl\nMdp/moSUHzCYBERa3uaxWrL7zzpOlK5jVmCCc7Hd9Bt97V0fm9wI2UQ2k7ymco/lMpDC2wrAao2s\niIjsu9xKva7bRSy2rCwSrQO1r6PUfWZ+dbm89dhb2SrGbrfL+hvWM/2G6X1i8WBTlUtZQ4OS2P6U\nzIpIXuVrhDIUaqC+vim7Znb8BZ/klZ+ncLtdjM+wc/VO6MlsnWPB+pg/bSJ3T/gDNVWnMu3vL9P8\n67uw4zth3ttUdrwPm4TE6+ky/ukRWP8xb5H6xwT6JK22/zcDbMtjAR9aIysiIvvM66j1Y20KsMRi\n9+5TTYhytD+j1NmZX10uWOh5q6f3pAvb/rQN52mnT62OkVyQUvJHyayIjFh9elWPAW7fTOuSVmyP\n5e2/vJ1zpQFjoa2Radt+RvK7b7PuwQvBXUgmAe1Ol20ymesBSJEiBkxIP+5f7Mklm7UOkNBOOGXC\nbj3BIiIigwmFGqiuvoz29p8AFmt7iMebRmUy23eUOrHH9yEz82vNwjV0vdKVcyYdl92+M6W0Zd7o\n4dv7JSIiHifq0HZTG07UGZ7Xc6K0td2E40QBSHYmsTYzspqTeBog2OONwn7pFvjlReAaen/FedOF\nTZ+pxBZb0QNn/QFMKns/m73eegnyzFf6tSo9r8kH/oP9xJbFdns/hvt9EhGR0lFdvRCfbwzg77OP\n6miT2U92X9+HUEOIo647aoAzXkw2Qeg65nds3ryUV359P253T5+ClFKeNDIrIvtkuHs5N//xr7T+\n+i5s3Up8c79NXV0j4cgcTAXYVKZYUzqhfd+z8O6/wQ+/CMlg+g695/tvpYNJ4b73b6Q+/mv8uPj7\n7CVrsVjvyII/wVOR9Ll+U45dl62PbAWg/a52Zv/nbKYsmqLeYBER2aPB9lEdbfblfeg/VXjKoim8\n8+o7bLx5Q/oKLyb7qnZi/9e3aD+0hfZ1LsycA/7bwFZgKrQcqJwpmRWRfbK3bXdy93JNdiaHtEbF\niTq0/nMXNvEpCHwM99briE9rIsyc9DqjnOTTpODYNfD2IdATyDmXmRKcwqSnCVss8WNjJK9ezt9m\nb2Mdp/CxX/g5wnrjtpmk10xbjz3/IczbIWhMb7ref81s7sSWFLR+sZWxc8fmdXsiEREpT+VYnOhA\n7Ol9GKxzeOZ3Z/LWMxvZ+WxvR3Xg+G10z3kRcGHVHHj8tGzRR+9zg5QrJbMisk/2tO3Obnu5+sBX\neeCjkvGmuFe52AWSFtMyj/AnI8QfiKerF4M3DdiFYBLqX/BetCKZMzILkIJAD14FYh9u0M8r3wgy\n78hfcbZNcPqqE1i75Uqm+lPYVDpRndmKnfMPzNGve499LqT6r5ndfXsfm7LZ3uN8bU8kIiIyWvXp\nHO5XsXj2LSfywodegKSFgGHaV2fwii+I+9JMuOZ7kAiCTcfrFOpYLmNKZkVkn+xp253d9nJ1939U\nMncqUW5CaAKGWRdc7vXcRpzscXwpOOMPcPrjUPsPJkw4harfj6Pzlyne2bUOjllPsmMnydo/Ahaa\nT+IP9UcSm9rBSTaBf9Wx+K65iROyAS/t1dmYV2fD8jPgih9C7Sp4sY6+xaEs+Ezvz2u85D0wMUC8\nKU7N7TVDHp0WERHpbzRV6A1HwpgKg03ZASsWn/jUiX3ei7FOI+sfXce2nsp0XLdefFbHcllTMisi\n+2ywbXeyASe99+r+blkz0FSigRLn3IQ6MH8Tr1T+OF3Sv5KqqvNJhv/CUbdFCIU+693XidLS8hNc\nN0FP7Wss5xbgCFL48T1+GqY7CPjSa2RN9isAyQDcdjXY3CJS6eJPwRSzfziHZGcyO606MDFA65da\nsQmLCRrqn6wv+w8aIiIyfEZlTYbcfmTXG6HNdJTnfibJ7Fc77oj3E/e5WGsxAR/Vl1ZTvbC6/N+n\nUUzJrIjkRybgVMDhnz18v4LHQOtMp10/bcDn9wavaYx1vMIRgcBEXnnlqt32qsstLnHX2zNY3VkN\nwN9WXcoHHjuLTIKaO2k4W/wJ0ztFKZPEArzvaQ67MsCUC07p00MeWxbDdqcLTnVbYstiCp4iIpI3\no60mQ7wp7o3K5nKhJ97T51B2v9qXZsJXT4TUGIzPMPXKqVSEleqUO/0Ni8gBySRyPfEetjywBZtI\nBxwLY44aM2BxqMGmRfWZVlxh6NrQhRN19nqPTMLa1nbToHvVZa4523H4/dMvMOcF8G85HZPyQ780\nFpPCHP0avFrD7mtjjTe1+bi1+E84ZLce8gmnT6AcRKPQ1ATxODQ3w/nnw6JFxW6ViIiMhpoMucUk\nuzZ09Z31lbbxexsBmPT1N4nHm+jq2uB9Bnj8lPRaWa9jetP3N2GtHT2j2KOUklkR2W/ZRK7L7TsF\nCDB+M3BxqHTwHWg9aWb6cGxZjNg9MdrvamfL/VuywceJOjR/uHnQKbyZveoyI7MD7VU3ZzXcdq3B\ndltMxaHeFj/J3r1ljXEx81bAynfRm8jmVjB2IZCE+mba29fBkxf36SEPVgcxQYNNWkzAUL2wOl9v\n97CJRmHBAujqApv+e33iCe+rEloRkcLZvHkpHR0PUVV1PlOmDPwLd0+1K/ZmpK+1daKO9xng3pgX\nm9PFJE2FIfSBEM7TTu/nDQsbb97IxtQd8JH/wRg/rJ7r1brIqYFhe7wnjIZR7NFMyayI7LfsVCe7\n+7nqy/pOL+5fjXDd4nXg4hV2+uGsPoltdkpRvylU/afwvnLnY9TMmdZn9HVPe9VFHYe2X/+V6u4x\nGNcHKai+/HC2dCdpXrmV2pddfNZgVvxT+hk5e9jigj8FZ/0BZrVCc713vq4ZX7Aum6RXL/TW5WR6\nlDMbtJdS8Gxqgu7u3kQ246GHlMyKiBTK5s1LWbfucwBs2+b1IO4pod3fuDLS19oO2kHuegmp84wz\nwOcNC78/FT7yCNbCwX9Zwq6eIN6WfX230uvfyS7lRcmsiOy37FSn7pwKxgB+dhuRzJ0WBUB6uzeb\nsF5iC9ngum9TqCzb3/5/tLRcll0bC4PvVRd1HJY0/4KbZt6FDdyESVZgghVUL6zmifYY3S95cc9Y\nH70jseltfy76vzBuF2Pes5Ourle9cv/JAASSjP+f8VQ3Hj9gT/dI/tCwJxMnguvufvz884e/LSIi\no0VHx0N9Hr/22vXA4Ant/hrpa2136yDP9CdndsUbcJtYA601sOp4jAmw6+Ga9PPT8dsC+MHs3sku\n5UXJrIjst9ypTjtX7eTNX76ZTWp3vrSzt7pgetrQhNMnEKwOsmv1Lpy/OL03cgHbt+jTQFOoqhdW\nE7snhk26UJGA05fvtjZ2sClUTfE4tfYFKmpfxNx6Dbb5RMZ/IMjOHQHmfrKHVBcYa7C4vZWMAY5/\nEf/iX5FKvUMXLvziYi+Rdf3QY9j+jMuU/7N7D/lI/9AwkMw62b//ve9xY+C66zQqKyJSSFVV52dH\nZAF6et7KjtTuT0IbdRya4nEi4TANoZylOCN8rW2fTm8D408aTzgSpuftHt56sp3utX1HWnsFmdB2\nLb6tM+hMpj+EGBca/gor3g09PnxBf0ku+5F9p2RWRA5IZqpT201tvQdTsO4L3mjr2LljvXWu6enB\nVIAxOcHI7039sSnbJ7gONIUq1BCivqme2PIXiU2+BjtnbZ+1sXuaQhUJh3mQE+nBj6ldg692Ndvx\nseMBF7o/jd+CNRYzqQM6Dut90ekbMKYCL+NOQf1KCFzsbdBe0UNs8rVUO3fuNho80j805IpGYdky\nuPde6OnZfVTWWgiP3OaLiJSFTML62mvX09PzVvZ4R8dD+5zMRh2HBS0tJFyXoM9HY11dNqEdylrb\n4dCnbsa9Mbav3M6OF3Z4hZ9SLrvXsPD4gj6qak6l9QetOTsq9MDHf425+BGqt9xB9RknjLifV/JL\nyayIDEk4EvaSUjcdSVxo/WIr1Z+p7q1wDNDjJY0AGDj88sOza0z3Jbh6Se4HqHbu3G1t7ECjodnj\n8wNMX3cQ/uaPYepXQu1qwMWO74R0m401sOBP8NAF0FPhBcPTn6Bi7QfoeS4EdSsBC6c97jXm9Cew\nc9b2GRnObedI/tCQMVCxp/58PohEhrVZIiKjUiZpzYzIgjdiu6+a4nESrksKSLguTfF4n9HZA1lr\nO5yydTN6vLoZ3pY8mbnGOUuA0gnt+HePp+b2mt7n4J2a9MmDGP+RiwesnzGSZWZIRSLQUDrNHhGU\nzIrIkIQaQsz60SxvRDY9spfZF84ETd+RWb/B9thswaQDCa4DrY0NzN8EFV1gvUS05+ANtCxow024\npPzwRXsk/tQlmMDF2FuvwdSu8dbaZAOlCzvHwW1XewWe6psBH11LPu9NLa74FNgUpCq8isan/2nQ\nqsmZ92Qkf2gAL2gmEr2JrDHg93sjtBnXXqugKiIyXDIJ7d6qGmc4TjTbuRsJzyHo82VHZiMlMK2m\n//Kg7MymbCGo/iOy6a9+qLm9Jhtnc2dDHXl5HaFpHxz+H2YIli6FL34RUimorITGRsXe/aFkVkSG\nbMqiKYA3ImtTFl+lj/EnjgcgGUsSqA5k16wMdcQyN3hnktrk7L/ArQ9A8wlQ/yI72q7FTUyDlLd8\nxuD31sUmLaZlPpVjptO9/Az6BMrlZ8DsDRx88BwOmjiDzsb1vWtkky7g90r+9/iY0HYt0z85u6R6\nffuLRCAY9BJavx/OOguqq+GQQ7S/rIhIsUyZsmjQJDY3/gG0tCzIbklXV9dIY13dgGtmR6LBlgfV\nNdbx2o3NOI8lwTX0HZn1vhx5zZF9PkNMvmQyiViCYHWw9/4DfFYYiaJRWLzYS2TB21GgqUnJ7P5Q\nMisie7Uv+9NNWTSFsXPHEm+K0xPvoXVJK9b1EtvcNawHksRmN1Gfv4lXKk/tE7xDoQbC4Qjm+Buw\ntaswJkDV7BqcH6VIJVxSBoxrvCnOAQic+n66//iMN8qam8ymKuD2z7PL+nhnKbDkDm8UNmnB74Lx\nQ8qPL+hn+r+cC6uhraltRE8l3pOGBrj9du/PO+/A73/vrZkNBtUrLCIykjhOlFhsGbHYPVibwucL\nMnnyJbhuAlYdg9t8ErGtK2g4r2HAJHbz0s10PNRB1flV2c7nQrVzoARyoM8Q/ZcHbbh5A+4ul3H1\n43i7scfrPPa7MP01eLWm90UsbLp9E5POnQSkdw/I7Kzgg9h9m5j64Bts2nQ79oVazIm/pv4Tu9e3\nGCm+9rXeRBa8WVJa3rN/lMyKyB7tz/50mePNH2ru3az8HZfYshihhtABbdqe+/omkMLeMhNqX96t\nmjEYWDUH2zIPLoC6xjpa7tpI4udbqbDg+gw/WFLBxMP+H5+uex4CH4cEYH1gUt7+PK4PrB/b7VK5\n4RS6b70OHj8FjI/D3vcu/K+fCHgVm1+56pWS3H4nIxr1pjUlk32PJxLqFRYRGSkcJ5oege0iU+XI\ndRMAmNUnYK/5D0gGiP3CT3Wjs1ss2rx0M+s+5xVm3PbENoCCJLS97UxgjJ/q6suorl4Iq+cM+Bmi\nfwXjzkc6c9ro926aAl47mv6Fn2zCZpPfPlsEut65jXe3wOPe+2IDSWLVKwidN/KC2tKl8Je/9D32\n0Y8q/u4vJbMiI8CBJHnDZbDiSrFlMYDdpg/3KcaQ1n53O+NPHH9ACWDu61v8mJZ52No1fdasxuNN\n2JdnZfeBbf1ZF/V/BnNkgIoU+C1gLR94u4VX7Hbc2n/gW3In3PElSBnwWbjgQa8AVNIH1tD9yDFw\n5Ax44nRIBnjzsRSYdkhBzMS8gldu6Wy/019T0+6JLHgjs+oVFhEZGeLxpnTy2rsJq88X9BLFLRfT\nnuwB12ATDBiLOh7q2O1xIZLZ3namsC8fQ/vP3yZ24hKqt9wx4HZ1oYYQNbfX0PFQB92butm1etcA\nd/Xi8UC85Dc9s8rgFYAwFvwp7/vsMiELLfVwXt5/5CG76abdj33lK8PfjlKnZFakyPZn5LMYcqsV\nG78hMDFAc6Q5W6m4/e52jK+3sFPN7TWYCm99alaPF0APZP/V/lvd1FxwOckZx/SZxhQORzAta7Hp\n4GWTXlB//LgE7w8ASYsv0M28+p/yLlZ5+8luD+P9CkxPNR63C854DB79qDdam/LDX97fGxBt+jpr\nsD7vvbDGjvjtdwYTiUAg0Deh9fm8acfqFRYRGRnC4Qg+XzA94llBdfWlVFcv9OLfGQ5bvtf7+aHn\n4A20fKWJqlNrmHLq+wCoOr8qOyILMK5+HG035X+JTLadLx0N19wCiSAWi3NOO75g9W7b1TlRJ9vB\nPaQ/k8cAACAASURBVOAWskDuOlkTNBx09EHsWpNJejOJbIqDT/Lzzove5xCsD7ZN9D6HpCwmWEH1\nGSfk7efcX3uqUrxjR9/H4bDi74FQMitSZAONfI6UZNaJOt4IbG+HMNtf2N43UU2mt9yxXvuTnUmv\nuvHidd4UIcAEDFXnV+E87ez3/qsDb3Xzvr7XhBqYdYFL68+6sEmy9/+9fwsP3wqXNLcwr/5u/LWr\n0s+wUNfs9eC6Bnw92QrG3khsBQR64INPw0sn5KybDUKKbNKe7EyOyNH0fdHQAE89BZ/5DKxZ4x0z\nBjo7i9suERHpFQo1UFfX2Gct6ualm1n/UAvj6scx+ZLJ/H/2zj08qvJc+793zSFIAhMIkUkEgpKA\nTYAET22k0lhEtEKLUg+tLba6Rbd4QGlt3d/XSuv+SrWiWGVbsdWSrVbbTatFLaLYiNp0WzQJSJQk\nCCEhGQgxM4SEzGm93x/vrDllJieTALLu64pJZs06RuZ57+dw3wDWMw/S8KMO8E6g7cEu3LdvJX/N\nnHAVtmVDC2lFaex/dP+QJM8djmJyva+z9w/78HntGMJNnS+eysS7TyNwOBDz/ui1DxbIWJRB+7Z2\nfI2+bsdOyUnh1OUBOjt30PkfZ4ReDSWYNYnlTBey0qmIbEDAO7ORtogF4LGK0YZKsd+vksU/+AHc\nf39k+/XXwwMPRH43RRcHBpPMmjBxjBFfeTxeqnzhinFYIh9kQOJ3+VWMMgQLLKgMaCBSpXQUO0id\nkRrTimy8NpB26kRWN/Gt2dnzZpP6pnrtrYIA/2/kXvYe9uIugK2MZlblWQgkWpjQ6iB1ItVZwYiz\nu+havSLKngdsC3Zgs45hwg1fIDVt+nHbDj4QFBfD8uURSwCzxdiECRMmjj9EW9J1m4EVoI3QSL18\nP3hPRSnvSw4+EiQ9v4nspdnhr/pV9UOWPPeUe6j7RhDdmxV6JaJA7C5z07GjA92nc2D9AQq3FKqu\nLzvKvk8IMi7NYNLdk6j4SgXEjcB493ppWOGHgnZivGeFDsvXkjX/Bxz5YyBkCxiq5oaOcaxidXk5\nLFsWsbvTdUVcp0yJkFaD2P75z3DFFbFE10TfYZJZEyaOMYzKo0H8hgN9mdENZ02jqrLCKmh9tTUk\ntqCChrAI8n6d161KmYiA9tV/tTdJ/WSt2Y5iBy/kdHBTzR4IdVXl74RbV5yB5j8dYfkOXPIqzN+s\nCGvQEmop1qBqFpmXZNNQ8AAUVMPOfFixGr/fht8S4NORQVJvhJx7cvr4lI9/lJfD7berrLHFYrYY\nmzBhwsTxjvgZWKMrKiXlNNrxE00iG9c0xszHDnbyPFol2d/qV2sGPXT6qFlXe7ad9vfbY0h0+i1N\nyFsegTXLICioXV7DhNsmkpKdgrfe2/1kQStsL4zctBYk5br3GJt6F6lp07GfVo13b4L9jhHKyhSB\njceGDbEV2PvvN0nsZ4VJZk2Y6AOGQ6DpwPoDMVnLoTpPX2d0o4OesAic1yuhp+Z1zRGCC0i/pL2i\nnWmPTxuc64tSRIy234lGT63Zv2tujnnvBTs0bH4diy5At6qZ2M3zYdljEesdW4BT5+Vjjf5ErCyK\nzMvqGod+H+TT56uOu5nmROhpRicaDzygPO1AVWb/9jezzcmECRMmjmdEZmBDpFVToy+nZJ4GNBAT\noONmUROP7QwMu3+0m4YHGgBVIZ5498QYonzabadxpPIImYszSZ2RSttrbTEk2uX6JdScrpLJaMij\nMny8xIiy0hNBOP9/8T0/m2ZfENeqytjxpxCso48dzSkpgZQUZX0XjcWLj8nlfK5hklkTJnrBcAg0\nxZCzroiVzVAgGRGMr4bGBz2AfQ/sAz06YKhZWdfTrn7PpSSqvno85ezduxJd9wJ6AvsdhZ6yy9kp\nKdDeHv5dfHkUttL2ULu0UF8+Kxx2QLileDup530bmy0jcpKiSkV2DfseKYZsprnc4+mz0X1vRLW8\nHObOVRY7hmcsdN+nvBw2bozd96WX1IyPSWhNmDBh4vhE6tX1UPMIvHU+5H1CxohvYU8ZT8ODBhGM\nMNiMBRnd9u9rh1RP8JR7uhFPV6krvGYIuANhImtUhqPXEx05L9D8l3fg1dXEkNS+QEhECozNu4DW\nf6hKsGov7o6GBxo4ZcopQ+qtG434+Lxli/rd7YbKSigqUroU5eVmF9RgwiSzJkz0guEQaAorBgcH\nTg77c654IhjjD1c9E+eBR3BeMjMc9JrWNVG7rDZkuWMEnCBqbkXNy/bnuSSqvgKh1xSRBS3Gfmdd\nUxMbWlpYnJnJ0uLspNnlS8eO5a+HDhn+6cz66nhyX+qk8VcH6XxdmawjLYyZ/CXaCl6Ago8Qwo7N\nlkFLywbCgbWgGgyf2U2Xgm4fkpnmco+HuVVV+HQdu6axpbAwKaFNRFTjA2JZmdoeDKrvpaWwfn33\nfcrKlHtBNKRU87MzZpiB1oQJEyaOR7jdZbBgIyx4EXZO59MffBPZ1Zzwvfsf3c+4RePCMdLjKWe7\naxOVFHKOcy47OjoicTW774TPsOiLht9zFPKr6Vjr4OCzB4FYX1vjGlybttPc8Qq89V3VOtxXEguA\nwH6anck/mczRo7tpjUmuJz7OUFkRxSNZfC4uVtsOH1ajPIY+RaL4bWJgMMmsCRO9YKgEmuJbl53X\nO2l+QrXw9pcc9geJ2ozq60P+cDunIVf8gmZ/gAO/Ui21QIwycRgWJZqEpN/PJdqPzqi+gmEEr2jo\nmDEXMXnyShyOYtY1NXFTjRK82NymguPS4myq8+E5t5sSDxQ7HJR7PNxWWxv2T5fAb2pfZKr9B5Cz\nGMT3QFpACAJvzoQx0yF/O1IGqa29HSmNeSMNTUsh9/Lb8C9oxVaTin/bhCFpMy9zu/HpOkHAp+uU\nud3dyKyR7d23L5aolpV1D4YlJSpQGgEVEu9TUgJWq3otGsFg4uOaMGHChIljjxirnqqzkT5L0vfG\nd19VVM4lKL3kYePm5ocI7Mzn6j9AoLWN57/v5pq782P2TzZilV6SDhai1gUSTt1HxZmngCsr5hjG\njG/z75o5UnEEGdRBX07UcC39IbS+Rh+1t9Ziy/cAqUQuREt4nMzFmX0+9mdBaSl0damksNcbiaPl\n5XDhhZGRHkgev00MDCaZNWGiFwzmjImBRK3LziXO8NzsUKsax7cZhYNj5VmhOdFIS23Xvq7uRBbU\nnIsAYRHkrsnt13OJDsbR1dfo1wwiC7ChJVbw4p9vNPOF3e3cMd7F9nwZrmiWulzkfigpqlTdw9UF\nkC8rkHgRRR+A/Vrwa6AL2t/U4e0H4OE7oeAjpAxJDu4sYMSubzJp4Tyys0MWQDnAvJ7vqbdW4XKP\nh1KXEvla4nSG31OSno5d0/DqOpoQZNhskX3KVYB8+mmliGixEJ7rTaY8HN3aZGyPrsxG7xNfmQV1\nfFPR2IQJEyaOTxhWPa4t2zj4ygyCCUSGALDEJprd7jKk9GJBR+7M46bXrEx9RbnOAfCjgzSlp4er\nmL2NWGXdmEXrxlZ8+7sACfWnh7ZEyKkE2lq9tIXUlxUMAmuhv0TWgPRLfNtHq/1FAKxBhJaCDNBt\nXncoq7JGojkjA37720hM1XX1GqgYHk1khTCdAwYbJpk9yTEcwkafBwzGjEk0ErUu59yTM+ikua8I\nB8dD23A9a0H6IkGwR5VlCVKX+Fv9yd/Tw/niZ2YTvQawODMzXJHN3wnf+cERAr52fmGDFathV4Gq\naGZU+Fi9IqTrFNrmKRiNQIOCjxEP/QenPPUwne+HAqjfBq/NJ1hQg4WAUjC+czVdATu1TwRILfP0\n6e+wrqmJW2trCUiJRQjW5uUxIzU1TG53dHRwS01NOCfwtMvF34uKKHY4KHY4WJOby7LaWoJSsryu\njhmpqVDtYO7cSKbXwI03wqRJPYs7Ga1NBqLJrfF6aalSMY6GEMr3zswWmzBhwsRxjOp8mq/0QgIi\nm5KTQv4f8mP0LupX1RMY+WXEm3cR/HQ0lvIvcWbQGjKlU5CoKmrq1fXs+69q2n87BT3EU3WvTt3y\nOtLOSsM62krD6oaoJLcWdYTuxPRI7WHSsMRt660iG9mWMjkFyykWOms6YxPrEtAEI2a3M+knpw67\ndV50W7EQEQseAxUVifc791zTOWCwYZLZkxjDIWxkIjGStS4PNmmG3m1uDDgcxTiuKMa5pXuCw/WU\nC+lLLLCADrYMW+JtPSDaN6+n14DwLM+GlhZu/l8dzesBCVY/nFUJe2ZolKSn46+qI+ATaFIDP1xc\neYD5BWth55nKemfeFzg6rQned2IEyiCCf/BFzucfWF67GPx2QCB9kqon9/Fu9mgybDZa/f6EVddy\nj4dlISILEJCSW2pqsAhBMERug1LGxGCflDHtxK1+P1JKdCKtxpQ58PkiRNbI5i5Z0v8gGE9uAVwJ\nchQjRqjjmzBhwoSJ4xfuMndCIjvrH7Ni7PHC6zxvyDKHy7AgQ8M0Ahn6GQQCSPvaYSruewhW304M\n2dSh/b122t9r735SIEZBOeYVyYjz3kS+MQ8ROp5jTmh+921Pot1CexqqFwLvXi8iRTD1v6bSXtFO\nZ3Unnq2e8HVN+s4XyZ6XHb7noUS0wFO0PoWmqRidqNtpyRJ46imVPLbZTCI7FDDJ7EmM4RA2MpEY\nQ9G6nAh9sblJdG3R1+ModlBUVoSr1KVIbcDoowm9QaPPldm+EOtk3QJLs7O5uj6Vyj9WhgOG1Qrn\nXZrFLYVOcjpeoMb/MkLeiUSi6TBpdBW2nXmw4lfgt3Gw1A/L1oLtVghYwRpA5tWQ8ex89KJ2tFDg\nNnLGG1tbeWhPK2fuhFmV8KdZgpsX5cUQ2zK3m2BcBAtC+DVdym7xWoOYdmKj1dgQgSpJT4eSyOyr\nxaIqpgMhsvEwgnE8zjvPDLImTJg4cdDXRO3nEYkSyGMuHtNtLRFe58UQXxEilgaFBYkkY9E4Ojvf\ngye/F34fSLSRFvTOZL3M8VCENTrmWWZuR8zcDlvnMGKGoP35L4bcBZLtD4w7CIfGE25X9qkOsGmP\nT6N+VT2edzxhvtvfzrCBIl7gac2aWH2K226D1atVi7GReDbi7aOPKhXj3uzyTAwMQ0pmhRB7gXbU\n2i4gpTxHCDEWeAGYDOwFrpJStg3ldZhIjKESNjLRNwxFFTYeiYSWBhL0jWt1LnHiLnNjy7BRt7yu\nX//v9IVY99Yt4C5zR8i0gKzrsyi5YhoeTzmVtbeC50qE0EFakCLAjMONyMpZEb9Yv4TDo+HhkCXP\naA+Wtcs4029H2M5FLluLsPnRAzYCVsGmi+HMnUS1LkvupobqfMJzuiXp6ViFwJ8oJYv6kNVC2413\n6BBuJzZajbcUFsbO3BYnbg/uC5LZ96xbp9SKg0GVCLDZVGuUmS0+uWDGZhMnOgaSqP08wFPuCSeW\n0QAdtFSNcYvGkf9MfrdkcHid540ltEbV1EjcSpvOyKkjafiPKURYZui7LRmRNSq3EkM40fg5QpKB\nrXPgVz+Cha8Q/ONyRa5l/DHijndoPGg66KqFWdgFAXeAqvlVpBWloaUM/9o13imgtbV7jF60KFav\nojf3ARODg+GozF4opTwU9fuPgS1Syl8KIX4c+v1Hw3AdJuIQXR20ZdjCUutmdfbzg2RCSwNFNAFP\nnZHar8pyX4h1b90C8QkY5xJn+NhSBpU3rN0PfomwBbAUVSAOfgu0UIC0BaBoO3wyGSpnwggv0m9H\n0zWk34pWm0vwkk3s4kzWzp9K7XTBVc9IbH4lkiH9MLMCduRH2oHvycnhsby88MxrdGgXwA1ZWSxx\nOnmgoYGXDh0Kx3CvrlPqcsUQ2PgW5uj24L560SazBygvh2XLInM9gYDyk+1t/tbE5xaDGptP5iqZ\nieHHYCVqTySEk73RVU0L5PyfHHLuyUmaDI5e57VXqDbhA6c34HtnE6LNgRzjIeXfLqHxEXcoboWi\nWEonBO3oh+Ptc4yTi9iftWAo+GlEl10FOjz7bSiqZOT5XRx+SiB1CQSV73v4WHFztEIjY1EGdqdd\nzemGfG3bNrcx8e6JWNOtw6ovEu8UYMRNI75efjk0NcENN6jXVq3q3X3AxODgWLQZfwMoCf28HijD\nJLPHDMaHgDk7e+KgP6JdyYSWBuvcyc6fiHj1hVj31i3gKHaQuyaXlg0tZC7ODJ8/Pb0ERAqy4GPE\n6h8qolpUqcLjA19C6hpCE0y4P5XWA5fS+dClQCjuWnWCSDSLjtx0CVrQSq5NYL8EHsvLw3tpO+IZ\nF9Iv0WyC6llgQUbagVEt0IbgU4bNxvK6unDL8BKnItwvt7bGdFUJ4CmXi6CUvfvL9sOLNj57bLQU\nr1ypXjNgsQxO27KJzw0GHJtP1iqZiWOHwU7UnggIJ3uj+WO0WnGSZHCiWD2Nabz7HUldy+vkZs5H\nSz2XB7ZWcPubquVYAPhHhIKkAA3sk8GXUg2f5IB3JDEXIgIwtQZ254LfIKahduZtX4T3zwW7n64V\nLyODBonVogiwhW6EVkLHxA1k/Diblu9/Meb6j1QeofC1wsF/yFGI73CKdwoIJ5rL4YILIvH1vffg\n8ccjwlAWi6lePNQYajIrgTeEEEHgCSnlOmC8lNJwd3YB4xPtKIRYCiwFmDRp0hBf5skNc3b2xMFA\nRLuSiSr15VzRxDXZuaOJa341bN/k6maZU+xw9IlY9zZL7Cn3hNub3W+5aa9ox7nESXV+PnfxIAVU\n4Cw4yGUFzwM6PHst0idABykk1s5JWN69DMPfTiDx5B7knS9rpB+w8eVX0tF0DYsfbv7EoWZj5zrJ\nf9MZvqa1+cQQ9ej7vycnByBGybjY4WBVfT16VBuyBizMyGBja2uP/rIG+uJFayA+e5yRoSq1Xq8S\npzCC62OPmUT2JMagxuaTsUpm4thisBO1xzOMWGzLsIWTvcIqcH7fiXOJM5LU7efo2OzseUxPTcPt\nLuPtR3x8//HU0BZD9EkDa8RLPuNXVTSPDfnDbrwMXv0a1OYCSn+CvFqomUZ0u3GYnEoLeCXexy6C\nQPQ5LPDlt8EzCnYUEUNobV66pv2JmppqRqW9CERi3lB7xybrcEokplhaGpsoBqisjPy8aBHcfbcZ\nb4cSQ01mvyyl3C+EOBV4XQjxcfRGKaUUQiQeAVfBdR3AOeeck0RG1cRgwJydPXEQk3jw6uxduZfJ\nKycPvgJyuYfKCyuRPomwC4r+XqTOHZq70Y/quEpdVOcTrhjOrBY89AOQXtnNMscgXg5HMVTn437O\nDSWxtjfR5Dnnnpxe718GJc1PNHNg/QGqnhnP9rH5VJDPdHZyidiMRfoRs6ohRSC9IDSBLcNG1tV5\ntL9ZAyEVxzFfe46vLXyDR3eu5bzNY7H6IWCDX5/u4eM9HlIMQl6srqkYwveTrGIa3zJckp5OSpSX\nrGHd81pbW6zoUxIkFIhKAiN7XFqqFIsfeQSOHlXbNA0uukhVac3AelJjUGPzyVglM3HsMdBE7YmE\npnVN1N5aiwxKtBSN3DW5+Fv9CZO9/RWWDHdUvDSXCQ99KRQRRVRtVDB17dTw+TpyPqa5JjQ/e8Ye\nUuY2cerNM7B2TiJQ8BZut4f214AY54MAyk82qL4fNq4pqp14TBvcdy9sXMCIf11PZvFMWo7+N13T\n/gQF1bDxMtr/PDp8xFOvPXVIvWMhcYdTophZXg4ffNDzsTo7zXg71BhSMiul3B/6flAI8RfgPOCA\nECJLStkshMgCDg7lNZjoHcOlrGvisyNezKHtjTY8b3sGvTXcVepCekMSEV5JwwMNjL10bIyARPNv\n97P7K7vwOUcTBAoqpCKNenfLHAPJqrvvvt5E19drsfgl2AU7nnFyzlxnt+pj4zk2fBrYQllQEfK/\nm/nOO0z/upft5FMjpjMi769M8G8jfVYJHdYcapepxUDd8joKtxRiWTORfc/+L84L/oBl4ctYsTD3\nSx+yYvUZFFUqbajqAnWOrtBsa6JKaF8rpgkFniDha4mQbP+e8NRTKghHw2o1iayJwY/NJ1OVzISJ\n4ULTuiZq/r0mHHd1r87u/e28c/0IStJVYjUeiVqKE40mVc2vwr21Ezn9XgxSGSPaBAQ12HM6zF6q\nErn7dvxNbdiZDytW4/XbaLT7GfvTN7C/P5WsL08hePlHdL5wBuHqrBBw9XPw9hzYP4EYwSgR8teb\nv1md/+ub+cJP/wOHYwqnNGVTU1Otzrd1Tsz9+FuGXr040XxsNMrL4aqroLGx92MtXjwUV2giGkNG\nZoUQqYAmpWwP/Xwx8HPgr8B1wC9D318aqmsw0XcMh7KuiYEhZv40lHjYu3IvbW+0qSrpMLSGH9p4\nCJvTFqv3EJRMefPPzLz2PLbLfHbOEogUwCex2gXnXerklkI1L7qqvp4Mm42uPzUz3asrkcIuVd39\n8EgH//w/NRR51bEDXsl7f2vmR+MOdJsN3TrVz6FL4LKNRqiUCBEkOOVh7qeGu3iY3UxHSz2PHMc8\nANyt9UpsQleLAXeZm3e+beW5wjZ+xetIBBqCWek51E0XVBfEFqQkarZ1ibM7ue5XxTSRwFOC1/qz\nfzyMGZ99+7oTWVD2PiaRPbkxVLH5ZKiSmTDRXzQ1raOlZQOZmYvJzl7a9/3iiCwAGmqEZ0/vOgsG\nEiWQ967cS9vmNsAC286DnD2hd4enZcNyT0/+qRbtPKW67/M1qRcri8IOAdIboPUnOSB9NNv8sOxF\nsNwBwVC7sADSOuHqF+ChFYQXENc8D6O6GJNzLoHdN2HPOMikSy8Lf4YYz6qlZQO2KydxcFtE8Tjt\na4f7/BwHip7mYx94AF58sfs+ubnwySfKmgdgwgT4yU+U0KKJocVQVmbHA38RQhjneU5KuUkI8S/g\nj0KIG4B64KohvAYTJk5oGG2sU3bo7KoS6FfmMXteNpNXTsbztmdQWsMTiTU5lzhpfrJZdQZBOP4I\nu0B6Q5/U1gAUvs8jzhzeGXEZJbPSyZ9FOANcEpqnnVtVhVfX0YH8KfCQBey6Ombzb5qR65qZFUrS\nBoQaoRl3AKbs0CnLcXdr1112iWDeZonVB1aLjrx9DVrBTuzAxbzGI7IgpkIacAciCwJd+fOVpKdy\nnzaDtfoy7uARBDp64494fey32czFtNpn4fL5eCkk2hSUMmHVdSAV0379bULkNCOjd4+66Bkfa4JP\ndiGU4JOJkx5mbDZhYhjQ1LSOmpqbAGhrU9XH3ght07ommn/XTPu29m5EdvfPM9ie3zedBQPxmiiu\nUhfuN91R7xCIAzlMWGOl6V4IelTQN3Sf3i+MxL6srBtob39PuQbYlGuAao/S1EysT6oq6pV/hD9d\nrQ5g86v3F6gq68j3bybjcgfWRadjq5lD3TeC4XVMxpoc3K314QpydvZS9bwKISXlbRqefQ8uKGP/\nrC2M8wy9yFy0UrFhY9cTrrhC+cka1dw//tFMHg8XhozMSik/AbpJjUkpW4G5Q3VeEyY+Tyhzu5my\nQ+dXK8Dmk3ifrqFprbLFGX+d0meJFoDoL5LNfDqKHUz9r6kxszrOJUpsouHJKg61boSLN6HN2M1M\n5yVc4AjNuBbHWjsZbbjRMXn3FDjz44hEhNBV8jYooHESTGiABS+rzqNRU20QNT5b7HCw9toiqse+\nRe57LYw6axsez56w7D8F6lhGhdRT7qHxoag+oJDBerHDwZrcXN6uaUcgEehI6UW2/p6LtecpLNxC\nNfl9mmnta3U1mfdrT+83hJt0Xc27pqQk96qLnvEBmDMHtm6NbP/hD83AamLoYrNpzWPCRCxaWjZ0\n+70nMtu0romam2oSbpv4g4mk3DIOe5WKSRYh2NfVRbnHkzT+eMo9dO3rQliEqrlaBK6nXWGvdjW1\nKrGf52Hc97Jw5efg+3otmk8SEPDrO+DjAnjx0CEybDaWZi+lsXENnQXVynw95NXOo7crBWNpgffP\nhh0zsd39Av6do+HTdHjtElKaLmSU/StMXHUBjmIHTU0fsW/j6+i+r0BQoHt1VYkGtJTu4pbWRe9A\n4U9QInOWYRGZW7cOfvc7pU7cFzz6qPJr7y3xbGLwcSyseUwcR+iPzYuJgWOgz7kkPZ1dVQKbT2KR\nQAD1gS8AHYRVMGrWqAH/7Xqa+cxems3R3Uc58NwBRpwxAjDa0efg8dhwu8f2unAtSU9nZrUgv0Li\nHg23rgW7r5ubHKDI2uRGwtloiw/SHmzBk5Yac3/5VOPPvgb96z7c1dMRK1Yj/Taw+ald3cS3Ljw1\nfA/uMnfIz05BWATpJek0vf4umRs/5JRpk/AX2BD4QqRWhtVYi3OKB1R1TURakykj9gSDnBotS7re\nsxBF/IzPL38JO3bAhg1qZsdsdTIxVDCteUyY6I7MzMXhiqzxe09o2dCSeIMAa7o13AlU6nLxtMvF\nk83NrD/QfRwHYtuLhVWQdWMWgOq4wphaVV6v3qvupaJyN3fZH8T/YD7XPA9nHUmhMM3CJzs7ya1s\n55GidrgcFkxYrqrNBdVQUI2+czpatOmctIBf4nB9l9bX9JD2hsC7EbwatD5Sweh1L+CZ8BuYlg/W\nL4FMAT2yGjDGgWI85odZZG7dOrjppv7t4/MpInvPPUNzTSaSwySzJzEGYvNionf01dKmLyh2ONCv\nzMP7dE1Izp6Y1iPpl9QuqyV1RuqA/nY9zXw2rWsKm5T7Gr1UzKlg1tZZitAmmI9LRNjzqwkpHCsf\ndRFUXUnxRBYNxi3MoPWl1qibSyxwFW0DQsUMpN+OpmsE/RqOyjMoWJAaPkR6STpaihLMEpog77E8\nOo58SM3Cdsb4c/mWLYc/rP6/OAr+xWVsAoIIYaGrax/vvlvO1q3FlJQ4KE4srtwN8aTVyNIaM6z9\nMU83yGl0ZbYnr7pEMz7FxSaJNTH0MK15TJjojui5z77MzGYuzgzNsoaghb6lREaJih0OytxuAlL2\n2G4co/yPZMSkEaSXpHNg/QGCXcqrVkMgNaByJrLgIwqoYMQnDs5/JxvoYm6l4CtW0HQI2nQ++i6Q\nXwAAIABJREFUtK8j9ar5TJx4Nw0ND6IjkZVFyKAVYVyskIgUK7aU8UhfMzGRXgfpDeB56zBciyLE\nq1eg/fcy9PfyI+NMoaRzNIZbZG7Dhp63C6Gs7jRNfUlpeskeS5hk9iSG6S87+EhEXHt7zr1VbWfP\ny6ZpLarl19/dLUPqcsB/u55mPmOzxAICOq5N23EUX9Cn+3YUO3CXucEnw63ERklWxO0/6pxRjJw6\nklbZGrshgcBVdIZWL/oQ3QaaHwI2wfYiuKXGxttP7aKyEM6Z6+ym1F119+vgnwC6BeGXXLorE+d3\nSsmnGperFJfraZqbn6Sraz3PPbeF++4r7lMltbxcKQUb5NPrhVtvVT9brcrbFfoe8KLJaV9mZo19\nzNYmE8MN05rHhInECM999uW9IbuZlg0tZC7OJHVGasK1QV+EBxNZLhrOFVVPNnD0mUNYgxLNFoCi\n7ejCxinyCNdsUMqByoVdYg0ojWPNrzPrvd1UTZvL+PHXIQFt5xeQB8aB0JFoITVkwYTbJjJu0TjV\n0uyNWrMICbaAGgkyUFCN/t21iKpHkT4tnHROtJ4ZTpG5xYthc6SoHiavoMZ9pFQztBYL3HknpKeb\nrcXHEiaZPYlh+ssOPhIR156ec7yHXLKqrdHya1RKwxCxWduBINnMp8oSfxp5wRKAwp1AdzKb6L6B\nmHkdza5x2m2n0fCrBojj5O3b2jnywZGo/mMJlohZuy3DRv0qQxhCZWi3uzaxnPH4V2sUVcL2Ivjh\nxIn4v1FL0CvJs8Gyh1ysvbYo7BELkDkvl7ZftyvxCluALy6cTrbDgccDXV2fIKUf0LFafcycWcZH\nHxX3WklNNN+qaaoSa7QJ33gjTJoUIrL5HlbV98GSp4/ktLxc+cqCEnkyA6qJ4YRpzWPCxOAge2l2\njIdqovVAT0no6OT4abedxoFnD3DKlFPo2NERft328ETuOOcQ+RWCjqJmLj1/Phs9F4fEEC8OJ5sF\nSsNJFzrCFkAUfRDqwABRXYhc8Qvw2WKcaZHQ+HAj4xaNo+jvRXzy40/wbPWoA0oBV7wYFoMKo6Ca\ntCeeYdz+e4d05K0/uhVGR5MxptPaqpSJg0FFYhcuhJdfVr8/+mjfRodMDB1MMnsSw/SXHXz0lA2N\nf86eco/yPw2JMehdOntX7mXyyskJ/xZHKo/E/J6Sk0L2TdlD9rfLXprN0aO7aXhiJ1i96Kc3cNB6\nCdN6uu+Q0vHBFw6y5yd7VBXWJshYmIHdaWfconGcMuUUam6pUUrJRtTUQ/M7GqFSZgC++RdGHbiG\n9HNOo255XVzVt5h33Nl8yJ7w9XwjI4Ov7LTyiVdi0UH6lfdt2WVu8qsjKsvZ82bDxndpeb2OzHm5\nZM+bHTXz51UXg0YgYGf79pI+VVKj51s1DS66SAXA5csjLccGyUwmujVQlJer6zOseJ5+Gv7+dzOw\nmhhemNY8JkwMHxIloaM7pBCER5N8+32KUGoq+V31zHh25ENlPlg4nZ3eL3Aev0NDRyzegAxZ6Ahg\n0g8nsl/bi3/Cj7EUfIQQNpzOJfi3fYtDXiOIx9nZBVW3WM49OWgjtJhtI5sWcFT8DimDMftlXfQl\nsrP7OM8zAAxEt2Lp0gipLS+P1aRwOlV1tjctCxPDA5PMniRI1spq+ssOHoxnnLsmF3+rP+ZZJ3rO\n8eJEyWZEDaQVpcXM03gbvaSXpFOdD2X19YNqDWPcy7iSmTSd7sV7FYidM+l4TfDuxiZmz8uOeb+j\n2EHumtwwSe2o6ojcllfSulG1D7ueduH8vpOp/zUVf6sfW4YtTFSFRSD1kBSvDvzP5bQHdY5sbYz4\nxEa1HBviUr9YIbH5wfLsp9jWZCBSBAGvJGCDnbMEN9fYqPpGbAt09rzZitQaf4vwzJ8ismPGXMSR\nIyv59reLw1ncnrK68eJLK1eq98yY0X2fnkS3BoKyMvBHecibgdWECRMmThx8ViHOpnVNtGxoQRup\nhTukEiIUQ4uqwPJVgS4lFiG4IjOTlxuK8GOHha8op4Gtc9C/8g9cdyxjeW0tv5TVqt0YQcd7Oq3P\nRitfhPxkQ79Gd4vFzwFnXO4g4Pw3AKzW0Rw5UhkzTzxQX97eEK32P5AYGa9JAbB+fSTmm7OyxxYm\nmT0JEM7WGSI4a/Ni2lhOJAyX+nJv54m3oYhRDrQInNc7ez2HLcOmCJyUkeRmghlR41oCh+NMznTY\nvsnFfP+BXqt8/XluTeuaVMVYV63PTVeMIdPfHq521r3e0o3MArRXtCcPoqHXZVDS/EQzB0YcCBN2\nYy6oa1+XUlqUKLNZXYCMWApIoVqVG8+x8VyIvP/0n6NJ8XkQEvBJ/K1+Zm0pYvsmFxWdPm55DgJt\nzcobN8GzNRA/8zd58kocjmJmh/hub1ndZAbridqE+zLv1B+UlCgPPKMyawZWEyZMmDgx0NdRo2Qx\nfPePdseOH1kBCzGV2TA0NbajfXkUUjYrRWMpWTRuHFNOuZyX65u43LtKEdqFrwAadS1TKZBtWAii\nbfwacutXaBzTjAyOizm0sAom3DmBwIgmKKyEfBtQHDMHnPa1wzQWzUM2+xDCTlHR35ky5f7w/TX8\ndTOHJjwCBdV99uXtK+ITzgOJkfHxPFHMN3FsYJLZkwDuMrdq/9SVWFDtrQNXvz2WGC715d7Ok8iG\nwl2WHVEONAjb+gNJrzFMGIOKqE24awL7H93fba42Xl4fGxCqwgmboLKQXqt8/XlunnKPCqxG67NX\nJ9tup9OmiGzABrnzMhPeT/O65r49YBlLKo0vT7mH5qddSF0lBIRFQwZU8DWq3Y3n2PiqvZa8PR9y\naGcjlzw/D6QyBtCFoDEjnZxiB9oOmHlTJXYkOqGEcSiQJ5ov7m3mry9Z3b7Ot/Y07zQQFBer6zFn\nZk2YMGHi+ISn3IOr1AVEvOGb1jUpqz3Dfi2BJY2xn+splyK8oRhOfjWuLdtofnBGzHlGnTWKcYvG\nkV6STseODpp/10xKdgptJafwyf4jnHFaGu//rZm8KVBdoJYTpS4Xv3R+yjT7Pwl4ZdQErEZu5jwe\ncdcS/OtCtIfuQACdiAhp1lBry6Ck8dEGePAu5NjtHKiKWHQZc8A7nv+/yGcWQ1ElskAJLsYUA7wZ\nYFutPGwLqnv15e0PkiWcIeInm50Nd9/d9/hpCi4ePzDJ7EmA9JJ0hCbCLa0yKNn7lxeZnD/1hJpx\nGi715d7Ok8iGIr3kFjUzGpK8jyds0YgnjFKXWNOtCedq4+X1Da84UAHRng/2qgM9Vvn6+tw85R7q\nltfFKCYLTVB44yQ+/FYGda+3kDsvM6Yq6/GUq4C6bEaMZVA3WGDktJF01nYidRB2Jb0fnW3+8EgH\nXl1iQ+ATgpH3T4RPA1QWgm1uKsUOB8t37CC39UMeZAX2ym8igirwBgW8fHoaTyx3sGUG1G1wMzE0\n84P6czD2ojHd5pHjK+zJ/j0MRlY3GslEt3pDslZnM6iaMHFiI/6zyMTnB55yD5UXVoaVfV1Puch7\nNI/aW2tj4ma8JU24ahuQ4fFS3adcBQ7456P/bTHIAsIePqj1Xs49avbUUewge2k25R4P86uqmGLV\n+dWKNqb7YbUNHlv9CY6CcmasP5uKNzrQHV9Ec88nMGcrcuEm9mX8nBuy57E29Tzavzk1FE/Vfy2j\nLUz6waRIR5UO0iehogDyK7pZdHnKPbR+vwR8F4LND6tX4Mtw8eGHl3P42anovktA18BvhcoiKKju\n1Ze3P0gWO3/0I3jggcjvr7wCb71lxtMTDSaZPQngKHaQtzYv3MqCrYu2nAfxVO0+oczth0t9ubfz\nJLKhcOQokSdXqUvJ0Qdkwn095R72rtwbJrKgCKNBYLu1v8Zdi5HRjRzQw3XjxwOwxOlMSJD68tzi\ngy0AFshbqyTyZ+Po1locrlD//mYIqIAaLQNhVEMdX3Zw+J+H6fy4kwBQfj78+VuSL+3ezRU3Hsbi\nA+yCygU2CoOgSbAE4Q8fNfHkNUEkirCvyc1lY2srV1OJDT9aUQXS9h10v8Bv09jszwpXTecsTufI\nZoE9dEXCJsj8wRHc2f8FnlBreIIKe7J/Cz1ldYcD5eUq4G7cqEQnUlJM9UQTJj4viP4sEsKC03k9\nTueSEyY2m+gZ7jK3InohSJ+k+XfN3az2Mq9SXU/1q+oJuAM0PNgQmyQWqrvIN6IG/b8Xw+g2sPvA\nm4Ixt7r/0f2MWzQuZp1g6DTMrFQ8UtPB5pfcUfkW2iefoj00TVntoDizZdu5bGm6jvlTZ7L7md3Y\ny9zY22LpgvRKcu7JwVPu4cD6A6p7zCaRs7YDWjeLLlepC7xWdQKfgNcu4dPpv0bKAHwhH6wXAikI\nm0baBSlkTX1i0Kqy0WNCFgtcf73qYAJ48MHY9/r9pubEiQiTzJ4kyF6aTeqMVPb+5UXagv8DlTPR\nAXfOiWNuP1zqy72dJ1lLqkFGnUucCfeNnl02IoewJPdUM46ZuyY37DsX/b54VdwlzsRzun15bu4y\ndyyRBTIWZvQ4W+12l6HvmAKvXkp0Y1KzE8YfAEtIH0IboSnyrquupOJyeP4aOPzWYTSfCqwBn6TB\n6yM/qp35rRnB8MiPT9fZ0NKCBCopwo8NWfAx2kP38Enl/+Oxt4rYtTs7XDUtLnbwLkXs+52L07Ih\n95ZD1KXMQ98T1RqeoMLe07+F+Opnf2T+Pwvi1YpBWQCZAdeEic8Hoj+LpAzS3PwEBw6sP6GSzSaS\nI70kHWEXMTG2/f32bu9zv+Wm5X9aFMlN0OnkuMDB+GvHU7tcB+9kxUxvfYJRFctpL4sVSezY0RFe\nN5RcrXQathfp+G3KZU9YdbSiD7D8/ruhyB3Spwh9/+ofMwnKZhpktNBTBKkFqeqaQusL16btuMbf\nBfkfIoTGaafdhttdRkfHDlq37qP1qRKQIcohBbx2KXL+JmXTU1ANq1cwYteVfOFbd+Io/uqAn3Wi\nuBw9JhQMwhNPKPGm666LeMcasNlMzYkTESaZPcmgHTodnrkNghaw+bFNHQVJ1NCHS2ypPxgu9eXe\nzuNwFEN1Pu7n3FDi6aYQDYS9Vru1DCvBXMYkaHuNh9H6q/t0PG97Ymad+6OK29v9pJekg4ZqAUbR\n0rYx3QNYzD7pJfC8jgxaQz5zar9PpsDYNhUwNbtG5uJM3G8q5WYBCB2u+z1snQP+KPK6eb76KqpU\nXUbVBZFzWYVgcWYmb3s8fKwX8EMe4prWBkoKv86/3VJMQYIANnupg9lLHXg85ezd+3P0NmW7E24N\nT1Bh7yt6E4T6rEQ3ev94tWJQ9j9mwDVh4vOByGdRF8acSl8SbCaOT8SvnRzFDvJ+ncee/7sHf0vo\nwzyBq42v0ZfocJHjvutB79KRXpRIYkAjK/UunP85M0YXI+AOsOc/9gDQtrmNqUxly9WFlOW4GTXV\nxoRtfvYV1NIxuhY5520s285V1niELPIQaHpiEmvAmh6hD45iB+7sd5B7tgM6UkJj40NIqQM6bPk2\nBC6M2ltA0ApVZ0c8ZwuqmXR5No7sz2ZTZ/i9Wyzw2GPKWscYE+rqUuRVykhyeMQI9TrABRfAL39p\nJolPRJhk9iRBuCrYpYO0qxcDFvzbJsC82Pe5y9wxlilDKbZ0oqInUaVk2+LbfaOJbCJ1ZEPhN9m8\n62Cp4hoCE7qIxNaABT5cYGNOD/sd+sWpyHfOBwhndAFyJ49i1L1ZTNgWsSeqq3ajP3oQdNVGfPb7\nMHMHPLYMHIdjyetHBfGudfB9p5Ol2dnMSE2ldLubp+6Yxb3bHTFEMlEAampaR03NLURkliPtT72J\nPvWEngShBuJnF434/desiVUrtlhg7Voz4Jow8XmB8VnkcpXicj2NlIF+J9hMHB9IFP87dnTEeMqH\nER/o4hFv4RqE9vdCFV0NNLsF5yUzu3Vf7V25N+YwLRtaKF6arZLdOcA8SPc0Ubn7Ig4vbmD02EZO\neXYanZ/68AZ1Ug4ZZWEZ9z3SgZW5OFYIMjo5LIQW8pENHadI9TdLPwhdA00gbEEmLLiIo+Pa8Xqb\nyMq64TO3FZeVKSKr6+pr2TJlj2eMCZWWKh/2QCDi/b5kialI/HmASWZPEoSrglGfSfHzkzHKuUIk\n9PY0odCTqFKybcnafeNnN3O9r1P3jWDY5kdYVdtP/N9rMFRxo5McmiEwAWy+DK6Ym9xeqGldEw2/\naoipyOqAliK4dFmuurdQkuTd15vo/M1BbKFEr0C1IEs/pB+GjjvGseCUU6htbCQoJSmaxhXjxvGH\ngwf52ka47O12vrDgYzx3fEqxo5iydxwEt/fuF+fxlMcRWRg16hxyc9eEiWs1+ZSRTQnp9CeO9SQI\n9Vn97OL3b2011YpNmPi8wxCgczqXmEJQJyCSJaBdpS6af9sMgSSVTqEEEZGE3Q2c1zsZNWsU/lY/\nAXeAxocbu83XjjxzJNN+Oy28jqjOh9KxXYCLb38tDaK8XeOJp8dTTmVlCVL6GLXxMuSGIJ31nQCk\nRF8YEpzNMMbNiAlj6RpXBrVnwFfeJfXqHwORMaSOF3JIfeFv2C+qY+RVNTQ0rI6csKAauXoFeuVZ\n/H30OVzUXoEsfJ/96bspnDh4rfQlJSrZqxvq0Hok/hpficjrsRgfMjG4MMnsSYLoqqDxYRkvJhSj\nnKvFensOldjSiYqeRJWSbUvWth0/u9nyeh26LydGwXjEpBEJ2737q4obfw3dkhyoEPb1r06k2OFI\neM2ecg81t9R0yyprGkz9dff537rXW5jgUwQ2KJRgoS5B2uDfr5rK7OkqIC4aNy6GmN/0egqBh/Yh\nSEP+axoVh1cx9a4FlJQs7ZOysNtdRvzgUVraWeHAGT9znMyjNxGiBaEyMtR34/XPqnycaH9TrdiE\niZMDPamqmzg+ERZQ9EmwKs9VKSVCE3Q2uFRmEgtGVTMaI78wkgl3TAj7rSeK8+MWjaNueV2kKgt0\n7uoM/1zu8XBhZSXe0ADoU0WCzf/ZgOUVP2MXjSR7aUlMLK8a9SS69CGe+Dd4/tuhoyQh29e+AAte\nRnXiRuJpQ4OGw/EX1jU1UfebRi69r1Pt/eYUWls3woJIElkCsqCaQEEtnXiQvIJAR9ctg9pKX1ys\nWouXLVNENiWle/ztKZZGtylrmuqAWjo4GlQmhhgmmT1J0BcRoHgSZnh7Hk8zs4OFzzoP3NPzTLSt\np7bk+NnNzHm5eB4LJlcwHuC9JmodD//NuyKEVmgwqdOa9Jpdpa7oYqfaJ/Qff6u/23lP99kIhpwF\nNAnPXQmdaTB/4USWRCkkxxPz0a8eoS18dAlvfZnahbditc7guutUNEpUpTRatm22DISwIaXqzxXC\nhtO5JPy+/swcJ4Jx3pJlHvwFbmx/SqdsraNX5ePeMr/HWjnZhInBxrqmJja0tLA4M5Ol2YlF5Uxr\nGhMnGowY1/5ee0TcyQ8ji0bSUdWB9Es8rwXBGgS/IBFZ7Pyok9o7PibtiWfIuu5LOJK02qadlUb7\ntvYIn5SEu77K3G58ISKbz06uln9An/0ucjYcBFL+6mP/NZPRfTpBmyT44PvYyEe+cE2U3U7IUxA4\n9drx+Fv8BGdv5vCcjSTqh/Z6m1jX1MQjNX/hp38bCUyOHOet82HBS2F6bHzZCJBBG0KkgEyuVRH9\neTEjNbVf3WdLl6rW4tJtHihyQ3460Le4Ht+mfOutkTZlE8c3TDJ7EiFaBCgRmRsuteBjjZ6IZX/Q\nk6hS/Lae2pITzW6mbhkc8a3oewXCJNS4hpx7cpJaCrlKXehH1X6GmXvHjg7lKRePkDJz174uPOUe\ngMh5hYq/FiAgFJF9/lqYfrr6+Em2iM1cnEnb5jbCgXTOVqQM8OKLpTz5ZHF45iXmfuNatvPyHqW9\nvQKgm9XFYMwcl27z4PtFFdh0fH6N0m2FFBc7YrK/0eQV+jZPa1ZiTXxesK6piZtqagDY3KbSU/GE\ntj82WSZMHA/oFluj0FHZEfklYIEpe+DQWPCM6X4gCdKn0/62l/ZJNwHEzI7GnMdCmC9qKZGur5L0\ndOxCMEV+yGpWYMcbQ5sPbN6J7p0IukBIibVyhtIslhAzmDv2EHxvPekrvk5q6gwqK38SJfdrITqL\nnZV1A/9sfoOHuBP7nIth24qQdgYwZ2v4fc04yaIV8COQzOY9puY9it/fGhPzyz0eytxu0tzPcLTt\nRWzM4aa2hWEH3RRNY01uLq1+f1JiaxwjI8fGen8d3qDObysFa/PykibRolFSoiqyRptyMGi6Bpwo\nMMnsSYieyNxwqQUPNqKrj71Vk3silkOF3rxe41vLBuvvEH2vMdAIE89ElkKAmvMxoEPHzg4O/uFg\nTOfuqPNGkXVDFu0V7biedtH8ZDMH1h9g/HXjIy3rAqQGAZRqcVWRCkwl6ek9LmINW6DG5z6g8+wn\nYOErSAkXXfQUr766hI8/Lu4WaOJbtv3+1vAMWjwGY+aYIjcYiwx0XIUuorPA8WJO11332eZpTZg4\n0bChpaXb7/ELy/7aZJkwcSwQXQSIia0aKgboKG4YrwS8OxejjXdk/kgyFmQQOBzA9ZQLGQyANaBE\nkoCWlg0xZDY+hicaOyp2OPh7URH/qnsJe7s/TAAN+D71gB4SatQF/tFH0M7YjSXFD96od386LnwN\nfn+r8oAFQJCVdSOjRs2ipWUDmZmLyc5eyqWf3oOtPYBY+AoAcuscRWQXvhKu5Y6llUMjSxjX+QYC\nCQTx+1vJybknfFpj5Geu/hJ38RAA57INgFdYCIBX11lWW4uUMuFYUPTYkBCCoFS6zLqU3Fpby4zU\n1F5jfHEx3HWX8nQHRWozMnrcxcRxApPMnoQ4FmRuKBHj3xqyvdFSkldceyOWQ4FjVfVO1EYMgE6Y\neBrPKZpA16+q70aADz53MHa21ibIXaPEnupX1SulxiDoXTqtL7dG3idBWmDTpbDlErhgbhZPOp0U\nOxzU1/e8iM1emk3q1fXU1R2kvV0ghMRiCVJUVEZ1dXG3QBNp2fYihCAQcPdY8envzHG5x0PpdjdU\nprPkHAdLZqbzuwqBX0qwwCt6M+UeZ/iY8WJOoEit1wtCHD+BMhgMYrFYjvVlmPgcYnFmZrgia/we\nj89ik2XCxHAgvgiQuya321hW+/7dNL+5FUIq/7FQ5DZlQgpT7p8CgHOJk4a/bubQhJVhi5rMzMUx\ne9kybAhNzeD2NHZU7HCQn3slVVW/CcVUwciReQR3nIH3j98MXYFAR6fu8NnUFuic8dRRzr03na66\no4QrtFvnkLkindTUGTH/Jo3OpuzspXg85dTXr2L22NP5+JAFSQAWvhIhtVF3bCFIhxjHqdqIbv++\njUrqvq4ufLrOBWwN7yeBOWwNk1lQxFQn8VhQ9NiQJmWMEHRQyj6PEaWnR6qzmqYEGI8VpJToum7G\n5j7AJLMnGTzlHrr2dSlxpwQKuccaA5lljfFvhV4VmI8VsTwWVe+woXmpK5QFln1Sqk4vSUfYhBK0\nMBBNhjXIeywi9pRekg52gexSw7HeRl9Mm5NNSmaeOZZvXjs5JqD0toh9991yurrmYrF4AUkwqBEM\nWjj11H0UFJTT2hpbvXE4isnNXUNt7a1IGYzxuvusFZ9yj4cLK6rwBnXI03hqWSFlax1cljGWF0MR\nzw+Uulzhe4wXc1qyBGbNUrM4wSAsX35sZ3I++ugjVqxYwdlnn8199913bC7CxOcaRhW2p5nZz2KT\nZcLEcCC+COBv9XdbR9TXr4dTn4f/PRf8VrAITr1mPAefPRg+TlpRWsw6Z/qqK2lqagtXPFPrr6Z+\nfX14XVa3vA4ZlKBB7U/GYMsnqfJ+2OJpyzb8/3JyyP+cml8NGlOrEmEJcmbRHzlT1HH2ZffQcWQS\nNTfVYAT4MYtOCVeGE/2bjO+mysxYQGvrizHX4WMEVnzK5g8bb2mXsKjwtphjRVdSLUJgFYK35RzO\nZVt4qbE1yhzwy6NH868jR5KOBcWPDd122mk8HOWQ0NcxopISJRw1UAHHwUJ1dTV33nkn559/Pvfe\ne++xuYgTCCaZPYkQY71jFWTdmPWZxYUGEwOdZQ1XH6Mrs72Q9BO1nXogiG4jdpW68Ll8fPq3T2Pm\nYw1EB9misiL2PbCP1hfjUpMaZPznblKvTsGQ5n8hp4O1D0p+8AuYsN8ImyHDHgFCCzBv3hGyHY5u\nM7LJFrHl5fDkk2V897s+FBnV2LXrHHJzq1iw4Enmz1/PqFFbiA/tqj1KEVgpQQgLUopeKz5GljhZ\ny7ES2Qi1FEsdf4GbsjIHzivsSY+ZSMyprCwiMHGsWo0//fRTfvazn7F27VrS0tK47LLLhvcCTHwu\n4PO58HjKeyWfS7Oze51ZM0YtjKqPSWpNHE9I1NEVv45ITy9Bm3Ef+sMrEFVnk3fljWTPyyfltBQa\nHmwACY1rGml8pDEcfwu3FJJdvFRVPOPWQOFxHV2N6ZR90sptVW1JlfeVZ/xYXE/NRPp1kLer1igE\niCBYQNz+a0TBhyAFLlcp05Y+ztGju2l49j24oAzPBVvweM7B4Simo2NHWEzR+LcYPxKQCHa68GFj\nE5ewmfnckXUR1aRSRjYZHTYqXLvY6vFw1BhOlZIbs7KYNOJ2rIFJjD7yKofTvsbrjUUIKbEJwS+n\nqGp2shidaGwo3iGhLzjWAoytra2sXLmSxx9/nFGjRrFo0aLhvYATFCaZPYkQY72DZMSkEeEP4qZ1\nTbRsaCFzcWZ4VvFYXl9/2p+jK619mZk9ljjWip0H1h8I2zPFJzMSJRMEceqLArjzEVqLN9JWpdp2\nX+jI4d9ratDz4YWrYcVDUUVci0ToGhJBXd0HpJ6nUVExFyl9CGFn1izV9ltdXcxzz8GcOeVMmKCe\nz7ZtkJGxj2DQGtKgsLNnz1lMm/Y+FksQTfOSlrYSj2dlzLOMr/bm5q7pJjYRj3KPh5LKSvxSYgH+\nLSuLJc5Iu3C5x8O+ri6sQuAPSAho2HamU3IL4HTytMuFT0rsQrDEGevPGy/mFF+tzcjZELfKAAAg\nAElEQVSAVauGJ3AGAgGeeOIJfvrTn+J2u7nxxhu57777yEzQ+mnCRG/wevdTVTV30ASbTCEoE8cT\n4jvFctfkhtdJCdcX1fmM+f0mfL4msq6bSPa82QBY062hWVoifrFSCSvuXbmXySsnx1rlhdZAoBLz\nQZ9OwAofFCVX3o/2jCda2ElqoAXhrA/g+89B/k6MC2hufpJRo2ZhXdQKhT9BEVRll9PRsYOaGiVI\n1da2GVDCVI22cwgKG5bQbbjdb8ZchzEtbEfHMWIyd0y6nBmpqcytqqJL1xPoIoMlFDfVPd0R+oKy\ncd0TzMlIqRJadFBS4qA4h/B7B6KFcSwEGP1+P48//jgrV67E4/Fw880387Of/Yxx48YN74WcoDDJ\n7EmEZLOiTeuaQm0mhNRjGXJCm6id+LPMsp4IldZjsVDrJlgRql5LGZvMgMTJBG+TN+Z41ikdBBZs\nBILoO6bw9p938GielzNR+hWVhbD6LqUBYR9xmMJ/pKlgGtRoerUIMb2MYNCHxRIkEPCxfXsZVmsx\nc+fClCnlzJo1lz17fAhhZcYMSX5+kEDAwmuv3ciiRUtYtAi6utYDXoTQaWt7A4/n7ZhnOZCWxdIQ\nGQWVAX+iuZn1Bw6wpbAQIKYdapE9C+dHTpaEbHhAiW/0OQOc7+G619Tc7awUB8uX965uPBjYvHkz\nd955J9XV1Xz1q1/l4YcfZubMmUNzMhMnDQZTsMkUgjJxvKBpXRO1t9aq0RybYOylY8MdTZ63PaTO\nSI2Jn55yD5UlymtW4qT9fwKk/l0JLEavbYRFgAiRWh3aXm/D/Xc3eY/ldVsDOZc4cS5xsn2TixXj\nXezKl+EW2/jEeCLPeAA0HWx++N7vIX8Xo0adTXv7e2rbzmnUPPcOExdchJYeO+6zd+/KmMO0tGyg\nPvVq5tWlMEU+yI2sYybbCQYPdzulDlg1O3d+4Vs4HNn8+65dkSpsFPLZSRGVnD52LsWOr3Tb3lcy\nGi+0OJRxdCiwadMm7rrrLj766CMuuugiHn74YaZPn36sL+uEgklmTyIkmxVt2RCrNtmyoWVIyWyy\nduLBmGX9rP6xQ3mu4V6oxT/n0247LWauOOAOUL+qPnz98YHUlmEjJTuFdiJG7aPOSsP93HeQo1ph\n7TJG+lJ4mIhuo98Ojy1TisWeNAf5/5BYhSQgrUxcOJMPKq3k5dmR0kcgYOejj0o4ckQFoZkzy7DZ\n1PNRbcJgsUg0Db7+9UnMnm3M7Gxh796VtLW9QbJZ2Hh16P5CEsmAE/o5CCAl500ewT1zurc4FTsc\nlHs8rKqv79E6wCDG9kINqgrx+RxDqm5cU1PDihUrePnllznjjDP4y1/+wje+8Q2E6O55aMJEfzGY\ngk2mEJSJ4wGecg+1y2qVqCEgvTJm3Ebv0nGVurolg42qqwB0n2T7JhcXJFjbAOxduZe219tU8dQv\nqV1WS9HWIgq3FLJ9k4vn8jr5ob2OG7KyWPqzaaz1OMMJ03yqqXx2GbKiADHrT+QtupmuaV6wFITm\nY1Ek9qoXYJQXCquQBbsQwk5W1g0cOfIB8sOpsGI1+G00/jfk/fV1/FO3hslxZubicEUWlDDV+pDI\n0ocUMJ7mcBUWoAsbh0mnkkKaOJ2luVeGZ2Ofdrm6PeN8drKaFdjwY/n0WTyenAHH7HihxURxtDd/\n92OBXbt2cdddd/Hqq6+Sm5vLSy+9xMKFC83YPACYZPYkQDzpiveaTStKC1dkQfl7DiV69Fz9DBXW\nwfKP7eu5KksqkX6VtS0qK+r1XP1ZqA0GKY95zl3qOUdL/DU+3IjUZcyzim7XrlteF56vlkEl7NT2\nRwna90DTkUGBJiONyAKQXlj+SEjB2CZ48c6RZO0ZScn8icxe6kArL2bZsi0UFJSxc2cJa9eqqGK3\nw/btJfiDdoTFhyasIR+8IBaLnZkzI8/K4Shm8uSVeDxvD9qid0moVdgbqs5qECMy0Rc/2hiimsA6\nAGIVF326DkVu7HbHkIhNuN1u7rvvPh599FFGjBjB/fffzx133EFKSsrgncTESY2UlNMoLPzToCXl\nTCEoE8cannIPe1fuVTEvGSS4nnLFjOmkl6QTtIEWGiMNWGFnIVwQ2iV+bTN55WTcf48QYKlL3GVu\nmm5JZ67PpRTy2+G9dpVMXpqdHY4nu/68DXnXL8BvQ9r81HC3ah+efzu8vFB1QyEhrQO+/QKvcBku\nzmUns1ibejV5eVDz7Dvgt4FuQfrBv20COfMidjmGCFS0FU+Jx4Nd05ii72AsrTGKwX9mMb9FtSUL\nYGR7FrNRMS8gY5+lBbjUVo3N78eCDvKzJffjR3fi4+jxVrlta2vj5z//OY899hgjR47kwQcf5Lbb\nbsNuT66/YaJnmGT2c45kBC/+9Yl3T+RI5ZFhmZkdKmuc4bQc2vfAvrDSr/TJblnaROjrQu2zkvJo\nz11hiRDRIx8ciWlB0gMSIWOflfFVv6o+yic2LqjrAP+fvTOPj6o89/j3PZOZICHOQAgMYQmaADYx\nZEDqNXWLRQouVSptbbWltSreil4iYZFqldYN2a3iggKaul0tVFEromkj6o2lCAlLKEkoezIYAjOE\nQDLLee8fZ/bMJJOQDZjf5+MHJ5nznvecSfKc3/P8nt+jIIQ2T91LZiXauBlU0ElwO1WG2P+P1+7X\nkzz8R1yOJstdtiyHoqIc7r3XH1AKC6FgUwZzDAu5mC3sYBTPDhtG37o1bbqXLZk5hcI7p6/IZiNJ\nr28ymD2aebQFVquvJyhSX1Oo4+LkkSYmt7PZhNvt5pVXXuHhhx+mtraW3/zmNzz++OOYQ3p5Y4jh\ndGEwmNudcJ6uqiKGGNoCzTzJinWVVSOY4bhsQLCTbtkkEd/jw+G891w5bglFEwTLxkb+m2vMMTLs\nuWH8e2o50g0YBKZcE2/abBqRDUCT2cylFnA6QNWBU8KWkZCxDcavh/XjNSdlvQssW3Gh59+kcz7H\ncUhJgdXKCyOmwE8yqfhzA9IZ2TAzJWVK0Mxbr8lS+d4P0R/zVw9LyfIRWc/tYaXVymSzOSjm6YTg\nN2YzoxITebEik2vRI3GCauDgwVxSUyPermbRkmlTNJXbzoDL5WL58uU88sgjHDt2jLvuuovHHnuM\nfv36df5mzjI0S2aFEBdJKf8thBgd7vtSys0ds60Y2guRCF7o1+NMcWR/kt0pe+qo0TinS5KjNWey\nF9up/aBtw8eieVA7HVJuL7ZTco3WtyMMgqTrkzjy/hFf8PWmUt0CpPC81MHBMXoC40hQj0+c0I53\nSaQKwjPHd+D9Azmw8AAyoBXms7Fw9RcgXBIlrpFLLCsYSQXvVCcyJWUyEN5cIScHilJsvLwngxIy\n0EnYXHeUkdZVSOnAal2FxfKPqKTE0VRIw6G5/pyWeneK7XZWWq2+5584IcJWcMM5LtKOZhN///vf\nycvLY9u2bVx55ZUsXbqU0aPD/vmO4QxGd4vNu3fPpqZmDcnJt5CW9nRnnjqGGE4bTc2TAAV6XNiD\nht0NQYNTvUqlcM8Yl49LQbk0gSKbjWVRJFJnXWFjy1KP34RFcmO/I0w09UUvRBChDZ3NbJ4wEuuC\nLUiHCnoJo3bAjouhZCRMXYaoS2LQjd+nasQtLKmuZyrPoceJEz1zqhdTbDaTM+5yEv4evQIsMEE8\nceiPKLU/h1t10EgcLwcQWS+8s13npKY2iXlP7dvHVplBPouwuEso/dt1/OeFnNOqmDZn2tRS5bYz\n8Nlnn/HAAw+wfft2cnNzWbp0KdnZnfPMfS6gpcrsdGAKsMjzOjRX9f1231E3Qlc7z7YHIhG8jqqO\nRouOMGw6HZLcGnMmW5Et+DdBpw0/by+czmdjLbAiG/19PhKpBV+n1IwnFFDdEpcCitRMDt0SFn5S\njvplHSMnmIP6l99e/R/WjDhFZkICR4tsGOokI3bDpbcPJG1aGofKXbjfq0YAbgX2D4X8m2DmzjIG\nZ76ILnM7EoXr4ne2uPfQqmW280NUqRlQSdmI1VoQ1e9hqJQ32mHpp4Mimw239PdL3RHghByKtjos\nNofdu3czY8YM3nvvPYYOHcq7777LpEmTYr03Zy+6RWx217vZMuMl7Bd8CJmVHDgwHyBGaGM4o9DE\nPEloCdshM4cE9c66gYOTepKb1S/iM0bg3/fm2oVWl05l/LH3OS/zSl7J1Migo6aGp9PS+NxiYf6B\nA1Q1Nmo9syFjrYw5Roa9r6fi3ZeR2d8AOpixBBwK6F0kvvJX+l49jIXW/6IXC7W+VFQEDq5hHUW2\nG8gxGiM+h4UqmwITxHFCaPFt4Nt8euADNmOhjMzgBSRIl4LtcxNMbhrzvLF+pzuTMmcWrMtG14EV\n064ct1NRUcGMGTNYu3YtF154IWvWrGHixImx2NzOaInMviKEMEsprwEQQvwKmATsBeZ27Na6FmfL\niIBIBK8l4tdZRkrtnTBoC0m224vZu3cuqtpIoKEQZRlh74Ep14QSr821FYpg2LJhrTpnSxLY9qxc\nN+xt8PfkuCT9bu9HbZqOv5VUM+FDjdDq3HDvUnCp1Wx5vJrBMwaT9nQaT/Y7wvwb7QCsx0FmNizM\n14wRHdsO8tV5ffmfskTm6azEuSWqDvpZIW6kYNjDw2msqMQtdShCzw8G39TiXjMo45P+hZSQzRjz\nWPpY46luwz30BspGVUURApvL1awpU3ugiXy4kyS9x48f5/HHH+eZZ55Br9fzxBNPMH36dHr06NEp\n54+hy9AtYvOpXaewl6eDfhEsyofMMmpq1sTIbAxnBAJbcgLdhvtc3weD2UBCVgLDlnmkwKrWYjr/\n8nrKJrh4Oq35WBKpXajYbmfLrhl85+Qr9AFu420AXuEebvFUYHOMRl4tw/MMkOAd5+5DVdVy9icu\nQN62G5Dwxu3gEKAq4FQ4/vlxSgbnUm14ngosuNGhoCKQjGcdvfTlQHhNbzhlU5HNRqOqoqJVXF+q\nruZlzsfN7UHHCuC79n5sfCcBtcTE/DIjaQ0wZUrwObwKpYKtNlbmm3DvMnZ4xbSzx+3Y7XYee+wx\n/vSnPxEfH8+8efOYNm1aLDZ3EFoisy8C1wIIIa4CngLuByzAcuDHHbq7LsTZNCIgEsGL9PXOMlLq\nDgkD/x4aYcdFUDIKjPXUHb2cvW+U+OREgffgdMhmtBLYtlauzZPNWFd6en7ioL60Puj73771LaO+\nHIVyRSKn1pfjcqBlod2ediAJ++cfoCoF1vxXgMu1hOwSjcjqVMChYv3TNzj/W0d+nOQH6+C6dfDD\nv8HNhXDxmEvB8veoExWBPwvZioEMcyGYJ2O1rkRKJ0LoMZsnt3gPi+12CqxWvpuYyFd2Oy4pmX/g\nAAoQ3wrJcWsRVj7cgXC73axatYqHHnqIb7/9ll/96lc8+eSTpKR0bL97DN0G3SI2Sym1PgWnhBIL\nZJaRnHxLZ5w6hhjajKD+WJcW49OXpuOsdQaZHx5+7TDZhdk8/byBvhsdlFigLNNfQW0Ooe1C69ce\nYKGhks11dazkY8Dvx3gVX3Cq3+99a4a2C1n+4TeYrKpa7pv/incVyxbQ/0L7PdS7wFKCWzpJaPya\nMm7nYybwQz5EQaJHRa37EhgXdt/hlE1Jej2Bg3UkWpU6EBk9e/LKiBHM/akR/CbIrF7dlMyCp1p7\npZHJy7qfy/DpwO12s2LFCh5++GGOHDnCHXfcwRNPPBHzrOhgtERmdVLKo57/vxVYLqVcDawWQpR0\n7Na6FufyiIDOMlLqDgkD3x52XKTZ1DsMIBWOCL/kKNw9aFMFuNhO+V/3kpaqsj2zYySwxhwjliIL\ntiIbDfsbqH4ppLapalLky18Ygf3vCWxdZ6W8h4O0h2qDzJx2vHSA/xrXj8oGf7/QVmdv0B8Fpwqq\nQp8yyZI5bh5YpPCtWftjoqiAQzPGSM2J3sgl3M9CauocLJaiJoQ4XLAFzYDp5erqJkHWc9nN3u/W\nGkaFQ0fIh8Nhw4YN5OXlsWXLFr73ve/x0UcfMWbMmA4/bwzdCt0iNguhtS4QJ4n7bhUDBs+KVWVj\n6BaIpC6rWl6lSYfdMijGO2udpM5JDTI/9I7gsczoz/xhB3xr3JLcdOJD6PkC24VUvWDuoCOUeabc\nbeBKbuNtn6q5Z++beT0jw7dWaLtQoMFkdfWKoPPqdL1wZ+7UlBElFq0BN7MMF3pKsACwnvFMYD16\nHEhU3qyuIM5sDxuvQlVGuSYTRTYbCv7JfgLNkdgVcNy0QYPYVl/Pwfv3gj4ZPtISq5MmRfyIgM6v\nmHYkioqKyMvLo7S0lCuuuIJ169bFPCs6CS2SWSFEnJTSBYxF69GJ9tgzGufyiIDO6qftDgkD3x5K\nRmsaIqlo3wjsnWmHe+Ctdqc6VBbEwcxFsDsr8piX1q5tLdDmuHlHBRhzjFQtr8Kqs/r6fUJhzDFy\nZY6RK4GiD/8F/+ev4tb0gcyEBK46OJgN1MDnyfDnvtRfXcb51TbYNRwhdcQ5VSwlUDZaoLwFOMIb\nY7SESD8L4UyeQoOtzeXi6pKSJg6QgRAQcaxOsd3ONVtKcUgVg1D4x6iOqd6eLvbu3cvMmTP5y1/+\nwuDBg3nrrbe49dZbY7035ya6RWyOTweR+yoy+xvUi3bTt++TnXXqGGIIQmBCMqOMiFMcKu6rCI6J\nAoTejX7MQSAVU64paAqAdZWV3022wGBYU1PDLcnJQRXU0FF24Ubd/WHgEcqG+Oe1v8I9xCG4Tvd/\nmJImMiljaVTXaLcXc+LElqCvqeopQEJmGWSW07fvjRyV/8XTxy+jzDkcgDIy+VT5MTeobyCAn/IW\nX+6+iJzRjzQ5RySVUbwn5np7ZgGWV1ejouWzPj56lPeOHIFeQP4xvpMBeekpYauy7ZE87k74z3/+\nw8yZM1mzZg2pqam88847/PjHP47F5k5ES0HvLeBzIcQR4BTwBYAQIh2wd/Deuhzn6oiAjnIbbnKe\nDkgYtLbX17sH65FNWN/QIbW2WVBA6AXmO8xBs+TaisBqdw9gxr7eDP/F0Fb9IQ93bT45kieLa11p\nxVKkZWMr8yqDHIwB0EHiqMQma3/2i/O5+p/16Nzg1sE7P4f0fQ30+bcZw4I0hrvsLFBL6fH5ANAl\nQZwL6Za49ArbR8HUicMYNTohemfEkAHmrflZCAy2SXo9UysqmsyxC4QCXNu7N5OSkynYaqOgBCaP\nMfqywQVbbTS6VdBBo0ulYKuNnCu7T4A9ceIETz31FIsWLUKn0/GHP/yBGTNm0LNnz67eWgxdh24R\nm2WPE8jbXkdTVOjO6HacGM5chLaefFLYH7VRBRXURpXdD+6m4T8NPjPEIFz+FfJnb1MZv5sEeyHG\nnBzMvzFrqiaPi7+tyMbTc9KCpMWB7VhCCKQqtfOFGXV3WZWeVeV+MjsxKYnJQ14gx6gR7H1P7QuK\nm+bJZqpXVntkw8JnMGmzFSEDxgf07JnByZO7PK8EAwbcxVHzPCaUltKo+t+nA3J7HIST/scBcfxD\niu3Twj6DhKqMwhHcYrud1w4f9t3zqsZG/wICBt9ew5Ts4LYXbxvQKqsVl5StmjYAsHy5JlueNCm8\ndLmzUVdXx5NPPsnixYvR6/U89thj5Ofnc95553X11s45NEtmpZRPCCEKgQHAeil9T4wKWn9ODGco\nWiJ9HeE2HA7tmTBoa6+v0ZiD8ZYczIX+LKuz1tlhY4NEnOCyuh6Yy4AoLz3w2jAItr1uZsxYMylF\nNt+8WwDp1AIvEDxmwAtVI7kJWQlB11brMpO3wIplh6QkG3Z+B7Y7q+FqK7rtw7i72kmPTdrDAcJA\n9c3/YWOfBNZb+rMrA2qdzqh/ZiINMG/Nz4I32D61bx9qC0Q2XlGYlJzMfeUVOFUJIwQrp1ooWuYh\ntCUmGKaAVMGlwE6Tf9J9F0JVVf785z8zZ84cqquruf3225k3bx6DBg3q6q3F0MXoLrFZp0tEUY6e\nk+04MXQfhLaelPdwkOblcioc33A8wpESii+Fn72JqjqwFm7CtiuFxFGJHO5xuFl1WmCCWiratAAp\n/MqkwOqj1414dU0Nk5KTfa8jPrNklCGWTEduyUSM2gEZy4CcJgqmQYOmUVmZ53ttNk9mjedeeCum\n1/buzdyhQ0mtv41d5Z/7Hgk+50p2W61RV0hbIrjb6uvZWOcn7JZevYKMF70JB+8sdmhdq9Xy5XCP\np1V4vacnt6sIraqqvPrqq/zud7/j8OHDTJ48maeeeirmWdGFaFGOJKX8OszXyjtmOzG0NyJV83wZ\nxTit+pg4KrHdCVxno7W9vqFOyh1J4L3VbmuBFetKK9UvV/vMJaI5Z+C1uRolGz+uZnbfw3w6Jh1h\nEL7KrNBrg9ePvHck/NB32fTeFNvtYLHB++eB0FK3UqBFQkXivq+cb/82HGWbv//n8e9fSJnHjT8O\nopZLFxfD3LnQkGZHXmulQUDBJjM50ZDgMNKkXJOJ+ADn4umDBnHcpXXyjEpMpNbpJNdkosBq1WTI\nCqCXOHOtFBVpZHbyGCMrp2bjzLSh32Fi1H8beeqprjWk+Oqrr8jLy2PTpk1ceumlrFmzhssuu6xr\nNhNDt0R3iM06XcI5244TQ/dBaOvJ8AZDWO+EphCaFKlkNELEY52RhXTsCTKEivRMFNqOFfj+sgya\nmBROSUlpMmIn0jOLzVaEzNgKGVuQ6LBaC7DZitDrk+jf/1cAmM2TMRpzSEjICvr9S6qvQgiBkBJF\nCCYlJ2vx0jiF3adOsfHAGxRxJZ+Km5BWK+6ACinQJMY2N3EikOB6/11dU4OlVy+ePXSoiSOyI4DI\nCiAOhf1rTRSPaTnWrl7d9HVXkNkvvviCvLw8Nm/eTE5ODmvXruXSSy/t/I3EEISzuu/1XEekrF9Q\nRtEtqX6xmmqqtf7QHm13L27rOJ/2GgPUml7frnBS9t576ZZB5hLRXLP32twOFVccbLZoWc0Nw53c\n+w9Lk57ZvXP3hl1HKuCKg88zXQzzSH5WWq0M3y5Z9JzmVuzUa15YZRn4nB52TKxj5k/C9/+MTkyM\nKrPqrcg2pNmRC0vAIJHACmFlst3SZI1A8gpNHw68gTSc/KnIZoM9CbDBCLlAH6vf3QpQdP4xADk5\nULTMSFGRkaQrIS+vadU49Do6yn1x//79zJ49m7fffpuBAwfy5z//mdtuuw1FUdr3RDHE0E44V9tx\nYug+CI0Dqf+upzziYLcQ6BUGXHcplE6h2uH2EUuvIVQkNNeOVbRvXxOTwgzfqB3/eyM9swRWYIXQ\nYbWuQkon3h4oRYn3ufsH/v4V2+3kVVbillpsdUtJXmUlWQkJ5BiNXJk2jbi+v8ZhszGoocFnmOhQ\nVQqs1iDZcGF2NhmUteo5yUvYnwpz/YEJB50QXC/M/C3PzMtbjbwWIdYGYtIkf0XW+7ozsXfvXmbN\nmsW7777LoEGDeOONN/j5z38e64vtJuhwMiuE0AGbgENSyhuFEH2A/wWGos3E+6mU8lhH7+NcRKSs\nnynXpPWOuENKd1LrL2mLe3FbJb7tOQaoNb2+XeWkHGouUf1yNYmjEkmZElmeUmy3U5Ri46r30xFf\n1pHf38quDOkzNDKmNq0oJ09K5th67ddKAvuHx7P/hz35t/2YNl7g/APoSw7i8gS9az8Bg0ObOyud\nmiGit/KKAHN/MI4I3/9z54ABUV17QQE0NIAcaQO93zrZhWwiNfJKkrwV1xuTkpoEx8CMcOBoHu9x\naoOC8mY28Y8ZWfqpGYPQqrOKKnh+ojkocHodFZ96SiOybrf2b+gQ9+XLYepUUFWIj285AEeL+vp6\n5s+fz4IFC5BS8vvf/57Zs2eTkJBw+ovHEEMYxGJzDF2N9jQCCowD+2ptwV4REWC8ysiF8y7EmJOL\nfYCdwwtKW2V8Garm8l5Pkl4fVCm+qlxPyY0lSKdE6AWWIovv2HDPLIEeEg0N+6mufhm/l7Da5JnF\nWz3d1DACh9rHd9mSyPEytOcVz3sDY2wKbXtOCueIHJpwKHreyAdbI8faUHirsJ3dM3vixAnmzZvH\nwoULURSFuXPnMnPmzJhnRTdDZ1RmpwE7gfM9rx8ECqWU84QQD3pez+6EfZw1iLaS2WylUhL2j71Q\nRJuce9s6zqe9xwCFkwqHu18d4aQczedizDFq5hIverLGbqi4r6JJD6sXQcYW8QqF07NZhrnFBwAv\nOd68opoXL6vjo5sagUbNCcIDr/tvxg5tRqzwTCpw62CrBfRC4JKSOE/msdiuWflH6v9pDsXFsGoV\nSInWo+oUEK+d3yBEE5ly4JB2VUo+OHJE24eUEV2Jvcd5+4WIU1FH2nDsNFK7wUjRvZYW71turlaR\n9VZmA4e4FxfDffeBR8VMY2PLAbglSCl58803mT17NocOHeLWW2/l6aefJjU1ckUghhjaCbHYHEOX\nIdqZ6140F18DvwdQt7GuWTI74L8HNDF2PF3jy9DrWZqe7mtz6fOglWqPt4V0BI/aidTe5K24vv3u\nRySvP4li2YzI3I5WmfU/swSqzLKEgZFiIaUyw9cz642XoYmDUHIJ+MhtnBDsb2jgYOIYEAakdCCE\nds5ICYhgxVJ4R+SgvtvcyLE2EqZM6TwSq6oqr7/+OnPmzKGqqorbbruNefPmMXjw4M7ZQAytQoeS\nWSHEIOAG4AlguufLN6MJ/wBeA4qIBcyo0ZpKZqQ/zj6pq5fQev7oizjBsOeGtYlMtnWcT0ePAYp0\nv9rbSbk1n4t5shnrK/6ROdItI5L4cDNV56SmRpXFTpmSwh3xTtYPqtNIrBv/Z45GVlUpGVMKcW5/\n7D96kY4Xh6ehWBJ8MuTl1dW8YrWyYpCdq+N2cKsplykp/nu2/Cs7K/ZbSRkIs7LNTfZXVOQngWKn\nkZu/sGD+pSaNnmxu+v5ckwnFsz88+7rDbGZIjx5N5MShPbQGRaHRraK6FMRWky9QRjMHNidHq7aG\nkxEXFWlZZC8UJboAHAn//Oc/ycvL4+uvv+aSSy7h7bff5oorrmj7gjHEECVisUH+MTIAACAASURB\nVDmGrka42Bbp73Nz8TXIA0QnNAfiUMfiAAyeNZi0p9PCfi+QWLa2/Sn0emqdTu6tMmF708Zxq6PF\n48OhYO1u+v0yAZy/xq3/JfaV5Yy53B70zBKoMkM6eGbAYb7scQNJej21TidJen1EB+HQmFiYnU2B\n1cqK6mpeqq5mhdXAd+RCLpZbKGMUv61PJa+yaQIivKlj8/G2uVjb1SguLiYvL4+NGzfy3e9+l7/8\n5S/kdKcNxtAEHV2ZXQrMAgJngfSXUnqbGaxA/3AHCiGm4JmdN2TIkI7c4xmF1lYyw2X9mjMu6AyJ\nb3scFy2au1/t2esVdJ5Glb1z9zJ07tCIGeRB0wdxcMlBpFuixEcm8eHkOq3BpHQTB0+UYWELJa5R\njDpvPIa9Nq7bGU/K9/uwYbiTq36ix/l6Be5GiaJCv+1unDdXoH9/GBuMdhweQnmR3E6/A/nswRXU\nP7P8Kzv3nCgBs9YL/NEWK5+PskCZkYJNmrnU+QNNKIoRKTV57qwbjGxLrGdFdTXW/fuZNWRIE6fE\nZcOGcV9FBW4piVeUINIbKaufYzSyVJfN1JU25Dcm4nYZWfpc6wJlpCHuubna3hsbQaeD51q5rheH\nDh3iwQcf5PXXX8dsNrNq1SomT54c64uNoTMRi80xdCmiiW3ehOUV6xqC4mtlXiWGFAMAjiqHbwxP\nk9Yp8Pk+1GUaMN3Rn7Rp4YlsIAIJsqoXvP5SLy67doBPhRQoJ/ZWX5P0eoQQKB7CeFW5ntKb/Uab\n6AEXCIN/1E5z5koAO9YfZqATdKrA5Yxj29ejSbngMvJetlPVbx93XmLi1otzg6qnI80TiMPk219e\nZWXUDsI5RqNmluh57ZSSrWoGW5UMcMGKihocsmkCoqio+facSIgUa7sKBw4cYPbs2bz11lsMGDCA\n1157jV/84hex2HwGoMPIrBDiRuBbKeU3QojccO+RUkohRNgUmpRyObAcYMyYMS10Ppw7aI9KZnsQ\nyHBZy7a6AZ+ui3BzfTcdXfltch5PUD322THsX9gjZpAVg8Kw54a1mESINMDci5ayx7deXEb6lhkg\nG6Eym37fXEztGxLprsP9zFHuLczGOM7Iit/XEr+slgGHQCdBdUhefKecstv9a1koQY9mQhHYP7O6\n0gaD/T2wTikp2Gpj5TRwPFkKDhX6KYgR2ej+bWTpUtiWWsU95X7j1Q9ra9kwalTQ9U1JSSErIYGC\nrTYoMbFNB0WDNKv/5rL6tRuMyNeNSDeoOqitbcMHGu6zOM1M8qlTp1i4cCHz5s3D7XYzZ84c5syZ\nQ2Ji07m/McTQUYjFZqiqWk5NzWqSkyeRktINBlaeg2gptgUmLEf2Fyw2CGjUZrnWbayLsGoI4kD5\nZV/yxtTilA4uKT2I8ul5XD6u+daYoOS0lDR+Ucc9HtPDrIQEvy8DWtjzUh2vtHdpejqDXnOyx2u0\niWTA3QPoMaSHL1Y3Z0Lpncf65XccXKPXfCxceig5nswfp9iRC0pBr7KxTmH31nQ+lgvIooSt0kL6\n/l58fLTEl4QGghyEI8mOw0J6LkoFXAqOomTk1XaUOBWDzp+AaK4950zAyZMnmT9/PvPnz0dKycMP\nP8zs2bPp1atXV28thijRkZXZy4GbhBDXAz2A84UQrwOHhRADpJTVQogBwLcduIezDu1VyTwdAtme\npk2ni5b6bjq68ht6nr1z93Lss2NBw9NBC44N+xuCqsQtuSV6EUkeay+2U3JNCdIhEQaB5R+WJtdn\nsxWh4ICyiyD/SY443J65O54M98MlnLh6J6lPDkc4FBTAJUB6HJMDUYIFJ3oUXOgCenYmpZtYf0KA\nQQuZeiGgxIQz0wZ6VZM4SxU50obcaaS2FopqaoLWdkH4bHGZkdfGG2lMs6MuKEXZoxLv6UeKlNUP\nF1jby4G4LZlkKSXvvPMOs2bNYv/+/UyaNIkFCxZwwQUXtH0jMcTQdpzTsbmqajnl5drAymPHNHvU\nGKHtGjTX+hGYsNyaIdn2+gC+9/SJqIls4qWJpC9N5/kUG84Pj7AgH/ROycmCcr76gGYJrTc57fRM\nDyjxxMLVNTXUOp1+XwY8PhNo3hO3vgV9a8H+cyumcWlBifTQHt1QE8qt1nV8aUvB5nKx5KDHnDFT\nmyxgKYFScT47Xk6D2/YFxdVVxw9Sk5DJNjTHxu1hsrcKECcE1/fpg9lgYFt9PXmVlWH7eyebzaz0\njLKLEwK5bBjuXk6UrSZKthrhrwlgsXH/eBM5V3l6YbuxZLg5SCl56623mD17NgcPHuSnP/0p8+fP\nj3lWnIHoMDIrpZwDzAHwZH9nSCl/IYRYAPwKmOf59/2O2sPZio6chxoNTte0qb1G8YA/4I3YAaNL\nVDYdsZJzS/CanXW/jDlGhs4div0Luy+A6ZP0Qf08Ik4gkVFXiUOzp4H3zlpg9c2XlY0y7Jgfn9FV\nyWht5o6HyEoBQpXU/cON/DwdnSoREtwKbB4NH96lo2xE8KS+MjKZySJm9N7HxKE/8mWRp1xuhK8s\nQT2zxBtZuQocTgWkCi4FJaB/NSk5mfXH/EapkWbVeuVL6kiNGKv4+5EiZfVDAyuE6+dp8da3C775\n5hvy8vL48ssvyc7OpqCggKuvvrpzTh5DDGFwrsfmmprVTV7HyGz3Q6gMecxYM70+tUZFZkW8IH1p\nOsYcI7l22FUq0DslOlWrcr78bgXKpQkRibQ3Ob1+7QHmDjoCwG1vwPgf9mLYUI8vQwChzdgBS6dp\n3hMAPHqcenN9s4n0QBNKhIFp1v6Uyj2+Nb0oy4SKixScXnl0iQmcCnjqwrqElifqXtijBzOHDPER\nWMUzX1YFGlWVqRUVyIB+2iKL3yyRWZqM+L1y2AhQZoQyIyVHgMn+c3SkZLgjxuH961//Ytq0aRQX\nFzN69GjefPNNrrzyyvZZPIZOR1fMmZ0HvCOEuBPYB/y0C/YQw2ngdKS77V3VzTWZGFkmeDJfoneC\n7g0r9kJzl5H90Epw0EzfMFKj5hAksyoTLN3UB/nmUaRLI8O9x/du8fgiWwpXpb9P/+v+jfUNHdIB\nDgUq0+CiXRJF6hDSjVRUVClw6hVe+zXsH0GQWRRoieDdShbDh/4CY8hDwJTLjRqp9cIzu7VgUzZY\nbIw6z0TtbUZfMMpBy4qvqK4mxWBo0jPrRW4uxMWBu1QL4Iou2Oo/0sNIYGCNNG4nNEC2Z8Csrq7m\noYce4tVXX6Vv3768/PLL3HHHHeh0upYPjiGGrsE5EZuTkyf5KrLe12cKziV5dJPZsf9bT/XmE34z\nwwjomdGTEa+M8MXXHKMR9SfDOFlQ7pPrfpPddBxcKIw5Rn6SY+TU2t0M+OkB4lyge+MQGYV9ffta\nVV1NRUMDlhLQuf3hUgI1q2tImZIS2aAzwIRybcMItlb3QUUjxpYSrRrsHY/3U/1A3q0w4gCNTD6X\nDtMqQCf5lsYW7+XMIUN8FWU3WkVSEQLh+ddLbMOaTHpiaVISbNzoX7Oz5ryGN5dq+3qHDh3id7/7\nHQUFBfTv358VK1bw61//OtYXe4ajU8islLIIzRkRKWUtMLYzzhtDx+B0pLuB5M7tUNm6zsqVp0E8\nc4xGnjlsxuWsRqiAI7IzcGchtBLcnNSoOQRWnZ/Ml7gdtXi72FSHisFs0H6DXUAcrB8HRz3jc4Ll\n1/EsvWwSja/XIb88wctpdajA0nyJcLi0mTw/eYcve43mHct3qMgUuLb2giy7by+WhAT6GQxMSk6O\neh6gRiiNgOf9l2uB6bfPaqZQk0ea+Ocll/jeH4lMSgmizIjuwWzuelY7Lpo9eNdLSgovOw4MkEuX\nQl7e6QfMhoYGlixZwpNPPkljYyMzZszgoYceakL+Y4ihO+BcjM1eEnimkcJzSR7tVSBl5JrIyUml\nankV5ff4PRbikuJw1bp8r0WcNrtdGEQQkfXi8nEpfPWBVpH9JluyOyt6M8Wrd8Sxx0WQEi0nRyN7\nfz58GNCIp1sHIoBkJ09KbnFtrwnlGLsdw+FS0rapHjm0JqTKX6QR2hrjCYqKYP58+OADUE1OpCJB\n8ffpjujZk/KTJ5vw/Il9+zIlJYViuz2o0u2VFntNoloymeyqOa9tNZcKxalTp1i0aBFPPfUULpeL\nBx98kN/97ncxz4qzBF1RmY2hGbSnBLcj126rdNeUawKDwNUoccVBfn8ry+xNR7O0BiMnmCldcLjD\nTZ7agrIMKH29P5ZSbZ+tuWdemdXoEhW9Ex+RRWgEOXFUIladFemWOAQsr65mdulhX9bYm4VN26by\nxZ/L2WKBXTeBzjM/duN9m7h8yRhw65Dv/AzLwzvR33gB+9eaWP4yyMUlECdRpKDs5Em21tdTeOwY\nHx89yqzBg1v8zEIl0sXFkDvVjuOpEnBKVmwRPKe3ULvBSFJSeDLpHYcjJcjtRoZ8aSQnCiVQcTFc\nc41/vT/9STOC8hLl0Grt6tWnFzCllKxZs4aZM2eyZ88ebr75ZhYuXEh6enr0i8QQQwydgpSUKWcc\nETxT5dHRzIfVJ+l9ZohAE/VWzeoQj4VaF0Iv6DWqFwPuHEBCVkKLzzaXj0tBuTShZdOjEJhyTQjF\nQ5YV4dtjsd1O5alTgEY4857x98z2uaMf10xp2pMbyXTJW4Uu/3AvBucxFI8c2lKirW3p1Ysi0z5m\nvWpiVpmRgk0mlusIkiT/sn9/ck2mJmN4ZnnmojZnuJWVEN196cw5r16crrmUlJJ3332XWbNmsW/f\nPm655RYWLFjAhRde2BHbjaGLECOz3QgdaazUXUybjDlGtr1uZuPH1Wy2wK6MluU+gYjkotxcpTgq\n174OgK862kfFMFahMMNMS/wodK+F2dlsOmJF94YVHBKhE5h/Y9Zm1RZYkQ5tXrDihpElUJap+o43\nKEpQpvd2T6Z3+FV9uPT88/net26kqgACoSqc/8TF3DvBRNkYI6/NhsbpFpRLbNz4mwbWqtW+wPne\nkSN8cOQIzw8f3mRUQeAM2FBjrqIiI45rrJpRlNBcj+99zwpLjAgBqqr9F0gmQwNZUpJGRFuSAhcU\naCN0QPt3yxZ44QX/95OSQAhtVqzBoGWav/iibQGzpKSEvLw8Pv/8cy6++GI+++wzxo496wtcMcQQ\nQyfiTJRHRzUf1jMBAEWrsPay9PJ9zVsJTZ6UzLH1x4LWlqqk78S+pHhIYzTPM9HMGg9F/bZ639xa\n6ZTUb6vHmGOkyGbzzUEH0F+awFdXaOqln3kqob6+U/DNbHeHzHoN3FvGj4ZS+pwdl0PFHQeHv6tn\n1mAzzx46pPW6qgqjXs8mN1dLSnvPLyCo9Way2RyRNEcayRP49eXLO7cC21yLz+mYS23evJm8vDy+\n+OILsrOzefXVV8k906yWY4gKMTLbjXC6xkpdtXZrMWasmdl9D7dqdqq92I61wIp1lRXpkmAQbHvd\nzJixWlU3UqW4JbfjjkRrhsI3t9ecW4zYC81BZN1ebMe60qoNiEcbQVNi0Z4JkvT6ZjO9J7MM3HvC\nROUuE3V4zTQEuLWfk5w5Rk/wMJKba4QMOx+VWIMCtxuYWlFBVkICQFPiGubac3ON6NYEtzupbpBu\njVTqdBrBDCSTgYEsUvW2tSgu1tZRVe2cS5dqATsrq3UB89tvv+Xhhx/mlVdeoU+fPrzwwgvcdddd\nxMXF/qzGEEMM7YszUR7d3HOH73veLKkK0iH9Bk8KPqWV95jqFdWc2HICqUZvoni6CK0KV6+oJmVK\nStBc2XhF4d6BA6l1OslKSAiK5TohEIBDyhZnvRpzjOx9eyCffHBA65kd7iTx5ElfLHWrKhsbbWz8\nBLjLPw7PDWyrr/etF0pOW+MHsXw53KOp2VnvyZ10FKEtLtYSz6tWgcsVOa631lzKarXy0EMPsWrV\nKvr27ctLL73EnXfeGfOsOItxVj512YvtWNdthewSzGPHhB1G3R3RkTNRO2veajRoab5cKHwZ3AZV\n658EXI2SjR9XM7vv4WYJamsJZeA5T1eSHc1Q+Gj3GkrWbUU2/4B4AesmaHIkBah1OrU5dVtt8G0y\nKYoNFanNqbsYdL+P41//LCHOGTwiUsT7JVTBwcPIc8OGcW95eRARdUutqr5/PzS4VaQIIK5hrj0n\nFZ5XzdzbaMWNRFEFun+YUXX+vtVAKbAX3r1EMnIKh8mTYeVKcDpBr9de++5zkVatVT0PUd5JBtEG\nzMbGRp599lkee+wxTp48SV5eHo888gimKHuwYoghhhjagjNNHh3uuSNQWhw4mz0IAnpf25uhc4f6\n4l5CVgJ9J/ZlwJ0DWpzP3p4IrQrXba6jYO1uphoP4vaMr7l/4EDur6jAKSV6IfiN2eyL5d4kcLhZ\nr+HwRuoJ1gfMd99y4oR2rBtwKZqbsXfBAIPG1TU1PqVUIFproLR6ddPXHUFmvftqaNDaiOD0emJB\n86x45plneOKJJ2hoaCA/P5+HH3445llxDuCsI7P2YjslY7cgG92gH4Z18VQsty/rUkIbLTHqyJmo\n3rW9JJ8MPbQoeg1Ge/bctkbu48vges2PhOZIuNnSMkFtLaGE9pNkt5a0R7tXe7Gdhv0NCJ025kcY\nBEUTQIcmXxroKuXFLR9S607EeHsdzxy9GWPfBEpGQdl34LaSA4gv8Um7EsckEp9Zj/7GUrarBjY8\nldOEUE5JSSErIYEHd+9mw/HjgPZx2PbrWTktAfmkAnEqcXEKSQdNFL1pZOlV2dSmBvfM1m4wkj/Q\nwuK/21C/MSHKjdx9t0Y2Wwpgremd8fbbhstGJyX5iayqaq+jgZSStWvXkp+fz+7du7nhhhtYtGgR\nI0aMiG6BGGKIIYY2YnlVFatrapiUnByxvaO7wZhjJH1pOjWra3yGSNrzmUTEC4YtHU7dljqOrjtK\n494AV16FICLbnm1SrX2OSZmSQu3HtdS+p2U9pYTPPjyA6zbt+y5PUtfhYWQOKbE6HL5Y7q3MuqRE\nAUYlJnLngAFsq69n7t69QZ8nwKSQsXX7vP0yCrB6oOZmDPzg2GDWJx0IOi4cWmugNGmSvyLrfd0R\n8O7LS2RDVVmtgZSSv/71r8yYMYM9e/Zw0003sXDhQoYNG9aeW46hG+OsI7O2Ips2e1PVgVMit2Ri\nu6Goy8hsa/8Id+hM1IwyDjvHo6oODpcayM4ujPq+dHbPbWDAMeWacOsFUkrcOvhkAhROgF0ZzWc4\nofWEEtpXkt0a0h7NXgM/BxEnGHD3AMyTzSzL0Cq7V+nLaai4lcmyEUUnURWBM6+AfLGIMpEJEkpG\ng/MtTXaMXjDg8QYq4yegqg4a6gy8+WYhjz2W48vg+qq8JSYyLEl8yXGfg2LJf5y4txohPxsx2sZ1\nqSbyFhs9hNNIYaGRnNTg7LCiGFHdRlRVc4AcMiS6TGxre2ciVVprazVZs6pq/4aZMd8E27Zt44EH\nHqCwsJDvfOc7rFu3jvHjx7d8YAwxnOWoqlpOdfUK4uNTGDx41hmjhDqTsLyqinvKNTdfL9HJSkjo\nshaaaGEvtlOZV4nqULF/Yaf3z9AKDaoO2eii9utKjr0NakNwabbvD/s2USK1R0yO9jkmNElw/N4k\nGj6uJc4JrjjYnK2974YP4KoNUD3eycZr/cebDYagWA74jJm+qatjy4kTOD0szvt5egmt99/VNTUc\nbGyk7ORJbVEB5h/XMnJ/mtbLOimN5VXnNUlwhKK1Bkod5VocKnUO3JdOB7/5TXRJ7VCUlpaSl5dH\nUVERmZmZrF+/nnHjxrXPpmM4Y3DWkVlTrgkRL5CNLtC7EKN2YDLd22X76U69qjZbkTagGzeq6sBm\ni57kd+Z1hAs4PdYOC7LV99rKR0NQW2v60JWS7HB7DST2oXNrewzpgTHHSI7n2H373mSP1KyPpQSd\nkEjpwkIJZWhD63ZmQv58sGwR7Pi/YTzb4zVUt/ZzERfnYOTIInbuzKGoCMiwc82WUhrdKgxTiFuc\njn6aggvtAWpSuokvDODYZcSwx4j5V+GzwIHZYSk1EtmWTGx7DGbPzYX4+OiCe01NDY8++igvvfQS\nRqORZ599lnvuuQe9Xn96m4ghhrMATmeNb1xMXR3U1n6ExfJ5jNC2M1bX1DR5HTg3tDUtNF6cTlU3\nmmPtxXb2zt0bZOZ06lAtiPM1a369C4fjCKrD7NfgAqoB7Pf2CVqrpZgc7bVYC6wacZagnlLZ8ZMd\nDH1kqM9ECuCrT6t8zxqPZWlJgg3Dnby5CK79RFP2CjQim7/Yc9CmBvY0wNobwSAE/9kex41f7eW6\nnsnM+Zm2nyKbDZeUWu+rlEEy4VCJ8JSUFKakpAQlMQCs8Sf5w6qqIOIbSVocSBxba6DU3q7FkaTO\nbTV2As2z4ve//z2vvPIKvXv3ZtmyZUyZMiXmWXGO4qz71I05RiyFozxy2p2Yx3atxLitxMhuL8Zm\nK8Jkym23/ZtMuSiKAVV1oCgGTKbc6I/tRIIXjjhfPie1Tbb6bUFHyr2bQzj5U9XyKiruq0C6JUq8\nQvrS9GY/h4MHc3G7DSi6RhAqqqogpYETO7/HbSVQNgqGxg/n/b11lJlAMSRQUpJLVpb2c+FyGdi6\nNddH8jT5lKoNqhcq7gvquGtbNkNu8n8OWQEBCeC115oSxdDscKT+2M6AN4gWFER+j8PhYNmyZfzh\nD3/gxIkTTJ06lblz59KnT5/IB8UQwzkGl8sW9FpKZ6uSpDFEh1Dp6aTkZLISElrdQuPF6RgjRnNs\nWKdineDU50ma658i4b6XGDB+BvVr3Fq818FHE2DdD2B3fCWF9oQgz4jQmOyNlwfH6BkXX9nitdiL\n7VhXWYOIs+OQg/J7yjm1+xRpT6dpLTw3VfBLh+Rnepi5SKXI0yrzrhCMXy/RO+GGTwXlF/idhCWQ\nV9ST/7q/P++V1LO+zwHoA29wDN6G13+W4msjalRVVKeAOD+hjSQR9hosBiJSb6zv84lAHDs7zgYi\nktS5LftyOBw8++yz/PGPf+TkyZP8z//8D4888gi9e/fuiK3HcIbgrCOz4JXqXglEMZCyE/bSWmJk\ntxdTWjrWRzpbIwdudi/GHLKzC9tEkjuT4EUizm2x1W8rOlTuHQZVy6uomFqhuTTGa9VoQPuaSwua\naqOKs9YZ9nOwF9vZWmBj2soMnMMLmTChgBtvtGIeaCZx/y94YKbL16e0fwm894PDoFdRJ1j5yykz\nK555n6xem9i+PZf0mzO4Yvw+yDCRi4k4ITRJlAA53sqoXmampKb69h4akMJlW083C9sR8JLu117z\nB3wpJX/729+YPn065eXljB8/nsWLF5ORkdHV240hhm6HuDgTcNz3Wgh9q5KkMUSHQOlpoKS0tS00\nXrTVGDHSsRllBMUkW5HNT2Q9Zk49LuxB9cvVIHWAZEDCdFLGXU5CoUZK145oYEmfatyALsyeAmNy\nYJLXbRCkLZRszwx/LV7S27C/wTdiJxQHFh6g78S+2Ips6JxSc1Z2wiWlgtxfaPf2mcNmXM5qhAo4\nJQNTE2BnvZ8bbz3FVeV6fpf4rfbaw3I/PlkDpPjaiOa+Z+OzhSbU1Hq4uoaJfZKZkhuenBbZbD6y\n7EUg8Q3nUtzaHtmORnEx7N+vSYnh9PpiP/jgA/Lz86msrOT6669n0aJFXHTRRe263xjOTJyVZLa7\nobXE6HTkwC3uxZjT5rU6i+B1VWW0q2AvtmuB2UtaT6nsnLyThIsTkKrfCVEiOJhkIjXkc/Bmwd0N\nKk9KhedO6Bg79jVU1YG1cCTWd36CbFAQEnBI5O4alBGqZiCpk2wwVMM98ZTm34uiwI5rSnG7VVZs\nUniuRzZ3DjDzUnU1ElDiJbWDbEDkzyRStrWrs8OBCBfwjcYypk+fzieffMLw4cP58MMPuf766xFC\ntLRcDDGck1CUniQlTeTUqV307DmCwYNnAbBv31PtqiqKIbyktK0J3rYYIwYeO1KUcc32AyilFi5P\nd1HyqEA6db456HHnx/kdiiX0svTCddyFiNNMCxWDDvOEkYD/uWKM3Y6htOWRffZie1CSV+eQXFIq\n2JkpmxwX5DGha/p33Kv0VSVsXWdl5ASzL5Eu9IK7fzLMd39HTjBTuuCwL8m+7+7zOXainiu/9PBW\nVVL5aQ1cB4EM9LqefvKZYzQyd7iRL3ZDw9B6Mve7mFB5FHtGQpPnnOJi2L/JhCFLwYGKAGYMHuw3\n/4pQgW1tj2xHInCPcXFEbfYYiu3btzN9+nQ+/fRTLrroIj7++GMmTJjQMZuO4YxEjMx2Q5yOHLg1\naE934vY+b2dXRrsSQWN2PGiobKChsgGHDhQBUoE/9R9EYZ6RwqzgYODNggsJeqFy9cAK9HoHomwE\nav6TSIfWouQSEGcQpI9LJl6x06CqWrwVQJyKGG1D0YFL0b6uSpWpL9tYdreZHsphGlUVVIFtvx48\nhdnu7qYZCYEBX6+vZfPmufz+9y+QmJjI4sWLmTp1KgaDoau3GUMM3RqnTu2itrYCRTEwYsQKgDap\nijqiraYzcKbuuy3GiF5kUMbiHa8g859EOPWoQosLSJBuSfVL1Rpx9BI6AQeXHESqEqHzmxaGxvdo\n92QrsvmSvKDJl+/+yTBGXNDUQyPUY6LniJ6c3KkZKnlXcAtwGuD+ftUMT3Qy4/10xJd1bMuGMZf6\nZb7eJPv++ftxVDmwbTvB//4MLv0XxDkBPaSPS+Y8nZ1Tbq0v9wfHBvP6z0Kqrhl2vvvxAY5sO8KC\nGaB31vFNQS2X/N3iuyd+EmhENzKbe56xMXlk8LU1J93tDBXU8uUtm0QF7hGiN3v04siRIzz66KO8\n+OKLGI1GnnnmGX7729/GPCtiaIIYme2GaE4O3F4ENJystTPIY2e7Ip8JODhGjzsOdI7gr0vg0CD4\nbByUjISy/7jQPav1egYGqv09XUhPFlyRUHHpeYzW6XGXjEJx6lGkgluBLaOhxxwz949L4f4v4I3j\n1Rw+/wQSSVycwh2Xmhg1Gu5rUHB69GHuWj21G4zcf0U6850VoEjmn6zgLQoougAAIABJREFUw1fq\nuHFEIs/KlnuVOhuB0isIH9RzcuCTT5zMn/8in3/+KGvW2Lnnnnv44x//SN++fTt/0zHEcAZCSkmg\ngghotaqoo9pqOhpn6r69aGtV12Yrgi2ZCKdemxohpBZ4VLeWdZVCI65xnn+F0JK1arBpYVv3ZMo1\nocRr82mFIhj23DBSxqVwecj7qpZXceS9IwjFWw1WGJQ3iIr7K5BOiSsOnrkfjMehxKLNaS87coSP\n9EdQvi9wSInYUs2MwYN5Oi0NgEPLDlH7Xi0SuGIj/HM65C8CSwnsvUTHV+NSKLRH9vbw9hufkiq3\nlYLeCToV3E4ZZKoZRAK3GhnypZGckK655iqw7a2C8sbUpCTN68Jmg/nzte95x/iEI7RtrRI7nU6f\nZ0VdXR333nsvc+fOJSnaOXoxnHOIkdluinBy4PYigk1krY2d57LcndydOwKhlcqWKpfFdjvj4iv5\n7/Fw4wfauBsvBHBoMLx5OxqzHWFF/MPMqlVGnE7NDfiHP4QxyTYuE6DzVF/r61J4I/ElTJadTNAL\nFKc2l/fNXwueS0zk3f/exYcjrBwaKaFRMPG8AczKNpOTq+1v9xfpzG/QiKucWoktAdYcqYHzpWYE\npUjKLqymzFGN0Glba4ubZkeguBiuucYvaxJCeyAIHRa/bt06pk+fzs6dO7n22mtZsmQJF198cZfu\nPYYYzjRoEnwlSEHUWlVRR7bVdCTO1H2fDuzFdhrWXQHGjRoTc2quxExdBpUXIT65AekCxaAw8P6B\n2IpsKD0Ujn99XDMxbAfzyGjakHbP3s2B+f4ZrH0n9mXwrMEYc4wkZCVgK7LxZno9HyV/2+RYJ/iG\nn0pg/oEDDHr7BBe+WkfPShfgLzpftQE++qFGhMHN8irNaThSHCywWmnwDDkvsYBTr/XmKnrBwTF6\n3ty3j1yTidxcY4sksLMqsN4qcWOjf5xdKFavDk9m27JHr2fFrl27+MEPfsDixYvJzMw83cuI4SxH\njMyeQWgvIhgqaxWK6DB34tBKcleOvelohLo8Lk1PJ68yfOXSK0/b1DACh9qH8mFBqiwNOmiYmoSg\nFilA6CWjf2Nj0wPajFaA996Dyp8buMSgBUWXHrZa4P4B13LfRUP5ZL6KZQuUnkpi4u4k3DMr6dOg\nssigZZTLRki2/70H6I3gCTSmIU6UPVKrzepUlqgVuHp7nBc9hh4o2mal1GTQre276igUFGhBF/AR\nfin9Mqw+fXYxffp0/va3v5Gens7777/PD3/4w1hfbAwxtAHnnTeCCy6YjF6f5FMStdZksLPaatob\nZ+q+24rAZDpiGvqh9Zw34jzM087DOfx7mEy51P9vKjWra+hl6cXBpQeRDo/jrz6yvLgtaK4NyV5s\n58DCA0Ffazxeiy3lA7DnYszJwZhjZA5g2x3PqupqjrhcPtmxHnDjb/m94QO4eLHfSTrQkKn46uBz\nN+c0XGy3s9Jq9R1bfrFgxQvnce3XPTmQ0IeF+kpce/zPCoWFxhZJYEdVYMMZSnmfOVRVi6uBmDQp\n8prR7rGsrIz8/HzWrVsX86yIodWIkdluhuZkxO1FBINkOjpNptMR1dFIleSzydwp8PMqSgl2eVxd\nUxP0elOhlZRdNvRjDlIZPw5VdZAlDGSxEOPxDFRPdRUg8dJE0pemE58Bi0uPaYRYp3DnJSY2K/7A\nArB96xBmLqhl5FYPkf3RcC2g7klg6mYb//7GRPxuI+N/tQ9Xg4pOasTXshnK0hQq3zWR+5S/5ybX\nZCLeYw4ihMAtpUayBZisiRzrV6eRWQG4gNLeLL1saJdXZcPBm0XW649RWvpHHnnkOXr27MnChQu5\n7777iI+P79oNxhDDGQydLgGTKbeJ3DY1dU7Ua5yOy35X4kzdN7StXSnIoRhwVibgrJSYb7qA1HGX\nYy+2U5mnxXvb34MT5tLVvLy4PWErsgXb/wJ1o5ZSt+eDJnLwp9PSeDotjWK7nQKrFYDJZjPvHTnC\n/AMaIf7Vq9oaXhLrXXr9tfDejcHnsfTq1WQ/XnXW/oYGbb6sZ627zGYmG0Ywdio0TNqHdGvjibwq\npzk5xk41TGzJUCqwMhsfD/ffDyUlzffMRoOjR48yd+5cnn/+eXr16hXzrIihTYiR2W6ElmTE7UUE\nO4tQRqokny3mTqGf11Xvp2OI9ztETkpO5gu7HYeqMrJMkDXDyh6HROjdyIVpkLkdpIMsSthsycBp\nAOECxSBIX5qOMcdIDk3HL5x/axUH3qjhc5LZQwJj/m1jrGE4hx52cl+AnHnK5UbYYWRpvyrEVXvZ\no/ZiwHIFIVVcUlBywAz5ZgAcP97H/I9M/DXHGGTEkaTX+6rLcSjUvTMAflvnq8yiCnh1KLUOI02a\nlroAkyfDypVaVVavh6VLXaxbt5zPP3+Ed945yt13381jjz1Gv379unqrMcRwxsNd72bvE+Woqdrf\ns7bKbU/HZb8r0d33HY60tqVdyV5sp25jnb9cGYCa1TWkTEkJIrtSSC1GeIx/hKHj1F+hMOWaUHpo\nyXqA86cc5PiNH9CcHNwbM4ts2tzktPPO4671ekb93U3v48EX7Raw9AFNXgyQGh/PgcZGJPDsoUNM\n7NvX12JUYLWyymrFJSU6IVCEQJUSnSrY/LSZsng7DZNsyGN6cCoIRUta55pMURkstSeiMZTy9sy2\nh6zZ6XTy0ksv8eijj2Kz2WKeFTGcFmJktosR6IZoK0ppUUYcSASjdZINF9A6g1CezZJiaErWUzc5\nKbzXTzwpM/Kr0gSw2LjtcANuR7X2XqlDlFwCgLp+PMPk9/hmvN9IYscoyY379jN+nYGRE8zk5Bi1\nOX5v2thtO4L5jQOYgTEcww3EuYH74OYNoygzwY/e3ceud0zEVxopHVSFnF4OwK/EMR54dDCHH42j\nRJoo+9QIGXZYVAp6lQ+kQrE922fC4f2ZykrQDC32rzXxUi+b1jcr0B5UPjETv9vYpfb/gcjJ0YJu\nUREkJHzG888/wPbt28nNzWXJkiVYLJau3mIMMZw1OLXrFMcqUiFuASyaiZK1u13ktl3ltN8ZaO9r\ni7ReJNLaUrtSVdVyampWk5w8iZSUKf51GsIwWSB5kjZ6Rp+kDxrHMzh/MK7jWo9pe8mLo0Fosp6M\neDaV6LV+kwhzkANbhG74ECb+BW7bF/web0W2cKyfyAKMSkzkYGMjKtCoqszdu5dJycnkVVb6JwYA\nqio1o0YBLids/LYe7qsEvQpOhbiX0rlrupPJI01s+18j99yjHdecwVK0CCcfDkVnGkp98sknPPDA\nA+zcuZOxY8eyZMkSsrKy2u8EMZxziJHZLkSoG2L6mE8jkr/QgBXanxnJSbYr3YPbuwLc3R5wwpH1\nVKNGPLfOszFtJWx1Gxk5soyf370J4rJwucGlKrz/yZ3c+tpkFKfgCgSXroPpSzSzp4wdcMWva3E4\nYcsCK8OXDqMyr1J7AAmQTwkCfoFdsOWOMqZNdbA1Q8KdCuRnw5U1/jdL2HHzCSaZs9nwGHAQsNi0\nYKoDSXgTJy+xLR4DK1eBw6mAVNErCncONTO5sPWBLprgGs17wqFv3wq+/noGa9eu5cILL2TNmjVM\nnDgx1nsTQwztDCmlp/rWg977ZjD0F8MpI4Oiffu4Sl/OIOemVktwz2bH+/a+tubWi0Ram0syV1Ut\np7xcY1HHjmksylk0vknsQYA+WY/512ZSpmg9os5ap1aNVQEF4kxxpD2d1uZrOx0EJutn7+7Hh3Ih\nFkookRZGHTLyuueWewsCG48fp0FVuf4DyFvsX8crLa7to/lccW0iC++v833/KqOR6/r04ZOjR2lQ\ntdntnx47xmfHjgVJkpEB/6+g9RNdVeOLvUJRuWu6kxeu1Gbe5a0Ivp5IBkvRIJJ8OBRtMWtqbYze\ntWsX+fn5fPTRR6SlpfHee+9x0003xWJzDKeNGJntQoS6ITqHbyC78N6oZEGh/ZmRnGS72j24vSrA\n3fEBJxxZ9+7T3aDypFR4bqiO+54chzvegbpgJMWPLuXosf6cdxCkrEagBUy9C8aUws5MrTrrteyX\nDknN6hrfZ0gzf/Plrkaenuk1dlI1orohGb57zBdJJyUnM2UKZGVprr+NJSZwKiiKil4o7F9ronhM\n5GBXtMxIwaZssHjm3n2/9Z9BNME12gAcCLvdzuOPP84zzzxDfHw88+bNY9q0afTo0aPVe4whhhha\nhhACFM29duiPJlIGjC0tJU3dxijy2YOr1WNrujpmdSTa+9qaWy+QtIo4QcP+BuzF9maTzDU1q7X/\n2ZEBJRaqr/ya9Nxbfev4pMMqOL91cvCZg/Sd2NdPkuPbV4nVHgnsNTU1/8/emYc3Vab9/3NOlgIF\nEi3VUJCitKCtpUUZNcOInUFGR8eRH8zigowr4/pStkpxY1yoICKM4quoMCAybriMC4iifVGnM4rS\nslShKJSlDZYOCYu0Wc7z++M0a5M0aZO24PlcF1dJm3PynCTXuZ97+97sIJcqVEXcqh9+oJdOx7Be\nvfjf7W+Rw0a2U4Agl5Hr1WNC+2P/fj2suQJGnaRH+LWg+NTh4MvDh7mrXz/m7dnjO8Z7nE8syvsf\nX+m1BAcNICTwCPK/lbjmh0YcegdVmPj66+BriCaw1BqRyofDEU8GNh4bbbfbefDBB3nyySfp0aMH\njz32GHfddZemWaGRMDRntgMJLCkGaGzcjSTpVUXYZjVEU2ZL5y+cwSq83YxR9vdnRlKSPVFKfbvq\nBifUWd+0xoanSUESoEfhIvNODAYnkuRBJ7uwHnIhUYdbSEh6CZrHI+kMEhP/kE2Pvof597A6n2S/\nXi8h95CRdOqsPEkn0fuC3iiNCt2zu/PDS+poAa8Ksj5A2IkKtdQZgJH1jElLZ+Iv1Si61QqffAJl\nZSbSeuWzUbGzZJKZ5zaZWNZK9NZqNQFtf+9jMa7hnuP9fWgU2OPx8MILL3Dvvfdy4MABbrjhBh55\n5BEsFkub16ihodE63Yd05/QJp/ucjbKaGlUjgAoMuAAl7j7aE8VmhSPR1+Y7X5Mq1mdIM/j+5nVa\nbctt2JbYqHuujv3L9vsCwaElyfYyOz1zr+Xgnr1qRNRl4MgKCT7G5/w27m6k7tk633HC6Z+PmoxK\nrPYGsBfX1uISwWpQl78Dp6+vY8PIDZReMQUDLlwYmMrjrB+Zy882+J3RI1l6llzpZs1vCdLB8JYP\ne8fSVRw5Evb1z+rRg20//ojHa6C9ZdiSgF//AArkbIG5xeB21/HVXBsrpllQzrTAFvVab721nEsu\nKcPhaJvIWLyzXmPNtsZix91uN88//zz33XcfDQ0N3HzzzTz00EOceuqpcV+HhkY0NGe2gwgsKZYk\nPSAQwoMk6ejb9xYslgkRb1SRyllDhYHCcaKoB3fVDU7gjZ8cB5NOtTHboDqVskHi5F9modMZYesg\nWHY9ekUHgE4W9L25r+883p6iEUC5xcIGi438d12IlxpoeKcBSS+RdkUaDav/i/0zB1KKKhLV8LMU\ntjyzh6xq1T66CRB28jqy72Vg/DCD4rLgtfujsCZKS014NsUWvW0vsRjX0OekpYWPApeVlVFUVERl\nZSW/+MUvWL16Neeee25yFq6hoRGELlVHZkmm73GhWQ2yblIKcGFA15yZjaeP9kSxWeFI9LWZrCay\nFmSpc+M9gh1FO0jNSw3SxvCN4gsIBB/dfJT6VfWkj0snNS81wGkciOn3j+BwGUGRES41kJxZkumr\nPLItsflH7oQIO7WlEsvrSBvSDLgaXL73Jd4AdqiGyCWVlaw9eDDoOTc/C9e8rP7/ZxsyUBiN7op3\nEbgooIKVV+QiATd+2Y3zxw8gY2IGfRwOzgs4b15qapCwUzgn18uOY8eYetppzKvZi6IE/EWH6gnr\noGATyG6BpIDHKWiy1aHMtyH9LZuCfTX86U+j2LnTGXeFg5d4yofjyba2ZsfXrVtHUVERW7Zs4aKL\nLmLBggWaZoVG0tCc2Q4isKRYCL9KghDQrduAiDco740+a0FW0I0eCBLpicaJoB7cFTc4vmHigxzI\n2+z89sZGNuUIpj4O51TAeb+xcNfYIdR++CHV0xoRTp2v1EhOkSOKYlhNJqxjTdRsq2Gn5wB4QCDY\nUn+YU1wCnQLuJsGmNTZWXtyNZxZBzjdqRrZij4VtHw9BB+iMquaF2606qZs3t90wJZJQdURv1jVw\nbaEGODQK/MYb3zNv3nTeeOMNBgwYwCuvvMIf/vAHrfdGQ6MDcbnqqay8xCcW5FdCz6SXYXCbembh\nxLBZkUj0tbkaXAhFgKI6fbblthaz3SWdhFDUyh633c3OmTsBOLj2IH3G9AlyGnuknsXhlP1hA8cm\nq4mCsgJsy23sb3JR+VsDxhzfiPK48WVfvSN/mm1j/rr8VgPYgSXIVTkEaYiM7dOnhSN7+TtwdbMj\n6yv/XX8R7ivex42BTRQgA+uulJl5/1lkmMLvswL/b3O5sBgM5KWm+pILXxw6xNsNDQjAIwRmvZ7/\nPTOb276tRkGA1Pz6zYvYdA64XvLPia8oAAwCaXI1JfqPIaAVrS1K4RB7+XC8JcnhnOQdO3Ywbdo0\n3n77bQYOHMjrr7/O2LFjNduskVQ0Z7aDCBywHpiZlWUjhu0jqVlZE7Ma4U+VrrDBKS+H5Rscaj9q\nhZmmQaA8VoliUHjHJaHXS2zLFezMk7k9Xy1zdW3oj3Dt9Bnrky4+iYGzBkYd+u6NVHuNeaMeVp7v\n5I4NfqO3tBFWzjXAJImqMwVVWRKsAZ3NwS0j1HMvXqw6tB4P3HGH2iubKPGH9uA9f7QocKgBVmfd\nHUaSZrNw4XwMBj0PPfQQU6dOpXv37sldsIaGRgsaG3dz8OBun1iQ16FVN/yZwOhOXV+y6QqihEG9\nsToJ21Ibwi18ewbAr7UgNc9hDeDAnh/xGCR0qMccGNuLytFQUAlDL20ZcDVZTVTlwKVe57Fyf0QB\nylBC3y9f9tUb31f8WdjMksyIAezQvVHlilNxnuzXEFn93/8GvW7OVihaiE+jwjvt1fCHAnaeNJWs\n9NHcRS6r6usZl54edC2hI3LKHQ5+ubGSJqGA2jLOsv3qe1CSmUm5w8EHBw/6xtnt/qeZ3QV2JFl9\nVRm4+KSTGJeeToPLRdoQAzOlanI2CjYWQFVu8wvLAtup+Zy63+gTCU2EUng04g1qB9roQ4cO8fDD\nD7NgwQJSUlKYPXs2kydP1jQrNDoEzZntIEIHrIOarTVsH8mOKz0oTTuRZInsRdk+dcCgMptGNeLa\n2c7ciUY8anzl5VB4hwPn7EpwKhhyZaRLTw1QAxbcYOnLgG7dgkq/DcP3qrNl0alCKa04soFGOmtB\nFh/uqGde5kG25ML3Z6gCUVuGSmz6oJcq7S8Jv7jEb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htIuP7iznZmyx0OZnz/PesdDt/v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\neAghEHJ2EwAAAABJRU5ErkJggg==\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": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cNnIk1cXFSVmXs2rVKt57773E49raWkaMGJF4PGrUKMrKyrj55puJRqMAbNu2DXe3FxER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q4VwKuc58HQnX7OWnn4a5j23V6jJ+++1FVNWBJOkACU2rqNV0zLLSwsFhB+la0ZWDKw9iaV9z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\nZkVERERERMRxlMyKiIiIiIiI4/x/Z7iYho+yGJAAAAAASUVORK5CYII=\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": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BgDVr1hAMBikpKWHMmDHMmLEzwX/ttdc46qijGD16NKNHj2bevHktzvvII48w\nYcIExo0bR3FxMZdccgmRSKTVMTzzzDNMmzYtdXvOnDmMGDEidfvZZ5/l61//ejreblZTbBaR7mTj\nH7+Dr7KaUJGbyMY9EPOQFcuAFJvbp8xYRKRL86+Cj/4Ef3p3KDHAMdAIvLZxOdHoLg2eAgGorIQb\nb3S/BjqmhCm8IcycRXPS1oAqLy+PJ598kq1bt37usR/+8IdceeWVVFVVsXr1aq644goAtmzZwrnn\nnss999zDf/7zH1577TXuvfdenn/+eQAWLlzI7bffzgsvvMDKlStZvnw5U6ZM4YMPPvjcawBMmTKF\n119/fed7DIfp06cPH37oLu9cvHgxU6ZMScv7FRGRrm/TpnnEXnwUTxyOqwFfHLwO5HpNh6yXVWxO\nPyWzIiJ7Eg4TPj9I2Wf38Gq0Bov7gzPXA4d7llJdXdZ6Qjt7docmsunuqJyTk8OMGTO4/fbbP/fY\n5s2bGTx4cOr2+PFu6dbdd9/NhRdeyKRJkwDo168fc+fO5eabbwbgpptu4rbbbmPQoEEAeL1eLr74\nYkaNGtXqGAoLC+nTpw/vvPMOAO+//z7Tp09n8eLFgBswjznmmDa/V9k3sdiWz//bFxHpRGprFxAp\ncS9CH70RXpoPv/g7/L7xsHZfL6vYnBlKZkVE9iQU4uWBMWJecDzgcWBKjz78coJhnN/BcWJEIqGO\nHmULoZoQsXjM7agcj6WtlGrmzJk8+uijRKPRFvdfeeWVHH/88UydOpXbb789VYq0cuVKJk+e3OLY\n0tJSVq5cmXo8GUz31THHHMPixYtZs2YNRxxxBEcffTSLFy+mqamJ6upqvvjFL7bhHcr+aGh4v/WL\nOSIinURh4XTCg+EXX4fwYJiyEWa/BmWVn7X7WBSbM0PJrIjIHuzoGSG4NlGaFIe8OPxo/SeM87tz\ntB6Pj/z8YEcPs4VgURCf14fXePF5fWkrperTpw/l5eX8+te/bnH/RRddxOrVq/nmN79JKBTi6KOP\npqGhYb/OvWLFCkpKSjj88MN54okndnvclClTWLx4MYsXLyYQCHDUUUexZMkS3njjDUaPHk2PHj0O\n6L3JgemMF3NEpPuKRsOsWzcndZFt6QfvctW/Df8zwW3+tDgxUen55rntPjbF5sxQMisisgefrgsR\n2AiV8+EXL8PfHobDxgIY+vY9geLiyhZb83QGgSEBKssrufG4G6ksr0xrKdWsWbO4//77+fTTT1vc\nP3DgQC43xwC8AAAgAElEQVS++GKeeeYZcnJyePPNNxk7dizLli1rcdyyZcsYN24cAOPGjWP58uWA\nW/5UVVXF1KlT+eyz3V8xT179TQbM3r17U19fTygU0nrZDtAZL+aISPcUjYapri5j7drrqa4u4913\nr+XZFXNpdCyOgVguvBQ8hM/uuIaeP7ql3cen2JwZSmZFRPZgx1EDcfLgS+/DT8PQ7xvwyThYGbX8\n/v2erGqloXFnEBgSYPZXZqd9TdAhhxzC2Wefzf3335+6b+HChTQ2NgJuY4m6ujoGDRrEzJkzeeih\nh6iqqgKgrq6Oa6+9lmuuuQaA2bNnc/XVV7Nx48bUufYULAHGjBnDpk2beO2115g4cSIAJSUl3HPP\nPVov287y8gZ1yos5ItI9RSIhHCcGxHGcGLW1T1Lih1zAayHXePja/z7XIYlskmJz+mV0n1kRka4u\nf+o1/PtXz+N/o5FIiYfwYIe/vgULt0DcPsP/vfHXtF9h7eyuuuoq7rrrrtTtF198kR/96EepMqJb\nb72V/v37A257/0svvZRt27ZhrWXWrFmcfvrpAJxyyinU1tYydepU4vE4+fn5HHnkkZx00km7fW1j\nDF/60peIRqPk5uYCEAgEmDdvnmZm25nP11+JrIh0Gsl94R0nhsfjo7DwLALL5vJShbs//LHvGwJf\nA4Z09Egzo7vGZmOtzegLpENpaaldunRpRw9DRLqpaDRMJBLiiXdW8rN/PEq82Y9Nr/Fy43E3Mvsr\nszP2+qtXr2bMmDEZO3+2a+3zM8Yss9aWdtCQsoJis4h0Nsl4nVz+UHf1MQx/wGIct4lj7Lrv0eO/\nf5uW11Jsbpt0xWbNzIqI7IXfH2DVJ3Dd4v9qkcgawOfNabWJQ3hDmFBNiGBRsFvN2oqIiHQUvz+Q\nqhhZt24OkRKLkwumEWwufFwMAzp4jJJeSmY7ueZXmFTO1TUoiclOoZoQcRtP3fYApw4wXDjxohZ/\nz+ENYSqqK3ig6gHiThyf19ftypDT4cwzz2Tt2rUt7rvlllv2WOYkIiKSlJ8fpOZIH9W/jJFfBdGJ\nuRxWVt7Rw+rSOmNsVjLbiSW7siVr/9Voo/NLbogdi8eUxGSZYFEQn8dLQ9wB4OzB8L0RuZSM3BkY\nk3//9U31WNwp3ORecm39d2CtxRjTpnN0JU899VRaztMVltKIiEj6+f0BSkpCbOlfQeMJcGjviamt\nxNL1+7Ri84FJZ2xWN+NObNeubNrLr/PL1IbY0r7CG8LMWTSH8IZw6r6xfWDm4XE8iZj11CbYnHNK\ni4CY/PtPJrIGk5a95Hr06EFdXZ0Ss/1kraWurk57z4qIdFOffroCz5Ll9LtvFdt+NZP4//yc9x4N\npvahbQvF5gOT7tismdlObNeubNrLr/NLboidnJlN14bY0n52N7seiYSINjpYCxZodGD1jv4tntv8\n7z/Hk8NFJRdRXlze5lnZwYMHs3HjRmpra9t0nu6oR48eDB48uKOHISIi7WzTpnlseeoyiq8CTwwO\nSeScTl6MD/tX4D9LsbmjpDM2K5ntxPz+AMXFlVoz24UkN8TWmtmuq7XZ9cCQALm5Be5+dR43kfV5\nczh5dMu1N8m//4rqCoC0JLIAubm5DB8+vM3nERER6S5qaxeQX+UmsiZxIdoAJgZ9q4Gz2nZ+xebO\nQclsJ9e8K5t0DYEhASWxXdjuZtcbG+sY5/fwywkOVVHD1DGXtPx7DochFIKSAuZXzycWjzG/er7W\nTYuIiHSAdU4JL458kW8PgSnr3UTWAsbrpcfJagSVLZTMiog009rsejQapr5+PcbkMs7fxPi+Poqb\nNX4iHIayMojFCH3VEDvWIY6TtuZPIiIismfNdwBZ9Ql86y93Eosb7r8IXnoIjlkPJicH7roLAorL\n2ULJrGQVbYsj6dB8dj0aDfPeo0H8bzTSZ6KXnmWX0r9/ecuKiVAIYjGIxwm+68F3rJeYSU/zJxER\nEdmzXXcAqWy4ILFkyILHy6s3Xcox64dCMKhENssomZWsoW1xJBN2VFYw4ccxlhwK8z9s4rOmV/j+\nmeUE/M0OCgbB54NYjECtj8qj7iDUq04XVURERNrBli0VrPj4M6qiUOJvoHggiSVDDeQYSyT391w9\ndgLTBwdRVM4uSmYla+yucY9IW/SthiWHwvHl0OAFPlrNEw99hee+8Ru+NmaGe1AgAJWV7gxtMEgg\nENh7sEyusdVVYhERkQMWjYapXHM/V/3bbdCY63F4duREnjlrIn/41/c49EPLL1dGiHle5e4VX+Xv\nF7yq3w+ziJJZyRraFkfSLRoNs6MYQod5iHkct3sE0OjEuWvR9/jH6y9w0qb+BI4vdxPSfU1Km62x\nxedzE2EltCIiIvstEgmxcEsjMcdt8NTkwGsb3+DikUP5/jbLC89D41fBARrjTZrsyDKejh6ASLok\nG/fceNyNKjGWNkuuv1lzyH0MnObBZ3b+uDTA85stN9Y8Tdln9xA+P+gmqPuq2RpbYjH3toiIiOy3\nt3YUsHCLm8gCeAwcWv8AubkFDHkcjnsHfHHwxiHXejTZkWU0MytZRdviSKsOoKQ3EgnhODEgzoQc\nWPBePk/0jrBhELzaCHELeKABCA1qJBAK7fvsarM1tvh87m0RERHZb0u31uHgARwMcHJ/GNu7ifg9\ndzDgH9APuOMFWDAOpp92tX5PzDJKZkUkux1gSW9+fhBjcuj9ZpySK2FiY4RTgP89Fl45jtSGdV4L\nwfdz9y8h3WWNrUqMRURE9tEuF6jdZWZ5iWZPDicdagCHg19YDcDrg2HWVIh5YdHbdzJ+wzQltFlE\nyayIZLfWSnpbSR6b70/n9wfw+wP0738RuY/cg2lyg2GoCAq3Q54DDR63lOl281UCD9+8/wnp/qyx\nFRERkVYvUAcCO/eHL+1XwBdiC/j445eo/apD36XwcpGbyMY9EGtq0JrZLKNkVkSy2z6U9O66P11x\ncWUimS3nvYkPsHhYjK+d5wZDXxz+Z9iJrOv9HieMOIuvT7yl3d+SiIhIt7SbC9Qt94cfTzS6iM2n\nf8bgBRCscWN3zIIPtGY2y6gBlIhkt2RJ74037rbEuPn6WMeJEYmEAPD7Axx2Xojnrz2KWE7iqm6u\nhzW5f+eswrXkb7uTaHQ/Gj+JiIjIgUteoPZ6d3uB2u8PUFxcic83mI3T3fvKq+CS5fC8/9ualc0y\nmpkVkey3l5Le/PwgHo8vNTObnx9MPeb3Bzj91Dv41fzjcOIxMNDbGwdsKvH1+xUYpXvatTxfRCSj\n9rHnhN8foKjoel4cchmXX7CzsurUL3zarsOVzFMyKyLdXvIq7p5+KXesg8USt5Y734HDDvYwvm/L\nxDe8IUyoJkSwKKgrv5L14vFPWy3PFxHJqP3oObFmFcQGJCqrLFQte4vTz8/w+KRdKZkVEYFU06fW\nhGpCNDlNqdtNFt51SvlO8R2p54Q3hCmrKCMWj+Hz+rTXsWS9eHzb58rzlcyKSGdRW7uAflHw9Afr\ngM+BE5yRHT0sSTMlsyIisLPVf0EB1NW1KF8q6FmATW3H7jYbGOFd3uLpoZoQsXiMuI273RLn30Cg\n7AZ1LJas5fX2xuP5qNXyfBGRjpKskvK9DdcfAXEDHgu/Wgjj50zt6OFJmimZFRFJtvpvaADHAY8H\n8vLgjjugro5N/f+Z3FYWgEABvLu9iVN/fzblpdczY/KMxD53PmJNDfgaHYIPvAT/u2if97UV6Wq8\n3oP3Wp4vItKemldJGcfieMHxgInDuklQN7KOXh09SEkrJbMiknZdbu1ostW/47i3HcdNbGfOxFqH\nE4Y5zCmHWOLwxXXwWh3ARv7x3GUAzJg8w93nbv4NBB94icB6B7y739dWJBvsqTxfRKS9Na+S8hjw\nOG4i63Ng1DiPKkiykJJZEUmrLrl2NNnqv6GBeSUOC8bC9DUw/oM4oaGWY9fDuTUwv8idnXV2efqC\nVQuYMXmGu89d2Q3ujKx39/vaiohI9lO37/bR/AJ6qkoqHsPnzeHHvZqIr4kT2A6Bo67W30MWUjIr\nImnVYu1oPEaoJtT5k9lEq/95lXO5LP40AC+OcMhtcsuTfHG4YyE8NhhirfzUnD52+ufOtbdtA0RE\nJHtFo2F1+24HrV1AryyvJFQTorRfASOrX2DIdc9iGi3m6TuhcpricpbxdPQARCS7JK+Keo0Xn9dH\nsCjY0UPaN4EAC4btaHFXY06inb8H6g6Ci6rAJB4zGEb0HcG9p93LjMkzPncuZs9WwBQR6aYikdDn\nun1L+u3uAvrlE4Lk1c7iX4ue5uYvxnl9gOMuJwqFOnrIkmaamRWRtAoMCaSuinaZNbMJ08dO58X3\nXkzdzvXk4jhxcqzDunyYVOulhyeHmG3C5/VRcWYFAHMWzely71VERDInPz+Ix+NTt+8MCxYFyfHk\n4MQdcjw5qQvokUiIFR83cNUXoOk48H0VKh/3ENDSn6yT0WTWGJMP/A44Enep2cXAGuAJoAioAc62\n1n6cyXFI99blmhFlgcCQQNo/63A0SigSIZifD5D6PuD3p+01zhkxnrdG5vBKbRPHFuZwUsldPL76\nBR5Z8TT3TYYcE+drRccwpO9YyovLAbre+mDp9tIam5NbWqmkXqQFvz+gbt9psC/rjpNb58VtnIpq\n9yLz2Pwg1Z94iOFgPdAAhIY46G8h+2R6Zvb/gIXW2m8YY3xAT+BnQKW19mZjzE+BnwLXZngc0k11\nyWZE8jnzNm3iB2+/Tdxaco3BAnFr8Xk8VBYXpy2hjURCnDbA4bQBAA7Dq1+g//JXiR8MjnG7Gf/l\nvVfpkfMvyovLu+b6YJF0xeZPP3W3tIolmp1pGyqRFtTtu232Zd1xRXUFjfFGLJYmp4l7l93L/Or5\nVJZXMq7ox9h35wJuDC/YHtcOA1koY2tmjTF+4KvA/QDW2pi1NgKcAcxPHDYfmJapMYi0lmxI1xKO\nRpn59ts0WosDxKyl0VriQMxxCEUi6XmhefMYMG0e465z6LMS+qx0GHzh0xT9/SNMs/bFFmhoakjN\n9nfJ9cHSbaU1Nm/b5iay8bjWoolI2u1t3XF4Q5gHqx5MzcyCO0vbEHdj9Ef1n2AMkNiip7Y3bC8t\naNf3IJmXyZnZ4UAt8KAxphhYBvwIONRauzlxzBbg0NaebIyZAcwAGDp0aAaHKdmsZYt2JRtdUSgS\nwbE7A5UH8BqTmplNlh3vq1bLzufNg8suIxfoBxQshropsORQ+OFUiBvcLDb51ToEtxd06fXB0m2l\nLTYffuih7oxsTNtQiUh6RaNh6uvXY4wXa0mtO24ew0M1IZqcps8917EOPYngr38AH9BkIdfAoDMM\ndSPr6NX+b0cyKJPJbA4wCbjCWrvEGPN/uGVLKdZaa4yxrT3ZWjsPmAdQWlra6jEie6Nko+sL5ueT\n5/HQ4Dh4jOHuI45g/MEHH9Ca2dbKzld8uIIFq2ZTOA3e7ud2Lm7IgVF1YIdAg5edSWySBZa/AVMz\nsz5YJIPSG5vvvFNrZkUkrZqXFxuTw4ABl9K/fzmrPmnZp+KOk+9INX8yGJzELvAePLwfqeJb6xt5\nqQJeHQRffR8OvipXjbiyUCaT2Y3ARmvtksTtP+EGzA+MMQOstZuNMQOADzM4BhElG2nW3g21An4/\nlcXFn0teD2Sd7K5l53P/MZen1zwNfYFdJnhXF0KLX+ebzc5aIFREi0YSajQmXUR6Y3MgoCRWRNKq\neXmxtdCjx1D8/gChf89JxfCGpnruf+wnNPVx18smS409xoPP4+WLhYW8t9Dy1iA4bi0cvRkaPriY\nHlrDnHUylsxaa7cYYzYYY0ZZa9cAZcCqxJ8LgJsTX5/J1BhEJL06qqFWwO9PS5OnXcvON23b1PIA\n0/Km3fWbRELr8RqCXy1PHadGY9JVKDaLSGe3u22NkjG8oakex1r+2fuTnUuAEibnwwXD4tR++Ht+\n3Gxbnr897uWYk8tbfb2uRA3kPy/T3YyvAB5NdEt8D7gId8nbH4wx3wXWAWdneAwikib70r23M89Q\nJsvOF/6nguJ82FDfh39u+mfL9bDNGJu4y9PysdMLv9LivamrsXQxis0i0mntblujZAy/5M4TWNVz\nR7M+FoABn8fLBcMs4/wOj643NAKOB2IGXrj2GI7p4tlfOKwG8q3JaDJrra0CSlt5qCyTrysimbG3\nhlrpnqGMRsNs2eLuGde/f/letzhovhdti5ncxKXMcEkB9332Am9v/jOvRh0Gfmz4th3M7w/e6Oaq\nyau7Foo+hvf90Ng8kU18nfpOy9dVozHpShSbRaSz2922RoEhAXr5vwCNNan7Cj29mD7pO5x1+ETy\namfhODEm5kOuJ06jAzlemDRxbDuOPjNCoc83kFcym/mZWRHJIntrqJXOGcpoNExVVRBrYwBs2fIg\nsS/8mqVb61q89va/zaPxbwvY8OVTKMufSMxxWu4/m7iUGS5sIFjuEEv+1LPAwRZffCM/eR1u+5J7\nBRcgLw4ne0Zwn3mn5YytAeNA3adbPzcDrUZjIiKyL6LR8OdmHWUfJC5Mf/eIs/nn6rmpGdmLplzO\nLSfcAkB04HgikRAjcwvAXMEbHzcysW8uZSO7folxMKgG8q1RMisi+2VPDbXSOUMZiYSwtjF1+81I\nA1cv+gGNjpOa9S1+8ml6XjUX40CfX7/IWb/8MY+OOz21/2zA709dygwNddxZ1qTELGyjBz4e0Z9c\nu4UY7l50v34Bxm9dy4PnJ7blSR5v3dLjgqo1lD10HDHb1GIGWkmsiIjsSfNOvR6Pj+LiSiW0+6JZ\nje0Mn493f3Met61/HGstdy65k2mjphEYEmgxo3veweM5NYsuGgQCbmmx1sy25Nn7ISIi+yY5Q3nj\ncTe2ucQ4Pz+IMbmp29VRL41OfOes76sV9Lj6Nl4fADcf4+4Je0b1IryQ2n82Gg2zedR6rC+H4HoP\nuU7iZHbnn1wHPOu30OQBm0hct/aEo9fFueiNxPHNmktYD9xRGqfBaTkDLSIisjfNO/U6Tn1qKU13\nFY2GWbduDtFoeM8HNquxDRfWU1X1Ali3i3FDUwM3hG4gvKHlOfz+AMOGzc6KRDYpEIDZs5XINqeZ\nWRFJq3TNUPr9AUpKQqlA/81DJ/LIhlnEmhrwWQ8Fy1Zx+UkOD02EJg/44vDbI4Zzf9+/MKLwa2zf\n9AQ/WTqTKXVxTp1s+GLtUF5a1MSjvTbywcFuLtt/B5xdX0CP/9RRUQwxCz4HgmvdMZxfDfdPhEZv\nYlAGrHW37QHrbgGgNbIiIrKP3Au1XqyNA5YtWx7cp54Q2Wi/ZqkTNbbhwnrKzrfUez/CJsqMHRxe\nWvsSi9YvanEhvTM3pJT0UTIrIp1W83KhUUDlJAjdOpOCT5qYdfKr1E9OzKYaiHkM//A8ybkfO7zw\n0m3css3iAI80wUs1lsDGGr68Br7MzolWx8D2UXX03gh3vAALxsL0VRDY6B4T2Ainvg1Pj6bFPrNJ\nJww/gRuCNyhIiojIPvH7A/TvfzGbN98LWKxtIhIJdctktuUsdWzPn0OixjZ0XzkN3newyeaMyYTW\nOi16dWjLvO5DZcYiss/CG8LMWTTnc6U8mbJr+VGgqo7Zr1rqDrLEvG7JL7j5ZY7HMKWuiR23OtwS\ntTThJqsNXni4GG7+Mrw+uGUnf5sDm0+BfwyFWVOh8jD36+uDSXU37nnoLoNKPNmLh56+nlRUV3zu\n82jvz0lERLqO/v3L8Xh6AN4W+6h2N8n9ZPf5cwgECH7zJ3iaJbHJC8weDD5vDqN6rGfTpnn8ceks\nGprqtRyoG9DMrIjsk/a+yrn9b/P46I8z+bjYYd34PLf8KBjE5ng4tiaOL+6WBXstnN7Lw2l5Dudf\nA7d8yU1imzdserBZKfJL8+Ho96F2Cqz9thcvDq8Oc5PjuMc958tFcPRG2FIG338O/nAuNDUrNcaC\nxeHp/zwNwH3L7+M3p/6GGZNn6GqwiIjs0e72Ue1u9ulzSHQwTnY8Ckydwd3b3uWyVXNbHFZ4UE/+\n35hGDvl0Hm+95XC4B7yJpUE5Ho+WA2UxJbMisk/2tu1Ocm1KQc8C6nbUtW2NSjhMz6//gKJYE0Nz\nofqXDUSGhfATxFqHwEY3KX2lCI5dD/1PdPfO8TTBcTXu1joN1i09OW0NPDvaTVQbgIqp+XxSOoIX\nRw7gLY7gmkefIFjzfio59jlwlIU1PwbfJ3BMJVzyBtwzGfeEiW16nGYlx3Eb5wd/+QHjvzA+rdsT\niYhIdtrdPqrdzR4/h2YdjPH53Fa+gQAzzr6F+fe9yOJNValDjzykkLG9NwAOK6Pw1w8ScRqw1mn9\n/JIVlMyKyD7Z07Y7ydnIhngDjnXw4CEvJ+/AZyVDIUxjHOOAaYS+1R7yvxOEx0KYuE2tZw28D44P\nqkvczNLJsRydSHRDRRBcB04uvDDWzUE9uT7qz70Sn5nDqXY5Z6/0EvlgDL2871NeBRg4czuMPgQ+\nPAx24JYyn18N902CeDKBte4WPsl9aTFuQptsNJGu7YlERES6rWYdjGlogBtucP8EAtx28m849qGv\n0OjEyfV4ufaY2XhqZ7Hi43qu+rcl5uzcIj5urS4sZzElsyKyT5Lb7rTWGTA5G+kkrn46OPs9K9mi\n62AwiPHlYWMNkOul8Jt30csfgCCp+63HsvlkywcnwSfjPPTtewKfPT+d3MdfYMyOtxg6yoetfZ/a\ncbX8cjBURQ0b/SfTyAasjdF3pUPxVQ5LDv03x5dDzOuWIZc/BIM2woCF8PBc+P1lMO3PcPoaeHpM\nYrAGvv6OBxyHZ0eBNR7yvHkU9CwgVBPijpPvaPvstIiIyC66VYfeYJBwkZfQQIfgWofASy/BokVQ\nWUkgEOCVCxe1+CyiA8fz3Ks30GT/hk2ksgaDz5unC8tZTMmsiOyz3W27EywKkuPJwYk7WCwe9m/L\nmlbXmVZWYkIhTDBIr+SGaoluhiYU4tPSAt7Nm5Vq6V9YOJ26/Dryb7+Gvv4AfXEbSK2tLmOcE2OU\nP5cfcSLrgThevvBXhyVfgCtPdJtE0axZ1JSNsKQ/fO8jiBXCHRfCqW9BbtxdO5vr9XDN+b8lUFVH\nuKSAUK86CnoWMOsvPyTmxPB5fFRe+HL2/6IhIiLtprv1ZAgPhrILDLG4xdcElfMdApsa3BnbQKDF\n7yTRaJhIJMSg/BI85mUscXI9uVxUchHlxeVZ/Tl1d0pmRSQtkldBczw5XDLxkv0KHq2uM/3KbnYF\nDwQgEKAXUBwdTyQSIje3gHfemfW5veqaN5e475PhrKrrD8CqlUfRc8U/OLEcPvO2PH2ySWLFBGjw\nAMbdZ/aZMe7M7Vk94JzgtwkcPYPwkTuvkIderSDW1OA2kWpsIPRqBYHzFDxFRCQ9ultPhlBNiJht\nIm4g5oGKYggVOQR7R2j+rpP71a74uIFr/+0Qdwwej5dfj/wRM1bkQwEwpKPehWSaklkROSDJUqdI\nQ4TH/v0YsXgMAGstQ/1DW20OtbuyqObrTHM8OayPrie8Idzy2F06GsLOxhHr1s3Z7V51yWNOjUZZ\ntOhRjnnjDQZ9YHh1iFtanGrq5IAPOPPTnetsmrMGmnKg70CY0Lf3566Q32FPatFEKljT9s+4IyQ/\n5kgEqqpg+nSYMaOjRyUiIt2hJ0Pq94XtBQSXr8dncohZB6+1PDjRTWpN3a1c/RL87IvTiERC1Nev\nx3FirH7LoTEOjrEYx6Hunl/Bq7ZF8yjJPkpmRWS/JRO5+qb61IxsktfjbbU5VCrpa2U9aXI9bkV1\nBQ9UPcB9y+9jfvX8nSVU4TDh84OEBjUSvD+XwMOhFkEpuVddcma2tb3qAqtW8ferr8Y0NGBzclgy\n2IsvHk9t73NRFZyaC197xe3xdEE1qcCJAY+FHC+U+GHz5t/xciMtrpDXHd6fyv/yuWN8P5fAw+Xp\n/+AzLNk4sr7e3c4A4MUX3a9KaEVEMmfTpnnU1i6gsHA6Awe2/gN3T70r9qbTr7UNhwn/vYIy50Fi\nTiO+RofKhz1U5uZQcdlXeHXdIlb1s2DcSrC5/5hLvPZXnDbAYowX/yoP37onzgPfduN2jgfWH9xE\neAAENsdSpcmSfZTMish+S5Y67ZrIAlxccnGrzaHiNk5DvIHLn78cxzrkenMJTb6TQFUdBIMEAgFC\nNSHiTvxzJVThv1dQ9q1YoklTjKeemcXRY+9oMfu6p73qwtEo9o93E2ioxzgW4nGmnHgpj3gbuK9u\nGT97dgVf3mBTU7IGd5/Zlx+C0HA4pAHe/AbkDYKqKEATxQNpeYX8q+UEHi4nEAoRLilgTlOI4AY6\n5y8NuxEKuQ0j7S5/rQsWKJkVEcmUTZvm8dZblwHw8cfuFcQ9JbT7G1c6/VrbxJXU0BfriQWtu1zH\nA6GhDsH1Tfxux2s0FX7+943nNzdx2gA3ZhW9Oor8tauonA/zS+DBSZb7JsH8Yqj8vZdAMNj+70va\nhZJZEdlvyVKnhqYGHHbu3+Y1XsqLy1s9NlmGHLdxwJ3VrLj3cgLPkSoB2l0JVagIYm+5e8XGLDxb\n8C8Oqi5LrY2F3e9VF45GmVn1KL85/A84uRbTCMaXgykv5285m6l/fAUGi0nksomdd7AGBn0ZvtUL\n6o8+gni/d7jq35ZGB3I98OzIiVSWl7e80j0k0bCiM//SsAcFBeC0sh3f9OntPxYRke6itnZBi9vv\nvTcb2H1Cu786/VrbxBY8wfcsvq9AzBh8jiW43kPFREMT8Vaf9vY2WBn1MOV9L/lPvQ02cSH6cGjy\nWBwg5jGE/vtiApqVzVpKZkVkvzUvdVpZu5LHVzyeSmpXfLgiFSTDG8L/n70zj4+qPvf/+3tmCQIy\nwQiEyFY2NSEmIGJHBUcRFYWK5moXr7HKz1gFKxWXem97y71tLy2KxiJVQwGJoLW9qQuKCEYHUMci\nkIQI2LAY9mCMzIQts5zz/f1x5syWyQYJi5z368ULc2bOzJkJzjOfZ/k8FFcUc8OgG0jvms7mbzaz\nevTFSQIAACAASURBVOfq6AOpmr68NaC3ADmffDJpC5VrTD72HQsJqH6sFrh4qGw0G5tsphbA7fWS\nJcs4kqVSMRsc5QJtdA7VqZUs/Mc0/I4Grr9L303r3BO9NN8w2PVgN1T1GLCD8l2CoKYHx5AUfLyn\njP8eV9DoC8Fp/6UhCcZbt3Zt/HEh4LHHzKqsiYmJSUfSo0depCILEAp9G6nUtkXQenw+3F4vrtRU\nnA5H5PhpP2vrcoHdjnN/gMIPBCV3jiCvlwsK6vm803I4XJ38PKGwU7mOrAOd+cP338K1Ay7fC8N6\n60nnkBTYLZ1wjTnzxn5MWo8pZk1MTI4Lo9Vp5pqZkXKmKlUeePcBALJ7ZnPNomvwq35AdzkWiMj5\nNmEhf4sFLKpemQ23ACVroXL2dVL6049Y/mUxvRoWkHmuGj8bawx7BgKNjB5cqam8znBCWPBmSeqz\nJLCOv6/bQCikApKAFd6/LF7MHh0AQlgBDVDJdejBMaiBVUh6NSzA58tvVA0+7b80xODxQHExLFwI\noVDjqqyUkJp6aq7NxMTE5GzBEKw7djxJKPRt5HhtbUmrxazH52NsRQUBTcOuKJTm5EQE7YnM2p4U\nwmv3PB8WM01bSODgej7ylqFJFfVwknahMHZLCoMz8rjJ+nMCLr2qu+I16HOVwjP9rBzodC83XmSu\n5fmuY4pZExOTE8I1wIVFWNCkHnA0qTF12VQmD58caS0GCGmhiJgVCCaPuA/nuPyk1dRkGCLX58tv\nPBvrdiMDfoSq6X+73ZHjXUeOJKdqBwPLVepzJYeyADSuqNNYHNTncuwaXDwYpA0IgbTCgRvgvH+l\n0emfPrw5QB+4vpf+sDf0gsxz1fjKcMx1ntZfGsIkM3tKRFEiOQYTExMTkw7EEK1GRRb0im1rcXu9\nBDQNFQhoGm6vN646ezyzticVpxN3yE3goxCqVCMjSU0xKmMUhTcWRtf3KHpL8Qe/uoV7rh3FnUn8\nM05nmmguM2kFppg1MTE5IZx9nTx/0/M88O4DEUFrBCG7xR5XmbUICyEthN1i12dr+zrb/KmdbDb2\n8Mg0zrFq+tyrVcPf2UvncKX2IouFeTKEVdWQNiifDYeyBF23SvJ36kXluzZC/1wofxZSy8GbC6Bw\n4ZStKEH4dIBger4kiF6dvaGXaNI12XhPTusvDURGlCJCVgiwWPQKrcGjj5pB1cTExORkYQjallyN\nDXw+TyS560rNxK4okcqs60xoq0lQcEZnU7JNCbFYhIXCGwsjcTa2G+qG6x6n/2kefxMpKoKpU0FV\nISXF3CLUVkwxa2JicsIUXKoH3KnLpqJKlRRLCsN7Dweg5kgN6V3SI8ZQJ1qxjA3ehqitG1pH3WyF\n1HINb67C93aW0zkQAFVF0TRAokjQgtC9wkL54D5M6bmT0PlgV+GuCkhfDivH2im7YTDO3kMZ9fJb\nKEEQGqy6QBKSoAkISX1G599zZpxRWd9EwiNKBAK6iL3pJkhPh27dzP2yJiYmJqeKjIyCJkVsbPwD\nqKgYG1lJl5NTSmlOTtKZ2dOSJONBTqfe2fR79y95b8dqGjUYS1AQ/Pni6XHfIe7OuRtqasg/kK6P\nC/VN/l3hdMTjgQcf1IUs6BsFzC1CbcMUsyYmJi3Smv10BZcWkN0zG3e1G6/fy5RlU9A0jRRrSpyj\n73GJ2HD29vDINCpSpsUFb4fDSWqqi+phVuqzgghhxTY0D55fgxoIoAqB0DQQEtVmoX7cFP554HmC\ngBZ2R141AKQCD3wbIODdTNGXVbwwTNA/7H48Zi/YFAugZ4BvzZ3B5npwb5x5WrcSN4fTCYWF+p9j\nx+Ddd/WZWXO3vImJicnphc/noaammJqaBUipe0b06nU3mhag2yaV1PIGjn5TjPO2F5KK2KL1RZRs\nLiEvMy+SfO6o60wmIJN+hzDag1RV/3vWLDh6FCbmUur1IAGLgBwLbAgCAoSEgvWSgpmF0HdSdHtA\nyI89qHHXKwLtd/Ope/0X/F0UUnYwyPDuNu4c03gk6HThl7+MClnQu6TM8Z62YYpZExOTZmnLfjrj\n+NUvX01I0/tVj4WOUVxRrO+LPZ6l7THZ2842ha5Pq9RnaY3djBF02yRJrVDhdqC0lNp580hdvBir\nlKiKwtQpPyfQ8xCXeWXEzEkBzjsG7oH6/KwG+NUQy7oP4JLZu+j1vsZAISgZ8iMqtHNxVQNfVDJ2\nw7Qzcv2OgcejtzUFg/HHA+ZueRMTE5PTBp/PE67ANmAsQ9c03Y/CsdnCJdNVlKCEJQuhNL/Rh3fR\n+iLuf0efw12xQ3dM7ghBG73OAEJYSE+/l/T0fDbXN7GuLrY9SAh4800A3EdXEByrr8dDg8vWwZZL\nov4W+RVAIIDntVnMuOwoflVfERhQYFU/yff3BFm14ike6RVepbczQHp6MbdddvoFtaIiWL06/tjE\niWb8bSummDUxOQ04LpF3kki2agaguKIYoFH7sLvaHRGyBvPL5jO893CmLT8OARiTvRVIulco1GfF\nz6x6vW7O/SJIznRQgirylanw4Sr8fftiVVWsUhKSkrH1qymVg7nYoTBlkMZz20C1wLQJML0rWI6C\nFt43+2Z1NTd1U7hrBShBSfp7SxgvbAhVY+YYQeBqDRXtjFm/k4jb3VjIQpyxtImJiYnJKcbrdYfF\nqzFDqse/9PR8Ug6AEnwJoUkIhJJmIks2lzT6uSPEbPQ6Vb7wqize+SLDuy/gQKd7k6+rM9qDSkpg\nzx7YvBmAtKPoWWUBFg3yy+DuMn3fvKta3zpQNAKmpr5JaIf+rigo2DWNMTtBWsDdXxI8qj9MUIMK\nL9zW7q/4xJk5s/Gxxx8/+ddxpmOKWROTU0xbKp+nAtcAF3ZhJSA17MJKWuc0XItcEafi+WXzUYQS\nMXYqvLEQq2IlqEWVUkgLUbK55Pj2r8Zkb4XdTo/bC1G+VxfXxpSa6kKrUFCCGkIDgiq43bx+8cVM\ntdkgGETYNAbmrqMn6xAIDoUUQKIhCQo40BNubIB39uvBUZWwaZcWmZvVv0cEQYJru4L9aou+2P00\nX7/TFC4XhN+aCIqif7cws8ImJiYmpwepqS4UxR6ueFpJT7+H9PTwWrgbgacWReZOj3b24n/8Bmzj\n8ug6TheseZl5kYosQG7vXGauaf8RGeM6Kw8eY/pGCGjAVwFuGfhZ8nV1Hg9MmxatzAKePvDzm0BV\n9LsEFHjrQvjjhwJnrR0GDqRoxBYemKB7WIBu4uhyXMRv5/wL5x6VT/tDjaZgVRRUqWK32LnxolO3\nZ7Y5l+LDh+N/Tk014+/xYIpZE5NTTLLK5+kiZj27PbhXF1P4rkpdCrj2StwDywiqUQUU1IIIBBJJ\nQA1Qd7SO5296ngfffTDiamyz2MjLzGPNrjVt378a3j9nRIOuTiddE+7icDix3D5Xr8gGVYQ9BVwu\nXrNYeGP2bKaVv8zA3PUcyZLh5UCSHIc+j6NJUATkOgCHYMWBcGuSAln9QLOBCAIWEMIGqoaz1k7p\nqELcXetOy2p6a3A6YdUqmDwZtmzRjwkBdXWn9rpMTExMTKI4HE5yckrjZ1GLiqBkBp6Jubjn3Y2r\nGnK6diPliVksHgb/d2AFE2tW89BdiyNV2JLNJeT2zmXOP+d0SPLc4XDi71HIa1t+i1+LLm1/c0c5\nj1/5OKkH6iOVVfoSPzNrscCkSbjPWUdA2UPMSnpmXQVVI/sxddQPOXqkiilbt+hCNnwfRcDjNV25\nYic8cS08fSXIYxo2xcJ9I+4nP+fU7Zk1XIqDQT1Z/Oij8Mc/Rm+/9159VNjANF08Pkwxa2JyijGs\n6Nss8jqYSMU41ID9OknpInDuV6n8qgZFKBGhahEWrIo1Upk1xF12z+y4VmTj2HG1Uzsbr/BJbM3u\nOq4APswGt5s3s7J4oXNnquvr8WZl8cs+Y3D5yhjhU8mOeGPIRvtVL+01iNmXbKPcp4vbS/bAtxPS\nsVrPwzb5Ybp2zY6IaqfTyZknYeNxOvXEuLESwGwxNjExMTn9iFtJV1QE99+vmx9dtoJAncBu7cQb\n+7PZOQzun6DfbeX2JaSsH0PBpQWRPzPXzOyw5Llnt4db/jENf8jf6LbyLW7ef6JSF6+/X6QnqF0u\npN2Kp4eKexBcUzAe17DHsb98NX6jsyssWN88ZydLv5jFaKtu3EhMVXbaECtXnj+ZIvcGZl1F5IaQ\nGqSf7zhNJ9sBjwemTImuu9M0XbgOGhQVrYaw/cc/4Lbb4oWuSesxxayJySnG2Ve3ojeE38mgNTO6\nkYoxkoAC7oECUixMk+9F9skCWBQLfxr/J+qOxlcpk+1abe3+1ZYs9ZtszXY6Kerfn/urquDgwfCD\nbaJ641xe1jQWCxifDjf0gnKf3kpstBRX+BRuHHYbWQ2zyHJAt02EZ3Br0Cw1hDq/B/dlw5NPtvJd\nPv3xeODnP9ezxhaL2WJsYmJictpTos/AugdAwIIeo9UAngszeMlomgqLvcLPCuPmY9s7eR7rklx3\ntI6AGkBDi3RrGeT5MiCwPupc7Hbje9DFGzNVHvgWAopKyoafU3joYS7XMljNzkbPpUpY0wA2CUEB\nwgL5Q/rT5fzxVF6Uzfwf9IFAtf7aw0/tqj6hl3dCuN26gE2kpCS+AvvHP5oi9kQxxayJSSs4GQZN\niyoWEVADLKpY1KFzs62d0Y0LejYrruvvwT0A/NteigtSQTVI2f4yXpjwQrtcX6wjYuz6nViaa82e\nv39/3H27HqrksBYE9F2x7+yHFQdgyiAijsY2BcYN/TFWa3TJfGo5kXlZRQP7y2/CX98/I/bWNDej\nE8usWfpOO9C/Y7z3ntnmZGJiYnJak5eHXLGCq6v1PekBRcFusXOs71BqdkFMeEYIEXeqkTxvj+8z\nT3zwBLM+0XtkV+xYweNXPh4nlB+6/CHK95fr64AC2fC/70d3yrpc1NQU849zQjSE52P9QT8PfjEr\nMi8bEaUxL0ETcM8G6FsPjFD43Vc1BLbN44+fzScUCIIl+vof/RScI7od9+s7UVwuSEnRV9/Fkpd3\nSi7nO40pZk1MWuBkGDTFirOGUENklU1H0JQQTKyGJgY9gLWfzEIjvjdXIllYvrDNcynJqq8+n4fq\n6hlomh9Itn5Hp7nsckZKChw6FPl5RN+r+HxnMQ2hBmRYhoc0qA/B7EsItxQLRvXOwmZLi5znzQ3P\nywb03XZC0mF7azw+X6sX3bckVJPsoQcan+PxwNKl8ee+9ZbewWYKWhMTE5PTE98Ps6mpsnLRqhAL\nAhZWjJhIij2dpz95Wr9DjPibMHRCo/Nb2yHVHJ7dnoiQNSiuKI58Z/D6vVEha1SGY7wv9vWv5IPP\ni1i2n4j41IxrN65fxvwdPiYFDK+B/7fJxv/cczOBXW+hItE0Vd+zF17nM+lL+OMHwAcJfb0dTGJ8\nNl6y1wvl5ZCbq/tSeDynfU78jMIUsyYmLXAyDJpcA1xYFAuqqh63OGzLcyUKwdhq6OZDFg50upcb\nL8qPBD3Pe0WMXTuVBkJJHzOkhdr0viSrvgLhY7qQBSVu/U7Rvn2U1NaS16MHBc1kl8efdx5vf/NN\n+BHgziHX8quehbyyspC/1W4hJPRddRPk9TgcpWQ5NISwY7OlUVtbgpEOrs+CitmCXu9Lei8HNAXR\nAUOlHp+PsRUVBDQNu6JQmpPTpKBNJlQTA2LiHvriYli0qPE5bjeNZoal1Odns7PNQGtiYmJyOuL1\nutk/QbJ/AtT5JK9VvkuDmmTPGjDnn3OYdOGkSIz0+TxsrFlOOTmMTB9L5ZEj0biakdHqazBW9MXi\nO/YNmd1gbu0mllQuARL22oaDSsPyYlacV8TLQkOFePGaWI2NaRk27lM3tA9Kwa8Z7diOPaiPQVlj\nRobsGjz+acw5iX29HURT8dnp1G+rr9dHeQx/ijOgyeuMwRSzJiYt0FEGTYmty/fm3stL6/UW3raK\nw7aQrM1o586ZaFqATT6V6RtVgtpLPLU23O68B4pfepCGHBWpRB/HggAhkNDm9yV2H51RfQVjEbwu\nQ7t3v44BA2bgcDgp2rdPn4MFVoRnYQv6OqFbJm6vF3w+nA4HHp+Ph7ZuxRhTkcCLW9/kGR5lRmUD\nP1sBq/qBa5dg5GAvX+QJfJkgpcrWrT9HyiCRrXVKCum3FhKcUMfRqjS6rqtruW/3OHB7vQQ0PagH\nNA2319tIzBrZ3l274oVqsiJx7B56u10/luwclwusVv1YLKraIcVnExMTE5N2IHZVT0W9IKAmTzID\njbqvysrHoko/Q7Dxs/3PsNEnYfdrrAjUsTrnHhaPjV9y2tSIlWuAC4uwRIwgAXraQwyfcwVfGZcT\nFqQlm0soWA/Mnw9lZWzoHeTBu+CYDRIavaLnGcc14sSuRYJrzR48/5zK6vG9KPwM6s6BMTv17qlV\nA6K7aCOcpL7e4mJoaNCTwn5/NI56PHDNNdGRHuiwJq+zFlPMmpi0QHvOmBgka13Oz8mPzM12tKtx\nYpuRERzLfQ0ENX33qhEEWb2LhdkqMiFjqiIRUjeAKryxsE3vS2wwjq2+xh4zhCxASW1t3Pnz//UB\nZZu2s6ChF+q5mZGKZnFNDSO++AJXeTnu3Fw+y8oiU5Yh8ePNlVz+ih7khCaRu9aSswbKn4X6LBUp\n9Qi8yQf/Cgxk4rDHyMgIZ3P7A+Oaf00ttQp7fD6Ka2oAyE9Pj9zHlZqKXVHwaxqKEKTZbNFzPHqA\nXLhQd0S0WHQBCk07DydsMgLiK7Ox5yRWZkF/fNPR2MTExOT0xFjVU1pVzLsHStCoTXo/i7DEfZfw\net1I6ceCRrdNAf5t8xw29qwi3ODLko+fYExqaqQtuKURq/tG3MfSqqXsPbQXgJ1HY548RpCO+7gO\niu6P3LSqn25c1ei+xt+aXml95FOo7wTzh0NIAUXCn9/VTxn74yAB6x7sN8LKV+D7NaAoNq7Yr+mB\n7vGH9L7evLwOrcoaiea0NPjLX6IxVdP0Y6DH8FghK4S5OaC9McXsWc7JMDb6LtAeMyaxJGtdfnL0\nk+0umluLERy/OaeYJbsXElCja3bcu4oJVdG43Qd9XlbTNOqOtm05adK9eZD0GEBejx6Riiy+TZRV\nPsrnagCp2OCS2QQcWbi9Xr5XVsbs6dOxB4MEbDbGzp6NL6sbAoX6LNj4jJXsBYOxrt+sa/Ig9Hof\nDmZZsBBikw+ml0NIbuMvX/6c0p9mt+r3ULRvH1O3biUkJRYhmDtkCNldukTEbeWRIzxYVYWRw15Y\nU8NHubk4HQ6cDgeFgwczZetWVCmZtm0b2V26wGYHY8dGM70G990H/fo1XyRO3GQUK26N48XFuotx\nLELoe+/MbLGJiYnJ6cvmerh9WREaje1y+zv681rea3F+FzPXzGRUrZeDHwo+ORfy/irZm/UlnI8+\njxOmZHMJPxyczeq3Z/GnbevwKw1oSPwhP9OWT2NE7xF069SNZz6dTUiqseO5Osb3hHDMGrUbJv/f\nl3Gdw65q3biqQQlrWI1oshy9+jr3Xcj+Gopz4ObQANLVc8j/WxXOnSozrwq7OAsI2ATv//sgclyP\nxa3OOxlBLLatWIjoCh6DsrLk5112mbk5oL0xxexZzMkwNjJJTlOty+0tmqHlNTcGDoeT2y5zUpqe\nHy+ox4B9x0IaNL8ecBLQ0EjrnNb4hhaI25vXzDEgMstTUltLw9f/ZI3q162ctCDCV469ezau1FR6\nV6ygU8CPIoFgkDvK3+firBVs8qlU+ATjRtzOoE+2cu76+DGdT7mcK/iULVWSkAaqAoGgn79+MA/3\ntRmk2WzUBYNJq64en48pYSELEJKSB6uqsAiBGha3qpSoMecEpIxrJ64LBpFSohFtNcbtIBCIClkj\nm5uf3/YgmGRNL+EicRydOumPb2JiYmJy+uKudicVsp/e+2ncerzovng/lpCG6K5XOf/872HtGJuk\nFnDTgFzeeHkMD9aG8FtAk3rs0dBYu3cta/et1e8bVqfSUKla48dCQmoAjo06QuoHMbnwMWO4IQOW\nfr0GTUosEq7YCWsG6KJWCtiQAQ/dFK7gimpSLCnkv/BneLsMV/1m7OpqAhLsmmT8VY/pe+ahwxVi\nrMFTrD+FoujvU7Jup/x8WLBATx7bbKaQ7QhMMXsWczKMjUyS0xGty8lozZqbZNcWez3Ovk5Kf/oR\nxRXFLChfQEgNgSCya1YRSqsrs60S1k3Y9RZkZJCt7uSaqr9FVgPZLFYmXzye/KE59D/yOoeCixBh\nIwiLppHRrZqtvgCPbZQENUnxziW8eJngrr+DCIG0wvvXwvJddZzrULi6WmVBd8JBEg6tr+P5733F\nqE2buKa8nCeHD+cnkybFCVu314uaEMFUiBzTpEwsaKNAXDux0WpsmEC5UlPBFZ19tVj0iunxCNmm\n3t5ERo0yg6yJicmZQ2sTtd9FkiWQrx94faPvEtF98RpauAIrFaIyOCxE+xyCX583ibpjVRTWhmiw\n6PdTNBjo78J2+5GoZ0aiUVNY8MrYxwz/kLcZ6l1w6BLosRrW3DSEH9s/p6FW3y6Aorfk7nSET5H6\n+p2dAyBoIZJ1DqgB3F3rcL7wAs6ZMyl98WPc/TRcuxScXepg/Am+oa0g0eCpsDDen+Khh2D2bP31\nGIlnI97OmaO7GJ+kovFZR4eKWSFENXAI/btdSEo5UghxHvA6MACoBu6QUh7syOswSU5HGRuZtI6O\nqMImksxo6XiCvnGt+Tl61TatcxrTlk9r07+dVgnrFux63dVuQpreyyMQTM69lxcuuw2fz0P51qn0\n9WkgdCMITcDw+k38wSfCc8D6TtlPzpNc8iyklgtWZ0mmHAK/71+sVyR/HgIr5sCqCwRX7LXyq0eu\nZ9SmTZTGtC7fAHgyo3O6rtRUrEIQTJaSRf+QVcK3x3paGO3ERqtxaU5O/MytM3l7cGtoan1PUZHu\nVqyq+myszaa3RpnZ4rMLMzabnOkcT6L2u4BntyeSWFaEgiY1uti6MOmiSSy+bXGj0bHI97yQH4um\nIYBQ2EjJ+G+7Bq++ZWHLzKH8h2cWhI2ZhKrPrmYeFFT3gFAyh2GjQkvMz+Ef7qyA+zbAtwpUPgX7\nJ8L7+70EtgYiCWmhhcVr9+hjCw36fwW2NDD8Ce0WO64KL/zuBsjNxVmbgnNvEiOIDiRxU0BdXeMY\nPWlSvF9FS9sHTNqHk1GZvUZK+U3Mz78ESqWUfxBC/DL88xMn4TpMEoitDqZ1TotYrZvV2e8OTRkt\nHS+xAjy7Z3abKsutEtaJ0SLB7i8xAZOfkx95bClVfTesHUQQpA0O5UrGBJz8VX5GQEisiiTXIehS\nIUktl2w8X+DvBCAJavBmZ+j7M0ivvpD/+OFU1g8bxqOLF2MPBrFqGjIYZHRZGR9nZkbagZ/s35/n\nhwyJzLzGjgwJYHLv3uSnpzNr927e+uabSND3axrFNTVxAjaxhTm2Pbi1u2ibygd4PDBlSnSuJxTS\nfTFamr81+c7SrrH5bK6SmZx82itReyZhtAwbO9NBN3n6z9H/yZOjn2xydCzSBXY4DTaU4R4AfZQU\n7B/P4bNuGt+vV3A8O5v5dW9Hn0xAdwmHrfBu78NYQ5DuhT2p0dsTUdBF8vB9MHmDLmRBj4X9lui7\n268YdjEvb/snfk2ftx36DWyJnduVuoDOr4C7vhAs/tUtkJ5OfnU3nA+F99quWAGPPw6pqSc1eCVu\nCjCe2oivt94K+/bB5Mn6sZkzW94+YNI+nIo241sAV/i/FwFuTDF7yjBEiDk7e+bQFtOupoyW2uu5\nm3r+ZMKrVcI6WbSIwdnXSeGNhZRsLiEvMy/y/KmpLhAp+LL8VMzWhao3FwSS/Ic+58Ke4B5kYdTU\nRxi6fil9ntkCwL/VSJ6frBAUAovQWF6j76mT6dux9hU8P2QIncaPh8WLUYNBhM3Gp8OHY4FoOzDh\nFuiw4VOazca0bdsiLcP56ekAvFNXF9duLIAFNTWoUra8X7YNu2iT5QMAZszQjxlYLO3TtmzyneG4\nY/PZWiUzOXW0d6L2TMBoGY5UNRFxnVFNjY7FxerxYPyf+cnVN5Nbu5I+PcZxpMsoNizbDXwYeT6v\nNabQalW435vB2i57WNEJ/AnjugIYZYOn5sOVO6LHJJC2DtLW64nm86bv5NkPgky9Qa/Ibj9fFyIh\nw/xJg+ffhSv26G3OAzd+gbxpPBlzSuKfsLwc3n+/Hd7VpknscErcFBBJNHtg9OhofF27Fl54IWoM\nZbGY7sUdTUeLWQl8IIRQgZeklEVALynl/vDtNUCvZCcKIQqAAoB+/fp18GWe3Zizs2cOx2Pa1ZSp\nUstPFv9J3tRzxwpX6jdT/OXyRitznA5H64R1U9Ei5vUb7c1rqleRvbwM57X5bM7M5BGeJosy0rO+\n5uasdwCNfksEIhDCuUvi3CtgXCrBT84F9EDr3APFn3Tj4btGE2z4loP7P0Uf2lFxyh36bOzYsVg/\n/DByTTMzM+OEeuzrf7J/f4A4J2Onw8HMnTvRYtqQFWBiWhpL6+qa3S9r0JpdtAaJ+YC0NL1S6/fr\n5hRGcH3+eVPInsW0a2w+G6tkJqeW9k7Uns4YSeS0zmmRziSrYuWe3HvIz8mPfAdo6+jYlRnjGNal\nK16vmyc+/gehbcVxt2uAVbEgpd7mmzllAlcdKeIRNJbug2U1sPUQIARWIZm+F66splF3kkQf/fnL\nMHjdu5NuA3STJ03RBeCkzmCth9SNekX2ij3hDT02yf4Lt1FfdT+OrqPoEntxHbw7tqkOp2RmisXF\n8Yli0LW2waRJeiHZjLcdR0eL2auklHuFED2BlUKIL2NvlFJKIUTSQbNwcC0CGDlyZPJhNJN2wZyd\nPXOITTz4Q35muGcwwzWj/ZMPHg+eu1y4Lwjimm/D+Yobd8iNP+RHQ+NY6BjFFcXQLTNSMbQc2ozY\n+CiBkL/RyhxDeDkcTjbXw6sb3bgGxLe0x1V9n3yyydfvVwNoUqVBVSne8BLO3y9i6+LFbDwvSutx\n2gAAIABJREFUkzIyGcYmbhQrsMggvuEWSBHgD+p2g2lp2H44Gfnh2kiVNPcSH0v6reRnvgc5eGAd\naEFQbKzme3z81VekGII8HImcEHk9TVVME1uGXamppMTskjVW97x/8GC86VMTJDWIagIjH1BcrDsW\nP/ccHDum36YocN11epXWDKxnNe0am8/GKpnJqee4E7VnEEXri5i6bCqqVEmxpFB4YyF1R+uSdma1\n1VjS6Kh4a08Dr29N/jV77k1/jjxff0slVVV6SfbOg/DIjgF8ee0drO2RSlZXLxdXupF/WQ8BFU8f\ncA+Aq6t1cVp0KfxsQvhBe4BNBcLzuj/aDeffDr390K9+MPzkNmqO/UMXslnQeyl0/sfa6EXdeWeH\n7o6FFieeIng8sGFD84919KgZbzuaDhWzUsq94b+/FkK8AYwCDggheksp9wshegNfd+Q1mLTMyXLW\nNTlxjMSDISo/+OoD1uxa0+6t4Z4Pixn7owB+CygywNzSWaSNHx+3CuAvG4o4p3s/ApoTFdAOlkHI\nj0RrtDIn8rhNVHeLtqxkaskPULUgNoude65fTP7QsY2qj2nnj0RDAakiBSzIldy1sYHRH89l2A/y\n2EgmVWIYnYa8TZ/gOlKHuxDWSn1YVFVh2jQoLWVHYSFHlzyFZfRevp4osRLk530kDzMbfOXgyAVH\nFhrQEJ5tTVYJbW3FNKnBEyQ9loymzm+OBQv0IByL1WoKWZP2j81nU5XMxORkUbS+iAfefSCyOcCv\n+in7di/9ht4L3ZInNJON/yQbTbrhlRtYvfNDhp0bSjr/qqNA5+/x5KW6cKys1GdWu22CnOmgBKvp\nPf9Zcv7rZro2pBO6ajK+Ww+x5dMtXJevr9WxS1jQAItjnImRMLwGbvkXjNkLnR+BeqDmB3bS/6uY\ncxxO5L5B1FfdD+guyHHU1rbhXTw+Wph4wuOBO+6APXtafqwOLiKb0IFiVgjRBVCklIfC/3098D/A\n28DdwB/Cf7/VUddg0npOhrOuyfERN38aTjzMcM/gg68+QJNah7SGuweAv0pvA9IkTNWWMnl/OgIR\nmddRpcah7f/FJf2fY6PMxNJ9OGJ3CiE1gNVi557wyhyAmTt3kmazMX/d3zkW8gMaDaEGiiuKqTx8\nmAdW/iea6ofwcvaXtrzHomPnN5oNres8FNJvhP1L9WsQ8NFAyQ2DPuSPrOERnmU7w1C6jKK/Y1z4\nJLfula9peq+t283ffvITXs2x8hTTsRJAQTA8tT/2w8MIOLLi3guJPtuan57eSES2qWKazOApybG2\nnJ+I0Rm+a1djIQv6eh9TyJ7ddFRsPhuqZCYmbWXfviJqa0vo0SOPjIzWVxMThSyAEIo+wvPVVy16\nJxgkSyDPcM9gxY4VAKzzQv9zmj5/yrq/k50xCqfDQSCwD4DUclCCuuuw9Ac579dvIqTuir93Cnw0\nSBeyqqK7EZcOg8ussGar8UJg3IXwI6HQ9YbrENu9HE3LIHX845HPEOO9qq0tQdzeA7FuSaSb6thN\nuXRu9Tt5fDQ3HztrFrz5ZuNzBg+GHTv0rxoAffrAr3/d4UVkEzq2MtsLeEMIYTzPq1LK5UKIz4G/\nCSEmAzuBOzrwGkxMzmiMNlb/wUqU+grmjrydgovHMcM1gzW71rRLa3gysybXmHyU7fPQpAoC1HAY\nsVvs+FU/AFYBuQ6N/PQDfNzpZlypwyF3eFwGOHL9WrimqwwCYQGpIZG8uP5FxPqisEAOT9gIC7Lh\nAP6Dlbi9/Ru169p730jgwArQgtgUScYtksNZYCfI9bzPczK+tRmvNxpdNA3S0nClpvJbJZu52hQe\n5jkEGtqeJ1h53k9YwfXU2YdTEwjwVti0SZUyadX1eCqmbfrdhMVpWlrLO+piZ3ysST7ZhdANn0zO\neszYbGJyEti3r4iqcHXx4EFdPLYkaIvWFzF/w3zW7V8XJ2QVoTDx8v9hqT2zVd4JBomeKMUVxXxY\n/WHcfQ4ErBRe+wi/+eQlfH5f9AYh0LrlRJ6nd+/JHDq0Vt8aYNO3BhirdIQEEdCrqIOu0bf7AFgV\nyHVAVvgy1x/N5NYLJzCpXyppVWl0vWVauPxZCYXj9eRzONBlZBTo71cOHE25gIYlT1M7WnJg+Bxy\nfJM6PHkW61RsrLFrjttu0/fJGtXcv/3NTB6fLDpMzEopdwA5SY7XAWM76nlNTL5LuL1e/Acr0TZO\nR9MCPPDVQrh5Ltk9s7k7526AOAOIttLkzGdfJ3Nv/nPcrE5+Tj75OfnM+3wWdXVLub6nJLt7Cpek\n38hoh258hCO+wm+04cYZH3YdBIeiI3oycquAzv3g6G7Y/w7agRWkDR0K9I/c1+lw4B5zJ38/z8eR\nrz9gdPcQF29aTfclcDAXyNI7mSIVUo8Hnnkm+tyKAnV1OB0OCgcPZk3VIQQSgYaUfmTdy1yv/JWc\nnFI2k9mqmdbWVleb2v3a3P0N4yZN0y89JaXpXXWxMz4AY8bA6pj2rMceMwOrScfFZnM1j4lJPLW1\nJY1+bk7MFq0v4v537k9626NXPMqkyx7kfcOjQgh2NTTg8fmadsHf7WGXbxcWxQIaWBQLC8sXRna1\nG4zq9T1+eskkzjn/OqaW/ICQGkAKgRj8MIojize/+YY0m42CjAL27CmkPmsLFbP1Cm2wGwyZAwR1\nQdt9PdxeCdoz6bxu/Rrbtxq9VggGpPbjN9pwuv1Ad0Lat6+IQ0ufokugAaFKPdA98IB+QUkCXe2k\nVL7KEYAGJ8lkrqgI5s/X3Ylbw5w5+r72lhLPJu3PqVjNY3Ia0ZY1LyYnQFuVTBhXaipKfUXYKVSi\nyRAPvPMAQgg0qWFVrAzvPfy4f3fNzXwWXFrA9oPbeXXjqwzsPhAw2tHfaPUXV1dqKpZDm9EOliGt\n3WD7XNCS9L+iZ545tic6l6sFKFn3NNldu8a9vkw2M0n9LVr3AF03C3Kn6xni/jaYPXsIP76mZzS4\nu93RqizoNr4uF4dXFnHp0sVUXXgBwSwbgkBY1MqIG6uzv/O4qq7JftVNOSM2hyFOY4vKzRlRJM74\n/OEPUFkJJSX6zI7Z6mTSUZireUxMGtOjR16kImv83Bwlm0uSHhcIUlNSI51AxTU1LKypYd7+/Sw6\ncCBpu3Fse7FVsXLfiPsAmLdhXqPHv6PndsrKx/IiT6NmP43Y81f6i8OkdulKp02bcJWXszA3F269\nlQl9plFVdT/1WVCfBV036aNHxjiskHo8zjjwfVZa3yUQ0ljWXVK6aCcD9u1GPvceO4ouZ3ef1XS7\nEHpaQZECERunw+NAsYHuZJvMFRXB/cnzCk0SCOhCtgn/SpMOxBSzZzHHs+bFpGUaJQiOR8mEcToc\nzB15Ow98tRBN6tlUDQ1jeCSoBZmybArZPbOP63fX3Mxn0foiZn2iGz7sObSHMS+PZvVP1+Ds60w6\nH5c0MVKvOxwT8qMIRW9bprFroiIUfjB0Im//K3ZMTyY1uIpdA5JaJiAIigahoEL/8nq6TYgx8He5\n9Cyv36+XNp9/nsOHKzln4v2MCEKuDZ6Y/SNE1lFuZjmgIoSFhoZdfPKJh9WrnbhcDpz9aRWJv2oj\nS2vMsLZlebohTmMrs83tqks24+N0miLWpOMxV/OYmDQmdu6zNTOzeZl5kVlWCCd4JaRYUyKjRE6H\nA7fXS0jKZtuNY9uL0aCfox+uAS4WVSziWKgBIw4rQLlPI9MRIIsy9h85TM03H1MNUFvOnGUWfrZO\nErRZWGJ30+WOR+jb93F2734aDYmjXCBUGV3HI0CkpOAZmk5gW0ifm5W6D4dzj4b0+xGrVsOduhiu\nmA0DX+lM6tqj+u44iCSdYznZJnMlyfMKEYTQL1dR9D9SmrtkTyWmmD2LMffLtj9JEwQteLy3VB0v\nuHgc3DyXqcumEtSCjW7XNO24f3fNzXwmZolDmsryL4uTPk9TiRF3tVtvWUJDSFCEiNu3ajCy90jG\nK0N5PyjxW/RjUiGpwVVshvbbXIULbGANqgRtNlbn5vJiVRU7FyxgVU4OQ8aOxZmg8IKP30CXsHmF\nCMKP/7WXwL8vJZPN1NQUU1OzkP3759HQsIhXXy3lt791tir/4PHoTsGG+PT7YepU/b+tVj0+Q+sD\nXqw4bc3MrHGO2dpkcrIxV/OYmCQnMvfZCgrCrsElm0vIy8wju2d20u8GrTEeTLZy0TCQnPX5PN78\nYjFIFZuiketQ0ISNc+Rh7Hv/Gn0QCX8eqTJ1LShBjWvWllBx4bv06nU3EkjdJOl8QCJFNEUtEPDQ\nw7jGTMK+YyGBoB+7Bq5qXehKG3hzo09RnwU77jpCboUNJaBGks7JAtnJNJnLy4MV0bxCRLyCnh+X\nUp+htVjgF7+A1FSztfhUYorZsxhzv2z7kzRB0IzHe+IOuaaq40bLr1EpNRCIuKzt8dDUzGdiltgC\n5DRh1pvsdQNx8zp2i52HLn+Ipz55KuKIbLBu3zoq95VRuFxQd44k7RhMm2AhoOjnuQ6nwcyZ4HLh\ncOoZ2o01yymgF+fMlrjKy1mdm8tjffuSecstSL+ff7PZuOmZZ5h5552RHbEAtnF5aH9agQjqgfXC\nif9OV4cDnw8aGnYgZRDQsFoDXHKJmy1bnC1WUpPNtyrhhfBG99R990G/fuFff6aPmTtbsZKnleLU\n49H3yoJu8mQGVJOTibmax8SkfSi4tCAiaoGk3weaNR4Mz7k4XS4euvwhlmxcwqDzBlH5dWVEGD8+\n9lnetY4k6C2jn8OBtR8865M8zHOsiH0iof9RFQE2iS9XhjswwLHZSs70AEog/u5ICc8+i3PSJEp/\n+hHuF3+Jq3g1zj264N1zm6A+Kz7+12fB9peGM2TvpA5VhG2Z9jI6mowxnbo63ZlYVXURO3EivPOO\n/vOcOW1quDPpAEwxexZj7pdtf5ImCPom93j37PYwZdmUiBlDQ6iBGe4ZzHDNSPq7KN9fHvdzf0d/\n7r/0/g773RVcWsCxo9t56fOnsApJ/y4Waq0XJb1v7P5bgNc3vc6vP/o1EolNsTFx6ETSu6Yz6cJJ\nDOo+iAfffRBVqnoWF711OgBs6CPo960k8yAsOApbz7mU685z4cybFtem7XA6+dibwRd8xWVsQgC3\npKUxadMmNL8fi6Yhg0GuLCvDffPNODdvjrz/XccVcHgpBFeWYBuXR9dxBTEzf/raIFAIhexs3Ohq\nVSU1dr5VUeC66/QAOC3msg2R2ZTp1vHi8ejXZ6ziWbgQPvrIDKwmJxdzNY+JyckjaRI6Zs6laKRg\n1nj9u8XeQ3tZvXM1ilBIsaRw9/WL0bplQrdMdgBP+zsxivkoaORdAM9sjT7ktDGPs/vcWmr7vMKR\nLH0MJz09n07ralD8b0baiyGyj0BXeG43ziefxLmuE4R3sQqg176LqRZVyISRoy7XTYY2rC5qK8cz\n7VVQEBW1Hk98TSI9XdftLXlZmJwcTDF7ltBUK6u5X7b9MN7jwhsLqTtaF/9eJymxuavdaDGmB7KJ\nGVGD3N65cZXSPfV7dLHcLZOZO3e262qY6L+XSXTqmsGUd6ZTWa/xzjtPIDpl6q3PMTj7Oim8sTAi\nUisOVERu86t+llbpe2EXlS2kVLmHNZf9GXfXOtI6pzFt+TQCakB3WhwRIqSBHVj5isoPqz9HKBui\ne2JjooYrNZWrNm9m2fTp2INBxJIlUFiITEkh6PcTtNn4ZPhw5lRVwS23xEWxruMKYFw0cEZn/nQh\n2737dRw+PIOf/MQZyT80l9VNLL7PmKHfJzu78TnNmW4dD243BGO6z83AamJiYnLmcKJGnEXri/TW\n5J2dKQiPNJUMbXw/Y2wHbwUW+7VoUmIRgtt69OCd3bkEsXNThp6QXv0NjO5hJeuq67it11b+IBdj\nBRQElrWVpCxZBkQFrBT6HlxA78M1MsAJ/brarRNIT68HwGrtxuHD5XHzxMe7l7clWpj2apFETwqA\nRYuSNtyZnAJMMXsWYMwz+kN+FEVh7k1z49pYziiO0xW4zU/TQnBJdPONmxkVVkqVe3Bagb5NP4fr\ncBopWPAjQQiklElnRI3XnNqvPu58TWoUf7mcRSnBFqt8bQmWReuLmLJsCpqmkWJNIXvgbahaeA+s\nFqRk28pGYhagbH+ZbjaRBON4IKTiXvUST/6+kz7LeqkzMhe0y7eLeRuK0AQEJay+AK7aIdF3Clj0\noRW7ncqRI3knLN7nfvYZnQIBFCkjVoKW0lL2LF/OmqOd+O9X19H/4KJo/28TUSxx5m/AgBk4HE6u\nvDL6K2guq9vUgvVkbcKtmXdqCy6XvgPPqMyagdXExMTkzKC1o0ZNxfAnPngiMn60AmCklYJ1FvKq\nBCsGxa/gUYSC3WJneJ+rkAfC292lZNL55zPonFt5Z+c+bvXPZEKGZGIGgMa22pVkyYNYUHl3n2T1\nN35+UlPIL8I74CIuxlYb/OIXNHSq52AOdM4EB8T16x69KZfPc59D7g8ghJ3c3I8YNOiP4Rfoof7t\nWdT0eZP6rNbv5W0tzUx7tZrEeJ4s5pucGkwxexbgrnbjD/nR0NA0janLph63++0p5QRcgdv0NC24\nPCdbQxE3MxoWbM7fL2ryGj3vFeF+agqF9Sp13Syk/ewRpm2d03h+OeY1uwZYSLnbhj9sAmWz2CA1\nh8CR5qt8bXGt9uz2MHXZ1Ejrsz/kJyPFDooNtCAoNvIGNxayReuLKNpQ1Oz7KkA3gtgh40Sl0R3g\n2e1hfvlCVDWARRG49lnAosXZAleOHMlIu50hX71DYNP7/PKvyxBSD8ohYeXLNBfZTif1lfBv97tI\nQVd4EhDN2AG3NPPXmqxua+dbm513Og6cTv16zJlZExMTk9MTz24PxRX6h7SxG75ofREPvPsAmtQ7\ntPyqv5GZo3HegvIFqJoaieGZ3aC0qpinP42PuyV3jqDglkkUuFxgr2T+hvlkdMtgaIaLcu9e7gpe\nQNd573HpoEF8lpVFECiuqeEP6d9yof0zQv6oM7FAYXCPcTzn3crbewV/Crcfr0vZQpewaEZR9ESx\nqiLnPMeWpyW+81SUikXRFV3hft3av95K38V+vLlQn+WnpqZYvz38Pedc/zFybLrDcX1Wy3t520JT\nCWeI7pPNyIDHH299/DQNF08fTDF7FuAa4EJRlEhLqypV3iifQWa3GWfWjNOJ9om09mlacHlOtoYi\nMisbasCuyUaCLRbPbg9j104lMDqEXYXSVzSc21PJTja/HPOandXwkXIfxcP1m/Jz8qFbJoti5i+T\nVfla61rt2e1h2vJpcY7JiqLw+GX3Mf7iH1OybSV5g8fFVWV9Pg+lVcVMWT4vEpCTYREWLj33Qu55\nvYpR+yWq3Y7F5YrLNlcePkww/G80gIUds57igopvo67EDgf/VVnJ4LrVPM10BpcHsIVXAqhC8Jfv\n5TF9mpPSbPCXuMkkGMkaS4Q+yGr0/8Zcf6yAber/h/bI6sbSlOlWSzTVmGAGVROTM5vW7u42OfPw\n7PZwzaJr8Kt6C++C8gXMGT+HqcumxsVNi7DEmTkaVduQFoqYJgbUAMu/LCaYsoj3qhuQCdsBci92\nwXX6otMCnBRcWhDxaRixy8pt06eTEgxyvc3G/5s9BZFVzw2L9qN+8B5DHRp2LxwYA3snWtiV9j9M\nzhjH3C6juMHzn4A38jy/uaUbBbc8qu+dmzcv0vnkKANfpmy8osvjoe89SxEB0MKCNZBWwxdf3Er3\nJevICDRENgyklutitqW9vG36HTQRO594AmbF+Gq++y6sWmXG0zMNU8yeBTj7Opl709xIK4tNaPTX\nPqCiYs2Ztdy+vRVFU0/TgstzsjUU/R1hM63Vxbh+swDnfjXpNXp2e5jhnoGfEJqxf22QgtPlSj6/\nnPCandfmxznzenw+7u7VC4D89PSkAqk1rtWJwRb0wDr3prn6dUGj1mKjQv3ylw2EtMbrdkBva7qq\n31V8tuczPq//ks/Hw9uXOzly4U/Av52PF92HVANYLXZ69Z0AhimEVJlybAtHr/kRErBXVFA4eDBL\n6+r4IeXYCFKfK5E2UIMCv81OcfCnkfzBhDwXwRU2FKMya7Nz5NE86jLcpPr0SmyyCntT/y80l9U9\nGXg8esBdulQ3nUhJMd0TTUy+K8R+FukGO/eSnp5/5sRmk2YxEsoGATXA/A3zG63auyPrDgBmrpmJ\n1+/l6U+fjhO7AoHdYqeTrOGV6ga6WSV2Bfxa9PY5/5zDpAsnxX2XMHwaRpeXYw8GsWga9mCQGeXP\nEdqhcvEz8dd73jp41nIt1nENVB14gvItbvz+Q3H3OST98B9P6sEpPDwqbQq+4RogG6/oKi5G+MMr\n+gLQ633BtmHvIGWIwMWQbgUFBWwW1NHDGTp0crtVZWOb+iwWuPdevYMJ4Omn4+8bDJqeE2cippg9\nSyi4tIDsntm8UT4D9dBKyn0a4Kf/mbTc/iQpipZcnptqSXX2deK80wkD85NeY+zssoZEQcFuseB6\nLPlONeM1e0oKca8vwXVpXiMhG+uKm5+eflyvB8Kt6DFCFmDi0InNzlZ7vW4qD/pZtj9ByKakg/8A\nej1U0MnSiZAaQqJH3PfSPoMLfgy7VoGqmy4F1QB7/P64dub6rtmRhwxoGiW1tUignFyC2Pg2K0jZ\nM1a+Lb+d3626m8+3j4vkD7KdTipxE5xfTEYGdH1wOBtSpqF9FRWuySrszf2/kFj9PEnj243cikEf\nATYDronJd4PYzyIpVfbvf4kDBxadWclmkyaJuP3HxNj1+9c3ut+q6lX83+b/I6gG0Wjc6TS6/2ju\nzL6Tact/jj8ksSkwdbCVsoYRuHevi/PcqPy6MrKv1jX4h9gVhTW5uQRsNiyhENIq8OWqDHpZf+xo\nazF82gcWdyrF/+kHekU4NsSH252yemTp/xH+XtawvJgtvRbgy5QIoXDBBQ/h9bo5cqSS4Or36Lvg\n7chIEBJ6vy84cEOI+iy9ClsxG3r/ayC9f1zMkBMIbMnicmxTn6rCSy/p+vvuu6O7Yw1sNtNz4kzE\nFLNnGd8EO7N4m0SVYFM0hg5No38T9z1Rh70O4ST1U7bk8uxwOHFsBl51g4tGPZ+ePrpAdO2O7okz\nsrMaGgoK1w28rsk1PAae3R7GbphGQAtg37CG0mHRWee2uOK29HpcA1wIlIjgBMDevcn7g16hfm03\nNLJ86joIggdRZAi7xU5eZh4fVn8YdW6WGleveplv+o1hU4x4pdcN+h9fOThywZEVeUirEOT16MEa\nn48vtSwe4xl+VLcbV84PuP5BJ+cmCWDZBU4o0Cuw26tnoB3U1+4YwjVZhb21tDS+faJCN/b8RLdi\n0MeUzIBrYvLdIPpZ1ICuHJK0aZqcMSR+d3L2dfKn8X/iVx/+itqjtQCR1XSxO9f3HNrT7ON+susT\nGoIN+ENBNCAkBV3O/3/87qL8OF8Mr9/Lf3z4HwCs2LGClyZAac4Pcffvz/ahQ8let44tWZ2p6/YE\nXcb46b4ufr3OU1dAg0WLHojdvxMmtVPMSJPTyYEMN76vVEBDStiz5xmk1ACNfqUgQvGCGRVSKxTq\ns/Tnqc+C9Fsfg4wTE7LGvneLBZ5/Xh/XNRrcGhp08Wr4RQJ06qQfBxg9Gv7wBzNJfCZiitmzBKMq\n2BBqiHwmhaTCum/qGJdwP3e1O25lSkumQWclzaiZpgyXEtt9Y4VsMndkw+G3qXnX9nLFNQwmhBAx\nWUoL6X0nNHve/37+Jp/UNc4ej0obwOSxv6Hum3WRYL56/2ZeXT8HkHQKSn5bsp5LD1Qy6g9T2HRe\nfZx4FY6sxLjJPenpFGRkkN2lC8UbvSx4eDi/2eiIe+uTBaB9+4qoqnqQqORWIsK1JdOn5mhufPtE\nfcoSzy8sjHcrtlhg7lwz4JqYfFcwPotqaoqpqVmIlKE2J9hMTg+Sxf/KryvjdsobyEaRLp5EsatK\nlbX71gKEO7tSuPGi/EbdVzPcM+Iep2RzCQWXFujJ7v79Ydw4+vs8HNx+Hdvz9mA970LcX1byWq9v\ncRxSeSvjm9iLaCRkAfIy4+dZY5PDQijhPbL69wNvrj4nqwT1Q1IRSJuFcyf8gvPPr8Lv30fv3ife\nVux2RxcXaBpMmaKvxzOa+oqL9T3soVB093t+8kY6kzMMU8yeJRhVQeODUZ+9SImbn4z9EBZCoEkt\n+aoYk2bVTFOGS021+ybObvp7FHLLP6K7V62KFTQazbu2hytufJIjGrEsGTeTP3Rsk+cVrS/iqU+e\nanTcZkmh8Kop4demp0mKtqxkSdmLgETRYPZyGL1LElSC/GBTPUMefpih55zDs3v2oEpJiqJw2/nn\n89rXXzN56VJ+uuY9zp8wEN/D/4nT4cT9sQN1Y8s+YD6fJ0HIwrnnjmTw4MKIcN1MJm4ycJFKW/51\nNze+faI+ZYnn19WZbsUmJt91DAO69PR80wjqDKSpBHRxRTF/KZtHSEu+ts6Yg5VIVE3Foli4N/de\nhvceTt3ROrx+L896nm00X3vR+Rfxlx/8Jfq9rFsmu3qeR/FRyB1wU9xO+kTh6fN5KC93IWUA9z54\nyF7BzsHhG8+Nv770FBigwR31Q6jrsY33bZKreyj8cHB23P0cr1fifD0b33UZ+O4Yyu7dsyO31WdB\n+WzoVi5Y2e06bjz0Ed4clcOpc8jp236t9C6Xnuw1msA0LRp/jT/JxOupGB8yaV9MMXuWEFsVND4s\nDXt4g1gRpkgFi2KJfNAmMw06q2lGzTRluNRU23bi7ObKbSWR3wMa3DfiPvo5+iVt926rK27iNSQm\nOQymX3QtTocj6TV7dnt48N0HG50jUHh+/J8aXWPJtpWgBQCJpgi+PtdCUJGoNhs/vuMOsocNA2DS\n+efHCfP/XrmSgc+EnSk+30JV/XsceeQFXK6CVvmAeb1uSJg76tp1RCRwJs4cN7WjNxmx49tpafrf\nxvET9SlLdr7pVmxicnbQnKu6yemJYaAYUANYFauegFYldqkQ2LMZtQkhC3Dx+Rfz8PehYj9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0KS9KSkCJKSFDweHZ98cj/jxmUybhxUVS0FnEiSyrFjn+FwbAi6l01pWcz3klHQdDrml5Wx9MgR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HS0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\nHD9+nClTplBUVERiYiJjx45lxIgRwrNCIBA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"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(dNSOGE['N'],dNSOGE['Si'],'r.',label='NSOG_E')\n", "p4=ax[0].plot(dNSOGW['N'],dNSOGW['Si'],'g.',label='NSOG_W')\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(dNSOGE['mod_nitrate'],dNSOGE['mod_silicon'],'r.',label='NSOG_E')\n", "p8=ax[1].plot(dNSOGW['mod_nitrate'],dNSOGW['mod_silicon'],'g.',label='NSOG_W')\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": false }, "outputs": [ { "data": { "text/html": [ "
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MonthLatLonZSi
802.049.027667-123.437833297.566.85
812.049.027667-123.437833311.867.82
972.049.163167-123.551000347.166.29
982.049.163167-123.551000367.268.34
1092.049.250833-123.749000390.972.03
1402.049.402000-124.155167272.665.08
1532.049.466500-124.499500316.169.51
1692.049.730000-124.685000347.968.70
1842.049.885333-124.995333307.266.13
1852.049.483667-124.7666670.666.38
3484.049.030000-123.437000314.067.87
3674.049.164167-123.549833298.065.52
3684.049.164167-123.549833347.169.04
3694.049.164167-123.549833368.571.44
3894.049.318333-123.799000297.566.13
3904.049.318333-123.799000336.667.33
4084.049.401833-124.155167247.967.95
4094.049.401833-124.155167272.068.41
4284.049.443333-124.337667297.668.10
4294.049.443333-124.337667315.769.80
4654.049.592000-124.637667163.966.94
4814.049.726333-124.680000297.768.27
4824.049.726333-124.680000346.273.59
4984.049.883667-124.993833308.266.64
7856.049.706833-124.724333197.973.17
7866.049.706833-124.724333287.275.08
8036.049.670667-124.272333198.769.14
8046.049.670667-124.272333343.878.96
8216.049.250833-123.751500198.270.85
8226.049.250833-123.751500388.971.47
8266.049.054667-123.3731671.466.25
10726.049.029667-123.436333247.869.83
10736.049.029667-123.436333298.167.66
10746.049.029667-123.436333313.069.44
10906.049.163333-123.550333297.969.22
10916.049.163333-123.550333347.183.94
10926.049.163333-123.550333370.583.76
11176.049.318167-123.799333297.869.70
11186.049.318167-123.799333334.580.44
11356.049.402000-124.154333271.070.33
11536.049.443833-124.335667247.870.53
11546.049.443833-124.335667297.577.42
11556.049.443833-124.335667313.879.93
11896.049.591500-124.639000149.371.18
11906.049.591500-124.639000164.373.79
12066.049.727000-124.680333297.676.22
12076.049.727000-124.680333348.782.07
12196.049.962000-125.147333147.966.55
12336.049.883167-124.993500173.765.36
12346.049.883167-124.993500198.666.20
12356.049.883167-124.993500248.169.74
12366.049.883167-124.993500307.875.95
15139.049.705333-124.723667284.667.10
15379.049.670500-124.271833198.786.13
182110.049.591833-124.637500149.272.69
182210.049.591833-124.637500164.473.88
183810.049.726667-124.680167344.265.81
\n", "
" ], "text/plain": [ " Month Lat Lon Z Si\n", "80 2.0 49.027667 -123.437833 297.5 66.85\n", "81 2.0 49.027667 -123.437833 311.8 67.82\n", "97 2.0 49.163167 -123.551000 347.1 66.29\n", "98 2.0 49.163167 -123.551000 367.2 68.34\n", "109 2.0 49.250833 -123.749000 390.9 72.03\n", "140 2.0 49.402000 -124.155167 272.6 65.08\n", "153 2.0 49.466500 -124.499500 316.1 69.51\n", "169 2.0 49.730000 -124.685000 347.9 68.70\n", "184 2.0 49.885333 -124.995333 307.2 66.13\n", "185 2.0 49.483667 -124.766667 0.6 66.38\n", "348 4.0 49.030000 -123.437000 314.0 67.87\n", "367 4.0 49.164167 -123.549833 298.0 65.52\n", "368 4.0 49.164167 -123.549833 347.1 69.04\n", "369 4.0 49.164167 -123.549833 368.5 71.44\n", "389 4.0 49.318333 -123.799000 297.5 66.13\n", "390 4.0 49.318333 -123.799000 336.6 67.33\n", "408 4.0 49.401833 -124.155167 247.9 67.95\n", "409 4.0 49.401833 -124.155167 272.0 68.41\n", "428 4.0 49.443333 -124.337667 297.6 68.10\n", "429 4.0 49.443333 -124.337667 315.7 69.80\n", "465 4.0 49.592000 -124.637667 163.9 66.94\n", "481 4.0 49.726333 -124.680000 297.7 68.27\n", "482 4.0 49.726333 -124.680000 346.2 73.59\n", "498 4.0 49.883667 -124.993833 308.2 66.64\n", "785 6.0 49.706833 -124.724333 197.9 73.17\n", "786 6.0 49.706833 -124.724333 287.2 75.08\n", "803 6.0 49.670667 -124.272333 198.7 69.14\n", "804 6.0 49.670667 -124.272333 343.8 78.96\n", "821 6.0 49.250833 -123.751500 198.2 70.85\n", "822 6.0 49.250833 -123.751500 388.9 71.47\n", "826 6.0 49.054667 -123.373167 1.4 66.25\n", "1072 6.0 49.029667 -123.436333 247.8 69.83\n", "1073 6.0 49.029667 -123.436333 298.1 67.66\n", "1074 6.0 49.029667 -123.436333 313.0 69.44\n", "1090 6.0 49.163333 -123.550333 297.9 69.22\n", "1091 6.0 49.163333 -123.550333 347.1 83.94\n", "1092 6.0 49.163333 -123.550333 370.5 83.76\n", "1117 6.0 49.318167 -123.799333 297.8 69.70\n", "1118 6.0 49.318167 -123.799333 334.5 80.44\n", "1135 6.0 49.402000 -124.154333 271.0 70.33\n", "1153 6.0 49.443833 -124.335667 247.8 70.53\n", "1154 6.0 49.443833 -124.335667 297.5 77.42\n", "1155 6.0 49.443833 -124.335667 313.8 79.93\n", "1189 6.0 49.591500 -124.639000 149.3 71.18\n", "1190 6.0 49.591500 -124.639000 164.3 73.79\n", "1206 6.0 49.727000 -124.680333 297.6 76.22\n", "1207 6.0 49.727000 -124.680333 348.7 82.07\n", "1219 6.0 49.962000 -125.147333 147.9 66.55\n", "1233 6.0 49.883167 -124.993500 173.7 65.36\n", "1234 6.0 49.883167 -124.993500 198.6 66.20\n", "1235 6.0 49.883167 -124.993500 248.1 69.74\n", "1236 6.0 49.883167 -124.993500 307.8 75.95\n", "1513 9.0 49.705333 -124.723667 284.6 67.10\n", "1537 9.0 49.670500 -124.271833 198.7 86.13\n", "1821 10.0 49.591833 -124.637500 149.2 72.69\n", "1822 10.0 49.591833 -124.637500 164.4 73.88\n", "1838 10.0 49.726667 -124.680167 344.2 65.81" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 19, "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": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 311\n", " bias: -0.005793859848504224\n", " RMSE: 0.5058907823492509\n", " WSS: 0.5728115427783046\n", "z>=15 m:\n", " N: 119\n", " bias: 0.04702215063210043\n", " RMSE: 0.46427368577441896\n", " WSS: 0.5788996500906497\n", "all:\n", " N: 430\n", " bias: 0.008822663982174739\n", " RMSE: 0.4947239822438732\n", " WSS: 0.6566836678623074\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 311\n", " bias: -0.9593349216078884\n", " RMSE: 5.223262936623002\n", " WSS: 0.49446424558990476\n", "z>=15 m:\n", " N: 119\n", " bias: -0.19475524872255723\n", " RMSE: 1.7164710902242097\n", " WSS: 0.4719567098404429\n", "all:\n", " N: 430\n", " bias: -0.7477419423675284\n", " RMSE: 4.532943094392799\n", " WSS: 0.5369111496817489\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": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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06RITJ05k06ZNhIWF8cEHH1SqclCNFKmwc96FyewtgYoGjTMd/p0U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\nqGVCmTBtAboqpTriTpRuBUrsBKaUOgc4orXWSqm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GG3To0IGTS1by66MvgmGgrNby13n5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\nJV5fxB6mRcRi47eEwlc15LfqUGsuDvfYYyv3MGydycX7HcxqEkt63yf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ZAslnhSriZThg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5QyvZm7OAH0q/F9WNVriqK0Uy1Rrnjv3r0sXryYjz76CE2r/xlQRkYGGRkZFBcX88orr3DbbbfR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\n", "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 }