{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:04:52.259068Z", "start_time": "2018-05-04T07:04:50.926406Z" } }, "outputs": [], "source": [ "import matplotlib\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LogNorm\n", "from astrodatapy.number_density import number_density\n", "from astrodatapy.correlation import correlation\n", "from astrodatapy.clustering import clustering\n", "\n", "cosmo = {'omega_M_0' : 0.308, \n", "'omega_lambda_0' : 0.692, \n", "'omega_b_0' : 0.04839912, \n", "'omega_n_0' : 0.0,\n", "'N_nu' : 0,\n", "'h' : 0.678,\n", "'n' : 0.968,\n", "'sigma_8' : 0.815\n", "}\n", "\n", "plt.rc('font', size=15) # controls default text sizes\n", "plt.rc('axes', titlesize=15) # fontsize of the axes title\n", "plt.rc('axes', labelsize=15) # fontsize of the x and y labels\n", "plt.rc('xtick', labelsize=12) # fontsize of the tick labels\n", "plt.rc('ytick', labelsize=12) # fontsize of the tick labels\n", "plt.rc('legend', fontsize=12) # legend fontsize\n", "\n", "colors = ['#e41a1c','#377eb8','#4daf4a','#984ea3',\\\n", " '#ff7f00','#a65628','#f781bf','#999999']*4\n", "color_maps = ['Reds', 'Blues', 'Greens'] *4\n", "markers = ['o','s','v','^','<','>','p','*','D','.','8']*4\n", "linestyles = ['-','--','-.',':']*4" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-04-26T14:38:24.565793Z", "start_time": "2018-04-26T14:38:24.564125Z" } }, "source": [ "# GSMF \n", "Galaxy Stellar Mass Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## example" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:04:52.374906Z", "start_time": "2018-05-04T07:04:52.260338Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "You are requesting GSMF at z_target=5.00 with a tolerance of z_tol=0.25 and h=0.678\n", "quiet=True to silent\n", "available data of GSMF includes:\n", "Bell2003 Cole2001 Drory2009 Marchesini2009 Mortlock2011 Stefanon2017 Thanjavur2016 Grazian2015 Gonzalez2011 Duncan2014 Katsianis2015 Song2016 Davidzon2017 Santini2012 Ilbert2013 Muzzin2013 Huertas-Company2016 Tomczak2014 Pozzetti2007 Baldry2012 Caputi2011 Kajisawa2009 Perez-Gonzalez2008 Pozzetti2010 Yang2009 Qin2017_Tiamat Qin2017_Tiamat125_HR\n", "\n", "Loading observational data from Stefanon2017...\n", "Filename /home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/data//GSMF/z5pt0.dat\n", "Converting IMF from Chabrier to Salpeter\n", "WARNING! No Infomation about MAG, dafault is Salpeter\n", "Converting the Errors from ULDeltas to Upper Lower Limits\n", "Converting the Normalization of Phi from 1.00e-05 to 1\n", "Converting x axis from h=0.700 to h=0.678 with a power of -2 because it is GSMF\n", "Converting y axis from h=0.700 to h=0.678 with a power of 3\n", "..done\n", "\n", "Loading observational data from Grazian2015...\n", "Filename /home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/data//GSMF/z5pt0.dat\n", "WARNING! No Infomation about MAG, dafault is Salpeter\n", "Converting x axis from h=0.700 to h=0.678 with a power of -2 because it is GSMF\n", "Converting y axis from h=0.700 to h=0.678 with a power of 3\n", "..done\n", "\n", "Loading observational data from Gonzalez2011...\n", "Filename /home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/data//GSMF/z5pt0.dat\n", "WARNING! No Infomation about MAG, dafault is Salpeter\n", "Converting the Errors from LUDeltas to Upper Lower Limits\n", "Converting Phi from logarithm to linear\n", "Converting x axis from h=1.000 to h=0.678 with a power of -2 because it is GSMF\n", "Converting y axis from h=1.000 to h=0.678 with a power of 3\n", "..done\n", "\n", "Loading observational data from Duncan2014...\n", "Filename /home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/data//GSMF/z5pt0.dat\n", "Converting IMF from Chabrier to Salpeter\n", "WARNING! No Infomation about MAG, dafault is Salpeter\n", "Converting the Errors from LUDeltas to Upper Lower Limits\n", "Converting x axis from h=0.700 to h=0.678 with a power of -2 because it is GSMF\n", "Converting y axis from h=0.700 to h=0.678 with a power of 3\n", "..done\n", "\n", "Loading observational data from Katsianis2015...\n", "Filename /home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/data//GSMF/z5pt0.dat\n", "WARNING! No Infomation about MAG, dafault is Salpeter\n", "Converting the Errors from Delta to Upper Lower Limits\n", "Converting Phi from logarithm to linear\n", "Converting x axis from h=0.702 to h=0.678 with a power of -2 because it is GSMF\n", "Converting y axis from h=0.702 to h=0.678 with a power of 3\n", "..done\n", "\n", "Loading observational data from Song2016...\n", "Filename /home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/data//GSMF/z5pt0.dat\n", "WARNING! No Infomation about MAG, dafault is Salpeter\n", "Converting the Errors from ULDeltas to Upper Lower Limits\n", "Converting Phi from logarithm to linear\n", "Converting x axis from h=0.700 to h=0.678 with a power of -2 because it is GSMF\n", "Converting y axis from h=0.700 to h=0.678 with a power of 3\n", "..done\n", "\n", "Loading observational data from Davidzon2017...\n", "Filename /home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/data//GSMF/z5pt0.dat\n", "Using Schechter Function for Mass\n", "Converting IMF from Chabrier to Salpeter\n", "WARNING! No Infomation about MAG, dafault is Salpeter\n", "Converting x axis from h=0.700 to h=0.678 with a power of -2 because it is GSMF\n", "Converting y axis from h=0.700 to h=0.678 with a power of 3\n", "..done\n", "\n", "Loading observational data from Qin2017_Tiamat...\n", "Filename /home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/data//GSMF/z5pt00.dat\n", "WARNING! No Infomation about MAG, dafault is Salpeter\n", "Converting the Errors from Delta to Upper Lower Limits\n", "Converting x axis from h=0.678 to h=0.678 with a power of -2 because it is GSMF\n", "Converting y axis from h=0.678 to h=0.678 with a power of 3\n", "..done\n", "\n", "Loading observational data from Qin2017_Tiamat125_HR...\n", "Filename /home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/data//GSMF/z5pt00.dat\n", "WARNING! No Infomation about MAG, dafault is Salpeter\n", "Converting the Errors from Delta to Upper Lower Limits\n", "Converting x axis from h=0.678 to h=0.678 with a power of -2 because it is GSMF\n", "Converting y axis from h=0.678 to h=0.678 with a power of 3\n", "..done\n", "Available Observations:\n" ] }, { "data": { "text/html": [ "
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IMFhNormalizationOfPhiErrorsLogHinPhiTypeBibliographic
#Name
Bell2003DietSalpeter1.0001.00000LULimits00data2012MNRAS.421..621B
Cole2001Salpeter1.0001.00000Delta00data2001MNRAS.326..255C
Drory2009Chabrier0.7001.00000Delta10data2009ApJ...707.1595D
Marchesini2009Kroupa0.7001.00000ULDeltas10data2009ApJ...701.1765M
Mortlock2011Salpeter0.7001.00000Delta10data2011MNRAS.413.2845M
Stefanon2017Chabrier0.7000.00001ULDeltas00data2017ApJ...843...36S
Thanjavur2016Chabrier0.7001.00000ULDeltas10data2016MNRAS.459...44T
Grazian2015Salpeter0.7001.00000ULLimits00data2015A&A...575A..96G
Gonzalez2011Salpeter1.0001.00000LUDeltas10data2011ApJ...735L..34G
Duncan2014Chabrier0.7001.00000LUDeltas00data2014MNRAS.444.2960D
Katsianis2015Salpeter0.7021.00000Delta10data_sim2015MNRAS.448.3001K
Song2016Salpeter0.7001.00000ULDeltas10data2016ApJ...825....5S
Davidzon2017Chabrier0.7001.00000None00Schechter2017A&A...605A..70D
Santini2012Salpeter0.7001.00000None00Schechter2012A&A...538A..33S
Ilbert2013Chabrier0.7001.00000None00Schechter2013A&A...556A..55I
Muzzin2013Kroupa0.7001.00000None00Schechter2013ApJ...777...18M
Huertas-Company2016Chabrier0.7001.00000None00Schechter2016MNRAS.462.4495H
Tomczak2014Chabrier0.7001.00000ULDeltas10data2014ApJ...783...85T
Pozzetti2007Chabrier0.7001.00000None00Schechter2007A&A...474..443P
Baldry2012Chabrier0.6781.00000ULDeltas10data2012MNRAS.421..621B
Caputi2011Chabrier0.6781.00000ULDeltas10data2011MNRAS.413..162C
Kajisawa2009Chabrier0.6781.00000ULDeltas10data2009ApJ...702.1393K
Perez-Gonzalez2008Chabrier0.6781.00000ULDeltas10data2008ApJ...675..234P
Pozzetti2010Chabrier0.6781.00000ULDeltas10data2010A&A...523A..13P
Yang2009Chabrier0.6781.00000ULDeltas10data2009ApJ...695..900Y
Qin2017_TiamatSalpeter0.6781.00000Delta00data_sim2017MNRAS.472.2009Q
Qin2017_Tiamat125_HRSalpeter0.6781.00000Delta00data_sim2017MNRAS.472.2009Q
\n", "
" ], "text/plain": [ " IMF h NormalizationOfPhi Errors Log \\\n", "#Name \n", "Bell2003 DietSalpeter 1.000 1.00000 LULimits 0 \n", "Cole2001 Salpeter 1.000 1.00000 Delta 0 \n", "Drory2009 Chabrier 0.700 1.00000 Delta 1 \n", "Marchesini2009 Kroupa 0.700 1.00000 ULDeltas 1 \n", "Mortlock2011 Salpeter 0.700 1.00000 Delta 1 \n", "Stefanon2017 Chabrier 0.700 0.00001 ULDeltas 0 \n", "Thanjavur2016 Chabrier 0.700 1.00000 ULDeltas 1 \n", "Grazian2015 Salpeter 0.700 1.00000 ULLimits 0 \n", "Gonzalez2011 Salpeter 1.000 1.00000 LUDeltas 1 \n", "Duncan2014 Chabrier 0.700 1.00000 LUDeltas 0 \n", "Katsianis2015 Salpeter 0.702 1.00000 Delta 1 \n", "Song2016 Salpeter 0.700 1.00000 ULDeltas 1 \n", "Davidzon2017 Chabrier 0.700 1.00000 None 0 \n", "Santini2012 Salpeter 0.700 1.00000 None 0 \n", "Ilbert2013 Chabrier 0.700 1.00000 None 0 \n", "Muzzin2013 Kroupa 0.700 1.00000 None 0 \n", "Huertas-Company2016 Chabrier 0.700 1.00000 None 0 \n", "Tomczak2014 Chabrier 0.700 1.00000 ULDeltas 1 \n", "Pozzetti2007 Chabrier 0.700 1.00000 None 0 \n", "Baldry2012 Chabrier 0.678 1.00000 ULDeltas 1 \n", "Caputi2011 Chabrier 0.678 1.00000 ULDeltas 1 \n", "Kajisawa2009 Chabrier 0.678 1.00000 ULDeltas 1 \n", "Perez-Gonzalez2008 Chabrier 0.678 1.00000 ULDeltas 1 \n", "Pozzetti2010 Chabrier 0.678 1.00000 ULDeltas 1 \n", "Yang2009 Chabrier 0.678 1.00000 ULDeltas 1 \n", "Qin2017_Tiamat Salpeter 0.678 1.00000 Delta 0 \n", "Qin2017_Tiamat125_HR Salpeter 0.678 1.00000 Delta 0 \n", "\n", " HinPhi Type Bibliographic \n", "#Name \n", "Bell2003 0 data 2012MNRAS.421..621B \n", "Cole2001 0 data 2001MNRAS.326..255C \n", "Drory2009 0 data 2009ApJ...707.1595D \n", "Marchesini2009 0 data 2009ApJ...701.1765M \n", "Mortlock2011 0 data 2011MNRAS.413.2845M \n", "Stefanon2017 0 data 2017ApJ...843...36S \n", "Thanjavur2016 0 data 2016MNRAS.459...44T \n", "Grazian2015 0 data 2015A&A...575A..96G \n", "Gonzalez2011 0 data 2011ApJ...735L..34G \n", "Duncan2014 0 data 2014MNRAS.444.2960D \n", "Katsianis2015 0 data_sim 2015MNRAS.448.3001K \n", "Song2016 0 data 2016ApJ...825....5S \n", "Davidzon2017 0 Schechter 2017A&A...605A..70D \n", "Santini2012 0 Schechter 2012A&A...538A..33S \n", "Ilbert2013 0 Schechter 2013A&A...556A..55I \n", "Muzzin2013 0 Schechter 2013ApJ...777...18M \n", "Huertas-Company2016 0 Schechter 2016MNRAS.462.4495H \n", "Tomczak2014 0 data 2014ApJ...783...85T \n", "Pozzetti2007 0 Schechter 2007A&A...474..443P \n", "Baldry2012 0 data 2012MNRAS.421..621B \n", "Caputi2011 0 data 2011MNRAS.413..162C \n", "Kajisawa2009 0 data 2009ApJ...702.1393K \n", "Perez-Gonzalez2008 0 data 2008ApJ...675..234P \n", "Pozzetti2010 0 data 2010A&A...523A..13P \n", "Yang2009 0 data 2009ApJ...695..900Y \n", "Qin2017_Tiamat 0 data_sim 2017MNRAS.472.2009Q \n", "Qin2017_Tiamat125_HR 0 data_sim 2017MNRAS.472.2009Q " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obs = number_density(feature='GSMF', z_target=5.0, h=cosmo['h'])\n", "print(\"Available Observations:\")\n", "obs.info" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:04:52.444030Z", "start_time": "2018-05-04T07:04:52.375973Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Target Observations:\n" ] }, { "data": { "text/html": [ "
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DataTypeFileNameData
Name
Stefanon2017dataz5pt0.dat[[10.963009197397692, 8.632141819241988e-06, 2...
Grazian2015dataz5pt0.dat[[9.097736692294387, 0.005088420440816329, 0.0...
Gonzalez2011dataz5pt0.dat[[7.870060612265873, 0.001921715449346003, 0.0...
Duncan2014dataz5pt0.dat[[9.002009197397692, 0.009041032747521872, 0.0...
Katsianis2015data_simz5pt0.dat[[7.825874836525483, 0.015909910816851603, 0.0...
Song2016dataz5pt0.dat[[7.277736692294387, 0.03078895589910497, 0.05...
Davidzon2017Schechterz5pt0.dat[[9.283009197397693, 0.0022312861848298765, 0....
Qin2017_Tiamatdata_simz5pt00.dat[[7.05, 0.44436000000000025, 0.446467980000000...
Qin2017_Tiamat125_HRdata_simz5pt00.dat[[7.05, 0.042807000000000026, 0.04306835900000...
\n", "
" ], "text/plain": [ " DataType FileName \\\n", "Name \n", "Stefanon2017 data z5pt0.dat \n", "Grazian2015 data z5pt0.dat \n", "Gonzalez2011 data z5pt0.dat \n", "Duncan2014 data z5pt0.dat \n", "Katsianis2015 data_sim z5pt0.dat \n", "Song2016 data z5pt0.dat \n", "Davidzon2017 Schechter z5pt0.dat \n", "Qin2017_Tiamat data_sim z5pt00.dat \n", "Qin2017_Tiamat125_HR data_sim z5pt00.dat \n", "\n", " Data \n", "Name \n", "Stefanon2017 [[10.963009197397692, 8.632141819241988e-06, 2... \n", "Grazian2015 [[9.097736692294387, 0.005088420440816329, 0.0... \n", "Gonzalez2011 [[7.870060612265873, 0.001921715449346003, 0.0... \n", "Duncan2014 [[9.002009197397692, 0.009041032747521872, 0.0... \n", "Katsianis2015 [[7.825874836525483, 0.015909910816851603, 0.0... \n", "Song2016 [[7.277736692294387, 0.03078895589910497, 0.05... \n", "Davidzon2017 [[9.283009197397693, 0.0022312861848298765, 0.... \n", "Qin2017_Tiamat [[7.05, 0.44436000000000025, 0.446467980000000... \n", "Qin2017_Tiamat125_HR [[7.05, 0.042807000000000026, 0.04306835900000... " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Target Observations:\")\n", "obs.target_observation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## all" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:04:55.512790Z", "start_time": "2018-05-04T07:04:52.445875Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:20: RuntimeWarning: divide by zero encountered in log10\n" ] }, { "data": { "image/png": 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\n", 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dUVJAdVmh/3lpIaZg/w93QFA4ppCIZpdPSklWZgb703ZicZcTYvL/QOc5PFyS1B7EsSWMpX9LDAkh7cAaDaL5DU73/v2IABO+vFwQGrRt2+DLzUWXkEBlZSXl5eUIIaiqqsJqtRIeHo72LJRbVjSM4OBgHnvssbMthuI8QjnqG0lpaSlTp04922Lwy7Il5OzeRver6pb9PVhSxuiuOrDF+BWH5hhrwOcBlx0CQqBVbwhoGee5dDqpXvMbnl270F97HQFDhwDgdDpJT0/H4XAAYDKZSExMVCfEzlHOhe+64sJA+VTOMkOSh9E3+Ur2uKzkVbjqvulxQEk6ZK2Bwl3gLMefcxjQ6CAgGNyVsH8Z5O8Ar6fZ5RNGI9rAQL8j3+PGlZKKlBJdlQNDrTLFGo0Gu92ufC0KxQXOKS0VIcRoILSJ4xdLKb9tYt8LAiEECV0S6dS5C0tm/IM91QEE+Sqgdq4x6YPKXP9Db/VbL5ZIv2LRW0Dng6I0KM/yWy3mcGhGi0HfKwl99254S0rwbN+BY8FCfAUFdLjjdkrKyykpKcFoNFJQUEBpaWlN0KSUEo1G3bcoFBcSDdn+uh14B5qUUfFhoFmVihDCALwHjABCgL3Ac1LKxc05z5lGCEGU1cDwG+5mz+5d5KT8AqE2qMj1b3MdwV0BxWl+C8YS5VcwBqvfavFUQ8av/tNioR387ZrT93MIjQYMBnRRUQghqPz8C3Tt2uEtKCQkOoognw8RFESFw0FRURE5OTno9XrKysro1q2b8rUoFBcQDVEqv0opVzRlcCFEr6b0OwU6IAMYLKXMFEJcDfxPCNFdSpnRAvOdUY5YLgma/aAzgi3Wv+1VkQOV+X6rBUB6/W0VOWAMBGsMWCL8fcqzoDzTf50x0G+5mELAEEhFWRmVhYcAqCzIxhLhL1hmiYjFGnnq4mXCbMZ0xeVIpxP3ju24d+7Ek5aGeewYAlu1wmKxUF5eTnZ2NhqNhry8PEJDQzEajcrfolBcAJxSqUgp327q4KfT9yRjVgEv1nq9SAixH+iLX9n8/jAG+h8hHf2WS0UOuKuOvu8s9z9K0sEa5Vcwev/xYLwuKD0AxekgBFbAagkCUzh//OvHOEyhTP/wv9DAbSqN1Yrm8FFiX1UVjoXfInQ6gjt0YOuGDbRLSMBaUYFeryckJISKigqys7MJCgoiJCQEjUZzSuViz6vAnu8PsrTnV2KLtABgi7Rii7I26k+nUCjOLE3e8BZCdG1OQZqKECIK6ARsP9uyNCftht3F0tWba15/vnApoX3HsXJXMcRcBFG9wBxJnV1Jn5s7n3uXKS+/DgdXQOYayNsKxXv9lov9EFQW+BVM9lqenDCU6Y8Oh+1fwJ7FcGgzlGeD096gAEuN2Yy+a1cCLh9BwXff0yonB8c3C3CvXUfnzp2JjIykdevWWCwWSktLWbBgAYMGDSI0NJSoqCjGjx9Pbm5unTGffvpp2nVrS9KwHrw9+x/Y8yuJ6RFNTI9onpryJF26dEGr1TJr1qw6/WbOnIlOpyMwMBCbzUZgYCArVjTJwFYoFKfBSS0VIURrTuxLuQs4qzV2hRA6YDYwQ0qZdjZlaSoV+dlUFmQD/i2ovO3+jMW1T1HN/HoxT736Ad9//Br9ex3W5QHB/ofXddR68VTXGlmCz+V/nID4QJDFdtKKBYfsguS2PkD4DwAEt4WuN/i3006CoUd3ALTx8XgzMqmaPx9dhw64d+5Cl9AJkZ9PZGgoFouFJUuWMHbsWF577TXCwsJ48803ufPOO/n+e39FzWnTprFgwQJSUlIAGDFiBMUZpfSd8AFCCHr16sWECRN4+umn65Vl4MCBSpEoFGeZU21/3QvcDGRyvHLpSAsoFSHEMmAoNWdn67BKSjnk8HUCv0JxAo+cbMzaZ/STk5NJTk5uJmlPH2tk/b4MoRHgcTB99lz+75+f8OPMN+jdrRMAN/1hKivXp1DtdJGU2IH3X3qcxI79+XDW//j05xQ0QvDPr3/jsl7t+OavE3j9s195Z+46yqucxIYH8t5jo0ju1Y5HP/iFbQdKeP7BSVS5qrlp6hesTMmg2uUhqUMU7z2zg65jnwJTCHfeeScWi4UDBw6wYsUKunXrxpw5c2jXrh0AWq2WtJQU4i+/nMVrVvPMHx4mq6CAQIOBxx5/nCf/8hcGDRpEdbVf8QkhuO+++xg5cmTNmmfNmsWTTz5Jq1atAJh480Q+/uhj9uzeQ0KXBB588EEAjMaTKzqFQtF4li9fzvLly097nJMqFSnlFCFEgZTynWPfE0L84bRnr3/Oyxp46UdAODBKSuk92YWNDvya2swO5alNiN3QGnjv65WsWruRpTNeonvHSHCWgZSMGtybGa8/id4QwNOvT+eWx15m87cfcu9t41mdcoDWMRG8+Ngd4HOTln6QdxdsZeNXfycq1MLBrFz25pYzb4+JcqeBwAADERYjB90uRg3ozIxnrkWv0/D0tJ+Z+Jf/srl1MHS7CYDPP/+cH374gd69e3Pbbbfx3HPPMWfOHMCvJDQmE4b27XlgxHC+/PxzeuXmUVpQQJbBgCwtpXPr1hSt30BBVCQGg4GFCxfSqVMnqqqqMJlMbN++naSkJMBvqenQcygvl5SNqXTq3OmUvpjNmzcTGRlJaGgot956K88++6w60qxQNJBjb7hfeOGFJo3TkP+4/56gfVqTZmwGhBAfAF2AMVLKE+/vnM8ILT+vXMeAS4fQffTD0P5yaH0JRPXgjkk3Yw4wovdVMuX+a9m6Mx17ce7h7a/DCkxoQGtEa7Tg8nhJzSjFYwjlgMNGfpWZTiFmLIZaR331Zu6443bMbS5CHxjNlNuHsjU9F3tZMWybDVVFjLvuOvr27YtGo2HixIls2bKlpnvt7TqDwcCO3btxduxI9PibSEpIwLl+A84FCwl0OklMTKSkpIT33nuPP//5z2RnZ5ORkUFFRQUWi98pn7YrjQh9FI7qKqzuQPbs3nPSP9fQoUNJTU0lPz+fr7/+ms8++4w33nij2T4OhULRME6pVKSUlbVfCyEiD7e7W0qokyGEiAfuA3oBeUIIuxCiXAhx89mQpyX54IMPSEtL4+577gGDGSyR+ILb8cw7c+l45UMED7iDdiMfRghBoS8Y9GZ/+haP02/VOMvoEG3hn8/cydS3PyZqwI1Mm/EZ8bFh7KmAStdRA8+nM/PMtJ/oOPpxgq94lna3/Ns/blkV+NxQnkm0sarmSLPZbD5hGvyvv/6aRYsW0XHEcEbceCObDXoMST3xFhUhpY9dn33GtWPG8I9HHmV0UhI2mw273Y7ZbCY9PZ3y8nJSNm5H7zVgCjATZowgZWPqSaP127ZtS5s2bQDo1q0bU6ZM4auvvmrGT0OhUDSEpuT+mgD8q7kFaSiHY1Fadk+jKdtVLUBkZCRLlixhyJAhPPzww7z77rvMmTOHhQsXsnTpUuLj4ykrKyMkJAQZlgBt2yOCWkNINLQb7g981OiY8MRYJjz5FhUVFdx3331Mn/cLM2bM4JtvFmL36cl3SJav28gPy1aydNkv/nFLigkJC0fW/lOXZ0HK59DtxpPK3bdvX+bPn4/X6+Wdd95h/PjxHNy/H/P148gsLeXqe+5h8g03Mi40FL3RSGRkJGVlZXTu3Jnt27djs9iwugPZdnAV7Vu3B6ixVhK6NLxYmUoZo1CceZry46wi2M4g0dHRLF26lMWLF/PEE09gt9sxGo2EhIRQWVnJ5MmT6/gaoqKj2XcwE4xW0JtIS9/PsuXLcblcGAwGTCYTWq0WIQQWg5b4dh1offEIpFZfd9zn/s8/bttk0NZyjBenwcYPwVV5vLCA2+1mzpw5lJeXo9Vqsdls6HQ6hFZLnhBcfu21PPLUU9x94w1oIyLw7E7DtXw57Q1GJnXtyqxZs8g4mMn+0nQ+XvQRV15zJe7WVcgQDxkHMqiurkZKicvlwul01iiOxYsXk5+fD8CuXbt4+eWXufbaa1vsc1EoFPXTFKWibv/OALUVRVxcHEuWLOHrr79m7969tGnThtjYWLp3787AgQPr9Lv77rvZvn07oaGhjBs3DpfLxTPPPENERAQxMTEUFBTwyiuv1OmT0CWRl195jfj4+OPHjeoB3W/2HzM+QlU+7F7oj+qvR95PPvmEdu3aERwczPTp0/n0008B+Oijj9i/fz8vvPACkaNHE/3A/UTdeANotTiXLePuy69g9IgRPP7UY/zfy89y9VUjGX/zTRhMBiLiInjp1Zcwm82sWbOG+++/H7PZzMqVKwFYsmQJPXv2xGazMXr0aG644QYmT57cLJ+FQqFoOI2upyKEeFRKeda2vxrLieqpTJ069YJMB147LqZRaVocJZD6OVTmHW3TGCDhGojucVoySa+Xytmfoo2NBY8HYTDgKyulKjCIA4FBCA0Ul5aTVVCKXq9HUyufWbA1gFGXN/TA4IXLhfp9VzQdVU9F0SBOFBdzSkwh0OsO2DnXH6F/JLhy9zyoKoB2l9WbGbkhSkxotVhumwSALC3FuW49noMZWLomwkEdYX0DsW/Zji6+H9U6Q53xXYW7Gr8WhULRYiilomg4ehN0Hw/pP0HOBv/2l/RBxgq/Ykm8HrR1v1K1lVjKl/+mffJ19Q59ZPtMhISg79EDTaAN6fVCkSAydTuW8hL2H5NxOd5URalRlTJWKM4lmqJUzlp8iuIcQKODjlf6Mx/v+8mfJgagcCds/gh63goGywm7SylJ272LQ1mZJI+4ot5rHFobdqs/Ut9aVU5VZjm5pghMHqgwQHBVGV1LD5DfsQOO6mo8Hg86Xd2vskpKqVCcHRqtVKSUzpYQRHEeIQTEXgSmMP92mPtwvErFIdgwDXre4i+BXAspJXkVLvbMmUmwz06VMeSEw9uijv7wx/SIxpNlZumaTVQcDtbslpuGJsxCRrUZr8dLVlYWQUFBBAUF1UTQHxlDSsnK977mpmHXq9T7CsUZoEnxHkKIy0/Q/tDpiaM4rwhtD73vBHPE0TZXOWz+GAp2An5lsnvXTubNmQlAJ0MFEQGCxpxM18XF4dH5t7nMrirCKktYY0vA5dOgdbuw/LaWip07ycrKYt++fZSWltb0TduVRrWn+pQR+QqFonloqk9lKvBT7QYhRDDwAP6qjIoLBXMY9L4Ldnzlr+cC4HXCji9Bb2XFAUlOiZfukWYw1HayN+7UoUGvoyJ3BxXA/KAoyNuN9HiId1VjLC3HHR+PvaqKispKSoqLsdpsdOrUidRN2+kW2aPB+cMUCsXp0VSl0kcI8VfgeSmlRwgxAvgPENV8oinOG/Qm6HGzvyZL7ia/8176wFXOkFawxyhIzXcRZDIRaTkcSFmWCWv+4fe/GIP8W2nmML/VYwoBXUCdUsg3jK7XOMbx08/gchFcUkIJEqPTRUR6Ovn9L2bj+o1Y3UFgFE2KyFcoFI2nqUqlH1AAvCSECMWfqn5Cs0mlOP/Q6CDhar8D/8Ayv7WC3/2SECbpFOphT3EFqfkOgkwmv9I5nJ8Me07dsYTGHwOjDwBbDMQP9vto6rEyAkYMB0Da7cRv2oRrzx5KoqOxSMm21L10NiUC1OQPU9aKQtGyNDWHlhWIBcYArYA3pZS/SSl/azbJFC2GzWbjwIED9b43c+ZMBg8e3LSBhYDWA6DnJAjvCiEdqNDFkOeOIN8Vhi3AxqVtAgg0uDHqTrL9JX3grYbqUijY4U8Ls3E65G4Dn++YKYU/7X5gIObevQmwWIg2mSjfkkKYDCW2ZBtmZzEAESGR7N65u2lrUygUDaKplsoyoBC4X0r5vRCilxDiLWCglPKS5hPvwqVt27bk5+ej1+vRarV07dqVSZMmcd999532nbbdbj/p+6d9Jx8UB6bR4LJj9VRjdVWAsxxcFbgqy3juvx/w85qtlJRX0jEugr8+eA1XXtzJfzzZ42TJhjT+8K/vycwvo39iHB8/PZZ4fLBrLl9++Ab/nL+JLbsO0L9/f5YuXVoz7ZqUFK564H6EEHg9HqTPR7XLxWN3Pc6Iq4cTEhRC+t50OnTqgF6v4ltE40ySAAAgAElEQVQUipagqUplP5AspSwAkFJuEULkAZuaTbILHCEEixYt4rLLLsNut/PLL7/w6KOPsnbtWv773xOVuDmHMJj9j2PwVFYS330bK1/9J62jw1n03SJuuuePpP44k/goK0UF+Vz/wqv894X7GD2wC//39meMf/Er1rx7NwBhFg2Pj+nGrl7RLE3J9WdODowDYNCgQXUU5o+vvc6NL73IuCE3YY2B0KoqOlVVkJ2dTWBgIMHBwU0q4uXJzMSbmVXzXNe6NQDa1nE1zxWKC5Wmbn+9d0ShHEFKeQi/s17RDHill/SSvaQUbGNt8W+06R/PXz94mZkzZ7Jjxw6+++47+vTpQ1BQEG3atKlTpe2qq67ivffqHsLr1asX8+fPB0Cj0bBv3z4AiouLGTNmDEFBQQwYMID09PSaPm+88QY2m43AwEACAwMxGAzcddddABw6dIixY8cSFhZGQkIC//nP0Y/+hRdeYPz48dx+++0EBgbSo0cPNm3y32+YLRamTH2R1p26gy2aq8ffTbv2HdiYq4GOI5mbUkX3HkmMe2AKhq7XMPXl19i6L5+0fA+gYVifdtwwtCutQi3gqYJN/4G1/4bsDeA7muDSnlfBR79t5qqRYwmPDCKwwIstZRdunx6N00l5eTlZWVkcOnQIp/PEoVf2vApyUnLJScll95J0clJyyS/V4+rQA+PAS/BmZWEceAnGgZcohaJQ0ERLRUr5LtQUzNJJKfcJISKllH9pVunOIu7l+/GuOHhcu3ZIG/TJ7Rp0/YmubQhaoaV9cAd6RPQkddenjGhzOT2u6MkzcZNZuXIliYmJfPLJJ3Tr1o3U1FQuv/xyevfuzZgxY7jllluYNm0aDz3kDxvasWMHGRkZjB49Gqi7vfXQQw9hNpvJy8sjPT2dkSNH0r69v4bJn/70J/70pz8BkJWVxYABAxg/fjwAEyZMoGfPnuTm5rJjxw4uv/xyOnTowGWX+ZM7Lly4kHnz5jFjxgyee+45Hn74YdasWXPcOvPy8khLS6N79+4AbN+xk6Revf0nwAjBbIuhQ8dObPe0J6FtRyjaDVWFdQdxFMKeb/0R/pE9WJah5WCRkwU/LuDxZ55nRUkaEU4HnTUaysNi8KYXYrMZaHVoPzkxMeTm5tKxY0dsNttx8qkgSoWicTQ1+LGjEGITsAt46XDzSCHElc0mmaJeYmJiKC4uZsiQIXTr1g2A7t27M2HCBH755RcArrvuOrZu3UpmZiYAc+bMYdy4cTWpTI5kbfb5fMydO5c/Tv4je+xp+CK9DLl2CJXuSlIKtpF3OCOxw+Hg2muv5bHHHmPkyJFkZWWxevVqXn/9dfR6PUlJSdxzzz188sknNXIOGjSIkSNHIoRg0qRJbNu27bi1eDwebr31Vu688046deoEQEVFBUFBQXWuCwoKxu7RQdsh/kMA3Sb4t7yEjjpBlF4nHNrAUN1aSrcuJCQ4hOuH3IA+uitFbfqy2BLOxYN70i9US9t9OxHFJXgCAvD5fKSnp+PxeE74d1dBlApFw2jq9teLwBNSSjPwI4CU8hOga3MJdqFTXV3Nst+W8cWiLyhMLeKLRV/wxaIvSN+XTmhoKOvWrWPYsGFERkYSHBzMtGnTKCz038FbrVZGjRrF559/DsDnn3/OxIkTj5ujoKAAr9dLr4Re9IjoSY+InpgjTVj0FnpE9CTK4g87uvvuu0lMTOSpp54CICcnh9DQUMzmoz6TNm3akJ2dXfM6Ovpomhaz2Ux1dTW+Wie3pJTceuutGI1G3nnnnZp2q9VKeXl5HTnLy8uPWhH6AAhtB636gK0VJIwGWyxo/I73Cpeegioz8xav4M7LLydJaBnndRKRsw0QaMxmDBdfjMbjhrhYtD4fQkrCCwspXrECt/v4KtlSyjpBlFJKSktKWDpvPqudTpbOm09pScmpP1SF4gKgqY76tVLK5Yef1z4bGnB64pw76JPbNWrrqrHXnwqtVovT5MTXwUM4YfjwsHP5boqLihk0aBBjx47l0Ucf5YcffkCv1/P4449TVFRU0//mm2/mhRdeYPDgwVRXV9dsS9UmIiICnU5HZmYmCQn+oMCinKI617z22mvs2bOHVatW1bQdsZYqKyuxWPyJGjMyMoiNbXhK/bvvvpvCwkK+++47tNqjQY7dunVj5syZNa8rKytJT0+vscpqEMIfGxPTF6J7+wuHZa/HWpRGaXY2q1P28Z+n/QcaLHoLo2J7kek4gPS4ETo9lttvx+LzEbB7N/YDBzGnp1PdqRO5Bw8SEReH0Wis2eZK25VWJ4hyy6Yt5Kxdw4AqB3qjEXd6OqsO5XDpzTcTHHLinGYKxYVAUy2VbkKINrUbhBCtgTYnuF7RSPR6PVq7FinBUelg47LNTHthGpMmTaJbt25UVFQQEhKCXq9n3bp1zJkzp07/UaNGcfDgQaZMmVLjBzkWjUbDuHHjeOChB/hk7ie89f5bLP/qFwqKC/hi0Re88rdXeOedd5g/fz6GWilW4uLiGDhwIJMnT8bpdLJt2zY++ugjbr311hOup3ahtAceeIBdu3axYMGCOuOCf+tu+/btzJs3D6fTyYsvvkhSUlKN0vP5fDidTtxuN16vF6fTicfn8wdHdr4GefEfePzz/XRs3xaXLh+vz295CKEh3twe76pUZNZGhEaDMBiw9uhBaGwMwmZFW16GacsWijZsxP7JbLxVVTVWSpgxHPAHUW5evdGvUA4rHb0QDKhysGn5Lw39eBWK3y1NPv0FrBNC/Ab8UQixElgBvNFskil4+7W3ueeie3lk2B/55t1vePCBB2uOE7/33nv85S9/ISgoiJdffvk4xWEwGBg3bhxLlizhlltuqfNebUfzO++8g/RK7r/tfj744H2Gjb8MAiQOSxUb1m6gsLCQxMTEmlNgR5z/c+bMYf/+/cTExHD99dfz0ksvMWzYsBOu5cicGRkZTJ8+nS1bthAVFVUz7meffQZAeHg4X3/9Nc8++yyhoaGsX7++ZhsP/KWKTSYTDz/8ML/++itms5n77ruv5v0VK39l9arVTLz8EnzyEPtLVlDpOmp9CZmP2LsQ1r4NeakgJYbevbFOmoRh4EB8ej2mXTup8no4tGcPu1J3YHPbEDUGuSDKFEdm3RhM9ELgq6w42cepUFwQNLqccE1HISKBO4B2wB5ghpSyuPlEax7O53LCUko+nf8pmi4C3y7JxGsntsjJo9rzCAFS0qLztSRSSr748ivs+dnEm33E2AyAwOWLpUdUW/QsQlDLb2IOhw4jIbQjOaXVHMwtocOKRRxo3xmXQ3IwP4dObgc2DWx2WbBFWigpLCSyopiBtTaP3VKytUMHhl137Rlfc0M4H77vinOLM15OWEqZD/ztGCHellL+saljKuoihKBv1778uOkHRva9ssV+4I/Mszb3N4xRBlx5LgZ0u+S8UyjgX8uEm25ESsmSGf9gfYGPWJOPbEcGv1V7GBQWSqK5AIPmsKlRVQgpn4I1hoOlkey3Gylu2549OUUECxd6n4v2jjL07dpRWd2evjd2pyw/n1Vz5+I+vAXmlpLfzCYuTR56dhevUJwDnFKpCCE6AB82YCwTkAAopdKMdEnowtIdS+jcqXOLz7Nxx0ZkJOhK9HQe2rLztTRCCKKsBvKD25PuNeETBQTE92I9sA0XfSuXkWgpRuBFEoavogsDdGuIDQ5jA0lY49vgAVqVFFDk3YPGGYgurJr9i1YTemAbfYeMYOu+Hbh27sSQmMilyUNP6KQ/UoVSAus2rOXifv0RqCqUit8nDbFUXPhPeL0MHNlJTgbygYxa13UDjM0pnML/4xiaGNLiVsOZsorOPAJDWGsIOxrt7sTAFld7EofciC/1Z3zOriCC8cpI4sQaWsvvSKctG+lJZkgE2c5DDE5qhbeqCs2+Q7jMAeiLsuk3oD/s24dt9NWIk+QSOxJAuXvnbsrL7VTqy1UKfsXvloYolVzgGSnl+iMNQoiuUsr3j7lukRDiPs4AQohPgOGABTgEvCGl/OhMzP175kxZRS1JRX42lQX+eBlLRCxRRcW4qvZSrg/Frg+tc62wRSI7jYXthzMOiQB8XIYgnQ6spb08yG46sDPAjN3hACnRuj042sRjzc3FVZCPASha+C3BY66pCS6tj2NjXVQKfsXvlVMqFSmlG1h/TPOJbssMJ2hvbl4B7pJSuoUQCcAvQohNUsrNZ2j+3yVnyipqSayRsVgjj8bL/Dbve6rMHU94vSbcAj01+HYXgtOfO0yKDnhlCFqxkET20ClY4DCaOOCJJr9zAiEhIbgiIzHs2esfxOUib+s2Qrt0xqjRoDGZjpvn2FgXVTBM8XulqY76TkKIgVLK1UcahBAXAb2bR6yTI6XcWeulwL891wH43SiVvMo88qv8aVIiTJGkFPjTnESao2oi3RXNgybEhOgXQ/rSFNoagwEoJ4PQw8eIdUJiK/iN7hoD1TGXUmlrTaVWiy82Bv2BAzhsVgo9buSvqwjauxfL7behsfp9JZ7MTDyZmWzbtod2Qb0Af6zLttWbGmWtKL+M4nyhqUrlJWCJECIWyAYCAScworkEOxVCiHfxH2k24U+5/92ZmvtMEGU5qjx6nGVZmpvaCjOvKo8os3+dLaEwg60BUOrP15Vb6iA62HS0vRZCpyVNlJBdUUGUzsx3OV56B7YnyZZDqKHaf43PhSlrGaaCzYR1ugpX795Urd9AYatWhNntWPbtQ+r1uFNS0HfpgjCb0UZHk15RRWCAg6N5ygQ2TXijrBXll1GcLzQ1S3G+EKIv/sqPHYB9wEIpZXVzCncKGR4WQvwBuAT/wYET5i+vfT4/OTmZ5OTkFpbu/OJMW0W1FeaRDMwtxajLj6an+c+yvdxy2Ym3wmpf++uyQIZ2b4WscOIrS0HY1xwukSwQzlJE6mcYg+Jxi2q6JCaSe+gQvkO5uAMCEFlZeAsLkY5qtGGhHKj2kFd5iNyC3Xg1BkKiw9GatORk5TRKMSi/jKIlWb58OcuXLz/tcU4nTsUFfHXaEhyDEGIZ/pr39UVlrpJSDqklgwRWCyEmAQ8C/65vTBX0dXLOtFX08y8/U1Thj3IvdBTxRfoXAIRZwxgx9IwZu8eRU+LgUKkDgOhgE5srnOD1EW1MJDowEYr2IKuMaOVKBGVQloGpm2DbD/9hc1kE1VJHoFZwWdu2BOUcwpedjV0j8GRlc7XHg14jcEsHv5W5mpQnTPllFC3JsTfctWs0NYaTpmkRQkQIIf4ghOh5+PUEIcQiIcRbQogWSR4ppbxMSqmRUmrreQw5QTcdfovpguHVV1+tk57kfCI2OhaHtcqfLLN7GL4OHhyWKuJa+Ss4jho1qk4a/TNFTIiJvu1C6dsulNG9Y/3PO4YT0yUCNHqkIxYIxyvG4KMrEoFWSHoHF3Fz/AG6t7Hh9nrwREaSHxyE6NKFlLw8emltVFjj8QktdltbOutasf3nbdjzGp7Wpb4cZEcyJisU5xKnyv31Kv40LC8KIf4MDALmA8XA31tYtno5rOjGCyEsQgiNEGIkMAFYcjbkaUlmzJhBz549sVgsxMTE8PDDD9ekhZ88eTLTp09v0DizZs2iX79+BAUFER8fz9NPP10nDX1JSQnXXXcdVquVdu3a1eThAsjNzWXs2LHExsai0WjIyMioM3b37t1rKkMGBgai1+sZO3bsCWX59ddfubjfxTx41UPc2eduJnadxF397uHBqx7i4n4Xk5WVxXfffcekSZMa86dqFu68806mTJlyXLsQAmGqfeBRi09cjIOrqXQHkVdpprxKQ+eqrQyx5pCXdZASq5X9sTFgsWBzlRJSmYlGegmtOEikfT8OZ2ajHOw1Vkotv8wRa0WhOJc4lVJZLKV8Ukp5LVAmpfyDlPJDKeVfgePL+J0ZJP6trkz8yu1vwB+llN+eJXlahLfeeovJkyfz1ltvUV5ezm+//caBAwe44oor8Hq9px6gFg6Hg7fffpuioiLWrl3LkiVLePPNN2vef+ihhwgICKCgoIDZs2fz4IMPsnOn/4CdRqPhqquuYu7cufXu36emplJeXl7ziI+P56abbjqhLEfqyG/avImXP34JBLy38F02b91MeXk5cXFxjVrbmUITZUXbJwYsR5WLQYRTqb8CixkizVWUVjvYXapBY/TXmXG73fgCA3FLSRaCb/VWvjFYmW+wUlXm4Jv/fcN3Py1r0PyHsg/hNFVxSJNBWuFODmkycJoc5GTltMh6FYqmciqlYhNCzBNCBAJfHGkUQvyN+n0eLY6UslBKmSylDJVSBkspk6SU/23ueTZs2MD06dOZPn06GzZsqPf9E7WfrF9DsNvtTJ06lX//+99cfvnlaLVa4uPj+d///seBAweYM2cOL7zwQs3d/MGDB9FoNMyaNYs2bdoQGRnJK6+8UjPe/fffz6WXXopOp6NVq1ZMnDixpj5KVVUVc+fO5eWXX8ZkMnHppZcyZsyYmu2nyMhIHnjgAfr163fKrZZffvmFgoICxo0bd8o1dknogq7U/wOtLdbVCbi87LLLarIx79u3j+HDhxMeHk5kZCS33nprnSJe7dq148033yQpKQmbzca9995Lfn4+o0aNIjAwkCuuuIKysrKa62+66SZatWpFSEgIycnJNcrzww8/5NNPP+Vvf/sbgYGB9VpbwmpA2ycG0ToIKSVuKVkmjXxa1IfZuwLJtltpbfShK/aXlY5x7qJPqyrWGLSsMQVT1WMYzu7DaBXTiQFeNy5ra/JLK0/5twJIHpHMmPHXcM340SSEJ3LN+NGMGX8NySOSG9RfoThTnEqpfAK8JqUsl1KW1movAn5tObEubFavXo3T6eS6666r026xWLjyyiv58ccfAY6zHFatWsWePXv4+eefefHFF9m9e3e9469YsaKm6FVaWho6nY4OHY66pJKSkti+fXuj5Z41axY33HADpnqC/45FCEH3Tt1BQr9u/U54iklKybPPPktubi47d+4kKyvruIMXc+fOZcmSJaSlpbFgwQJGjRrFa6+9RlFREVVON8+88Dob9xcTHWyi60VD+GrJerbsPkifPn1qygLce++9TJw4kT//+c+Ul5fzzTff1C+3RqBtH8Iy+0FW4yPv4BYCcrfSK9xAhMWfpUhbdojivRuJdu0hwrmXkT2riA3yKw+jx0nX3D0s63QJZaZADPjqnUehOF85qVKRUnqklGtrtwkhIqWUr0spD7SoZBcwhYWFhIeHo9Ec//G0atWKgoKC49qFEEydOhWDwUDPnj1JSkpi69atx1338ccfs3HjxprSwPXXhA/Cbrc3SmaHw8FXX33FnXfe2eA+Hdt3BMFJ08J06NCB4cOHo9PpCAsL4/HHH+eXX+oWw3rkkUcIDw+nVatWDB48mP79+9OzZ0/0ej0TbryejL1bMVizaBNXxKCbOhMYUUy5OMADTz7A1q1bG71WgHLhJv3QdoxGA6X6MFbluMmx+1PqazV6PBVlNd4PPS6ujC1kND8QHlDJ4sTLsAf4yyPL8nIcPy/B53A0WgaF4lykKUeKJwD/am5BzjX69etHv379Tvp+U/o1hPDwcAoLC/H5fMcplkOHDhEREVFvv6ioozElZrOZioq6p4vmz5/Ps88+y5IlSwgN9efBOmVN+Aby9ddfExYWxuDBgxvc54h1crJYi4KCAh599FFWrlxJRUUFXq+3RvYj1F63yWQ67rW72k2PiJ74fD6ee/Y5dizbSWFhod8BLwSFhYWNXu8No+vG1kiPlyWfvM0eu4mBrboSGxyEN/gAlG1GK/3KxmsMo522lDaevaylL1IK+lWU4kmvwpDUExpg4SkU5zpNqfyooq1amEsuuQSj0cjcuXPrtFdWVvL9998zdGjj63YsXryY+++/n2+//ZauXbvWtCckJODxeEhPT69p27p16/E14U/BrFmzuO222xot16mYPHkyGo2G1NRUSktLmT17dqOP0RaVFPHFoi945E+PsH7xBh5/7nGmfTqNGbNnIKWsGe90AgmFTkuU1cDYwdcSbm6FRWdGlnWFyFuoMsVTrI2mWB9Dx+oNdBVpjOZHWldk49FocdtsVK5bR/XevVQvX450njCOV6E452mKpaIOxrcwgYGBTJkyhUceeQSbzcbw4cPJysri4YcfJjIykokTJ/K3v9Wpj3bSH9qlS5dy6623Mn/+fPr27VvnPbPZzLhx45gyZQoffvghmzdvZsGCBaxeXZPWzV8H3uMBoLq6GqfTidF4tMpBVlYWy5YtY9q0aY1f7Cm+TXa7neDgYAIDA8nOzuaNNxpfsTrAEIDDWoXDWkWAzYipp5HS/BKWf/JLHUUSFRXFvn37GjX2sVmR7fYszNjQHL5fk/kCg3UkmwvWE1e+CZ3FBUCEKGKw5VfWtW2LN6oDlpJSbOvWYywqYl5WAeVCjxACl9eHQafFSgCRBitdE9pji7SQk5ILND73V05KLjmpeYef5xHTw2/VxXSPIqZHdKPWrlDUR5Mj6hUty5/+9CfCw8N56qmn2Lt3L06nk+TkZH766ad6HeHH3mXXfv3yyy9TXl7OqFGjkFIihGDw4MEsWrQIgHfffZe77rqLyMhIwsPD+eCDD0hMTKzpbzKZaraKunTpghCizrHm2bNnc+mll9KuXbsGre1IWpicohyEEKQUbEOj0dSkhakt+/PPP89tt91GcHAwHTt2ZNKkSfzjH/9o0LqPYLFY0BXrGTRmENtWpfDw0EewWqz8/c2/878v/ldz3d13382NN95IaGgoycnJx1mK9XFsVmQAWe3Gu6sQyg5bHBVuBnQdQuW8fRQN6Upo5U4EkgCtl8RQDxlaLaXhYVizsvAGBuJyONB27E1caQ6d89JZmjCIKiHIL93DiNP84Y/pEV2jPKZ9Ppsxr1xxWuMpFMfS6Br1QohHpZTnjU/lfK5RX5sZM2bw/PPPs2rVqnM2luNcZufunTXlkp25LgbEXEKXhC4tNp+UEplVjndfCficeBw5+MrykTGt8FZlYg04gFa42W26hAqdP0o+3FGJ2e3j+70ZuDoOZPjulRwIa016eFsAzKV7uOW6q5okz7Hfdykl13e7ma+3f6byhynq5YzXqFecWe644w70ej2rV68+aXChon7OdLlkIQSidRAixIREoi2K8luJJj0icjCuwn14dy+gk2MtJboYSvQxhJNOZfwQfLnFmFwOSszBFEfHEKdzkFVtIrzSXmNpni7fzv+WMmcpi75ZxOhrRzfDihUKP01x1Ddh41zRHEycOPG8UShz5szBZrPVSeFis9no0ePsJPI/Ui65YEvBSeNimn1eqwGN1YimTTCaMDPS4cZ3sBRDcFv03e5EWuMJ82TR0bEOi6eI8MyFxAeU4TCY2NMukdiAagpdBuKLs+hRcAh3bu5pyySl5LMPv+DGbhOZM/1zlT9M0aw0WqlIKdXRFMUpueWWW7Db7XVSuNjtdlJSUs6aTF0SuqAL0J21csnCZkTT2h8T5Mssw7uzHOkZjgwfgjz8r6jBw7CQg/RjCxath/0OM/qqKnpnpfKrOZjy1Wuo3pt+Worg2/nf0soRjxCC6KrWLPpmUbOsT6GAplkqxyGE0LZU1mKFork4F8olC60GbdsQpN0Fbh84vXiL2uMLuwmpOfov1Euk0rv8e3w5KVSXHWBVYCg6jQ8pBBWbN+P46ecmHT0+YqV0svkPYiQEdlXWiqJZaZJSEULcJ4TIFULEHG7SAncJIQY0n2gKxe8XTYwNdEf//WRxAF7TzUhDfE1bbEAlE2L2MSIphouuGMqA5MGg0+ErK8O1dy+evLxGz1vbSgGUtaJodppqqViB26WUOeAv2CWlfA+4qNkkUyiaibzKPFIKtpFSsK2msmVKwTbyKhv/o9xcaCIsaPvFQHAtA79KIjtcDyFHq1NqfQ5i8n7AULAVrymAclMAVUGBZCT1pHrnrkand9m4dhPloUVs1P3Kwl1z2aj7FXtYMRt+29hcS1Nc4DT19JdWSvlDPe1B9bQpFGeVM13ZsqEIow5tzyhkth3fvmKwGJAOHzJhPCL3V8j4FaQXgY+I0nXkuyrJC20Ph9PUHCw/9P/snXl8TNf7x99nJpNlsi9kQxIhllhKiohdi7ZKg2rtdFHV0mqVr1YJSnVDf1VKd9RWLa2gmyWU2qrWaG2VICSWyL5MJnN+f0wyEtkmyURE7/v18nLn3nOee+7kzn3uOec5zwe3bZFYedRCWz+oyHqZ4pjxToRpe+lj3zDm+2FVdn0K/00q6lQaCyE6SilNmYqFED2AJqXUUVBQuA0hBKKOE8LVltzr8eScPII8KTEkJqCpcx9WucdRqY2r8GtnRJNtq+aatR9OVhoMN67gcENiJRywa+dTxpkUFO4MFXUqEcBvQghPIB7wARKAHqXWUrAYc+fO5fz582arP9YkHnnkEQYPHlwt6o/VhbC3xsq+HlZ+9ZCp2aR+ugjbjk8hPDpiOL4VkX0KgR7frGhq686R6hGGuKFnv7Ujp2IvIxd9gnD2wTpvnsbN0a5I0ksFhTtBheZUpJSXgJbAaGAZ8BzQUkp5odSKCuXiXpUTzl+/4uDggEqlMq1hcXJyuuvkhBctWkSbNm2wtbXl6aefLnRs//799OzZE3d3dzw9PXnyySeJL7COZObMmVhbWxe6vpiYmFLbEBsbi9rZzvT3McTlYtC1YdR7fzHty/2oyCX+chy1m3Wk3pTX6fvKOObMmELU9m04eQWh8mqKyqspuhy9Zb4UBYVyUpmQ4kCgK9AFo3Z9XUs0SMHIvS4nnJKSQnR0NEIIkpOTTfvuthQ0vr6+TJs2jWeeeabIsZs3bzJmzBhiY2OJjY3FwcGhiJ7MoEGDTGt0UlJS8Pf3L/V8ycnJCCH4Izub34/sQn89TxlSqpGiIbniPs4lqRAINi6ezYEVH/DhxKf5afMmrCM/RyihwQrVTEVDinsCB4Eg4ALQADhwL4UUp5MXStkAACAASURBVMybT8q8+Rb7XB7+C3LCBbnd7t0kJxweHk7fvn2LaLgAPPTQQwwYMAAHBwdsbW0ZN25coezO5SXp5k0O/fgjSEmYjQ3Nz57lZMxhZIFfqeQ+HG27gAAPrTWo1IR5NaKRtzcbs9TIPMcvpYGcnBxTdmmAQ+cT+XT5IZa+vYOZk7eQFuDM0rd3sHHxPlPWYwWFylLRnspzQCspZS8p5fNSykeA+4EXLde0/y7/BTlhc6msnHBubi4ffXQr/+kjjzzCuXPnuHr1aoXkhEtj586dRXRoIiMj8fDwoHnz5ixZsqTU+n9F7aRVVpbxugGNENS7co6DiSdBc+un6mznBhJuYIeuzn3sTErk7/h43OoZ/4YqaSA3K4u4uDguXbrE1atX0ev1fP3Jh0RuW8amUxv4bP8qom7+xqZTG/gtZouS9l7BYlR0ov6AlPJMwR1SynNCCEW33gKUJSd8+PBhGjRoUGh/SXLCjRoVTkmSLyf8xRdfAJaXE960aVO56pVFYGCgyeHlywnPmjWrUJl8OWGATp064enpSYsWLQDo168f27dvN5UdNWqUaXv69Ol8+OGHpKamllv58XaOHTvGW2+9RWRkpGnfk08+yZgxY/D09GTfvn0MGDAAV1dXnnzyyWJtGNLSsEIggfoRt+Z29EKQk5vLpDEvAaB20yKBfs++TJZOjz5Hz2M9OvJAh9ak6nV0+Pcg8TIHa40GifFvc/36dc4m6klrMhCAOv5gEqWOURY+KliOijqVIvkhhPG1WVPg80Qp5byKNqy6cZr4qkU/l4f/ipywOVhCTjj/ezAYDLzxxht89913lZYTLsjZs2d55JFHWLhwIWFhYab9jRvfSq3fvn17Xn75Zb777rsSnYrKwQE9EgHEzHoLIQQ5UnI0MJAVG39EONuSHWjFzZMXEULw55ql2OTGs2DdTn7ac4TuWT+RdcaNZHcPDL4BZF2+jK2vLxqNBrVajS47o8LXqKBgLhV1Km2EEDuBcwX2NQEShRCt8z4/BNRYp1KdFJQTfvzxx0378+WE58yZQ1xcXLls5ssJb9mypUQ54fwewd0qJ+zi4sKPP/7I+PHjK2Rr5cqVREZGsn37durVq0dycjKurq6VkhOOjY2lR48eREREmIbS8kXIABIyEvDUGp1cWk5aqfNSrbt2YcMJY8JNKSV6YJ/Wjg5du7Bio3E4zr5OHWrlBWr4twvn2sWTzHtGx59Hj/P1ljM80acXqe5BaAFDUhIqtRqDlxdCCFRqdbmvrzgU9UiF0qjonEpbYCcQW+Dfz8CBAp/TSqytUCoF5YR/+eUX9Ho9MTExPPHEEyY54dsxR074+++/L1VOOCMjgz179rBx48ZCIb3Z2dlk5Y3158sJFyRfTnjkyJHlvtayJv9TU1NxcHColJxwPmlpadjY2ODq6kp6ejqvv/56mXLCubm5ZGVlkZubi16vJzs72xR9FxcXxwMPPMC4ceMYPXr0LTv2njSv1YLze2OISThP81otyDyfxVdLviI8PLzE9rm4uhLy2GNI4I/sbI4GBtJh8GBcXF2LlJVSonazx8G/EfGOHZg0eAjvrdlKlk19UxlNRgZ2v+9GFX8rHY2bRoetqnzRg7fj09yL+we35P7BLbkSfdW0rTgUBai4U3lfSjldSjmzpH/Au5ZsaHEIIRoKITKFEMur+lx3mkmTJvH222/z2muv4ejoSP369cnMzKy0nHD+eonevXubji9atIiMjAyTwypOTtjJyckkJ6zVagudq7xywqW1+/Z9ERERHDp0CBcXF/r06cOAAQPMvu7bGTFiBPXq1cPX15dmzZoVGqoCo5xwdHQ0bm5upgi22bNno9Vqeffdd1m5ciVarZY5c+YA8MUXX3D+/HlmzpxZaC1KPmvWrOGVXhNxcnJi1KhRvP766wwbVnpaFGdnZ4QQhNnY0L1feLEOpeB1Ojg7gXMAD4eNxtXRhR9++I3ADDsCL/6Ny7lz5Hp5ojl/HtX166gEdHO7hodGV2obzEVKyS9nNikZjhUKYZacsBCisZTyH0uVsxRCiF8AWyBWSlns2IsiJ6xwp9m6cys30m4AcDUzgdp2xuEhdwd3HuzyoFk2UubNN3teLiU5hZx/r+OUIhAYnY1Bl4HMiSE1PRG0zrz9wXwaO7nz732t2bL/HzJyJLZWYGNtTVAdD1Z/Uv53wMgNkXz42iJemTdOUY+8B6lqOeHXgGfNKDcR4yr7KkcIMQi4CZzEuE7mnkaRE645+Hr5cin+Ijae1njgjgE92fE66ni3rJLzOTg6cMk9CZ1dDu4JOaiwRWWtBU0t7OVp0jMlIi2N7qlptAn044mJwzG4upKRkYG7u3u558+gqHpk78d6K1r3CoD5w1+DhRDby/oHDK7KxuYjhHACZmJ0Yv+ZO1mRE64ZNA5qjFWihvwOspRgdVNjUpy09HejUqnw8PBA7eZIcj0VBlU8SB1qdmFnn4Rt9g1Edhb61k2wT07GYdVqrM6fx87OjqtXr5Kenl7ucyrqkQolYe7w1z/AUeByGUWflFJWebpUIcSHwCUp5QdCiAgg8F4f/lKoWfx96m/2x+/DxtOa7HgdoT7taRzUuNQ6+osXyb14ybRtVdeY+Uhdt45p26x6btZYEYdaY1yJIg0w+a0NjPLwQu3uiSpdYHvoT5JefJFrjYLw9vEpFBEIxtX3f8UkAvDX+URaBxjDuFv7u9Ha35WhvYfT2apX/hAJu/S/sHLzCqW3cg9R1cNfTTHm+fIBMoBfpZRForuEENblbUAxNnZgzCdWnLfbA4wHHgTuM9dmQefRtWtXunbtWqk2KiiUReOgxhw6eQhZO6+X0qVRmXWs6tY1OQ8b2pt9roL1suftxX7gyxC7C64cBl0KQgVa52SctdakJFjhcPI8N5s25nRqCon//otep8PPzw97e3uTzZAAN0LyHElo1C988nRb07HIDZHGXopTUfVIZW6l5hIVFUVUVFSl7ZjlVKSUBmA7QJ4Wfc+8IahrwDYpZX6Cof9VtkFSym6lHRdCvAz4ARfyFlw6AGohRFMp5f3F1VF6JAp3GiEEIU1D+PWvX+gV8tCdfYNXqcG3HWSnwI3TkJOOAHwCjqI9PxEaBXIkLIhEZ+M7YM7+A1zw8qJJ69al283DpB7Jbi6fuIpPs9pId8mf+w4pTqUGc/sL98yZMytkp9yLH6WUWcBGACGEOzBACKEBzkkp91aoFeVjKbC6wOdJGJ3M83fg3AoKZtM4qDHbT24zzaVUJUk3b/JX1E502dlYb/iB1l274FKnPeizIek8AAYeQhvYC4AW+kwucxGfY8dosm0H6fFXSHvzTRzyejzjJ08nJiEJgEsxifQZaZwz8fd0YeF7t9LkKOqRCrdT0RX1+dwEkoDhQH8hxK9SypJXd1mAPKeWlf9ZCJEGZEkpEytrO/uPvWTv3WvatgkzDkHYtG9v2r4TNhTuDYQQuDVxrfJeStLNm+xZvZrQjEw0NjbknDvHniuXjQsnPVsYJ1WEFWr2kSuPI0VzauXY0v74Ddx+3k5O116oMxO5NvcdbCa9hiYggJiEJK75G9cyKXnCFMpDhZyKECIEGAYMytv1LdBFSnnQUg0zl7yFlhbBJuzWgz9ufl1qfb+uWmxYmk8++YSZM2eSkZFBbGwsriUsqFOomfwVtdPoUPKcl0YIQjMy+StqJ93D+0JmIjj6INQXsc6dgJ6nyBVDqG/bEEOvV8m0TSNLqkhLTCT+hRdxmxFRxhkVFErG7BX1Qgh/IcRUIcTfQBRQC3gK8JVSviylPCiEqF1F7fzPsXv3bjp06ICLiwseHh506tSJQ4cOsWzZsnIlbdTr9UycOJGtW7eSkpJSbQ7l2rVrDBkyBF9fX1xdXenUqRMHDhwoVGbVqlX4+/vj6OhI//79SUpKMh0rTYHx9hBde3t7VCoVhw8fviPXVt0Y0tJMDiUfjRAY0tNAqMCnNVjbQ8PeCAEa+QUaw2RUjhoMzs4k/bMNsvU4/vMP+qvXuDhvPtkJCSWcTUGhdMxyKkKIKOAUEAa8BXhKKYdJKX/Om8TPp+KJme4SYs6fZ9rIUXyQksy0kaOIOX/+jttITU2lT58+vPzyy9y8eZO4uDgiIiKwsbEBypf4MD4+nuzs7EJpV6qDtLQ02rZty+HDh0lMTGTEiBH07t2bjAxj5tzo6Gief/55Vq5cSUJCAnZ2dowdO9ZUvzQFxiFDhpiUFVNSUli8eDGBgYG0atXqjl1fQRLSEzh+7RjHrx2jll1t03ZCetU8qFUODuTcFjafIyUqewfjBytb8GgCNk4Q1BcANYewNTwNTh+SU9sR68NHEOmZZHfqiMHLi9wbN0o83+Xj8fy5+ih/rj6Kd3BtNi7ex9K3d/Dp8kOM/fIAn+04y2c7znLofKVHpBVqIOauU8kEvgLyfxUFK4m8zy7AC1JKW0s3sjKUZ51KzPnzvN+nDxNu3ESrUpFhMPChuyuTIiPxNzOvlSVsHDp0iB49epCYWPhH+c8//9CqVSv0ej22trZoNBoSExPR6XS88cYbrFu3Dp1OR79+/ViwYAEXLlygVatWZGZmYm9vT9u2bdm6dSsTJkxg/fr1JCcnExQUxIIFC+jYsSNgjPg4efIktra2bNiwAT8/P5YtW0brvMigf/75h7Fjx3LkyBHq1KnD22+/TZ8+fQCjxru9vT0xMTEmIbBVq1aVmBPM2dmZqKgoWrVqxdSpU4mNjeWbb74BjIqPTZo0ITExsVCo67Rp04iLizMpQxZH9+7d6datG9OmTTPr+67pFJpTyUuXv09rVygZ5YwZM5gxLAyOrYD063DuZ1P9GwRx5t/2XPHxpuHe/WhtNCxINNDN2o73HxyLFLfePWvFbCZy2UdF2pBPaMQv7JvZy6x2K9mO724quk7F3OGv76WULxRIGDmrwL/8z69izFxcY/lixkyTMwDQqlRMuHGTL2aYP21jCRtBQUGo1WpGjRrFzz//bBoGaty4MUuWLKF9+/akpqaanM7kyZM5e/Ysx44d4+zZs8TFxTFr1iwaNmxoUnBMTk5m69atALRt25Zjx45x8+ZNhgwZwsCBA9HpbiUZjIyMZMiQISQnJ9OnTx9efNEo6KnX6+nTpw8PPfQQ165d46OPPmLo0KGcOXNLr23NmjXMnDmTpKQkAgMDmTp1arHXeOTIEXJyckxiY9HR0bRseSuNSf369bG2tub06dNmf29gTEX/+++/V0ka/rsVF1dXOgwezNHAwNKzG9d/0Bhq7OgD9Tqadv/tHMKFTs1xdXLC6fy/6Gv787+UBAI8/PHcvoRLUSuodXo9tWI24+/pYrF2K9mO703MdSqfmFluVtlF7l5y4uNNziAfrUpFToL5+t2WsOHo6Mju3btRqVQ899xz1KpVi/DwcK5evVps+c8//5wFCxbg7OyMvb09U6ZMYfVqY9R1fi+tYG9tyJAhuLi4oFKpeOWVV8jOzi4kPdyxY0d69TKulh4+fDjHjh0DYO/evaSnp/O///0PKysrunXrxqOPPmo6F0D//v0JCQlBpVIxdOhQjhw5UqS9KSkpjBgxghkzZpjEsSylQLl8+XI6deqEn59fuerVdFxcXeneL7z07MYqFbR6CrRuULslBk/j+uHQlO/oojmIQ9cuqHNzccm0w75ZT5rc358VD4zhwa4jWB5Ymx8WzCwUTqygUBxlRn8JIaYBO8wxJqXcU+kWVSMaLy8yjh0v5BQyDAY0nua/OVnCBkCjRo1MQzynT59m6NChTJgwgV69Cg8tXLt2jYyMjEI6KQaDoVThqXnz5vHFF19w5coVwDiHc/36ddNxL69bbdVqtWRlZWEwGLhy5Qp1b0sX4ufnV0gw7Pa6t6tPZmVl0bdvX8LCwpg8ebJpv6UUKFesWMGbb75Zrjr/Kaztoe14iJqBKrAHqZlZXLeqxwmXQfz09lxsU1PpYedIt6AHSNBkUBs7FpzdR+Jfm1mZcJqGrVriU8uJ2k3b4hlsXGVv7poWhf8G5oQUfwT0E0KMAm4AG6SU+6q0VdXEMzMieP/Qn0XnQ8oRYmkJG7cTFBTEqFGj+PTTT3nooYcKHfPw8ECr1RIdHY23t3eZtnbv3s17773Hjh07TPme3NzczNLE8PHx4eLFi4X2XbhwgUaNzFvcp9PpCA8Pp27duixZsqTQseDgYI4ePWr6/O+//6LT6QgKCjLLNsCePXu4cuVKEc0VhdtwqQf3jYJDn5ET9Dj7T2WzddIk/peWgdbRkYxtX/KZ7go2D7blvqgD+P71J549X6Fhyre0z3XCse9oRF7QCFCuNS0l5RS74qApUlahZlLm8JeUMllK+bWU8lmMwlvNhBCfCyHmCiGKTYtSU/EPCGBSZCTLe/bgg5RklvfsUa4JdkvZOHXqFPPnzzf1AC5evMjq1atp3749np6eXLp0iZycHMDYExk9ejQTJkzg2jXjzzkuLo5ff/3VZK+gw0hNTUWj0eDu7o5Op2PWrFllDjHl12/Xrh329va899576PV6oqKi2LRpE4MHl52cWq/XM2DAALRaLcuWLStyfOjQoURGRrJnzx7S09OJiIhgwIABpkn60hQY81m2bFmhOgql4NcJ/LvinBXDjh+3Gx1KXu/axtoa59YNAYgN8OLf4eNAqyIx8190Z87w3aTXmDllYoVOGxLgxuhuDRjdrQGHY28yulsDnu0ayLHDGxSxr3uEcik/SikTpZSf5zmYecD9QogvhRCzhRBmJ3i8m/EPCOCtZV/zmpMzby37ulzOwFI2HB0d2b9/P+3atcPR0ZGwsDBatGjBBx98QPfu3QkODsbLy4vatY3Lgt555x0aNGhAaGgoLi4u9OzZs9AEd8EhsF69evHQQw8RFBREQEAAWq22yJDW7eTX12g0bNy4kS1btuDh4cG4ceNYsWIFDRs2LHKe2/njjz/YsmULv/76K87OzqZ1JXv2GEdMmzZtypIlSxgyZAheXl6kp6ezaNEiU/3SFBjBKHn83XffMWrUKDO/5XsH/cWLxkwOf+xFXaeOaVt/W6+yEEJAi6GoXethnZZSaLhWCoHXmdNIg4HUOnXwv56MThXL8ctp7I78gfTdPxK3b5fFnMCmHzaRnJ2kpM+/RzArpLhMI0J4AgOBEOACsE5KeaLShi1ARVPfx/nWxTeulB+lGVjChoJCWSSkJ3A1wxiam5CRgKfWGJpbW+uJp71xu8T7PfUKk58cyOjD54vMA37SrQs9hgzhwppVHPxrL89n67GyV3MqyJatZ3NZOG8Jtg88QJ+RL5mGvwpiTvjx3hk9TWn0lfT5dxdVnfq+VKSUCcDHeQ3xBQYKISYCp6SU71jiHHeCgnm7rENDSZk3H6h47q+K2lBQKA+e9recx4l/VvKgXw/zKzt6M+ajr3m710NMycg0zQO+66DlsSef5Mf167h0NIphTRxJu6bmipeVsZcj1WT+GIVIcMVWVPwxYhL7clLS598rWMSpFERKGQd8CKYsxjWGgnm7qNiQsUVsKCjcSQIbNGDwkk/4YP58tLv3kN2lC4+NfhZvX1+GPT2aIy3vY1PkOupwkRZYIYA6ajty/jyCwbkj7/t1Z05cFPE56RyOSaSVv3Hyvaw1LfmSxJ0djRGNQU5NFWnie4AKOxUhRAegH5AGLJNSFslFIqUsOdeDgoLCXUPrkBCs/vc/Gh4bzpUCkYpCCDp17c6LL03g9a71iIzW0UVrYHhiDurGXkiDHi+NAwuDeqPp35QOKw4SaeaK+vTTBxWxr3uQimYpHgw8DOwG/IHNQoiZUsq1FmybgoKCGWzduZUbacb3t+uZN1h7zvgzdHdw58EuD5plw9nZGZWq5LgdIQQtvRx44/Fx/LFxA6sccpjQtQMiOy8rU5aenNXH6CfMj/3RXzlPiodGEfu6xzDLqQghXgSuA3uklJeAgIKa8EKIGcBCIcQ/UsqjJZhRUFCoAny9fLkUfxEbT2s8cMeAnux4HXW8W5ZdOQ+1Wk2DBg2QQE5ODhpN8etG7IcOoV3cJUK1WgyaRAwiE3WKD2obZ5CQUmytWxRcKJmGjngHY9LLLDtbPv1+SWlVFWoIZr1WSCkXAVuB1nkOppUQ4hkhRKO84zpgLMbhMAUFhTtI46DGWCVqyA9ylBKsbmrKrTjp4+MDGBepZmdnF1tG7eaK/bChGK5fJ/dmEllRm0j+4U1y9TcRfk5skwZyz98s8Rz5CyWv+femTtfhpu0kdW6JdRRqFmYPf+XNj+TLCNthFObqJITIjyVMAe6qDMUKCv8FhBCENA1hf/w+bDyt0SXoCA1uX+HJ7tatW3Ps2DEyMzOLHRKzbtYM6y6dSYmYgaZBQ84PfIrDWVew0mlp4KTi86iz8Iea+8P8CclbMV9RSlqB39rfrdK2FaqGik7U2wK1pJRbgC0AQghHYKYQYgLGdPhpUsrPLNPMO4MlbmDlR6BQHTQOasyhk4eQtfN6KV3K10spiKOjIyEhIRw7dozk5GQc8oaoCmLfuze6AwdQO7vQ3Aaa2aRgOLWNNr0fplXLYHKPJUBsMtLPBbJyEdqKpWEJCbj1uwmN+oVPnm5b4etSuDNU1Kn8H7BeCPG+lDI/H4gasJJS5ocTWzxcuaqxxA1cE38EzZo1Y/HixXTu3Lm6m6JQQfJ7K7/+9Qu9Qh4qVy+lpLVVwW3acLZ2bdRqddHz2dpi27UrWb9txcrXF5mRgT4uDtv9B1B164YIrYN+3yVyNp/GEH0NqwfrY3W/r2UutgCKJsvdR7nStOQjpUwFRgKThRBxQoh9GLVUPi5QRm+ZJv53WbNmDaGhoTg4OODl5UX79u355BNzVQjM58SJExZxKFu2bKFTp064urri4+PDmDFjCmUp1ul0PP300zg7O+Pj48OCBQtMx3Jychg4cCABAQGoVCp27dpVyPbMmTOxtrbGycnJlOIlJiam0m2+l2gc1BgrW6tyz6XYhLXHaeKrOE18lVrfrzNt23fuRPPmzU1peIrUa9sWmZ1N5s+/kP7NSvQxMdhHbuLqo31JXbSQjAOR5B65DLpc9FvOkPPbOSy9+kTRZLn7qHBvQkp5GXhQCFEfcAOO1HRHYokU3pZKAz5v3jw++OADFi9eTM+ePbG3t+fo0aN88MEHPPvss0WicwwGQ6khoXeClJQUpk2bRufOncnOzmbw4MFMnjyZxYsXAxAREcG5c+e4ePEily9fplu3bgQHB9OzZ08AOnXqxCuvvMLAgQOLtT9o0CCWL19+x66npiGEwK2Jq0UXDqpUKpOM9e2o3d2xbtac3AsXcXj2GYStLanR0Wh++ZVakT9Cmg7dmhPIK8aEpbl7LzK1Xgfejf2JHGkotFAyM7dob0ihZlLmU0gIUeqTUEr5r5Tyz+IcSll17zZKikzJdxJ3ykZKSgoRERF88skn9OvXz5R1t2XLlqxYsQKNRsNTTz3FCy+8QO/evXF0dCQqKootW7bQunVrnJ2d8fPzY+bMW2qT48ePN73hOzo6otFomDXL+OcJCAhg+/btABw8eJCwsDBcXV3x9fVl/Pjx6PW3/rQqlYqlS5cSFBSEu7s748aNMx0bNGgQPXv2xNbWFmdnZ0aPHm1KGAlGrZPp06fj5ORE48aNGT16NF9//TVgTFb50ksvERYWVu3OUcF8bB/sjlVgIMLWGKNjcDGuos85exbhaIP1yPtQNbqVWKOlxpM1D4xi49f/R52uw4lc9hGRyz5ioN8j1dF8hSrAnJ5KSyFERbRZBdCiAvX+8+zduxedTkffvn1LLbd69Wp++uknQkND0el07Nu3jxUrVhAcHMyJEyfo0aMHrVq1om/fvixcuJCFCxcCcPToUXr27El4eHgRm2q1mg8//JA2bdpw8eJFHn74YRYvXsxLL71kKrN582YOHTpEUlISISEh9O3b19TbKMjOnTsJDg4GICkpicuXL9Oixa1bomXLlvz4449mfy+RkZF4eHjg7e3Niy++yPPPP292XYWKkRB9gKsnDwBQq0kbjq8zjnDni3RZBQaidnPFkJ6OzMrCdq9Rainrhx/RTHwVYa1GM7AZ+l/PknsgT8zNxa5K0rBccdDw2Y6zQNlBMkpATdVhjlOZBRQN/zCPtypY7z/N9evX8fDwKPTG3qFDB06ePEl2drZJK+Wxxx4jNDQUAGtr60LzIs2aNWPQoEHs3LmzkHO6du0a4eHhfPzxx4Ue8Pm0bt3atF2vXj2ee+45du7cWcipvP766zg6OuLo6Ei3bt04cuRIEafy22+/sWLFCg4cMD6Q0tLSEEIUkgwuj1zwk08+yZgxY/D09GTfvn0MGDAAV1dXnnzySbPqK1QMz+BbCo/NixmVFCoVNg90J3XRJ+QcOIChYQO4APqLl9AdP45Ny5YIlcCqVwOEsy0yKweEICeqSFanSuOdlsPobg2AsoNkamJATU2hTKcipTx0JxpSHoQQUUA7IAdjj+iSlLJJtTbKgri7u3P9+vVC8yT5w0j16tXDYDAAFNFBOXDgAFOmTOHEiRPodDp0Ol2h+Qm9Xs/AgQMZNmxYifMWZ86c4dVXX+XPP/8kMzMTvV5fSKoYwNPT07RdnGTwvn37GDp0KN9//z2BgYEAprDUlJQUPDw8TNvmygU3btzYtN2+fXtefvllvvvuO8Wp3AVY33cfai9PNCNGkJKchM2x46jc3Mj6YSPWTZsiNBqEEFi1N96vMl2H/qCx1yINBoQy3HlPUVP/mhJ4QUrpJKV0vJccChgfmjY2NsUODRXUhrl9CGHIkCGEh4cTFxdHUlISY8aMKVR+3LhxODs789ZbJXcgx44dS5MmTTh37hxJSUnMmTOnXGJMhw8fJjw8nK+//pquXbua9ru4uODt7V1IMvjo0aOm4bHykqf1UKG6CpZFZW+PTVgYMiX51k59Drk3bpB98GCR8sLeGqswo4PR74pF5uRirVayEt8rVGotiRBCBTwDdAe8AQOQ8y30owAAIABJREFUAOwBPs1L31JVWPwu9Pd0MelqlyeFt6VtODs7M336dF544QUMBgMPPfQQWq2Wo0ePkpGRUWK9tLQ0XF1d0Wg0HDhwgFWrVtGrlzFj7NKlS9m1a5dpOKokUlNTcXJyQqvV8s8///DJJ5+YFCbL4sSJEzz88MMsXLiQRx4pOvE6fPhwZs+eTUhICPHx8Xz22WeFpIV1Op2pF5adnU12drYp8mjjxo107twZFxcXDhw4wEcffcQ779QYqZ4qpaBIVy272hy/dgwoLNJV1di0b0/27t046ow/+Yw1a7Hr24fMTZuxbtUKlZ1dofLC+tajJ2fLaQY09yY3+irqYPPuNYW7GCllhf8Bb2N0Kq2AQKAR0BYYD8yvjO0yzrsDo/O6CvwOdCmlrCyOiIiIYvfn0276z6UeN4fK2li1apVs27attLe3l7Vr15ahoaHy888/lzqdTo4aNUpOmzatUPnvv/9e+vn5SScnJ9mnTx85fvx4OXz4cCmllF27dpW2trbS0dFROjg4SEdHRzl37lwppZQBAQFy27ZtUkopd+3aJRs3biwdHR1l586dZUREhOzUqZPpHCqVSp47d870uWA7nnrqKalWq03ncHBwkM2aNTOVzc7Olk8//bR0cnKSXl5e8sMPPyzUfn9/f6lSqQr9i42NlVJKOXjwYOnu7i4dHR1lkyZN5Mcff1yp7/a/Rln3e2UxGAwy+cMP5dV+A+Qlnzoyae47MvmDefLGhFdkxi+/Flun3fSfpf5yisycHSUzZ+6QmTN3yJxDcSWeo6zf05K+K8wuWx67/1Xynp3lfj5XSk5YCDFASvl9CccGSinXVdh46edtA5wEdMBgjIsuW8piNF0qKiccGvEL+8zUhahKGwoKlqCs+90SnP7pJz6fNImc2AvYNGnC0B4PUs/BEcONRJynTUXl7Fwk6qqDjzMPHr+GS+atsHWrXg2walcHKLzu6/ae/+3rvpY+9g1jfhwGlO+3p/xOi6e65ISbCiHaAX8B6UAuYA+0xJgfrNxORQixA+iCcd7kdvZIKTtLKQsO1C7P03d5BFhUnM2CP6auXbsWGusvSMEbvpWfqyk8saK5vypqQ0Hhbub4tWMcv37cuH39GM09WpCUdJNDi75iyo2baJ2cybh4iVVfL2dI61Z4NAwia9t2tP37FYq6opvxP9k5gLiZUXjYWwOg/+Us5BqwCqtnWvcFUMcfruU3Im+IWcFyREVFERUVVWk7lXIqUsq3hBBdgc5AbYwT//HAVillhVonpexWkWqUMsdi7htacTd8ebGEDQWFu5nmtVrQvJYxHL3vD6uY2+ldpo0cxZRD8WjzIrm0KhVPS8mec+d4qEMHsvfsQdu/eGUMobXm19PXGNqnCfJSChLJhSNb+ffXKJrn3CD92k9c0jYgzr74dDEKluH2F+6Ci6fLQ6WTPuY5j6jK2jEXIYQzxnDinYAeGAR0Al6+U21QUFAoTE78LYeSj0oI/hTwsJUVMi8Ao8T6Bon1sBbkrI0GN1vq2vuzf+f7HLftwbVaD1dl0xUsTJWFFAshmlaRaQ0wG+Mk/TXgReAxKeWZKjqfgoJCGWi8vMi4zXFkGAxY2RvXJ0lD2XO3wtoKzbAWWPduhMotL1osRxHvqmlUNqS4LiUPOz0NvFYZ+8UhpbyOMcJMQUHhLuGZGRG8f+hPJty4iValIsNgYL5KxUvNmpG5YQPC1q5sI9xae6VuYcwyLNOrclWCQlVQ2eGv0Rijry5S1Lk0oAqcioKCwt2Hf0AAkyIj+WLGTNLWr8farx7j24Xisv8AVveHoHJyKlKnoBaKd3Bt/lxtXBhbUAvFv5YLHPmOJh4+WGXZcMIq3ri/HOu+FO4slZ2ony6EuCalXHj7MSHEuOLqKCgo3Jv4BwTw1rKvidu6DYfhwzFkZKFqYkx2YYiLK1Lep7nXLd2TwcXb/Pjz98nZeo7cfZfAILHqHYRViE9VXYKCBbCEOuOXJexfagHbd5TiQiUBmns0N0W73AkbCgo1HZvQ9mT+8APCybFS6XSklMj4NMibk9FvPo2wVqNufmcyBSiUnwo5FSGEK5CUt/AyvbgyUsqcSrWsGiguVLI6bNytqFQqzp49S/369au7KQrVyJRZUzgdfxoh4NSN0wz4rT9SQpBXEO9MN6bO0TQLJmPDD5XOzyaEQDMwGN2Ko8jLxozWOT/+AzZWqINu6bRIKfnlzCaek0OrJK2+gvlUNPrrO6DIk0UIESKEOCWEOCGEUILKK8mdkhM2l8r+WK9du8aQIUPw9fXF1dWVTp06FclFtmrVKvz9/XF0dKR///4kJd0SN1u0aBFt2rTB1taWp59+ulC9suSIFSxHu1btSPS6Tk6PbBoNCiKnRzaJntcJbR1qKqN2d0ddxxdpprRBaQgbK6yHtOBfmRddZpDkfB9daBJ/0w+buJF5nQ4P9qfPyJe4FLWCPiNfos/Ilxg/eXoRm+MnTzcdL6usQvmoqFPZAgwXQkQKIUYV2D8XmAyEAc9Wsm13nCmzptD/hf4MeLE/p9acZsCL/en/Qn+mzJpyR22AUU74lVde4X//+x8JCQnEx8ezZMkS/vjjD3JyqqcTWNm3zrS0NNq2bcvhw4dJTExkxIgR9O7d25QkMzo6mueff56VK1eSkJCAnZ0dY8eONdX39fVl2rRpPPPMM8Xa79SpEytXrsTb27tS7VQonfBHw7E7Z2+6H6SU2P1rz2O9HytUziasPYbkFIucU2g1TDLkgIstCFA1cANrten8qz9by+DmI0m7queq3yNlqq5aQqFVoXgq6lQCMWYkjgTaCSHyJQSbANuklCkYV9bXKMx5A7sTNsyRE05JSWHEiBHUrl2bgIAA5syZY6q/bNkyOnXqxKRJk3BzcyMwMJCff/4ZMGqd5MsKOzk5YWdnZxrOKktKuCA6nY7XXnsNPz8/vL29GTt2LNnZ2QD07du3kHSxWq1m+fLlBAQEMGHCBGrXro0QgtGjR6PT6Th16hRg7KX07duXDh06oNVqeeutt1i/fj3p6cYR1vDwcPr27YubW9F0N4oc8Z1DCMFzjz9H6nGjjk7qsTTGDBxTpCeradzEGBNqIYmCG4D1sJZohrVE1LJHv+cC0mBg0w+b8M6shxCCDo5NyDjzp0XOp1AxKvrr+1tKOUtK+amUcizgm7ffTUqZr9hU4wLMzX0Dq2ob5sgJjxs3jtTUVGJiYoiKimL58uV89dVXpuMHDhygSZMm3Lhxg0mTJpne7kNDQ0lNTSUlJYXExERCQ0MZMmQIcEtKODExkb1797J9+3YWL15c7PknT57M2bNnOXbsGGfPnuXy5csmzfuNGzeazvHdd9/h7e3NAw88UMTGkSNHyMnJoUEDo1pfdHQ0LVu2NB2vX78+1tbWnD592uzvTuHOUPA+L+n+Vru5YuXnh0yxTG8FQOVmhzrAFatOfgDk7Ixh1adraehojDJr6dEccWK/orVTjVTUqQQJIXyFEBohRHvAVgihATR5/wPUuOyJ5r6BVbWNkuSEXV1dsbe3Z9euXXz77be88847aLVa/Pz8mDhxIitWrDCV9/Pz4+mnn0YIwciRI4mPj+fq1auFzjN+/HgcHByYPXs2YJQSbtu2LUKIQlLCxfH555+zYMECnJ2dsbe3Z8qUKaxevbpQmdOnTzNixAi+/fZbfH19Cx3L72nNmDHDpP6YlpZWSG4Yyic5rHDnyL/Po7/6u9T727p9KIYq+PsJtQqr9nXZvGcHPul1TOdXeivVT0WdynrgbyALY9p5FbAE+BB4VwjxVN6xGoc5b2BVbaOgnHA+e/bs4ebNm7i7uxMfH09OTg716tUzHffz8yOuwFoALy8v07adnR1SykKyv/miXatWrTLtO3PmDH369MHb2xsXFxemTp3K9evXi7Tv2rVrZGRkEBISgpubG25ubjz88MPcuHHDVCY5OZnw8HDmzJlDWFhYofpZWVn07duXsLAwJk+ebNrv4OBAym1vteWRHFa4s4Q/Go6tq02p97d1ARloSyNsrDhyM5ZkTTyJ1idQa87z2aVIDmTHkHP53yo7r0LpVCikWEq5Iy9Fiz9wQkppStAjhHgSaI4xP1eNI/8NbOJnrzL/uQUViniqrI2CcsL9+hXO7CqlxMPDA41GQ2xsrEm7PTY2tkhvoCR+//13IiIi2LNnT6EH9tixY2ndujVr165Fq9Xyf//3f3z/fVG5HA8PD7RaLdHR0cVOikspGTp0KA888ADPPls4XkOn0xEeHk7dunVZsmRJoWPBwcGF5Ib//fdfdDodQUFBZl2Xwp1FCEGDfoGl3t8qZ2esGgSSe65qHvIz580iZ08sudvPg4QcHye2JJ/jcEwiDfPS4xe3+t4SCq0KxVOZxY8PAFOBxkKI88A7UspvpJRrgbUWaV01Ef5oOFO/e71CvRRL2ChLTtjKyoonnniCqVOnsmzZMm7cuMGCBQsKvfWXxKVLlxg0aBDLly8nMDCw0DFzpYTzJ9knTJjAxx9/TK1atYiLiyM6OpqePXvyxhtvkJGRwYcfflionl6vZ8CAAWi12kIywvkMHTqUsLAw9uzZw3333UdERAQDBgwwBSrk5uaSk5NDbm4uer2e7OxsrKysUKuNUUClyRErVB827dqRcfFSldmXV9NN6ktP1WrJcy8No8OKP4ksRXiroMBXaMQvpZZVKB8VGv4SQgwBBgLzgREYxbGeuC28uMZizhtYVduYNGkS8+fP57333sPT0xMvLy/Gjh3Le++9R1hYGB999BFarZb69evTuXNnhg0bxlNPPVVqewC2bdtGQkICjz/+uCk6q3nz5gB88MEHrFy5EicnJ8aMGcOgQYOKtQHw7rvv0qBBA0JDQ3FxcaFnz56mCfU1a9awb98+XF1dTVFgq1ev5o8//mDLli38+uuvODs7m47t2bMHgKZNm7JkyRKGDBmCl5cX6enpLFp0S3dt9uzZaLVa3n33XVauXIlWqy0U9daoUSPs7e25fPmyyRFfuHChQt+/guXQNG6M2rPqVsBr+jRC+OblFpOQ8/1J6pQsr6RQ1VREgxiIKGH/3IrYq8p/VFCjvs+GR0o9bg6WsKGgYAmqSqO+uHv8kk+dIvsMmZnltr3qicaFPpemJW9IzZLXpv5m0ro/OWObNOhzzTqPolFfPFRQo76iw18lrRC6UcL+GkHBvF3B7s1Y9fdKoOK5vypqQ0HhXkPY2laonrny3MLBhh3nbtCnuTdIyee6XOaplfVK1UFFnUqgEMJVSnkzf4cQohZQ1zLNqh4K5u2CodVmQ0FBwUh55LkTM3LQ9G8Cdhr2fLmf3H+uoW5cq+obqVCIijqVecA+IcQlIAPwALwBZbZLQUGh2ijoRAzxaYha9qjctdXYov8eFQ0pjhVChABPAY2BPcBXUsoESzZOQUGhZpD9x16y9+4FwDo0lJR58wGwad8em7D21dIm4WBN7vEERFg9RF6eMIWqp8IhxdKYjqWQOJcQ4jUp5QeVbpWCgkKNwiasgPOYWL1tyUcd4oN+Zwz6Py6gbuaJcLNDqJSosKrGLKeSp+LYuqxiQA9AcSoKCgrVjhACdfs65Hx3ktzdF7Dq4m/KGaZQdZjbU7kfiAHOl1GueaVao6CgoGBB5KkbyHPGeCJ91HlU/i6o6jqXUUuhMpjrVNZLKTeWVUgIcbOsMnczl4/Hc/lEQt52Aj55kqU+zTxvaWnfARsKCnczNSlsXtWsNuLQFeTFZJCgW38Sm+fbIGwsoaSuUBxmfbPmOJTylLtb8WnuZXrwL13zDX3f7lktNhQU7mZqUti8UKmw7t+E7KV/QpYekrPJ+ekM1uFNqrtp9yzK6qC7FH9/f7RaLc7Ozri5udGxY0eWLl16V+tETJo0iaCgIJydnWnatGmhVPxg1E+5//77sbe3p02bNoWSR0ZFRdG9e3dcXFxMomHFsXPnTlQqFdOnK7KvCuYhnG3R9L6VlNQQfRXDzcxqbNG9jeJUikFKyS9nNlXqAV5ZG0IINm/eTHJyMrGxsUyZMoV33323RCnduwEHBwdTm7/++mtefvll9u3bBxg15MPDwxkxYgRJSUmMGDGCxx57zKQsaW9vzzPPPMMHH5Qc56HX65kwYQKhoearaCooAKiDa6Nq4Ynw0KJq5Y2wVYa/qooa61SEEIOEECeFEGlCiDNCiA6Wsr3ph00kZyex+cfN1Woj3yE5Ojry6KOPsnbtWpYvX050dDTdunXjyy+/NJXNlxDOR6VSsXTpUoKCgnB3d2fcuHGFbH/22Wc0bdoUJycnmjVrxpEjR4BbiSLz9//www9FzlGcTDFAREQEDRs2BKBt27Z06tSJvXlrF3bs2EFubi4vvfQSGo2G8ePHI6Vk+/btALRp04ahQ4cSEBBQ4vcxb948evXqZUr3r6BQHjS9g7B+vg1Cq0G/v+qyJv/XqZFORQjRA5gLjJRSOgCdAYsINkgpWf3ZWgYGD2XVp2sq1NOwhI3iaNOmDXXq1OH3338v9vjtGZE3b97MoUOHOHLkCN9++y2//vorAOvWrWPWrFl88803pKSksHHjRtzd3QFo0KABe/bsISUlhYiICIYNG0ZCwq01rSXJFN9OZmYmBw8epFmzZgCcPHmSFi0KT+K2aNGC6Ohos649NjaWr776iunTp9/VQ4AKdy9Co0aoBFZhRnG73H+uVXOL7k1qpFMBZgCzpJQHAaSUV6SUVyxheNMPm/DOrIcQAq+MuhXqaVjCRkl4e3tz86Z5QXavv/46jo6O1K1bl27dupl6I1988QWTJ0+mdWvj0qP69etTt64xbduAAQPwzEtTPnDgQBo2bMiBAwdMNs2RKQZ4/vnnadWqFT169AAqLxX88ssvm1LfK/x3kFIS+cN6Zr7+msVsCms16vquGOLTkJk5FrOrYKTGORUhhArjupnaecNeF4QQC4UQlVZjyu9hNHQ0RoYEOTUtd0/DEjZKIy4uDjc3t7ILgsk5AGi1WpOc8MWLF4sIdOWzfPlyWrVqhaurK66urkRHRxeSFC5LphiME/YnT55k7dpbWm2VkQqOjIwkNTWVxx9/vMyyCvcGUkqOXkljxKPd2b/4da6cNa9Hay6qekaFR/3+SzRStFcsSk2crfIENMAAoAOgBzYCbwLTiqswY8YM03bXrl3p2rVrsYZNPQwn401WsKfxaPijZjXOEjZK4uDBg1y+fJmOHTsSGRlJRkaG6Vh8fLzZdurWrcu5c+eK7L9w4QLPPfccO3bsoH17Y8qNVq1alcshRkRE8Msvv7Br1y4cHBxM+4ODg5k/f36hsseOHSsy11Mc27dv59ChQybp4uTkZKysrDh+/DgbNmwwu20Kdz9SSjb9uIFvP1uIr4CH7a8ghIpdBss/+NXNa6Nbc4Klamtyz95A3cDd4ueoSURFRREVFVVpO3edUxFC7AC6YBIILcQeoG/e9kdSyqt5deZjlDYu06mUxqH9f5HidoND7Obyiav4NKuNdJf8ue+Q2Q7BEjZuJzU1lZ07dzJhwgSGDx9OcHAw9913H+vXr+eZZ54hLi6OL774olAvojSeffZZJk6cSIcOHWjdujXnzp3D2tqa9PR0VCoVHh4eGAwGli1bxokTJ8xu59y5c1m9ejW///47Li6Ftb67du2KWq1m4cKFjBkzhk8//RQhBN27dweMDxOdTmeSBM7OzkalUqHRaJg9ezavv/66ydZLL72Er68v06YV++dWqMHMjniTgxtXMChIiyjwUlIV5P5xCW4YQ4tzNp9B9YILQvPfTTx5+wv3zJkzK2TnrnMqUsoyVBMgL+W+xZnxToRpe+lj3zDm+2HVYiOfPn36YGVlhUqlomnTprz22muMGTMGgFdeeYWDBw/i5eVFixYtGDZsGFu3bjXVvX3SvuDnxx9/nMTERIYMGcLly5fx9/dnxYoVtGzZkokTJxIaGoparWbEiBF07Nix1DYWtDt16lRsbGxo2LAhUkqEELzxxhtMmTIFjUbDDz/8wDPPPMOUKVNo0qQJP/74I1ZWxltw165ddOvWzWRPq9XSpUsXtm/fjr29vUmnHozDbvb29kUcl0LN582Zs9kcEsLaTxfim3qWFl72lZL1Lg2r7gHGyfpMPSRnod8Vi+aBktdIKZiHqImRNEKImcBDwKMYh79+BLZLKWcUU1YWd40zZswotQez9LFvGPNjxR2CpWwoKFiCsu73uw0pJa93rUecQwPq6S5zw6U+S9b9VGqdgr+30Ihf2DezbHkn/eEr6CNPGT+oBNbPt0HloQSDgPGFUUpZbo9+1/VUzOQtjMJgp4FMYC3wdmWNFszb5R1cmz9XG1d8VzT3V0VtKCj81xFC0NLLgblrtrN54wYO7fujSs6jvs+LIxv/pplQgUGi/z0W635KCpfKUCOdipRSD7yY989iFMzbxeDqs6GgoGBECMGjj/Xn0cf6l1n2ioPGpGFfmp49wKHzifwVkwhAvKeWxtezOWlvhcpezf0Wvob/GjXSqSgoKCjcjndaDqO7NTB+KGNmNiSggKPp1gCZoeP+m1nknrmBzNYrWYwrQY1bp6KgoKBgaYTWGpWvEwD6vReruTU1G8WpKCgoKORhFeIDgCExo4ySCiWhOBUFBQWFPISjDcJKRe6xBCXHXAVRnIqCgoJCAVRtfZGJmeg+3o/hWnp1N6fGocxGFSAh+gBXTx4wbXsGtwWgdtO2pu07YUNBQaH6yN19AcMJY5JU/bZ/sR7UvJpbVLNQnEoBPINvPfhPfNeEB2csrxYbCgoK1Ye6aS1yd18AwHD6BoaLyajqOpdRSyEfZfjrLmX37t106NABFxcXPDw86NSpE4cOHaqy8+l0Op599ln8/f1xdnYmJCSkkAAXwLZt22jSpAkODg488MADXLhwwXRs3bp1dOjQAXt7e1M+r4IYDAbefPNNfH19cXJyIiQkpEjWYgWFuwGVlyOqZrVNn3O2nlPmV8qB4lRKwRJaDhWxkZqaSp8+fXj55Ze5efMmcXFxREREYGNT6ez+JaLX66lXrx6///47ycnJzJo1iyeeeMLkOG7cuMGAAQOYM2cOiYmJhISE8OSTT5rqu7u788orrxRK/FiQ6dOns2/fPvbv309KSgorVqzA1ta2yq5HQaEyWHUNAJUxQ4m8mILhXGI1t6jmoDiVYrCElkNlbJw+fRohBE888QRCCGxsbHjwwQdp1qwZUkpmz56Nv78/Xl5ejBo1yvTGHxsbi0qlYvny5fj5+VG7dm3efvtW9pqsrCxGjhyJm5sbwcHBvP/++yZxLq1Wy/Tp002fe/fuTUBAgKl3tH79epo1a0b//v2xtrZmxowZHD16lNOnTwPQvXt3Hn/8cVN6+oIkJSXxf//3f3z22WfUqVMHgKZNm2JtbV3u71VB4U6gcrND3TrvXrZWI7Nzq7dBNQjFqRQgv1cx4tHukKflEOyqQpRDxMcSNoKCglCr1YwaNYqff/6ZpKQk07GvvvqK5cuXs3PnTv79919SU1OLaJLs2bOHM2fOsHXrVmbNmsWpU8aEeTNmzODChQvExMTw22+/8c0335SYATYhIYHTp0+b5ICjo6Np2bKl6bhWqyUwMNAsOeDjx4+j0WhYt24d3t7eNG7cmMWLF5v9fSgoVAdWHf2weqgBqra+kKEoRJqL4lQKMDviTT6bMYGH7a/Q0suhQim3LWHD0dGR3bt3o1KpeO6556hVqxbh4eFcvXqVVatW8eqrr+Ln54dWq2Xu3LmsWbMGg8EAGHMlzZgxA2tra1q0aEHLli05etSY1HLdunVMnToVJycnfHx8eOmll4o9v16vZ9iwYTz11FM0bNgQqJwc8KVLl0hKSuLMmTPExsaybt06ZsyYwbZt28r93Sgo3CmEkw1Wbetg1dgDma5D6pXeijkoTqUAb86czXMzP+SndG+OXkmr0OScJWwANGrUiC+//JILFy4QHR3N5cuXmTBhAleuXMHPz89Uzs/PD71eT0JCgmlfSTLCly9fNg0/AaahroJIKRk2bBg2NjYsXLjQtL8ycsB2dnYIIYiIiMDa2prmzZszaNAgtmzZYsY3oaBQvah8jOlbcg9dqeaW1AwUp1KA/IyoyzdtBwE/pXtzItGALFaEsups3E5QUBAjR47kxIkT+Pj4EBsbazoWGxuLRqMp5EhKwtvbm0uXbumbFYzeyueZZ57h+vXrrF+/HrX6lgpecHAwR44cMX1OT0/n3LlzBAcHl3neFi1alFlGQeFuRh3kjszMQeoN1d2Uux7FqRRDvpbD8k3baT9uLt4Nyn5wWtLGqVOnmD9/PnFxcQBcvHiR1atX0759ewYPHsyCBQuIiYkhLS2NqVOnMmjQIFQq45+ytJ7RE088wdy5c0lKSiIuLo5FixYVOv7888/zzz//sHHjxiKT6P369SM6OpoNGzaQnZ3NrFmzaNmyJUFBQQAmCeCcnBxyc3PJzs5Gr9cDUL9+fTp16sScOXPQ6XT8/fffrF27lj59+pj9nSgoVCf5vRX94SvINF01t+buRnEqpZDf64iY+8EdteHo6Mj+/ftp164djo6OhIWF0aJFC+bNm8dTTz3F8OHD6dy5M4GBgWi1Wj766KNC57v9/PlMnz4dX19fAgIC6NmzJwMHDjSFKV+4cIFPP/2UI0eO4OnpiaOjI05OTqxevRoADw8Pvv/+e9544w3c3Nw4ePAga9asMdlesWIFdnZ2vPjii+zevRutVstzzz1nOr569WpiYmJwd3enT58+zJkzp5AetoLC3YzMNUCuJHfHeXQbTlZ3c+5qlBX1dyE+Pj6sXbu2xONvvvkmb775ZpH9fn5+5OYWnkzcvn27aVur1bJ8+a0V/kuWLDHNsdSrV8802V8S/9/e/QdZVd53HH9/dkEBBRdEIpAixEwLosaKxoAUEDUZ24xVI02Z1NCMnTgmodopnWQm/ko6/ZXWNomaidHWH0ObVIMRm0SlScFE6IwV22SzAAALwElEQVQmDhlEDI6ygYAIYnT5IQK7n/xxnjXXm3vvwu5Zzt6z39fMHe4959zn+T7s3vvd53nOOc/8+fPZsGFDzX2LFi1i0aJFdd87fvx4Hn208XKwIQxU7niLzjWbweBNr9P18m5axvc8nzgYRVKpUHnfrpOmncu6B28Hen/vr96W0V+2b9/OSy+9xMyZM9m4cSO33npr3TPAQgi/0TJ6OC2nnUTX+p0AHFqzhWM+clrBUQ1MkVQqVN6364wFxZXRXw4cOMA111xDe3s7bW1tLFy4kGuvvbbosEJoCkNmTuJASipdz+2ga/4UWkYPLziqgSeSyiAyadIk1q1bV3QYITSllgkjaZnSRtem18HQ+dRWWj703qLDGnBioj6EEA5T68x0bdeIoTAi/iavJf5XQgjhMLWcOoahH38fXVvegM64c3Et0VMJIYTDJInWyaMZcs5EALznrYIjGngGbU+lra2NW265pegwQjgq2traig6hVDR8KACHfrKNofOmFBzNwNKUSUXSbnj7vicChgN32L7ucMu4/vrr+yO0EMIg0Tp9HJ3rd+DOLtQagz7dmvJ/wvZI26NsjwLeBewDHig4rEKsWrWq6BD6VZnbV+a2Qfnb96P1TwNkiWX/oYKjGTiaMqlUWQDssL266ECKUPYPbpnbV+a2Qfnbt3LFD/Cr+zj0/Rc49ER70eEMGGVIKh8H7u/xqBBCyJH3HKTruZ1woJPOtS/jg7HeCjR5UpE0CZgD3Fd0LCGEwUWjh6G2YdmLtzrp2rCz2IAGCPV2Ean+ImklMBdqLkCy2vacimNvAC60fUGD8gZWA0MIoUnYPuKlawdcUjkSkn4O/L3t6KmEEMIA0LTDX5JmAROAbxcdSwghhEzTJhWyCfpltvcWHUgIIYRMUw9/hRBCGFiauadSl6TdkjrSY7ekQ5K+UnRceZJ0iqTvSXpN0jZJt0kqzc9T0lRJP5T0uqSNki4rOqbekvRpSU9L2i/pP6r2XShpg6Q9qb2Tioqzt+q1T9JQSQ9K2iSpS9KcRuUMVA3ad56kFZJ2SXpF0n9LOrnIWHujQfumpe2vpTaukDStp/JK8yVUaZBccf814BWy9p1FdsbcpwqNKCeSWoHlwCPAaOAaYKmkZl28Yivwt8C/V26UdCKwDPg8MAb4KVB/HemBq2b7kh8DHwNePqoR5ate+0YDdwKnpMce4J6jG1ou6rVvK/AR22OAscD/AN/qqbCmvPfXESrrFfdTgNtsHwR2SHoMmF5wTHmZCoy33d27XClpNXAVcHNxYfWO7YcBJJ0LTKzYdQXwrO2H0v5bgFcl/a7tjUc90F6q1770u/nVtK+rmOj6rkH7Hqs8TtLtwKqjGlwOGrSvA+hIL1uBLuDUnsorZU+lSlmvuP8ysFDScEkTgUuARwuOKS+1zo0XcPrRDqSfTQd+1v3C9j7gRcrzx8FgMxdYX3QQeZP0K7LRnq8Af9fT8aVOKiW/4v5HZF8+HcBm4GnbjxQbUm6eJ+t9LZE0RNIHyT6wIwqOK2/HA29UbXsDGFlALKEPJJ0J3AgsKTqWvNkeDZwAfIaKP4LqKXVSIeulPGn7F0UHkidJAh4nu0ZnBNl45xhJ/1RoYDmxfQi4DPgw2Vj8X5HNNfyyyLj6wR5gVNW2UcDuAmIJvZTm+r4PLLa9puh4+oPtN8nmj+6XNLbRsWVPKlcB9xYdRD8YA7ybbA2Zg7Z/RTZBeEmxYeXH9rO259k+yfYlZGO5TxUdV87Wk51kAYCk48jaWbohlLKSdArwv8AXbP9X0fH0s1ayP2InNjqotEmlzFfc294FbAKuldQqqQ1YBKwtNrL8SDpD0rGSRkhaApxMk/6BkH5Gw8g+lENSu1qB7wDTJV0u6VjgJuBnzTRJDw3bh6Rj0j6AY1M7m0q99kmaAPwQuN32XcVG2XsN2neRpLMktUgaBfwr8BqwoWGBtkv5AL4O3Ft0HP3YvjOBlemHvINseGhs0XHl2L4vpbZ1AN8D3lN0TH1oy81kZ850VjxuSvvmpw/pXuD/gElFx5tz+zZVbe9stjbWa196dKbf0Q6yYcuOouPNsX1Xpt/NDrLLF74LnN5TeXFFfQghhNyUdvgrhBDC0RdJJYQQQm4iqYQQQshNJJUQQgi5iaQSQgghN5FUQggh5CaSSgghhNxEUgkhhJCbSCohhBByE0klhD6SNEPScklfLKj+EyTdeBTquS4tD/zh/q4rNK9IKqHpSbpU0r2SPlNQCMcDy2zfVBXXFyStl3RA0vhab5R0fVq/famkhb2s/3Ky+8Ah6fxU1puSVtWps0XS85L2Srpb0tTDqcTZSpy3kd0lO4SaBsNywqHkbD8i6Wzg7KJjqWT75mzpG/6c7Jb271inXdLvAO8Dnrf9Z32oarbte1Odq4HVkjqAqyVNtt1edfw8ssWWttn+iyOsq9aqnCG8LXoqoSw2FR1AHV1AOzClxr6Lgf3Ak70tXNIYYFeNXa8APwA+VmPfBGBbb+sMoZFIKiH0k7Qi4AvAL4DJVftmAz8GzgdW96GaK8jWZanlP4F39IDSuhn7+lBfCA3F8FcopbQi318DLwJtwAtOK/NJuoDsy3gjMC0d84fAlc5W0czL+WRzHVOp6KmkBawmA+uA6fShpwJ8wPbdNbYbeBi4U9IM2z9N2z8IrAD+oA91hlBXJJVQOpKOJ/vi/EB3kpD0TUn7yVbqWw5Ms71V0k3ASOCTwOsVZXwRuMv2loptNwLPATOAG2x39RDKJNubJbUDsyu2XwE8BFwA7LD9Yi/bORbYWW+/7X2SlpP1VrqTyijbe9JcTwi5i+GvUEafAH5Z1ev4LvB5sh7CcWSrZQJsB2bYftG2JR0naTGwkIpJaUnzgJG2l5H1bK4+gnjaST0VSeOA3bb3AbPo29DXlcCyHo5ZCvxpOuPrRBokoRTf6Wl540tTm0M4IpFUQhlN5bfnDfan7c8Ca4Fz0vbfp+KL2fZe27cBW6rePwd4Jj1/hmwZ4LokjQZeTS/bgYlp2OuPbD+Wts+mb0Nf77f9k3ohpH9XpH8vBi4i66nVi3kuINvfsf0IsF7Sn/QhvjAIRVIJZbQFGFu1bRywyXYn8C1glqRPA493n45bpXp8aBzZOvKQrdld87qTCrOANen5ZrLP2hXAUwCShgLnkk3W/3bl0pxGhUt6F43P4DJAGqJ7ALgKGGr7UJ3yTgQO2l73dgH2TuAJSec1iiWESpFUQpl0J4J7gPGSTqrYdwnwj+n5VOCrtu+w/fBhlt0CdKbnQ8hOFW5kFtlEPOmLfBtwpu31af85qby172iANEHS1cDZaSjqsjrlLwC+3aD+tornS8kSWqO5m7Nsr0kxzJF0ZYr9FWBUg/eF8A6RVELTk3QpsBi4WNKS9EX4IeAGSUsk/QPwkO2l6S27gL3pivItklZImtFDNdvJ5mIATiC7DqRWLGdIegD4G+CbaQ4F4AngX5T5N7Ir0w18ufJqe9vbyE4GWEA2kb+8TjwzbK+t3piuqH8c+JSk+ySNs/00sML2/0s6XtIdwEeB90u6K11R74pi5gJ/XPG6kxAOk2z3fFQIJSHpo8B5wGdtH0xnil0IfMn271UctxJYZHtzej0PuMj2DWki37ZvT/vmAqfYvj+H+CYCnyPrVbwJ7LT9UI1jPmn75r7WV1HmiWRnxD1ZtX0c8G7bz6TXubU1lFP0VMJgcwawzvZBANt7yK4lOQjZXEe6h9h7gb+UdFo6bhUwTNICsjO5vtEfwdneansxcJztO6sTSrIAeDDnencB6m4vvH3K8uzuhBLC4YieShhU0hXli4FhwGvAMcDJwN22X+hlmXOBybbvyy3QxvXdY/sT/VT26WQJtQt4w/YTVfujpxIaiosfw6Biez/wzzkXuwe4XNKp1Xcqzlsapvp5f5Vv+1my065r1X0d2V0CIqGEuqKnEkIIITcxpxJCCCE3kVRCCCHkJpJKCCGE3ERSCSGEkJtIKiGEEHITSSWEEEJuIqmEEELITSSVEEIIufk1s9FQTdbunvEAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'GSMF'\n", "xlim = (7, 13)\n", "ylim = (-7, -0.5)\n", "xlabel = r\"$\\log_{10}[M_*/{\\rm M_{\\odot}}]$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [7, 5, 4, 2, 1.75, 1.3, 1.0, 0.6, 0.0]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Blue & Red" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:04:56.123980Z", "start_time": "2018-05-04T07:04:55.513925Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:17: RuntimeWarning: divide by zero encountered in log10\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features = ['GSMF_Blue', 'GSMF_Red']\n", "xlim = (7, 13)\n", "ylim = (-7, -0.5)\n", "xlabel = r\"$\\log_{10}[M_*/{\\rm M_{\\odot}}]$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [2.0, 0.0]\n", "\n", "for z in [2.0,0.0]:\n", " fig,ax = plt.subplots(1,1)\n", " for feature, color in zip(features, ['Blue', 'Red']):\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " marker = markers[ii]\n", " data[:,1:] = np.log10(data[:,1:])\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Disk & Bulge" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:04:56.391021Z", "start_time": "2018-05-04T07:04:56.125080Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:17: RuntimeWarning: divide by zero encountered in log10\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features = ['GSMF_Disk', 'GSMF_Bulge']\n", "xlim = (7, 13)\n", "ylim = (-7, -0.5)\n", "xlabel = r\"$\\log_{10}[M_*/{\\rm M_{\\odot}}]$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [2.0, 0.0]\n", "\n", "for z in [0.0,]:\n", " fig,ax = plt.subplots(1,1)\n", " for feature, color in zip(features, ['Blue', 'Red']):\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " marker = markers[ii]\n", " data[:,1:] = np.log10(data[:,1:])\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-04-29T07:37:27.712032Z", "start_time": "2018-04-29T07:37:27.710619Z" } }, "source": [ "## Quiescent" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:04:57.125239Z", "start_time": "2018-05-04T07:04:56.391970Z" } }, "outputs": [ { "data": { "image/png": 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mrArkN/nrhl5Leu/T18KL+DKK9yd8UFKhFpkb42JMcJX4m4qINBGRR0VkNZAM1AJuBeqr6r2q+ouIJBY1AGMqo0B/k0+ISfBOmXJSZlomCWVsLi6biLLyKlRSEZFkYC1wPvAUUFtVb1bVOaqa7XPqePdDNKbiCbQaq7zMxVVekp9xX2HHqRwH3gR2eXb5XiSe7erAEFWNcjvI4rDqL1MWFacaqzw0gNviXuVfSY9T+UBVhxQiiLZFDcCYyqg4U8o3bdKUieMn0WfWFUzsW/baJ96ct4Ft+48xsP+zfPfVGyzY9R09S3hcjCk7CptUXi3keU8GGogxlcnIoQ/7/U1+5JiyVY0ViM+X/87mPUedjRr9qJl4Gc07tiUktuAmVxuJX/4VWP0lIv8HfKOq5XKpYKv+MmVVINVYZf1LNzMrm+5PfUW2n39zk+84hzYNqhe6LBs0GVwlNvhRRKoBfwIuAPYBH6rqTwFFGQSWVExZV5G+PDOzslm+9SCrth9i4ab9LNq8n7SMbKpGhXH9OY0Iyc7mkqObiPv5O9KXLCFr6zY0LQ2Jq0p4s+ZEnH8eMX/qS1jjxhXqz6U8KpUR9SISD1wDnIszRcsHqvprUW9amiypmLKuIn95ZmZlc+WMu3ik42M0+PIjsqdMJnrfbu/xo+HRvHlef65Z8gn1Uj37RYjucxUPdFnHlNu/DFLkptSnaRGRmsB1ONPd7wDeV9UlARVWgiypmLKuIiYV32q635YnU+eXjejBQ7Rcf4SW6496z3un89W83/kqwrIyuXLFl1y/+H9EZaYDkBYZQt1n/knM9dcF5Rkqu6DM/eVz89rA9UAXYAvO8r4ril2wCyypmLKorLeNuEHT0zn09BiOvpFzVfGQhASir/kTWRf24Jr56ZzIOvXvs3bGYYZ88Rpn/b7Wuy926BDiHh6JSJG/30wxBDWp5AqkPk6C6QCsVdVxrt6g6PFYUjGmlGXt3cv+2+8g/ddTteMSF0fcA/dTZeDNSJQznG3V9kM8/9kalm09eOo8YMyit2i5aJ53X5Xbb6faE49bYilFZSap5ChcJEFVgzovgyUVY0pX5qZN7L3xJrK2bPXui7qkN9WffYbQWrVOO19V+WTJDp6fs4YjaZnU4BDVd/2PnSuSafB7GkOOhtEoNIy4h0dSddhQv/esDG9+pS0YbSrdcHqFHQGmqmqZnH7UkooxpSfjt9/Ye90NZO/Z4+wICSHu0YeJHTy4wLeMPalpPD3ja+Z9+QT1rq/uHb+z/6UV/GtDNo3CwkmY8iZRF/fKt5yK2EYVDKU69b2IDAAGA+uACOATEekXSFnGmIohc+OmnAklMpL4N/5N1bvuKlS1Va24KNI2zPImFHDmRIu/5yxeqZIJqhy4736yfv+9JB/DFFNhJ5QcKiL9RKSBZ1dTVR2kqpNU9RGcpX0vEpEOJRapMabMytq5k70DbvQmFImJoebbbxF9Se8ilZPX7Mb7a8ayvG4rsg8c4MCIh/FX+7Bp8yYGD7+Tte+sY/DwO23tliApVFJR1QnAV0BnERkKdBKR20XkTM/xdOBunOowY0wlkn3kCPsG3kLWtm3OjqgoEt6aSuR55xW5rLxmN95Yow1PXXYfPzfuyIm5czk+e3aOc2xRsLIj0EW6HgQmAhcCrTy7U4HmqjrSvfCKz9pUjCk5mpXF/tv+QtpXXzk7wsJImDKZqJ49AyrP3+zGKf/ZT0TjYURWr0NYViYjv3iJLpl7qf3dPEKqVAFsUbCSUNrLCUcBtVT1U1V9TlWfA94FIkTkPhG5X0TuCLBsY0w5kfrs+FMJBaj+7LiAEwo4MzC/NWY6DRc2Zu0762i4sDFTn3qL5mecAUBmaBjjLx7Cuqxojkw8lSxsUbCyI9Ck8gIwUUQu8dkXCoSp6vOq+i+c9VeMMRXU8TlzOPLyBO927JC7qdKv+P11Tk7tf+aAlkwcP4mu7Vrx8p+7UqeaM7blRHgkYy+5h01T3yVr717AFgUrSwJKKqp6GLgFeEhEtovIT8A84GWfczLzut4YU75lpqRw4L4HvNuRPZOIGzmixO5Xu1o0zw/sQly08zbSbO9mqhzay5HXJgLlZ0XMyiDQNxVUdYeqXozTrjIM6KKq61yLzBhTJml6OvuHDEUPHwYgtEED4l96EQkNLdH7NqkVyzP9O3FdnWxGfPky0RknODplKln79/utNrNVJoOjwKQiIvkuvKWqG1X1V39vJgVda4wpf1L/+RwZS5Y6G2FhxL/2CiE1apTKvTs1iedvd/2R0DPPBECPH+fo1GnA6dVmllCCozArP3YQkUEBlC2AzY9gTAVy4uefOTLhFe923MMjiOjUqVRjEBFqDBvCgWF/BeDw5Depevdd3vnETHAVpvrrSSAlgJ/NwFOuR2yMCYrso0c5cN/94OmiH3nhhcTeeWdQYom+8kpC69VzNvbv5/BHH5OZlR2UWExOBb6pqOrC0gikKEQkGTgHyMB5I9qmqq2DGpQxFVzq38d4J4mUuDhqPPdPJCTgZtlikfBwqtwyiNSx49hbpQaPfb+PTjXWM+ySM4tUjk1E6b7CVH+VRQoMUVXrtmxMKTjx44/etguA6k8/RWi9ukGMCGJuHMDqSdMZecVDHIuIYdX8zVzUtk6RymhXq703efSZNYOxFz5TEqFWKsVKKiISAtwOXATUBbKBXcB8YJJn+paSYgsrGFMK9PhxDjz4kHc76pLeRF8T/BmZQuPjOeOCzjTbk8Ly+q1R4O8frUDrBuftyTiK+6f/NE4ieRYnudwN/AvnC7+kF+caKyK7ReQ7EelRwvcyptJKfeFFsjZvBkCqVqX62DEltljW8j3LmLH6bWasfpu2CWd5Py/fs8zv+VVvvJG7v5tKZMYJADbsOsLx3TavbTAVt/proap+4Gf/AhG5vphl5+chYBWQDgwA/iciHcrqmi7GlFcZa9dy5NXXvNvVRj1KaJ2iVTEVhW91FNxU4PkR559HvWqRXLzzvyT/oTkAQhj/XjKVmMgwaxsJguImlTYicg6wCDgKZAFVcJYSjgL+W9QCReQboAdOu0lu81W1u6r+4rNvmmd9l8uBCX6uYfTo0d7PSUlJJCUlFTUsYyodVeXgI49CpjMELeLsPxBz44AgR5WThIQQ/ae+DJrwGsuq9OT36nVo2ySBG1t3ISayvDYZB0dycjLJycnFLqfYywmLSBLQHUjEqU7bCXyrqsnFDa4IMXwKfKqqL/s5ZrMUGxOAYx/M5MBf73U2wsJI/GIO4WcWrXdVachYt47dPXuxMaER0ZLNsnGTaNuyLuc0q1mkcmzFyJwCnaW42KnckzySi1tOYYlINZzuxPOATKA/zlQx9xalnOeff56DBw+6H6Ap86pXr859990X7DDKtOzDhzn01NPe7di/3F4mEwpAeMuWhLVuxRmr1zg7Ni5icVQ3ujSJJyzUGu1LW4m9H4pIG1VdVQJFh+N0EDgTp7ptDXC1qq4vSiEHDx7MUS1mKg/7ey/Y4X89713FMaR2bareX7aTcPSVV3LYk1SaLvqexW268emSHfTp0qCAK501XMZNGMvaLesYPP9ORg592KZ4KYZipXERaSgijfz9ALe5FGMOqrpXVc9W1WqqGq+q56vq1yVxL2Mqo4zfNnDkjcne7WqPjSIkNjaIERUs+sorvJ9PzJvHeQ1j2ZWaRlpGVr7X2YqR7ivuu+EdwFxgCjA110/xF1YwxpS6Q08+dapx/pyzib766iBHVLDw5s0Ja+70/tLjx2m20emC/OKctSzavD/P68ZNGOtdZRKchb3i+sQybsLYkg+6gipW9ZeqPiYie1T1pdzHRGRYcco2xpS+tG+/5cTcuc6GCNWefKLExqS4LeqPl3Lk5d8A2PjFd/x0Zhwrtx1iyZYDTL/7fEJCTn8OWzHSfW60Yk3OY/9EF8o2xpQSzcpy3lI8YvrdQMRZZwUxoqKJ6t3b+zn0u2Q27HLWe9m4+wjfrd3t9xpbMdJ9ASUVEakhnl9fVPWov3NUNaM4gRnH1KlTufDCC73bISEhbNy4MYgRmYrq2Hv/JdPT2C0xMcQ9NDzIERVNRKeOhMTHA1B122b6Non2Hpvy7Ub8DS2wFSPdF+ibyvvAGbl3ikgXEVkrIitEpEXxQqvcmjZtytdfO/0PfKsf3K6KyJ2kfv75Zy655BISEhKoXbs2/fr1Y+fOnTmuGTFiBDVr1qRWrVqMGJFzCdnBgwfTqlUrQkNDmTZtWo5j7777Lq1ataJ69erUqVOHW2+9lSNHjrj6PCYwmpXF4Rde9G7HDrmb0Nq1gxhR0UloKJE9e3q3r961hIgw5ytu9Y5UFqccOO0aWzHSfYEmlU+BgSLyPxH5s8/+sThTqJwP/KWYsRk/3BrImZXl9IrJnaQOHDjA4MGDSUlJISUlhdjYWG699Vbv8YkTJzJ79myWL1/OsmXL+Pjjj5k0aZL3eMeOHXn11Vfp0qXLafe84IIL+OGHHzh48CAbN24kIyODUaNGufI8pngkNJSa/32X6L5XE1q3LrGDg7NOSnFFXZTk/Rz73ddc3qGed/s/P6b4vcZWjHRXoEmlGc5Ekv8DzhGRvp79rYG5qpqKM7LelIBPPvmEZs2akZiYyEMPPZTj2OTJk2nTpg0JCQlcdtllbNmyxXssJCSEV155hZYtW9KyZUt69OiBqtK+fXvi4uL473//yx//+EeuvfZaYmNjiYqKYtiwYfzwww/eMqZNm8bf/vY36tatS926dfnb3/7GlClTvMfvvvtuevbsSWRk5Glx169fn3hP9UR2djahoaH89ttvLv/pmECFNWxI/ISXSfz6K0JiYoIdTkAiu3cHzy9K6YsW0b99TWrFRdK1aTwXnlkryNFVDoH2/lrt2+NLRIZ6Psar6sn6jJKc9r5Eba/f0NXy6m/f6mp5s2bNYtGiRRw+fJhevXrRqlUrbrvtNmbNmsW4ceP4+OOPad68OePGjWPAgAHMnz/fe+1HH33EggULiI6OJjIykpCQEJYvX07Tpv5/O5s3bx5t27b1bq9cuZIOHU7NAtuhQwdWrlxZ6Njnz5/PFVdcQWpqKlWqVGHWrFkB/AmYkhQSFxfsEAIWGh9PeLuzyFi2HLKyqL16EbPu/yPz1uxiwy6rai0Ngb6ptBSR+iISLiLnAVEiEg6Ee/4LEO9OiCa3kSNHUq1aNRo0aMB9993HO++8A8CkSZN4+OGHadmyJSEhIYwcOZIlS5awdeuppPbII49QvXr1HG8SeVWpLVu2jKeeeop//OMf3n1HjhyhWrVq3u1q1aoVqV2kW7duHDx4kO3btzN8+HAaNWpU6GuNKYzI7t29n0/M/4HQEKFHK6d9aNX2Q8EKq9IINKnMBFYDacDLnnJeA54HnhGRWz3HTAlo0ODU1BONGzdmx44dAKSkpHDvvfcSHx9PfHw8CQkJiAjbt2/3e21+fvvtNy6//HJeeuklzj//fO/+2NhYUlNTvdupqanEBjDaum7dulx66aX079+/yNcak5/Ibt28n0/Md6puQ0OEmIhQ5q/bE6ywKo2Aqr9U9RsRaQg0AVaoqncuBBHpB7TDmZ+rXHK7usptW7dupXXr1oCTSOrVcxojGzZsyKhRoxgwIO/pyQvTeywlJYXevXvz+OOPc+ONN+Y41rZtW5YuXUrXrl0BWLJkSY7qsaLIyMiw7tHGdRF/6AoREZCeTua6dWTt2kVo7dpc2ak+7/28hQNH06lRJSLYYVZYxRn82Atn4GOqpwvxzQCq+q6qjlJVe1MpIePHj+fgwYNs3bqVF1980fvb/l133cWYMWNYtcqZx/PQoUO8//77+ZZVp06dHF/s27dvp1evXgwbNow77rjjtPMHDRrEc889x44dO9ixYwfPPfdcjt5hGRkZpKWloaqkp6dz4sQJb/XajBkzvFVxKSkpjBo1iosvvrh4fxjG5BISHU1El87e7RM//QRAtZgIVJVXv1rHb56BkcZ9gQ5+vBG4HngOGISzONYNuboXm2LI641CRLj66qvp0qULnTt35qqrruK225y5O/tqR/C8AAAed0lEQVT27cvIkSPp378/1atXp3379syZMyffMkePHs2gQYOIj4/n/fff54033mDTpk088cQTxMXFUbVqVeJ8Gm4HDx7MVVddRbt27Wjfvj1XXXVVjuRzySWXEBMTw48//sjgwYOJiYnhu+++A2DVqlWcf/75VK1alQsvvJDWrVvn6I5sjFsizzvP+zn9Ryep/PTbXv63aDuzF21n+vc2YWRJCWiRLhF5XFWf8LN/rKqWqaGoeS3SNXr0aJsCvZKyv/uK78T389nbz3mDD2vZktrfzGXNjkP8eaKTYMJDQ/h0eBJVo8O919giXTkFukhXoNVfea1uZbOwGWOCLrxLZwhzmowz160ja98+zqwbR8s6VQHIyMpm7kobSlcSAh78KCI1fHeISC3A3QEexhgTgJDoaCJ8xlOl//orIsIVnep79320cFswQqvwAk0q/wR+EpG5nqlafgR+AV5xLzRjjAlcxB+6ej+n/7oQgEvb1SUs1KnRWb0jlS37/M6Ha4ohoKSiqilAF2AWsAX4CDhHVde6GJsxxgQsR1L55VcAqleJoFuLWjRKiOG8FjWJt67Frgt4kS7PdCw5FucSkQdV9R95XGKMMaUmoqtPUlm2FD1xAomM5KnrOyDAlO82kno8g9io8LwLMUVWqKTiWcWxc0GnAb0BSyrGmKALrVmT0CZNyNq8GU6kk7FyFRGdO3mnwwf4YvlO/tz9tFU8TDEU9k2lK7AZKKhzd7tiRWOMMS6K6NyJ45s3A5C+eDERnTt5j/3hjAR+2WgdVt1W2KQyU1VnF3SSiJy+Co4xxgRJRKdOHJ/5IeBMhc/tt3mPtW9YnV827mPj7iOckVj0+euMf4VqqC9MQinKeaZsGjt2LHfeWT4XZzLGn4hOHb2f0xctznEsJMTpBfblit85eiLnOvUmcMWZ+8uUoCZNmhAVFcX+/ftz7O/YsSMhISE5Ft9yy8MPP1zoaVOmTZtG165dqVatGo0aNWLEiBFkZ2d7jx84cIA//elPxMbG0rRpU+/0/AA7d+7k6quvpn79+n6fZcSIETRq1Ihq1arRtGlTxo4d684DmkonvG1bZ3JJIGvLFrL2n6pM2bTnCBt3H+Y/P6Yw6ev1wQqxwrGkUkaJyGlfxitWrCAtLc31deoDcfz4cV544QX27dvHzz//zNy5c3OsuzJkyBCioqLYs2cP06dP5+6772b16tWAswLlZZddxsyZM/0+y1/+8hfWrl3LoUOH+OGHH3j77bdtMS8TEImIILxNa+92xrKl3s+7D6XxzardHE/P4qsVO3Fppe5Kr9wmFRHpLyKrROSIiKwXkW4FX1W+DBw4kKlTp3q3p06dyi233OLd7tmzJ5MnT85x/MILLwScmYxPTgYZFxdHREQEt912Gz/99FOO/dHR0ZxxhtP75YknnmDgwIGAM4twSEgI06ZNo3HjxiQmJjJmzBjvvQYPHky3bt0ICwujbt263HTTTd4VJo8dO8bMmTN5+umniY6Oplu3bvTp04e33noLgMTERO666y66du3qd4GwFi1aEB0dDTjLDoeEhNiywyZgEe3bez9nLF3m/dylaTxVo5xm5X1H0sk8bssNuyHgcSrBJCK9gbHADar6i4jUdfser3/zG28kbzht/+1JzbijZ/NCnZ/XuYV17rnn8tZbb7F27VpatGjBe++9x/fff8+oUaPyvObkb/7Dhw9n+PDhAGzbto1zzz2Xfv36ce6553L4sDPtd2ZmJr1796abz6JGud8c5s+fz/r161mzZg1nn3021157LWeeeeZp9/3222+966qsW7eOsLAwmjVr5j3eoUMHvv3220I/+zPPPMPTTz/N0aNHOeOMM05b18WYwgrvcCqppC87lVTCQkPo1rIWc5b9DsCJg81Ou9YUXXl9UxkNPKmqvwCo6u+q+ntwQyoZJ99WvvzyS1q1akW9evXyXP7Xn+PHj9O3b1/uu+8+Lr300hzH7rnnHmJjY3n6af/rqYkIo0ePJiIigvbt29OhQweWLl162nlvvvkmCxcu5MEHHwROX3IYnGWHTyazwhgxYgSHDx9m8eLFDBw48LTyjCmsiPan5gDzfVMB6N460fv5xCEbr+KGcpdURCQEZ9xMoqfaa4uIvCQikQVdWx7dfPPNzJgxgylTpjBo0CCgcKs3nnT77bfTunVr7xf+SRMnTuTbb79lxowZ+V5fu3Zt7+eYmJjT1qOfNWsWjzzyCHPmzCE+Ph44fclhcJYdrlq1aqHjPqlDhw5ERUXx2GOPFflaYwDCWraASOfrIev338ny6fxybrOa3sGQEprB8XTrBVZc5bH6qzYQDlwLdAMygdnAKOD//F3gu3ZGUlISSUlJBd7kjp7Ni1R1VdTzC6tRo0Y0bdqUzz77LEf7CUCVKlU4duyYd3vnzpxTeY8bN47169d72zpO+u6773j88ceZP39+QF/0J82ZM4fBgwfz6aef0qZNG+/+li1bkpmZyYYNG7xVYEuXLg142eHMzExbdtgETMLCCG/diowlzlt2xooVhHbvDkBMZBjjb+zE3tQTTEx5keiIPwcx0uBKTk4mOTm52OWUuaQiIt8APQB/dTzzgT6ezy+q6m7PNc8Bj1KIpFIeTZ48mQMHDhAdHU1WVpa3+qtjx47MnDmT22+/ne3bt/PGG29Qp04dAD777DNeeuklFixYQETEqUnztm3bRv/+/Zk2bVqONg9/8qtm+/rrr7n55puZNWsWXbp0yXEsJiaGa665hscee4zXX3+dxYsXM3v2bH744QfvOSdOnCAz0/mtMC0tjRMnThAZGYmq8vrrr3PDDTdQvXp1FixYwIQJE3j00UeL9odmjI/ws9qdSirLVxDlSSoA5zSryfH0TCamwNG0TKpElbmvxVKR+xfuJ544bR3GQilz1V+q2lNVQ1Q11M9Pd1U9CFT4hRB8q7iaNm1K586dTzt2//33Ex4eTp06dbj11lu5+eabvee899577N27l9atW3t7ew0ZMoS5c+eya9currvuOu9ywe3a+Z9dJ3c1m+/2008/TWpqKpdffrm3/CuuuMJ7fMKECRw7dozExERuuukmXnvtNVq3PtW1Mzo6mri4OESEVq1aERMT4z324Ycf0rx5c+Li4hg0aBD33nsvQ4cOLeofoTFeEWedekvOWLHitOPREU4i+WnD3lKLqaIKaDnhYBORJ4A/AlfiVH99BHytqqP9nGvLCZsc7O++8klfvJg9VzqVHGFnnEHt7+addk6fWVdwVbUXSqQauzwKdDnh8vqe9xRQE1gHHAfeBcbke4UxptIKa9UKQkIgO5vMzZvJPn6cEM9YqNyys9U7hYspujJX/VUYqpqpqkNVtYaq1lPV+1U1PdhxGWPKppDoaMKaNnU2srPJXHv6eoKaHcr2/cd49uNVReq2b3Iql0nFGGOKKsd0LatW5ziWna3sW3kLc5b9zqyF29i815YZDpQlFWNMpRDe2jeprMpxLCRECKuyy7u9YIOtsxIoSyrGmEohzGcsVcbq1acdj6h6arbsH9dbL7BAWVIxxlQK4a1beT9nrl13WrtJRNyppLJo834yMrMxRWdJxRhTKYTWr49UqQJA9oEDZO/Zk/N4xCHqVnd6hKVnZrNy+6FSj7EiKK9dikvE8j3LWL53ufN57zLa1XRmN21Xsx3tarXP71JXyzDGuE9ECDvzTDIWLQIgY80aQhMTfY5Dzza1WbPjEJHhoTSMj8mrKJMPSyo+2tVq7/3i7zNrBmMvfCYoZZRXn3/+OcOGDWP9eltFz5RN4a1OJZXMNWvBZ7oWgL9eeiZZ2crkeRv8zhNlCmbVX2WM7wJaoaGhxMTEePf5rgJZVuU1g/L3339Pr169SEhIoHbt2tx0003s8al+UFXuv/9+4uPjSUxM5P/+L+c0brfeeistW7YkNDSU9957L8/7d+vWjfDwcHcexlQ44T5rAWX4GasCEOoZ+Lho836/x03+LKnksmnzJgYPv5O176xj8PA72bR5U6mWcfjwYVJTU0lNTaVx48Z88skn3n0DBgwocixlxcGDB7nnnnvYsmULmzdvRkS48847vcdffPFF5s6dy5o1a1i0aBHvvvsu06ZN8x7v0qULr7/+ep7zlIEz8WZYWFiZWG7ZlE1hLVt6P2esy/uNOi46nBQbqxIQSyo+Nm3exMBHbmZrlxTOHNCSrV1SGPjIzUVKCm6UcZKqntZDJS0tjaFDh1KvXj0aNWrEQw89RFZWFuBUP7Vo0YK///3v1KpVi4YNG/LZZ58xe/ZsmjdvTq1atXjuuee8ZWVlZfHEE0/QrFkzqlWrxjnnnMPu3bt5+umnT1uKeMiQIQBMmjSJ1q1bExcXR8uWLXnzzTfzjH/8+PF07NiR3bt3c+WVV9K3b1+qVKlCdHQ0Q4cOzTFr8bRp0xgxYgSJiYk0aNCA++67jylTpniPDxs2jB49euT5FrJv3z6effZZxo4dW+Q/Z1N5hLc4Na9X5m+/5TlyvmvT+NIKqcKxpOJj3ISxxPWJJcwz9XVYVBhxfWIZN6HwX1RulJGfxx57jBUrVrBy5UoWLlxIcnIyzz77rPd4SkoKkZGR7Nq1ixEjRnDbbbfxwQcfsGLFCr788kseffRRfv/dWSRzzJgxzJ49m6+++opDhw4xadIkoqKiGDVqlPftaNmyZdSsWZMbbrgBgHr16vH555+TmprKa6+9xtChQ1ntp8//o48+ysyZM5k3bx6JPo2hJ82bNy/H+iqrVq2ivc9a4h06dGDlypWF/nMZMWIEDzzwAAkJCYW+xlQ+IXXqIJ41hDQ1lexdu/ye17RWLAC7U9NKLbaKwpKKj33H9nmTwUlhUWHsO1b40bVulJGfGTNm8OSTT1KjRg1q1arFqFGjeOutt7zHq1SpwoMPPkhISAj9+/dn165dDB8+nKioKDp27EizZs1YvtzpnfbGG2/wzDPP0NQzJ1KHDh2Ii4vzlnX06FGuvvpqHnnkEe86C1deeSWNGjUC4KKLLqJHjx58//333muys7MZNmwYP/30E3PnzvW7DPDChQsZP368NxlmZmZy4sSJHOcWZfnhH374gWXLluWoTjPGHxEhrEUL77a/KjBVZfaibSSv2sUtr/1IWkZWaYZY7llS8ZEQk0BmWs7lRDPTMkmIKfxvv26UkZ+dO3d6v9QBGjduzPbt273btWrV8n6Ojo5GRHK8KURHR3uXBN6+fTtnnJH3utyDBg3i7LPPZtiwYd59s2fP5pxzziEhIYEaNWrwzTffsHfvqdHHu3fvZsqUKYwaNSrHGiknrV69mquuuopJkybRtWtXAMLCwoiMjMyxBHFhlx/Ozs5m6NChvPzyy0D+C4sZAxDe8lRSyVy37rTjIsI7P6awYfcRDhxNZ5WNVykSSyo+Rg59mNTZR7xJITMtk9TZRxg59OFSLSM/devWJSUlxbudkpJC/fr1AyqrQYMGbNiwwe+x0aNHs3PnTl599VXvvmPHjnHDDTfw+OOPs3fvXg4cOEDPnj1zfJHXqVOHWbNmMWDAAH755ZccZW7YsIFLLrmEcePGce211+Y41qZNG5YuXerdXrJkSaGWH96zZw8rVqygb9++1K1bl+7du5OZmUm9evX49ddfC/XnYCqXsFztKv50bFzD+3nJ5gMlHlNFYknFR9MmTXlrzHQaLmzM2nfW0XBhY94aM52mTZqWahn56d+/P0888QT79+9n9+7djBkzhoEDB+Z5fn6/ud9+++088sgjbNrkdCJYsmQJhw4dYtasWUyePJmZM2cSFnaqKu/48eNkZmZ634Zmz57td03riy++mMmTJ9OnTx+WLFkCOMmvV69ejBw5kkGDBp12zaBBgxg/fjy7du1i69atvPDCC9x6663e4xkZGaSlpaGqpKenc+LECQBq167N9u3bWbJkCUuXLuXDDz8kNDSUpUuX0qlTp3z+JE1lFdbsVFLJ2LDR7zm+SeWXjTa5ZFFYUsmlaZOmTBw/iTMHtGTi+EkBJQM3ygD/Yz6efPJJ2rRpQ9u2bencuTMXXnghw4cPL3QZvtsjR47kiiuu4KKLLqJatWrcfffdpKen8+6777J7925atGjh7QV2shF8/PjxXHnlldSsWZPZs2fnWELY1+WXX86rr77K5ZdfzooVK5g4cSJbt27l4Ycf9i5j7Fst99e//pVevXrRunVrOnfuTL9+/XIky+7du1OlShUWL17MLbfcQkxMDAsWLAAgMTHR+1OzZk1EhFq1ahEaGlq4P2hTqYQ3b+b9nLnB/5tKh0anksrK7YfIzLJ5wAqrXC4nXBSBLifcZ9YVzO77SbHu7UYZxn22nHDlppmZ7GhxJqQ76/rVXbOKkKpVc/x7VVX6/HMeew47b8TvDO1G08TYoMUcDJVtOeES4TtvV9uEs5ix+m0g8Lm/Ai3DGFNyJCyMsCZNvI30mRs2ENGxY85zRLjn0jPZefA4qcczKl1CKQ5LKj585+2Cm4JWhjGmZIU1b3Yqqfx2elIBuKRdXdLSs3hr/ibSMrKICrfq1MKwNhVjTKUT5tOVPnNT3rNdREU4iWTNjtQ8zzE5WVIxxlQ6OZLKRv89wHwt33qwJMOpUCypGGMqnbAzTvXIzNyY/7x8TWpWsVH1RWBJxRhT6eSu/sqvF2zbBtXJzMrm9wPHSiO0cq/SNtRXr17dupVWUtWrVw92CCbIQuLjkWrV0EOH0KNHyd692+95635PZcxHK1m7M5VfN+3njTvOLeVIy59ymVRE5DB4F2YTIBqYoKr3FraM++67ryRCM8aUAyJCWNMmZCxxpgbKq12lepUI1vzuNNKv//0wWdnqXcTL+Fcuq79UtaqqxqlqHFAbOAbkvRxgBeZvmpSKpCI/X0V+Nij7z5ezCmyz33MS46KoVTUSgPSsbDbtOeI9VtafL1jKZVLJ5Xpgt6rOD3YgwVDR/8euyM9XkZ8Nyv7zhTVu7P2c6TNJa25tGpxakmHltlMzFpf15wuWipBUBgHTCjzLGGN8hDVp4v2c15sKQNv6p5LKqu3Wtbgg5TqpiEgjoDswNdixGGPKl1CfpJK1eXOe57Wq5ySVqPAQTmTYxJIFKXMTSorIN0APTjXE+5qvqt19zh0F9FLVnvmUV7Ye0BhjyolAJpQsc0mlKERkLTBGVe1NxRhjyoByW/0lIucD9YD3gx2LMcYYR7lNKjgN9B+o6tFgB2KMMcZRrqu/jDHGlC3l+U0lTyJyWERSPT+HRSRTRF4IdlxuEpHGIvKJiOwXkR0i8pKIVJi/TxFpJSJzReSgiKwTkb7BjilQIjJURH4RkTQRmZzrWC8RWS0iRzzP2yhYcQYqr+cTkXAR+a+IbBKRbBHpnl85ZVU+z3eOiHwhIvtEZJeIvCsidYIZayDyeb7Wnv37Pc/4hYi0Lqi8CvMl5KuSjLh/BdiF83wdcXrMDQlqRC4RkVDgI2A2UAMYDEwXkeZBDSxw24GngDd8d4pIAvAB8CgQDywE3i316IrP7/N5fIezWt3vpRqRu/J6vhrARKCx5+cI8GbphuaKvJ5vO3CtqsYDNYH/Af8pqLByOfdXEVXUEfdNgZdUNQPYLSJzgLZBjsktrYC6qnry7fIbEZkPDAQeD15YgVHVWQAi8gegvs+ha4AVqjrTc3w0sFdEWqrqulIPNEB5PZ/n/80XPcfK7QCPfJ5vju95IvIykFyqwbkgn+dLBU6uThYKZAPNCiqvQr6p5FJRR9w/DwwQkWgRqQ9cBnwW5Jjc4q9vvABnlXYgJawtsPTkhqoeAzZQcX45qGx6ACuDHYTbROQATm3PC8DfCzq/QieVCj7i/lucL59UYAvwi6rODm5IrlmD8/b1oIiEicglOP9gY4Icl9tigUO59h0CqgYhFlMMItIe+D/gwWDH4jZVrQFUA4bh80tQXip0UsF5S/leVfOeLa4cEhEBPscZoxODU98ZLyLPBDUwl6hqJtAXuBKnLv5+nLaGbcGMqwQcAeJy7YsDDgchFhMgT1vfp8A9qvpDsOMpCap6HKf9aJqI1Mzv3IqeVAYCU4IdRAmIBxrgrCGToaoHcBoILwtuWO5R1RWqmqSqtVT1Mpy63AXBjstlK3E6WQAgIlVwnrPCVaFUVCLSGPgSeEJVZwQ7nhIWivNLbP38TqqwSaUij7hX1X3AJuBuEQkVkerALcCS4EbmHhFpJyKRIhIjIg8CdSinvyB4/o6icP5RhnmeKxT4EGgrIn8SkUjgMWBpeWqkh3yfDxGJ8BwDiPQ8Z7mS1/OJSD1gLvCyqr4e3CgDl8/zXSwiHUUkRETigOeA/cDqfAtU1Qr5A7wGTAl2HCX4fO2Bbzx/ybtxqodqBjsuF5/vWc+zpQKfAGcEO6ZiPMvjOD1nsnx+HvMcu8jzj/Qo8DXQKNjxuvx8m3Ltzypvz5jX83l+sjz/j6biVFumBjteF5/vOs//m6k4wxc+Bs4qqDwbUW+MMcY1Fbb6yxhjTOmzpGKMMcY1llSMMca4xpKKMcYY11hSMcYY4xpLKsYYY1xjScUYY4xrLKkYY4xxjSUVY4wxrrGkYkwxiUgXEflIRJ4M0v2ricj/lcJ97vUsD3xlSd/LlF+WVEy5JyJ9RGSKiAwLUgixwAeq+liuuJ4QkZUiki4idf1dKCL3edZvny4iAwK8/59w5oFDRLp5yjouIsl53DNERNaIyFER+beItCrMTdRZifMlnFmyjfGrMiwnbCo4VZ0tIp2BzsGOxZeqPu4sfcOfcaa0z7FOu4g0BDoAa1T15mLc6gJVneK553xgvoikAreLSBNV3Zzr/CScxZZ2qOpfingvf6tyGuNlbyqmotgU7ADykA1sBpr6OdYbSAO+D7RwEYkH9vk5tAv4CrjJz7F6wI5A72lMfiypGFNCPCsCrgdSgCa5jl0AfAd0A+YX4zbX4KzL4s/bQI43IM+6GceKcT9j8mXVX6ZC8qzI9zdgA1AdWK+elflEpCfOl/E6oLXnnMuB69RZRdMt3XDaOlrh86biWcCqCbAcaEsx3lSAc1X13372KzALmCgiXVR1oWf/JcAXwIXFuKcxebKkYiocEYnF+eI892SSEJF3RCQNZ6W+j4DWqrpdRB4DqgJ3Agd9yngSeF1Vt/rs+z9gFdAFGKWq2QWE0khVt4jIZuACn/3XADOBnsBuVd0Q4HPWBPbkdVxVj4nIRzhvKyeTSpyqHvG09RjjOqv+MhXRrcC2XG8dHwOP4rwhVMFZLRNgJ9BFVTeoqopIFRG5BxiAT6O0iCQBVVX1A5w3m9uLEM9mPG8qIpIIHFbVY8D5FK/q6zrggwLOmQ709/T4SiCfJOSJ7yzP8sZ9PM9sTJFYUjEVUStObzdI8+xfASwBunr2d8Lni1lVj6rqS8DWXNd3BxZ5Pi/CWQY4TyJSA9jr2dwM1PdUe12hqnM8+y+geFVfZ6vqr3mF4PnvF57/9gYuxnlTyyvmHoCo6oeqOhtYKSI3FCM+UwlZUjEV0VagZq59icAmVc0C/gOcLyJDgc9PdsfNJXf9UCLOOvLgrNntd9yJj/OBHzyft+D8W7sGWAAgIuHAH3Aa60+/uUj3/AoXkdrk34NLATxVdO8BA4FwVc3Mo7wEIENVl3sLUN0DzBORc/KLxRhfllRMRXIyEbwJ1BWRWj7HLgPGeT63Al5U1QmqOquQZYcAWZ7PYThdhfNzPk5DPJ4v8h1Ae1Vd6Tne1VPekhwPIFJPRG4HOnuqovrmUf71wPv53L+6z+fpOAktv7abjqr6gyeG7iJynSf2XUBcPtcZk4MlFVPuiUgf4B6gt4g86PkivBQYJSIPishYYKaqTvdcsg846hlRvlVEvhCRLgXcZidOWwxANZxxIP5iaSci7wHDgXc8bSgA84B/iONfOCPTFXjed7S9qu7A6QxwPU5D/kd5xNNFVZfk3ukZUf85MEREpopIoqr+Anyhqj+KSKyITAD6AWeLyOueEfXqU0wP4Gqf7SyMKSRR1YLPMqaCEJF+wDnACFXN8PQU6wU8q6pn+pz3DXCLqm7xbCcBF6vqKE9Dvqrqy55jPYDGqjrNhfjqAyNx3iqOA3tUdaafc+5U1ceLez+fMhNwesR9n2t/ItBAVRd5tl17VlMx2ZuKqWzaActVNQNAVY/gjCXJAKetwzOHWHPgryLSxnNeMhAlItfj9OSaVBLBqep2Vb0HqKKqE3MnFI/rgf+6fN99gJx8XvB2Wb7gZEIxpjDsTcVUKp4R5fcAUcB+IAKoA/xbVdcHWGYPoImqTnUt0Pzv96aq3lpCZZ+Fk1CzgUOqOi/XcXtTMfmywY+mUlHVNGC8y8UeAf4kIs1yz1TsNk811dqSKl9VV+B0u/Z373txZgmwhGLyZG8qxhhjXGNtKsYYY1xjScUYY4xrLKkYY4xxjSUVY4wxrrGkYowxxjWWVIwxxrjGkooxxhjXWFIxxhjjmv8HmCGMGjF3TT4AAAAASUVORK5CYII=\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'GSMF_Quiescent'\n", "xlim = (7, 13)\n", "ylim = (-7, -0.5)\n", "xlabel = r\"$\\log_{10}[M_*/{\\rm M_{\\odot}}]$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [2.75,2.25,1.75]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SFRF \n", "Star Formation Rate Function" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:04:58.273039Z", "start_time": "2018-05-04T07:04:57.126225Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:20: RuntimeWarning: divide by zero encountered in log10\n", "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:22: RuntimeWarning: invalid value encountered in subtract\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'SFRF'\n", "xlim = (-1, 3)\n", "ylim = (-6, -1)\n", "xlabel = r\"$\\log_{10}[\\rm SFR/M_\\odot yr^{-1}]$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [7,6,5,4]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# GLF \n", "Galaxy Luminosity Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## UV" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:00.269391Z", "start_time": "2018-05-04T07:04:58.273973Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in log10\n", "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:20: RuntimeWarning: divide by zero encountered in log10\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'GLF_UV'\n", "xlim = (-15,-24)\n", "ylim = (-7.5,-1)\n", "xlabel = r\"$M_{1600}$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [10,9,8,7,6,5,4,3]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# BHMF\n", "Black Hole Mass Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## local" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:00.584398Z", "start_time": "2018-05-04T07:05:00.270375Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:20: RuntimeWarning: divide by zero encountered in log10\n", "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in log10\n", "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:22: RuntimeWarning: invalid value encountered in subtract\n", "/home/yqin/3rd_party/lib/python3.6/site-packages/matplotlib/axes/_axes.py:2860: RuntimeWarning: invalid value encountered in double_scalars\n", " high = [thisx + thiserr for (thisx, thiserr)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'BHMF'\n", "xlim = (4.5, 10)\n", "ylim = (-6, -0.5)\n", "xlabel = r\"$\\log_{10}[M_{\\rm BH}/{\\rm M_{\\odot}}]$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [0.0, ]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shen et al. 2012" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:01.509016Z", "start_time": "2018-05-04T07:05:00.585358Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'BHMF'\n", "xlim = (6, 11)\n", "ylim = (-15, -4)\n", "xlabel = r\"$\\log_{10}[M_{\\rm BH}/{\\rm M_{\\odot}}]$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [0.4,0.6,0.8,1.0,1.2,1.4,1.6,1.8,2.15,2.65,3.2,3.75,4.25,4.75, ]\n", "\n", "fig,ax = plt.subplots(1,1)\n", "for z, color in zip(zs, colors):\n", " obs = number_density(feature=feature,z_target=z,z_tol=0.05,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " if obs.target_observation.index[ii] != \"Shen2012\":\n", " continue\n", " data = obs.target_observation['Data'][ii]\n", " label = \"z=%.2f\"%z\n", " datatype = obs.target_observation['DataType'][ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker,markersize=1)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"Shen2012\",horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower center', ncol=2)\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DRAGONS" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:01.843129Z", "start_time": "2018-05-04T07:05:01.510127Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No available data of BHMF at 0.90" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'BHMF'\n", "xlim = (4, 10)\n", "ylim = (-6, 0)\n", "xlabel = r\"$\\log_{10}[M_{\\rm BH}/{\\rm M_{\\odot}}]$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [0.55,0.95,2.0,5.0,7.0]\n", "\n", "fig,ax = plt.subplots(1,1)\n", "for z, color in zip(zs, colors):\n", " obs = number_density(feature=feature,z_target=z,z_tol=0.05,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " if \"Qin\" not in obs.target_observation.index[ii]:\n", " continue\n", " data = obs.target_observation['Data'][ii]\n", " label = \"z=%.2f\"%z\n", " datatype = obs.target_observation['DataType'][ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker,markersize=1)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"DRAGONS-X\",horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower center', ncol=2)\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# QLF \n", "Quasar Luminosity Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## UV" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:03.097313Z", "start_time": "2018-05-04T07:05:01.844092Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in log10\n", "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:20: RuntimeWarning: divide by zero encountered in log10\n" ] }, { "data": { "image/png": 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\n", 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gO/EEQYPHVl5QUgAxP8GejyF5L2TF1r7VsbmbtuT+qAe1Gk8DGkoq5Zb6BbN34Jw22QRMJRWlq1NJpQ4qqTROcW4mp7avJ/nANkoL8yjMTCUz9iD+A0Yx7Jb5eEdU/iKntAiS/oSDX0P8Jkg/CsW1LHRpcIWICdqS+2FjK/tzztLYpPKoTzeyo6a0ySZgKqkoXZ1KKnVQSaVp8lISOb7+Kw6v+m/FlsgAYWOnMGTWw7j7V+24l5BxAk6sgyMrtdFi2SepNmIMAAHevWDkXTDiL+DiUe3VxiaVquVa85e+lJJrBtzANwc+a/FmNUU5V9SXVAxtHYxy7nL3D6HPlFvIPR3Dqe0/U54gTm75joRt65jy8mrMQeFaYSHAp6d2DJwFJ7dotZfkPdpKyKXly8RIyDgK6x6GjYu1rY7HzofAwXXWXtrTmm/XkF2cxdqVa1ttyHJjqHkzSkfVYE1FCHEF0HDjd+0ypJRrHLy21amaiuMy4w6z44OnSDuq7SRptPgRcdF0Ii6ahjmkR+1/xVtLtKRyeCWc3Kw1jeWdqVlO6CFgEJx3P4lXLewwNRUpJTdNvYWLDJe12iAAR6jmOKWtNXeeyq1AHBDvwDG7mbE3mRAiWghRKITIEULkCiEOtXUMXYElvC8Tn/6U8f/4L+bgCHwiB5OXFM+B/73LifVf1r5hmMEZQs6DS56G6R/B+MXQd4a23Iu+ctFLpE3rl1l9B35XpcDquyH9mNak1o7WfLuGoMIwNWRZUerRmOavzVLKTY7cXAgx1JHrmkkC90gpP2qH9+5yAgePZeor31GUk0HCth9JPbKbpP3byIg5SNiYyTi5umGJ6I9Op6+8SAiwRMCIudD/Okj4DY58C8n7IOMYFKRVFHUOKIGd78CfH0HI+TDtA/Dp1ebPKaXks/e/4CKPywDobe7Pp+99ztRpUztEbUVROooGaypSytccvXlzrm0m9VPexoxmb3pOnEXfK2/D6OlLaVE+R39Yzk9P3siPf7+WzPgjtV/o6gW9J2sLU059E85/AHpOBkuk1gxWzlYMJ3+FD8ZA3K9t81BVVK2lAKq2oih1cHhGvRCif8Ol2s3zQogUIcSvQoiL2zuYrkIIgXd4P4bc8BCBg0aTcXwf0mYlK/4wPzx2NbuWvVBzqf1yeicIGgYX/x9c8Q5c9CQMuJ7s7WZwMVeWK0iDT6fCnuVt2hy28/dd5Hins9OwmdWHV7DTsJlcnwx2bNvZZjEoyrmg3uYvIUQ36v6r/3bg0RaPqPnmAweBEuAGYLUQYoiUUm200UacjG5EXDydzNhDHP/pM6TdDtLOkbVLObn1e8b+9VX8+gyr/WIhwCsMht0K/WaQ9+AmPO+bAYnbtQOp7euyei5kxWnzXPROrf5MVee6vDttOfO+UR3jilKbhmoqc4H1wBJg6VnH9a0aWS2EEL8IIexCCFstxyYAKeUfUsp8KWWplHIZsAWY0taxdnU6nZ6Rt/8fk57/Go/gHhXnC7PSOLntRwoykhu+ibGshnLZv+HK97T+l/ImMWuRNgR5zb1QnNsKT6AoiiPqralIKRcIIVKllG+c/ZoQ4r7WC6vOeMY7chn19LEsWrSo4uOoqCiioqIceAulLt7h/Zj68moOrnyf/d+8hTm4B9bCfPZ+/hohI6IIGnYRBmdj/TfRG7R5K9M/0prC9i7Ttji2W+HPDyA/qW0eRlG6qOjoaKKjoxtVtjHzVNyklPm1nHeSUpY6FGErEUJ4AqOAjYAVmAW8AwyXUh6rpbyap9KG8tPOkHZ0N6f//BW9wRm7tRQnkzsRUTPwCuuDrpaFJmvMqC8pgJ//Drs/gNKCynK7enDmqnfBza/VJwN2tHkhHS0epfNr1oz6sxOKEMJfSpnS0RJKGSfgGaAPYAMOA9NqSyhK23PzDcLNNwjfXkM4seFr8tPOIO12jqxZQnbiCYKHXsTAa+5GZ6inj8TZBJe+AHoX2PVfKM4CIGR4DCHFD8H4V2HWxA45G19RugJHlmmZBbze0oG0BCllGnB+e8eh1M/NL4SB19zDmb1bSfj9R4qyM8iMOUBmzAHiNq9maM9L8Cw2IPRa/0nOy/9G2mzog4Nwv/lmLbGMX6R10O/6AApStBunHoDV8+Cif8CQW9qkA19RlOocSSrqT0Cl2XQGJ0KGX4wlvB8bnp5TcT4/5RRbUpYRku1E94OZGIDcf7+Cvls3fD7/tPIGzm5a8tAZ4M+lkHNSO58VA78sgNzTcMGDNRaoVBSldTkyT0V1QigtxuTtz+X//B+RE2Yiqsy6T/QsJbG7KwDCbMbjrw/hFB5e/WJnN21I8bDbyT9sqjyfmwi/v671veScboOnUBSlnNpOWGl3BicXzr9zMROf+QyPslWOnUweeLuVdbCfPxzX666p/WJnNxj7KFm/WiCgyqpABamw71NY9ygk72/dB1AUpYJKKkqH4RM5iCkvr2HAtffg12cE2VddSGmwLydHBHLgm7fJS6ljr3tnN0BAvxkQekHl+aIsOLIKfn4CYta3+4KUitIVqP1UlA5Fp9cz+Lr7Kc7LInbTKs7casPo6UNxTib7v/oPehcj3pGD6RE1veZCjmMe0f41mCB+o7bacWk+xKwDWxHkJMKgGzpVB76Ukh+PreFOeZNa2FLpEBypqbzb4lEoyllc3L3oM/kWel92E9biQmylxbhYfIndtJLt7zzBmgcvI2H7T9UvcnaD0Q9D+MUQOUkbdgzaYpSxG2D3h/DbvzvVDPyqm4YpSkfQ5KQipSxujUAU5WxCCHx6DWbIjQ/jHTmQ5L2/YStbkDIvOYHNLz/Ad3+bRtL+bZUXubhriSV0lLbasbO7dl7atNrL4VWw8alO0YFfvhz/dQNu4tP3PkdN5FU6Aof6VIQQE+s4f0/zwlGUmpxNHvS89HqGzZ6PJaJ/tYmN2SePsuWVh5BAUXa6dtLFHUY/AkFDoecUcPWpvNmprRAbDb8sbFIH/ul9Sez4bA87PttD0AD/io9P72u/JWLUpmFKR9TgMi21XiTEFinl2LPOeQGbpJSDWyq41qaWaTn32K2lnNz+E/u/fIPcM3EA9HIJJ2j9frLHDcbNJxDPoefjNXceFOfBby9D2lGtlpJbpaPffxAEDIGht0KPCefcDPyqWxuXLZnRobY4Vjq35m4nXJvhQohnhRCGsje4FPgTaPst+ZQuRWdwInzMFC5/4RuGTf4LISkQuF6rcXj+uhcZvZVjKfuJ3bSSosJirSnMpxf0uBQsPStvlLIPEn/X1hDbswxsHXHVobqpTcOUjsrR0V8jgVTgaSGEN3Ax2vItitImDEYTfec8QiAW8p55HgqLsBmdKZo8DufInpzZs4WdHz1DyPAohlx7F6bDH4NOr3XmJ+/RbpJxTFtC3y4hLwlG3l253H4HV7FpGJs5vT+F4IH+SB/Jjm07uWL6Fe0dntKFOdr8NQptE6zlwAlglZTyvy0cW6tTzV+dQ8aDD1H49TcUnz+I5AmDcDFbyDixn9TD2q6MehdXwsdczuBuNoyl6ZB+CBK2Vt7A5AcRE8AjEAbOgqDh59SwY7VKsdLW6mv+cjSpFABpwDwp5fdCiKHALcAYKeXoZkXbhlRS6RxkSQkpV1yF36pvyTx9grhfVxEb/T9KC6oPHXYyedCnXyh9IjxxLjoNJ9ZVvuhihj7Ttb4Vo5c2kTJkFDg1sNdLB6CSitLWWiOpHACipJSpVc4FAbuklEEOR9rGVFLpnGzWEpL2bOXgt++REXsQe2nlKPjgoWMxFp0myNeZYIvEcGINSLv2osGo1Vh8+kBhutZU1mcahI0tm7XfMamkorS11uiof6tqQgGQUp4BzrkmMKXz0RucCRkRRdTj7zHyjifx6t4PoTfgERSBd8+hGHtezOnUYnYeyCLFZyJS56xdaC2CY2thz1LtY4Mb7PsMfnwYDn0LRdnt+2CKcg5wqKZScbEQYYBBShlTvnlXy4XW+lRNpWsozEzhRPQKMmMO4mrxx9ndE2ErwR7/K4XZmbjoSokQB/Ay5FS/0NwNekwEN3/ITwah00aR9bgU3Hzb52FqoWoqSltrjeavnsCXQF/gf1LKm4QQtwCpUsofmhVtG1JJpeuQUpJ7Jo64X1eRn3oao6cPBoMeEraQGHOSzMx8giyS0QFxuIizFo3w7ac1i7mYtVFiSAi7EHpNBo/2b+1VSUVpa63R/PUU8LCU0gSsA5BSfgz0d/B+itKqhBCYgyMYeN199Jp0AzZrKfmZaRR69CEzU9sx+0ymYNXxnsRYeyNFlR+NtEPwx5vawpSuFvAIgYTf4OfHYftbkBWvVkBWlDKOzlP5XUoZXfZx1Z+mjj9URunSdDo9vr2HYgnvR9L+34j5ZQUuZm+KczIAsFpt/H5MR4zvcC6MyMaYd6zsSgmnd0DyXggdA91Ga7tOJu+BxO0QMAj6XAXePc+52fmK0pIcTSoDhBDdpZTx5SeEEN2A7i0TlqK0Lr2zCyHDo/DrPYyEHeuJ3fAV6cf2YrdrI8EKSiS7MiMI9okgjMPoyrcrtpVAfDSc2QHdoyBoGCAg4wRsega8e0Hf6eDXH3RquyKl63G0T2Uo8CMQCzgBBUAoMFFKebxFI2xFqk9FKZefdoaj3y0l9pevsRUX0rNvN/QubhQWFKITgj7d9Hikb0MUpFa/0ORbOQwZoDADSnLAIxT6X62tL6Zv3W2LVJ+K0tZavKO+7Kb+wBwgAjgGLJFSZjgaZHtQSUWpym4tJf6370nY9D88ZBoGeyG4mLFa7RQVFuEb4E2EVw6GhE1QctaeLOYwiJwI5lCtf6U4W9t50uQLfWdAyHlgcG6VuFVSUdpaqySVOt7oNSnlgy12w1amkopyNikl6cf3cuKnz9HnncKl6DQYXJF6F3Iyc0BA/6G9sBQeQSRs1prDqiofKWYqW26/OFebSOlihoHXaxMpW5hKKkpbqy+pNFgvF0JEAu834n1cgd7AOZNUFOVsQgh8ew3B1eLP0e+XU5DmiWthLBRnk5aSQWF+IbnZefQa0JPuw+/G6fRvWgd++az8tEOQfkRbP6z7xeDioR3FubB3easkFUXpSBrT2FuCNsLrGaDsJ4coIAU4WaXcAMClJYNTlPbi5hvEwOvu4cT6r8k84UJ+/F4K87VdJ7PSs9i3Yz9pyYH0GzIGz5BR2nbFqQe0i6W9cqRYtzEQOhqcXMFa0I5PpChtozFJJQn4u5Tyj/ITQoj+Usq3zyq3VghxZ4tG5yAhxCxgARAGnAHmSCm3tG9UyrnGyehG78k3c3rXRmKKizHm5FGUkwVAUUER8cdPkpeTT2TfHnTrNR1D6GiI+QmyywZF2kogLlpLMGHjwLNb+z2MorSRBsc8SilLqyaUMnWtC946PZFNULbV8fPArVJKd+AiIKZ9o1LOVTqdntCRlzBo5v2EjLwUS/c+Fa/ZbXZ0Oh3Jp1PY+8c+cuweMORWGHiDtpx+uZI8OP49HPwaMmPb4SkUpe04OpC+lxBiTNUTQojzgGHND6nZFgFPlSdCKeWZssUuFcVhlu59GHT9gwQPH0/QkHE4GV1xczfia3HGzd0VaZcc2HmQuOPx2DwjYeRd0PtKcPaovElhBiyJUolF6dQcHUD/NLBeCBECJAJmoBi4tKUCc4QQQoe2K+UqIcQxtD6elcCjUsriei9WlAa4evky4Oq7iN20EoPJDaPJHZF3AvKScHY2Y3AykZSQTGZaFj37R+IRNBz8B8GpbRC/EaQNsk/CkvEwJxos4e39SIrS4hyqqZStRjwCuBNt98dHgcFSypP1Xtj6AtCa5q4BxgJD0WpP/9eeQSmdh97ZhcgJ19FzwkysVisl3gMhcDiUFqCzFuDmYSIvJ48/t+3h5ImT2NBB93Ew4DoQeu0m2fFlNZa49nwURWkVDk/1lVKWAF+3YCwNEkL8AlxM9fXGym0Brir7+PXyZfiFEP8G/gE8Wds9Fy1aVPFxVFQUUVFRLRew0ikJIQgcNBo33yCOfL+cQkwYw8cjknZTkpPCmZOpIASlxaVkpGbSs38k7pZI6Hlt1umGAAAgAElEQVQZxKwHW7GWWJaW1Vi81OpGSscWHR1NdHR0o8rWO/lRCOEHXA9sklLuLRtVdQtwGPiHlLKo+eG2LCHESeAJKeXyss+vRot1RC1l1eRHpVmK87I4tu5zcs/EYbL4E7/xG/KzKheW8PT2xMvbk24RwQT7OaPvPwM+n64lFgCv8GYnFjX5UWlrzVn6/nm0ZVieEkLMBy4EvgUygH+3aJQt5yPgfiGEnxDCAjwErG7nmJROysXdi/5X3UHQ4LEUZCTh038UBqOp4vXsjGySTiUTczSOvX/GklTsRcn05aAvGyiZFaf1sWS1d8uxorSMhpLKD1LKR6SU04FsKeV9Usr3pZTPAr+1QXyOeBrYARwFDgA7gefaNSKlU9MZnOh+4RX0nHQDBhdXwsZMwRwcUfF6cVExRqMRabcTt2klu37dxcnu85C6spH5WbFaH4tKLEon0FBS8RBC/E8IYQa+KD8phPgntfdrtDsppVVKea+U0iKlDJZS/rWs/0dRWo0QAr/ewxh47b04ubrj03s4QcMuRuj0+Af5YDKU4ORswM0vBJNvIClWf454TMdOWed9VixySRRkJ7TrcyhKczWUVD4GXpBS5kgps6qcTwc2t15YinJucvMNZtB19+HZLRIXd08iJ1yH36gZ4B0JBlcAhNDh4uFFUqEn69IvIC7HE6tdILJiKX37PPKObcVut7XzkyiKY+od/SWltAK/Vz0nhPCXUr7YqlEpyjnMydWNPlNmk7hjA6e2/4zBxRVDwGCwWauVy4w/QlFWOr8RhEEEEOyRR3dzDpZPp7I/5E4sgy/FJ3IQrt4BCLWbpHKOcGRI8Szg9ZYORFE6E51OT7fzJ+LmH8rxdZ9jLS7C6Old8XpJfg5FWZUbflmljpM5Zk7mmLksPJY+yR9wYHsBiTs24Grxw3/ABXiH98PFbGmPx1GURnNk8qP6k0lRGsk7vB+DrrsXZzcP8lNPYyvVuvec3cz0mnQj/v3Pw8WjMlG4O5VgMRbjUprOgJwvMHuasJWWEr95Dbs+fpEDK94h9chuSgvz2+uRFKVejtRUOmQHvaJ0VK4WfwZcczend0WTvG8bRaUlGIwmnD288O9/Pn79zqM4O53sU8dxIwupi0dIGy4lqUTGv0FM+APYjSZiolfg7t+NlMO7MHr54h3RF/9+57X34ylKNU3e+VEI8YCUslM0f6nJj0pbs1lLyD55jKR9W8lJjNE67c0W9M7GijIeOXsJO/UhOql11hc7+7G1eDxJh/dWlNE5mdAZI9Ebe1KQF05AbzOuPgF0H9mDbiPUDH2ldbXodsIqqShKyyjMSiP9+F6S9m6htKgAg7MRFw8LQqfDI2cv3RM+QJTti/dzQg9S82ruLOHXdyR+fYdTnJOpjRiTEleLH15hvfEICsfkG6TdU3X0Ky1IJZU6qKSidAR2m5WcxBiS9m0jK/4wAC5mC97FRwlL+BCBHbuE06XBHLSNJOtMArZibRfKnhNnYfT0qbiXlBJbcSE5Z+IwOBvRuxgxuLhiDo3EM7QX7n7BuFr80Rnq2hJJURrW0knFpbMsI6+SitLRFOdlkXF8H2f2bqEkLxuf0hh6Zn5dUWMpdvbnRNh9ZGflkZ+aSMDAC2rcQ0rJ0e8/prQgF6OXH25+IRi9fHAyuiP0eoQQuPmHYuneB/eAbph8gnBydWvrR1XOYS2aVDqTupLKq6++SlZWVi1XKErbkFJSWphHUVYaMjMOc+lJRNkYGZvOSK57P6Su9o1WbaUl5CTW3OxU6PR4hkaCENhtVqS1fN6MxMPNxLxbb8Qc3AOTbxBGszdC5+gefkpnV19ScXjp+7PeQA84dcRVix2RlZVVbUl8RWlPttISSuK3Yzy1viKxWPVuZHpdgF3nUqN8aWEeeckJlBbmQZU/mgxGN7x7DKhRXko7z7zwEqmHd5G8/3cQoHdywRwSiVe3Xrj5BePqE4De0O67hSvnAIeSihDiTuApYLiU8jSgB24XQuySUm5ryQAVpavTOznj2vNCpNkbeVBrCjPY8vHK+I10j+EIFw+qTh9zcnXHEt4PabdSkp9LSV4WJXnZuLh71nr/0oI8chNPkHKwAPeAMNwDw3Aymsg9HUtm7AEQWo3FEt6H8AuvrDavRlHO5mhNxR24tSyhlG/Y9ZYQ4n5AJRVFaQXCvz+Ia+HA14AdJ1mAb/6fpJT2x67XOuSFTl9ZXmfAxcNSlgQkdTV1l+RnI6Uk90wcuWfiAHB298S391C8ewwEQNrtZJ88xp7PXqVH1Ax8eg1RI8qUWjnaaKqXUv5Yy/na/xRSFKVl+PWH/tdS/qNrsOURJE/g4eOLraSI0oIc7NbaFuUWCFH7j7utuGardUleNtJur7xap8PVOwAnkwfH1n3GsR8/paQgtyWeSOlkHE0qfYUQF1Y9IYSYCPRrfkiKotTLvz/0v4byH19RlI5n6q8E9R+GJby/tpVxQQ7W4gIaswCGZ7demEN6EDTsIjyCwhF6rQHDPSCsRlmDixE3/1Ay4w6x9/NXyIg7VGcNSOmaHG3+Wgj8JIQIAJKAYCAZmNhSgSnN8/zzzxMbG8t7773X3qG0uClTpnDDDTdwyy23tHco7ce/rMP94DeAHQpS0W3/D246PSYAWdbclVP2C7+Blirv/L2MKzkN3mDzgvRCF/wSnuXsFq64bn8hNi4Tr+590Tk5cWTNEvwHnE/30ZOr7XipdF0O1VSklKeAIcBcYClwJzBESqm2rmtDS5YsYfDgwbi5uREcHMy9995LTk4OAI8//nijE8qyZcsYOXIknp6ehIWF8dhjj2Gv0vSRmZnJjBkzcHd3JyIigs8++6zitaSkJKZNm0ZISAg6nY6TJ6t/CwwcOBCz2VxxODk5MW3atDpj2bx5Mx4eHpjNZtzd3dHpdJjN5opzp06d4rvvvmuXhHLbbbexYMGCNn/fOvkPgP5XU/FjLK1gK0bYihH2EnSyFB1W7ZANHNjQ24vQ24twpogg12wMsqjiXPmRHBdP6uGdnFj/FYUZKbj5hZB6eBd7Pn+11mHMStfTnIHokUAUcDHa3vXdWiIgpXFefvllHn/8cV5++WVycnLYtm0bcXFxTJo0CZutaRs8FRYW8tprr5Gens7vv//O+vXr+de//lXx+j333IPRaCQ1NZXly5dz9913c+jQIQB0Oh2TJ09mxYoVtXbc7t+/n5ycnIojLCyMmTNn1hnLhRdeSG5uLjk5ORw4cAAhBNnZ2RXnQkNDm/RsnZ7/QK2Pxdmj1d+q2Koj4ZiWOOzWEk5u/Y6Ug9sx+QSAEBz49j3itqzFVtIp5kYrDnJo8qMQYhKwAtgCxAJhwGhg8rk0pLiuyY+LFi2qf57KohYe9bKoaf8Hubm5BAcHs2TJEq655pqK8/n5+URGRvLSSy8RExPD8ePH+fjjj4mPjyciIoIlS5bw5JNPUlhYyEMPPcQTTzxR6/1feeUVoqOjWblyJQUFBVgsFg4ePEhkZCQAs2fPJjQ0lOeee67iGpvNhpOTE3FxcYSF1WyLB9i4cSNXXnklycnJuLq6Nvic8fHx9OjRg9LSUnRVJuKNHz+eW265hdtvv52YmBjmzp3Lnj170Ol0TJo0ibfeeguz2QxAREQE9957Lx9//DExMTHMmjWLZ599ljlz5rB582YuuOACvvrqKzw9tTEmM2fO5Ndff6WoqIghQ4bw9ttv069fP95//33uvfdedDodzs7OjB8/npUrVzb4DG3Gbgd7w7tmSykpzs0kL/kkxTlZCJ0OvYsrz738GndOHtXg9fnZ2Zzcto7SKp30bv7dCLtgEsLgRGF6EkZPH3pOnIW7v/oDoLOqb/KjozWVO4FhUsrLpJR3SSmnACOBex0NUmm8rVu3UlxczIwZM6qdd3Nz4/LLL2fdunUANWoOW7Zs4dixY/z888889dRTHDlypNb7b9q0iQEDtDb7o0ePYjAYKhIKwJAhQzhw4ECT4162bBnXXnttoxJKY0kpeeKJJ0hKSuLQoUOcOnWqxh8EK1asYP369Rw9epRVq1YxZcoUXnjhBdLT07HZbLz+euVSdlOmTOHEiROkpKQwfPhwbrzxRgDmzp3LTTfdxPz588nJyelYCQVApwODscFDOLli9A7Gt98F+A+6EFf/MEpLSrEWF1NiBbvetd7D1TuQyAkzq3Xi20oKEXoDOp0eN78QrCVF7P/6TRL++Bm7tbQdvyhKe3A0qWyXUh6rekJKeQK1b32bSEtLw9fXt9pf7+WCgoJITU2tcV4IwaJFi3B2dmbw4MEMGTKEPXv21Cj30UcfsXPnTh599FEA8vLyKv6KL+fp6UlubtOGkxYWFvL1119z2223Nem6hkRGRjJhwgQMBgM+Pj789a9/ZePGjdXK3H///fj6+hIUFMS4ceMYNWoUgwcPxsnJiRkzZrB79+6KsnPmzMFkMuHk5MSCBQvYs2dPk5/1XOFkcsfSvS9BQy7EzT8Uu7WU/JRTFOdm1Tuiy+BipPuFU/HrNxK9swthF1yOTl855sfF3QtX7wASt69n/4q3KUhPaovHUToIR0d/1Wg0FdqfxU5VPn9ESvmyo4F1aE1srmppvr6+pKWlYbfbaySWM2fO4OfnV+t1AQEBFR+bTCby8vKqvf7tt9/yxBNPsH79ery9ta1v3d3dKzr/y+Xk5ODh0bQ2/G+++QYfHx/GjRvXpOsakpqaygMPPMCvv/5KXl4eNputIvZyVZ/b1dW1xuflXwe73c4TTzzB119/TVpaGkIIhBCkpaU1+XnPJXonZ0zeAQy7ZT7ZCcdI3BVNbtJJdDoDRi9fdHp9jWuE0BEwYBQ+PYdgcDHWeF2nN+DmH0JRdjp7v3idsLGTCRw0Bp2u5r2UzsXRmsp5QoiNQogPyw9gKzC5yuePtFyYSlWjR4/GxcWFFStWVDufn5/P999/z8UXX9zke/7www/MmzePNWvW0L9//4rzvXv3xmq1cuLEiYpze/bsqWgea6xly5Yxe/bsJsfVkMcffxydTsf+/fvJyspi+fLlDs+b+OSTT1i9ejUbNmwgKyuLuLg4pKycid7ZZ5Dr9AYs4f0YMOMuBl93H359hlKUmUJ+6mmsJbUv61dbQoGy9cryczB6+mC0+BK/eS2HVv6Xouz01nwEpQNwNKmcD2wE4qscPwDbq3yeV+fVSrOYzWYWLFjA/fffz48//ojVaiUuLo6ZM2fi7+/PTTfdVOOa+n7RbtiwgZtvvplvvvmGESNGVHvNZDJx9dVXs2DBAgoKCtiyZQurVq2qNqS3uLiYoiLtl05RURHFxdUrsqdOneKXX37h1ltvbfKzNpQgcnNzcXd3x2w2k5iYyEsvvdTk9yiXl5eHi4sLFouF/Px8Hn/88WqJJCAggJiYzj9sVgiBm18IPcZfw7Bb/0630ZdhKy4kPzVR2wisAVJKEnes58T6L8lNikdvcMbNL4T81DPs+fwVkg/+UW22vtK5OJpUXpJSLpBSLq7rAF5syUAbSwiRK4TIKTtyhRBWIcRr7RFLa/rb3/7Gc889x6OPPoqHhwc9evSgsLCQn376qdaO8LP/yq76+TPPPENOTg5TpkypmA8yderUitfffPNNCgoKKhLWO++8Q79+lYsnuLq6YjabEULQt29fTKbqk+CWL1/O2LFjiYiIaPJz1lY7qHpu4cKF7Ny5Ey8vL6688spqo+Eaeu6zzZ49m7CwMEJCQhg4cCBjxoyp9vodd9zBgQMH8Pb25uqrr27ys5yLnE0ehAy7mGGzHyNo6DgKUhKxldY/yizt6G5yEmOwlRQTv3kNKQf/AMDV4ouLuxcxG77myPfLKMnLbotHUNpYo4YUCyH6SikPt1S5tiKEMKHN+J8spdxSy+uODSnugJYsWcLChQvZsmWLmsuhNFljvuellCTv30bsppUYzd51zqAvSE/i5LYfsBbmV5zzCOxO6PmXonc2IqWkMDMFnU5Pj/HX4B05sNM3LXY2LTGk+NFGluto/SjXASm1JZTOZs6cOTz33HNs3bq1vUNROikhBIGDRtP3itsoKciluI6ahsknkJ4TZuLmF1JxLjcpnrSjf1bcx+QdgMHVjaM/LOf4z19QWiUBKee2xo7+ukEI0aMR5c5HW7qlo5gNLGvvINpKbX0pHdWnn37KvHnzqv2FKqUkPDycffv2tWNkSkMs3fsw8Oq7OLRmCUVZqRi9ao42NBhNhI+7iuT920g7uhtXiz9+/c6rXsbFFTf/EDJO7Cc74TiRl87EEta7rR5DaSWNTSoJQCpwuoFyfZsXTssRQoQBFwG3t3csSk033nhjxcRC5dzj5hfCoGvv4cjaZeSnncHkE1iz/0qnI3DwGFx9AnC1+Nc5NNnkE0hpYT6HV31AwKALCLvgcgwuLTdBVmlbjU0q/dHW+QoGCoB1Usoao7uEEK2636gQ4he0tcZq6wjaIqW8qMrns4HNUsr4+u5ZtR05KiqKqKio5geqKF2Ai4eF/tPncuznL8iKO4KbX3Ct+9p7hkTWcrVGSokQAidXNwwuRlIO7iAr/gi9Js7CIyi8FaNXmiI6Opro6OhGlW3y2l9CCCMwCTCj1V7WSymtZa+515Zs2oMQ4gjwnJRyaT1lOk1HvaI0R3O+5+3WUuK3rCVp31ZMPkHoDE4NXwTa6LAta/AfMKraOmEl+TmU5GUTMjyKkPMmoHdq1b9VFQfU11Hf5Bn1UsoiYFXZjX2Aa4QQTsAJKeVvzYq0hQghxqDVqr5u71gUpbPTGZwIv2gaLmZv4rasxdXLr85JkeWklJz642cK0pOI27SKgEEX4Nt7GEIInN3MGIxunP5zE5nxh+l5afVOf6Vjc3SZlnKZQBZwC3C1EGKdlHJ688NqttnAN1JKNaREUdqAEILgYRfh4mHh2E+fYbd54Gzy4O+f/MqpsraLApsek16bPNnHvYRrzcllV0uS9/1GXvIp/PoMw80/FJ1eW5yyODeLvV/9h7DzJxE0bFy1NcaUjsmh/yEhxAjgZmBW2akvgYullH+0VGDNIaW8q71jUJSuyKfnIJzdzRxes4Si7AwKS6y4jr0TgKpd72l/vEfPS2dy8rcfKczQFpzMT0mgKCuFPlPnVGxp7OLhhZOrGyd//5GM2INETrgOk7d/Wz+W0gSNnlEvhAgXQvxDCHEIiAb8gNuAECnlg1LKP4QQ6n+7g3j++ee588472zuMVjFlyhQ+/vjj9g5DqYNHYHcGXnsvTq4m7PXMvndydSciajo+PQdXnLNEDKhRG9EZnHDzC6EoO419X75G0t6tjVouRmkfjUoqQoho4AgwBngaCJBS3iyl/EFKWXURH8cXXlKaTG0n3LZq2074zTff5LzzzsNoNHL77dVHr//+++9MmjQJHx8fAgICuP7660lKqlwGfvHixTg7O1d7vri4uHpjiI+PR6fTVfv/OTu28jLlX/MePXrw4ottu2qSq5cvA2bchd7Zpd5yOp2eoKHj6HXZjXhHDsI7cmCt5fJTT2MrLcbZw5vYTSs5vPpDinIyWiN0pZkaW1MZBXyAtmBkL+BRIcSCsmNh2b//Bq5vrUCV6tR2wh1DSEgITz75JHfccUeN1zIzM5k3bx7x8fHEx8fj7u5eYz+ZWbNmkZOTU/F84eHhDb5nY5Y0Kf+65eTk8NVXX/H000+zfv36Rj9XS3AyuWPyCWxUWRcPC8HDLsLZVHOLASklSXs3Exv9P+I2raS0MI/cM3Hs+exVUo7scnhVaqV1NDapfCOlvKfKgpFPVTnKP38YbeXiLmHfV//hs+v71Tj2ffWfRpevq2xDcnNzWbRoEf/5z3+YOHEier2esLAwvvzyS+Li4vj0009ZvHhxxV/z5X+5Llu2jO7du+Pv719tK+B58+YxduxYDAYDQUFB3HTTTWzZoq1sU1BQwIoVK3jmmWdwdXVl7NixXHXVVRXNT/7+/tx1112MHDmywR/ujRs3kpqa2uTFGM++7/jx4/nwww8BiImJYcKECfj6+uLv78/NN99cbf+XiIgI/vWvfzFkyBA8PDyYO3cuKSkpTJkyBbPZzKRJk8jOrlxuZObMmQQFBWGxWIiKiqpInu+//z6ffPIJ//znPzGbzRW1renTp3PVVVfV2MMF4PLLL+eaa67B3d0do9HIfffd16bL6JR/3UaMGMGAAQP4888/2+y9KwhH16ytVJB+hqKsNACKslJJ3LGB+K3fk33qOMd++JQj339MSX5OA3dR2kpj/8ffbmS5pxwNRGk8tZ1wpXNpO+GNGzfW2Idm9erV+Pr6MmjQIN55550mPXdjy2zbto0DBw7Qs2fPpgXcAsIDvPCLW4tf3BpORX+My9Y3cP39bYJqX4uyVgajCUtEf0SVDb5sxYXkJp7APTCM7ISj7PnsFTJiDqhaSwfQ4OgvIcSTwC+NuVlXWLixI2hoO+Hdu3fX+AVS13bCffr0qVaufDvhDz74AGj57YTXrFnTpOsaEhkZWZHwyrcTfuqp6n/blG8nDDBu3DgCAgIYPFjrHJ4xYwYbNmyoKDtnzpyKjxcsWMCrr75Kbm5us3d+3Lt3L08//TSrV6+uOHf99dczb948AgIC2LZtG9dccw0Wi4Xrr6+/FVlKWW13TyklhYWFzJ8/v0aZ8v1tHnnkkXr7slrLG/+s/L+4YOGPrJobyeHvlqFv5ARJ0LYnDhkxnoCBo8mMPUD6if1YC/Pw7jkYnU6HyTsQa1EBR75bhl/f4XS/8AqcjG6t8ThKIzRmSPHrwAwhxBwgHfiflHJbq0Z1Dhh03X0Muu6+VitfH7WdcKVzYTvh48ePM2XKFN54441qe7T07Vu5VN7o0aN58MEH+frrrxtMKkII0tPTq9VEz+6rKS8D8Oqrr/LZZ59htVoxGNp2nsfO2Ax2xWkd6sO6W/jyGJSGXI13wmZ6ZKbgaqk5YLSuuS2h7vDCTePw7T2MnNMxuAd0q7jGYDTh5mIk/fg+4rd+j1dYLwZcfTdGc81mSaV1NfgdJqXMBpYAS4QQ3miTHP+CtkTLN1LKHa0bonK2qtsJX3vttRXny7cTfvbZZ0lMTGzSPcu3E/7uu+/q3E64vEbQUbcT9vLyYuXKldx///0O3avqdsJhYWFkZ2djsViatZ1wfHw8EydOZOHChQ0uoFm29EWj7lu+ZlZDZXQ6HX/9619ZsWIFb731Fg888ECjY28JIyK8GRFR9ot9fOX5krwIjnz/MfmppzH5BlV7lrrmthT+oY1mFDodnqE1m/KE0OFq8efkbz+QcuB3jq37nO5jp9J36hws4R1mrdtOr0m9aFLKDCnlf6WUfwFeBkaW7Un/jBBiaOuEqJxNbSdcqb23E7bZbBQVFWGz2bBarRQXF1eMvktMTGTChAncd999zJ1bc0eIVatWkZWVBcD27dt5/fXXmT694QUpmtKfUu7vf/87L774IiUl9e/a2Fac3T3pN+0vWCL6kZ9yCtlC805yz8RhLdIW0pA2K3GbVvLDYzNYv3i22rOljTg8NENKmSalfEdKeTvwBnChEOIjIcRiIUTtg82VFqO2E9a093bCzzzzDCaTiRdffJFPPvkEk8nEs88+C8AHH3xAbGwsixcvrjYXpdznn39Oz549MZvNzJkzh8cff5ybb77Zoa9JQ2WmTp2Kt7c377//foPXthWDs5Fel91I0NBx5KcmYi0pwm4thbqSppTYraX1Hm5+wYSMGF9jj5eCjBR0To3vx1Ec1+RVihu8oRAhaDsuDgGOSClfaNE3aEGdaZVitZ2w0hzt+T0vpbb216kdG5DSzt++2EHR6HtrlDP+9iYvXT+y1nscK/LgWJG57GMzvVyyMeadoVvaNkRaLEGDL2TwrAfx7tG0Zluldi26SnFDpJSJwKtlb+zT0vdXajdnzhycnJzYunVrvZMLFaWjEUIQOHgMgYO1mqHHpgcoqqWcR1A4592xoJZXoOqekhcs/JHl/7iu4vOC9CRcPL3RG9QS+m3B4aQihBgLzADygKVSytizy0gp05sRm9JEajvhzqGrf23CA7wgbi0Au+MyGBbuXXm+DvfPX0BcstY/dSougytvXVtxTdVhzUrrc3SV4huAycBmIBxYK4RYLKX8ogVjUzoxtZ1w3br61+bsuS2rF1/W4DVxyVmkhmv9gKHh2tBU7YW1LR+gUq9GJRUhxL1AGtqWvaeACCnl7CqvLwLeEEIcllLuaZVIFUXpEs6e2/L+L8cBGB5eZXiy0mE1KqlIKd8s6x8ZK4SYBgwTQtyBtgf8ESlliRDibmABoJKKoigOq2tui3JuaHTzV1n/SPk2wq5oG3ONE0KUjz3NAerfQ1RRFEXp1BztqDcCflLK74DvAIQQHsBiIcRDgADypJQdZ1B8Cyje+hvFv/1W8bHLmNEAuIweXfFxW9xDURSlo3I0qbwGrBBCvCSlXFd2Tg8YpJTlw4k73WbSLmMqf/En/rsbft981S73aMjdd99NaGgo//jHP9i8eTNz586tWMI9IiKCDz74gEsuuaTF31dR2osjI8aUViKldOgAgoGfgURgG1pfSm9H79ceh/b4NS1cuLDW81WdCg5tsExr3aN79+7S1dVVms1mabFY5NixY+U777wj7XZ7g9eGh4fL9evXN+n9Fi1aJG+55RaHYi23bds2OXHiROnt7S39/f3lzJkz5ZkzZ6qVmT9/vvTx8ZG+vr5y/vz51V7bvXu3HDFihDSZTHLkyJHyzz//rPb6zp075UUXXSTd3d1lYGCgfP3115sVb1fTmO/5c8WoBT+0dwidXtnvzlp/rzZnmZbTUspLgXHAfcAIKeXRZua4Di8uNpYnb53Dv3KyefLWOcTF1pie0+r3EEKwdu1asrOziY+Pr1jXqbbdB9uKbGBlhoZ2QXz33XdZtWoV+/btY+/evaxZs6ZiO+TS0lKmT5/O7NmzycrKYvbs2UybNg2r1QpAeno6kydP5u677yYzM5Pjx48zadKk1ntYpUvbGZjxb4YAACAASURBVJvB+78c5/1fjnP3h9srPt4Zq7Y3BhquqQBPNVSmNa5ti4Mm1lRiY2LkPQMGyKOBwfJUcKg8Ghgs7xkwQMbGxNRavrXuUVttY/v27VKv18sDBw7IOXPmyCeffFJKKWV0dLQMDQ2t9dpDhw7JiIgI+cUXX0gppXzhhRdkSEiI9PDwkH379pUbNmyQP/zwg3R2dpbOzs7S3d1dDh06VEopZVRUlPzHP/4hx44d+//t3XlclOX6+PHPNWIuIIKAuKGSipSJ5a65YKZZiaFmJ+1kmplZVpiZtkkuLac66jnWN9OssBI9v9OpNFOzEtNyKUsxM01TXHABxcBSQOb6/THDxM4AAwN4v1+veb1mnuV+rmdg5p77Wa5L69atqwcPHtR33nlHr7rqKq1Xr562atVK33zzzUL34YcfflBvb2/H6549e+rixYsdr5csWaI9evRQVdV169bl2gdV1ebNm+u6detUVfWpp57S0aNHO/3+GflV9ZHK97+d0UVf/aqLvvpVH1iyzfH8+9/OlOt2L9dREUWMVJw579FBREqTs1yAsFKsV2kteW4mUWdSqGuvYVLXYiHqTApLnpvJ7Jh3K6yNgnTp0oWmTZuyadOmfPMKSkD4ww8/MHToUBYuXMjNN9/M/v37ef3119mxYweBgYEcOXKErKwsgoODeeqppzh48CBLly7N1cb777/P2rVrCQkJwWq1EhgYyGeffUbLli3ZtGkTgwYNomvXrlx7bf4E1nmrIO7Zs4cOHTo4XuesLvnzzz87implCwsLY8+ePQwcOJCtW7fSvn17rr/+eg4cOED37t157bXXCAoKwrg8lPYy5Jz3xPxw6Cwd7W2Ye2JKz5lOZRbgVcr2Z5dyvUop8+RJR2eQra7FQuapkxXaRmGaNGnC2bPFD8G//vprlixZwgcffECfPn0AqFGjBhkZGfz000/4+fnRvHnzYtsZM2aMo9CUxWLh5ptvdszr3bs3AwcOZNOmTfk6lYKqIOatMFm/fn1H8aziqk8eO3aMH3/8kS+++IJrrrmGqVOnMnLkSDZv3lzsPhiXt5ydUfe4dbxxb9di1zEpYYrmTJGuHRURiKuISAvg/4AewEXgQ+BRVbWWte2ajRrxZ/zuXJ3Cn1YrNQMbVWgbhTl+/Hi+qocFefPNN+nbt6+jQwFbWd758+fz3HPP8fPPP3PTTTcxd+5cGjUqPK68I4E1a9Ywa9Ys9u/fj9Vq5cKFC/lGGIVVQcxbYTI1NRUvL68C52XPz67GWKdOHYYOHUrHjh0BWzp8f39/l5QBNoy8TEqYopX6RH0l9n/AKSAQuBboCzzoiobHPRfNfD9f/rTa+qc/rVbm+/ky7rnoCm2jIN999x2JiYn06tWr2GUXLlzIkSNHeOyxx3JNv/POO9m0aRMJCQkATJs2DSi8fkfO6RkZGdx+++088cQTJCUlkZKSws0335zrBH5RVRDbtWvHrl1/JWPYuXOn4/BYu3btiI+Pz7V8fHw811xjK9sTFhZWYN2UnNs2jII8/MQMIu55hIh7HiHh88cJibjK9hjSll5jr6fX2Ou578n73B1mlVKmTkVELCIyXkRiRSRORL6yP58kIu7KMx0M/EdVM1X1NLAWcEkRhZbBwUxdtYqlAwfwaurvLB04gKmrVtGyBMWnXNFGTmlpaXz66aeMHDmSu+++26kyv/Xq1WPt2rV8/fXXPPnkkwDs37+fDRs2kJGRwRVXXEGdOnWoUaMGYKt4ePjw4SK/pDMyMsjIyMDf3x+LxcKaNWv4/PPPHfOLq4I4evRo5s6dS2JiIomJicydO9dxdVh4eDg1atRgwYIFZGRk8NprryEi9OtnO3g+duxYPvroI+Lj48nMzGT27Nn06tUrV0EswyhI9qgjqeWt+LQejm8HX0LHXUnova1pcJsPHi1rMPj6we4Os0op60hlDmAFXgbGAROBedhO0rurONd8YKSI1LEXDLsZWOOqxlsGBzM75l0e967P7Jh3S9UZuKKNiIgI6tevT/PmzXnxxRd5/PHHefvtt4tdL/sXvbe3N+vXr2ft2rVER0eTnp7O9OnTCQgIoEmTJiQlJfHCCy8AMGLECFQVPz8/OnfunKudbF5eXvz73/9mxIgRNGjQgOXLl3Pbbbc55hdXBXHChAlERETQvn17wsLCiIiIcHQ+NWvW5OOPPyYmJgZfX1/effddPvnkEzw8bEdv+/XrxwsvvMAtt9xCo0aN+O2331i2bFmJ31Pj8uYd3J0TWxxXhqKq1PnNk9tuva2YNY2cylT5UUSGq+qHhcwboaquv128+JhCgfexVZ60YKv1cm8hy2pB++9MFbzjTYNoevxomWJ1RRvF2bBhA+PHj+fAgQPluh2jaquK1U5dIeKeRxznRwB+/20L3i0+J7CzL6m70ojq9BiRgyOLXCdbwOHVrIr5d7nHXBmUZ+XHq0WkG/AD8AeQBXhi+0KvDbi0UxGRDdjOkRTUE35jn7cOeAPbiXov4B0R+YeqTivr9nPm7bqie3dS/zkXKH3ur9K2URK7d+8uVW14w7gceQd358Q362jYyT5KmZF/lGJSwhStTJ2Kqs4WkXCgD9AQ28jgJPCFqsaVObr82yvyCnR7ev5mwOuqmgmkiMg72C5tLrBTyfnrLDw8nPDw8ELbz5m3iyklCt2lbTgrKiqKVatW5bu/xDCM/Gp6HeMKr2M0uDqYPW9tYeiQYcT+soz2/u1pH/DXVYylKSJW1cXFxREXF+fUsmVO+mjvPJzbWjlT1TMicgiYKCL/BOoB9wA7C1unOg/558+fz/z5890dhmFUWgWNOuqoH8kXW/Dq/a8WeuXj5SbvD+6ZM2cWumy5ZRIWkatV9efyar8Iw7BlUZ4OXAI2AI8VuYZhGJely3HUUd7K1KmISBC2K70Kci/weFnaLw1VjcfUizMMw3CLso5UxgMjgaPk71xa44ZOxTAMw3Cfsp6onyEiSaq6IO88EZlUlrYNwzAqo+wklJ/EvsofZw7Q8y7beUuv2jXxquVBSKMQXprhrtv03M8V51QKu+PuTRe0Xam4IqOpyYpqGFVbdhLKP0+E8v/2x9PgWl/7nCxO7UwivE1ft8bnbqXqVETEFzhnT63/R0HL2C/prVZKk9G0PNowDMM1cv7Iu66FL4s32G4SduZH3iMjH2XtmHVoB3XkmvM+5MPD0Y8UuZ3q/mOytGla/gtcmXeiiHQSkX0i8pOItClbaEZhWrZsSe3atfOlub/22muxWCwcOXKkyPUzMzOZNWsWoaGh1KtXj6CgIG699VbWr19fnmHn8uuvvxIZGUnDhg3x9/d31HTJad68eTRu3BhfX1/uu+8+MjP/+p0yY8YMwsLCqFmzJrNm5U43HhcXR1hYGL6+vgQEBDB8+HASExMrZL+MqqVTcAPG92vN+H6teePero7nznzRiwj3334/abttJRrS4s8zYcSEAi9DzrmdHxNSSrSdqqa0ncpnwN0iskpExuSY/iLwBNATqHapPXNmND0W957j+cNPzKjQNkSE4OBgYmNjHdN++uknLl686NR19cOHD2fVqlW8//77pKSkcOjQIR599FE+++yzApfPyspyOjZnZGVlce7cOW677Tb279/PqVOn6NKlS65cYevWrePll19mw4YNHD58mIMHDxId/Vcm5zZt2vDKK68weHD+ZH/t2rXj888/JyUlhcTERFq3bs3EiRNdug+GARA5OJI6Bz1NnrAcStuptMKWSHIV0E1EspPjXAV8qaqp2O6sr1ZyZjRtFn6343l2wZ6KagPg7rvvJiYmxvE6JiaGe+65x/H64sWLTJkyhZYtW+Lr60ufPn1IT0/niy++4Msvv2TlypV07twZDw8PPDw8GDhwIPPmzXOsHxwczMsvv0yHDh3w8vLCarVy4sQJbr/9dho2bEirVq1YsOCv6zNUlZdeeonWrVsTEBDAnXfeyblztn1KSEjAYrHw9ttv06JFC/r370+XLl0YO3YsPj4+1KhRg8mTJ7Nv3z5SUlIAWLp0KePGjSM0NJT69evz7LPP8s477+Ta/5tuuslRcyWngIAARx0Yq9WKxWLh4MGDJXp/DaM4u5Piif1lGVf3uIpf3tnH1T2vJvaXZexOii9+5WqstCfq9+a84ktEHrI/baCq5+3PM8oUmVGk7t27895777Fv3z7atGnDf/7zHzZv3swzzzwDwJQpU9i7dy9bt24lMDCQbdu2ISJ8+eWXdOvWjcaNGxe7jeXLl7NmzRr8/PwQESIiIhg6dCgrVqzg6NGj3HjjjYSGhjJgwAD+9a9/sXLlSjZt2oS/vz+PPPIIDz74YK5swV9//TW//PILFkv+3zIbN250HOoCW3nhyMi/Evl16NCB06dPk5KS4limKEePHiUsLIzU1FQ8PDx46623il3HMEqifUAY7QPCGBk6irrJnsy6f5a5A5/Sdyoh9rTyp4HOQG0RqQnUFJGa9pP01e9gYSWTPVrp27cvoaGhNGnSBLAdXnrnnXfYvn274xd79+7dAUhOTs5VzTElJYUrr7wSVSU9PZ0LFy445j366KOONrdv305ycjJPP/00YDuvc99997F8+XIGDBjAokWLeP311x2d1YwZM2jRogXvv/8+YDtkN3PmTOrUqZNvP44dO8akSZNyjZQKKi+sqqSlpTnVqQQFBZGSksK5c+dYvHgxISEhTryjhlFyIsLsZ4qunH45lSAubafyP2AvtozEO4HlwEJstUz+ISK7sZXyNcrR3//+d/r06cOhQ4cYPXq0Y3pycjLp6elceWW+aynw8/PLlQbf19eXlJQUDh48mO+Lt1mzZo7nCQkJucoVqypWq9VRkjghIYGhQ4c6RiGqSs2aNTl16lSB7WVLSkripptuYtKkSdxxxx2O6QWVFxaREpcH9vHxYfTo0XTo0IHExMQCR0mGUd4upxLEpfqEqeoGIAjoCHRV1VdUdZyqPgFsw3bOJd8NkYZrNW/enODgYNasWcOwYcMc0wMCAqhdu3aB5xH69+/vKD2cV97aMjmH8kFBQVx55ZWcPXuWs2fPkpKSwu+//86qVascsaxZsybX/D/++CPXYba8hwbOnTvHTTfdRGRkJNOnT881r6DywoGBgU6NUvLKzMwkKSkpX517wzBcryw/2/pju/Ex1X4J8d8BVHWFqj6jqtVupNIy0IeAw6sJOLyaY3HvOZ6XpI6CK9rI6e233+arr75yHFZSVSwWC2PHjuWxxx7jxIkTWK1Wtm7dSmZmJgMGDKBfv35ERkayfft2MjMzuXTpElu2bCnyeHDXrl3x9vbm5Zdf5uLFi2RlZbFnzx6+//57wFa58amnnnJczpyUlMTKlSsd6+ftsNLS0hg4cCC9evXi+eefz7e90aNHs2TJEvbu3UtKSgrPP/+8o7wwwKVLl7h48SJWq5XMzEzS09OxWq0AfPTRR+zfvx9VJSkpiccee4yOHTvi42PqXRhGuVPVEj+AUUAscBcwHFsZ4ZXAmNK0566Hbffzi46OLnB6Tt1mrC12mfJqIzg4WL/88st80y9duqQWi0UTEhL0woULOnnyZG3atKn6+Pho37599eLFi6qqmpGRoTNnztQ2bdqop6enBgUF6S233KLr168vchsnTpzQkSNHaqNGjbRBgwbao0cPxzJWq1XnzZunbdu2VW9vb23durU+/fTTqqp6+PBhtVgsmpWV5WgrJiZGLRaLenl5OR716tXTo0ePOpaZN2+eBgYGav369XXcuHGakZHhmDdmzBgVEbVYLI5HTEyMqqouWLBAg4OD1cvLSxs3bqwjR47UI0eOlOq9vlw48z9vlN7g0Q/rlUNu1VaR1+V6tBkcquOmj3N3eCVm/+4s8Hu1VOWERSRaVfMl1BeRF1X1ydJ3cRWrLOWEu0evY2sZ02S7og3DcIXLtZxwRYm45xEOWBs4ShVnO7U9mSd7PpmvZHFlVx7lhAu7qeJMKdurEsqS0sGVbRiGUbW0DPRBT57h57gUGnbycaR1Sd3yB7c9X71umCxtp9JKRHxVNSV7gogEYDt5X23lzNtV2ootrmjDMIyqJfuy4Y9WfcRL214hsLMvafHneXHKnGp3b0tpT9T/E9gqIl/aU7VsAb4D/s91oRmGYVQvkYMjObFFq3Val9JeUpwAdAI+Bo4AnwDdVHWfC2MzDMOoVkQEzyY3seedvYUmn6zqSl1PRW3pWHLdiyIij6vqq2WOyjAMo5rZnRTP7uTdNO4Bl3Y1448rz7Ns7we0929P+4Awd4fnMk51KvYqjh2LWwwYAJhOxTAMI4/sXGH/Xr6OrW8+5+5wyo2zI5XOwGHgUDHLtS9TNIZhGEaV5myn8j9VXVncQiKSUtwyVVn28BVgd3I87f1tQ9aSDF9d0YZhGEZl5VSn4kyHUpLlqqrs4SvAkI+X8WLvf7iljaLExMTw1ltvsWnTJpe2axiG4QyTsrWK2rx5M9dffz0+Pj74+/vTu3dvduzYAeRP3OgqU6dOJSQkhPr163P11Vfz3nvv5Zq/c+dOOnfujKenJ126dMmVEDIuLo4bbrgBHx+ffNmTk5KSGDVqFE2bNsXX15fevXuzffv2ctkHwzDKV6mv/rocTZ81nf0n9yMC+87sZ/j6YahCSKMQXprxUoW1kZaWRkREBG+++SYjRowgIyODTZs2UatWrbLsXrG8vLxYvXo1bdq0Yfv27QwaNIg2bdrQvXt3MjMziYyM5LHHHmPixIksXLiQ2267jQMHDuDh4YGnpyfjxo1j1KhRvPDCC7naPX/+PF27dmX+/PkEBATw1ltvceutt5KQkEDdunXLdZ8Mw3CtajdSEZFQ+02Z50Rkf45Sx2XW7bpunG2UTOaAdNreGULmgHTOBibTvWP3Cm1j//79iAh33HEHIkKtWrW48cYbueaaawBbktCpU6fSoEEDWrVqxdq1ax3rpqamct9999GkSROCgoJ49tlnHRmEY2Ji6N27d6HrRkdH06ZNG8CWtbh3795s2bIFgA0bNpCVlcUjjzxCzZo1efjhh1FVvvrqKwC6dOnCXXfdRXBwcL79CQ4OJioqioYNGyIijB8/noyMDPbtM7c9GUZVU606FRGpge1GzJWALzABeF9EWrui/cjBkdQ56On4Ei7NXbGuaCMkJIQaNWowZswY1q5d66gFn23btm1cddVVnDlzhqlTpzJu3DjHvNGjR3PFFVfw22+/8eOPP7J+/fpcpXa3b99e6Lo5Xbhwge+++87Rkf3888+EheW+0CAsLIw9e/Y4vV/Zdu7cSWZmJq1bu+TPZhhGBapWnQoQCjRW1X/ZMzRvAL4B7nZF4yLC/bffT9ru8wCkxZ8v8V2xrmijXr16bN68GYvFwv33309AQACRkZGcPn0asJX6vffeexER7rnnHk6cOMHp06c5ffo0a9euZd68edSuXRt/f3+ioqKIjY11tN2iRYtc6548edLRbk4PPPAA1113HQMGDADyl/8FWwngtLQ0p/cLbCOp0aNH89xzz5W4yqNhGO5X3TqVgr6ZBbjGVRvIOdIobe4eV7TRtm1b3n77bY4cOcKePXs4fvw4UVFRALlq0GcX7zp//jwJCQlkZmbSuHFjGjRogK+vLw888ADJycmO5fOuq6qcP38+17anTp3Kzz//zIoVKxzT8pb/BVsHUZKO4eLFiwwZMoSePXvyxBNPOL2eYRiVR3XrVH4BTovI4yLiISIDgb6Ay872Zo80ypK7xxVt5BQSEsKYMWOKPdQUFBRE7dq1OXPmjKPk77lz54iPj3d6W9HR0axbt47169fj5eXlmN6uXbt87cTHx9OuXTun2s3IyCAyMpKgoCAWLlzodDyGURXsOHSWxRsOsHjDAUfJi8UbDrDj0Fl3h+ZyVerqLxHZgK2TKKiy2Deq2sd+Yv41YBrwPbACSC+szZyFicLDwwkPDy82jsjBkTz93yfLlGG0LG3s27eP1atX87e//Y2mTZty9OhRYmNj6d696JP9jRo1YuDAgUyePJnZs2fj5eXFoUOHOHbsGH369Cl2uy+++CKxsbFs2rQpX2ne8PBwatSowYIFC5gwYQKLFi1CRLjhhhsA27mjjIwMMjIysFqtpKenY7FYqFmzJpcuXWL48OHUrVuXmJiYEr8fhlHZVfWSF3FxccTFxTm3cGElIavLA9s5lfGFzCuwVKYzpVUjPrql2GXKq43jx4/rHXfcoU2bNlUvLy9t1qyZTpw4UdPS0vTdd9/V3r1751reYrHowYMHVVU1NTVVJ06cqM2aNVMfHx/t2LGjrlixQlW12HVFRGvXrq316tVzlP998cUXHcvu3LlTO3XqpHXr1tVOnTrprl27HPPi4uLylf/t16+fqqpu3LhRLRaLenp65iotvHnz5lK9P0bJmXLCRkng6nLClZmItAf2AzWAB4GJQKiqZhawrBa0/86UVh3y8a2sjFxdplhd0YZhuIIpJ2yURHmUE67M7gbuw7Zvm4ABBXUopZEzb1c7v2tYtvcDoPS5v0rbhmEYRmVV7ToVVX0CKJdLh3Lm7YK73NaGYRjVX1VNPlvtOhXDMIzqoLyTz5aX6nZJsWEYhuFGZqRiGIZRCbki+aw7mE7FMAyjEup2XTe2/vgt3mH1aEsImaSTuiuN7h1Huzu0IpnDX4ZhGJWQK5LPuoMZqZRA4u6TJP50yv78FE3aBwLQ5JpAmrRvVNSqLm3DMIzqLzud079+nId3WD3S4s8TNeKxQtM6VZqrxQq7K/JyeFCGO+oXDnmv2GUqoo3CPPDAAzpnzhynlg0PD9clS5aoqu2u+l69epVbXEblZO6or5ysVqsOGj1IB//vZh00epBarVan1nNFxo+iUMQd9ebwVxW2fPlyunfvjpeXF40aNaJHjx688cYbALzxxhs8/fTTpWq3vMoRO2vbtm0MHDgQPz8/AgMD+dvf/sbJkydzLTNt2jT8/f0JCAhg2rRpueZNmDCB0NBQatSowdKlS3PNi4mJwcPDA29vb+rVq4e3tzdff/11ue+TYZSGq5PPVgTTqZSCqrLu108dxzrd0cY///lPJk+ezLRp0zh16hQnT55k4cKFfPvtt2RmuiSBgNukpKQwYcIEEhISSEhIwMvLi7Fjxzrmv/nmm6xcuZLdu3cTHx/Pp59+yqJFixzzr732Wt544w06depUYPs9e/YkNTWVtLQ0UlNTnUqmaRjuEjk4ktq+tSr9uZRsplMphU8//pTf08+x+pPS5+0qSxupqalER0fzxhtvMHToUDw9PQHo0KED7733HjVr1mTs2LHMmDEDgHPnzhEREUHDhg3x8/MjIiKC48ePO7Wtb7/9lq5du+Lr60u3bt0c5YMB+vXrx4wZM+jVqxfe3t4MGjSIs2f/SuW9dOlSWrZsSUBAAHPmzCE4ONhRXjgjI4OoqCiaNm1Ks2bNmDx5sqMzHDRoEMOHD8fLy4vatWszadIkvv3221ztTpkyhcaNG9O4cWOmTJnCu+++65g/ceJE+vXrR61atUr83hpGZSMitB7aqthRyvRZ0xn24DCGPzSMfcv3M/yhYQx7cBjTZ02voEhtTKdSQqpK7OIVjGh3F8sWLS/VSKOsbWzZsoWMjAyGDBni1PJWq5V7772Xo0ePcuTIEerWrcukSZOKXS8lJYXBgwcTFRXFmTNnmDx5MrfeeispKSmOZWJjY4mJiSEpKYn09HReffVVwFZe+KGHHiI2NpYTJ07w+++/k5iY6Fhvzpw5bN++nfj4eHbt2sX27duZM2dOgXFs3LgxV12WPXv20KFDB8frDh06lKhs8Y8//kjDhg0JDQ1lzpw5WK1Wp9c1jMqq23XdONsomcwB6bS9M4TMAemcDUyme8eiS2K4mulUSujTjz+l8YXmiAiN/gwq1UijrG0kJyfj7++PxfLXn+/666/H19eXunXrsnnz5lzLN2jQgKFDh1KrVi08PT158sknnTqPsHr1akJCQhg1ahQWi4U777yT0NBQVq1a5Vhm7NixtGrVilq1anHHHXewc+dOAD788EOGDBlCjx498PDwYNasWbnaXrZsGdHR0fj5+eHn50d0dHS+8x9gK/Q1e/ZsR2cF+UsX169fP191ysL07duXn376idOnT/Phhx8SGxvLK6+84tS6hlGZVZZLkE2nUgLZI4w29a4CIMT76hKPNFzRhp+fH8nJybl+YX/zzTekpKTg7++f75f3hQsXmDBhAi1btsTHx4e+ffty7ty5YreZmJhIixYtck1r0aJFrkNnOcsP161b1/HlnpiYSFBQkGNenTp18PPzy9V28+bNc7V74sSJXNs6cOAAt9xyCwsWLKBnz56O6XlLF6empuaqQlmUli1bOvapXbt2zJgxg//+979OrWsYlVn2Sf203bbPYFr8ebec3DedSgnkHGEApRppuKKNHj16UKtWLT755JN88wrqKF599VV+/fVXvvvuO86dO+cYpRTXqTRp0oTDhw/nmnbkyBGaNm1abIyNGzfm2LFjjtcXLlzgzJkzudpOSEhwvE5ISKBJkya5Xg8YMIDo6GhGjRqVq+127dqxa9cux+udO3c6Xba4IGW54MIwKpOcoxV33ShpOpUS2LHtB1IbnGGHx2ZW/fI/dnhsJs3vLN9v3VGhbdSvX58ZM2bw4IMP8uGHH/LHH3+gquzcuZM///wz3/Lnz5+nTp06eHt7c/bsWaeLMd1yyy38+uuvLF++nKysLFasWMHevXuJiIgodt3bb7+dVatWsXXrVjIzM4mOjs41f+TIkcyZM4fk5GSSk5OZPXs2d999NwDHjx+nf//+TJo0ifHjx+dre/To0cydO5fExEQSExOZO3durqvDMjMzuXjxIqq2Esbp6emOjmPt2rWcPn0agF9++YU5c+YQGRnp1PthGBVpd1I8y/Z+wLK9HzhqLy3b+wG7k+ILXadSXIJc2A0sl8ODKn7z47Jly7Rr167q6empDRs21O7du+tbbi6MQwAACfVJREFUb72lGRkZOmbMGH322WdVVTUxMVHDw8PVy8tL27Ztq4sWLVKLxaJZWVmqqtqvX79cNz/mLCn8zTffaKdOndTHx0c7d+6s3377rWNezvUKWjcmJkabN2+u/v7+OmfOHG3WrJmjRPDFixf10Ucf1caNG2uTJk00KipK09PTVVV15syZarFYtF69erlKF+c0bdo0bdCggfr5+en06dNzzQsPD89Xunjjxo2qqvr4449rYGCgenl5aatWrfS5557TS5culenvUB2Ymx+rD6vVqleNbuv0jZKlQRE3P7r9i92dj6reqVQl58+fVw8PDz18+LC7QzEKYDqV6sWdd9Sb3F8lkDNvV+N2Dfk+1nZcv7S5v0rbRlXx6aef0r9/f6xWK1OmTCEsLCzfiX/DMKoX06mUQJP2jf764h/pvjaqik8++cRxnqRz584sX77czREZhlHeTKdilJvFixezePFid4dhGEYFMld/GYZhGC5jOhXDMAzDZUynYhiGYbiMOadSAB8fH6dvEDSM6sDHx8fdIRjVRJXsVETkIWAM0B5Ypqr35pnfH3gNCAK2AWNV9Yiz7UdFRbkuWMMwjMtIVT38dRyYDSzJO0NE/IAPgaeBBsAOYEWFRmcXFxfnjs26jInfvUz87lXV4s+Z1sXriLdTaV3KQ5XsVFT1Y1VdCZwtYPYw4CdV/Z+qZgDPAR1EJKQiY4Sq90+Zl4nfvUz87lXV4m8fEMaoq+5i1FV3EXK2reN5+4CwCo2jSnYqxWgHOFLYquqfwEH7dMMwDKMcVcdOxQv4Pc+034F6bojFMAzjsiK23GCVh4hsAPoCBQX2jar2ybHsbKBpzhP1IjIf8FDVSTmmxQPRqvpRnm1Vrp03DMOoIlS1wLz6le7qL1XtV8Ym9gD3ZL8QEU+glX163m25odiAYRhG9VUlD3+JSA0RqQ3UADxEpJaI1LDP/ghoJyJDRaQWMAPYpar73RWvYRjG5aJKdirAM8CfwDTgLvvzpwFUNRkYDryA7eqwLsCd7gnTMAzj8lLpzqkYhmEYVVdVHalUaiLykIh8JyIXReTtAubXEZH/E5EkEUkRkTg3hFkoJ+K/Q0R+FpHfReQnEbnNHXEWRESuEJG3ROSwPb4dIjIozzL9RWSviJwXkS9FpLm74s2ruPhFpJuIfC4iZ0TklIisEJFKUd3Nmfc+x7LRImIVkRsqOs7COPm/U2k/u07GX+6fXdOplI9C7/i3Wwz4AG2x3fU/uYLiclZRGQuaAO8BUapaH3gCWCYi/hUbYqE8gCNAb3t8M4D/ZHcclSnjQiGKjB/wBd4EWtgf54F33BFoAYqLHQARuRLbIerEig+xSM7EX5k/u8X971fMZ7ewOsPmUfYHti/mt/NMCwHOAV7ujq+U8XcFTuaZdhro5u54i9iPXcBQ+/PxwOYc8+piOycX4u44nYm/gHnXAb+7O8aSxA58BgwCDgE3uDvGEvzvtK0qn91C4q+Qz64ZqVS8bkACMMs+hN4lIsPcHVQJfA/sFZEIEbGISCRwEajYBENOEpFAbB35T/ZJVSrjgj3+NhRwSbxd3yLmuVVBsYvICCBdVde6LTAn5fjfyY6/K1Xos1vA+18hn91Kd5/KZaAZtuzK/wUaAz2B1SKyR1X3uTUyJ6iqVUTeA5YBtYF0YISqXnBvZPmJiAfwPvCOqv5qn+yF7ddZTpUy40KO+N/VAi6JF5Ew4FkgoqJjK05BsdvvGXseuNGdsTkjz/9O9ntfZT67Bb3/FfXZNSOVEhKRDfYTjFkFPL52ookLQAYwR1UvqerXwAZgYLkGblfW+EXkRuBloI+q1gTCgSX2L7hy52z8IiLYPlTpwMM5mjgPeOdp1htIK/fgcUn82fNbYzuM9LCqfltFYp8JLNUSlKFwJRfEXyU+u4XFX1GfXTNSKSEt+x3/2UNNoeBUNOXKBfF3ADaq6o/29r4XkW3Yfn2W+yGwEsS/BPAHblHVrBzTnc64UB5cED8i0gJYD8xU1WUuDrFQLoi9P9BUbPWQAAKwnUj+h6q+4sJQC+SC+KvKZ7ew+Cvks2tGKuVAir7j/2tsV2g8aV/uemzHxde5Kdx8ion/O6C3iHSwL3sd0ItKdE5FRBYCocAQtZU/yKnSZ1woKn4RaQp8CbymqovdEV9RinnvbwCuwfbl1gHb1V/3A69XaJBFKCb+qvDZLSr+ivnsuvvqhOr4AKIBK5CV4zEjx/yrgG+xHXL5yf4P4Pa4SxD/g8Cv2M5FHMB2iaLb47bH1twe+5/29zcNSAVG5ljmBmAv8AfwFdDc3XE7Gz+2TjDLPi01e76743b2vc+z/G9Uoqu/nPzfqbSfXSfjL/fPrrmj3jAMw3AZc/jLMAzDcBnTqRiGYRguYzoVwzAMw2VMp2IYhmG4jOlUDMMwDJcxnYphGIbhMqZTMQzDMFzGdCqGYRiGy5hOxTAMw3AZ06kYRjkSkZkiskdEMkSkcSHLRNmzz74vIiMrOkbDcCWTpdgwypGqRtsykTMGWzbkEznni0gQtuSKv6jq3ys8QMNwMTNSMYzyZwUOA8EFzBuArfre5ooMyDDKi+lUDKMc2Ytp/YqtDG3LPPN6AZuA64FvKjw4wygHplMxjPJ1PbZRyGFyjFTs9WlaYitt3A4zUjGqCdOpGEb5aq628rmHyT1SGQb8D1uRpNOqejB7hojMsp9ryUVEluR53cleLCpYRHzs054VkeEi8oKImM+3UeHMP51hVIzD2EcqItIQSFPVP4Ge2A99iYiniDwMjMRWstZBRG4B2udp8wtsI51xqnpORMKBeqr6IXAQGFdue2MYhTCdimGUExHxBZLtLw9jq89eA7hVVdfap/fCfuhLVf9Q1QXA0Tzt+AGXgPN5NvGQqvqp6jP2132AH+zPf8BW4dIwKpTpVAyj/PTEVnoWbLXNLdgOe20HEJGaQBdsJ+tzkjyvB6jq5wVM7yIig+yHvGoADbGVSAZbGdkC74sxjPJkOhXDKD89gd0AqnoJSATCVHWPfX5nbPXmdxbWgIh0AbYWNE9VJ9tHPPuACdg6nSz7bA9slzIbRoUynYphuJiItBeR/wBTgVj7ORSAjcCrYjMPWAAoML+wu+2xnUfpIyL3AFeKyAj7NsaKyIP2ZS7alzsJeNqn1QdOuXrfDKM4oqrujsEwjBxEZANwj/2qsZzTD6lq9sn+W4EdqnpSRKKAFGznbQao6jP2E/6qqq9VcPjGZc6MVAyjkhCRmiIyCWgNPCIiV+eY9yTgLyL32Sd9BtwuImMBD1WNUdWNQG37aCYYWFTBu2AYZqRiGIZhuI4ZqRiGYRguYzoVwzAMw2VMp2IYhmG4jOlUDMMwDJcxnYphGIbhMqZTMQzDMFzGdCqGYRiGy5hOxTAMw3AZ06kYhmEYLvP/AZ4XwSSqRatZAAAAAElFTkSuQmCC\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'QLF_UV'\n", "xlim = (-15, -29)\n", "ylim = (-10, -3.5)\n", "xlabel = r\"$M_{1450}$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [6,5,4,3]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## optical B" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:04.200830Z", "start_time": "2018-05-04T07:05:03.098294Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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zaOOuq1S39ejApx9+zsVBH4XeTEX9DIb6hK2eSg/0WugLSilvdDr6MXazymCoIjaH5LoFQJdxcNUIiP5Vey9Ne0Hz/mxekUB485+LlEAWSD6MSj7MG/28OJS8iv1J/cjOcyUwPZgVXy5mxB13Wode8NYi/FObony0QCml8E9twsK3P2Hio2VHjD09+2kOxB8otoVGBNoGtuXlGS9X/cPBhCwbLh1VDikGUEr1QhfBWgQcBpaKyH/tbFuNY0KK6yfVCsnNLkjzsn8JH7x/NQ/c/wdkxEHsJjgbXaL7+dwGbEoMYM2JIPJcnIn8+x0QOgh82xH53D+IPXiSo8eiyczORKF3zGQ3Ok9IeLMyReLbZd/y5tbX8ejsbm1L3Z7GY+GPM3qEjuCKPnqUuZGzyImPxzEwkCmRM2kRGlqpRzT1YAzVxd4hxQBrgNPAAyKyUinVVSn1b+BaEeltq6EGQ63j5AItB0HzfvD+F3pTZLYLtB0O+fkQv5n8k9uxFARBNnTIo2/QSfoGnSTbuWlBTrJN4OxB5MTB0PQ+3lz+BV8e+BLvrl4FN/Hg1LY4ItqUXum6Va+WZCzMxD3MrfA/Lxm7M2n5oBaN6KNHeXXkSB47k4yLxULmjp28unkT05Ytq7SwGAw1ha2ichSIEJFEABHZppQ6BWyxm2UGQ23SoCDUdvBLkLgH9i/Vu/MDu2FpMVAntYzbVKwEslPWCYg+AQ4NwT8MMk7B/qU8GtSCH5ZakC5iFQmPo55Mnfloqbfu7N+FZyc8Z/VW0nak89zE6XT27wLA3MhZVkEBeNMxiyNOZ7jl3uGEtmsHVH+6zGCwFVtF5b1CQSlEROKUUpfdFJjBUJSiKViCOvqz6YudAAR3vIfgTpl6zSVus16L6XqPFpW4TVpkCjMl556Hk3/qw6slKvMMD7Rx4o1tZ/Do5kva9rM8dtvfUEpZ7ycivP3+W0z9y6MkZCaQGphBxi7trWTsziTj9nR2Ju4gzK8zOfHxVkEB6JZrYeeQJjS9JoAcshARDr59hAk3TrD5c6jO9JrhysYmUSms966UCgEcRORIQfGu5+1qncFwiQkOC7ywMfGuUjr0egTS4uDwT3phH4E2w3WBsPhtWmDOF0mHknwEko9wfSNX4qOd2dDRlbjN8WR0/Yqdf8QQ1vomgjuGsWzJCmJjT3LK5QQjxuqQYw9x5fmPp/PiPS8xusOF3fCOgYFk7thpFZbQNl6kro8nNKQTPqcCOLY/msDoZuz4cQ/N0lsS3CmAODenSu+DsWV6reg+m5qojGm4fLB1ob41sBhoB3wrIuOUUhOARBH5wc421hhmob5+cskWos8lQ3QUHPwB8rPBxQ8cGuk0/HGbCpJZFidH4JRDM5p26A8NnIF8xLkx4/51kP7uY1ibs4pPvl9onSab8dIMZj83u9iGyYu/9He0cuFfvg5kd/bAu4sXx2fE8WDo4/xw7lu+/fHrKqeGeX7SZCb++FMxbygzP58FQ67nhfnzKrzeBALUf2pioX428LiIRCmlJgGIyEKl1OPAZSMqBkO1aOQF7W+GVkMgZoPeqZ+RAG4BRPvcwNc/O9DdI56rQ1Jxc8wFwFFB07wY2PmJFqHgHvywLYWg3HYopQhMD2DFR68wYsIDqEZevDD9BYAS02QTHnyH735dS0baYfL8Ff83cwYPzXqYM+eT6es2EKUULXOuKnWzZUUhyxdPrwG4WCzknIrHYKgIW0XlfyISVfC66E/9htUzx2C4DHFyhVbXQ/MBcHIz0VHzeXXmNzx23hEXiwvxOLO23TnGDnGh4bmiJZAT4dBKBuZaCOk8gD1nvGnr1ZVP/+89hvvuRfl3hBYR4N/JOi237NtlxMaeJKtJOtMWzyhmxn233sfzf5tJWMduwIXNlhenkOnVrRcbt24oEbJ8TfeJQMnpNdCeimNA2fnKimZBPhGdxMhJek+MyYJ85WHrjvqOSqnmRRuUUs2A5mX0NxjqPw5OENKbub+cKxAU/d+rEQ3ot8eFl9YEQPhfdP2WBk7Wyxo65NPRbw23t5vO6LYvMKypFyt3Z8PZGPjzPVg5Ff78DxK/k88+/Nyab+ziqVuHXEcGBQ61CohSF1LDFKVVr5Zk7Mq0Xm8NWe6p10umRM7kDR8vMvPzAS0ob/h4MSVyZpmPXpglOrHFcJpGTLC+Li3dvqF+Y3P0F/CHUuoo4KiUug9oClxvN8sMhsuUnPhTpU8fJSaDi69e2A+9DhJ2EL9jHYGN0qz9At0OMr7TQdLPO0H81RAUDs7uEL+d5V8vISi9I8pbEZjRlBXfLWfEzSOt165d+RuJKp6opFVkZWTj7OqEiBC1Yl2xKTClFP0H9ed/2zfi3dWLpO3J9B88wCpGLUJDmbZsmY7+OhWPY0Ag00z0l6GS2LRQD6CU8gcmA6HAQWCeiCSVe1EdwyzU1x/qUvRRmQvdPVrywpQ2gNIhyQ2c9GLG2eNwchOc3gOSX3JA7zZIcA/Gvx5LP597rYv4a09/yCdzn0A1uRrcg8osjVwaIsKwycNwGK3I/U74ft731ar1MnLSo9Z6NkXxi17Bsvn1oqafoQjlLdTbLCpl3OhNEfmr3QasYYyoGGqCEiG5BdNH05Yto0VAYx0xdvhHvZ/F1V9nSgadYyxuq44cy0otMe7pzMYcSr6B/Un9OZ/rwd7T2+jeOZqJQ9x0nZjQgRAQBq5+5dpXuOi/Z99e3vvybR6+Yyrtr2pfrTovRlSuLKoV/aWUagV8VIn7NALaApeNqBgMNUGF00cdbtGZkWN+hwNLdcRYQy9o2FinhwnpA2cOau+lSCExX5ez+Lp8QXjQYjYnBpGsmnIkzQsad9QitH0hINA4BJr3LxAY/xIeTOGi/8lvjuO8oCGeXdzocXOXS/gJGeozFXoqBQvw84AXgULfPAJIAI4X6doRcBaRF+xuZQ1hPBVDrZOXo72Tfd9B2klwdNXrLoVCcC5Ji0v8NsgtpXajawAEX60FpHA6LSsVslL0a48mBQLTGdwCreOKCOOGT6C/w1DW5q7ikxULS0x/FXo0P0X9zMrfVtCr6zUopUhyTiTJ+XSxNDBFo78uzoJsor/qH9Wa/lJKOQJdReTPIm0Pish/Sul7v4h8WF2Dq4tSagwwAwgB4oDJIrK+lH5GVAx1g/z8C1UpT+/VAuEaAJYG+nxejs5BdvJPSIsteX0DZy0cgV3BrWB9RQSy0wp2+Iser3l/COzCsp+3EPX277T16MD+s7sZ9FifUouHAfzl739hz9ID5N1+Hp+eOinmmW1J3HnVGB69q+TEhNn8WP+p1vSXiOQAf17UXFZha6cy2i8ZSqnrgX8Cd4jIn0qpoNq2yWCoEIsF/DvoypRnj+td+rH/Qy/qB+oEl4Fd9JF2UnsvCTshX2+qJC/rQr4xV38tLv6dwdlDHyJ6zWbPV8juxXw25wj9fe8Dyt7PAtqjObsnnbHt7+aj1W8iV+sfYeUlxKwMJrdY/cXWfSptlFLXFm1QSl0NdKu+SdUmEphd6FmJSJyIxNWuSQZDJbFWpXwArn9Fb6rMTNBCk1Mw/eUeDFfdBNc8Dq2GQiOf4mNkJOhAgI2vwa7PtQck+To0uXEIC3614K96FdvP4n82mIWvvqs9piIs/245AZlNUUrRs0E/kv5MIWl7Mh2u7cCu0zttesTCQIaJP/7E1F27mfjjT7w6ciTRR4/aNJ6hbmFr7i9/4BegCRALeABZwHUicry8a2sSpZQFOIee+roXcAaWAE+IFBTAKN7fTH8Z6j5ZaXDsNzi4QnsbjXy0QBQiAinRcGqbniIr9F6K4uiiPZfArkR+EU3sSbngleTnIfk5NPHPJnJKTwjpB0HdEI8Qxo2cRH+HodYw5o8S3sSvrS8r568sMwS5oumv6uYWqwzGE6pZ7J77S0QSlFLhwE1AK+AIsExEzttupl0IQE/N3Qr0AXKBpcB0wGRQNlyeOLtD2xt18bDYTbB/iRYRZw8dNaYUeIXqo/UwSNytF/ZTYy6MkZMJsRshdiORXYPghq665otjo+L3ysmEAyvgwHKWb0khKKM1yvOCR9NT9cW3uUe19rTUdG4xU8SsdrF1Rz0ikg18ZUdbKkQptQYYQPF8Y4WsR4scwFsiklBwzWvAc5QhKpGRkdbXERERRERE2M9gg8GeODhD8z7Q7Bpdv2XfEkg+rIuCufqDsug+Qd31kXlGey/x2/WCfSHpcXAoTk+R+V4FAV3Bu5W+3tEFGut9M5sPxpDKn2xO+ZOT8V4EtYDo88n4Z/bU3lEpwvL07Kc5tWkjtz78gbXt4oJhtuQWqwoXFzFzsVh47EwycyNn2c0TutKIiooiKiqqUn3Lnf5SSvkBdwJrRWRHQVTVBGAf8Fwd8ExKoJQ6DjwrIosK3t+CtjW8lL5m+stw+SICSYcLCodtAYuDjvwqjBiz9svXdV3itxWsr+SVHMvJ/UL0mIsvACdjGnHyRKOC184EB5wGySM4MIXgkGwdVODXCTybsznJhS3HU9n2v5/YkrEIv3BP69Cp29N4LPxxRo/QNWHK3RxqB0/i6aE3MHXX7hLtb4d15OUfSk+iXpcyMlwO2BxSXFDJ8Sx6imsDOkR3O+APNBGRh+xvbvVQSs0CbgBGoKe/lgCrRSSylL5GVAz1g7Q4OLQKjq3VHodboBaZi8k5B4m7tMCknSx5HsCjqRYXv47aCyqN3Cy9HyY3E1AFU3At2eHqzZR/fEDg+GDrOkz8ZwnMfWeutRwyFFnzKNgcas81D1MPpuapjqjcJiJfFbx+QEQ+KHJugogstLu11UQp5QC8CYxFL9p/ATxVMF13cV8jKob6RcZpPa115BdQgGtBOHKpfRO0uJzaATkZJc9bHMC3vRYYz9Dyc4vl5+kptqxUvt0Sw5sqFY9uvqRuTeKxVrcy+ubxeorOYmvAaeWpridkRKViqiMqd6PXKSYBFhFJKWj/F7CjcIrpcsWIiqHekpkER37WAiP5BXtdythGlp+nq1We2qarVZaW1NK5Mfh10OLSOESv3ZTCztxUduSk8sb7awm8uzXxHx/gsbu70lk1JMzBHXzb6QABzxZ6t38Z41SX6nhCRlQqpjqi4gCEi8j/Lmp/CvhCRKLtaeilxoiKod5z/iwcXQ0HV0J+jvZcyvsiz87Qmyrjt0HGqTI6Kb1XxrOFPhqHlBCsb/+3n+c3/MmLfa5mdM+rdGNeDmSdLfCKCqbMGofotRzv1lqwnN3s8NDVw4hKxdg1S7FSyr8wsupyx4iK4YohKw2ORum9LrlZOvV+WeslhaTFae/l1M7S844VoixFRCYUPJohFgdmfL6W2WP6lx1+LPnaruzUgmgyi04jEzpQr+tUI2y5qpjcZVXD3qLyqIjUi1zWRlQMVxzZGXBsHexfqvekFE29Xxb5uTp6LPkonI2G9Ar2kygLuDe94Ml4NC17Xefi+6SfgvxsPU3WZjj4dywZzVYDmNT9VcPemx8v3c8Hg8FgX5xcoc0N0GIAHN8A+77VC/YufvpcaVgcwKetPkBHkJ09BilH9SbMjIsmLiQfUo/r4/haUA20sBQVmdIi0ywOep1FBFJj4ffXoJEXtBkBTXvViakxQ8XYIirmp73BcLnj2AhaDYbmfeHERtj7DaQk6j0qThV8eTs20p6Ebzv9PidTi0vhkZlYvL/kaRE6ewyO/VogHs3AswX/2ZTMmmQhr0gaQgHaunrw8l0R2rPauUjnMAsdCC0iwCPYbh+Dwf7YvKPeYDDUAxyctdfStDfE/gl7v9bC0Mhbp4GpDI4uOjLMr4N+n50OKQWezNljkHm6eP/83AIv5ygP+sJkHwv7PLxZ5xnEau8mpGxN5hrXguTiTq76yMvRAQeHfwT/TtDmRh3ufAlClA1Vw4iKwWAAByedAqZpL4jbDHu+1l/8Db2goWfF1xfFyU2vhfh31O+z0vRaTKEncy6pWPdGKp9uaafplnaa0QlHeOOoBy3HX1N8zAaOetpMRK/trH9Vl01uO0IXKXOqYF3IcMkwomIwGC7QwEELS3APHVZcKC7OnlqGo0U2AAAgAElEQVRcbInIcnbnZFZPTp4ZAEDS6fO0DtiJuxzEy3IQh9wLIhOSlcFrrTJgz3fQ8jotJEVRSosJflqsts2DHZ/ovi0G6Kg2G2gR4AnRK4CS0V+GqmFL9JdzaWnkL0dM9JfBUAH5+Xrfyp6vdU2XBk4FO+Nt/z36wRuteeCxQ4DeLHko/SRxK39mctMUXPIvykvm1wFCB+vpuLLIy9ZRY5IPQV11jRmftjZPjZl9KhVj1+iv+iIoBoOhElgsutqkf5jOiHxsHZz4Xa9xFE29X0lEhFUHl3O/XIVSijAHD8I8Pfi2pWLoHxuZ182RVvmHL+zqT9yjk2AG94CQ/qVHqDVwgsbN9DWJ+yBuq06s2XYEBIeDYwX7cQx2xS7TX0qpBoBjXcxabDAY7IDFAj5t9NFpjM4XduRnnSVZKR2SfHFtllJYvv4IZ7NSWLHhKCP6tLS2j+7Zli1H4mnZpz+cT9aL8okFmYYlH2L/0NNxzfrooILS9r0oy4Xpr6xU2PKRjhxrNUQXHnP1tccnYagAWys/3g/MBrqLyEmllBO60uIWEdloZxtrDDP9ZTBUk/RTcOJ/cPQXnRKmgbNe8yhlekxEGPf8r/T3mcLaM3P55IUBxXbbF0u1f6IRbYL30jRvKe5yuPhATu46tDiwqxaS8sjNKkg3I9D9XgjpU+Ejmemviilv+svWeDw3YJKInARdsEtE3gOutnE8g8FwOeIWAO1ugqGvQd+n9XRTerwOJT6foqO1Cli+/ghBlh4opQi0hLNiQ/Ga9MHNztGjdxI9eicRF9uI9n08cO83DjqOsdZ4AXQ25APLYNP7BQkwy/lh6OCs84tZHPWGSkONY6uoNBCRVaW0N66OMQaD4TLF0gD82kGP++GGN6DbFB0tlnoczh5Hcs7x2Q8xtPHSNVXaenXl05XHqXCmQCldnbLHg9B2ZPGNmZmJsOsz2D7fCEYdwlZRaaeU6lu0QSl1PdC++iYZDIbLGmc3vVM/YiYMegnajmD5un0EWcKt011leStloiy6RHLPqdBiYPGsyGePwdb/wp6vSuyBMVx6bF2onwn8pJQKAOKBYOAUcL29DDMYDJc5SumUKh1uYXP2dlI9j7D53GJOHnMgODAZadCATfscii3YQ8kIsWI0cNKZjIPCdcqXuM1FIsV2w+m95UeKGWocm0RFRE4opboAI4HWwFFgqYn+MhgMpRH5yizr6w9GLeKBN5rq6LHUE3A2Ru99KajzUlaEWDGcXKHNMGjSS0eKnd6j24tFivWFptdULkOywW5UJ6S4FRBR8GcTYCtw0A42GQyG+k5ohN4Bn3oCYn6H6DWQfg5xC+KzH2K4veMUPl05l+HXhhbzVp7+LIoDGanFUqULzgz27MbDrc7oNRzQGyKjV8PJP/V0maufXc23VpaMj8cxsGqVJes7NomKUmoI8A2wHu2ltAb+UErdeDmFFBsMhkvDyZ3xnNylK0kGdfRn02fbAQjuFEBw2B3QbjQc+ZnlH79lXXspXHMp6q30ahnExnPn8ejmY21L3XKGJq6h0LWtjgY7+vOFJJbZaXBgqd6k6eILHW+vdvGv6KNHeXXkSB47k4yLxULmjp28unkT05YtM8KC7Z7K/UA3EbF6JkqpVkAkYETFYDAUIzgskOCwQP3mrlI6ODghbW7ks83z6O/VFSiMECvurbTqHkjGu5tx7+pduFeCjO1JtHy494VIMZ82elf9sSidMRn0hsr1r+jw4p4PVetZ5kbOsgoKgIvFwmNnkpkbOYsX5s+r1tj1AVujv/4oKigAInIY+K36JhkMhiuR5d8tJyindbkRYkop+oeHkrztDABJW0/Tv0fxKTKURe+X6TlVb5IsjBRzdIWw0hStauTEx1sFpRAXi4WcUxVUxLxCsFVUSuT/Uvpv1bHI+7/bapTBYLjy2Py/LaR6n2Gzw28s2/cNm+Un0hx2sGn7YShINBnm4MGcvtfgviMTEcFj5znm9LmGMIdSar80cILmA7S4+HaADrfrSpLVxDEwkMz8/GJtmfn5OAYEVnvs+oCtaVoWAc2AovkT2gNJ6NBigBtEpE6XaDNpWgyGuskHoxbxwJLxunTx3m/g0Cq9JlJQOOzb/+3n+Q1/8mKfqxnd86qKB0w7qdPjd7qjwq4VpWkpsaaSn88bPl5X1JqKvWvUA/QEPgeK5qk+dlGfdBvHNhgMBo1jI+g8DgK7weYPdPixRxNrAspRV7e95Ca1CA1l2rJlOvrrVDyOAYFMM9FfVmwVlVdF5KPyOiilTtg4drVQSqWhy1wDKKAR8K6I/LU27DEYDJWj/AixDnp3/q7P4dhalKs/L9w1oNZsbREaahbly6BSoqKUaici+wrflyUoRfuJyFz7mFg1RMS9iD0u6B3/i2vDFoPBUHkqjBBzdoPuU3S6li3/1VmR3YOrHSJssC+VXah/opL96tri/O1Agoisr21DDAaDHVAKgrvD4H9AQJgudZxzrratMhShstNfdymlysiXUIyewH3VsMfeTAQW1LYRBoPBzjTyhF5TIWYDbJuv0+y7BRqvpQ5QWVGJARKBkxX0a1c9c+yHUioE6A/cU9Vr33jjDVJSUuxvlMFQz8hMPkdmsvYU9u7fQ/dOPbjzursK1kFqOMRWKV10y6ctbP0/SNijp8MKcogZaofKikoHdJ6vYCAT+FFESkR3FVSArDGUUmuAAVxYiC/KehHpX+T9ROA3Ebk4Kq0YkZGR1tcRERFERESQkpJSrN1gMJTP/r372fjjn6zdvoYed3W5tDd39YNrn4DoKNj5qd6f4uJvvBY7EhUVRVRUVKX6VkpURCQfWA2glGoIDFFKeaC9l19EJLeg61NVtrYKiMjAKnSfAPyjok5GPAyG6iEi7Nqym47+Yczb/3+ISMmU9TWNpQG0HAy+7XVt+uQj4N7UZCi2E4U/uAuZNWtWmX2rHFJckN5+KYBSyge4VSnlCBwWkd+rOl5NoJS6Fu1VfVXbthgM9Z0D+w7gltMYnBWN8lxZsWQFI0aPqB1jPIKh33Nw6AfY8zVPL9vDgawcVF42NNwLrp8jAm0D2/LyjJdrx8Z6jq1pWgpJBlKAG4BflFLfVd8kuzAR+FpEMmrbEIOhPlPopfg46xryjR09+fTDzysuE1yTNHCAq0bAwEh6tQ4hqZUjOWOakzPag5zrs0gKOM013a+pPfvqOTaJilIqXCn1OhALzAPOAANEZLQdbbMZEfmLiEyubTsMhvqO1UspUuEkMLMZK5asqD2jCvFsTqu7nyJjZ7pV5ESEjN2ZtOxpdr/XFJUWFaVUC6XUc0qpvUAU4AfcDTQRkb+KyJ9KKf8astNQRf75z39y//3317YZNcKwYcNYuHBhbZthAI4dPE5a/lmizx3icOp+4rNiOZkbQ9SKdbVtGgCdg3rw7D0vkrYjFYC0Hek8N3E6nf0vcTDBlYSIVHigRSQLWAGMBVzK6De/MuPVlUM/fklmzpxZantd4+OPP5awsDBxcXGRoKAgeeihh+Ts2bNVHmf+/PkSHh4uHh4e0qxZM3nyySclLy/Pej4pKUlGjx4trq6u0qJFC/n000+t5+Li4uSmm26S4OBgUUrJsWPHio3dsWNHcXd3tx4ODg5y0003lWnLunXrxM3NTdzd3cXV1VWUUuLu7m5ti4mJqfLz2YvJkyfL888/X6ztnXfekR49eoizs7Pcfffdxc5t3LhRrr/+evH29hZ/f3+54447JC4uzno+MjJSHB0diz3f0aNHy7UhOjpalFLF/n4utq2wT+FnHhoaKi+//HI1nrzy1LX/OzsStsui3Qulx+3hMuKbG6XH7eGyaPdC2ZGwvcxres344RJaeHlS8N1Z6vdqZRfqewFz0RmI2wBPFInuUOgQX0/gTmCSHbTOUAH//ve/mTNnDgsWLGDQoEHExsby4IMPMmTIENavX0+DBg0qPda5c+d488036dWrF4mJiYwcOZI5c+bw5JNPAvDQQw/RsGFDEhMT2bJlC8OHD6dr1660b98ei8XCjTfeyLPPPsu1115bYuxdu3YVe9+qVSvuuKPsTLF9+/YlLS0NgGPHjtGyZUvOnj176aOJKkmTJk14/vnnWbVqFefOFd/ZnZyczAMPPMDQoUNxcHDg4Ycf5u6772blypXWPmPGjGHBgqrtz63MZ6GUsn5umzdvZsCAAfTo0YPBgwdX6V6XO2F+nQnz64zLBFee/3g6L97zEqM7lJyl33w0iS3RSQB0a+7FR2sOAdC9hTfhod6X1ObLnrLURor/ol9UyX6rKtOvrhzY6qnMxL5HFUlNTRU3Nzf56quvirWnp6dLQECALFiwQCIjI2X8+PEicuGX6/z58yUkJET8/PzkpZdeKnP81157zepNZGRkiJOTkxw6dMh6fsKECfLMM88UuyY3N7dUT6UoUVFR4u7uLpmZmZV6zujoaLFYLCV+lUdERMjcuXNFROTw4cMyaNAg8fHxET8/Pxk3blwxb61Fixby6quvSufOncXNzU3uvfdeOXXqlNx4443i7u4u119/vaSkpFj733777RIYGCienp4yYMAA2bNnj4iIfPjhh+Lo6CjOzs7i7u5ewtuaPn16CU/lYrZs2SIeHh7W95GRkTJhwoRKfRYVfSYXeyoX9+nZs6fMmTOnSveyhbrmqRSSn58v01+YLvn5+bVtSr2AcjyVyq6p/KeS/WZXWdUMVWbDhg1kZWVx8803F2t3dXXlhhtu4McffwRK/qJdv349Bw8e5Oeff2b27Nns37+/1PHXrl1Lx44dAThw4AAODg60atXKer5Lly7s3r27ynYvWLCA2267jUaNGlX52rIQEZ599lni4+PZu3cvJ06cKLH36JtvvuGXX37hwIEDLF26lGHDhvHyyy9z5swZ8vLyeOutt6x9hw0bxuHDh0lISKB79+6MHTsWgPvuu49x48bx5JNPkpqaypIlS6ps66+//mr9XAtZtmwZvr6+hIWF8f7771fpuSvbZ+PGjezevZvWrVtXzeB6hFKKF6a/UGc93vpEhaKilHqeoqEd5SAmceMl4fTp0/j6+mKxlPzrCwoKIjExsUS7UorIyEicnJzo3LkzXbp0Yfv27SX6ffzxx2zevJknntA5RNPT02ncuHGxPo0bN7ZOUVWWc+fO8dVXX3H33XdX6bqKaNWqFYMHD8bBwQEfHx/+9re/8euvvxbrM3XqVHx9fQkKCqJfv3706tWLzp074+joyM0338zWrVutfSdPnoyLiwuOjo7MmDGD7du3V/lZS2PHjh288MILzJkzx9p25513snfvXhITE/nwww+ZPXs2X3zxRYVjiQh+fn54e3vj7e2Nl5cXn332Wal9XFxc6NOnDw899BCjRo2q9nMYDBVRmTWVt4CblVKT0aHD34rIxhq1qq4TWbvVIn19fTl9+jT5+fklhCUuLg4/P79SrwsICLC+dnFxIT29eKad7777jmeffZZffvkFb289j+zm5kZqamqxfqmpqbi7u1MVvv76a3x8fOjXr1+VrquIxMREHn30UdatW0d6ejp5eXlW2wsp+tyNGjUq8b7wc8jPz+fZZ5/lq6++4vTp0yilUEpx+vTpKj9vUQ4dOsSwYcN4++23i607tWt3IVVe7969+etf/8pXX33FnXfeWe54SinOnDlT7Ff3xWJd2Ad0LrvPPvuM3NxcHBxsLaFkMFSOCj0VETkrIvNE5F7gFaCTUuq/Sql/KqV61LyJhovp3bs3zs7OfPPNN8XaMzIyWLlyJQMGVL140Q8//MADDzzA8uXL6dChg7W9bdu25ObmcvjwhcrR27dvLzGNUxELFixg4sSJVbarIp555hksFgu7du0iJSWFRYsWVWpqqDQ++eQTli1bxurVq0lJSSE6Orro+ptNUyfHjh3j+uuvZ+bMmdaptLIoKNFaqXErO/2llOJvf/sbzs7OvPfee5Ua22CoDlXa/CgiSSLy3wKB+TfQQyn1f0qpF5VSXWvGRMPFeHh4MGPGDKZOncqqVavIzc0lOjqaO+64A39/f8aNG1fimvK+hFavXs348eP5+uuvCQ8PL3bOxcWFW265hRkzZpCZmcn69etZunQpEyZMsPbJysri/PnzAJw/f56srKxiY5w4cYI1a9YwaVLVAwMr+vJMS0vDzc0NDw8PYmNjefXVV6t8j0LS09NxdnbGy8uLjIwMnnnmmWJCEhAQwJEjR4pdk5eXx/nz58nLyyM3N5esrCzy8nSV7djYWAYPHswjjzzCffeVrAixdOlSazbsP/74g7feeovRoyveP1yV9ZRCnn76aV555RWys7MrvNZgqA42p2kRkdMi8r6I3AO8DfRVSn2slJqllOpkPxMNpTFt2jT+8Y9/8MQTT+Du7k7Lli05d+4cP/30U6kL4Rf/yi76/sUXXyQ1NZVhw4bh7u6Oh4cHw4cPt55/9913yczMtArW+++/T/v27a3nGzVqhIeHB0op2rVrh4uLS7F7LVq0iD59+hBqQw3v0ryDom0zZ85k8+bNeHp6MnLkSG699dZKP/fFTJw4kZCQEJo0aUKnTp1KhEhPmTKF3bt34+3tzS233ALoz87FxYVXXnmFTz75BBcXF1566SUA5s6dy9GjR5k1axYeHh7Wz7aQzz//nNatW+Ph4cHkyZN55plnGD9+vE2fSUV9hg8fjre3Nx99VG4VcIOh2ihbpwrKHFCpJuiKi12A/SJSZ7O2KaWktOePjIy87LIXz5s3j5kzZ7J+/XqaNm1a2+YYrlAux/87hqpTMFVb6q8bu6/aiUgs8EbBjX3sPb6hdCZPnoyjoyMbNmwod3OhwWAw1CQ2T38ppfoopeYopSKVUqXOa4jIGdtNM1SVcePGXTaC8umnn1qngwoPd3d3wsLCatu0Wsd8NobLGVuzFN8FPAAcAJyAFUqp8uMgDYYijB07lrS0NFJTU61HWloaO3furG3Tah3z2RguZyo1/aWUehg4jS7ZewIIFZGJRc5HAm8rpfaJSMkddQaDwXAZ8PTspzkQf6BYJWIxRb2qRKU8FRF5F/gZ6F4gMN2UUlOUUlcVnM8GHgRuLmcYg8FgqNMEtQ4kwT+enOuzrMcp/ziC2wTVtmmXDZVeqC9YHyksI9wIWAz0U0oVxp6mAg3tbqHBYDBcIh6966/8MHkV0kWsm1E9jnoydeajtW3aZYOt0V8NAT8R+R74HkAp5Q7MUko9hs4Vli4i9SooPmvD72T9/rv1tfO1vQFw7t3b+vpSjGEwGGoGpRT333Y/b259HY/O7qTtSOex2x83iSirgK2i8ibwjVLqVRH5saCtAeAgIoXhxPUuyZDztRe++GNfa4bf11/Wyhj2YuDAgUyYMIF77rkHgOnTp/PBBx/g6OjIyZMna80ug6G22Jm4g8xWGWQszMQ9zI2M3Zlk3J7OzsQdhPl1rm3zLgtsiv4SkTR0Ma4nlVKxSqmNwK/AO0X65NrHRENRXn755WK73QHatGnDiBEjirW1bduWxYsXV3rcEydO8Nprr7Fv3z5OnjzJwYMHGT16NP7+/vj6+nLjjTdy4MCBYte8/vrrBAUF4eXlxb333ktOTo713LFjxxg0aBCurq506NCBX375xXruiy++oF27dnh6ehIYGMjdd99dIrmlwVAbhPl1ZlyH8Tw74TmOLjzGcxOnM67DeCMoVaA6aVpOish1QD/gESBcRA5UcNllT/TRozw/aTJzUs/y/KTJRB89eknH6N+/Pxs2bLDmdjp16hS5ubls2bKlWNvhw4fp379/5W2KjsbX1xcfH71fNSUlhVGjRnHgwAFOnTrF1VdfXSx1+qpVq/jXv/7FmjVriI6O5vDhw8ycOdN6/q677iI8PJykpCRefPFFbrvtNmvW3L59+7JhwwZSUlI4cuQIOTk5TJ8+vdK2Ggw1zegRo7m5+y2MGm7KBVSZsqp3FcnOOruiPjVx7aU4qGLlx6NHjshDHTvKgcBgORHcVA4EBstDHTvK0SNHSu1fE2NkZ2eLi4uLbNmyRUREFi9eLHfffbdEREQUa2vTpo2IiKxfv16uvvpq8fT0lJ49e8qGDRusYxVWUPz555+lUaNG0qBBA3F3dy+1gmFSUpIopSQpKUlERMaOHSvPPfec9fwvv/wigYGBIiKyf/9+adiwoaSnp1vP9+vXTz744IMS46alpcnEiRNl+PDhlXp+Q92mrlZ+NNgXqlmjvotSypac5QqoVz7j3MhZPHYmGZeCGiYuFguPnUlmbuQsXpg/75KM4ejoSK9evVi7di3dunVj7dq19O/fnyZNmpRoS05OZsSIEbzzzjuMGTOGxYsXM3z4cA4fPoyXl5d1zMGDB7Ny5UomTJjA8ePHS73vr7/+ap3qAti9e3exjLpdunQhISGB5ORk9uzZQ8uWLXF1dS12vmi1yPXr1zN8+HBSU1NxdXXlu+++q9TnZzAY6jaVmf6aDRyz4YgGXrC7xbVITny8VQwKcbFYyDkVf0nHGDBgAGvXrgVg3bp19OvXj759+xZrGzBgACtWrKBt27aMHTsWi8XCmDFjaNeuHcuWLav0vUCvtzzyyCO8/vrr1raLK0IWvk5LS6tUtcg+ffqQkpJCbGws06ZNIyQkpEo2GQyGukmFnoqIbL4UhtgLpVRz4D2gN3Ae+Br4q4jkV3dsx8BAMnfsLCYKmfn5OAYEXtIx+vfvz3vvvUdKSgqnT5+mVatW+Pv7M3nyZFJSUti1axf9+/fniy++oHnz5sWubd68ObGxsZW+V2JiIkOHDuWRRx4pllfs4oqQha/d3d2rVC0yKCiIoUOHMmbMGDZvvqz+qRkMhlKweaG+DvMecAoIALoCA4CH7DHwlMiZvOHjRWa+1qfM/Hze8PFiSuTMCq607xi9e/cmJSWFDz/8kD59+gD6yzw4OJgPP/yQJk2a0Lx5c4KDg4mOji527fHjx2nSpEml7pOSksLQoUMZPXo0Tz/9dLFzHTt2LFbjftu2bQQEBODl5UXHjh05cuQIGRkZ1vPlVYvMyckpUfzKYDBcnlRLVJRSFqXUfUqpz5RSUUqp1QWvH1FKOdnLyCoSCiwWkRwRSQB+AKpW+7YMWoSGMm3ZMhYMuZ45qWdZMOR6pi1bRosqFJ+yxxgNGzakR48evPbaa8Vqvvfp04fXXnvNGvU1bNgwDh48yOeff05eXh5ffPEFe/fuZeTIkRXeIy0tjSFDhtC3b19r0amiTJw4kblz57J3716Sk5N56aWXrHXS27RpQ9euXZk1axZZWVl8++237Ny501pA69NPPyUmJgbQocfTp0/nuuuuq/TzGwyGOkxZK/iVOYB/AFOAbkAr4CqgJzAVeK06Y1fDpvuB+UAjoAmwE7ipjL6lRjZUJoLlRHDTCvvU5BjPPPOMWCwW2bp1q7Vt8eLFYrFY5KOPPrK2rV+/XsLDw8XT01N69OhRLPpr4MCBMnfuXBERiYqKkmbNmlnPzZ8/XywWi7i5uVkPd3d3iYmJsfZ5/fXXJSAgQBo3bixTpkyR7Oxs67ljx45JRESENGrUSNq1ayerV6+2nnvuueekadOm4ubmJs2aNZO//OUv1qgyw+WNif66MqCc6K9qVX5USt0qIl+Xce52Ebnk28WVUu2ARejKkxZgvuiSx6X1ldKevzLV62KbNKNJbEy1bLXHGAZDXcJUfrwyqMnKjx2UUr2ALUAGkAe4or/QGwJ2FRWl1Br0GklpSri+4Nwq4D/ohXo34GOl1Csi8lR17180b5fTNdeQ+u/XANtzf9k6hsFgMNRVqiUqIvKCUioC6A/4oz2DeOBnEYmqtnUl7zewvPMF5YubAu+KSA6QrJT6GB3aXKqoFP1VFRERQURERJnjF83bxd+rZLpdxzAYDIZLSVRUFFFRUZXqW+2kjwXiUbm71TAickYpdRR4UCn1b8AdnaNsW1nXGFfdYDDYyr3P3Mu++L0AZORk4OqoN/y2C2zPf//539o0za5c/IN71qxZZfatsZBipVSHmhq7Am4BbgQS0eWOc4DHa8kWg8FQjxl+7XAcQhvgPcqTZrc1wXuUJw4tGjCiz4iKL66nVDekuJlSKqS0Ayh1cbymEZEdIjJQRLxFxF9E7hSR07Vhi8FgqN+MHjGaRoddrclcRYRGR1yv6ESU1Z3+ug+4C4hB5/oqSmvgiWqObzAYDHUWU9SrJNXyVERkBvCWiAwq8A6sB/CKfUw0GAyGuktRb+VK91LADgv1wP+V0f6BHcauU2w+msSW6CQAthxNonuoNwDdW3gTXvD6UoxhMBjqDoXeyt8/epzX7n/9ivZSwEZRUUp5ASkFmyszSutTENJbrwgPvfDFf03UKv5zT89aGaM2iImJoWPHjpw9e/aK/09jMBSyM3EHO0/vRFoJTYOaktEynU/3fkKYb9gVWy3S1umvr4CWFzcqpcKVUvuVUruUUm2qZ5qhLFq0aIGLiwseHh74+PgwcuTIKmUetoVmzZqRmppaK4IyZ84cwsLC8PDwoFWrVsyZM6fY+fJKF0PZZY9jYmJwd3fHw8MDDw8P3N3dsVgsxVL8GwzlEebXmbHtxzGuw3jWfrCOcR3GM7b9uCtWUMD26a/vgQlKqXDgaxGZV9D+T+BJYA3wHGVsOLxcmfrkDKJPpQBwIjqJkZNWANAiwJO3/zX7ko2hlGLFihUMHDiQ7OxsHnzwQaZOnco333xT1Ue6JOTl5dGgQYNqjbFw4UI6d+7MoUOHGDJkCCEhIdZU/HfddRd9+vRh5cqVrFixgttuu41Dhw7h4+NTrOxxUFAQo0ePZubMmfzjH/+gWbNmxWq8REdH06ZNG2677bZq2WowXMnY6qm0AvKBZUAvpVRhCcD2wC8ikoreWV+viD6VQmKL4SS2GE7TiAnW14UicanGAKwhjE5OTtx2223s2bMH0HVLJk6ciL+/P6GhocUyDM+fP59+/foxbdo0vL29adWqFT/88MMF26KjGTBgAI0bN2bIkIeJWugAACAASURBVCE88sgjTJgwAdDegMViIb8gZX9cXByjRo3Cx8eHtm3b8t//XtjoNWvWLG6//XYmTJiAp6cn8+fPZ9asWdx5551MmjQJDw8PwsLC2LJli/Waffv2MXDgQLy8vAgLCytWSOyJJ56ga9euWCwW2rZty6hRo1i/fj0ABw4cYOvWrURGRuLs7Mwtt9xCWFgYX3+tU9ItWLCAKVOm0K5dOxo3bszzzz/Pxx9/XOpnOn/+fPr370+zZs2q9HdhMBguYKuo7BWR2SLyoYg8iM4GDOAtIukFr7Orb56hIjIzM/niiy/o3VunfnnkkUdIS0sjOjqaqKgoFixYUOxL9I8//qB9+/acOXOGadOmMWXKFOu5sWPHcs0113DmzBlmzpzJwoULi013FX09ZswYQkJCiI+P58svv+TZZ59lzZo11vNLly7ljjvuICUlhXHjxgGwbNkyxo4dy9mzZxk5ciQPP/wwALm5uYwcOZIbbriBxMRE3nrrLcaNG8fBgwdLfeZ169bRqVMngApLF+/evZsuXboUO1dY9vhiFi5cyOTJkyv4xA0GQ3nYKiptlVJNlFKOSqneQEOllCPgWPAngAllqkFGjx6Nt7c3jRs35ueff+aJJ54gPz+fxYsX8/LLL+Pi4kLz5s35+9//zsKFC63XNW/enHvuuQelFJMmTSIuLo6EhARiYmLYtGkTs2bNwsHBgT59+nDTTTeVeu+YmBg2bNjAK6+8gqOjI126dOHee+8tdp/evXtb67Y4OzsD0LdvX4YOHYpSigkTJrBjxw4Afv/9dzIyMnjqqadwcHBg4MCBjBgxgs8++6zEvWfOnImIWL/8KypdXFrZYxEpNu0FWqgSEhKsNV8MBoNt2Coq3wB70eV63ykY533gDeAVpdTdBecMNcSSJUtISkoiOzubt99+m/79+3PixAmys7OL1Xu/uHxwYOCFssWNGjUC9BfvyZMn8fb2pmHDhtbzZU0DxcXF4e3tjYuLS5n3Ke3aovd2cXHh/Pnz5OfnExcXV6J/aWWP33nnHRYtWsT333+Po6P+7VJR6eLSyh4rpUqUNl6wYAG33nprsWcyGAxVxyZREZE1wP+3d+/hMZ7548ffdyKISORETKIJFVolWitKaZTSELSCdUqVqiWX05aqs5UEXYfvLt/W/rTYlto2WutrK+tQ7S5RVa3qIg7dbRVhk2iRxKFIgvv3xxyaxCSZSSYzSXxe1zXXNZ77yT2fecwzn7mfw/15APgV8LjW+n+01mO01jOArzCec1npuDBFceZzKkopBgwYgLu7O19++SW1a9cmPT3dsl56erpN5YMNBgPZ2dncuvXLbwFzdcbigoODyc7OLlIuuHiZYnuuEgsODr7ntYr3984777Bs2TJ2796NwWCwLC+rdHFpZY/Nbt26xV//+lc59CWEA1TkjvoeGG98vGq6hHgEgNb6Q631PK11jRupNA3ypeHZ7TQ8u53/pv7F8rxpkK9T+yhu69at5ObmEhERwZAhQ5g7dy7Xr18nPT2dFStWWE62lyY0NJTIyEgSExMpKCjgwIEDRU6Wwy+JrEmTJnTu3JnZs2eTl5dHWloab7/9NiNGjLArbnN/HTt2xMvLi2XLlnH79m1SU1PZtm0bw4cPB+D9999n7ty5fPrpp4SFhRXpo6zSxaWVPTbbsmULfn5+PPXUU3bFL4SwoqSSkKU9gDhgI/A8MAgYD6QAL5anP1c9qEA54Y7zPy5zncrqo2nTprpevXra29tb+/j46IiICL1x40attdY5OTl6xIgRumHDhjo0NFQvWrTI8nfr16/XUVFRRfpyc3PTP/zwg9Za69OnT+uoqCjt4+Oje/bsqePj4/VvfvMbrbXWZ8+e1W5ubvrOnTtaa60zMjJ0v379tL+/vw4PD9dr1qyx9JmYmKhfeOGFIq9TfFnx/k6ePKmfeuop3aBBA926dWu9detWy7rNmjXTtWvX1t7e3payxuPHj7e0l1a6WOvSyx5rrXWvXr2kDK6DyHa8P1BKOeHyfhknlLB8cXn6c9WjuiYVZxk6dKhOTEx0dRiiGpGkcn8oLamU9+bHkm6quFzO/qqFwvN2tQvzY+2eU0D55/4qbx+V5dChQ/j7+9OsWTN27dpFSkoKs2fPdmlMQtQk5mldAI5dSiMi0HjnfU2a1qW8SaW5UspPa2252F8p1RDjyfsaq/C8XZRa2Lhy+6gsFy5cYODAgWRnZ9OkSRPeeuutIvd4CCEqJqJhW0vyeO6jZBZH1bzJ3MubVP4IfKmU+i9wAwgEDEAvRwUmnK9fv37063f/VqwTQlRceS8pTgfaAx8B54CtQEet9X8cGJsQQohqptz1VLRxOpYi96IopV7VWv+hhD8RQoj72qwFs/juwncoBf+5/B2DPh2I1tCycUuWzF/i6vAcwqakopSahPFGx1JXA54BJKkIIYQVHdt15MvDX+DT1puHaEkBeVw9eo1OvxrpkP6rwoUAto5UIoGzwJky1ouoUDRCCFGDxfaLZc3mNegIjVIKrU0liOc7pgRxVbgQwNakskVrnVLWSkqpe6d+rUEc8SugKvySEEK4hrn08OuHV+DT1ptradeZMviVGlVN1aakYktCsWe96soRvwKqwi8JIYTrFB6tOHKUUlVUZO4v4WLJycl06NABb29vQkJC6Nu3r6V4lat89dVXREdHExAQQFBQEEOHDuXChaL12mbOnElgYCANGzZk5syixUGPHDlCZGQkXl5edOjQochkkFeuXOHFF18kKCiIxo0bk5SU5JT3JIQjmUcrJ9Z9S/zg+FJHKccuppH87fskf/s+s/fNtDw/djHNiRHbp9xXf92PHHHlhqOu/li+fDnLli1j9erVREdHU7t2bT7++GNSUlLo0qVLkXUdUc7XVjk5OcTHx9OrVy9q1arFxIkTGT16NDt37gRg9erVpKSkcOyY8RBgz549ad68OePGjaOgoIDY2FheeeUVxo8fz1tvvUX//v05deoUtWrVYsqUKdy8eZNz585x4cIFevToQdOmTRk1apRT3psQjhLbL5a5m2fTv2/po5TqeGSjxo1UlFIPK6X+qZTKVUp9V6jUcYV1bNeR7MaXKHgmj4eGtaTgmTyygy7R6VednNrH1atXSUhIYNWqVfTv3x9PT0/c3d3p27cvS5cutVrONz8/nylTphASEkKTJk2YOnUqBQUFlj7Xrl1LixYtCAwMJDY2lqysLEubm5sbb775Ji1btqRBgwbMnz+f06dP07lzZ3x9fRk2bBi3b98GoHfv3gwaNIj69etTt25dJk2axBdffGHpa8OGDUybNg2DwYDBYGDatGmsX78egD179nDnzh1++9vf4uHhweTJk9Fas3v3bgC2bdvGzJkzqVOnDmFhYYwZM4Z33nnH5u0mRFWhlCJ8QPMadS7FrEYlFaWUO8YbMVMAPyAeeE8pFe6I/mP7xeL5g5d5Mspfrtwo49eGo/s4cOAAeXl5xMaWnC8Ll/ONi4tj0aJFHDx4kLS0NI4ePcrBgwdZtGgRALt372bOnDls3ryZrKwsQkNDGTZsWJH+du3axeHDh/nyyy9ZtmwZ8fHxbNy4kfPnz3Ps2DGrVRoB9u7da6ltAtbL+5pL/548eZK2bYterNC2bVtLO8Ddu3eLPD9+/HhZm0sI4UQ1KqkADwMGrfXrpsk09wD7gbILitjAfCz02rHrAFxLu17mMdHK6OPy5csEBgbi5lbyf1/hcr5169YlOTmZhIQEAgICCAgIsNSgB+O5mTFjxvDoo4/i4eHB4sWLOXDgAOfOnbP0N2vWLLy8vGjVqhVt2rQhOjqasLAwvL29iYmJ4fDhw/fEkJaWxsKFC/nDH365dclaed/r169bbTO3m0v/9u7dmyVLlnD9+nVOnTrFunXruHHjhs3bTQhXK3yOpHVAm2pxjsReNS2pWPtmVkAbR71A4ZGGvSMMR/UREBDApUuXivxqL654ed7MzMx7ygxnZmZa2goXv/Ly8iIgIKBIOd9GjRpZnnt6ehIUFFTk3+bEYHbq1Cn69OnDypUr6dy5s2W5tfK+9evXt9pmbjeX/n3jjTeoW7cuLVq0YMCAAcTFxdGkSZMSt4EQVU1Ew7bEtXqeuFbPszhqqeV5TbqdoKYllX8DPymlXlVK1VJKRQNPAQ4rPG7PlRuV1ccTTzxB3bp1+eijj0p9jcJCQkLuKTMcHBwMGMv5Fm77+eefuXz5crm/sNPT03nmmWdISEggLi6uSJu18r6FS/+mpRX9xZaWlmZp9/Pz47333iMrK4tjx45x584dHn/88XLFKISoHNXq6i+l1B6MSUJbad6vte5qOjH/J2AmcAj4EMgrqc/ExETL827dutGtW7cy47D1yo3K6sPHx4ekpCQmTpyIu7s70dHReHh48I9//IM9e/ZQr969OXTYsGEsWrSIyMhIABYuXGgpMxwXF8fw4cOJi4vjoYceYs6cOXTq1Ome0Y4tMjIy6NGjB5MmTWLs2LH3tI8cOZLly5cTExMDGK9ie/nllwHj9nd3d2flypXEx8ezZs0alFI8/fTTAJw+fRpfX198fX3ZtWsXa9eu5bPPPrM7RiGEfVJTU0lNTbVt5ZKqd9WUB8ZzKmNLaLNa1cyW6nXP/q1PmetUdh/Jyck6MjJS169fXxsMBt2vXz994MABq+V8b926pV9++WVtMBh0cHCwnjJlis7Ly7O0r169Wjdv3lwHBAToZ599VmdkZFjaCpcc1lrrqKgo/e6771r+PW/ePD127FittdZJSUnazc1Ne3t7Fyn/W9jMmTO1v7+/DggI0LNmzSrSduTIEd2+fXtdr1493b59e3306FFL26ZNm3RwcLD28vLS7dq1059++mkFtp6oDFL5sfLY+33hiO+okuDocsJV+YFx/rE6GA95vQr8AHiUsK7VDVZdkooQVY0klcpTXZJKtTr8ZaMXgN9gPLS3D3hGa11Q+p/YpvC8XeYrN6D8c3+Vtw8hhKiqalxS0VrPAGZURt+F726F513WhxBCVFU17eovIYQQLiRJRQghhMNIUhFCCOEwklSEEEI4jCQVIYQQDlPjrv6qTJnHLpB5/EfT8x8JjjDOfxXcJojgiMZO60MIIaoqGanYITiiMZHDHyVy+KNknfjJ8tyeZOCIPspj79695Zp2pbpLT0/Hzc2t1Mk3zZy9jfr06WOZKfrdd98lKirK0ubm5sbp06edFosQjiJJpRpq2rQp9erVw8fHB4PBwEsvvWTTFPDVsSBQt27d8PT0pEGDBvj6+tKhQweWLl1Kfn6+zX3YW5rAWXbs2GGZf634a9saR0XLN8fHx/Pwww/j7u7Ohg0birR9+OGHPPzww/j6+tK4cWNGjx59z2zUomqZtWAWAycMZNDEgfzng+8YNHEgAycMZNaCWU6LQZJKOWit2fX9NvNUL07vQynF9u3buXr1Kv/617/4+uuvLQW3ahqlFKtWreLKlStkZWXxxz/+kQ8++IA+ffq4OjSbRj/lZevnwly+OT09nfT0dOrXr8/o0aMt7YXLN6elpbFt2zbWrFljaX/sscd48803ad++/T19P/nkk3zxxRfk5uZy+vRpCgoKmDdvXsXfnKg0jqgsW1GSVMph20fbuJKXy/at213Wh/lLx2AwEBMTw/Hjx1m/fj2PPPIIPj4+hIeHF/nyKG7p0qWEh4fj4+NDmzZtikyjbz4UM336dPz9/WnevDkff/yxpf3s2bN069aNBg0a0KtXLyZPnmz5xW3tEFKzZs0sJYG11ixZsoTw8HAaNmzIsGHDyM3Ntem9enp60rVrV1JSUjhw4AA7duywu8+ytpHWmsWLF9OwYUMefPBBkpOTLW2jR49mwoQJ9O3bF29vb1JTU7l69SojR46kUaNGNGvWjNdee82yflJSUpGRSPFDcd27d7epHHJ+fj6vvvoqYWFhGAwGJkyYQF6eceLtipRvBhg/fjzdu3enTp0697xuSEgI/v7+gDGBuru7c+rUqTLjFa7jiMqyFSVJxU5aazau/ZDBrZ8nec0H5RppOKIPs/Pnz7Njxw7atWtHUFCQZQSzbt06pk6dypEjR6z+XXh4OPv377fUux8xYgQ//vijpf3gwYO0atWKy5cvM336dMaMGWNpi4uLo0OHDly6dIl58+bx7rvv2nzo5vXXXyclJYV9+/aRmZmJn58fEyZMsOs9P/DAA0RGRrJv3z67+wwKCmLHjh0lbqMLFy6QnZ1NZmYm69evZ9y4cXz//feW9o0bN/K73/2Oa9eu0aVLFyZNmsS1a9c4e/YsqampbNiwgXXr1pW4LcpzeG3GjBmcOnWKtLQ0Tp06RUZGBgsWLLC6rj3lm22xf/9+fH198fHxYcuWLUydOtXu+IXzOKKybEVJUrHTto+2YbgZilKKxjceKNdIwxF9xMbG4u/vT9euXenevTtz5swhJiaGZs2aARAVFUV0dLTli7e4QYMGWao3Dh48mBYtWnDw4EFLe1hYGC+99BJKKUaNGkVWVhY//fQT58+f59ChQyxYsAAPDw+ioqIsZYttsWbNGl577TUMBgMeHh7Mnz+fzZs3230oKTg4mOzsbLv7jImJoWnTpoD1baSUYuHChXh4eNC1a1f69u3Lpk2bLO39+/enUyfjoQQPDw82bdrEkiVLqFevHmFhYUybNs1y8t1R/vznP7NixQoaNGiAl5cXs2bNYuPGjfesZ2/5Zlt06dKF3NxcMjIymD59epHqoaJqckR12oqQpGIH8wijhXcrAFr6PGL3SMMRfQBs3bqV7Oxszpw5w8qVK6lTpw47d+7kiSeeICAgAD8/P3bu3MmlS5es/v2GDRto164dfn5++Pn5ceLEiSLrNm78y9Vonp6egPELyjwSMC8DipQiLkt6ejoDBgzA398ff39/HnnkETw8PPjxxx8ZP3483t7e+Pj4sGTJklL7ycjIsByaKa3P4sraRn5+ftStW7fIezOXXYaiZZovXbpEQUHBPWWaC5dhrqiLFy9y48YN2rdvb3l/MTExXL58uch65SnfbA+DwUCvXr0YNmxY+d+MsFt5Trw7ojptRUhSsUPhEQZQrpGGI/qAe0/k5ufn8+tf/5oZM2Zw8eJFcnJyiImJsZqszp07x7hx41i1ahU5OTnk5OTQunVrmxKbwWAgJyeHmzdvFunPzMvLq8iVaHfu3OHixYuWf4eGhrJz506ys7PJzs4mJyeHn3/+GYPBwJtvvsm1a9e4evUqs2aVvNOcP3+eb775hq5du5bZp73byNp7M5ddhqKHrwIDA/Hw8LinTHNISIjVbZGVlVXieypJYGAg9erV48SJE5b3l5uby5UrV4q8ZnnKN9uroKBALnN2svKeeI/tF0tdvzpOH6WAJBW7fPPVv7jqf5lvan3O3/+9hW9qfc61gGwOffmNU/uwJj8/n/z8fAIDA3Fzc2Pnzp188sknVtf9+eefcXNzIzAwkLt377Ju3TqOHz9u0+uEhoYSGRlJQkICBQUFfP755/z973+3tLds2ZJbt26xc+dObt++zaJFi4pc/hsfH8+cOXMsiejixYukpKTY9No3b95k7969xMbG0qlTJ0tJ4rL6NCcNW7aR1try3vbt28f27dsZMmSI1Xjc3NwYMmQIc+fO5fr166Snp7NixQrLyfnHHnuMzz77jPPnz3PlypUyR1/WKKUYO3YsU6ZMsSTnjIwMS9y2lm/OzMwkMzOT5cuXF7k6rKCggFu3bqG1Jj8/n7y8PMv2Sk5O5vz584Axcc2bN4+ePXva/R5E+ZX3xLtSivABzV1yG4HcUW+HxCUJluer+79H/P+NcEkf1j4o9evX54033mDw4MHk5+fz7LPP0r+/9Q9eq1atmDZtGp06dcLd3Z2RI0fy5JNP2vya77//PqNGjSIgIIAnnniCUaNGWa628vHxYdWqVYwZM4a7d+8yY8YMmjRpYvlbcz366OhosrKyaNSoEUOHDuW5554r8bUnTZpkOUEcHh7O4MGDeeWVV2zu0xy7LdvIYDDg5+dHcHAwXl5erF69mhYtWtyzDczeeOMNJk+ezIMPPoinpyfjxo2zfGn37NmToUOH0rZtW8s9IoUTcGk7fOG2pUuXkpSURKdOnbh8+TIhISGMHz+e6Oho3n77bc6cOUNSUhJJSUlorVFKWQ55xcfHc+bMGSIiIiwJqnDyiY6OZu/evSilOHDgAPHx8ezZs4euXbty8uRJZs6cSW5uLn5+fvTt25ff//73JcYsHM98KOv1wyvwaevNtbTrTBn8StW+56ykkpD3w4MKlBN+67m/lLmOM/qoChITE/ULL7zg6jBEFSDlhB3v7t27uvfI3rrflhjde2RvfffuXZv+TsoJVwOF5+0ytG7EoY3GY9XlnfurvH0IIe4f5tHKtLWvsHzciqo9SkEOf9klOKLxL1/8w13XhxDi/hLbL5a5m2e75MS7vSSpiApLSEgoeyUhRLm58sS7veTqLyGEEA4jSUUIIYTDSFIRQgjhMHJOxQpfX18SExNdHYYQ1Y6vr6+rQxAuVi2TilJqIvAiEAEka61fKtbeA/gT8ADwFTBaa32ueD8lmTJliuOCFUKI+0h1PfyVASwE3i7eoJQKAP4PmAv4A98AHzo1OpPU1FRXvKzDSPyuJfG7VnWO35WxV8ukorX+SGudAmRbaR4IHNdab9Fa5wOJwKNKqZbOjBGq94cSJH5Xk/hdqzrHL0nFsVoDlmlZtdY3gB9My4UQQlSianlOpQz1gZ+KLbsCeLsgFiGEcJpjF9M4dukYxy6m0TqgDcnfvg9ARGAEEQ3bOiUGpStQyrYyKKX2AE8B1gLbr7XuWmjdhUBI4RP1Sqn/BWpprScVWpYGJGit/1bstarWmxdCiGpCa2319v4qN1LRWnevYBcngFHmfyilvIDmpuXFX6vqz3kghBDVSLU8p6KUcldK1QXcgVpKqTpKKXdT89+A1kqpAUqpOsB84KjW+jtXxSuEEPeLaplUgHnADWAm8Lzp+VwArfUlYBDwe4xXh3UApLC2EEI4QZU7pyKEEKL6qq4jlSpNKTVRKfW1UuqWUuodK+2eSqlVSqmLSqkcpVSqC8IskQ3xD1FKnVRKXVFKHVdKVZkiD0qp2kqpPyulzpri+0Yp1bvYOj2UUt8qpa4rpf6plAp1VbzFlRW/UqqjUuoTpdRlpdSPSqkPlVJVorqbLdu+0LoJSqm7SqmnnR1nSWz87FTZfdfG+Ct935WkUjlKvOPfZC3gCzyE8a7/qU6Ky1alzVgQDPwFmKK1bgDMAJKVUoHODbFEtYBzQJQpvvnAJnPiqEozLpSg1PgBP2A1EGZ6XAfWuSJQK8qKHQCl1IMYD1FnOj/EUtkSf1Xed8v67Dtn3y2pzrA8Kv7A+MX8TrFlLYFcoL6r4ytn/I8DF4ot+wno6Op4S3kfR4EBpudjgc8LtdXDeE6upavjtCV+K23tgCuujtGe2IEdQG/gDPC0q2O047PzUHXZd0uI3yn7roxUnK8jkA4sMA2hjyqlBro6KDscAr5VSj2rlHJTSsUCt4A0F8dllVIqCGMiP25aVK1mXDDF3wIrl8SbPFVKm0tZi10pNRjI01p/7LLAbFTos2OO/3Gq0b5rZfs7Zd+tcvep3AeaYJxdeTNgADoD25VSJ7TW/3FpZDbQWt9VSv0FSAbqAnnAYK31TddGdi+lVC3gPWCd1vp70+JqM+NCofjXayuXxCul2gK/A551dmxlsRa76Z6x14CerozNFsU+O+ZtX232XWvb31n7roxU7KSU2mM6wXjHyuMzG7q4CeQDi7TWt7XWnwF7gOhKDdykovErpXoCy4CuWmsPoBvwtukLrtLZGr9SSmHcqfKAyYW6uA74FOvWB7hW6cHjkPjN7eEYDyNN1lp/UU1iTwI2aDvKUDiSA+KvFvtuSfE7a9+VkYqddMXv+DcPNRXWp6KpVA6I/1Fgr9b6sKm/Q0qprzD++qz0Q2B2xP82EAj00VrfKbTc5hkXKoMD4kcpFQZ8CiRprZMdHGKJHBB7DyBEGeshATTEeCJ5qdb6fxwYqlUOiL+67Lslxe+UfVdGKpVAlX7H/2cYr9CYbVqvC8bj4rtcFO49yoj/ayBKKfWoad12wJNUoXMqSqm3gIeB57Sx/EFhVX7GhdLiV0qFAP8E/qS1XuuK+EpTxrZ/GmiD8cvtUYxXf40D/p9TgyxFGfFXh323tPids++6+uqEmvgAEoC7wJ1Cj/mF2lsBX2A85HLc9AFwedx2xD8B+B7juYhTGC9RdHncpthCTbHfMG3fa8BVYHihdZ4GvgV+BnYDoa6O29b4MSbBO6ZlV83tro7b1m1fbP3TVKGrv2z87FTZfdfG+Ct935U76oUQQjiMHP4SQgjhMJJUhBBCOIwkFSGEEA4jSUUIIYTDSFIRQgjhMJJUhBBCOIwkFSGEEA4jSUUIIYTDSFIRQgjhMJJUhHARpVSSUuqEUipfKWUoYZ0ppplp31NKDXd2jELYS2YpFsJFtNYJxlnKeRHjTMlZhduVUg9gnHjx31rrEU4PUIhykJGKEK51FzgLNLPS9gzGynyfOzMgISpCkooQLmIqtPU9xhK1TYu1PQnsA7oA+50enBDlJElFCNfpgnEUcpZCIxVT7ZqmGMset0ZGKqIakXMqQrhOqNb6nFLqLMZiSWYDgS1Ad+AnrfUPpoJQi4GLwHaMlf0eBCbqYpUhhXAlGakI4XpnMY1UlFKNgGta6xtAZ0yHvrTW+zFWfPyn1vodrfUyoAEw0WqPQriIJBUhXEAp5QdcMv3zLMba7e5AX631x6blT1L6oa/zGK8aE6LKkKQihGt0xliWFox1z90wHvY6CKCU8gA6YDxZfw9Te3fgg0qPVAg7SFIRwjU6A8cAtNa3gUygrdb6hKk9EmMt+iPF/q6VUioa+B2QorU+4KR4hbCJJBUhnEgpFaGU2gRMBzaazqEA7AX+oIxWACsBr4a+/AAAAJtJREFUDfxvsbvtv9Vaf6K1ng/kK6XecuobEKIMcvWXEE6ktT4GDLGy/IVC/5xqY3f/BQY5Ii4hHEWSihDVgOmS4qeBn5RStwBvoBsw1pVxCVGc0lq7OgYhhBA1hJxTEUII4TCSVIQQQjiMJBUhhBAOI0lFCCGEw0hSEUII4TCSVIQQQjiMJBUhhBAOI0lFCCGEw0hSEUII4TD/H2CW6mPne024AAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'QLF_optical'\n", "xlim = (-15, -29)\n", "ylim = (-10, -3.5)\n", "xlabel = r\"$M_{\\rm B}$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [2,1.5,1.3,0.5]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bolometric" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:06.273298Z", "start_time": "2018-05-04T07:05:04.201859Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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jOjONRp0ktHIV0cWLCS9Z4hQ0rFlDbN06NDGZdXtSWIjvwAPJ+cmPyTr0EFtBwbQr6+m0gSUd05VoOEx01WoiX31F+MMPia1eTXTlSmKry9Gamh1f4PfjHT6c7IsuJHD88biLeqQ/aNPtWNJpA0s6pqvSeJzYmjWEFy8m9PY7RL9fSey774itXLnjthJuN56hQ8k+9xyyTzkFd7++mQnadAuWdNrAko7pDjQWI7piBaF/v0f4vfeIrlhBdNlyZ4mfpjwePPvsQ/YZpxOYNg1P/36ZCdh0aZZ02sCSjulu4tXVhBcuouG114h89TWxb791SrGb8vvx7rcfgelTyZ4yBXdJSWaCNV1SupOOX1XbYa/izsGSjumuNBwmvHgxDf+cR+TTz4gsWbJD4YHk5+M9aDTZZ5xBYPIkXPn5GYrWdCW2c2gbWNIx3Z3GYoQXf079rFlEPltM9Msvdxh2cw8YgHfsGHLOPgv/EUfYagemVWlPOiIyWVVfbeb4T1X1b6kEkimWdMyeQkMhQu+9R/2cF4h89TXRr7+GcHhrA68X78iR+MYfQc7ZZ+HdZ5/MBWs6tUwknXdUdfx2xwqBN1X1wFQCyRRLOmZPE6+upmHuXBrfeIvI118TW7Zsm/OukmK8o0YTmHQcgamn2hI7ZgeZSDoNwJ+Am1Q1KiKTgPuAYlXtUrPQLOmYPVX4m29oeOppwl99ReSzxds+7/F4nP1+DjyAnHPPwXfggbbVgknKRNIZCWwEfg4UAccAFwOo6nupBJIplnTMnkxDIRpeeZXGl18humwZkcWLocm/B1e/fngPPJCsI48g+4wzrNDAAJlJOocBYeAxYBnwgqrel0oAmWZJxxiIfv89dY89TmTpUiKffEp806atJ/1+vGPH4N1nKDnnn4t3//2t17OHy0TSqQc2AT9W1ZdEZDTwQ+AIVT08lUAyxZKOMQ5tbKR+3jwaX19AbMV3RD79dJtej2f4MDwjhpN11NEEpk/DZeu57bEykXS+ACao6sYmx/oCi1S1S62vYUnHmG2Fv/yKusceJ1q+msgHH26zppv06IH/kEPw7L0XORdeiGfQoAxGajKlLUkn1XXP/9Y04QCo6lqcYoKME5FzReRLEQmKyDciMn7nrzLGAPj225eC639F1rhx+Cccg2f4sOQ5raykcf58wp99TvWfbqfhtfno9uu8GdOKNk0OFZGBgEdVl3eWzd1EZDJwD3C2qn6Y6IFtSYrNtbeejjHN0FiMxtdfp/7FucQ3biL8739DZOtmwZ7hw/GMGIHvgP3JOf88XAUFGYzWpFMmhtf2AZ4BRgCzVPUCEfkhsFFV/5VKIO1FRN4B7lPVB3exvSUdY1oRWbaMugcfIrZxI+H33t+myMBVVITv8HG4+/Qh+6IL8Q0dmsFITbpkYnjtFuAXqpoNvAKgqo8C+6V4vXYhIi7gYKBPYlhtpYjcKSL+TMZlTFfmHTKE/Ot+iXfk/viOPBLPflv/mccrKmh89TWiq1YRvOuvNLzyqg23mValmnTeV9WyxNdNuwlZbQunzYoBL3AGMB4YDRwE/HcmgzKmq3MVFpJ3xY8JnDAZ74jh+CdOBLfbORkOE3ptPtHlK6h/4UWC9z9AvLY2swGbTsuT4utGisggVf1+ywERGQB0aCmLiCzAmYja3HjYO8DUxNd/2fJ8SUT+BNwA3NjSdWfOnJn8esKECUyYMKF9AjamGxGvl8Cpp+IuHUD944+TdcophN54A62uBiCyaJEz9CYQKy8n95IZVt3WTZSVlVFWVtYu10r1mc5o4GVgBU7Poh4oBSar6rftElmKRGQl8F+q+lji+9OBG1R1bAvt7ZmOMbspWl5O8N77iVVsJrJoEbEV3yXPSUE+/okTEZ+P7LPPwj9unE0m7WYysrWBiPTBWfpmMPAN8JCqVrT6ojQQkZuBE4EpQBSYA7yuqjNbaG9Jx5gUxGtrqXvkUcJLlhBbtZrIBx9sPenx4D/2WFy5ufjHH072aachfnu02l10mv10ROQOVb2m3S6YWgwe4A7gfKABeBq4XlXDLbS3pGNMijQSoX7OC4TeeBNtqKfxtfnblFV7Dz0E98CBeAcMIOeSGbiLijIYrWkvHZp0RGQIcO8uXCsADFPVnqkEkimWdIxpG1Ul9O9/U//Ms6DQ+NpraFVV8rx7773xHXwwEsgiZ8bFVlbdDXR00hkAPAT8BognDk8ANgArmzQdCfhV9dZUAskUSzrGtI/wN99Qd/8DzjbZ771P7PtknRGunj3xT5qExGIETp+O/+ij7TlPF9bRSccLjFbVD5scu0JV/6+Ztj9S1XtSCSRTLOkY035iGzYQvPc+Yps2OVslLFyUPCdZWWSddCKI4D/sULLPPBPJyvQsC5OKDp0cqqqRpgknoaUN1H2pBGGM6R7cffqQd+01eIcOxTN4MP7jj0/O59HGRhrmvEC8uobQwkXU3vVXYhUZrz0yaZbq5NChInJE0wMicgjORExjzB7MlZND7uWX4R8/HlduLoHTpiPZ2c7JeJzQ/PlEv/2W6Pr11Pzhj0SWLc9swCatUp2n0weYD/QHyoF8IARMUtWVrb22s7HhNWM6hqoSKnuD+lmzIBAg9MqrxDdsXRPYvdde+I85Gq2vd+bzHH64PefpIjI1T8eHswLAEGA58KKqNqZ0sQyypGNMxwovXkzdQw+Dz0f43X8T/Xbr/HFXzyKyTj4ZravDf/TRZE+fhnhbGr03nUWnmafTFVnSMabjRVeuJHjPvcTDEWLffkP4/a0TSSUQIOuUUwDFO3QoORf+EFd+fuaCNTvVYUlHRHoD5wBvqupnInIuzrbUX+MsLdPlejbbs6RjTHrEKiqcxLNhA7HqGkKvvgpbVqR2u/FPmoSrqAeu3DxyL78MT/9+mQ3YtKgjk859QDXOENq7wEDgU6AP0F9Vf5rKm3YmlnSMSZ94fT11Dz9C5OuvweWi8cW5aEND8rzvsEPx7LsvhELkXHQhvgMOyGC0piUdmXTOVNV/JL7+sare3eTcDxN76HRplnSMSS+NRKh/7nlC77yD5OXTOHcu8c2bk+c9w4bhO/ootLKSwJQpZE06DnGlWmhrOkJHztPJE5FZIpKPs4bZlje8jea3FzDGmFaJ10v2OWcTmHoqGqwlcNp03HvtlTwfXbqUxrn/RAp70DB3LnWPPo42dvmRfJOws56OBxirqu9vd/x64GlV/a5jw+t41tMxJnNCCxdS99jjSF4+kYULiXzySfKc5OeTNW0qNIbwlPYn55JLcBf1yGC0Zou0Vq+JSJ8tG6R1B5Z0jMmsyLffErz3PvB4iH2/klBZGWz5N+nzETjlFCQnG/F6ybnsUrxNekUmMzp0GZxmnJvKGxljTHO8++xD/rXXIF4f7n59CUybBlvm6oTDNMyeTWztWnC5qL3jTkILF2Y2YNMmqSQdmzJsjGlX7r59yb/2atx9+iB+H4Fzzkby8pyTqoTmv074409w9ehB3UMPUz9vHrql3Np0KakkHRuLMsa0O1dhIblX/hTPiBHQ0EDg3HNwFRcnz0cWLaLx1Vdx9elD479epu7hh7cptzZdg9UhGmM6DVcgQO4lM/AfeSS6eTOB007DM3Sf5PnY8uU0PD8LKSoi8vkX1N55l61U3cVY0jHGdCri8ZB91pkETj2V+Ib1+CdNwnfwwcnz8Q0baHjyKfD5iG2uoOYPfyKyfEUGIza7w5KOMabTERECx08m56ILiW/ahHfMQfgnT4LEKtQaDFL/1NNoMIh4PdTeeSehDz/EKlE7v1RKpv2qGuqgeNLOSqaN6dzCS5dSd+99iN9PvKaGhhfnQjjsnBTBP2EC3n1HEFu/nqzJkwmcfBKS2DjOdAxbZboNLOkY0/lFy9cQvPtuNBQCl4uG2XPQmprkee9Bo/GNH0987Vq8o0aRc/55uAKBDEbcvWU86YiIG/B2xVWnLekY0zXEKioJ3nMP8Q0boSCfxhdeJL5uXfK8e++9yTrpRHTTJlzFxeRedinunj0zGHH3le7JoYjIj0RknYhsWXvcDVwiIuNSuZ4xxuyMu6gHeT+7Cs+QvZ3FQM84fcfKtmf/gRQUEK+spOaPVmDQGaVaSJALXKSqawBUNayqfwMOabfIjDFmO66cHHIvvwz/2LHE163Df+KJeA8emzwf37CB+ieeBJyFRWvvvJPQRx9ZgUEnkmrScavqy80cL2hLMMYYszPi85F9wflkTZ5EvHwN/nHj8E86bofKtvjmCty9elH3yCM0zHvJVjDoJFJNOiNE5MimB0RkMrBv20MyxpjWictFYMoUss8+i9i6dXiGDiVw2mng8zkNIhEaZs8msnQp7v6lNL78MnUPP2IrGHQCKRUSiEgp8CpQDKwD+gHrgcmqurJdI+xgVkhgTNcWXryY4IMP4crLQ0POAqFaW5s87x07Ft9RR6Jr1+Iu6UvOZZfgLirKYMRdX0aq10TEB5wK7AOsAF7oDNVrIjII+BtwONAIPAdco6rxFtpb0jGmi4ssX0Hw3ntBBPH7aZgzh/j6rTuwePbZh6yTTiReWYV43M4WCYMHZzDiri3t1WsJQ4AJwDHAkcCANlyrPf0Np9dVDIzGie+nGY3IGNOhvHsPJv/aa3D5/WhdHdlnn41nyJDk+ei331L/7D+QnGxwu6n9y12EFi3KYMR7rlRLpo8HPgSGAStxejsfdJKS6cHAM6oaSWw29y9gZIZjMsZ0MHdxMXnXXoO7uJj4hg34p5yCd8yY5Pn4unXUP/kUGo3i7tmTugcfov6ll9B4s4MgpoOk+kznH8B/quo3TY4NAWaq6g/bMb7dJiI/AsYDPwGKcJLODar6QgvtbXjNmG5EGxoIPvoYkS++wF1aSuSzzwgtKNu6G6nfT+DUKbj79SNWXo5v7BhyzjkHycrKaNxdSSaG1z5omnAAVHUZ8HaK12tPb+L0bGpwemEftpRwjDHdjwQC5M64GP/h44itWoV3//0JTJu6dTfSUIiG52cR/XoJ7oEDiXzyGbV3/ZVYRWVmA99DeFJ83Q4LfoqIAN4m3/9SVf+YamDNEZEFOM9omuuavJM49zLwfziFBLnAgyLy/1T1+pauO3PmzOTXEyZMYMKECe0XtDEm7cTrJfvss3EVFtIwbx7u/v3JPudsGmbNRuvqIB6n8ZVX8FVX4TviCGIbN1J7++3kXn4ZnoEDMx1+p1NWVkZZWVm7XCvV4bXHcAoHljU5vC9QgfMQH+BEVe23/Ws7koj0BDYAhapamzg2DbhVVQ9s4TU2vGZMN6WqhN57n/qnnsLVqxfEYjTMnkN848ZkG8/w4WSdcDxaV4cGg2RfeCH+0aMyGHXnl/aSaRFZCjwFtDbF9wJVHZZKUG0hIt8C9wB/BPKAB4Cgql7YQntLOsZ0c+Evv6Lu/vuRnBwkEKBh7j+Jffdd8ry7Xz+ypk1FgNj69QSmTCFr8iTEZVuONScTSedyVb13J20uVdX7UwmqLUTkQOAOYBQQBRYAV6rqphbaW9IxZg8Q+f57gnffA6q4iooILVhA5NPPkuelsJDs06YjuXnE1pTjP+QQss860woMmtHhSUdERqjq1+3VrjOxpGPMniO2cSPBv99NvLoaKS4muuhjQm++ubVBVhaBaVNx9+1LbM0aPAMGkHvJDFyFhZkLuhNKR/XadbvY7pepBGGMMeng7t2bvGuuxt2vH7pmLd6xY8g6dQp4EjVVjY00/OM5okuW4iktJbZuHTV/up3o6tWZDbwb2dWeTh3w/i5c71BVzW1zVGlkPR1j9jza0EDwsceJfP457tJS4us30DBnDlpfn2zjG38EvkMPRaur0fp6ci66EN+BzdYj7XHSMbz2NfApsGYnTc9Jd8VaW1nSMWbPpNEo9c/PIvTWW7j7l6L1dTTMmk28oiLZxjtyJP5Jx6GhEPGNmwicegpZxx23xxcYpCPpuHDWWesH1AOvqGqwmXZ/VdUrUwkkUyzpGLPnUlUaX32NhhdfxN23L6jS8OJcYqtWJdu4Bw4gMGUKuN1OgcFh45wCgy3bKOyB0lq9JiLcKDIFAAAgAElEQVRZwPFAPrARmK+q0cS53OaSUWdmSccYE3r/A+qeeAJXz55IVhaNr71G9Isvk+ddPYsITJ+O5OURKy/HM3gwuTMuxpWfn8GoMycjWxsk3rgnMAlnJYJlqvrvlC+WIZZ0jDEA4a++dubyZGcj+fmE3/+A8LvvJs9LdjaB6dNwFRcTX78eyckl70eX4+7XN4NRZ0amtjYAqASqgBOB+SIyu43XM8aYjPDtO4K8a66GWIz45s34xx1G1kkngdsNgNbXU//Ms0S/XYa7pASiEWpuv51wkx6R2blUJ4eOBX4AnJs49AzwmKp+2I6xpYX1dIwxTcU2bSL497uJVVXhLikhVl5OwwsvQuPWPSr9xxyNd8wYtKGB+MaNZJ9+Gv5jjsFZgrL7S8vwmojsBVyAk2xKgTnAYzhFBfFEmz6JPWy6DEs6xpjtxWtrCd53P9GVK3H3749WVVH//Cy0ujrZxjtqFP6JEyAWI1Zejv/II50VDfaAAoN0VK+V4aza/BrwODBbVeubafewql6USiCZYknHGNMcbWwk+PgTRD79FHdpKRoOO9tgr1mbbOMePJjAKSeDx0Ns9Wq8Q4eSc9GFuPLyMhh5x0tH0mkAHmTrCtJNXySJ7wuBn6pql1qoyJKOMaYlGo1SP2s2oTffxN2/FAQaX36Z6JKlyTau3r2dyrbcHGLr1uEuyCf38sud5z7dVDqSzmOq+oNdaPeyqp6QSiCZYknHGNMaVaXxtddoeOFFJ5H4/YTfeZfwBx8k20huLoHTpuPu3ZtYRQWEI+Rcdgm+4cMzGHnHSUfSGa+q77RXu87Eko4xZleEPvjQmctTVIQrJ4fw4s8JzZ8P8bjTwOslMGUKnsF7EQ8GiVdUkH3WWfjHH9HtCgw6NOmIyI3AAlXtDFtRtztLOsaYXRX++mvq7n8AycrCVVhI9PvvaXhxLoTDTgMR/Mcdi+/AA9FwmNiatfiPOZrsaVMRr7f1i3chHZ10CoDTgCOBzcAsVX0vlTfrjCzpGGN2R3T1aoJ/vxuNxXD36kVs0yZnG+za2mQb78Fj8R91FMTjxFaX4913BDkX/hBXTk4GI28/aVuRQESKgNOBcThL4Dynqh+l8sadhSUdY8zuim3eTPDue4hVVOAuKUHr6pzKtvVbZ4x4hu5D1okngcdNfO1aXEVF5F5+Ge4+fTIYefvIyDI4ItILOBM4FGf16X+o6icpXSyDLOkYY1IRr60l+MCDRL/7Dnf//hCN0jhvHtFly5NtXCUlztI52dnENm0CVXIuvQTf0KEZjLztMrb2WpMAioGzgLHASuBZVf28zRdOA0s6xphUaWMjdU88SfiTT3GX9gcRQm+8SeTjj5NtpCCfwGmn4S4qIl4bJF5ZSfY5Z+E//PAuW2CQ8aSzXTD9cRLQKGCJqv5vu75BO7OkY4xpC43FqJ89h1BZGe7+/RGvl/Cijwm98QZs+d3i9xOYOhXPgFI0FCK2dh1Zxx1LYMopyJZdS7uQTpV0trm4SE9V3dxhb9AOLOkYY9pKVWmcP9+Zy1NcjGRlEV22jIZ/zoNo1GnkcpF1/GS8++2HxmJOgcH+I8n5wQW4srMzewO7KVPPdMbjVLUFgYdVdUVKF8owSzrGmPYS+ugj6h57HFePHrhyc4mtX0/D7NloXZNtsMeNw3f4OADia9bi6tOL3Msuw92rV6bC3m1pTzoich5wEvA2sBcwHbhZVZ9OJYhMsqRjjGlP4SVLqLvv/uRcnnhNjbMN9uatgz6effcla/IkxOMhtnETuITcSy/FO2TvDEa+69KxIsGVwCbgHVVdLSL/par/0+S8D7gT+JuqfppKIJliSccY096Sc3miMdy9e6GhEA1z5xL7fmWyjbu0lMCppyKBLOK1tcSrq8k57zx8hxzc6QsM0rW1QU9gPDAAmAD8C3hbVZckzruAX6vqzFQCyRRLOsaYjuDM5bmbWEWls2ZbPE7o9deJLN5a2Ovq0YPAadNxFRaijY3E1q8ja/LxBE4+CUlsHtcZZWJ47TrgbuAoYETicA2wj6r+f6kEkimWdIwxHWWHuTxA+MOPCL+9dVUxCQQITJuKu18/NBolVl6Ob/Qocs47DwkEMhV6qzKRdP4beEJVlzc5lgfcjDNPR4Cgqt6bSlDpZEnHGNORts7l+QR3aSnidhNZupTGl/4FsZjTyO0m66QT8Q4bhqoSX7MGd0lfci67BHdRUWZvoBmZSDp5wPPA71X1lcSxQuAWVb068b1HVaOpBJVOlnSMMR1NYzHq58whtOAN3P37IV4vsTVraJjzAtrQkGznO+pIfAc7z3RiGzYgHg85l1+Gd6+9Mhd8M9qSdFypvEhVa4GLgP8QkXIReQ94A7irSZsOSzgicqWIfCgijSLyQDPnjxORr0QkKCLzRWRgR8VijDE7I2432aedRmDaVGLl5WhjI+5+/cg+71ykR49ku/BbbxN6bT4ajztrtLnd1P7lTkKLPm7l6l1LmyeHisjeQBHwSbp6NiIyHYgDJwABVb2kybmewDLgEmAu8BvgKFU9vIVrWU/HGJM2oYULqXv0seRcHm1opOGFF4iVlyfbuAcNclYr8PvRBqfAIHDySWSdcALiSqmv0K46tKcjIre0dl5Vl6vqR80lnJ29NlWqOltVXwAqmjl9OvC5qj6vqmFgJjBKRIZ1RCzGGLM7/GPHkvvTK9DaIPHKKiSQReCM0/GMGJFsE/v+e+qffoZ4bS0SyMJdWkrDS/+i7tHH0cbGDEbfdruy6M8oEbkwhWsLcGAKr2urkUByrpCq1ovIssTxpS2+yhhj0sQ3bBiun19D8O93E9u4EXfv3mSddCLhggLC778PQHzTJuqfeJLA9Gm4i4txDxxI+OOPiW/eSO6MGbiaDMt1JbvST7sF+D6Fj++AW9s94p3LBaq3O1YN5GUgFmOMaZanf3/yfn4trvx8omvXAuAffwRZJxwPiSE0rauj/plniS5fjojgGVBKbN0Gam7/M9HVqzMZfsp22tNR1YXpCGQLEVkAHAM096DlHVU9eieXCAL52x3LB2qbaQvAzJkzk19PmDCBCRMm7EqoxhjTJu6iIvKu/pkzl2f5ctylpXhHjkTy8pxtsEMhiERomPMC/okT8I0ejbu4D/GqKmpv/zPZF/4Q/6hRHR5nWVkZZWVl7XKtDl1luqOJyK1A/+0KCS4HLlLVIxPf5wAbgINUdYfhNSskMMZkmoZC1D35FOFFi5JzeWKbNzvbYNfUJNt5x4zBf/RRiMtFvKGB+IYNBE6dQtZxx6W1wCBjWxsklr65FDgW6ItTUbYeeAe4J/Egv92JiBvwAr8GSoHLgaiqxhI7mn6DU702D2d48ChVPaKFa1nSMcZk3Na5PFv35YnX1dEw5wXi69Yl23n22Yesk05EvF40EiW2phz/oYeQfdZZiN+fllgzmXT+B6c8eRHOMjgeoAA4DBisqr9I+eKtv+9NwE1sOwR3s6rekjh/LPBXYCDwPnCxqq7c4UJY0jHGdB6qSuj1BdTPmZPcl0cjERpf+hfRb79NtnMVFzvbYOfkoPE4sfI1eAbvRe7FF+EqKOjwODOZdM5Q1edaOHeWqj6b8sXTxJKOMaazCS1aRN0jj26dyxOPE3rrbSILtz5il/x8AqdNx92zp7N0zvr1SE4OuZdfjqd/vw6NL5NJ50acqrBFQB0QA3JwtqrOUtXrUr54mljSMcZ0RuGlS519eXx+XD0KnWOffEpowYJtt8E+dQqegc6iK/HKSrSxkZwZF+MbObLDYsvodtUiMgE4GuiDU4K9DnhTVcvadOE0saRjjOmsouVrCP7972gkgrt3b+fY8uXONtiRiNPI5SJr0iS8+ztJJl5fT3zTJrKnTcM/cUKH7M2T0aTT1VnSMcZ0ZrGKCoJ330Ns0ybcffsmFwNtmDUbratLtvMddhi+Iw53EkIkQqy8HP/4I8g+/XTE52vXmDpl0hGR/VT1yw65eDuypGOM6eziwSDBBx4iunyZU1ItQry2lobZc4hv3Jhs5xkxgqzjJyMeT6LAoBzPkCFOgUFe+82Pz+QznQE4y90052p7pmOMMe1DQyHqnnqK8MKtc3k0HKZh7j+Jffddsp27f38CU09FAgFUldi6dbjz88m9/DLcffu2SyyZTDq3AOcBq9gx+eyjqgNSvniaWNIxxnQVGovR8MKLNL6+ILkvj8bjhF5fQOSzz5LtpLCQ7NNOSxYgxCoqIBIl55KL8TVZWDRVmS4k+Jmq3tnM8atU9a7mXtOZWNIxxnQlqkpoQRn1s2dvncujSmThQkJvvpVsJ1lZZE2biiexTXa8ro745s1kn3EG/qOObFOBQaaTTo6q1jVz3KuqkTZdPA0s6RhjuqLt5/IARJZ+Q+NLL227DfaJJ+AdPhwADYeJrVmL/+ijyJ4+DfF6U3rvTGxX3QOo6g6/rS3pGGO6qvA331B3z72I35/c6iC2di0Ns+dsuw32kePxHXKIkyxiMWLl5XhHjCDnwh/iysnZ7fdN+3bVwD+AvZsJZKyILBGRz0VkaIrXNsYYswt8Q4eSd+214HIR2+BUsbn79iX7vHNxFRUl24XffofQq6+hsRjiduMeMIDot8uovf3PxDZsSGvMqfZ0fomzEsFY4DlVfShx/BWcNc8WADeo6vXtF2rHsJ6OMaar2zKXJ75pM66+JU5PpLGRhhdeJNZk3x33oIEEpkxJLgwa27QJ4nFyLrsU39Bd7ydkoqczBGdF6ReBw0RkeuL4vsB8Va3BWZnAGGNMB9uyL497r0HEVpejqkhWYhvs/fZNtot9v5L6p54mntguwd2rFxLIJvjXv9H47ruk4z/gqSadr1T1FlW9R1WvAPonjhepajDxdYdsa2CMMWZHrpwc8n50Ob6DRhNbuTI5lJZ1wgn4Dh+XbBffvJn6J58ktn6987q8XNx9+lD/5NM0zHkBjUY7Ns4UXzdMRPqLiFdEDgeyRMQLeBOfAYpaeb0xxph2Jn4/OT+4gKyJE4mtWoVGIogI/sMPJ+vEE5tsg11P/dPPEF22LPk694BSGl9fQPCBB4nX13dcjCk+05kIzMFZUfoT4ClgBLAZZ0+dxUAvVf19+4XaMeyZjjGmu9lmLk+fYiSQBUB01SoaXnjR2QY7wT9hAr4xByVfF1+zFlef3uRedinuXr2avX5G5umISAGwF/C5qsaaHD8HOAD4jao2pnTxNLKkY4zprkKLPqbu0UdxFRTiynPm8sQqKpzFQqurk+28B43Gf8wxyS2vY5s2gQi5l16Kd8gOhcoZSzqnAzfg9HBWAP+rqo+ldLEMsqRjjOnOIt9+S/Ce+xCfNzmXJ15f72yDvXZtsp1nyN5knXxycsJovLaWeHU1Oeeei+/QQ7ZZwSATk0PPB04F5gKNOHvpnAQ8v6V8uquwpGOM6e6i5WsI3n03Ggrj7uPsy6ORKI3/+hfRb75JtnMV9yEwbVpyhQNtbCS2fh1Zk48ncPJJiNsNZCbp3KSqNzdz/Heq+p+pBJIplnSMMXuCWEUlwXvuIb5xI67EvjyqSvittwl/9FGyneTlOdtgJ57naDRKbHU53tGjyD3/PCQQyMg8naoWjm9O8XrGGGM6kLuoB3k/uwrP4MFb5/KI4D/6KPyTjoPE8JnW1lL/1NNEv/seAPF4cA8aSPSLL6i98y5nxeo2SHlyaGL9tSQR6Q10+q0MjDFmT+XKySH3R5fjO+ig5FweAN+BBxKYPh227DAaDtMwaxbhxYsBZzjN3b8/sc0V1P7xT22KIdXhtUHAK8BqoB7oBfQFTlDVJW2KKM1seM0Ys6fRWIyGF+fSOP/15L48ALGNG53KtmAw2dZ36CH4xo9PFhLEq6vpcest6R1eU9XvcdZdmw2sxJmzc1hXSzjGGLMnErebwLSpZJ9xGrE1a9AGZ3aLu3dvss8/D1efPsm24Q8+pHHevORKBa6Cgra9d3v+L19ErlPVP7TbBdPAejrGmD1Zc3N5NBym4Z/ziK1YkWzn6tfXqWwLBCi47pcdW70mIlcBY3bWDJisqqWpBJIplnSMMXs6Zy7PvYjPl5zLo/E4oQVlRD79NNlOCgrIPv00evz2Nx2edB4CvsOZBNqan6nqwakEkimWdIwxBmJr1lL797+joRDuxPCaqhJZ9DGhN97Y2jAri9Ll33Z40pmqqi+0V7vOxJKOMcY4mpvLA05PqHHeS5B4rlO6ZnXHFhLsaiJJV8IRkStF5EMRaRSRB7Y7d5iIvCIim0VkvYg8LSIl6YjLGGO6sq1zefYmtnp1cn8d7z77kH32WUh2dpvfI9V5OplWDtwK3N/MuR7A3cCgxEcQeDB9oRljTNflzOW5DN9BY7aZy+MuKXG2we7Ztl1r2rV6Ld1E5Fagv6pe0kqbg4AyVW22zs+G14wxZkcai9Ew9580vjZ/m7k82thI4X/fkPZlcLqSY4AvMh2EMcZ0JeJ2E5h6Ktlnnk5szdrkXB7JymrTdT3tEVxnJSIHAjfirIhtjDFmN4gIWcccgxQUUvfww9vM5UlVp+vpiMgCEYmLSKyZjzd34zr7APNwyrjf7biIjTGme/OPHkXeVVeiDQ3EKyvbdK1O19NR1YltvUZibbhXgZtV9YmdtZ85c2by6wkTJjBhwoS2hmCMMd1GWVkZZWVlxKNhwu/9u03X6pKFBCLiBrzAr4FS4HIgqqoxEekPvAH8n6r+cReuZYUExhizi2IVlXh6FqV/u+pMEpGbgJuApsHfrKq3iMivE+fqtjQHVFXzW7iWJR1jjNkNad85tDuxpGOMMbsnEzuHGmOMMbvNko4xxpi0saRjjDEmbSzpGGOMSZtON0+ns/jzn/9MVVVVpsMwHaiwsJBrr70202EYs0expNOCqqqqbSaNmu7Hfr7GpJ8NrxljjEkbSzrGGGPSxpKOMcaYtLGkY7bhcrlYvnx5s+fy8vL47rvv0huQMaZbsaTTBQ0ePJjXX399m2MPP/wwRx11VJuvLdLyyha1tbXstddebbr+H/7wBw444ADy8/MZMmQIf/jDH7Y5//3333PssceSk5PDfvvtx/z587c5f/vtt9O3b1969OjBZZddRiQSAWDVqlXk5eWRn59Pfn4+eXl5uFwubr/99jbFa4xpX5Z0upHWEsauSsc6dI8++ihVVVW89NJL3HXXXTzzzDPJc+eddx5jx46loqKC3/zmN5x55pls3rwZgJdffpnbbruNBQsW8N1337Fs2TJuuukmAAYMGEBtbS01NTXU1NSwePFi3G43Z555ZoffjzFm11nS6Ya++uorJk6cSI8ePTjggAN48cUXk+dmzJjBFVdcwfHHH09+fj4TJ05k5cqVzV7n7bffZuDAgbzxxhvAtkNvM2bM4KqrrmLKlCnk5+dz+OGHs2LFiuRrf/7zn1NcXExhYSGjR4/myy+/BOC6665j9OjRuFwuhg0bxrRp03jnnXcAWLp0KR9//DEzZ87E7/dz+umnc8ABB/Dcc88B8Mgjj3DppZcyYsQICgoKuPHGG3nwwQebjf3hhx/m6KOPZsCAAW380zTGtCdLOt3Elh5KNBpl6tSpnHjiiWzcuJG//OUvXHDBBXzzzTfJtk888QQ33XQTmzdvZtSoUVxwwQU7XO/ll1/mggsuYNasWRxzzDHAjj2pp556iptvvpmqqiqGDBnCDTfcAMArr7zC22+/zbfffktVVRVPP/00PXv2bDbut956i/333x+AL7/8kr333pucnJzk+VGjRvHFF18A8MUXXzBq1Khtzm3YsIHKZnYyfPTRR7n44ot3+udmjEkvmxyagvL+7fu/5/7lq3b7NdOnT8fjcX58qkokEmHMmDG899571NXVcf311wMwceJEpkyZwpNPPsmvf/1rAE455RTGjx8PwG9/+1sKCgooLy+nf//+ADzzzDPcfffdvPTSS+y3337J99x+6O30009n7NixAFxwwQX88pe/BMDr9VJbW8uXX37JoYceyvDhw5u9h5tuuglVTSaHYDBIQUHBNm0KCgpYs2ZNs+cLCgpQVWpra+nRo0fy+FtvvcWGDRs444wzdvWP0xiTJtbT6aLmzJlDRUUFFRUVVFZW8te//hWANWvW7DCkNGjQIMrLy5PfNz2fk5NDUVFR8hc7wB133MHZZ5+9TcJpTklJSfLr7OxsgsEg4CS6q666iiuvvJKSkhJ+8pOfJM9tcdddd/HYY48xb948vF4vALm5udTU1GzTrqamhry8vGbP19TUICLJ81s88sgjnHHGGWRnZ7cavzEm/SzpdFEtPfDv16/fDs9oVq5cmezFgFPptUUwGKSioiJ5XkR49tlnmTVrFnfccUfK8V111VV89NFHfPHFFyxZsoTf//73yXMPPPAAt912G6+//jp9+/ZNHh85ciTLly+nrq4ueezTTz9l5MiRyfOffvpp8twnn3xCcXHxNr2cxsZGnn32WRtaM6aTsuG1FKQyHJYu48aNIzc3l9tuu41f/OIXvP3228ydO3ebdcbmzZvHu+++y8EHH8yNN97IuHHj6NevH+Aks379+jF//nwmTpyIz+fjiiuu2K0YPvroI+LxOGPGjCEQCJCVlYXb7Qbg8ccf54YbbqCsrIxBgwZt87qhQ4cyevRobr75Zm699VbmzZvH4sWLk8NkF154ITNmzOD888+npKSE3/72t8yYMWObazz//PP06NEj+RzKGNO5WE+nC2qtNNrj8TBnzhzmzZtHr169uOqqq3j00UcZOnRoss3555/PzJkz6dmzJx9//DGPP/74DtceMGAAr732GrfddhsPPPDATt+3qZqaGi6//HKKiooYPHgwvXr14rrrrgPgxhtvpKKigkMOOSQ5r+anP/1p8rVPPfUUH374IT169OC//uu/eO6555JFCCeccAL/8R//wcSJExk8eDCDBw/eYdHORx55hIsuumiX4jTGpJ+kY15GZyYi2tyfwcyZM7vlKsQzZsxgwIAB3HLLLZkOJeO668/YmI4mIqhqShMDradjjDEmbSzp7GHaY9UCY4xJlRUS7GG2PJ8xxphMsJ6OMcaYtLGkY4wxJm0s6RhjjEkbSzrGGGPSpksWEojIlcDFwAHAE6p6SQvtbgJuAiap6uvNtWlJYWGhzeHo5goLCzMdgjF7nC45OVREpgNx4AQg0FzSEZG9gdlAEXBhS0mnpcmhxhhjmrfHTQ5V1dmq+gJQ0Uqzu4D/ACLpiaplZWVlmQ6hXXWn++lO9wLd6366071A97ufVHXJpLMzInIWEFLVf2U6Fuh+f9m60/10p3uB7nU/3eleoPvdT6q65DOd1ohIDvBbYFKmYzHGGLOtTtfTEZEFIhIXkVgzH2/uwiVuBh5R1ZU7bWmMMSatumQhwRYicivQv2khgYh8DPQHYolDvYEq4P+p6u+buUbX/QMwxpgMSbWQoEsOr4mIG/ACbsAjIn4gqqox4NjEuS0+Aq4Fmn2+k+ofnDHGmN3X6YbXdtF/A/XA9cAFia9vAFDVSlXdsOUDiAJVqlqfsWiNMcYAXXx4zRhjTNfSVXs6xhhjuiBLOu1IRK4UkQ9FpFFEHtju3HEi8pWIBEVkvogMzFScu6ql+xERr4g8KyIrEpWGR2cyzl3Ryr0cJiKviMhmEVkvIk+LSEkmY90VrdzPvonjFYl7ekVE9s1krDvT2r+bJm1uSvxdOzbd8e2uVn42gxL3UCMitYnPN2Qy1p3Zye+0gIj8TUQ2ikiliJTtyjUt6bSvcuBW4P6mB0WkJ/AcznOnImAh8HTao9t9zd5Pwls4z9PWpjWi1LV0Lz2Au4FBiY8g8GB6Q0tJS/dTDpyhqkVAL+BF4Kk0x7a7Wvt7tmVJqzOANekMqg1aux8FClQ1T1XzVfW36Q1tt7V2L/cChcBwnN9rP9+VC3bJ6rXOSlVnA4jIIThl21ucDnyuqs8nzs8ENonIMFVdmvZAd1FL96OqEeAviXPxzES3e1q5l22qGkXkLqAsrcGloJX7qQFqEt+6cdYoHJL2AHdDK/9uttiypNX/pTOuVO3kfgTnP/ux7V/XGbV0LyIyDJgClKpqMHH44125pvV00mMk8OmWbxKVdMsSx03ncgzwRaaDaCsRqcSp6rwDZ4WOLqmzLWnVDhT4TkRWisgDiVGQrugw4HvglsTw2qcicvquvNCSTnrkAtXbHasG8jIQi2mBiBwI3Ahcl+lY2kpVewAFwFU0+Q9PV9JkSatrMh1LO9kEHIIzjDsW59//4xmNKHWlOFvLVAJ9gZ8BD4vI8J290IbX0iMI5G93LB+ozUAsphkisg8wD/iZqr6b6Xjag6o2iMjdwEYRGaGqmzId027qVktaqWodsCjx7UYRuQpYKyK5TYaouooGIAz8JrE3zJsisgA4HljS2gutp5MeXwCjt3yT+B/cELrBME53ICKDgFeBm1X1iUzH087cQDbNPyvp7I4DrhaRtSKyFhgAPCMiv8pwXO1JcZ7zdDWfJT7vduyWdNqRiLhFJIsmy/MkluyZBYwUkdMSS/b8Gvi0MxcRQKv3g4j4EucA/In76rRauhcR6QfMB+5S1XszG+Wua+V+JonIaBFxiUg+8Cecfae+ymjArWjl79mxwP7AqMTHGuBHwF8zFuwuaOVnc6iIDBNHT5znbQtUtdOOeLTys3kTWAn8Z6LNeJznoS/v9KKqah/t9IGzNXYcpzJly8evE+eOxfmHXwe8DgzMdLxtvJ8V2x2PdeZ7auleEh8xnIqvGpwhz5pMx9uG+zkz8fesBlgPzAX2z3S8qf49267dcuDYTMfbhp/NuYl7qMUpRX4I6JPpeFP92QD7Ae8m7udzYOquXNOWwTHGGJM2Nrz2/7d3d7FyVWUYx/8PkVoptWqhlJgIiIEWi6nU0EoLBSSRD2nAtCVcGFOM8YbSELxBPkJQExOMBijGCAmIYEmgIC03SgIiaGKA8lXbVNLUWAsIKVRSTONJ+3Cx1thhmDnnlM7sA+c8v1lfxt0AAAUYSURBVKt91p691jsXZ96sj+w3IiIak6QTERGNSdKJiIjGJOlERERjknQiIqIxSToREdGYJJ2IiGhMkk5ERDQmSSciIhqTpBMxQJLmSXpY0o1jGMM0SdcNeIxVKiXMvzHIceKjL0knxjVJSyTdVV8jPxYOB9bavr4tJkn6eS3ktVPSLyVdNsAYLgYer2NfKOkhSfskbZF0m6RZBzuA7ZuBWylliyN6Sj2dGNdsr5N0CnDKWMfS4vLCwyvrm3kftX3NgIdcZPuuOvZ6YH0tM/4j27/p4zgfxVf0R8My04mJYNtYB9BJ0mGUGkt/HvA4nwF29ro9yLEjuknSiRgbX6X8/w26Suk3KfWcIj4UsrwWE06tFHoVsBX4FPCya8VQSWdRfqj/DsyunzkfWGr7rT6GsRDYbHtXH/vsZoHtOwY8RsSoJenEhCLpcOAPlB/jt2rbGkl7KBVEHwZm294h6XpgKqVa5a62Pm4Ebre9va3tOmATMA+41va+EUJZSI+lNUkXAT+2/cVRfJ9zgc/b/kWXe0cAb4zUR0STsrwWE80K4F8ds5ZHgGuAY4EpwOu1/TVgnu2tti1piqSVwKW07YdIOhOYanstZWb0neECkHQIsAB4qsu9T9r+HaXq52g8Bny7x72lwNpR9tMa/6gubXNqqfUl9btGfGBJOjHRzAL+29G2p7ZvBJ4HvlLbv0zbj7btd2zfCmzveP4MYEO93kApTT6cuZSj1O9JOpKmUUoawyg3+W3/j1ICvZtTbT8zmn7avCeBSVoMyPZDttcBf5O0/AD7jPi/LK/FRLOd9x+fngFss71X0n3AafWY9e/rrKNTZ0KYATxXr98Gjh4hhtOAV23/o6P9e8C99XqKpEuBIeA42zdJ+gRwObAZOBG4x3bXGVGdsbwyQhydz0yjJMPW39OBIdsvtdpsvyHpCUnzbf/1QPqPgMx0YuJoJYo7gaMlHdl27zzgJ/V6FnCL7dt6JJxuDgH21uuPASPt5yyiYz9H0hnA2bZ31KZ9ttfYfgCYXg84XAVssP0IsAZY3fHd2i0DHhhl/C0/YP/SIsBc239pxSdpKUBNdFMPsO8IIDOdGOckLQFWAjMlfd/2TyV9HbhW0nZgOvCg7XvqIzuBdyQNAW9SZhVX2352mGFeo+wFAUyjx36MpNOBbwEXAFsk/QyYRJm1nFXjbHHb9b8pS34LgHW17XXg1GFimmd7dWejpAuBy2r/35U0B/g4ZSlxISVZdYthMXAC+xPZSIk1oqsknRjX6j7Euo62LcCqzs9KuoTyPzHF9lA96fY14LeUxNDLn4BzgPuB+fQ4lWb7SeBJymm4kbSvQpxQ+/40cAzwIvA5yv7T+0j6LPDPHjGsB9aPYnyAFyQtsv2U7R+29T+DttN8EQciy2sR+50MvGR7CMD2bso7y4YAJB1a3+H2BeAKSSfVz/0RmCxpGXAc8Ks+xPJ0PS22HNhk+zHgBuBLtW05sELSBcBsSee3PbuMkqQOiu2dlFfFndRqq8ewF9ne0PvJiN5UXgMVEZImU5a4JlOW1iYBM4E7bL/8AftcDBxr+9d9C3TkMe+0vaKP/c2hJNp9wH9sP9Hjc4uBY2zf3a+xY/zJ8lpEZXsPcFOfu90NXCzp+PY3TQ9KPXG2pZ992t5IOU4+3LirKHtCSTgxrMx0IiKiMdnTiYiIxiTpREREY5J0IiKiMUk6ERHRmCSdiIhoTJJOREQ0JkknIiIak6QTERGNeRe8EPItCaWrBgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'QLF_bolometric'\n", "xlim = (9.5, 16)\n", "ylim = (-14, -2)\n", "xlabel = r\"$\\log_{10}[L_{\\rm bol}/{\\rm L_\\odot}]$\"\n", "ylabel = r\"$\\log_{10}[\\rm \\phi/Mpc^{-3} dex^{-1}]$\"\n", "zs = [6.0, 5.0, 4.0, 3.0, 2.5, 2.0, 1.5, 1.0, 0.5, 0.1]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = number_density(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data[:,1:] = np.log10(data[:,1:])\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Magorrian Relation" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:06.721909Z", "start_time": "2018-05-04T07:05:06.274920Z" }, "run_control": { "marked": true } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'Magorrian'\n", "xlim = (5, 13)\n", "ylim = (3, 11)\n", "xlabel = r\"$\\log_{10}[M_{\\rm sph}/{\\rm M_\\odot}]$\"\n", "ylabel = r\"$\\log_{10}[M_{\\rm bh}/{\\rm M_\\odot}]$\"\n", "zs = [0.0, ]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = correlation(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[ii]\n", " linestyle = linestyles[ii]\n", " data = np.log10(data)\n", " if len(data)> 1e3:\n", " ax.hist2d(data[:,0], data[:,3],\\\n", " range = [xlim, ylim], bins=50,\\\n", " norm=LogNorm(), label=label, cmap=plt.get_cmap(color_maps[ii]))\n", " ax.text(0.05,0.05*ii, label,horizontalalignment='left',color=color,\\\n", " verticalalignment='bottom',transform=ax.transAxes)\n", " else:\n", " ax.errorbar(data[:,0], data[:,3],\\\n", " xerr = [data[:,1]-data[:,0], data[:,0] - data[:,2]],\\\n", " yerr = [data[:,4]-data[:,3], data[:,3] - data[:,5]],\\\n", " label=label,color=color,fmt=marker,alpha=0.5)\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.05, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='bottom',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tully_Fisher Relation" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:07.043460Z", "start_time": "2018-05-04T07:05:06.723208Z" } }, "outputs": [ { "data": { "image/png": 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opTSy01mEQWB1WDDYjBQmitxy5y0MZwZZc8MaMp40toANe8LGQnqeIY7RvrWdXcWnsXXY2Lt/L7LGgMOnYbE3ki4MI6Z6APBm8iv89BQVSBTlMnZyxtZ8fp556zypoQymdUZig1GkQZKby0MJDFaBXq1icpvRUiWsPiuOeiflbIlCJI/ZZcZol2TnspTTJXJAYiSJt81DZjJLcE0AUTRw9bqrOT43ggUbV/ds4sh3DzNXmGV0bJQx0zjGKSPz8TBZf4aKrYLBYMRSslP1mCmbdLIDTvp6byC8UMRUH6e3q5Nq2LHSj/Gyd8kFks9+9rOnft66dStbt25dsbYoynI5n90Gz0VbUxuPjv0cY8CAqc1Ak62ebDqHyWKhWpY0bWogl8zjbnWjF8vkZnNUK1XKhTJSr5I8kUJLaTjqHGQmMuRmc5jsRgwmI6nhJFa3hexwFmvQSo07SFtdO3t/tpct128l356j7bYWZtIzVJ1VIuEI9T212Io2IlNRXN1OSvNlbCEPhkk3+fwcruB1GNy1mGSRXDGzjE/48rJz50527ty5bNe7aAKJEMIImAEjYBJCWAFdSlkRQlj41VRlqxDCKqXUznSd0wOJolwqzmX/j/MxMTPBwV2HKDhyZLNZKnqFUq6EXqwQeyGKxWMmN5vH0WhHi2tUqlWyU4vDVEazkcx0DoEkO5ulsJDH4rPScF097gY3009PEx+IE1wToBQvI0NV9uzfw+qOLszSQsheQ1dXN+H98xi9RowpM7e+9Tb2LzzPkRMDFOMalXgVh9dIQ08H5eEKIpeiOH0EUShT1GNUayrU+ZzL9JQvHy//JfvBBx9c0vUumkACfBr4DHBy/u5vAg8CfwYMAa0vHn8EQAjRIaWcvNCNVJSVcLbdBs91K9yz9Wj+7bvfIh/K4ei04Xa7AUlhvkBkIIrMSGRV4u/1UoxruJpdVCYzFKJFgmsDVHVJ882Niwl3o0AIQWwoTuxQjORgCi2rUSlUSBiS6Okqjb319NLHu37rXew8+Av2Ht1LyVekIArMDM6wtnUdzw08R8lXpLahjuGDg/Tf0EfqeQeOjW+hb61gLlnA47PjAbyZ4zzw3nvfuIeunLOLJpBIKR9kMXCc6b2OC9wcRbmoLG6Fq5/68k3Opl51K9yXO1OP5vlnnscgBdl4FnOjEWuNjXKuRGoijRbRsAatxAdieHv8pEZTmG4wMfvUDBW9Qm4uh56vAJJSsgQCsjM5bH4rFq8Fi8uCp91F3VV15CMFYvviTO6e5vrrjXz1q/+MLNpJlSTaFRUsMz5W2WvY1voWdu77MRFnFE/KS8hQw+S+aYKiHWPyMP1XLK5FXtviA1C5kYvIRRNIFOXN7I3KYZz0erfCfbmJmQkOPH0Ae5ONqcwUhyKHmJ6YpiTLpMJpzH4TVV2Sn8+TGkvjqLWTGElSc0UIq8eCu9FF6ngKW9CK1W/H1eDEXmenqlUo+cpkp7P4urw46h0YDIJirIjVZ6VcKJOZSFPRKggBM6Zpyi4rrc23EAQeO/wVtq95Nw3Nq4mEB7jtmtv4pwP/yObbb6ZZNFGIFEhMlvH7G5f8DJU3jgokirIM3qgcxulOboX7B//0MW7u28LXfvjwOQetsrMMLZAJZLA0mEkUkpRdFYw2Az6/h9RoCi1TopQoYrIZsbgt+Lq8FKIF/D0+guuCxI/FAcjP57DX2pB6ldx8fvE1m6PxpgYMQqBrFeLDKbx6FYvbSlmr4Onw4Kv10dm8ise/ux/jFToAxWQjM3Gd2cQQpugwv/XZj/P93d8jFAgST8RY372B3S8coDakUQ0P4M3kT/VEVG7k4qECiaIsg6XmMM7kTL2carVKg6kRT4cbW4vtrEHr9M/uOrALk9HI1PQkmlfD4DNgyVvIjGdouasJW8hKYiSJyW7E6q2hUq6iJTQcDQ5mn55DSjDZTLha3BQTGi6/FSEFWrJEKVNCi2sYjAYsbgvokmq6jNEkyM8X0HMLlHM6omqhUkzwrH6AlD3PgiWFQWvB3vA2otIKEqqxHMfix9h400b2Hn3u1BBe7/VdbN6w+pyG8JSVoQKJorwOZxvC0g2VJeUwzuRsvZw/+tAf8dShp5DNZw5aO57Ywbd3fItZZjE4BbFoHEeNDWOXCalVMdVYSCTjZBJpYsdsNN7UgKPOzsL+KL4uL/mFAnquvFjWxGZgbtcs/r4AiaEk/l4v8YEEUkKwP0B2Nk8pU8ZoNjCzc5bQlUFSo2msARuuBgdGq5mqDulxDXurjYVjGbRMkeLkMDBEIe2ktukWAAoO85KH8JSVoQKJorwOZ/tyv7V1O33dfUv+Ajw9UM1l5zgxfILAej9pPU23vwdT3Myu3C72ju8hMhhFsxTYV9pPjS2E4UcGHnjbA7Q1tdHQ30h0IYq5y0TlGZ35ExECvX7K+TLVhGThhSgmm5FCtMDCgSiVUgUtWaQYt2JxmrH6rATXhTDZDKSOpxEGgTAaMNlNWAM2UqMpcnN5/F1eXA0urC4ribEEpXQZs8uMs9GFXqhQ0a1U8xXyM1bMtiwbr9rMTGkQq8NKNpyEYhsL6SIA1XwZ+NUQ3ud/+jnue8tvqCDyJqACiXJJeKOT3Se92hDWcnwBnh6o4vNR7CYbJ2ZHcTe42Ht0L12BLpo8bWx0XMVYepSwbY76YgMdnk42t20+1capr08RXpjDbXNhtBmx1dkoJos46x3kFwoYbUasJhtmt4WKphNaFyIbsJIZz+Bf42f+2QUabqhHi1eQQhJ+dh5Xq5PMRJZytoQtaF3cFrffR6VYAQdUMhUsAQu5iTxmt05NfwvpGQNaYY6aDbcTf+EnlDZ7EJrEUoxRPZHAbm3Ckz4OgMNnfclzvnloi9q06k1CBRLlknAhkt0AX/nRV161N7DUL8DTA5XL7GbDuqt49F8epXV9C40zzXx4+4cB+NK3v0RrYxsjgyPUu+HA0wdw5Bz8r3/9G/KVAqNzo2RLWQwRA/aQjfS+BYRB4OnwUClWqF0fwuwyk53KUpUSLVGknCtTiBYRIyncLU6MJiO2eiv5aAFHnQ0pwewxY3aY8Pf6SZxIoucqmOwmCrE8loAFWQVHrZtSRGC2u8nPhHC7e3DWNWPt76SUGcHqF5BNseq6doS1iaub1gNQPa2KrxCC+++9f+n/YMoFoQKJckl4I5LdZ7K5dzMlu3bW3sBSvwDPtF6kpauFod1DNNe18vAPHmI+P8+BkQNUpnWKoshoZBR3rYcBcZS4J47JYaR1dRMLE2aKuSIGswE9p2OttRHeHcbT4cHqt2F2mYkciuFsclCIFqmWq0hZITudJdDvJzWWIrg2SDFWpBDX8K32Us7p2EM2yjmdSqpCsVCk4ap6cvsK+DpdZMYzmNMtWGtuIvzcIxjN12DztJGPVTGn1+KM6lQtBRxjdq5adyWziQJV42IAUbOw3rxUIFEuCUtdsHeuTgask72Ba3rbMM2a6btteQLWmZLND/yXB/jDz/8hC5l5pnNTGIIG7F02EoNxDEED5ogFc9HMRGGKSHKBwrECzk4nFVmhXNaZ3RVeXEQ4ncVoNVGIFQiuDVBYKBC6MkB4zwL119Wy8HwEd5uHYlQjM5rG6LTA4RiFeBG9oKMlSlRLFahKStEygdVBFg5ESI6lqQ3WkpiJ43F6uLZzG41X3s5PHptFWutp9BtJF6pYNEmbPcC+sSx/9v5P0d/TvyzPTFl5KpAol4QLNdvnZMAanRvDYjEzOjdG9zIHrL/84v/k8OwRRnaMEPAEODBygHQ6zWj4BLqxQjlZBIOgUCyQeDaJsdlE1VVBtIKv3kt8OoE2omHxWMhHCujFMha3FT1Xxuq1EDkYxdvhIX4kgdG5mHCPDyQwOUyE1oaolqtkZ7NoSQ2j3YgwQP01dZjtZvILBUBSXICcsUw16yczkcFSNVOo1mJxWHhi/BiNGS9vve0BjkwlT1uJbuC377uHh39sU7mPS4wKJMol40LM9jk9YPlWeWiYWd6AteOJHUQyUSLWeQIbvWCsMGOYIl/IEz+axBQ0QkVir7FRKBWw1diIxBdosjcTfyFGWZRJj6VpvKGBwNoAuZkcBosBvVhGS5eQpSoWr5nkcIqaq0KUszomhwmpSxx1dpLDSbxdHqwuC3qxQnI4hdVnoZzQKcY0CpECJpuZ+rVdBBw1RBwl0tEJGvt+nZgIsqrWzeTgfuaOPUu1y/OKBYQq93FpUoFEuaRciNk+5xOwznVWWVtTG53XdHDk8cM4mx1gAD2rU5gt0HldBwVznqKxiLvDhafRgxbXiO6LEyVCLpWjkChgcZqJHI5gsBtwjnrQN2rk5vJUihX8vT6EzcDszjmkAdAlwixIj2fREhqFWBEtrRHoDiCrVWxBK/VX1+Gsd5JfKBAfSVBOCRyNIdyefkZfOIrJ1Im3to1YJAtAa+9GCjKuCipeRlQgUS4pF+o33tcbsM51Vllfdx9ffvyfcLY4iI8m8a5yExmIEuwO0uxuZmZsBmOvkfRUBnfQRXj/PNgEWCT2ejtGpxGz20z0aIzUQIr2WA9H5X6Ssym8nR4SQylcjQ4sfitUJcG1Qax+K/6uIgajIDWZIb43jvdWL/PPLWAwGtBiOs4GkLpEi5Sp62zBHqiixYdxt5jRy3WMRrLkNJ0TC4t7hCSOD/DQ97/6hk/HVi4OKpAoynl4vQHrXGeVfeVHXyGdSZPPFoiORynG8yQHF2dPJWWSfLVAYiSOwSZIldJUZAWL3YK7002lWKGYNJEaS1N3TS2GQ2Z6WvoZHhvA5MmROpGmWq7ianGCrJKZyOCosQNgshvJzuRIDiforOlk6hfT2BxusrEkuUgWw3EoRApIJPGxCBWjgVXG6/HSRFnPsarWzYmFDKtq3QCEQzXkXflXBM6pmUkVYC5BKpAoygVw+qyysalR9qX3U+Oo4cRDI/SH1pz6MiUFZpcZqzBTc0WIUr6Et9PL/AsRFkSUPDl0WSZwZYCZXXP4e7xUdUl2OovJYUZLaQSTdTSbmqnzNOLIOrnWfROzlSkilgXSq+Mkh1LIymLwyExnEUYDriYX5UIZLVWCWx0UnjZS19JP76Z6joefxWgxIiuSms56rAUrs0PT1PlPMDezm3LZiskeIZktcTyTx1T1UyrPcmJvlUBTAPhV4Lzp6s08PvXYG77eR7mwVCBRlAvg9CR9uaGEZi5R463hRPQ4hUqRgQMD1HnqEUgGp4YIrg6Q03IYhAEtW6Lnlm7mRucwuY046+xkwhlsQQtGixFHnZXo4Si+bh/xgThFo0Z+PIOvO0Aqk6TkKTJ6/ARiU4VQd5DokTjuNheJ4SRSB2Qae42d/FyJVW+9GREN0HHtfyY9M0JT750Mn5ghNTqC2WHBHfDSRAhfo4O337adH373UeJHQRhOEGy2Ya8tYMqUKHvAVe96xXTsarCK6ZD5DV/vo1xYKpAoymtYrvIrJ5P0u3/yDJ2WVThDDsarYxRseQhJ9KYSurWMTEtS+RTFVBGzxYIsVUmlUmTmclTTOsH1fgqpIk03NjH54ylWvb2Tycg0kMTd5oHhFN1N/diDdmxmK3abndV1PQzMH8R0hQl7yEZmPIPNZ6NaqpIL55nbHaaclhiECVedn2o1AnEzjY1xOq9dxdTwOME1NeSn05j66mhtaAHglu7reOBTD/Dl73wZzzo3w4khuv09pA9neODdi8dPn459odb7KBeWCiSK8hqWs/xKX3cfvft7cAe9jCSHiU/H0Zt1rE1WZsZmsNVbcbc6qSKxBC0A+JrrSRxPgrsCFkFiOIle1JnbPYumaYz+fAyry0xqNEUxXsTr8zERGyM8N4u36iOViZOJZZF2iB6No+fK1FwZwtHgYHrnDELYKWWyBNasJj5Ui2XVNjKxMNVCiqBpFW2hAAHNQblumrkjE5iMZvLl/KnaXzvGfnLG4HAsfuwVs9tUdd9LkwokykXvQhVkPJvzKb/yam3+k/d+GiklD37tQQJNAYoLRXCANEnKxTL+Xj8nfjhGYI0fNHC73MTHE7Rd1UE8FiM2EMPR7MDstLBuyjPBAAAgAElEQVTq9noiQxFcrT6MDiPZuRyuKxzM/jKMr8mHuQ3IVRD1VfwuD9WqpBgvUIgVEWaBf7Ufs9lJ/JAbK1Zs/itYXechXEkTn5mnGh7Al80TsAfYs3cvb1/3HkxSe0UQkJ3yjMFBBuUrZrep6r6XHhVIlIvehSrIeDbnMxzzWm1+5BePYC6bWTgWQWgC21ormYksRqcBa8CKltTITmexuqwce2wILaGxsGMBaYGKViEbzmI0mxAmgcllQgiB2WHGEbKTmchiCZgpRPLYgzYK0cWV8FpCIz2Rwey1oKU08gt53A1uzFYDbVfdhJbKIu2LQ1b1jc14Uw2n1oJIKXn4xzY+eM8HODZ87BVB4GzB4Wyz21R130uLCiTKRe9CFWQ8m/MZjjnZ5pHSMOPJcXILOSaencJxrYOHf/gQRw4fRasvUA1VKaY14oNxCokcgZYgE49O4elwocXLWH1WSkmNmptClHNlTA4jxYRGeipDaE2QilZBL+oUkhrpqSz+1V5SJ1Jg/tW+6dVSFUedAwMGTA4z3lVetHiRfLiA1WAlP5rFaB5FAKnk1ymsXqyB1eh3nLqf0wPC2YLA6wkOaoX7pUVIKVe6DctGCCEvpftRFh2NHuUXB55gJDlCyVfEkrTR5evilg3bLmiCdmBogM//9HN84i2ffEXBwZcPZQEMjQ+REkn0Op1qropeKNPY0oQ+V2F+ZJ5IMkLzWxtJTCZZeH4BIQ1URZWqXsVZZ8cozOSSOexuG3XX1lLVJZIqCwej2ENWXE1upnZO03BtPeFn55FS4mpysrA/itVlJhfP425yY7Iaqd1Qw8yTczTcUE+lVEEIiB+OY/M42Hjrem676o5TG3SpYoqXHyEEUsrzHmNUPRLlonexJGhf7Tfulw9l9QR6cdW4iA8lOKK/QC6eJ7A2SK6SpZgqUg6UKIVLRAaiOOrteFd7cdU5KaY0zB4zlYKONIBW1hAOQWw4QbDPT3oiT3Ikiax4yM3msbgtRA5FKUQLmBxGtEQJb5sHX5uP6FAMLVXE3+UjcjCGvcaGxWXGYLGCDqVQmZaGVlraW9U0XGVJDCvdAEU5FyfH4Ceem2TL+i0rkqA9ORxzpr+7r7sPU9zMyR6xlJLje06QKCWYPDjF1PgU4akwEwcnGJ0cY3Z4Ft1SZm7fPMIiyMxkSU9mcdY6MdvN2GvsZMazdN7ZjsluIjedwWAykAvncbU68LR78HZ6qVkfwtPiovHGemqurMHiNePt9GIJmum8sxtflw+T0YrVbiPoClGYLGKz28iPF2h2t9Da30qksMDeo3upBHQGYgOvuDdFeS0qkChvGn3dfdy86uJM0J6ekF/Iz7P36F48LW58q7z0revFYjNj9prJR4pIE3g6vDhqnFTzFSL7Y1S1KsVUgXw8Tz6SJxvOoyU1SrkSmckMhYRG5FAUvVgmtDbEwv4I9hobRrMRKSA5kkLP6MSPxJGiSmIwiV4q46hxYDAacDY4sfgtFPMa8eE4bqub7bdtJ5ANUmOvpbfax0e3/65ay6GcF5UjUS5Jb8SU4de6ppSSP/jLjxFvi2EaNtPZ1cnoyCiB9X6GBoeYWZihqlfx9/rxNLmZfGIaPVtGy5RwupwII1gbLRicBmJHEzibHWiRIkaHifixBGa7GU+7C1eTi5mnZ2ne0kQxrlHRq+jZEmAgHykgAGExYHFYcdV5KUQ0rC4Td625jYnxSbKhDNvqbuUjv/6RUzOwzpT3US4fS82RqB6Jcklqa2oj78pj67GhtRex9djIu/JLmjL8WtcUQnDrVduZG5yj//p+DiUOMqvPsO/wfgquAtm5HMIqqJarpGczpEZSWB0WnEEnhUSR5HSK6LE48WMpCrEiVreVzHQWk81E3aYakOBsdpEYTBK6MkTkYAyjxUQpUaL9tnacIQfd93QRXBOktrsOX1uItqs7qKltwlqw0mRpoqu5i5nD0+zY/RMe+J8P8Gf//CCxoTjPDDzDjid2LNfjVy4zKpAol6Qz5SxMcfOShsXO5Zp33343jdVm6lvrqa2txd/qo5woYw/Z8AU8FBeK5MM55p4JU9tRQzBYg7fFg9VhxlZnwxayIasV7LW2xV0L3Wb0QgWLx4KtxkrqeIp8JI+n2U0lVaGcLGGqGslMZ7BYLWi5ItnxPFa/HXvQRWouhrfURnf9Bm66ejOeDjdXbr0S380+glv8sFqy9W1bKCwxyCqXt9cMJEKItwoh/vN5vt56rg0RQnxUCPGcEKIohHj4Ze/dKoQ4JoTICiEeF0K0ns/NKpePM+UslppMPpdrHosf4+pbNvHcwHNUAjrzIxGcDQ7iQwnaNrVhyVoxe8y0rmlh9fWr6bmxG4PdwDWbriUQ8NN4TT1d71hN+/ZWqtUqjjo7Nr+VQkzDt9pLbCCBr9NH4kiK+x+4H/OCha4busmPFenZ1ENuLI+n3Y0eK+MJOShHyviaJFdvWk9fTx+mhJnNGzdDTiKrktJ8ifrW+iUHWeXy9po5EiHEd4C/B85n/OyjUsr3nFNDhHg7UAXuAOxSyg++eDwInAA+CPwH8BfAZinl9We4hsqRKKdI+WLZjqaZxS1x37P0KcOvds2TORQEfPOH30TzFMnP5rE0WzFYBVaXBUPYyNTUNO/9nffywtgh8vkcM/vnEFXIJ/I03FiP2WVBL+jMPRfGPe7DtF2Sny8gq5LsWJ7QFUFkGbrW9SMiJiZmh2jztGHfZCW6J07BkCdkqMF3nYeNbDrVxpPrcQ4uHCBpTJAL5zA7zNQ661hfu+GCr8tRLh4XYh3JLinlU+dzcSHE+nM9V0r5gxc/czXQdNpb7wCOSCm/9+L7nwWiQohuKeXw+bRLuTy8nppOZ0ukhyfC1LfVv+R4PBnn2d17+T8f+QJCiFOfDYfDHCsP0NDagG2VFWGRrLp+FYO7BgluqmFu9zx2qw2b2caBg/sxeo3kwwWCPQFsHitlXSdxPE65mEIvVJBZWGXq5sCBvRicUC1XueMjH2DfTx6j5dYe3POruHbLe9jxxf+Bpc3O5OA4ge5aLMIH8wb2/egQ5RYjVuvDp9puk3YcJ1w0bGtg8oUpWu9qoXG2WRVOVJbkNYe2pJRfPN+LL+Wzp1kDHDrtmnkWeyjqVyflNZ3rlOGzJdKv6L3yFcc9HW4299586pqT05M8O7eHRH2ciekJInIBc4MJbapEyBiid10fkf1RbCYrtTW1fPLBT+IrB2hvaqe2UE9xqkhNQy1Ot4OqJqloFWwBCzXWWvpWraXGVIPZY8HitpItztPZeDXpE2k6Wq4mOj1Ja7WDwlQFr6sNb1sT7tB6nLZuVrVtwdRoe0nbC648N6y5gcM7DtAxlufwIwfY0LlBBRFlSd4MyXYXkHrZsRTgXoG2KG8yr7aI8HRnS6TfffvdrzyeMPOpBz516po3XXMT+XiRExMnKFJkaM8wM0dn0Uol9u55jkh6gUqySkVW8TV7EUKwyr2K2WNzNPTVYxyyMLJvhMR8EmmWBGK1rF5Yw7X2m0gvpLnGdSN9mStZ27Ge6EKCSqMTKeuJVAIc/uUB2uq6kAUdi89EUSaIRQYw18PGrbehz8mXtL08U8Z2aIBtOT8fkRa25fzM/8cOEonEG/ivoFzq3gwlUrKA52XHPEDmTCd/9rOfPfXz1q1b2bp16xvVLuUScrYKv2fba+P0yr+7BncxMz1NTuQwN5gwWy3YrFbKCzrlXJnxPeNUpUQkBbtn97Dr//0lN956E8VIniZ7M2mpcXD0Wcz9FvSkTqJugexwBsdqO07NS9acZHz2BHW31NCSuYEb1r+X0QOzOI+NUFvy4tZt9Jc2MflYBOsWweRIhdVX3cXYwgRFX+Ulbbemy1wXDLDNexXawn7e37KRkq6zf8cj3Pob713hfwXlQtm5cyc7d+5ctusty4JEIcS1LPYQqkBSSrl/Cdf6c6DptGT7bwH/RUp504t/dgILwIaX50hUsl1ZirMl0k8e38/zVI5UuXHjjczn50/lUabC0xxM7CdlTJEKpwn2+inly5Tny2SjWVq2NSOMAiNGIseiGMdMfOSTH2YwNkj+8RLuo0G+c/xf0Dpz2AI2KEHnfA8iZ+SW0G3sjD2KLWRl2D3A1i0fobf9Fg5PJuDwHvr9axAT88iggWejx5htOkKt89e5edMGACpzR5HG2VP31Pr8KNfMzC2+Nz2NsbkZgOeaG3nLX//1ij17ZWWt+IJEIcR7gHEp5WNSyieAaSHEO87jOkYhhA0wAiYhhFUIYQS+D6wRQvyaEMIK/A/gkEq0K8vtbPW8Th5PDCVo6GzA3mt/SR7l3be8m/Xujbh8LlxNTvS8jlEYsXpt5GcKGCwGDFYDBpOB8O4wtYFaHv2Hxxn82xOUnq9i0azcENzMmvIGmg2tNFnaKOVL+PQAsVwMfzWEIW1gbWkjzRUXQz/9JtPf+XtME2H05BxmsxEhBJ2+LnzFDvy17We9J9uGjYgrr8B61UaMzc1Yr3rxz+s3rNBTVy4FSxraEkJsBX4hpYycPCalXBBCPCWE2CKlfPJ1XO7TwGeAk12K3wQelFL+mRDincA/AN8EngXuW0q7FeVsTlb4/f6O7/GFb/1vZmfDxPUYLoubuZlZ5o6FSWgJstUM3Vt7FvMn6yWRcoTpg9MYAgbys3lsQRvJ42mECSafmMLZ4CQ3k0XXq2jtReKGMqlMlvbWDvRwGavRysKROSobSthr7OQmi9TXN1AqargbHaxp76Y2UItnapD/FHLyVCFG2utmfOJJanuvYr6QIJPXaPUEsGdPUA0v7iVS53O+pGpxQ20DT3/xi9xgX3y/pOs8U8iz+a47V/KxK29ySxraEkLcK6X80Ys/vwt4m5TyP738vQtFDW0py+XHj/yY7099F5PTxGRmgqb2JhbCC7jLXgrFAjanhVpX/al9UY4fP87f/fiLWPrMpE6kyM5lsAecOEI2iukiwbVBph+focPcSaaQoeLRCU000r66HVfYy5g+gjaoM7jhEOViiV7tCmw5O+3mTuaZZT4TxpQ2M+c/yjX1LXRmNZqbe9jS1MmhlpbXld9IJBLs3/EI2sEDWNdvYONdd+L3+9/Ap6lc7FZ6PxLjaT8vAKcPN70ZZoQpF6GV3qMdFkud/Punv0PN7X4Gdw5SbZVU41XecvtdPPovj71i/UV/sJ8Dzx1g58wT+Dv9VHOS6mQFg9OI0WIiOhBDj1UwbjSSPJ7EmrExb5sjMh3GXfGSD+e40nc1o6PDZMkxYRzDarRCsErCGCefyXNt643krQs0tBspTJeon5hFRrNosSi8jkDi9/sXA49KrivLZKmBZEQIsU5KefjFRYtPAQgh+oHjS26dclla6T3aAXaM/QRZX2X//v2Y60wM7hnE6rLwzz/+ZwxFI2P/Psod/XfxyC8e4a5tdy2WSWmV6Ht08vYctlorqXiKcrWMo8lOeiJD262tuBxOgsMhhCWPYZsRscOCz+Gnx9NPq6WDbDLNgiWMtFdoXduEO+TBPe7B5LZQY66jX9tEdDJLLiJxr/LwiClP2ZZj7vtfvaCBVlFOt6RAIqU8IoTYIoS4QUr5DIAQ4iYWh8yeXpYWKped89mjfbl7MXevuoe7fvduPvDp96NdV2Di6Wmaf60FR9hF3TtqKEaLeBzuU8FtTWgNE65rmTBNMJY6QWGuyJX16xk5PoyoFxjLRjyNbg5/7whCK2CtmsjurmAplwmPzVPTVYvdb8PoNJDWE6zd3k+1IDlWPko2nafF3kGCBOUmnUMTh5G+BGlXiYxR8vZfewu5qCq6qKycJQ8/vZhQH3qxsOI24JgKIspSnE/BxTeibLzBYOBdN7+bsUcneN+29xHeE6Zr1WoMwsD67g2YEi8tdNje3E5jZyPmigVnk5O2rW2E2mpIH8tgd9nJhXOYEjpbG+vZ0FJD0/paeupr2ODoRkQ1QNDZ18n6wEaC8SB/98DfsV7fQKehC5fNjalqwhfy027rIlhbBw0+Gno7sVptquiisqKWJY8hpYxJKR+XUj4hpYwtxzWVy9ea0Bo+uv136a32nfPufW9E2XhYzJWsC65l8z2baQq1MJWdOmtwG58eZ/bELHaDA7PDQi6dxV/x40n56F/XT/pQjpsnBDVPz9AYz2MoVnCFi5TiJxjN7OOXsV/wfHw3YTlLSktzLH6MNm8704lJhtODjBaG2TP4DNlgGqu/lng4i6hBbZOrrLg3w8p25TL0egouwq96Mf/x2I/RPBpHYocxZEwk/jVOnaPuvIe4DAYDX/3s4q4GX//k1xcXLNpnaIg3vaLQoe7S0et0HG47loCJ6fg05noL966/l73Hn2X72u2UPWNU4qNMBQUmg464wkdvvUQLdFJ/5aZXLIbs/2A/ekhnPjeHO+jlZ8+Eqb0xiCVpxzxgxGF20FXtVUUXlRV1ToFECNErpRxcrvMU5Vycvv7htawJraF/ez/RoRgnXCPYM07qt9fSHmxftkT9awW3e665h8ceeZShsSG0YBGxYKDD14m1yUpQC/Gpj32K8fFxvnv//bROFnBvseF/voC5aOe9D32aQqnwimsLIfjQ2z4ELPayzEkzc44ZGhJN3Hzfzfz1js/zobdsUUFEWVHnOrT1h+d43n8734Yoysuda8HF089/z/b3MLd7jq5Vq0+VN1nO/MGrVRMeiA3gafVgqDNgDppxX+HEc42LaeMUH/q1DyGEoKOjg3c+9BCZ0CoODCXJhFbxzoceoqOj4zUrFb98lXp/T/85VTZWlDfaOS1IFELkWFxR/lqukVK6ltyq86QWJCpHIkf4m6/+Dd5VHsp+DUvSdmrR4JrQmnNajLeUGWDVapX3f/r9pLsTuAxu7tp0F+nDWWKzUSYzE2AwMJ8NU+esY2x6jC19W/j0x/70nO9PSsnDP36YD97zQdULUZbNhVqQOAVEgNnXOK/3fBuiXN6Wa/ru2pq1Z81lJBKJU+VB5PQsIhji6S9+kc2///v4fD6+9/APeMcH335O61hOb++//8d3qFiqAGRKaYQu0PJFAk1B9h59jsp0hVwmz3RxEmvQSs6Qw2g1YPabuLL3nPd+A37VS1OUi8m5BpJ+YCvQCOSBn0spsy8/SQhhWb6mKZeT5VyEeLZcxv4dj3CD3YHFZEIDLCYTN9gd7N/xCE3rNzL49AhD1w/T1/fa61hOb69/3E/WmMXb5sWju1kVWsUvvrWTlqYWeqt93Hz3zTy06/8yFzNiaBY4qnby0RzJ0TTG24xnugVFeVM5pxyJlLL64tTebwI/BbYJId4nhLhDCHF6MPrEG9JK5ZK33NN3z5Rv0A4eQB56AW3ffirT02j79iMPvUDxwH72PbmPK1s3sO/JfRyNHj3rOhYpJd996Pv0dvWeam/nVZ3kRvJQkpgtZpDQUG1En9dP5TJi4Ti4oVQqYXAYiJyI4upxMinHl+PxKcqKWmrRxiCwHTADJ6SUu5erYefZHpUjeZM6Gj3KLw48wUhyhJKv+IrcxnJ4/F//P66cmlrskezbj/WqjczEBI+lqjhMtThLHnKWNDVdQSreMj8e+QFpXxpDxEBboI1UIUklWcU86CTrS2K6QpAuZ3BstHH8iRM45zy43m2jNFEiJGqo89TxN+//WwZiAzyx/wkeP/goGWsaaZZkD+a469q38NkPPnjOuY6LoQaZcmla6f1IEkASuBN4XAjxgyVeT7lMnc8ixNdr41138kwhT0nXgcUS6sPmJNPGKLpHJ0WSlD3JE4OPciR9CEPAgMEvaLypgebrmynXlzFWLQSDIcSshZZgK+s8V9DpXcWdjW+hZa4DOSepXajnG//1n/lfH/jfCCFYE1rDLRtuwV3yYDZbmNszT3NrCzWtNa9rEeEbsXpfUZbDeQUSIcRVQoj/A8wAXwdiwBYp5duXsW3KZeZsG0stF7/fz+bf/30OtbTwXHMjh1paaLjrbnpD/VSsOgankYpPpzivo1k0mo0ttPpa8fg8+NJBrI+5aM2uIjmdZL1/E9Pfnef2rjsZ3zuBJ+fj5r5biPwowTs3vwuD4aX/tdbWrOW/v+tPKJ/Q8Xq8bF+9/XUHyjdq9b6iLNU5BxIhRLsQ4lNCiGPATqAG+ACL2+L+vpTyOSFE7RvUTuUy8VprKZbqZAn1uz7/eZIFG+lEBmejg5H5QUbEMZ6b2EMhUmD4meMEe4KUdZ1IfoGn4k8Qq0RJpZOE7LXYjDasmoOffOtn+HfXkRjIUs7obBI3cOIXE8wdnX/lvfX0sbX7Fro7u9m64ZbXHSjPpwaZolwI57qOZOf/396dx0dVnY8f/5wsZN8IWVjCKmGTzYAsIoK4QFXADRXRirS2avtV1FqrBcSqP6UUaytKWwFRAatFRaqglkVWC7JVAiSsIYQkEJKQjezP74+ZDNkzmclk43m/Xnkxd+459565XufMPdsDjAD+AywHPheRvGrSLRORnzZ0Ie2lfSTKHms3rGVv7F5SvjmP52ghtEMoR07Hk1lwAfdMD4bnXMcJ/zh++dwv2LpxK8kdk3Df6clAjxjWr19Pr8Ar8SjxxM0fthatJ6xrBJFe7QlOC6MwKI8CyWPmrCeqrSicnQdSU1x5pZzRWH0kw4DFwE6gJ/CMMWa29W+O9d8FwD2OFkSpxtK5Q2dOn0jiyuhBpJ1Pp8vgLlwVMYyeJ/rSK6M//nmBDC4ZxvF/niLvh0JO7kygS1AXTmWdIDQwjKScU+SRi1dQGzxSvfHN9LN9mbvnu9MjJJq4Q/HVnru+s/Wry+/K5j+lHGHvPJJVIvJYXYmMMQ3XM6qUCyTHpnJ0YwIRKVGIjyGqtBsJn6QSHOJHRLcw0s9dIMQ7mO6Du7A5bj15Z4vp3bUPP334p2xYt5HzkRnsPPhfgkJ9yQpMJ/dUFvtOpeLbxguf8/4EhQdSJPn4J3jTu28vl3yG+qxBplRjsLdp6xoR2dZQ6VxFm7ZUXUSEBQv+jHeeH/mnC8nulMmhMwfoFdOTruk9Kc4rpYN0IqJXOz776jP6trsS06uIqb+8r8amKm1qUi1doyyRYm/l0JSViFK1ERE+XfI5fUf04Yo2vejQviO7T++ltE0xvaQPRTvP8/2xVRSG+BHk1oH0/56nnUSQmJ2Ee4ZhTclaho6NoX2/CIAKa3Z5R0ZwLPE49952aRZ92fnueHiyViyq1auzIjHGzAI2isjWRiiPUi4Rdyiew1uOkFOSg6+vLwn5x8gJzGDrgc10y/Dlushgwv2FbYPdyGmbydFtafQI74lJg8KgAjYc/pazHZLomNqJ4YOHV1izi7ah/Hi6mMiwyCrnixsR77ImLqWaC3ueSP4C3G6MeQjLfJHPROR7l5ZKqQYkIrYlUC6UnOOun99hW2I+7aWjPO3VGS9PT/JzM9l5ppQ2JRfp1KYjxgc8fT1x7wiR+Z04lXGKkf2uqbJml5enJ89HDWHvuq8ZN/W+Cufb/d1uevWJ1qcS1arVWZGIyAUskw7fM8a0Be4wxvwMy2rAq0TkB9cWUan6Kd+slHLwLLs27ib/SAnuhXnkXyhhzcJLzVSjc/0g7kcKgDhJptjdg31Hcyj2D+b44RN0bNuRkgtFdPSPovh4EX0e7sPJxe8hp89QAJY1u6znLTifRvLA62s9n1KtUb1C7YpIOvAu8K4xph1wlzHmMSzLy/9LRPa5oIxK1Uv5ZqVefaPJ3pzJgGH9ORuXRo9eXYi/cJDIvpa5s16DBmNC29HGw4Peu2FA58G4Fe3k0PWe+B8oJbCvP0Uh+VzMzKFncE8Onj9YIU8B4BVzFYXFxXhFRRHZN7zW8ynVGjm81paIpInIIhF5GPgrMMoYs9QYM9cYc2XDFVEp+1VuVjp8KA7/4uAKoWv9i4Nt8zwqr79VVFKCt2cYF0+W8rt7X6B3aW9KvjP0KultW9Jk8PibeXv3CQqKigDLml3bL+Zx1YTxxB2Kr/V8SrVGdlUkxpj7atsvIqki8paITAf+DtxgrVSea4hCKmWP5NhU1ixcS/7hEnLO5ZF/uITP3v6CtKyznLx4jFSvJE5ePEaBTx4fv/sJIlLt+lv3vfgS10ePo2+vvnQN7ErhzlK6Bna1VQ5nU85R2iaKLz08bXmufeIJQkJCSEpIotD3YoXzFfpeJCkhqYmvjlKuY+88kg9FZFq9D25MqIicd6hkVY/VG1gIxABngWdF5PNKaXQeyWVMRFixaCXRQX05G5dGeK927E/ZQ9cIbwr376PNwEEkp8OQcVfx6bwvuPPZSbWOqCotLeX5GbPo6tUT/4FtuP+Xlt9TKxatJCg5jAvtz9U4v0SplqSxQu1ONcZcBWwFtgFbReRYNYVpLyLJZdsNWIm4A6uBt7HEPxkDrDHGDBKRow1xDtX47ImfXh+Vm5Xy8wvI2nUM/45F9DhzhmOlsHdPHqfPnK5zRFVybCqrV35B8Slw6+ROweESVr70LxDIz9COdKXKs7eP5Cngv0AJ8DQQb4xJNsb8yxjzpHVZeXfgeReVszfQXkTeFIuNWCq0B1x0PuViZfHTByYmMvT0GQYmJrLlzTfJyMhw+JiVm5W27FlDW7dMzuXkIyLsPJ5LpGcHkrcmkRJ7kuTNyXyy4LNqV+qN6BPGkcQjDO4eQ37pRfpf3Z/SsEJKI4oYMKw/AeF+DBjWn2z3TO1IV5c9e2e2/9kYEwXcCCzA0rQ0ChgJ3A68iqWSEeDXLihndY9cBtBO/Raqtvjp46bW2iVXo3ETrq+w/dWzzzI0/QJp6cGsTzK4efuTnJ1Et+CuFOdl0zfYj23b/s0N08dUyFf2NNI2K5wi32LcCz048sNRUovO07ZdKCa4ake6TjpUlzO7h/+KSCKwxBgzCstqwJ+KyJcAxhhPYAiW0VuucBg4a4x5BvgzcD1wHbDBRedTLlawb2+NczFwsCKprGyYbgd3dzZ/sRnPNvl0DAgnyK8NF3IyCfT1ZUBhZ75Y8h4PPfOULV9k33CSsk4T3CGUhNhyDNMAACAASURBVLPHaOPbhsSsY/gE+ZCfk0fARR+yvLK5eDEL8RWSEpKaRUWioXhVU6nXPBIAEdlqjNmBZWJitoisE5EiYIcxZkvDFxFEpNgYMxl4C/gt8APwT7B9/9i8+OKLttdjxoxhzJgxriiSclJtczEaylUTxrPlzTcJz8kjyLcTxzLTSS8uID8/kQu5uXyfs5NQby/OFvpXyBd3KJ4hPYfRsV1HUg+fI6J3GElpSfQa16NZVBg16dKxC0dLjhDaKZSC9Hy823pz/vR5DcWrqti0aRObNm1qsOPZNWqrxsyWiIi3ADtFJNY04rApY8w24D0R+Ue593TUVgtR1kcy0scX2f8/zMABbL+YZxtG25DnWfr6n8k+nMD5oiK6ugcTHuRO0enTtOvViRHdOrE/KqpCc9r6tRtIP5OBMYaslGwCIwMQEdp2CKnSfNaclK1EHNg/gPiMOKJDepH1Y7auSKzq5OyoLacqEmsB3IE7gAHAfOuSKg3OGNMfiAfcgceAR4He1qehsjRakbQgDT1qy57zNUbl1VRi02LZuHcDRzKPUBicT5tMb3oG92Ts4OvrFRteXX4apSIxxrQHegDdgK6V/u2IZfTXGeA7EXHJSCpjzDzgZ1ia47YAvxaR45XSaEWiatUQlVdzXiJe46MoRzRWRVIIJAMngQTrv+X/TolIsaOFaChakVwemvqL/PDBOFbNW13nhMamcjDuIK9/9Rq//clz9O3Vt6mLo1qAxorZfgTLCsAbgHXAuyKyREQ2iMjxskrE2meilEvZFmV0YP0qEWHV4s9w9AdH5bW8muMPlz7RfRjdQ0PxqsZj76itf4nIHABjzBXAWGNMZ+u+NGA78COW4b/3NHgplbJyNtZHdQGn7G3uSo5NbRFLxBtjmDFxRlMXQ11GGqKzPQTLxMSRwG9EpE1DFMzBsmjTVitW9kV+7sh5/AoDyW2TRVjPULu/yMvW4iq/TlZmZqbdHfDVreUVf+GgrrelWrzGatqqkYhkiMiXIvIC8HmdGZRyUGTfcLLdMx1aoqS6lYHXLFzLtve/ss2wh4oz7CvTJeKVql69JyTW4Q8NfDylbGr6Il/83mJMsCXN7v/sJeaGwQAVZnTXFHAqOGEfkpRs1wz78mt5NceZ7Uo1lTorEmPMSyIy256DiciPjuZVqi41fZF7lHqQ5XeBw2uPUpIMmZ4XaOPlWWFGd02V0LmI9ph2YXbNsG/OkxGVakr2PJEMNMY86MCxDZZJiko1iJq+yEWEuQvmcn5XBgOjB7Pv/QMMv30IfW64NGqppkooJLIH22P3MtLHF7gU7fDaCeMb5TMp1RrU2dlujIkB/GtNVLMcEdntYN560872y9O2bTt455W/00OiKSgpIOdiDm49S5l4/22Y1JQ6R2M19gx7pZqbJl8ipTnRiqTxNfWXcHJsKjs3/MCGrzbR2/dKki4kEuYXwSH2M35gW0b5+bfK5VCUakhNPmpLXb5cEZyqviL7hnM07TBXREZTWFpAkFcIgtAuP4yT+zPJzPUGah+NpZRyjsOjtowxbsAMLLFB2gOlQCqWyIV/F5HCBimharZcEZyqvuIOxVOQVgK+F4k9EkuwdwjkuyFF6RSkxhPoe56SpCSXxDtRSlk4M/z3ZeAYMA/Ish4rCEvQq9ewhOdVrVhjBKeqS1JCEj2v6kFKSjI9LlxBVIcoslNzKfWIILwwksQOhXQ2xiXxTpRSFs5UJLtFZFU17+80xtztxHFVC+FMcKq6Fl60t++lbCTX+rUbSI+0xBApDi7AI7AdB7+Lpc15Tzqjo7GUciWHO9uNMbOAAGAPkIslZrsfMBDwFpFnGqqQ9SiTdrY3Ikfie5RVEMfXbyQ+JZi7Z93F1cOvdvq4tZ1LR2MpVbsmHbVljBkDjAbCsXTcpwCbRWSTwwd1glYkja/syzp/7x4O5Pnw8z88Sdu2bWtMu+XNNxnh7cOnX20nrMut7M7dwdPvzq+QZ/2KlQxMTLQ86ezeY3vSqRzJUCnVMJytSJxaIsVaYWxy5hiqZQsJCWHc1Ps4POgq9s1bzdmUczVWJHvWrqNztjerdyaSW9IVr+wSOkhXls9ayl2PTbMtvNgc+l6UUvZr6LW2ADDG9BWRg644tmp+7F3aPeP77/Hbvp3CfC8G+vcmMz+doIKz/Pf4eSL7Xhqb4Uzfi1Kq8Tk8j8QYE2WM6VzdH/BwA5ZRNWM1raqbHJtaJW1SaSkXg9rStv2VuHl64ublRWBgIF5eHSqsoHvVhPFsv5hHYbEl6GZZR/ng8Tc7FZRKKeUazjyR/By4D0jEsq5WeVcAjd7ZrhpfTavqVre0e3sDm06n0KHNRXJyc8nJTuRcYQZ061phBd2QkBCufeIJS0f5+TS8oqK4dsJ4UpPPVglKpZRqeg5XJCIy2xhzTkT+WnmfMeZXzhVLtRS1xeio/GUfOmIkD7QN5fDxYxT8739E9g/h1u5DSOjVq8qCjGV9L2V9IiLCVx+tdTgyolLKdZztI1lSw/t/c/K4qoWwJ0ZH2ciujO+/Z/eZJO7odyVBJYK5sr9dcztaSohbpS5XDlUk1vC6mSKSW91+ESlyqlSqxagrRkeFOSFp5xl2ZX8+iz1AZGQkodYmq7rmdtSn+ay56Nq1KwkJCU1dDKUq6NKlCydPnmzw4zr6RPIv4BEsS6TYWJecXwEUAbeLyBHniqdausrrcQUFBDB1yNB6zQmpT/NZc5GQkKCDAlSz46rmYEdHbX0FPGCMWWOMeajc+/8PeBYYCfzMybKpVqBg315k//8o2L3HMidk9x7L9r69dh+jfPNZqlcSJy8eo9D3IkkJSS4suVLKXo4+kfTAMot9DTDMGJMpIp8DfYD1IpJjjElpqEKqlqsh5oRoiFulmjdHn0gOichLIvJ3EXkU6Gh9v62I5Fhf6zLyrZiIVJjTUXm7TE1zQq7SxROVajUcfSKJNsZ0BM4CQwBvY4wn4GmM8bR2tle/ToZqFeIOxVeY01F5u0xNc0Iu18UTixMTKUk8DUBhbCxt+vUDwD2qEx52PKU5m18pV3Bo0UZjzFhgNZbVfvcBHwG9gfNYKqcfgXYi8scGK6gxXYC3gRFAPrAKeEJESsul0UUbG4GIsGLRSoKSw7jQ/hz3/eJeVv7tIwKTw9h2ehOvvvsH3Nwu7+Cb1kXwak2T9acFBD7teNgeZ/M3F48++iidOnXihRdeqDXd2LFjeeCBB3j4YV04w1E13ZdNEmpXRDYCUcBVwNUi8kcRmSEizwL/xdKHUmWiopPexhKBMQIYBFwHPNbA51B1qLwkyoU9+bz20AIu7MknOSGF4gT4++zF1S6RopqXjz76iOHDh+Pv709kZCQjRozgnXfeafRyvPPOO3VWInU5cuQIkydPJjw8nHbt2jFhwgTi4+MrpHnjjTdo3749ISEh/OxnP6Oo6NIshdmzZzNgwAA8PT156aWXqhx/xYoVdO3alYCAAO644w4yMzPrLFO3bt3YsGFDhfeWLVvGtddeW2ualsiZn43jsExIzDLGHDDGTAMQkX+KyO9FJL9BSnhJN+BjESkSkbPAOqBfA59D1SGybzjZ7pY5HQHhfgwZM5jz5ixDxgwmv/Qig7vHcCTxCBF9wpq6qM1GcWJihe2MjAzWr1jJxh07WL9iZZUY95XTO5u/On/605+YOXMmv/3tb0lNTSUlJYVFixaxffv2Cl+w9igpKalXelfIzMxk0qRJxMfHk5qaytChQ5k0aZJt/9dff828efPYuHEjJ0+e5NixY8yZM8e2v2fPnvzxj3/k1ltvrXLs2NhYfvnLX7J8+XJSU1Px8fHh0UcfdbisrXFFBocqEmPMVOBuYAHwILAQmFJpKHBD+zNwnzHGx9o/MwFY68LzqWpUntORmHKKsML27Nm0D/d8D4ryimmbFc7fZy/mzIGUOhdZrKmTvjUp69OASxM0ByYmMlJgYGIiW958s0JlUD59Q+SvLCsrizlz5vDOO+9w++234+fnB8DAgQP54IMP8PT0ZOzYsSxZcmnhisq/pN3c3Hj77beJjo4mOjoagO3bt3P11VcTEhLCsGHD2LFjBwD//Oc/GTp0aIUyvPHGG0yePBmA6dOnM3v2bNu+1atXM3jwYIKCgujZsyfffPONbd/JkycZNWoUgYGBjB8/nvT0dACGDh3K9OnTCQ4Oxt3dnZkzZxIXF2e7Lu+//z4zZsygd+/eBAUFMWvWLJYuXWo77gMPPMDNN9+Mv79/leu1YsUKJk6cyDXXXIOvry9/+MMf+PTTT8nNrXY+9mXJ0SeSniJyn4gsF5FVIvKOiEwEXDk7bDOWJ5As4BSwS0S+cOH5VDUqz+mIPXOAbP8Mfkj5L1m+GSQUHsO7QxuSsk5zwS3T0gF/KL7G49k66WtJU5uWVhGVn6AJ0MbDg5E+vuxZu65R8gPs2LGDwsJCJk6cWK+yV/4lvXr1anbt2sXBgwfJyMjg1ltv5cknn+T8+fPMnDmTW265hYyMDCZOnEh8fDzHjl2av7xy5Uruv//+KufYuXMnP/3pT/nTn/7EhQsX2Lx5M127dq2Qb9myZZw7d46CggLmz59fbVm/++47WzMWWJ4qBg4caNs/cOBAzp49W+VprjqV83bv3p02bdpUaTqzR0u5T+vL0VFbNTUQnne0ILUxljv4a+AdLJ3t/sBSY8zrIvLb8mlffPFF2+sxY8YwZswYVxTpslXdnI7DB+OIW3+Mju06knr4HBG9wzh97jTrPvmm1kUW7Y1jUpuaRos1J4WxsRRYf53n7NiBCBRgbYLabkmTs2sXWcnJAJjAQLxGjmiw/JWlpaXRrl27CgMirrnmGg4ePEhhYSHr1tlXKT3//PMEBQUB8MknnxAdHc3UqVMBuPfee/nLX/7CmjVrePDBB5k4cSIrV67k97//PUeOHCEuLo7bbrutyjGXLFnCjBkzuP56y33Wvn172rdvb9s/ffp0evToAcCUKVNYs2ZNlWOcPn2aX/3qV7zxxhu293JycmxlBQgKCkJEyM7OrnMEYeW8Zfmzs7NrzQcwefJkPDwufc0WFBQQExNTZz5X27RpE5s2bWqw4zk8IdEYEyIiturcGBOGpQPeFdoCnYCF1qHFGcaYpcAfgBorEtU4Ki/cmHoiieNxJ/Ap9CUnuPpFFhtiIcaGqIgaQ5t+/Wxf7P4rVmKsYYTZDl4jR1BYXIx/VBSB1iVjCrbvaND8lYWGhpKWlkZpaamtMtm2bRsAnTt3tvtXc6dOnWyvz5w5Q5cuXSrs79KlC0lJltUHpk6dyjPPPMPvf/97VqxYweTJk/H29q5yzMTERG655ZYazxkZGWl77evrS05OToX9586d4+abb+ZXv/oVU6ZMsb3v7+9PVlaWbTsrKwtjDAEBAXV+zsp5y/Lbk3f16tWMHTvWtr1s2TIWL15cZz5Xq/wje+7cuU4dz9GmrT8B3xtj1luXSdkB7MIysqrBich54ATwqDHG3RgTDPwUy9Bj1cTGTbieu2fcyZ3TbycoIpCHnnuAPsOjuem2mwgI92PAsP5ku2dWWGSxcqd9dWlqU5+AWs2JsxM0G2KC54gRI/Dy8mL16tVV9pVVIn5+fuTl5dneT0mpulBF+Uq7Q4cOVRYDPHXqFB07WuYq33TTTaSlpbF//34++ugj25NLZVFRURWawOojMzOTm2++mcmTJ/Pcc89V2NevXz/2799v2963bx8RERF2zWeqnPf48eMUFhba+oZq01qbsipzdPhvAhADfI6lv2I1MExE4hqwbJXdgaWD/RwQj2VhyJY/iL6ZcabPoayZ6esvv6lxkcXyaetKUxtnK6LG5B516Zd72QTN/VFRbDewPyqKa594osIXWvn0DZG/sqCgIGbPns1jjz3GqlWryM3NRUTYt2+frfIYNGgQn376KRcvXuTo0aN1/or+yU9+wpEjR/joo48oKSnhn//8J4cOHbKNgnJ3d+euu+7iN7/5DRkZGdx4443VHmfGjBksXbqUjRs3IiKcOXPGrr6I7OxsbrrpJkaNGsUrr7xSZf+DDz7I4sWLOXToEBkZGbzyyitMnz7dtr+4uJj8/HxKS0spKiqioKCA0lLLFLX777+fNWvWsG3bNnJzc5kzZw533nmnbZCCcmL4r4jkiMhfReRxEXlNRFKNMS6Liigi/xORsSLSVkTCReQeEUlz1fkuV452fpdvZtr+7Q4KfGpfZNHZhRidrYgaU+UZ52VBu8aOGMG4qfdV+VVcOb2z+avzm9/8hgULFjBv3jwiIiKIjIzk0UcfZd68eYwcOZKZM2fi6elJZGQk06dPZ9q0aRXyV25CbNu2Lf/+97+ZP38+7dq1Y/78+Xz55Ze0bXtpgYv77ruP9evXM2XKlAr9M+WPNXToUJYuXcqTTz5JUFAQY8aMsS3HX1uz5Weffcbu3btZunQpAQEBBAQEEBgYyOnTlhFsN998M88++yxjx46lW7dudOvWrUIz+M9//nN8fX356KOPePXVV/H19eXDDz8EoG/fvixatIipU6cSGRlJbm4uCxcurPMa29PM2hybYh1h18x2a8TDq+pKBtwoIrX/HHIhndnunMoz1qf+8j67bvSy/o5zR87jVxhIbpsswnqGujTw1Pq1G0g/k4ExhqyUbAIjAxAR2nYIaRaLPOrMdtUcuWpmu72d7UOAk1j6KWrT39GCqKblTOd3UwSeag6VhSPKr5VlAgNtHeOOrLXlSH6lXMHeiuRTe+ZsGGPqHpStmiVnKoOWGHiqqXhERdm+8Gsbouuq/KrhJCYm0rdv3wpP7SKCMYaDBw9WGNXW2tnVR2LvxD+dINg8ONJhfvhQHMn7zmFpoaxfn0Nd/R0tbdKgUvaIiooiOzubrKws21/Z9uVUiYDj80hUM+bIJL2dW3dx5Fg8vl298Pby4eLFLMRXSEpIqvMYdTUztYRJg0opx2lF0so4MklPRPAocee2kZO5EGx/J7uryqOUalkcikfSXF3uo7YcGT3lyhFXTTGaq7mwZ9SWUo2tWcUjUc2TI5P0XDmxryVNGlRKOU6btloRR0ZPuXLElY7mqupMxkWSMy8CEJ+cRXT7QADaB/vQIcTH5fmVcgV9ImmGHB3l5MhscWdnmDd0eVq7DiE+xHRrS0y3tuQUFNte21sJOJu/OXr00UerXdakssoxUlozRyMnrlixgvHj7V93rcGISKv5s3yclu9Q7GF5+aevy6HYw/XOm56eLv9ZvkK+/M1v5D/LV0h6eroLSqjqYs+9+PcNR5w6h7P5V65cKcOGDRM/Pz+JiIiQ4cOHy9tvv+3UMV1pzJgxsnjx4mr3xcfHy6RJkyQsLExCQ0Nl/PjxEhcXVyHNggULJDIyUoKDg2XGjBlSWFho2zdr1izp37+/eHh4yNy5c6scf/ny5dKlSxfx9/eX22+/XTIyMuos75YtW2TkyJESFBQkoaGhMmrUKPnhhx/s+qxdu3aV9evX25W2Pmq6L63vO/zdq08kzYyI8MN3uwmWUH74bne9nkrKR88bevpMtdHzVOM7k3HR9vrztev528ov+NvKL9i+ZbPt9edr11ebviHyV0dD7bo21G52dja33XYbTzzxBBkZGSQlJTFnzhy8vLwa7kM3I1qRNCNlS6Of3ZXOhbNZnN2VXq+l0WuLnic6KbDJlPVpAKRm5uIW2Re3yL54d7rS9jo1M7fa9A2RvzINtev6ULvx8fEYY5gyZQrGGLy8vLjhhhu48sorActS9OPGjaNdu3aEh4czbdq0KjFPyhw+fJju3bvz8ccfA/D6669zxRVXEBgYyJVXXsnnn39e43+nxqIVSTMS2TecLPdMgoKCaN+2A0FBQWTVY5RTwb69yP7/UbB7DyWnT1Owe49le99ep0PaqtZDQ+26PtRudHQ07u7uPPTQQ6xbt47MzIpBZUWE559/npSUFA4dOsTp06erDcq3Z88ebr75ZhYuXGgL1HXFFVewbds22w+CadOmkZp66cdmU8zT0oqkGdm6Zjtnd6VTch5KCksoOQ9nd6Wzdc12u/J7DRqMGTgAr5ircO/UCa+YqzADB9Bm4KAKkwLLP5Xok4rrxSdn8Y+NR/nHxqN8fySNPSfS2XMineTMi7bX3x9Js6WJT85q0PyV1RRqNyQkBD8/P7Zs2WLX5yoLtevl5cWXX35pC7Xr5ubGvffeS+/evVmzZg0+Pj62ULtAvUPtlg8gVRZq18vLiylTprBvX9XYdvUNtVsXR0LtBgQEsHXrVtzc3HjkkUcIDw9n0qRJnDt3DoAePXowbtw4PDw8CA0NZebMmXz33XcVjrF582YmTZrEBx98wIQJE2zv33nnnUREWOZh3X333fTs2ZOdO3fW+TlcSYf/NiMFnvmcJRkChcwLFwiOCOJsXgoFnn3syn/VhPFsefNNRvr4ApboeRvPliIe3uSfyq12VV9dvsT1otsHEtPNEpejNOUgbpGW13tOpHNV2fs+7fj52CsA2H0ivUHzV6ahdhsn1G6vXr1szYPx8fHcf//9PPnkkyxfvpxz587xf//3f2zZsoWcnBxKSkoqxG4B+Nvf/sZ1113H6NGjK7z//vvv88Ybb9giUubm5pKW1rShmfSJpBnp1KUTIwZfw+hrRjNs0HBGXzOaEYOvoVMX+xaAKx89b1enDuyPimLcC49Q5Jtf7aRAqbR8iT6VXB401G7jhdotEx0dzUMPPcSBAwcAeO6553Bzc+PAgQNkZmby4YcfVvn/b9GiRZw6dYqnnroUc+bUqVM88sgjvP3222RkZJCRkUG/fv2a/P9drUiakYaYd1EWPe8n8+Yxbup9nE05V+2kwK1rtrfImOctUfvgS3M8IoL9KE05SGnKQfJPH7C9jgj2qzZ9Q+SvTEPtuj7UblxcHAsWLLA9kSUmJrJy5UpGjLAs/Z+Tk4O/vz+BgYEkJSXxxz/+scoxAgICWLduHZs3b+Z3v/sdYHn6cHNzo127dpSWlrJ06VJb5dSknBk73Nz+aCXzSBrSf75aLx+/+y/5ZPEqWfzKe/LJ4lXy8bv/km+//I98+PZy2bl8r/x79reyc/le+fDt5VJaWtrURW4V7LkXm3oeyYoVK+Tqq68WPz8/CQ8Pl+HDh8u7774rRUVFkpaWJjfddJMEBgbKqFGjZO7cuXLttdfa8rq5ucmxY8cqHG/btm0SExMjwcHBMmTIENm+fXuF/Vu2bBE3Nzf59a9/XeH96dOny6xZs2zbn3/+uQwYMEACAgKkZ8+e8s0334iIyNixYyvMI3nvvfdsZVq2bJm4ubmJv7+/7S8gIEASExNt6d944w2JiIiQoKCgKvNIHnroITHGiJubm+1v2bJltv0rV66Uzp072z2PJCkpSaZMmSIdO3YUf39/6dSpkzz66KOSnZ0tIiKxsbESExMjAQEBMnjwYFmwYIFERUXZ8nfr1s02jyQ9PV0GDRoks2fPFhGRF154Qdq2bSthYWHy9NNPV5hfU/6aVKem+xIn55Hooo2XqcMH44hbf4yO7TqSevgcEb3DSEpLote4HtpX0gDsWbTxHxuP2vo1HOFsfnX5aepQu6qVKd+MluWVXa/4I8px5dfK8vfysHWMO7LWliP5lXIFfSJRygV0GfnWryWG2nXVE4lWJEq5gFYkqjnSeCRKKaWaJa1IlFJKOUUrEqWUUk7RikQppZRTWsTwX2NMNlDWQ2QAH2ChiDzRdKVSqv5Sc1M5m2dZPeD4heN0D+oOQLhvBBF+ES7P3xCWLVvGu+++a1vc0c3NjaNHj9K9e/dGOb9qflrEE4mIBIhIoIgEAhFAHvBxExdLqXqL8Iugf9gA+ocNILco1/ba3krA2fxlqgvlWp9YFuWHvJZ/PX/+fPr3709gYCA9evSossx7QkIC119/PX5+fvTt25f16y8F5IqNjWX8+PGEhYXh7u5e5ZwLFy5k6NCheHt78/DDD9tVTtU4WkRFUsndwFkR2dbUBVGqtXEklkXl4aQffPABmZmZrF27lrfeessWkAngvvvuIyYmhvT0dF5++WXuuusuzp8/D4Cnpyf33HNPjXHZO3bsyKxZs5gxY0a9y6hcq0U0bVXyIPB+UxdCKXul5qbanhjWbljLmQtJGGPYnbqb/Lh8RIQOQR2ZcP2EKukbIr8jXn/9df7xj39w9uxZOnfuzMsvv2yLaFibZ555xvY6OjqaSZMmsW3bNqZMmUJ8fDx79+7l22+/xcvLizvuuIM///nPrFq1ikceecQWbbGm1X/Lzr9r1y7bYoiqeWhRTyTGmM7AaGBZU5dFKXuV9WkAdOnYhTz/PLx7eRPYNwDvXt7k+efRpWOXatM3RH57lX+yqCsKn722bNliCy978OBBunfvXmHV3IEDBxIbG+tQeVXz0dKeSB4EtopIQk0JyoerHDNmDGPGjHF9qZSyU5/oPny37zuko+VLW0TwSPekzw32BS9zNn95kydPxsPj0ldAQUEBMTExgCUKX5m7776bV199lZ07d1Yb1bAmc+bMQUR46KGHgJojDZ45c6beZVfO2bRpE5s2bWqw47W0iuQB4NXaElQX91ippnT8wnF+TPvRtp0bmMOP/9tPQUg+25Iu0D2oBysPr7Dt9/P0o3/YgAbLX5PVq1czduxY2/ayZctscUecjcL31ltv8eGHH7J161Y8PT0BxyMNqoZX+Uf23LlznTpei6lIjDEjgQ7Av5q6LErVR/eg7hW+2KW3sOjjRST4nKBLZjd+Of6XFTq5fzz3vwbNX5Oa1gIri8K3ceNGWyCmwYMH27122JIlS5g3bx5btmyhffv2tvf79evH8ePHyc3NtTVv7d+/n/vvv9+u46rmqyX1kTwIrBKR3KYuiFLOMMZw3aDrSNx1musGXVfvkVLO5q+LM1H4li9fzgsvvMC3335bJYZ7z549GTRoEHPnzqWgoIDPPvuMH3/8sUIzWkFBAQUFBYgIBQUFFBYW2vaVlJSQn59PSUkJxcXFj2A46QAAEmBJREFUFBQUUFJS0jAfWjmlxVQkIvJLEXmoqcuhVH2F+1YdQdUnug9dw7vSJ7pq30bl9M7mr05tlU+fPn146qmnGD58OJGRkcTGxjJq1Ci7jjVr1izS09MZOnQoAQEBBAYG8thjj9n2f/TRR+zatYuQkBCef/55Vq1aRWhoKGCZY+Lj40P//v0xxuDj40Pv3r1teV9++WV8fX15/fXXWb58Ob6+vtWG1VWNT5eRV8oF7FlGfsWh5Uzt43izjrP51eVHl5FXSinVLLWYznalWoPya2X5efrZOsYdWWvLkfxKuYI2bSnlAhohUTVH2rTVgokIqxZ/pl8sSqlWSSuSRhB3KJ7DW44Qdyi+qYuilFINTisSFxMRdn+3m4GdB7P7u936VKKUanW0j8SFkmNT2bVxN+eOnMevMJDcNlmE9Qxl6NgY2vfTjtHWTPtIVHOkfSQtUGTfcLLdMxkwrD8B4X4MGNafbPdMIvuGN3XRlFKqwejwXxeKOxSPf3GwbeavMQb/4mDiDsXTu2+vJi6dagrZqTlkn80BIO14Ou26twUgINyfgAh/l+dvDRISEujWrRvFxcW4uelv4eZA/yu4UFJCEoW+Fzl58RipXkmcvHiMQt+LJCVoUJ7LVUCEPx36R9KhfySFeUW21/ZWAs7mL9O1a1e8vb1JT0+v8P6gQYNwc3Pj1KlTteYvKiripZdeonfv3gQEBBAVFcUtt9zCt99+W69yOKq2JV7ef/99hgwZQlBQEJ07d+a3v/0tpaWltv0ZGRncfvvt+Pv7061bN1auXGnbl5KSwqRJk+jYsWO11+GTTz7hmmuuwc/Pj+uvv77hP1gLpU8kLjRugt5oqnkyxti+RB9//HEADhw4QH5+vl2LQN55550kJyfz4YcfMmjQIAA2bNjAV199xY033ujSstfl4sWLvPnmmwwbNoxz585x2223MX/+fJ599lkAHnvsMby9vTl37hx79uzhlltuYdCgQfTp0wc3NzcmTJjA888/z8iRI6scOzQ0lJkzZ3L48OEqMe8vayLSav4sH0epplf+XsxKya6yv7S0VBa9sFhKS0ur7Kuc3tn81enatau88sorMnToUNt7zzzzjLz66qvi5uYmCQkJcvHiRXnqqaekS5cuEhwcLNdee63k5+fLt99+K76+vnLmzJlaz/Haa69Jjx49JCAgQPr16yefffaZbd+LL74o06ZNs22fPHlSjDFSUlIiIiInTpyQ0aNHS2BgoNx4443y+OOP29KXpV22bJl07txZwsLC5JVXXqmxHAsWLJCJEyeKiEhubq60adNGjh49atv/wAMPyO9+97sKeYqLi8UYIwkJCdUe891335WxY8fW+vmbo5q+I63vO/zdq01bSrlYWZ9GeXGH4kk9mVrt3KLK6Z3NX5Phw4eTnZ1NXFwcpaWlfPzxx0ybNs22/+mnn2bv3r18//33pKenM2/ePIwxrF+/nmHDhlWINVKdusL1Vn7yKb89depUhg8fzvnz55kzZw4ffPBBlfTbtm3jyJEj/Oc//+Gll14iLi6u2nJs3ryZfv36ARAfH4+Hhwc9evSw7ddwv87TikSpRiZlc4uirnJobpGz+ct74IEHWLZsGd9++y29e/emQ4cOgCX2x9KlS/nLX/5CZGQkxhiGDx9OmzZtSEtLIzIy0naMjIwMQkJCCA4OxsfHx/b+nXfeSUSEZZj73XffTc+ePdm5c2edZTp16hQ//PADc+fOxcPDg2uuuYaJEydWSGOM4cUXX6RNmzYMGDCAgQMHsn///irHWrp0Kbt37+aZZ54Bag73m52dbecVU9XRPhKlXCzteDpnDlz6JZ5w5iS5xwuhIJfcrEI+XfAFXTp0te1v4+tJh/6RDZa/NtOmTWP06NGcOHGCBx988NI509IoKCige/fuVfKEhoZy9OhR23ZISAgZGRkcO3aM6Oho2/uOhutNTk6mbdu2eHt7296Liori9OnTFdKVVVIAvr6+5ORUfBL7/PPPef7551m/fj1t21pGt2m4X9fQikQpF2vXva3ti11EiFsUy+BrBpF84CzRV3Yn/sJBYu4dYGu6OfNjSoPmr03nzp3p1q0ba9euZcmSJbb3w8LC8Pb25tixY/Tv379CnnHjxvHWW29x5swZ2xNMZXWF6/Xz8yMvL8+WPjk52fa6ffv2pKenk5+fb6tMEhMT6xUJct26dfziF7/gq6++om/fvrb3o6OjKS4u5tixY7bmrf3799uavpRjtGlLqUZU29yixshfnSVLlrBhwwZbs5SI4ObmxvTp03nqqadITk6mtLSU77//nqKiIm688UbGjh3L5MmT2blzJ0VFRRQXF7Njxw7bMesK1zto0CA2b95MYmIiFy5c4LXXXrPt69y5M0OGDOHFF1+kqKiIHTt2sGbNmgplrq05b8OGDUybNo1Vq1YRExNTYZ+vry933HEHs2fPJi8vj23btvHFF1/wwAMP2NIUFBSQn58PQH5+PgUFBbZ9paWlFBQUUFRURElJCQUFBRQXF9fncrdKWpEo5WIB4ZfmeJSfW3QsK67auUXl0zdE/uqU/3XfrVs3rrrqqir75s+fT//+/Rk6dCihoaE899xztvkYn376KbfeeivTpk0jJCSE7t27s3LlSr7++mvAEq736aefrjFc7w033MA999zDgAEDGDp0KLfddluF8i1fvpzt27fTrl07Zs+ezb333ouXl1e15a+8/fLLL5OVlcVPfvITW7jfW265xbZ/4cKF5OXlER4ezv3338+iRYvo0+dSyGIfHx8CAwMxxtC7d298fX1t+z744AN8fHx4/PHH2bp1K76+vjzyyCN1Xu/WTtfaUsoF7Flr64eV+xly30CHz+Fs/pbk3nvvpU+fPsyZM6epi9Ki6VpbSqnLxg8//MDx48cREdatW8cXX3zB5MmTm7pYqgba2a5UIyq/VlYbX09bx7gja205kr+lSElJ4Y477iA9PZ1OnTqxaNEiBg68PJ6+WiJt2lLKBXQZedUcadOWUkqpZkkrEqWUUk7RikQppZRTtCJRSinllBY1assYcy8wG+gMJAMPici2pi2VUlV16dKlXkt6KNUYunTp4pLjtphRW8aYG4G/A1NEZJcxpj2AiCSXS6OjtpRSqp4up1FbLwIvicgusFQg5SsR1fA2bdrU1EVoVfR6Niy9ns1Hi6hIjDFuwBAg3BhzxBhzyhjzV2OMV115leP0f9SGpdezYen1bD5aREUCRACewJ3ANcAgYDDw+6YslFJKqZZTkVy0/vsXETkrIunAAuAnTVgmpZRStKzO9lPA8yLyoXX7DuAFEYkpl6ZlfBillGpmnOlsb0nDf5cCvzbGfA0UA08CFaLdOHMhlFJKOaYlVSR/ANoB8Viauv4JvNqkJVJKKdVymraUUko1Ty2ls10ppVQz1aIqEmPM48aYXcaYfGPMkjrSzjTGJBtjMowx7xpjPBurnC2FvdfTGPNTY0yxMSbLGJNt/Xd0Y5a1uTPGtLHeZyeNMReMMbuNMeNrSa/3Zy3qcz31/rSPMeYDY8wZ6/U8bIyZUUvaet2fLaoiAZKw9JUsri2RMeZm4FlgLNAV6AHMdXXhWiC7rqfVdhEJFJEA67+bXVy2lsYDOAVcKyJBWNaE+9gY07lyQr0/7WL39bTS+7NurwJdrNdzIvCyMWZw5USO3J8tqiIRkc9F5AsgvY6kDwKLReSwiFzA8mU53eUFbGHqcT1VHUQkT0ReEpFE6/aXwAkgpprken/WoZ7XU9lBRA6JSJF10wCCpZKorN73Z4uqSOqhH7C/3PZ+LMurhDRReVqDwcaYs9ZH4t9bl61RNTDGRAA9gdhqduv9WU91XE/Q+9MuxpiFxphc4BBwBviqmmT1vj9b68X2By6U276ApQYOaJritHjfAVeKSDiWZWruA37TtEVqvowxHsCHwHsiEl9NEr0/68GO66n3p51E5HEs998o4FOgoJpk9b4/W2tFkgMEltsOxPIYl900xWnZROSkiCRYX8cCLwF3NW2pmidjCULyIZb/QX9dQzK9P+1kz/XU+7N+xGI7EAU8Wk2Set+frbUiiQUGltseBKSKSEYTlac10lUEqrcYy8TZO0SkpIY0en/az57rWR29P+vmQfV9JPW+P1tURWKMcTfGeAPugIcxxssY415N0veBGcaYPtZ2vRewLLGiyrH3ehpjxhtjwq2ve2NZdfnzxi1t82eMWQT0BiaKSGEtSfX+tIO911Pvz7oZY8KMMfcYY/yMMW7WkVn3AuurSV7/+1NEWswfMAcoBUrK/c3G8oiWDXQql/ZJIAXIBN4FPJu6/M3tz97rCfzRei2zgaPWfO5NXf7m9Icl/HMpkGe9TtlAFpb2+ijra70/G+566v1Zv+vZDtiEZYRmJpYO9Iet+5y+P3WJFKWUUk5pUU1bSimlmh+tSJRSSjlFKxKllFJO0YpEKaWUU7QiUUop5RStSJRSSjlFKxKllFJO0YpEKaWUU7QiUUpVYIx5yRgT1dTlUC2HViRK2cEYE2OMWW2MecmBvEHGmFmuKFdDsq7D9Gssy5CYcu8/YYz5xBhza9OVTjVnWpGoFsEYM9EY854x5ldNVAR/YJWIzHYg7+3ARgBjzHRjzDJjzMMNWroGICK5IvJXILHS+28CfwXaNknBVLOnFYlqEcQSEvgkcFUTF8URo0Rkq/X1e1gWI7yy6YpTp+qWYNdl2VWNtCJRLcmJpi5AfRlj2gLny7bFskrqySYrkFIu4NHUBVCqlbsD+KypCwFgjPECflH5bSzR7z4SkbONXyrVGmhFolosY0wX4GngGBAMHBGRFdZ9Y7F8iccDfaxpfgLcJQ0QidAY8wvrcQ+LyCJjzN3AcyISUynpcBF5t5bjPAIswtKH8hiWQE5/APYBX1k/1w3A3wBvoL31vCki8no1x/MDfgUcB4KA+0VkLICIFAB/cfhDK1UDrUhUi2SM8Qe+wfJFnWF9b6UxJh9L1LfVQB8RSTLGzAYCgEewBOpx9tyjgQNAMTABS0WwE4islK4dcK6Ow3liqdw+tW7HWaP9/R6YIyInjDGpwBLgXhFZY20uSzHGvCUiuZWO9xBwUETWWMvQqR6fyxPLE8sVwP8ZY5aIyEF786vLl/aRqJZqOnC60tPFv7GEBe0K+AFlTTUpQIyIHJNykdyqmy9hjJlljLnTGPOqMaam/z+KRGQbltFYnwGISAKwvFK6u4BVNRzDGGOeBvLKVSJlCoGzIlLWJ5QOeFvPiYikY/kRWN0oqrPAm8aYmcaYgcDCGs5fhYgUichbIhIlIs9oJaLspRWJaql6YwnDWl6+9f0DWJqGhljfH0y5L/Ra5kuMAQJEZBWWprAZ1Z1YRHZYnzZGAf8qtyuxUtKrReSHGsp/I9AF+HkN+7Pr2IZqRlKJyCfAXCyV3DZgkTHGvYZzKNUgtCJRLVUiljjU5YUDJ0SkBPgIGGmMeRz4WkTeK0tU03wJYDSwx/p6D3B9LecfAeyy9jtgjLkeyxc31u0I4Ewt+T8Tkf8DCowx/1dLunoxxtwFfCAio7HE4vbF0jeklMtoRaJamrJf4UuB9saYsHL7JgCvWV/3Bv4iIgtF5PM6jlUmHCjrc8jC0rFdE8E6rNfaBBYjInvK7b+bik8rNXkEmGOM6VFLuUw179WkHzARwNrs9w3lhh8r5Qra2a5aBGPMRODXQKQx5hkRmW+MuRn4vTEmEQgFPhWRD61ZzgO5xpgiLH0Mh4DficjuWk7jBpRYX3tgmThYk3XAZOtMex+g8sisGBF5q5rP8TCWJjV3Y0wClia4NsC3xpgXsFRkvwKuMMa8DKwB5gAdjDF/A17HMqpLgL8aY34rIofLnSIXGGSM6YB1aK+IbK/lcyjlNK1IVItgndn+RaX34oAnKqc1xtyD5d72E5Ei6wivccAKoFctp0nB0kkPlqGzqbWUpxj4WXX7jDEdgVM15FuCZQRWeQGVtr+otD220vb91r/qjj+/uveVciVt2lKtUX/gRxEpAhCRHCzzNIrqyLcZGGh9PYxyfR71dDfwiYN5lWpxtCJRrdHLQDvrUN7HjTEzsQwLvh0s8yWsTVJl8yX6AojIJsDbOrmwG/D3Sse1t59ioIgcaIDPoVSLYMoNq1dK1cAYEwPMAv5X2wrAxphQ4Oci8lpNaVoaY8wTwDXA+yLy76Yuj2p+tCJRSinlFG3aUkop5RStSJRSSjlFKxKllFJO0YpEKaWUU7QiUUop5RStSJRSSjlFKxKllFJO0YpEKaWUU7QiUUop5RStSJRSSjnl/wP9QyXrNtr06wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'Tully_Fisher'\n", "xlim = (1, 3)\n", "ylim = (6, 12)\n", "xlabel = r\"$\\log_{10}[v/{\\rm km\\ s^{-1}}]$\"\n", "ylabel = r\"$\\log_{10}[M/{\\rm M_\\odot}]$\"\n", "zs = [0.1, ]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = correlation(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[ii]\n", " linestyle = linestyles[ii]\n", " data = np.log10(data)\n", " if len(data)> 1e3:\n", " ax.hist2d(data[:,0], data[:,3],\\\n", " range = [xlim, ylim], bins=50,\\\n", " norm=LogNorm(), label=label, cmap=plt.get_cmap(color_maps[ii]))\n", " ax.text(0.05,0.05*ii, label,horizontalalignment='left',color=color,\\\n", " verticalalignment='bottom',transform=ax.transAxes)\n", " else:\n", " ax.errorbar(data[:,0], data[:,3],\\\n", " xerr = [data[:,1]-data[:,0], data[:,0] - data[:,2]],\\\n", " yerr = [data[:,4]-data[:,3], data[:,3] - data[:,5]],\\\n", " label=label,color=color,fmt=marker,alpha=0.5)\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.05,0.95, \"z=%.2f\"%z,horizontalalignment='left',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower right')\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DiskSize_StellarMass" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:09.781826Z", "start_time": "2018-05-04T07:05:07.044560Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:18: RuntimeWarning: divide by zero encountered in log10\n", "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in log10\n", "/home/yqin/3rd_party/lib/python3.6/site-packages/matplotlib/axes/_axes.py:531: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n", " warnings.warn(\"No labelled objects found. \"\n", "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:23: RuntimeWarning: invalid value encountered in subtract\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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mN9wiTdOuy0ozwBxNBwy8qIE1ls5/qV42BFVthoztfvGH1R/++9+jFQlC26Hrp/+tcxlBZ3WJu9/5PozRAzSiOiN3FBGFIfyZpyiVs9y1rcxsp0GkzOe1xbIEsrWEEBaWt0A8/yTtxWn6b7uXaQ+mmj4NJegGivmpJzFOzpNxDcgOPe86tVqNC9/+Dnv2vhnRbNN2Ama+/yiTb7qXbDbHO+778RflSK7EOXg3qn9grWdyaVjM3bF7fT9s0gB86UO+r9Vd65FcCsy3upcMJkKI/x34u+vZtlAp9Ueb0qpN8vGPf3zt9pEjRzhy5MhNa4v22vXXF//iZZ+zrTh51ce+u/Cd67rG+eZ53EI652XVTzCa6Ti+Xz/N/TPp8NDp+jT12hgAi56JWUvXEs92Ggwc/Pu4bhHDE1gWuLai+q3/hJd0me1cpBFKgrCGEdl0wyoqrKWBREaEMqTagJCIuZNP0WhLWi7ECeRICGSA7Uomdvbz9FPTGNYQcb1J6JbA6icwJ+nUlnClw6MX5gFYeux7PP7Ig/j1Ol//wbcoNavUisepyCazyw8jylme/cxJAOotgzdOposWrzT9+OB73s33PvFJGvM1VusR6uQMj0cGd1QGOPbHn2Ow5PKeH33r8865VlXmjJm7IcNOr4Y8zAMPPMADDzyw4etcT8/kE8BPCSF+AVgF/qtS6qaVmRdCmKQFJU3AEkK4QKyUetEQ2+XBRNNea+otg2Q57SF0upfVbO08N0O/1XGIes9ptJ97ThQL4kSgIoFU4Lc7BELRafmcfPwcK7OrdH2FEXcoTyqSpTlGKoJImYQypFw0AIkzAs0LEnfsbvoK0OwISmoce2yMlR9McWY6ZGm2jd0/SJhYRLEiaLWo5ExMI8PC3AmabjpUNzPfIMyWqNhDCLvAG8ujRHmX+Owj9Ismz27bjTueziCb+vYz4Kdl8uuLx9emEl8KLJVKhTd/5Jf4v3/7U5hDd2KOjFDIj1LYnk4AXVl46sb8o7xMNyIP83K98Iv2b/zGb6zrOi8ZTJRSDeCzwGeFEP3AP+jN2loG/kwpdUNnb13B/0a6puVST+m/A34D+M1XuB2adlOVixJ3KP0ONXXiaRIn/VBuL1d55BvpbKrWwjK773rue9b4UML548/QaQU49S6GLVGAiiOsbBEzUyA7tJ3JAzuZm28TzT1Of1GwPM9azqNcNHjrkbv4yl8eZ/rCEstLLSyzg9+BRAp8r0nGNchnBIX2LBWR0CHdUlwgEMJkbqlJ2YkJopjynrsByDQccsPDuGHE6jPHeNIpEjkui06FIZWhfmKB/nCZ4dE+OtUW3dwkRj7PXGeGrz30DLLVoh20OHVumurFaXJzF2F8B+etLN5Ck5a/ylNPSfIZi/b5o0yfv8g//2e/8JI/5y9/7QFqzXRW2lZPkt9IL2tqsFKqSjpb6w+FEIPAfyOE+CVgDvgvSqkrT1rfREqp3yANHpq2JT367Wc5GqUzmFabydqH9AvXbrwccawo7E3PjZ1VMhPpN/Do1N++6LlBIMkU+7AcGyNbAgWx38GwbAzLJY4SGrUOUoFwCxjFYaLs2FqyvT6bbsRVLhqceOox6kshmWwVlRYdxrZsHnnwGHF9HhkN0vQUMpnF69QIDBvVXGXu4S/TKdr4UYKRST+GfM9nNRDMtmOqXsjTxQJJF7r0YRcmWJpeIOhTdJbqqMQkTCykJ+k0OwzufCNGwWM+9Dj32Ay3b9+OUztJ4HrMNOoUdr4OkVUkUhE7AgaaLDbq1/WzXa53cXo9osvzTt/8m/+y4ZlYr6U8zLr3gFdKrQCfBj4thBgB/lshxK+QbuP7p0qpV0c/UtNusP2V/Vc8/uVzX7ni8bNLKwzt2gfASuxiltMexcLcMQarLkMvSEpfsuwtP+++lfVpTKcjzmFzgU6tAEB9qcPx76dDXfOnarRW/4x2vYkwM1T3DjA32yboSvJxjAo8hGmjlERKiZKS2O+yODeFTAThyhTZcx5SOCx7KwCUDYe8nefd734T3Y5FI6hS3LYdP4TW6iKmqZAKVG6IiwuzBLGJ2ahiJgl+HDKx8zbM3YcZyDWZPnWGWrvXc3KKxNjgFDDzZdzR3fjtVXJjOyjtvpuV+a/hBDUOZmFZSKRK8MMEQxgshBLLdGmHTd4UBZw/+Qz99SqlwQIlexgVe1iWC0JQzLgYjkPGzD6vuOPLLVLZCeWGZ2K9lno26w4ml1NKLQL/H4AQYoI0sPxT4JRS6rc34zU0TXu+Q29/bmbS1IqHXR4BQMwvEYs+lFIk5OjKfmLTxM6X6SR5KFaQrQssHf9bMBxkHCJDHyvXByohCQO6dZ8kCogabVqdMVZmF1idmQPA8J77Rn/s2Hm6QR92CFECjZnTOLkiftfDcvOooEkUR8jaIqI4gBl2qK8kIH/AxBv2UV1p4A4PowBhKuIYMEykTAgDnziKkYngme98j/r0Ep2WYMUwabfrBN2AKJH4YZfFVgeEgddq8qeiD2VEqMBl4rFTNO65HTMyEAqUUlQ7Aa1WQHX5PJ/5wpfxul2OH3+W1dNPE5YqjE0OMbbzjrX6Yg8++gwjh3YCz0+SN7rRjf0H3mI2JZhcTik1C/wegBBiYLOvr2lbXafrIldcAFodE0hvi9aL/zv+q4/9J5p++nizrcjn0m/x+YzH0ESZVjs95+KFNoP70plaUbuLkyvglEdxSoMMHvwxgsYCZqaPbDZCRIJiOe3FhMYgQbtB0G7Qv+9tCCEI6gu45WG682ewrYTRfXfhs0imPIgCVp58iG8/Y+NYgoULy2B3aV18giiBYHWa4vg7EKZDpjIGfptsro/G6UewhnYgQh/hZlg9d5RHvh0SRhJHmBi2izBMwtYqSimC2iLVKCBqrZLrHyVJQsp77iWTzSLMDJn6EiLXR+PZh1GGg1KAITCzJYqje4iqc/jDC4zN1Wme+BatpbNEVgZpOWRsA9exCaKIo+dXKAYSt38/nr1I7I5y/OQ0p70Ku4eLACwvzPEj216cJJ/6PmubiOkV8TcgmFxOKbV6I6+vaVtRPhfQnX+SMJC0Oha+LXEdSdxc4thDMT/67ueGuZq+S7WaIA0LKQVBaCAMWFnoMH1xidve8/MA2M1nMUt7kIkiWXgar94iDARRu057eY7Eb+Pg0IoViRR4zYigWcfpM1AyIe40qZ36HgD+6iymkyFormDlCpz67mMEnoffWEYIEyUMAgpEEgKZw4wkrteivPceuiuzZCsjqMDDcjLEXhOUwskWyJZHqE+dQCUhppMj6HqE7TrVEw8hbIfi5IG11weJEAaGlcGwswTtOrIQ4/aVEWYBf3WWREqUAqUkneWLINL3Wxjdk/5MgP1KsRT7ZEYmKew6RIMM2YxN3FomdC7yvaMnGOgfx6NDMxZUhveSKwxgDu0kM5kuiIyeeeKK/459OXstsIDeUGxTgokQoqyUql92/4BSaust4dS0G+SZh2fxOunU3HNPd0miBZzyBLE0KWy/k3wuIW6N0G5feNG50rAYf9t9zzvWOPsY9TOPUJ26QKIgqC+z+PjfoRR0F6cp7bgLKw5xiv1kB8bxq/MIYYBpYRgC4gBUgrd4AauYFpY03fRD0Mr34ZQGyU/cgVOoYDoZHK+NYbs0zh0jbNeoTaUr533Px1CShdpT9FdnibyIJGiDIVAIlGGihCARBkoYKBTFHXdjlYZRMsGwbOKgS3v2JKUdd4EwkElMYWwPQXOFJOhiWC7CrpMkCbW5eaxcidjKkBvdQ65dJzMwgVIKhKA18xVWTjyItzKDoRRfElmSTp2Vk8coJRaJMFFJhDAthOngeQFxu41EECQJ2UQReT52dZHTUZPy4CiJTJBXSJIXsje8SPqWslk9k98mrSSMEGI78O+At2zStTXtVe2Z2pV3VIzkc1NyO21BduIQALlWiN9qYPeN0z53nHZtitjzMW3JQnuFRtBYO6/VASlffG0pFX1730Bm4vWAID95kKCxRP30D557kkoT6kF9Kb2LQskYw8nRWprGdPtIkFgKkiRExhFCCHLDu5BBFxAYto2dzRN5bUBgZUtYbp7i9jtRSmFlizTOHUOaDlNzsxi2Q+3MMZIoQMyfRwYtsLIkfovW4jlkFBB2GnDZzwZDEHstFn7wV+SGd9KZPYVhmiiZkB2YxLAdok4Nu9BPptRPEnhESoJSCBROaQhQGKaN6eYZvPOHaZ4/RnlsL8G3/j1jGYtk5+so7D5EIkyC+iJmtoCMIpAxpW0HwHJYfOyvEZaDlS3hVMZIepWYBweH+PAH3v+if4M//+r9r5mZWJths4JJWQjxHuAO4L3A1zbpupq2pZ16eA6/azJ7uoXT8XDshCRxUMrAzBRwCzncvhGcbLpi3Vu6+Lzz81lJEDy/dElai0KBErQuPolM0mgT+2mZdytTpLsyQ6Z/giT08OuLoCQyiTEMgVKKsFmn/8DduH3DOKUhgsYSbnmE+plHAYVSEpDEvodMFMh02AkUUsYkQRcrWwRh4PQN4fYNEzaWyAyMkx3cThIFGIaBUgpvdQ671/sRhgUo8qN7EIaJAuJOnbC1SuP8E3QWzqCUJDu0oxdAKoBAWA4CgZSKJAzXVpnJtR+IWlt4pmSCUopYKVqhj2O5+PVlzNoiyjCJvRYqDjEyBRQCicBAQG8tDEpiKEnWEQyVXJ6tLvOr/+zjxLMzNIe2Y2UsQgl5x2BgfCcT/Tkm+nO3/LqTzZrNdV+vJPwepdSPCyHeuxnX1bSt7uJTdURhN41GQqaYwzIlSWIQdurkAMuMcbM+pXJaJbfbfi6Re/TBM3RaIUGrw+LRr64dF8JAxhFOcYCgvkhp1yFir4Vju9j5Cpn+CVqzJzEtByFM/JUZlErwV9KCj0qBjAIaF5+gtO0u/Oo8cdCmM3+a7tIF/No8hpOnvPsQYauGYZhIGYMwaV14Ars4gAx9DNsl9rsIYWJYDm7/BHa+nyQKCapzWK5L6Pt0Fy+QKQ8DYDpZMO30fZg2yARhmAhhIEybsLGc9kTaVYSRHuu9aepnHsV0c3jVOUgiktBDxiFRp9Z7jkHcqTPz7c+ThB5mtkgtFhj730rYWiVrpEHZzBTorkzjloboLJ4n6tQpTu4j6jTwV6axbQcZdGi1lgj7HDpLy2y7883g5TjZv4vF6hwDd95Ld+EUVnHvli7OuJnWHUx6ixU/CHQuHQKKQoivAnej9xrRNOLEobL9IJ3uMzh9I7huTBybxJ15Fh/9Oq3lGgsnZ597fqfGk3/5ebbtKXHXm/YxuO/1xOfmGT74HgAa544StevIuEvQWCFqV/GrcyR+h/79b0XG6cr3sLVKZnCSsF3FsBysXAm3b4jCxH782jxJ0KE9d4bS9rvAMGlNPYWSkuzAJInfITu4DZCoRJIZ3olMIoLqHMI0qdz+JlQSY9guSdhFJTGx30YYJnaxHyuTJ6jOEkcRhhBk+kfJj+ymu3QBxKVv/wohBAiB4eawChXyo7sQ7CLq9Ib5FGvvpzhxB1FzhezQdjAE0vfIDe/Er82jZJJGSMMkOzDJ0KH3svzYV8jky5jZAn07X0977ln82gKGSHtLzQtP0LfrIPnhncjIwy2UKWTzxPOnGXJMirULBK0Zyrk93FVwMA2DBDCEoGyYtKo1vTPfC2ykZ3IO+HtKqfCFDwgh3reB62ralpKxMlc83g47eIHA7VqEoYGtBF7LR0pBEkiCTsTQ69+LlSumwzZCYBiweuIBpmfO0LXPUtx5L8YFSVBfQAiIA4++PYeJvRZmpkDYXKEwfhurJx5ce13DctNhISHSIRsnQ1BbQCqJTBKiTo1s/ySohLC1ijAtok6Dvt0HiTuDGG6OqF0n9toEtXnibh2lFH5tASEEmfIIUsYYlouMfLyVmee/cWGAEFhukThoYzo57HwZw85gmDZ+dQ4/V8TKltI1LlGQ/gwgXTgJVE+mM8tywzvTayqJ4WTJ9I/TWTiLUxygPX+a1sWncMrDIEwM00IYguXj9xO0q1z81ucxbZvG1FMgBAJBccddoBSN80fJDW2Q0y7PAAAgAElEQVTHMG3qZx8lXJ3BViG5bB/7d21jV1+e83V4i6zyfWXydC1CUWDZkzQDQdRVUGszXNZTgi/ZyAr4tbxIbw/4B4BJ4IeAb2y4ZZq2BX3/W8/QaKU5jKfnunSqPsmZp/FW5uksfx0ZdhF2lqSzikziXm5CkARtlFIIAUGriYwcuu0SyWyAOzCJUxrEsGzaC+cRhgnCIGpXUUmETGKS0O/lRlS6XqO5TFsmyDiiOHmAsLUKSpIfu43VZx7CzGRBmAjDTIOPYWCYNsK0cIoDmHaG4uR+ussXyY/tpXXxSYRpE9TmqZ95FKUkwrSQcYRbHsFfnUUIExn5GHaGoL6I6LcIaotkBiYw3RyG5VDcth+FwsoUcEtDxEGH2G/jFPrxli5iGCblPYdpz55CKYlhufjVWWKvBVLi1+aIuw3c8mivZ2NgOjkG7vyhtNejFGG7Rt/Ou2mce4xM/ySlXb1SKOcfB2GgVIJMEvzVWbL5PmRtFq96hkmR4IRtVs4s80Qi2L1/Gw8kcLo9zQ7pIf0mLdPBTDyS7gqWv8JYryw/3LpTgi/ZrAT8WeAk8MfAG4Cf2qTratqW8md//F1iJy1l7gUKGUFw8QxRe5n+fW+nOLEL0y3gr8xRv/A0dj79IFJKIQwDlMJwctjZEoaTw1uZQSaK0rb9xN10zYZSCqdQIerdN0wbhCBTHgUlEb3hnsLkfqonHsTK5ElCj6hdJWgsETZX0llVzWXCdhWEQRJ0SUIvDW4ySWeCpSUge7PCEip778WvLVCc3IeSEhmHLD3+DWToETaX6dt9GJnEoCR2cRBhWnSXztNdvkj11PdACGqnH0ElMTKJcEuDyMjHypVxiv2gFKabI/bb+LUF7Fwpfb9JQmn7XQjLoTi5n6CxiFMaonnhCdy+kXRIrdNIg5tMkIGHkS8BohesU2spdiEwTIvKyE4GhaI0ugOrfoYdt+2iUNyNGBmilB/jzp0lfM/nu0/8a3aURjHMAio3SOxnKQyN0Vw580r/er2qbVYwiYEjwMNKqUiISwOjmrY1rXc71VZX0ddbfGdK0g9mQ7D69CIqbCCjEIz4itN9UQq3PEK2f5zs4CROPk/st6mdeZzGxZPIMCBq1Yi9FkIIktAnCT2CxiL+8hSt6RPIOESYZi83kc7KknGUTgm2M7ilITKVUQAM2yWoLaCAyGvTWTiLjAKc0iAIA3Hp41cYa0NXAF51Nj2OSj+4K6OYmQJ2IQ0ITmmAqFNfm01W3vsGGuePYZg2zakTWJkc3aUp3L5honaVTCXtZSjovYYgO7iN/NgerEyBxvknyAxuo3XxSZpJROy1CGoLBLUFQOHVF8n5baxcqddeMCwnHYaLQ/xqWgbGW51Z65moOMBJIgaCFtn2KuOdKoGzhx3vfDsAp2bTIatMNkNxqMLS4klkq0nbLdPnCrrNaeywTl/rzC0/JfiSzQomdeDHgf9DCPHfA9tf4vma9qq27u1UjSyF7WlJ9XQGbxo1as8+jKGWiTsrmDLEzrhXPH1tCzoFMpFE7TpRc4mouUxp5yGEbWNl0lIodr7SS0BLZBJiOhlkHKSzqxwbb3mKqNOgNf00SeCRGZwk6tZJgvSDsnL7GzFMBwTY+TJ2vo/qyYeJvRax3yY/tgcVh0TtKknQ6fWeTOJuk8zABO3ZUxi2TdBYQsURcTdNnCuZYNouSZAG48RvE3caIKAwupuo22D40I+SHdq+1ktK/Db1s48howAzU8ApVEAmGG4mDWSATGKKk/uJ/XY6nGdaCNOivXgRO1fCcLK9nkyElS0heiVaona6XsRfmU5fL/QRSUT9/BN4Xo2sIbESyeJ8cy2ILDUiIL1t5Srseks6ASJX9xgrp6n3vtYZfvOXn7+Y9Fa2WVODvw98v3f3j4UQ79iM62raVnB5Nd9EPrfeAVj7IMQQDNwREyuJU8ri+y5ShMw++AVUHJPIGDuTx8qVUTJChj59ew6jhE1p110E7UWsfAWzVaU1c4K428TKlvBWp7HcPBgW+fHbaV18Erd/HMNy0kDQbZIb2UXz/BPI0CPqpLkWKROcvmFkHOBeKhBpWtjZIipJCBvLVE9+Nx0Oa1cJmivIOMTKFhGmjWHaKJnQt+ceDDvTmwhwezpVt9vEyhZRUiIMC8NyMN0swnQQvdlUwjBQMsbO9SGDNsiY4sTt2IUBzGyRTGUMlUTUzjwKMkFFASry00ACIAROaQi3PELt1Pew8xUMxyX22mmy3Uw/2rKD29feX/Pik4y/8f3MPvAf2JFxKa2c5VDUoJ7PMXnHLtTwGHfsTHel/ObDT4GRTkvutjoE9XTLADoRd70u3Sr5Vs+RvNBGpgY/CPwssA/4f4DqpYeAA8DIhlunaTfJerdTvRQ7gsbS2mI6ACUV1fM+wrpIcRJCL8PAgduon7HIDe6kefEsdmEAK1NACEFn8TzNC8cJG0tEXoOwXcV2hnH6hkAqTDvT+9ZdI2gsY1oOremne70hlU6plQmx18BfncVbncarzmFYNnahjGzXMW0XM1MA0g9fw3IwnAxCCMq3vSF9M0qilCI3tJ327ClMN49hO8jQI6gv4vaNrK33kL3JAEomIAQqjpCRT9RN248Ep+/FW+MqBIblgjDBECRemySbBo3Eb2OYFo7tYNgZ7EI/AtLr9SRRSOPCE5hOhqjbJGxXaU09RdhYImxVcXuv6S1PM/vQf8Y0DRpukUJjloZrMbl9iP6JAaI9+9auGUQxojAOQGTmEYW0XlpQn7reX6FbzkZ6Jj+vlJoTQuSBDyil1mpKCCF+YuNN07SbZ73bqZqGQhCDSnD6RhFCoRTkhiap7N1G7cxR2lMzdL0shh3irybpgj6Vrgq3c+me7oabxy0NUvc7YFqoJCE3sjv9kE5izEtBZ/4MdqGCmckTNlcIWzVk0CWJ/HR9SbaEUxqkuOP1lLbtJ+o2cPtGWH3mIZKgi1IKO1dKZ4iR9k5UHGK6OVQSY+X6iLtNnNIgQW2BzMAEwrSxciXaMyfXpjXLoJPmbKKQoLWCe2lho5tFJXGvJozAdLLEnQamm0sXMCpF4rfTRLkApEoDUhKDYaCSBDNboD13iu7KNN7KFCCIWqvYxQESv4OVKVCYuAM7W8SvzVOYuAO3b5jG+WOoJKGy6yDIhO70M+w99G7ylsHC6jz1/lEeK+R4oDHN7n6bxfsfRHzr++SLZRYWl2icK+PYJhnbwJ9Jt2cyFqeRC2lNrls9R/JCG5kafLH39+krPHx9W5hp2mtMPi8JF0+QhAmhMBFGAsrAMBOKY1ka50KkdMgOjqISm7DYRCYg4zgNFL1v9TL00hlYQQe3NJiuK8kWUXFIomS6psK00mSzk6EwcQdBdZ7Eb5Mb20vit5FJnCbqgy6J3yJoLPd6EREqChCFdIGhlS1i2BmEMLAyecKWj5nJY1guVi8YOKVBTDeHna/0Zo6NYLpZnOIgYWOJwuQBkqBD7LXoLk8RGSadpYvYbo727LPEfgvTyZAZnETGPnG3mU73RRC2q5iWQ9xtYVkOUkqS1Smk5RBWp5GRhwmgEmToP5dDiQNiv4VKQjrzp9N8itciiXxUHNFdvIDbN4T0mulUAsPEshyU42DbLtvKuyj2V3j06ALnVmL6bz+C32kii30Uc5Mop4DhrTD5ursp9fIk2wZyV6zTpW1smOubgHmlh4A96CS8toW9nO1Ug/i5dbvv+Mm9dDrL/OBvLtBanQIkSJvIb3DiL5/GryUM3nUY4WQR0iE/6pEbn6Q9N5MWKszkQQj82gKx10KGAbHXJmqtsvz4N5AywXJz2MUBDMMCBFamiJ2v0Dh3jMhr0V04uzaDy3QLyMhLV8BXRpFhl6jTQMqExvljWNkiTmmoV77EBCWJvA5Ru44wDCJhAhIZdlEyQcYBSiZ0ly4Qtqr4q9MkgYfp5hCGhdM3TLZ/jIG7fpiFH/wVxcl9WJkC9XNHiZqrxN0WkdemOX0indZsOwS1eexsieLYXpziIEYmj4hDpJluK+yURyiM7sacO0Nn/izZgXGS0CP22yTZIpn+Cbyli8jQo7s8jQw76fTjKEA2FmHuNIaMMYQg8poYZpkQAy9XxsciURBbpbSSMS5WqUzeyZP4bYbcLCW9luS6bGSY60tKqU8BCCF+Gvhr0gFim3Rml6ZtWest2Hf323YCcP5kjWDXm9ODQZmgNY3bN8bcg3+BnR1PgwYm3dY5VGj2Khb2KBBC0LfrINmhHbh9Q3RHdpEfv4366UcwnRzZwW10Fs6AknQWzpIEXYLGMsWJfek38GwRpSRWtkT15Hcobb8LwzBRhoVhu+RHdqGStL5X7LfT19t9GBmHtGdPkR/ZlU4dri+iemtblJS4fcNpqXphIKzvELaqdBcv0Jo5mc7gigKiThWnUEEoiWFnetOMjbSs/dje9DHTwsqVsAv9rDxxP4oEv7FEc+7ZtICklDiVUUw7g50pYmWK5MdvpzP3LLnRPUSdOkFtPh2KyxYJagvEXhsnW6A0soNC5JOUhij4LbLjd9DvNXiytoQZetitBBuJKSUqiJAS/Nik2gmIowTTj0j8iNiPyYiI0oZ+k24dGxnm+tRldxOllN+7HQgh4o01S9Neq3obPlkuYKTf/ts14m6d7uJZrHYfYCDjMF0jEnppldskRiUJMokxhcB08wjTobLvrSShh9s3glIJ+bG9+LX5NPchJU6hH8vJkx+7jSQOiYMuYXOF2O/gr87i9A3jlkeRoYdTqJCEHoZh0pp7lsRr4a3MIgQYbg4ZejTOH0MYFvnRvRhWulgyTaoLCmN7if023aWL2KUhMnFIEnQwbZdMfzpLyi2PkIRdEr9D7LVRMiHyGmmuyDDTGVp9w8gkwnILhE4Vb3Uaw8lgZgrEXhNTSTyv1Vv7Qq9GmJfWKAs9wsYydb/N3kM/gidjRHuZwKvjKg8lLarzZ+mYGRrdKqHrEvhtkvoC9tQJsiM7ATANA5F0KbCq15Jcp81aZ3JYCLEXOA0Mk5ZV+dImXVvTthypDILVXsHCOCTyAkwrAmU873lWrojTX8QqObSWf0A+tx2VOIStpbSkiJSYmQIyifFr8wTNFbqLF2jPnUZGPqUddyOTCMOwkJGfDm/FUbp2I/Sx3Bxx2GXlqW9xaTV72FpN9y4xbcLGEla2QNiqprPAVJKufJcJueFdmG4OtzxK4rdJgi7CtOjMn03zKIV+DNPG6M0k85anMN0cucFJsv3jCMDM5ElC/0U/H7cylg7rORnc4iDZkZ10ZtP0a9RtYNgZZBKSH9lFEvSG6fpGaJw7iuxVGs4O70SIdJhPyZi+3few/MQ3yQ1MUj/xbVaTBGllMHNFPAPyScTqmUexCOnf/w5cK0Ps5Oizi2TK/chWFdcyKGZshoeLqLbg0NCV9zLRXuxlBRMhxMBVtuL9OPC/AD8BfF8p9eub0DZN25CP/dbvMVdLp/LOVj0m+tMk6nglx2997J9s2us8OH2FhYyjHr6RbkrlqHFi2SR2i0gzLVMSeS0EJlG3SaICQr+FHy8QzgUkHYnpZ9L9RyybuNvEdLNpKZTGMsIwcAplZBwRdeokoUdxch9edQ4zk+ZT3PIIramnMCyHwvjtFCbv6FXqNVh6/BsEjWWEMPBXpqnseyt2royVK63NEmteOI6VyaNkgp0rkXittOdQHEDJhOLk/rT3k8S0Z09RnDyQ1tKyM5R2vn5tTxElE1SvXDwIZOSn6096FYMv/cmUR4m9dq/O1wzCMPCWpzEsG5lEJF6TqLGMIQRZN0toZzB6xSyFZadDg4aJYVi45VHs0iDZ0d1E9Vkiw6DbrrKvnGV4WZGMTvBI3MGyIbZzWKUsSiiay+fpxl1KQT/dho1sLVDZcw9+0iVj6lzJS7muYCKEGAX+FrhDCPEk8JNKqQuXHldKSSHEfwVcpdQf3pCWatrLNFfrkt3/LgDEUovscFqZdu6Zv3lF2xE3uuAZxHSJWk1WTzyAVDGGcIhUDbM/T5hZxTQLZDPbwbJQVpCWPREGMvTTOlWkeZRM/xh2vkLsNXHLI6w8+Xfp4kDDTOt09Sgp8Wvz+KszJH47XUviZDDsDJW996a9jIVzuOURTDtD5Lew3ByGk8HK9SEMK50GnC2m61F6K+cVlzagkmubVNXPPoZhWGQGJ1nure8AMCy7F5DSn/3Ssa+TBF3sXCktlEw61blx4Ym0pH5rNa1qPLgtXc8SheTH9yIQtOdO05k7zVLYpeV1yI3uASGws6XnStsLgWG7CCsLTg672I9KYkYH+9nen4XzFotOiW3b9tPIuNjZMqqzQhgnVEYr3HVgJ+OVtAr0UHmC97/3yCvwG/LacL09k98GvgL8W+CdwJeFEAeBLHAnsAjMkSbfNe2WZ2cias+mRSGM1SJObhBRXyA7NEFxxx1IFdE6l5Y5sbwSpl/EDF0oCbLlUXx/Id1uV0mSKKA9e5LYa5Ef3YuKI9ozJ4gDj6C2QNSu0rjwBN7qDEFzGZkkuKVBOvOnUb16X8J2sdxcule6jIn9DsJyMEyzVzxSEncaJL6HMA06C2fSsin947SmHLrLFxEinbwZ+y3C5gqm5aR5mb4hlJLkhrYz+Pp3ImybxrknyI/uJQn93hbAgDCon30MhJmWdDGstLhjJkvQXMEtDWLn+yhuvxO3b5jYa1HtrYcxlCSszmDGEcNje4lXZqjc/ibC1ipuZaw3zThdrBm2a0RBm4Wj3yTx6hhKknirHOizGFlNe4sT2SGminn80SHuOLAHAGfZ5h/ep+cOrdf1BhNXKfWrvdv/WgjxYeCfAx8hzZFcqiDxIPBbm9tETVuf2aqHWEq3su0EMWd7t1XVu9Zpm2L8cD8nk3kAJC2yO9M6X0a9TKSWkUhCtUriBeS27SBX2AWJ6s3EKuEtzyAjn+zgdmQc0gk62LkyhW37CRtLxF6b4o7Xpe9HJtjFAexskebF4+RG91Lalg47mW4eGQcE9UVCIRDCJPI6ZPon0h0TLy1uzKS9D9N2EIaF2zeM5ebp23UwzZkkEcWJfWll4SRK9yexHOpnHsUt9mOZFipo07zwFEFjgajbwl+dQ8mEOOjiloawc304hQpWroQKfYo77yZqrWI4WZIowClU6MyfSSsH9IpLCsulOLkfQ0m8hbMQdMl1qggURq/K8lqlAaVAQKYyRnHiDvp2H0JW5yDqMDb9HX7mrTvIPGnzHwvDJMODiFLhhv8e3EquN5gsX35HKfWZ3nDXu0h7Je8CxoDPb27zNG39Jvqza0NbZ5da7Ond9lZv/B55T//Z1NoMIKNTAid9baUU7vgIUimkcQwQGKZLpjxOUF9O60pZaWI67jboLl9EJVHaS6FXXsRyMJ1sWkcL1lbFx36LJPRRcUjt2e/jzZ9F2C5KxWT6J9fqVUVeC7d/nLC5gkridCOtXjkVK1tCmPbaninNi0+SaVUJqnM4+TKx38GwXWQUpnmN1RnixgJJFBJ6HXJujszANsp7x7GyBZRStC4+SWHyDtpzp8EwkFFA0Fol220SNJYBhbAzWJk8cdDBCrrpos2gg5IRKvLT0jBhQF+pwsDIDk4/e5SV4/enkwmEQdyuIUyb2O/gFocwDYOovojqNjBkxDPNkM+fXsVtSKb8ZeLgYSbe/kYazZMkZrqifWhg6Lr/fWu1Gke/+jWCx4/hHjzE4R97L5VKZbN+fbak6w0myRWOfU4p9VTv9hc2qT2atuVcrL244EOzbTNwdzpkEk9VyYyka3i9+YvUgnNIPybodqn034mVraRBQCa45REM08LK9eGWRzEsh7C1imG5xF4Tu9BP1Kn18gI2QoGVKZAb3knz4nFk6KeL9eIQM1ugMLkfGQc4pSGcQj+gWGqupFvr1uZRMqZx9jGsXAl/ZRa72A9CkPSugUrIj+4m7qYlUEDgVkZJ/E66b0m2RG5oG1LYOPk+ciM78ZanMOw0QKULE3t1txAYpk1ueCdKJhhOBiVEWvwxDgnbVbyVaeJOnbBVJTeyCztXRjjZtOxLoY8MCatnH8PoVLH7h8gWdqGEjV+dx1CSKF8mUygjhEnYrpIrj6bl5kf3snj3neRWPTLRIv/iY7+y7g//Wq3Gg7//+7w1m0PNzCEG/v/2zjw8qups4L939plkJpkkZCVhV3ZQwAVBsda9VazWpS1Wq9bWpWprW1tXXFq1Vktb/VqtWq3g0lrB1qVuYBEXrAgKIjshIQtknWQy+5zvjzsMSciEkASSwPk9zzzcOeeec987TO4757xbDkvnzWPmdd2f82Cgq8rkO2JsmC4DlimlygHf/hNLo+k5hV5X0tiu6gLJFUmht/945sSJEw+1GEkWrTbMVjuYTEZCxrQMQg07aNmxBasrg2DddiqWvWCsTqwOo7IioOLRRC0PY7/ZmTcMSyKNSfrg0UT8DYntLGPFYbY6aN6+nubytVjTvYSDLYSbGzBZLInSwWaIGUokWFuOyWYEHprtRoyFyWRGWWzGNpojDVtmAaadZUZhqmg4qYjMNmcyEl3FIqhoyPBik93u0VZXBmkFI4kGmrA40om2+LBn5OLb9gXW9EyC9ZU0bVtjeHRFwtiKD8PlsJG2YRnF44YRqYljs2dA3lACWz6ltGoruQ1VmExmfFY7jlATLhNU2WwUjhnJIGc+8aovevTQX/Ha60x3urBZLIQAm8XCdKeLFa+9zknfuqjb8w50uqpMajBiR34P5IhIGbBDRBwYCubThEfXvUqpm/aTrBrNPtGb7r/7QuPqJkK1LtIGWQEToWCQpi8/A4HmnRtpbqoiHohiUy5EGV5Ihi0iSjweg3iMSEsT4aY6VCxKuKmOWNCPmKx4hkwwUrenZ2NLy8TsdNNU+jkWpxtHViG2qs0QM2KGlYoRCzQZpX0TAYtiMmF2uIyo+pptOLKKjBTtKo7Nk2OkUbFYkR1bcRePI1BTlrBLxImFA8SCfuJOT8LFN4aKxzFZ7ZgcLiSR/XdXevqIvwExW4wCXnUVBGq2G5H5qISCMRQNkMgh5k9E45uIBRqJh1qwZ+SSMWwShAL4IkGG++vIr/HR3NJE/YYqrPkjCduciFKkjTgSa1M9JpOZHF8V/vzDcTnSCaOImWxsqgxTbW3oca320MpPUeUVhIBYeTmhXe21NaCVyV55YVfsiIgcBswAjgOuBn4H+EXkI2AIhmFeozlkiYftuHJzMWekY8aBPTOXqGpOBB3+j1BhE9HGIOJThBt3UFtfA4DF6UnU6zCy66YXHmYkQSz/AkdmHtGA37BzxGOEm+pojkZILx6Dv2oTocYdybxe8WiYaNBPPBImFg1hshg2AavTDSYzVlcmYCSTjDTXEWyoQhLXVypmxJ/UbifsqyHUsIOKD14kULOdpu1fomKxhO1FISYLVpfHWOE4PMTCLUYq+njUcCtOBD8adUj8hh3EJDRu+pRgQ5UR+R9sRsWjRoyKmLE43IjZQshXSzy+lng4SMhXA5Ew5niEHTYTo9IyyGhpxvr5YkJVmwlaXdgcLlz+erKba2mu2URBTjrxtduJFg0lzekg6MxgRIGNQc7MHufXsk8+AsnOSa5M7FOOJByNYi8u7tG8A50uKZPWQYhKqfXAeuAJABEZhKFYZgAT9oOMGk2/pqK8jX8KkQYLlkgcYgpMCUfHmIJYnHggQrSyGZrCWKJ5ZB9xIgSjNG5Zic2Tbdg4EpUHowEfKhZBxIRn6ERiQT9mmxOT1W7k3Fr7Hs7sYsNN1+bE5s42rmUyY3EYdUd2+VlGA02oROR4sK6CYF0FKhbD5s7GV7aGjGGTDWUSixo2loxBBHZuw+IyEimmFx6Ou3gMjVtWouJRbGleov46XPmjsGXkAkasSePmT2mu3GCkl0cZBn4Ea4sPqzOd7PGzsLqzqF37PvbMPPyVG/AMnYiKxTBZLMTCQQI7t2FLz8RTMp6IvwFQxEIBrLEIDZXr2LJ1NVNjfhrtbvyZWeRmZvCJ2Ut+yEXW8GFUrFvGz2aMZuEHG2DcWMqjETwlY3rt//vI009L2kwAwtEo7wdamHn6ab12jYFIj9OpKKV2AguBhYnaJhrNIY0p7kGw0LD2I8RsS2QxCdO8cxORQD3OhiwIx7DGXYQbdmLCgoorrGmZtFRtJh4NEW6sMWqFiBjeW1YH8Ug4ucqIx8LJ6HKVqP9hpJJ3YrbajUBDq53GTSuwpHkINVRjcXowWe2YnelEWxqNvF1pmUbOr3AQc0YeYjIRCxtZgMONO7GmZ2J1eQwDfd12grVlYDbjyMxHxELDpk9xZhk15eOhFqJNdTgzchk0diYChPyNuNxZhEN+fJVGQspYNEy0qc5IDBkOGltpCJJw9Y1HQ8TDAQK15eRNPgWAiL+BnKCPTKeTvM/fYkLIz4pYnCWfLWVwZjaNZgfrcrKIxENkjBvNo80hxGOhqWEdg0YNRZrXEa20EHfV9Ti/ltfrZeZ11xneXLU12IuLmam9uXotN9cuHu3l+TSafsXC196musGobb69roWiLBeR9RbilhbswxMPepMP94TR1FfWk+4opDm4BQB/YAek28kacQyEY9ia0nGk5WKy2PBXbCStYCQms5VosNlYOSiVsCUY7+PRsJGI0WLFFA4Q9jeAyYyIyTCs29MQk4mGTStwZBlp2gM7t+JkKPZEQkcRQak4voZqAg1VBOq2E4sEiUWCBHaWGtHtsQhmu5OW2jLsGZmYbFYs7jSIxzGnp2NxxRFTHKtZiJripGfkYhHwxWOYQi2Y0jMRkxmr3Uk0HCRusWGOBLHanBS502ky2SlwWZBoI1/UbaVuVQ2O3GGAEbWvEiWFo0E/kRbDz0dEaLI6MVudWICRLie14TAjsjNInzgDVzxOYPhEJo/NQ1kV0crPOe/my/f4/xvrndwr3wOv12sY2w9hG0l79qpMROROpdRtXZlMKfVpd8dqNAOB6gY/pnwjALEx0kBxfiYZQ46isXQ50LVk2ZGqWswxM+FggKQXH1EAACAASURBVJaoBZPZQiwUMBIiWhPG6XicjKETETHRUr0Vi9NtlMWNhI2tKAWh+iqq//dvo0hUwG94UUWC2Dw5pBcdjogQqN5CxogjsTjSMTtcqGiUSKAR56ASoqEWimZcgK/0czxDJxqpT2JR/NWbMdktxEKN+Bt3EGjYhj3H2MoSmxWrx4SzyI1sriZd2cnYuBSz2UTtzkrcZmhWw4mHW4glardb4jHCKo6JGLaWejwuLxINcHSOh8yCNHaGQgRLMpGMTKJRMyrkI9gcw7d5PU6JE8NEPK6IxWM0Whx86vRyWFMDU7Oz2OZ08qXA2K+dTGldHIfTQSC6/4NSNXvSlZXJJBG5uBtzCzCxG+M6n1TEi2GvORkjmPKXSikd56LpN8QtLTSWLqeurBa/dQOhiJEbNRJvIt0+FJc1j4yRRxD3BwjXVSMWOyLg27LSyJYbCRJuqsVfvQmzLQ1QCbuEoWgksRox2524B4/G7HBT8/liIz4kZBSxqvvyfRAhULedyg9fRMSMyWIzFJUoo9RuJESgejPhphoizfWIyZxMymhKd2LNcqBy/cTNO4jGjJrspngGgQYfwfptKBXGpZxYghWEWiJMy4gzJJbBe5YwWaqFRqsdJXGspihiitMcbKSpJojTVoelrhxT9ZcclyassmZTbsuCHC+BgB2nM5OGqgZaKswMTxNqlY2wv4X0aAueQAMlMT85kRg1kQilOAl4Syiti7OjMQK0EIlHcDboKhgHmq4okzuB7uYduKub4zrjESAIDAKOBF4RkZWta9BrNPuL7XUtNEaMIMXKBuMXsDVegFllYDIZyQ2dI+1AjEBlNQFVDRaw+OxYLW7iLS3ETEHDaysSJeJvJGPkVPyV6xPBfWBKRIOL2WrkL1TQtG0NAPFwAKXiqFiUWLCZlupSxGI1VhWJGihitqKiEczOdJw5Jbjyh5NWNBwQtn/wD+LeAKYdMRyuLOwuN2FHGs3b1yImC/FwkEjIR7p9EO6CYZhcDgZNj7T5DPLShrb7VAYRbgriX1HO9i9i+OM1WMK1OFWAUDCM2lmPIk6mO0CWs47hTQGyRzg4wxeieVwJmzY2kpERICMvk8rqGC5fBVLTQK2/lsrqzcRjZqwxM9FAHaZYCEuWm1GOAE1jJ3GYJYPtWXZsvmoaa4JkiIPBow7H5hrSa1tamq6xV2WilPrkQAjSFUTEBXwDGKuUCgDLRORlYA7wyz4VTnNIUJTlojg/M/l+fHEmi8sqiZkaO/1jslrcZI04lvjOJuxpeTjS8xC3hVBtFWarHbPNiXPQkKSBPRbyY03LJFhXgZjNuPKGIZCwIShUPErDts9orl6HM6uEaMhPU9kXZI6YgsnuTCZiTCsYgW/LKpq2rQIg4qskMlNh2ewgM5SLIyMLR2YeoXAQi81BwFdNc9WXZE027rGpbANg3+vnYnM74ISRHDtnHGnLtlJfW4t/81oyfWDJhtzDhpIzKJ8xkwqpfuoNjnWmg6+RSCxGaTRKZkkOkVCEWGUzQwiTRhybJYht5/9orq4jX6WTHm6kuTlAtjWGLRIkWFHJxkFWrPV1lDhcNAYV+Y0RSj/6iMElOu/Wgaa3DfD7m8OAqFJqU6u2VcDxfSSPRrNPxFSYQG0plnQXYrIRbWkkGmjClpGHLT0rUc6XRP4tB7asXCK+OswOI3pfwn7CFsMoHbYbtVDSiybitGdDTQhzruFRZArYyBgxBQCzzYU7kWhyyzuPEqGCmD1I/c7NOOu2YFUWQlEwuexggrY1hPedXaWLYVSyLceZnTzO++4pvPHacoJNTUSXfUaz3Yk8/ywNKIrSc4mZA0SqG5laYOekIV5ecIc5vygPq7mQ6Cfr+dxh4c3qBhoPH0mGLZ1B1V8iJhPu6kYkL4NCBU3RrB7dg2bf6bYyESMnwmUYKekLML6B1RgR8Y8qpcK9ImFb0oHGdm2NgHs/XEuj2YO8zDSqq4xiWBlNLcSrXDSULgdLALClHGe35ZCeNgyGDSO6ox57puFO2xwNE49FEZPJCN6L7v6zady8imjQRywcoLliPQDRkJ+I1ch+HFMh4o4oEVsLkYZGbC1OCBlBh4Kg4ruVgko6Bxhp9lQRRGubaAoY1Q1jdYq4MiLDw76dpJdtB8BkD9GVlcm+4t7RwLHjh1H59qdcmG+jsXwLX9rNjC7fiqcwm4zmZgK+DBxrQwzOdPJBS5BjXQ4y7DbGjy7mg5I8vnXzLSy/77cc02IEfcbrt2NKK8IkZj6O9L7Mms7pycrkbmATcD9Gni4LkAEcjVH/5Mc9lm5PmgFPuzYP0LQfrqXR7MHs00/ao+3BqkcAx54nh3bnRw2FdtLsMxbUloiVHeveBCDir8XeUEo8EELMFiSxzeUqGJmI/q7G4kgnFvYDgq9sFb6McmNspvG1r6v8H9agC7t7DDjMmMVJxGQxEijGokY9+V2yhIRMj7H6iQ6OYnEZafItTg9YjRWP06KYfmphys+gMD31r/5wPNJheygWSh6XLlnBTLuNL9aXM8tmw+HMIMce5UubicIcDzsy0shJy0RNHAVxCzmDB3HYSdNZ//b7SJNCDTuMY0+ajtfrxTZ5IiorG5vFQgSwHjmZeFxSRqMHY6lTqehqij2jJ8rkE6XUix20LxeRb/Zg3s5YD1hEZESrra5JwJqOTr7jjjuSx7NmzWLWrFn7SSyNpus4CoqJBoyVQkvVGmKb3ifdM4xIwJco8pSwuhMnHo/gGjyCQLACLCYCFXUEsuvbzBelHnwmotYAcWsUzIlEimICk+HFZWT8BVOrJIuWoRbScxMVCtl1XTBq3u0/0taWk72jmfT120kPxiBQhoQijHRY+cTXQlEgE7IzCUdjrAiHGXPSdDyZHqaeexqc2zbKfPKpJ/PB7x/hWKcLwYhGXx6KHPLR6PvCkiVLWLJkSY/n6YkyGSsiRwMrAD/G+jkN4+HuAP7eY+naoZRqEZF/AneKyBXAEcBZwPSOzm+tTDSaviQS9VG38UMA/PaNhGIJd2Gbj1gggGmHKZH00HigRwNNRvLGnMFdmt9uysJmySSwbTNhk4vmjWsRMRGPRzFbbUk9sau6bV/iHzOYWq+PZonTvK0WR1EBVNXiGFHEsMF5vF7fwEing3BRNpNOOQlPZvvNiN14vV6O+dFVfPqfNwnX1WIrKWLmGWcf8tHo+0L7H9pz587t1jzdViZKqbtEZBaG8TsXw3RXBbyllFrS3Xm7wNUYcSY7MLIZ/0C7BWv6O9G0IFGCAATYAc7dK4SoO4S9MUjuZMNg7nQWUvXxIjCZaSj9BF/tWkLhGrCZCUVqOpw/FK8jmg+gsFuzUV+GaCr/gng4iMnmwFdqlB4K+xtw0rcaJX/meD54+h0mFA/igw2VHBONURON4i7J55N4nK/8/FLcCQWSbtm7OdTr9XLihefDhecDeruqr+iRN1dCaSzpFUm6fs164JwDeU2N5kCTMWEaAE3LN+JLT/xWyuq6UdkzdgoZJZNp3LqSrOFHEUuYFcvfexrD9Nh3pGWkwcVf4dOlqzEdOYwFNjeDi3IwDS9k5FeOSioSzcBiv7gGi8hYpdQX+2Nujaa/EQp3bHSmqJOEgjHVdg5fPdtXvgSA3ZxNKGpsg4XidZBmBcDaSVGvbIcN8RlKJxSrILDFjwnBbDEDu20lJpMJt3v3PKOLCzqcb3LuiNSyd8LMwhkdtjdH2/nIZMKkIRPhO1CcNqRb10q1AtFG9r6hJ67BxZByvfw94Mbuzq3RHGqEhgYJYbjjEivf5/H2ETZ2V9euI7alCV/Fx4ARPa9MRnLKmKrFcLrs/zTUN7DmzXeJf7YW08QxjDv5BDK9mXsfqOkTerIyuQK4CDDyR7dlJFqZaDR9RsYZbsCIWbFYW4dmDRxFsvLhv3KMy4VtezXhrCw+fPivTL76Eq1Q+ik9McDfJiI7lVJ/aN8nItf0TCyNRjOQ8TX4jLiQz9ahJh5O0QkT9skWsubNdw1Fktims1nMHONy8cmb73Lc+WfvL7E1PaCnNpMnUrT/uYfzajQDhowMIw+Uf10AIkbwosQ8uIOGLSVKM7GitjaScDCFnQWwOawdtuflpHZ3zfSmzkWV38m44ZnZHbbvaKnvsB1gRtG0lH1eexYN9Q1seWwhM10ubNU+wlXNLHn834y58qIO3Xy99pw92qxrtuAqryQaD8P2KsDILxCvq4OEMkllG9F2kb6hW8okkQa+QSnl76hfKZX6L0WjOViJOMgYchQApnAe4UwjBUr9lo+S3lSHAh2uKhwuPn77fSPwsAvsimxHEulljhhPOBrDNDhvf4mt6SGmvZ/SIf8AhrdvFJEpIrJORFaLyKgOxmk0moOc+GdrsX2+Fj5dbawqPl2Nc80G5LN1XZ5j8qkn80GghXDUcCoIR2N82NLCuJNP2F9ia3pId7e5XgXmiMgU4EWl1F8T7b8GfgYsBm4Gft5jCTWaAYLEPJjCxi9nibpJMxn5ofyyntAhtDIxTRxDOCsruTLhiPEEgs2owYO6PMeuyPZl//4n8bo6TIPzmKy9ufo13VUmIzCi3f8FHC0iDUqphcAY4G2lVLOIVPWWkBrNQECZfcRt1YCx5PcHywAIq9T2h4ORcSefwIe7PLFIrCqCLYw5qcOsRynxer2GsV0b3AcE3VUma1t7cYnI1YnDLKXUrvDa/ZGCXqPpd2R6jZQfcVcYh8PI+htXZhw2w5DutNtwutsGMLoLUhuJ7Y6OU9lnZKY2sjtSjAGYMTh1AGKJp+PswHZz6mj7NGvqYEyvPQdvfg6ZP/4JK//zJuHGFmzDRjL7jJ+kzJfVWZBhgaskZV+qcTposW/orjI5TESKMPJjTQUcImIFrCJiTRjgdXUazSGFyRbCV/Y/AFQ4nYb6bQDETH7MmPtStAOOzpd16NFdZfJPYC1GluCVwHPAn4DfAfeJyOeQyGqn0RwiZE5onZQwzM61xp/AoaZINIcm3VImSqnFiXQqQ4HVSqlkFSARuQCYgFE8S6PRaDSHAD0JWjwJw2NrtIhsAe5VSj2jlHoeeL5XpNNoBgAT8nI7bA+0pF6cO5ypbRKxWMc12I8d0nH1QIA0a+qCVvnpewYF7mJyzuQO24d7Dks5ZrNvfcq+7mxndWVMfX09K157ndDKT7FPPoIjTz9N1yzpZ3Q3aPFbwNeBBzG2s3KB80XE0spNWKPRaHpMfX09S+fNY7rThSqvQLJzWDpvHjOvu04rlH5Ed4MWRymlLlJKzVdKvaiU+j+l1FnA4b0pnEaj0ax47XWmO13YLMZvX5vFwnSnixWvvd7Hkmla091troYU7bXdFUSj0Wg6IrTyU1R5BSEgVl5OaFd7bQ1866K+FE3Tim4HLYqIN1H1EAARGQSk3tTVaDSabmCffASSnYPNYiEE2KccSTgaxV6sHzf9ie4qk98CH4pIOdAC5AAFwKm9JZhGM1AY7O7YwN1UlDpu12ZO7S5c4ul4vmJP6iSHQ9ypg/t6m7Hejo32+4sjTz8taTMBCEejvB9oYdopx3cYoKhjWvqG7roGlybycl0KjAaWAU8qpap7UziNRqPxer3MvO46w5urtgZ7cTEzTz8Npye1R5zmwNOT4ljNQJvCWCJyo1LqgR5LpdFoNK3wer2c9K2L2thIOkubojnwdEmZJConHrm304CTAa1MNBqN5hCjqyuTqcBWYMtezpvQI2k0mgHIhEFjOmxPlUQRoNK/M2VfeooAxEHO1CncO0u+mG5xp+xLFZz4Wd0nKcccNWhmyr7Klm0dtneWsLEzUs3Xkzk1+4euKpN/KqVe3ttJInJo5drWaDQaDdDFoMWuKJJ9OU+j0Wg0BxfdjYDXaDQajSaJViYajUaj6TGilOprGfYLIqIO1nvT9C9SGYn/U5Y6d9RRuUel7KsOdFzxOs+Zn3JMZ4GE3XGh1YF/hy4iglJK9nWcXploNBqNpsdoZaLRaDSaHqOViUaj0Wh6TE8qLWo0mk5wW1MHC3rtWSn7mqNN+zymM7tIZ/aP7gQZdvdamoMbvTLRaDQaTY/RykSj0Wg0PUYrE41Go9H0mAGjTETkahH5WESCIvJEX8uj0Wg0mt0MmKBFEZkNxDGqOTqVUt/by/k6aFFzQFi+c+k+jylOG5Kyz2vvuNKiNm5rDgTdDVocMN5cSqmFACIyDSjqY3E0hwhDhw6ltLS0r8XQaHqdIUOGsHXr1l6bb8AoE42mLygtLUWvcDUHIyL7vPjolAFjM9FoNBpN/6VfrExEZDFwAtDRT8BlSqnjuzPvHXfckTyeNWsWs2bN6s40Go1Gc9CyZMkSlixZ0uN5BowBfhcichdQpA3wmgNBwhjZ12JoNL1Oqu/2QW+AFxEzYAXMgEVE7EBUKRXrW8k0hxrRsjJiZeUAhNeswTZuHADm4sFYiosP2BwaTX9iINlMbgFagJ8D304c39ynEmkOSSzFxdinH4t9+rEony95vC9KoDfmGDp0KC6XC4/HQ3Z2Nl//+tfZvn17d26p22zYsIHZs2eTm5tLTk4Op59+OuvXr29zzkMPPURBQQFer5fLL7+cSCSS7LvtttuYOHEiVquVO++8M+V1Lr30UkwmE5s3b95v96LpGQNGmSil5iqlTEopc6tX6m+fRnOQIyK88sor+Hw+Kisryc3N5dprr+3w3Hg8vl9kaGho4Oyzz2b9+vVUV1czbdo0zj777GT/f/7zH+6//34WL17M1q1b2bRpE7fffnuyf9SoUfzmN7/ha1/7WsprLFu2jM2bN/e695GmdxkwykSj6UuiZWVt3tfX1/P2gmdZ/MEHvL3gWerr6zs9v7fmaM+uPW+bzcZ5553HF198ARi/5K+66irOPPNM3G43S5Ys4cQTT+SJJ3Ynj3jqqaeYOXNm8v2aNWs45ZRTyM7OpqCggHvvvTd5jXvvvZeRI0cyaNAgLrzwQhoaGgCYNm0al156KZmZmZjNZm644QbWrVuXvJenn36ayy67jNGjR5ORkcGtt97Kk08+mbzmnDlzOPXUU0lPT+/w/mKxGNdeey0PP/ywtl31c7Qy0Wi6wC77BhhKYOm8eUwqK2O6gkllZSydN6+NMmh9fm/OkYqWlhaef/55jj322GTbs88+y6233kpTUxPHHXdch+N2/dpvbm7m5JNP5owzzqCyspKNGzdy0kknATBv3jxefvllli5dSkVFBV6vl6uuuqrD+d59993klhYYCmrSpEnJ/kmTJrFjx449FGcqHnzwQWbNmsX48eO7dL6m79DKRKPZR1a89jrTnS5sFsN/xWaxMN3pYsVrqWu+7485AGbPnk1WVhYZGRm89dZb3Hjjjcm+s88+m2OOOQYAu93e6Tz//ve/KSgo4Prrr8dms5GWlsa0adMAePTRR7nnnnsoKCjAarVy22238Y9//GOPrbPy8nKuueYaHnrooWRbc3MzGRkZyfcZGRkopWhq6rhmS2vKysp47LHHOrWlaPoPA8abS6PpS8Jr1hD64AMAmj/4AKUgRGIr6n3jnOaPP8ZXWQmAeDzYpx/b63O0Z9GiRZx44okopVi4cCHHH388a9euBaB4H4z5ZWVljBgxosO+0tJSzjnnHEwm47enUgqr1Up1dTUFBQUA7Ny5k1NPPZVrrrmG888/Pzk2PT0dn8+XfO/z+RAR3O7UhcN2ccMNN3Dbbbel3ALT9C+0MtFouoBt3Ljkgz19wbNIWZmxqngf7NOPJRyNkl5cjOdbFwEQev+D/TJHe3bZEUSEc845hyuvvJL33nsv2daatLQ0Wlp2V0msqqpKHhcXF/Pss892eI2SkhKeeOKJNltorWloaODUU09l9uzZ3HTTTW36xo0bx6pVqzjvvPMAWLlyJXl5ecltsM54++23WbZsGT/96U+Tbcceeyzz5s3jwgsv3Ot4zYFFb3NpNPvIkaefxvuBFsLRKADhaJT3Ay0cefppB3SO9ixatIiGhgbGjBnTYf/kyZP55z//SSAQYOPGjTz++OPJvq997WtUV1fz+9//nnA4THNzM8uXLwfgyiuv5Je//CXbthklfnfu3MnLL78MQFNTE6eccgozZszgnnvu2eOaF198MY8//jhr166lvr6ee+65h0svvTTZH41GCQaDxONxIpEIoVAouX22YcMGVq1axapVq1i5ciVgbMedc8453f6MNPsRpdRB+TJuTaPpGbu+R5Ft29q019XVqbfmL1ALzz1PvTV/gaqrq2vT3/783pqjNUOHDlUul0u53W7l8XjUhAkT1LPPPquUUuqSSy5Rt956a5vza2pq1CmnnKI8Ho+aMWOGmjt3rpo5c2ayf82aNeqkk05SXq9XFRQUqPvuu08ppVQ8HlcPPfSQOvzww5XH41EjR45UN998s1JKqaeeekqZTCaVnp6efLndblVWVpac96GHHlJ5eXkqIyNDXXbZZSocDif7LrnkEiUiymQyJV9PPfVUh/drMpnUpk2bOv1MNF0n1TMy0b7Pz9wBl06lq+h0KpreYG/pVHy/fRDPT37co2v0xhwazb5yyKZT6SteWPcc/y3/LyYxYRITV02+mvs/vo+HZs3DbWtrRFxe+RFlzWWcO+o85q14iGn5RzG9sGOXzJ4SioW4b/mvqfJXYjaZmZZ/NBeP/S4AkXiE333yIBsbNuKxefjZtJ8zyJVLU7iJe5f/io0NGzip5Kt8f+IPkvPd/N5N1AXrsZltCMKd0+/CY89IdXmNRqNpg1YmnfBl3Zf8r/p/zDvxD5hNZprCTUTiEVKp7KMKjuYojj5g8n1j1LmMz5lALB7j5mW/YEX1JxyZN4U3S98g3ZbOn09+jKXl/+Wva57kp9N+js1k5Ttj5lDaVMo2354Fn26c+jNGZHbs0aPZTeu8WuLxJA3l3c3N1d05NJr+hFYmnVAfrMNj82A2mQGSKxEF/GvTy3xc9RExFefnR/2CovQi3t72FhvrN3DlpB8CsHLHSv6x/u8EogEuG385U/On7XHOXR/M5ZxR51Lpr2Cbr5TLJlwBwBtb/0N5cxnfG385v/robmoCNUTiYb4+/GxOGXoqdrOd8TkTADCbzIzIGElNoAaAjyo/5Fujvw3A9KLj+PNn/weA3eJgTPZYKvwVHd6vYv+k3DjYsBQXJx/4e3Pd3Z9zaDT9Ce3N1QlH5B7JzsBOfvjWlfxp1SOsrlmd7Mu0Z/DQib/ntGGn89KGF5Ptrd0xdwZ28OCs33HrMbfzyKo/EolH9jhnF8cXHc9HVR8RSyRBfmvbm3y15BQAfnTE9Tw463f89oTf8a/Ni2gOtw34ag4383HVR0zOPQKAumAtOc5BAJjFTJo1nabw3oPEfr9iHtcv/hHPr3uuS5+PRqPR7EKvTDrBYXHwu1m/Z03tGj7buYoH/ncfc8Z+FwGOKZwOwMjMkXxY0XE8wIzCGQAUpheS7yqgvCl1egy7xcGkQZP4uGo5g9OLiasYJZ4SAF7etIiPKo1r1ARqqPBXcJjtcABiKsZvP/kNZ404m1xXLgDtbWoKlXJrbhc/mfozshxZBKNBfr38HhaXvcOJxV/ZyyiNRqMx0MpkL4gI43PGMz5nPEM9Q3mn7C0ArCYrACYxJVcTHQxOHhoPdMEsZuKtnvbheDh5fPKQU/j7uhcY7B7MSSUnA7C65nM+q1nFAyc8hNVs5eb3biIc253C++FP/0BRehFfG3FWsi3HmUNNYCfZzmxiKkYg0kK6rfOI4yxHFmAo0OMHn8CG+vVamWg0mi6jt7k6YXvzdiqad9sXNjduJteV1+Xxy7a/h1KKSn8l1S3VFLmLyHXlsaVxM0opdrbsZEP97toPh3kPpyawk/+Wv8vxg08AwB/xk25Nx2q2Ut5Uxrq6dcnzn/niaVqiLVw+4fttrntU/lG8U/Z2UoaJgybRntYugTEVwxc2Ul5E41E+rlpOiWdIl+9To9Fo9MqkE4LRAH/+7E+0RFowi4mC9EKunnwtH1ct78JoYZBrED959wYC0QBXT74Gq8nK2Oyx5LpyueadHzI4vZgRmSPbjJpRNJMtvi2kWdMAODJvCq9vfY2r3/4hRelFHJ41GoDaQA1/X/8Cg93FXLf4WgThzOFf4+Qhp3DykFN58JMHuPLNK3Db3Px06s+T81/+xvcIRANE4xE+qvqIO6ffxSDnIO54/1Zi8Rhx4kwaNJlTh3Q/Eluj0Rx66KDFfsZdH8zl7JGzO1xNaA48HQV2VdQHqGwIALC+0sdhBR4ACjKdFHqdXZq3N+bQaHpCbwct6m2ufoI/4ueHb30fh8WhFUk/p9DrZMqwLKYMy6I5FE0e74sS6I05hg0bxjvvvNOmrX3Bq96ko+v1JgsWLGDatGm43W6Kioo488wzWbZs2X673oHmgQceYMKECXg8HkaMGMEDDzzQpr+0tJSvfOUrpKWlMXbsWN5+++1k35o1azjttNMYNGgQZrN5j7lnzZqF0+nE4/HgdrtT5mfbn2hl0k9Is6bxf199lJ9O+/neT9ZoOqG3y9vGYikcTHqRBx98kB//+Mfccsst7Nixg23btnHVVVclE0oeLPztb3+joaGB1157jT/+8Y+88MILyb6LLrqIKVOmUFdXx9133815551HbW0tAFarlQsuuKBNpczWiAiPPPIIPp+PpqamZBmCA0p3EnoNhBc60aOmF9j1Pdpe15Jse+nVt9SfFixSf1qwSF0y9/Hk8UuvvpU8p/X5HbV1d47WDB06VL399ttt2v76178mkzeKSJvEiO2TP/7rX/9SkydPVpmZmeq4445Tn332WZu577vvPjVx4kTlcDjUt771LWUymZKJJX/zm98opZT65je/qfLz81VmZqY64YQT1Jo1a5JzvPLKK2rs2LHK7XarwYMHq9/+9rcd3kdjY6NKT09XL774Ysp7DYVC6rrrrlOFhYWqqKhIXX/99cmEkUuWLFGDBw9W999/v8rNzVWFhYVq4cKF6tVXX1WHHXaYys7OVr/61a+Sc91xDQhUVwAAFPhJREFUxx3qvPPOUxdccIFyu91qypQpatWqVcn+e++9V40YMUK53W41btw49dJLL7X5fGfMmKFuvPFG5fV61fDhw9Xrr7+ulFLq73//u5oyZUobuR944AF1zjnndHhPP/rRj9SPfvQjpZRS69atUw6HQzU3Nyf7Z86cqf785z+3GbNx40ZlMpn2mGvWrFnq8ccfT/n5dUSqZyTdTPSoVyYaTRfYZd8AqG7wY8ofiyl/LI7B45PH1Q3+Ds/vzTn2huqinXDFihVcdtllPPbYY9TV1XHllVdy1llnEYnsdjt/7rnneO2112hoaGD+/PmUlJTw73//G5/Pl6zoeMYZZ7Bp0yZ27NjBkUceybe//e3k+Msvv5zHHnsMn8/H6tWr+cpXOnY1/+CDDwiFQsyePTulvHfffTfLly/ns88+Y9WqVSxfvpy777472V9VVUU4HKaiooK5c+dyxRVXMH/+fD799FP++9//cuedd7J169bk+S+//DIXXHAB9fX1XHTRRcyePTu5Ahs5ciTLli3D5/Nx++23853vfIfq6urk2OXLlzNmzBhqa2v56U9/yve+9z0AzjrrLLZu3cq6dbs9LufPn8/FF1/c4T0tXbo0WY74iy++YPjw4aSlpSX7J02axJo1a1J+Ju35xS9+QW5uLjNnzuTdd9/t8rjeQisTjWYAs6ts767X1Vdf3aVxf/nLX/jBD37A1KlTERHmzJmD3W7nww8/TJ5z3XXXUVhY2Kbkb3tldckll+ByuZLlfFetWpUsyWuz2VizZg1NTU1kZGQwefLkDmWpra0lJycnWcmxIxYsWMDtt99OdnY22dnZ3H777fztb39L9ttsNn75y19iNpu58MILqamp4frrr8flcjF27FjGjRvHZ599ljx/ypQpnHPOOZjNZn784x8TDAaT937uueeSl2eEAHzzm99k1KhRydouAEOGDOF73/seIsJ3v/tdKisr2bFjBzabjQsuuIBnnnkGMOwcpaWlnHnmmXvcz+23345SiksuuQTYs7wxGCWOu1LeGOD+++9n8+bNbN++nSuuuIKvf/3rbNmypUtjewutTDSaLrC+0sdjizfy2OKNfLihhhVb6lixpY7KhkDy+MMNNclz1lf69ssc7Vm0aBF1dXXJ1yOPPNKl+yktLeW3v/1tUgl5vV7Ky8upqNgdVzV48OBO54jH49x0002MHDmSzMxMhg0bhohQU2PkiHvxxRd55ZVXGDJkCCeeeGLyYX3GGWfgdrvxeDw8++yzZGdnU1NTs0dN+dZUVFRQUlKSfD9kyJA2smZnZydtRU6n4cSQm5ub7Hc6nTQ3Nyffty5pLCIMHjw4Od/TTz/NEUccgdfrxev1smbNmuQ9AeTn57eZF0jOffHFF7NgwQIAnnnmGc4//3ysVmube/njH//IM888w6uvvprsa1/eGIwSx10pbwwwbdo00tLSsFqtXHzxxRx33HG8+uqrXRrbW+g4E42mCxxW4GHKMCNLQLzqC0z5xvGKLXUcuavdmcMVJxpxQ59sqdsvc7Sns20tl8u1R5neXQ/R4uJibr75Zn7xi1+kHN/ekN/+/YIFC/jXv/7FO++8Q0lJCY2NjXi93qRMU6ZMYeHChcRiMf7whz9w/vnns23btj0ecj6fD4fDwcKFC/nGN77RoSxFRUWUlpYmvZRKS0spLCxMKfveKCsrSx4rpSgvL6ewsJBt27bx/e9/n8WLFyfLFB9xxBFd3j48+uijsdlsLF26lAULFuxRCvmJJ57g/vvvZ+nSpRQUFCTbx40bx+bNm/H7/cmtrlWrVrXZNtwX9laHZ3+gVyYazUHK5MmTWbBgAfF4nNdff73NPvoVV1zBn/70p+T2jd/v59VXX8Xv96eajvz8fDZv3px839TUhN1ux+v14vf7+cUvfpFUOJFIhAULFuDz+TCbzbjdbiyWjn+7ejwe5s6dy9VXX82iRYsIBAJEo1Fee+21ZE35Cy+8kLvvvpuamhpqamq46667mDNnTrc/m08++SSp6B566CEcDgfHHHMMfr8fk8lETk4O8XicJ598ktWrV+99wlbMmTOHa665BqvVyvTp05Pt8+fP5+abb+bNN99kyJC2GSZGjRrF5MmTmTt3LqFQiJdeeonPP/+cc889N3lOKBQiFAqhlCIUChEOG6mYGhsbeeONNwiFQsRiMebPn8/SpUs59dRTu/35dAetTDSaLlCQuTv+Iy8zjXjVF8SrviBYvjp5nJeZ1uH5vTlHa/bmAjxv3jxefvllvF4vzz77bJva6VOmTOGxxx7jmmuuISsri8MOO4ynnnqq07lvuukm7rrrLrKysnjwwQf57ne/S0lJCUVFRYwfP77NgxMMN9hhw4aRmZnJo48+yvz581PKesMNN/Dggw9y9913k5ubS0lJCY888kjSKH/LLbcwdepUJk6cyKRJk5g6dSo333xzlz+b9u/PPvtsnn/+ebxeL/Pnz+ell17CbDYzZswYfvKTn3DMMceQn5/PmjVrmDFjRsrrdDT3nDlzWL169R6G91tvvZW6urpkLI3H4+Gqq65K9j/33HN8/PHHeL1efvnLX/Liiy+SnZ0NGCsxp9PJhAkTEBGcTiejRxvZMCKRCLfccgu5ubkMGjSIhx9+mEWLFjFq1KhO5e5tdAS8RtMJe9sueGzxxuS2VHfpjTk0XWfu3Lls2rSJp59+er/MHwwGycvLY8WKFYwY0X+LzekIeI1Go+nHPPLII0ybNq1fK5L9gTbAazT7SOu8Wul2S9JQ3t3cXN2dQ9P/GDZsGAALFy7sY0kOPHqbS6PphL7witFoDgR6m0uj0Wg0/Q6tTDQajUbTY7Qy0Wg0Gk2P0cpEo9FoND1mQHhziYgNeAT4KuAFNgI3K6Ve71PBNAc9Q4YM6fX6IBpNf6B9FH5PGRDKBEPObcBMpVSZiJwJvCAi45VS2/pYNs1BTOu05RqNJjUDYptLKdWilLpTKVWWeP8KsAWY0reS9ZwlS5b0tQhdYiDIORBkBC1nb6Pl7B8MCGXSHhHJA0YBXa8c008ZKF+wgSDnQJARtJy9jZazfzDglImIWIBngL8qpdb3tTwajUaj6SfKREQWi0hcRGIdvP7b6jzBUCQh4No+E1ij0Wg0bRhQ6VRE5AmgBDhDKRXey7kD58Y0Go2mH9GddCoDxZsLEfkTMBr46t4UCXTvw9BoNBpN9xgQKxMRKQG2AkEglmhWwJVKqWdTjdNoNBrNgWFAKBONRqPR9G/6hQFeo9FoNAObg06ZiMgSEQmIiE9EmkRkbV/LlAoRuVBEvhCRZhHZICLH9bVMrUl8fr5Wn2VUROb1tVztEZEhIvKKiNSJSIWI/EFE+t13W0RGi8jbItIgIutFZHZfywQgIleLyMciEkw4ubTuO0lE1ia+o28ntpz7lZwiYhWRv4vIloRX6PH9UMajReQNEakVkWoReV5E8vuhnGMS7XUJWd8QkTFdmbPf/cH1Agq4SinlUUq5lVJd+iAONCJyMvBr4LtKqXTgeGBz30rVlsTn51FKeYA8oAV4oY/F6ohHgGoMGScDJwBX9alE7RARM7AIeBkjv9yVwDMi0h+Kv28H7gIeb90oItnAi8DNQBbwCfD8AZduNx3KmWAp8G2g8oBKtCepZPQCfwaGJF7NwJMHVrQ2pJJzO3CuUioLyAH+BTzXlQkHjDfXPjIQPLnuAO5USn0MoJTq6z+CvfFNYIdSallfC9IBw4A/KKUiwA4ReR0Y18cytWc0UKCU2rWyWywiy4A5wO19JxYopRYCiMg0oKhV1zeA1Uqpfyb67wBqROSwvggYTiVn4v/994m++IGWqzWdyNgmKa2I/BFYckCFa0UncvoAX+KtGYgDXSpmfzCuTAB+LSI7RGSpiJzQ18K0J7EFMxXITWxvbUtszdj7WrZOuBh4uq+FSMHvgItExCkiRcDpwGt9LFN7OvqBI8D4Ay3IPjAOWLXrjVKqBdhE/1PUA5ET6MfpoESkHmMnYh5wT1fGHIzK5GfAcAxt+xjwLxEZ1rci7UEeYAXOBY7D2Jo5ArilL4VKRWKf/Hjgqb6WJQX/xXjA+TCyS3+slHq5b0Xagy8xVk03iohFRE7BeKC4+liuzkgHGtu1NQLuPpDloEFEJgK3Ajf2tSypUEp5gQzgGlr9oOiMg06ZKKU+Vkr5lVIRpdTTwDLgjL6Wqx2BxL+/V0rtUErVAQ/S/+TcxcXAe0qp0r4WpD2JFDv/Af6B8WDOAbJE5L4+FawdSqkoMBv4Gsa+/g0Y9ofyvpRrLzQDnnZtHqCpD2Q5KEjYyF4FrlVKvd/X8nSGUiqAYed5WkRy9nb+QadMOkDRz2woSqkG+vdDpD1zgL/2tRApyAIGAw8nfkDUYxg2T+9bsfZEKbVaKTVLKTVIKXU6xl708r6WqxPWYKyaARCRNAyZ++32TH9GRIYAbwJzlVIL+lqeLmLG+JFWtLcTDyplIiIZInKKiNhFxCwi3wZmYvxy7W88CVwrIoNExAtcj+E50a8QkelAIcYv/36HUqoWo7bNDxP/55nAd4GVfSvZnojIhMR30yUiNwL59AMlnfjcHBgPDsuuvx/gJWCciJyTsOfdBqzqq2zdnciJiNgSfQD2vrI/ppJRRAqBt4E/KqUe6wvZWtOJnF8VkckiYhIRD8aOSR2w9xALpdRB88LY4liOsa9bB7wPfKWv5UohqwV4GKgHKoCHAFtfy9WBnH/CSPff57J0IuNEYHHi/3wHxvZRTl/L1YGc9ydk9AGvAMP7WqaEXLdjeO3EWr1uS/R9JfEg8QPvACX9VM4t7dpjfSFrKhkTr1ji/96HsVXo62+fJXBe4v/bh+Fu/29gfFfm1OlUNBqNRtNjDqptLo1Go9H0DVqZaDQajabHaGWi0Wg0mh6jlYlGo9FoeoxWJhqNRqPpMVqZaDQajabHaGWi0Wg0mh6jlYlGo9FoeoxWJhqNRqPpMVqZaDSdICJTRGSRiNzZ17J0RiIv3a0H+JrXJcrlfu1AXlfTP9HKRNOvEZGzROSvInJNH4mQDryolLqtnVxzRWSNiIRFpKCjgSJyfaIm+TMictF+lvMcjOqNxyWuFxCRJSnkMonIlyLiF5G/iMjo7lxQGVUj/4CRuVlziHOwlu3VHCQopV4WkSOBI/taltYopW43SqlwCUZa9jZll0WkGJgEfKmU+s4BEGmGUuqvieNlIuIDLhORoUqpre3OnYVR8KhCKXV5D6/br8o7aPoOvTLRDAS29LUAKYgDWzFq0LfnZCAIvLe/hRCRLKC2XXM18Bbw7Q6GFGJkqtZoeg2tTDSabpComLcBKAWGtuubASzFKMm87ACI8w2M2iPtmQ+0WRUlali0HACZNIcYeptLM+BIVKz7CbAJyAQ2qETlOhE5EePhuh4YkzjnDOA8ZVRh7C2Ow6ihMppWK5NEsaahwOcYden3+8oEOEYp9Zd2bQpYCPxZRKYopT5JtJ8CvIFRNE6j6TX0ykQzoBCRdIyH4e1KqXlKqbnA10XkGyKSASwC7lVK/QGoAtzA94GGVnPcmbBptJ73VhE5V0R+JSJd+bsoUUptw9jmGtqq/RvAP4EZwA6l1KZ21/mhiLyZOB4iIktT3OdpInLV3oRI1Obe2VGfUqoF4/NovTrxKKWa9zavRrOvaGWiGWhcCpS3W2X8G7gZ46GehlFtEQxlMkUptUkppUQkTUSuBS6ileFYRGYBbqXUixgrmcv2QZ6tJFYmIpILNCUe4tPpYItLKfV/GKVSUUqVAhekmPcdjPLDe+M84MVO+p8BLkx4cGWTQvF0hIiMT5TsPSvxGWk0KdHKRDPQGM2ee/7BRPtqjNrvUxPtR9DqQauU8idWLGXtxh8PrEgcr8AoVZsSEfECNYm3W4GixPbWmUqp1xPtM9jLFpeIjErIvQdKqTBGqdy9cZRS6n8dTZ/4943EvycDX8WoQ75XROQEQJRSLymlXgbWiMj5XRmrOTTRykQz0CgDctq15QJblFIx4DlguohcDfynlbtsa9q7s+ay+8HtAzqMG2nFdOD9xPE2jL+jbwDLAUTECkzDMMLviuu4U0Rmi8i5reaxAA8mzjlaRE4VkTNF5EdthBV5TkT+JCKZ7drzSO2VpQCUUnHgBWAOYFVKRfdybyRWMBGl1OfJyZTaCbwrIkfvbbzm0EQrE81AYZcCeBIoEJFBrfpOB+5NHI8Gfq+UelgptbCLc5uAWOLYguHy2xnTMQzsJB7OFcBEpdSaRP/UxHwrE+8vA3wJeV7ZNYlSai1Ql3h7BoYCeBNYkmgTEZkGPKmU+oFSKmn3SfBN4B8pZGyteJ7BUHabUpzbnslKqfcTAhwvIucl5K3GsEFpNHuglYmmXyMiZwHXAieLyI2JB9qpwC0icqOI/Br4p1LqmcSQWsCfiO4uE5E3RGTKXi5ThWFrAcjAiNHoSJYJIvIC8FPg2YSNBOBd4AExeAgjKlwBvxORQmAKhhsxifaOeJjdq5vBiTY3hvH88BRjpiilVrZuSETA/we4SkSeEpFcpdTHwBtKqQ9EJF1EHsaw1RwlIo91EAHfWsYTgLNbvd+botUcomjXYE2/JrFf/3K7tnXAde3PFZELML7TaUqpSMLz6yRgAakfyAD/xbAn/B04mhSxIYltnz3sBkqpOa3e3tCBXP/D2EoDsNJ2m23X8WlKqR8ktsjuAl4FdiqlrhORV0VkYcJ7bNecRRhbbO1lWYahbNu3z0782wxcnXilYpWIzFBKvaeUuqvVNXNp5RWn0bRGr0w0BxMTgM+VUhFIPjgXAxEwbBmJHF8jgR+JyNjEeUsAh4h8E8Mz69HeFCoRAzJYRL6BsZ01QkRmiJEgcWwiNqYkoQzPAd4QkTOBiSJyGvAR8PwueRN8E0P59TpKqVqMLbbk9RIuyDOUUitSj9QcyohSqVbdGs3AIhHdfS3gwLBF2IB84C9KqQ2dje1kzhOAoUqpp3pN0F5ARJ5USl26n68xHkPxxoFGpdS7HZxzAjBEKfX0/pRF0//R21yagwalVBD4TS9P2wycIyIj2mcO7isS3lbr9vd1lFKrMdytU8lxHUYmAK1INHplotFoNJqeo20mGo1Go+kxWploNBq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\n", 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UFeznswceI2XLBkpHj2fk1T+gZ9+BnRpzeWkJO578C7Pi4tF9+Uh6BsseeYQ5t912VEJ5Yf58bk5MJj4yEjcQHxnJ9xKTeXz+fCa+aytCHatgmrneBxy+TgFDgQGBlm1Md+dvR0KAZXm+93HfTGD9Ig99ssvvuZT46GaP6yvLcW1czvBDO9lVW8vAssOclpxIXFkdACMT4ohylvNl/lqyTvumAaLkwF54+X7OjYxnYGUlubv28uqvbyfvmjtIyOzLaSPT/Mbw+gb/kyrbmgRZUlLC2n+9S/3aNURPmkxlZSWnxcU3bhrWdDvjM65qvgOlY8tWYhHcAE4n7kOHiAUcRYWtPqfxLZhmrldV9c8AInIZ8DagQBRwfgfEZozpRPWV5SR/8CIzYuMYWXKY/LJitu3dSXxcAgnqBiCmupKqyCjSU9KhSTI5/Nqz3JyQhNMz2IuYSAeXxifxfx8shqv+67jEW1JSwpd/fISZ8fHI/nw0PYNFS9+iJDOLlJgYXPv2Uee9tq6oEFokE9foUdQWFHpqJocOEZGVRbXTiSsz47jE290F08z15yYPXap6ZGPoOhGx3RWMCTOujcuZERtHpHeWe11aJuNqqvjS7ebUqCgAynukcyg+gaIho5uNsOn99SZ61dfgdLuJrauh16FcAIaWFnKw5RO1UFVeSv7nOSRu30zliDH0mZXdbIkWf9b+611mxntqIQ14aiGzBw5io9vFGVOnUAfETPVsZxzjYzvja+6/n2fmzuV7icnEAtVOJ89UlnPN039p87nN0Tpq0uIUERkGfA1kAv2AVzuobGNMJ+ibt53B5Z4mnuSyw/TrkUa5s5591VU09EjDIcKe+jrW9BlI8klzmt17YPhY9hfsx1VeTlptDcVxSdTFJrAzpRetDdStLi+jYsnzfCsunrTDhyhOSeOLF5+GFmt++VK/dg2yP58GwL1vHw1A7/p6lh0+yJyJEz3XOJ18XlPNnPOO3s544qRJ8PLLPD5/Po6iQlyZGVzz9F+s8z1Ax5RMRCTdz1a8dwE/Ab4NfKWqCzogNmO6rdb6CUprfFfs312b7/eecYP898EUlx29VJ6zupyY7Svpsf9rdmQOoXrINOJj+9DLHUtkhIMR1Q1sTRxMQ/8sPi4+xPaaMhwCO3tOInnKuUQdaIAD3/QtlI84ncUrFvC9xGRSUGrra3m5+DCVZ38fR4OLnYW1R8UAULLsA+ZGxdKgQr1baVBhYlQsOTkfMuCsi1pdmDFxymQcPTM8/SPiqYU4nE4GpaSxMiGB+sOFRPftz7RzziUuKZVa59ELPU6cNKldne3+Fo+0hSO/0a63QkR6AR8BI0VkA3Cxqu45cl5V3SLyGhCjqlZHNKYLc1aXM+CLV5keG8+ImhI2VRez4t+vsX3sWazY9D4nx8Z7rnO7+Kq2lvreI4ktP8DXPYdQO+Qk0n0MC046nEfmuFN5Om8jferqyU+Kou/EU8kt2AMDR/qNJWvPVjKrPFPU4g8faDzeo7QYzrqo1dcx5bxzWfbII8yK88R7pBZyyo03eUZuXXFlq/ebjtXevHo/sBR4CjgdeENEJgFxwFjgEJCPp/PdGNOFxWxfyfTYeCIjPH0jkREOTo6N58CBLew86RIO7FrJxtgStjriyNJSLnPXMK62lI01xaxY9TrlPa8iqkVCGbj/a2ZVFRPRsw9pUZEUp2RCZRH5+5X9087xG8uhQaMoqC1uXI24ZMRYGlwuyjKy6NHG60hNTWXObbd55pQUFRLTvz9zzvPUQkzna28yiVHVX3h//oOI/AiYD/wUTx/JkXVLlgH/3bEhGnNiqq0oo2btZ2Tt2cqhQaNwJo4kMj74yYJDDu5gdLVn+HF6xTdNVZviStk87nTqx53OhlHZxG76mFOSU1oknThytn4FU89qVmZu3+FsKy8kNtrzkbK73wicLhd5yRk+5w8cETdpNl9+/BIzvLWLBpeLL2uqyZh+arteS2pqqmfIb5ORWq3tZ9KVtXeyZVfV3mRyuOkDVX3C29x1Jp5ayZlAb2Bxx4ZnzImptqKMqLdfYHZcPP1LDrM3OY2KDZvIm3lp0AllV69hbKkqIjLCgcutbMsahtPtYkd887kgww/vYlxtKU5nA5HF+xhVmEd1dDw7aoeyv0UycY6azlfL/sEpDk93u9Pl4svaGtwzZraaTGKTepB4+Q3kfPUJPUqLKcvIImP6qcQnt1Uv6V5KSkoam+zammzZVbU3mbh8HHtOVTd6f36xg+Ix5oSwvdD//nHbD1bgWvk+F7gclNc4qa53UV7jZHZiEm/lrkFafJAD/POt9bjrKkk/sJ5xZXvZ2KM/Rb0nEBGTiCOy+ce5m4FE79/KhIgIqg7uo6rgIF85Ytk68Qoid3v2LEnPTGFzykDWVMbQq2AHE6NicYiwLzqeosJDFB44TGR804mS0WydeBGVhRvZXFXG3tQsZNxMkrzNYUMz/O/oeOPJo+DMicfw7nlszve9CGRrCz0Gugvj8e5oX/3Ou8xq52TLrqq9b9E1IuIAlgPLVXUfUH78wjLmxDZg/9cMr/R0TKeVej7g3W5lQ0UJeT6Sibuukilfv8fJMXFMclWwtqGMFV+/x+rhZyNOB+kH1jG6dC9bUvpT1HsiqwfOJnb9S5wfHUN/twt3xiDIXc6aEWcTEZMIQMWgqaz98E9c53DgEKFB3aysr2fKoDEU7VhJw4TTO/Q1l5SUsPzVV8h7602cKIMvuJAz510eNt/Mg1G3dg26L586aHOyZVfV3mRSiGfuyB+BDBHZCxSISCyeBLPGO6LrflWdf5xiNeaEkdd3OF+XFzZOINzdbwS19U5ykzPwtTZ4+oH1nBwTh8Pbv+GIcHByTBx79q5kcH2ZJ8k4y1hbn8yK7f8iNyaVCZnDyZcIJpTmEhkVx8kOF3n56ykZPMtTRlwSkpDK9qLd7G+oIdLtYmxaGj1KD7CrrpatfJNMnNUVDP7qNc7OSGFoRSE7y1L56sOXKDrjinYtCllSUkLOA79nwMaNzCgpxqnwxauv8M7uHZw3f363TygxkyYj6RmNNZPWJlt2Ve3dHOtlVb1UVbOA0cA9wAbgVmAlUCYiHwCXHZ8wjTmxuMfM5MvaGpzezaicLhdf1VXjHDXd5/XjyvYyqWI/48vy6FNTzPiyPM/j/DU+k8zYA2uZVL6XCaW59K4pZkJpLpPL9zG2PK9ZuXt6jaR+6HQqxpxBr6yh5PUZzebMwWxL6UPU+o8Y9f5TRK3/iKhNn3Jy3Dez5yMdDqbHxqMbv2jX6137r3cZciCfwTExREgE0RERzI5PIG7vPla/0/0XXZxy3rl8XlNNvdPTDndkmPMUH5Mtu6p21UyaTkJU1e3AduBpABHpiWeXxdnA+OMQozHdzvp9/luJl326DQCNnszy/I2MLY9gkzo5lDYJ+Xc+nlH4zaW5YhmmiiMiArdUs1aScbnd1NYeYsiBLRyoLaesoYLoonx6xyazuraOFYn9cNSUMskprK0VXOpmdWUtVWs/I3bWmQBU9BzH8s1LOTkmDpfLTU1tHSvKKsiIiGB6Qg/GlxeyISqRPTu+Ijoyhq01RRyoKqNs1xYmZPWnT+YA9k85s9X3YldBFYWfryR5w0Zc9fVInbeRp7QUZ5SDyj59qZ17dFNPIJtgddVJhv6GOYdTjSzot1ZVDwNLgCXevU2MMR1AYhIpHjiDZczwPK7333tc0GMYXxWsYHp0HAAut5uv6mvYmTiQUbV7mRmXzJgIJ5tjkvmirob1yUOpqqthuncBR5e6+aq+loIeQ5o1o0XEJrJuyLco3PQWeYfz2F5WTCowO7UnrjjPf/fICAcZMYnsOryLazMyyNIGDiXE889DeWwdMomW6xlXl5dR+NUn9NixhbJhoyn/7qXouPHUHT5IQ3U1kYc9fUR1PTOJSE4getLkDnk/m+qKw3B9DXMOJx2dp5/s4PKMMe0g0fGszDyZ3LIdbNFYNkgcBZnjySzaTH+HA4c3RTgQ+jscREbGsDJzGrm7PmWLK4oNEu1JJJHNR125ayuZuOtTJiT0oGeRcGF8PLmHdzHT0cD+0n2kOaIYDXxcspeLoiPR+joq3C60vo4zo2NYc2hPs/Kqy8sofOFxMgsPkrb7a2IOH2TVod2MuPb7bN+0Ad22hSHqxqXwWXUVUaNHMuucjm3q6Q7DcLuiNpOJiNyjqr9rT2GquibQe40xwZHoeA73nMBHRx4DY2sPk+qqo762mK1uJ+VEkR6VwMSSrbjri9lABB+mjEciY5vVSNy1laTsW8OoXcvJio6n2O3kophoShyRJERGUxThIDYxnX3VFeT2HEpk3iaSRehRX0sUEOn9e9j+HexrUu6+nKUM2rWV2XHxpKEcrqlmxWc5fLh5IwMv+A4bsnrxxfJPcamSedZ5nHvD1R3+Ad8dhuF2Re2pmUwUkesCKFuACQHc13qhIql4+mvOwjOZ8jeqavNcjGlB66uprq8gLjaRgY4I3Cj5RFPvrKNHRDQjK/cy3tnAF5W7+TJjGhGxnlV61VnLeG8/yZSGcjK0mvdLC4iPjibVWUc/XHxcWsAMdeNyOnG6XWwggkvjEqmPjSGuvJiq5DQaXC52Ric22y9eP/+IM6oria6tRutqid63h/McEby462uyy0v5srqaGX94nOQUTwJJTe34lvPuMAy3K2pPMrkHSAyw/HsDvK81C4FaoCcwBXhbRNY23YPemK4u94D/Dvi6ymrfJ8pb2QGw+uidsjOLtzI+LpWV1Yfo43ARJUJfVzVvV1eSFpPIt6IgKjaaiY444so3kpP+bSQ6nszD65kcHU1paR5f11bydVwy/RLT+Kq+hgEpfUmrLKIsNo0XVDhENVslkX4Zw1h6eCtXaCIRqlBTxdKaKvqOGY6zyW6OkQiR4qkD1bic9IiKJkKESIRoRyQz4uNZmfM+J108t833MJBJi9A9huF2RW0mE1Vd1RmBtIeIxAOXAmNUtQZYLiJvANcCvwlpcMZ0Aq2vJrNsB+NrDrEhLouCHsOQ6Hif146vK+IURz1VUdFsrC6mXoRadz1JbieXRUGaOsHtYiDwbUcEm8t2cLjnBEZV7COjrJBvx8SQEengsLOG9fV17GqoJ8vlYp/LiTulH7tcLjaMOZ+I2ET2ASOT0vhz5R56VVVysEcyg8bPpmLACOKaxj/rdDYv/4DB0TFEFR7CjZLb4KRXdDSODWuJA6SoGNqRTALlb7VhX3uemPbrogPl/BoBOFV1Z5Nj64BvhSgeYzqN1lczzTtia6rUskpr+KpgBSszT/Y5kXFDTDqrIupwRDiYFBnF2pieRFcV0FB5kCiRxuVZ3SiJqoyvOcRHwH5VBvfIotThILWhjrLkLPpWl/FmVRXLolPok9qD7QmZlPabTESsp9GitN9ktpcfYO6UUxm872t29xvOl7U1OMad0iymPtnnsWZ/Hs7iAmIcUUTGJ3KgRw+mJyfjGj+JepcT7d36vu/B6g7DcLuigJOJiEQA38ezJH1vwI1n0cflwJOqWt8hETaXCJS1OFYGR40+NKbbySzbwfToOBwRnrnGjogIpkfHkVu2g8MJA466viBpIF8VrWO69xu4S93kEItGJJIbEctAwC3CKoklL6k3GxyemeoDIiJwVxWR7ogkxlVPek0Z+9xOEvqNY8epPyS/xtPL0HTGc0RsIhvGnE9S3D76lpewP6UnjnGnEJ3YfPZ7fHIPuPpHrPnqE+ISkzh0uIDrp0wkefcualxOvqyuZnT20cvFdLRwH4bbFQVTM7kP2Ak8gGedrkigBzAdz/4ntwcd3dEqgZZrMyQDFcfhuYw5bvL3H93H0chP38j4ynymRng+yPs6K8HtmSOyxR3DR4mDjrpeohNYmTGZ3PLdbHFGs8ERTUHGZLShlucKPufbjggSxU1efDoraqspSB+B1FawKTqdlUm92VpTxJi6WjZHp1MRl86amJ4U5RfSs0+G77jjYpCxY8ifejaC59tlbYNnBn/2oJ5NLuwJE4Z5XmppCe+//jqJRWVUxqfS58xLyK0TONRuXminAAAgAElEQVTK++MVyKRFc/wEk0xWqeorPo6vEJHvBlFua7YDkSIytElT10Rgk6+L77rrrsafs7Ozyc7OPk5hGXP8bYjrySpqcUgE1MLa2Exc6mYD/lfklag4DqeNajZcWKLiyOl7OpsrchnfUMwGSaQgfRAS5endKEgexArnPqYn9aZB3FQm9mZFXS2FWeN8NqcFIzklleHnXgznXtzBJZv2ysnJIScnJ+hyRFXbvsrXjSK/xdO8tBqowrNMfQKeD/fYJptpdSgRWYyntfcmYDLwFjCr5WguEdFAX5sxx1u/W5f4PVe0ZbPP41pdwrTDq5keE8vUukJWxWTwVV0tK3tOwbOotx/eWe4+Rfi+L6r3ADIObWRsxT42JfXzJBLvasJ+aybA5LFZPo/ffY7/rXs3tFILGZ+V4vec1UyODxFBVY/5e0PANRNVvVdEsvF0fmfiaUI9CHygqjmBltsOt+KZZ1KAZzXjm21YsDkRSFQcK3tOIbd8F1vcMWwgloKeYzw1CmfHdlFKTCJFA2bw6ZHHHVq66Y6CGs3lTRo5HRJJ+5+zBLikM5/TmK5CouI4nD62WbOVMV3BcRkaLCJjVNV3Xd0YQ0Ki/36OIleD7xPezbJ8im1lXrGrle0F0/r5PBwZ5f+joaGVBSdjo3w3mxVU1PqPoRWBNGXlbCvyey57ZHpAcZi2BTM0uD/+vxjdCByXPhNjjDFdTzA1k5uAK4G9HJ1UhmHJxBhjThjBdMD/TkQOq+qjLc+JyE+CC8sYY0w4CbbP5Gk/x58IslxjujWHo5Uds/31f7Q2xLe1fpGMo2fHHxHfs6fP48lp/vdtHzjQ/3Dd70/z3QfTWl9FbSuh+1vMEfz3p8wYav0iodDePeCbEZFU8Uzk8Pkvrap+ehCNMcZ0RwElE+CfwJCWB0VkqohsE5GNIjI8uNCMMcaEi0CTyVLgWhF5U0RuaHL8f4BfArOAHwQZmzHGmDARaDIZimcdtzeB6SJyZGGd0cCHqlqOZza8McaYE0CgHfBbmo7iEpFbvT+mqWql9+fjsQS9Md1CYmK033MJfXzv51F12P9ER0e8/8l9vQb4Xi+rNdHR/tf6OsPP+lvgv/O7tU722FY+hQKZtNhaeeb4CbRmMkJE+opIlIjMBGJFJAqI8v4NkNYxIRpjjOnqAs3hrwJb8KwSvBZ4CXgc+D/g9yKyAc8+7cYYY04AASUTVf3Yu5zKIGCjqrqOnBORecB4PJtnGWOMOQEE07p4BnAHMEpEdgP3q+oLqvp34O8dEp0x3dTIAf73Gz982P9EPX9aW5ixtf4Pf303F/qZfAhQWtNKB4gfT6/Y4/fcLbMGHXN5pusJKJmIyFXAhcDDeJqzMoG5IhKpqs92XHjGGGPCQaA1k+GqemWLY38Wkf8JNiBjjDHhJ9DRXP722fS/kYAxxphuK+BJiyLSrNFXRHoC/YMPyRhjTLgJtJnrIeBLEdkHVAMZQG/gnI4KzJju7NtjM/yei4/x/d+yuLLO7z079/prLIBfXTiy/YF5jc/yvzLwhkP+n8vfhMHsQb5XJzbdR0A1E1XNBaYCS4A84HVguqpu68DYjDHGhIlgNseqBJptjCUiv1DVB4OOyhhjTFhpVzLx7pw4pa3LgLMASybGGHOCaW/N5CRgD7C7jevGBxWNMSeIrHj/izb6MyA9PqDn2l5Y4/fcHD+TJwsq/K+G1Fp/SiACXQTSdC3t/ad6VVXfaOsiESkJMh5jjDFhqF0d8O1JJMdynTHGmO4l0HkmxhhjTCNLJsYYY4ImqhrqGI4LEdHu+tpM+Nuc739l4CGZvncXbG3l3dYmBbY2yfA7433v6rirwH98re1+6K8z3TrSw4eIoKpyrPdZzcQYY0zQLJkYY4wJmiUTY4wxQbM+E2NCoLWJeq31V/jjr58FWu+v8BdHoH0mJvxZn4kxxpiQsWRijDEmaJZMjDHGBC1skomI3CoiK0WkVkSeDnU8xhhjvhE2HfAicjHgxrObY5yq3tjG9dYBb8JSzrYin8czk459peG2BNKZ7i8+gOyR6cGEY7qAQDvgw2ZeqqouARCRaYDvabvGGGNCImyauYwxxnRdlkyMMcYErUs0c4nIx8CpgK9OjuWq+q1Ayr3rrrsaf87OziY7OzuQYozpVJ3Z7xDIpMXW4rOFHsNPTk4OOTk5QZcTNh3wR4jIvUBf64A3JngdPQPekkn46/Yd8CLiAKIABxApIjGAU1VdoY3MGGNMOPWZ3AlUA78Crvb+fEdIIzLGGAOEYTNXe1kzlzFts2Yu01KgzVyWTIwJE62tNBzoh7V9+JuWbNVgY4wxIWPJxBhjTNAsmRhjjAma9ZkYY4xpZH0mxhhjQsaSiTHGmKBZMjHGGBM0SybGGGOCZsnEGGNM0CyZGGOMCZotmmBMKwYNGkRubm6owzCmww0cOJA9e/Z0WHk2z8SYVnjH3Ic6DGM6nL/fbZtnYowxJmQsmRhjjAmaJRNjjDFBsw54Y46Rc+9eXHv3AVC/aRPRY8cC4Ojfj8j+/TutDGO6EquZGHOMIvv3J2bWTGJmzUTLyxt/PpYk0BFlDB48mI8++qjZseeee445c+a0u4xj4ev5OtLixYuZNm0aSUlJ9O3blwsuuIDly5cft+frbA8++CDjx48nOTmZoUOH8uCDDzY7n5uby+mnn05CQgJjxozhww8/bDy3adMmzj33XHr27InD4Tiq7OzsbOLi4khOTiYpKYnRo0cf99fTkiUTY7oZkWMeiNMql8vVoeX58vDDD3P77bdz5513UlBQQF5eHrfccgtvvPHGcX/uzvS3v/2N0tJS3nnnHR577DFefvnlxnNXXnklU6dOpbi4mPvuu4/LL7+coqIiAKKiopg3bx5PP/20z3JFhIULF1JeXk5FRQVbtmzplNfTjKp2yz+elxa8p3N26JWPfaZX/+kzvfbPy3Xj3hK9+OFPtLSq7qhrP916SJ9ftktVVe95db1+tOlgh8TgS029U29/YZXO/eMyveqxz3Th+9saz9U3uPSOl9fqZf/3qX7/yS/0QEm1qqqWVtXpLc+s0NPue18ffHtzs/J+/PRXOvePy/Tahcv12j8v15LKo1/fiejI71FDXl6z48XFxfrBosW65LLL9YNFi7W4uLjZ+ZbXd1QZTQ0aNEg//PDDZseeffZZnTNnjqqqioju3Lmz8dwNN9ygv/3tbxsfv/nmmzpp0iRNSUnRU045RdevX9+s7N///vc6YcIEjY2N1auuukojIiI0Pj5ek5KS9H//939VVfW73/2u9urVS1NSUvTUU0/VTZs2NZbx9ttv65gxYzQpKUn79eunDz30kM/XUVZWpomJifrKK6/4fa11dXV62223aZ8+fbRv3776s5/9TOvr61VVNScnR/v166cPPPCAZmZmap8+fXTJkiW6dOlSHTFihKanp+t///d/N5Z111136eWXX67z5s3TpKQknTp1qq5bt67x/P33369Dhw7VpKQkHTt2rL722mvN3t/Zs2frL37xC01NTdUhQ4bou+++q6qq//jHP3Tq1KnN4n7wwQf1kksu8fmafvrTn+pPf/pTVVXdtm2bxsbGamVlZeP5OXPm6BNPPNHsnh07dmhERMRRZWVnZ+tf//pXv++fL/4+I73Hj/kz12omrdi4t5TPvy7k+Ztn8sItp/DodSeR1SMOf1/85ozM5NrZgzstvqtPGcTf/2M2z908k3V5pXy5oxCAN1bvIzkuin/eNod5Mwfy2PvbAYiJdPCj04fx03NG+izvnssn8PyPZ/H8zbNISYjutNcRDo70bwCUlJSw7JFHmLh3L7MUJu7dy7JHHqGkpMTn9R1ZRlu0nXNiVq9ezfe//32eeuopiouL+dGPfsRFF11EQ0ND4zUvvfQS77zzDqWlpSxatIgBAwbw1ltvUV5ezi9+8QsAzj//fHbu3ElBQQFTpkzh6quvbrz/Bz/4AU899RTl5eVs3LiR008/3WcsX3zxBXV1dVx88cV+473vvvtYsWIF69evZ926daxYsYL77ruv8fzBgwepr68nPz+fu+++m5tuuolFixaxZs0aPv30U+65555mE/TeeOMN5s2bR0lJCVdeeSUXX3xxYw1s2LBhLF++nPLychYsWMA111zDoUOHGu9dsWIFo0ePpqioiP/6r//ixhtvBOCiiy5iz549bNu2rfHaRYsWcd111/l8TcuWLWPcuHEAbN68mSFDhpCQkNB4fuLEiWzatMnve9LSr3/9azIzM5kzZw6ffPJJu+/rKJZMWlFYWUdKfBSRDs/b1CM+moykGFTh5a/yuP7xL7hm4XLyCqsAeHvtfh58+5vq5YqdRXzviS+Y9+hnfL79sM9rfr5oNWv2FPPm6n3837tbG4+/vmoff/yX55fyVy+u4XtPfMHVf1rO66s8HzCxUQ6mDEoDINIRwcjeSRSU1QKwbFsB50/qA8DpY3rx712eqnJstIMJA1KJivT9z97eD6IT3ep33mVWXDzRkZ7xK9GRkcyKi2f1O+92ahkAF198MWlpaY1/br311nbd95e//IWbb76Zk046CRHh2muvJSYmhi+//LLxmttuu40+ffoQExPTeKzl78gNN9xAfHw8UVFR/O53v2PdunVUVFR4XlN0NJs2baKiooIePXowadIkn7EUFRWRkZFBRIT/j6PFixezYMEC0tPTSU9PZ8GCBfztb39rPB8dHc1vfvMbHA4HV1xxBYWFhfzsZz8jPj6eMWPGMHbsWNavX994/dSpU7nkkktwOBzcfvvt1NbWNr72yy67jKysLAC++93vMnz4cFasWNF478CBA7nxxhsREa6//noOHDhAQUEB0dHRzJs3jxdeeAHw9HPk5uZywQUXHPV6FixYgKpyww03AFBZWUmPHj2aXdOjR4/G97ItDzzwALt27WL//v3cdNNNXHjhhezevbtd93YUSyatmD40nUNltcx79DP+963NrNlT3HguNSGa526eySUn9WfR53sajzettRwsq+GZH83kwasmc/+bm2lwuo+65oizxvXms20FuNye/6xvrdnPhZP7AnDnxeN45kczefqHM3j5y1zKaxqa3VtR08Bn2w4zbWg6AIfL68hKjgXAESEkxkZRVl3f5uu9b8lGrnv8c57+ZGfbb84Jpn7TJsofepjyhx6m8tVX0RUrqfv8C5x791L3+RfoipVUvvpq4zX1Pr5RdkQZLb3++usUFxc3/lm4cGG7Xk9ubi4PPfRQYxJKTU1l37595OfnN17Tr1+/Vstwu93Mnz+fYcOGkZKSwuDBgxERCgs9NeRXXnmFt99+m4EDB3Laaac1fliff/75JCUlkZyczIsvvkh6ejqFhYW43W6/z5Wfn8+AAQMaHw8cOLBZrOnp6Y19RXFxcQBkZmY2no+Li6OysrLxcf8mAx1EhH79+jWW9/zzzzN58mRSU1NJTU1l06ZNja8JoFevXs3KBRrLvu6661i8eDEAL7zwAnPnziUqKqrZa3nsscd44YUXWLp0aeO5xMREysvLm11XXl5OUlKS3/ekqWnTppGQkEBUVBTXXXcdp5xyCkuXLm3XvR3Fhga3Ii46kudunsna3BL+vbuY3/5zPT8+czgikD3a881lVJ9kPtla4PP+M8Z6fun6pyfQNy2OPd4ajC+x0Q5OGpzO8u2HGZiRgMutDM5MBOClL3P51PscBeW17C2qYmy/FABcbuV3r6xn3oyB9E7x/GIfXb/QNjtl77l8IhlJMdTUO5n/0lreWZfPeRP7tHrPiSR67FhiZs0EIHHxi8jevZ5axecQM2sm9U4nif37k3zVlQDUff7FcSmjpdZqk/Hx8VRXVzc+PnjwYOOHaP/+/bnjjjv49a9/7ff+lr8zLR8vXryYN998k48++ogBAwZQVlZGampqY0xTp05lyZIluFwuHn30UebOnUteXt5RH3Ll5eXExsayZMkSLr30Up+x9O3bl9zc3MZRSrm5ufTpE/jv5969ext/VlX27dtHnz59yMvL44c//CEff/wxM2d6/q0mT57c7lr79OnTiY6OZtmyZSxevJgXX3yx2fmnn36aBx54gGXLltG7d+/G42PHjmXXrl1UVVU1NnWtW7euWbPhsQjFMkBWM2mDiDB5UBo3nTaM288fxcebPW2nUQ7PfyxHhDTWJo6+t8kD9Tx2RDT/R653fvNt7MIpfXlrzX7eWrOfb3trJav3FLNqdzF/vWkGf/vxLIb3Smp2z/1vbGJgegJzZwxsPJaZHMuhck+Tl8utVNW5SI5r/u2opYwkT1NGXHQkZ0/ozeb9ZW29NSesKeedy+c11dQ7nQDUO518XlPNlPPO7dQy2jJp0iQWL16M2+3m3XffbdaOftNNN/H44483Nt9UVVWxdOlSqqr8f+Hp1asXu3btanxcUVFBTEwMqampVFVV8etf/7ox4TQ0NLB48WLKy8txOBwkJSURGen7u2tycjJ33303t956K6+//jo1NTU4nU7eeecd5s+fD8AVV1zBfffdR2FhIYWFhdx7771ce+21Ab83q1atakx0f/jDH4iNjWXGjBlUVVURERFBRkYGbrebZ555ho0bNx5T2ddeey0/+clPiIqKYtasWY3HFy1axB133MH777/PwIEDm90zfPhwJk2axN13301dXR2vvfYaGzZs4LLLLmu8pq6ujrq6OlSVuro66us9rQ1lZWW899571NXV4XK5WLRoEcuWLeOcc84J+P0JhCWTVuQVVrG36Jv/XF8fqGj89t8eH2065PnWU1xNfmkNA9MT6J0Sx/aDFagqh8pqmn1oj+2XwqGyWt7fcICzx3tqNZW1TpJiI4mOjGDP4Uo27fvm+sc//JqqOic/O29Us+edPbInS9fme2M4yNTBaUfF1vRLi8utjc1gTpeb5dsOM9RbKzIejv7fNPmkpqYy57bbWNe/P58LrOvfnzm33UZqaqrP6zuyjKbaqm0+8sgjvPHGG6SmpvLiiy9yySWXNJ6bOnUqTz31FD/5yU9IS0tjxIgRPPfcc62WPX/+fO69917S0tJ4+OGHuf766xkwYAB9+/Zl3LhxzT44wTMMdvDgwaSkpPDkk0+yaNEiv7H+53/+Jw8//DD33XcfmZmZDBgwgIULFzZ2yt95552cdNJJTJgwgYkTJ3LSSSdxxx13tPu9afn4O9/5Dn//+99JTU1l0aJFvPbaazgcDkaPHs3Pf/5zZsyYQa9evdi0aROzZ8/2+zy+yr722mvZuHHjUR3vv/3tbykuLm6cS5OcnMwtt9zSeP6ll15i5cqVpKam8pvf/IZXXnmF9HRP03Vubi5xcXGMHz8eESEuLo5Rozz/7xsaGrjzzjvJzMykZ8+e/OlPf+L1119n+PDhrcbd0WzV4FZszS/noaVbqKpz4ogQ+qXFM//CMXzvyS955ocz6BEfzdb8Mh59bzt/umEab6/dz9b8cn5+/mjuW7KR6MgItuwvo7rexW3njmTW8J4ALHhlPdsOlDMoI4GKWic/yB7KZG9n+vPLdrHjUAX3XD4RgAanm1++tIaDpTUMyEig0nt937R4vvPwJwzKSCDKEQEC3z15ABdO6Ue9083dr65n24EKesRHce/lE+mT6kmCl/zhU6rrnTS43CTFRvHItVPp1SOOm59ZgcutuN3KtCHp3HbuyA6frxCO2mouKH/oYZJ/fntQz9ERZZj2u/vuu9m5cyfPP//8cSm/traWrKwsVq9ezdChQ4/Lc3SEjl412JJJF/PzRau5atZApg5OD3UoBksm3dHxTiYPP/wwS5cu5YMPPjgu5XeUjk4m1gHfRVTWNnDjk18yoneyJZIurum6WpKc3NhRHujaXIGWYbqewYM988yWLFkS4kg6n9VMjGmFbY5luivbHMsYY0yXY8nEGGNM0CyZGGOMCZolE2OMMUELi9FcIhINLATOBFKBHcAdqnpsq+IZc4wGDhxo821Mt9RyFn6wwiKZ4IkzD5ijqntF5ALgZREZp6p5IY7NdGNNly03xvgXFs1cqlqtqveo6l7v47eB3cDU0EYWvJycnFCH0C7hEGc4xAgWZ0ezOLuGsEgmLYlIFjAcaP/OMV1UuPyChUOc4RAjWJwdzeLsGsIumYhIJPAC8Kyqbg91PMYYY7pIMhGRj0XELSIuH38+bXKd4EkkdcB/hCxgY4wxzYTVcioi8jQwADhfVVvdOlBEwueFGWNMF9KtF3oUkceBUcCZbSUSCOzNMMYYE5iwqJmIyABgD1ALuLyHFfiRqr7o7z5jjDGdIyySiTHGmK6tS3TAG2OMCW/dLpmISI6I1IhIuYhUiMiWUMfkj4hcISKbRaRSRL4WkVNCHVNT3vevvMl76RSRR0IdV0siMlBE3haRYhHJF5FHRaTL/W6LyCgR+VBESkVku4hcHOqYAETkVhFZKSK13kEuTc+dISJbvL+jH3qbnLtUnCISJSL/EJHd3lGh3+qCMU4XkfdEpEhEDonI30WkVxeMc7T3eLE31vdEZHR7yuxy/+E6gAK3qGqyqiaparveiM4mImcB/wNcr6qJwLeAXaGNqjnv+5esqslAFlANvBzisHxZCBzCE+Mk4FTglpBG1IKIOIDXgTfwrC/3I+AFERkW0sA89gP3An9telBE0oFXgDuANGAV8PdOj+4bPuP0WgZcDRzo1IiO5i/GVOAJYKD3TyXwTOeG1oy/OPcDl6lqGpABvAm81J4Cw2Y01zEKh5FcdwH3qOpKAFUN9X+CtnwXKFDV5aEOxIfBwKOq2gAUiMi7wNgQx9TSKKC3qh6p2X0sIsuBa4EFoQsLVHUJgIhMA/o2OXUpsFFVX/WevwsoFJERoZgw7C9O77/7H73n3J0dV1OtxNhsUVoReQzI6dTgmmglznKg3PvQAbiBoe0pszvWTAD+R0QKRGSZiJwa6mBa8jbBnARkepu38rxNMzGhjq0V1wHPhzoIP/4PuFJE4kSkL3Ae8E6IY2rJ1xccAcZ1diDHYCyw7sgDVa0GdtL1EnU4OpUuvByUiJTgaYl4BPh/7bmnOyaTXwJD8GTbp4A3RWRwaEM6ShYQBVwGnIKnaWYycGcog/LH207+LeC5UMfix6d4PuDK8awuvVJV3whtSEfZiqfW9AsRiRSRs/F8oMSHOK7WJAJlLY6VAUkhiKXbEJEJwG+BX4Q6Fn9UNRXoAfyEJl8oWtPtkomqrlTVKlVtUNXngeXA+aGOq4Ua799/VNUCVS0GHqbrxXnEdcBnqpob6kBa8i6x8y/gn3g+mDOANBH5fUgDa0FVncDFwLfxtOv/J57+h32hjKsNlUByi2PJQEUIYukWvH1kS4H/UNXPQx1Pa1S1Bk8/z/MiktHW9d0umfigdLE+FFUtpWt/iLR0LfBsqIPwIw3oB/zJ+wWiBE/H5nmhDetoqrpRVbNVtaeqnoenLXpFqONqxSY8tWYARCQBT8xdtnmmKxORgcD7wN2qujjU8bSTA8+XtL5tXditkomI9BCRs0UkRkQcInI1MAfPN9eu5hngP0Skp4ikAj/DM3KiSxGRWUAfPN/8uxxVLcKzt82Pvf/mKcD1wNrQRnY0ERnv/d2MF5FfAL3oAkna+77F4vngiDzy/wd4DRgrIpd4+/N+B6wL1WrdrcSJiER7zwHEhKr/0V+MItIH+BB4TFWfCkVsTbUS55kiMklEIkQkGU+LSTHQ9hQLVe02f/A0cazA065bDHwOnB7quPzEGgn8CSgB8oE/ANGhjstHnI/jWe4/5LG0EuME4GPvv3kBnuajjFDH5SPOB7wxlgNvA0NCHZM3rgV4Ru24mvz5nffc6d4PkirgI2BAF41zd4vjrlDE6i9G7x+X99++HE9TYXlXey+By73/3uV4htu/BYxrT5m2nIoxxpigdatmLmOMMaFhycQYY0zQLJkYY4wJmiUTY4wxQbNkYowxJmiWTIwxxgTNkokxxpigWTIxxhgTNEsmxhhjgmbJxJhWiMhUEXldRO4JdSyt8a5L99tOfs7bvNvlfrszn9d0TZZMTJcmIheJyLMi8pMQhZAIvKKqv2sR190isklE6kWkt68bReRn3j3JXxCRK49znJfg2b3xFO/z1YhIjp+4IkRkq4hUichfRGRUIE+onl0jH8WzcrM5wXXXbXtNN6Gqb4jIFGBKqGNpSlUXeLZS4QY8y7I323ZZRPoDE4GtqnpNJ4Q0W1Wf9f68XETKge+LyCBV3dPi2mw8Gx7lq+oPgnzeLrW9gwkdq5mYcLA71AH44Qb24NmDvqWzgFrgs+MdhIikAUUtDh8CPgCu9nFLHzwrVRvTYSyZGBMA7455XwO5wKAW52YDy/Bsyby8E8K5FM/eIy0tAprVirx7WFR3QkzmBGPNXCbseHes+zmwE0gBvlbvznUichqeD9ftwGjvNecDl6tnF8aOcgqePVRG0aRm4t2saRCwAc++9Me9ZgLMUNW/tDimwBLgCRGZqqqrvMfPBt7Ds2mcMR3GaiYmrIhIIp4PwwWq+oiq3g1cKCKXikgP4HXgflV9FDgIJAE/BEqblHGPt0+jabm/FZHLROS/RaQ9/y8GqGoenmauQU2OXwq8CswGClR1Z4vn+bGIvO/9eaCILPPzOs8VkVvaCsK7N/dhX+dUtRrP+9G0dpKsqpVtlWvMsbJkYsLN94B9LWoZbwF34PlQT8Cz2yJ4kslUVd2pqioiCSLyH8CVNOk4FpFsIElVX8FTk/n+McSzB2/NREQygQrvh/gsfDRxqeqf8WyViqrmAvP8lPsRnu2H23I58Eor518ArvCO4ErHT+LxRUTGebfsvcj7HhnjlyUTE25GcXSbf633+EY8e7+f5D0+mSYftKpa5a2x7G1x/7eA1d6fV+PZqtYvEUkFCr0P9wB9vc1bF6jqu97js2mjiUtEhnvjPoqq1uPZKrctJ6vqv30V7/37Pe/fZwFn4tmHvE0iciogqvqaqr4BbBKRue2515yYLJmYcLMXyHJF804AAAOXSURBVGhxLBPYraou4CVglojcCvyryXDZploOZ83kmw/ucsDnvJEmZgGfe3/Ow/P/6FJgBYCIRAHT8HTCH5nXcY+IXCwilzUpJxJ42HvNdBE5R0QuEJGfNgtW5CUReVxEUlocz8L/qCwFUFU38DJwLRClqs42XhveGkyDqm5oLEz1/7dzNyFyVFEUx/9HVAIqrgx+BBUiKMEEYdSADJmFiFFBjTi4ciFugiEOQty5y0JBQRFmY4QhEhQ/kCAYcFyYET8QRSIqEsSVIJEQQYkgDHpcvNtj2+maEboHJ5nzg6arXle9uoumLvXue3USWJC0faXzY31KMomzRS8BzAFXSLqs77e7gGdq+wbgRduztg//x77PA/6s7fNpU36XcxutwE7dnH8Cttn+tn6/ufo7VvuPAr9VPO/2OrH9HfBL7d5NSwDvA0erTZJuAeZs77a9VPcp08BbHTH2J55DtGT3Q8exg26y/UkFsEPSgxXvz7QaVMQZkkxiTZN0L7AXuEPSvrqh3Qk8JWmfpKeBt20fqlNOAb/X6u4fJc1LmljhMidotRaAS2lrNIbFslXSG8CTwGtVIwFYAJ5T8zxtVbiBFyRdCUzQphFT7cPM8s/TzaZqu4RWPL++45wJ28f6G2oF/HvAY5IOStpo+3Ng3vanki6WNEur1dwq6cCQFfD9MU4B9/Xtr5RoY53K1OBY02q8/p2BtuPAzOCxkh6i/acvsr1YM79uB16l+4YM8CGtnvAmsJ2OtSE17HNG3cD2w327TwyJ6wvaUBrABfx7mK23vdP27hoi2w8cAU7anpF0RNLhmj3W6/Mq2hDbYCwf05LtYPv99X0a2FOfLl9JmrT9ke39fdfcSN+suIh+eTKJc8lW4Gvbi7B04/wAWIRWy6h3fF0HPC5pSx13FNggaZo2M+ulcQZVa0A2SXqANpy1WdKk2gsSt9TamKsrGe4C5iXdA2yTtBP4DHi9F2+ZpiW/sbN9ijbEtnS9moI8afvL7jNjPZPd9dQdcXap1d17gQ20WsSFwOXAy7a/X+7cZfqcAq61fXBsgY6BpDnbj6zyNW6kJd6/gF9tLww5Zgq4xvYrqxlLrH0Z5opzhu0/gGfH3O1pYJekzYNvDv6/1Gyr46t9Hdvf0KZbd8UxQ3sTQBJJ5MkkIiJGl5pJRESMLMkkIiJGlmQSEREjSzKJiIiRJZlERMTIkkwiImJkSSYRETGyJJOIiBjZ3yw+kic8iy9LAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'DiskSize_StellarMass'\n", "xlim = (5, 13)\n", "ylim = (-2, 3)\n", "xlabel = r'$\\log_{10}[M_{\\rm disk}/{\\rm M_\\odot}]$'\n", "ylabel = r\"$\\log_{10}[R_{\\rm disk}/{\\rm kpc}]$\"\n", "zs = [0.1, 0.35, 0.65, 0.95, 1.35, 1.75, 2.25, 2.75, 3.5]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = correlation(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[ii]\n", " linestyle = linestyles[ii]\n", " data = np.log10(data)\n", " if len(data)> 1e3:\n", " ax.hist2d(data[:,0], data[:,3],\\\n", " range = [xlim, ylim], bins=50,\\\n", " norm=LogNorm(), label=label, cmap=plt.get_cmap(color_maps[ii]))\n", " ax.text(0.05,0.05*ii, label,horizontalalignment='left',color=color,\\\n", " verticalalignment='bottom',transform=ax.transAxes)\n", " else:\n", " ax.errorbar(data[:,0], data[:,3],\\\n", " xerr = [data[:,1]-data[:,0], data[:,0] - data[:,2]],\\\n", " yerr = [data[:,4]-data[:,3], data[:,3] - data[:,5]],\\\n", " label=label,color=color,fmt=marker,alpha=0.5)\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.05,0.95, \"z=%.2f\"%z,horizontalalignment='left',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower right')\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# GasFraction_StellarMass" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:10.093393Z", "start_time": "2018-05-04T07:05:09.783146Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'GasFraction_StellarMass'\n", "xlim = (5, 13)\n", "ylim = (-2,3)\n", "xlabel = r'$\\log_{10}[M_*/{\\rm M_\\odot}]$'\n", "ylabel = r\"$\\log_{10}[M_{\\rm gas}/M_*]$\"\n", "zs = [0.1,]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = correlation(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[ii]\n", " linestyle = linestyles[ii]\n", " data = np.log10(data)\n", " if len(data)> 1e3:\n", " ax.hist2d(data[:,0], data[:,3],\\\n", " range = [xlim, ylim], bins=50,\\\n", " norm=LogNorm(), label=label, cmap=plt.get_cmap(color_maps[ii]))\n", " ax.text(0.05,0.05*ii, label,horizontalalignment='left',color=color,\\\n", " verticalalignment='bottom',transform=ax.transAxes)\n", " else:\n", " ax.errorbar(data[:,0], data[:,3],\\\n", " xerr = [data[:,1]-data[:,0], data[:,0] - data[:,2]],\\\n", " yerr = [data[:,4]-data[:,3], data[:,3] - data[:,5]],\\\n", " label=label,color=color,fmt=marker,alpha=0.5)\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.05,0.95, \"z=%.2f\"%z,horizontalalignment='left',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='upper right')\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# sSFR_StellarMass" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-04-29T13:15:00.129319Z", "start_time": "2018-04-29T13:15:00.127693Z" } }, "source": [ "## Blue" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:19.653627Z", "start_time": "2018-05-04T07:05:10.094539Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/astrodatapy-0.0.dev23-py3.6.egg/astrodatapy/correlation.py:480: RuntimeWarning: overflow encountered in power\n", " data = 10**data\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'sSFR_StellarMass_Blue'\n", "xlim = (5, 13)\n", "ylim = (-14, -6)\n", "xlabel = r'$\\log_{10}[M_*/{\\rm M_\\odot}]$'\n", "ylabel = r\"$\\log_{10}[{\\rm sSFR/yr^{-1}}]$\"\n", "zs = [0.1, 0.35, 0.65, 0.95, 1.35, 1.75, 2.25, 2.75, 3.5]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = correlation(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[ii]\n", " linestyle = linestyles[ii]\n", " data = np.log10(data)\n", " if len(data)> 1e3:\n", " ax.hist2d(data[:,0], data[:,3],\\\n", " range = [xlim, ylim], bins=50,\\\n", " norm=LogNorm(), label=label, cmap=plt.get_cmap(color_maps[ii]))\n", " ax.text(0.05,0.05*ii, label,horizontalalignment='left',color=color,\\\n", " verticalalignment='bottom',transform=ax.transAxes)\n", " else:\n", " ax.errorbar(data[:,0], data[:,3],\\\n", " xerr = [data[:,1]-data[:,0], data[:,0] - data[:,2]],\\\n", " yerr = [data[:,4]-data[:,3], data[:,3] - data[:,5]],\\\n", " label=label,color=color,fmt=marker,alpha=0.5)\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.05,0.95, \"z=%.2f\"%z,horizontalalignment='left',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='upper right')\n", " ax.set_xlabel(xlabel,fontsize=15)\n", " ax.set_ylabel(ylabel,fontsize=15) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# HaloMass_StellarMass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## all & Blue & Red" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:19.939196Z", "start_time": "2018-05-04T07:05:19.654721Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features = ['HaloMass_StellarMass', 'HaloMass_StellarMass_Blue', 'HaloMass_StellarMass_Red']\n", "xlim = (9, 12)\n", "ylim = (11, 14)\n", "xlabel = r'$\\log_{10}[M_*/{\\rm M_\\odot}]$'\n", "ylabel = r\"$\\log_{10}[M_{\\rm vir}/{\\rm M_\\odot}]$\"\n", "zs = [0.1,]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " for feature, color in zip(features, ['black', 'blue', 'red']):\n", " obs = correlation(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " marker = markers[ii]\n", " linestyle = linestyles[ii]\n", " data = np.log10(data)\n", " if len(data)> 1e3:\n", " ax.hist2d(data[:,0], data[:,3],\\\n", " range = [xlim, ylim], bins=50,\\\n", " norm=LogNorm(), label=label, cmap=plt.get_cmap(color_maps[ii]))\n", " ax.text(0.05,0.05*ii, label,horizontalalignment='left',color=color,\\\n", " verticalalignment='bottom',transform=ax.transAxes)\n", " else:\n", " ax.errorbar(data[:,0], data[:,3],\\\n", " xerr = [data[:,1]-data[:,0], data[:,0] - data[:,2]],\\\n", " yerr = [data[:,4]-data[:,3], data[:,3] - data[:,5]],\\\n", " label=label,color=color,fmt=marker,alpha=0.5)\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.05,0.95, \"z=%.2f\"%z,horizontalalignment='left',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower right')\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# QC_2PTCF \n", "Quasar Clustering 2 Point Correlaion Function" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-05-04T07:05:21.289568Z", "start_time": "2018-05-04T07:05:19.940313Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yqin/3rd_party/lib/python3.6/site-packages/ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in log10\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature = 'QC_2PTCF'\n", "xlim = (-1, 3)\n", "ylim = (-3, 5.1)\n", "xlabel = r\"$\\log_{10}[r/\\mathrm{cMpc}]$\"\n", "ylabel = r\"$\\log_{10}\\xi(r)$\"\n", "zs = [4.5, 3.8, 3.2, 2.5, 1.5, 0.6]\n", "\n", "for z in zs:\n", " fig,ax = plt.subplots(1,1)\n", " obs = clustering(feature=feature,z_target=z,quiet=1,h=cosmo['h'])\n", " j_data = 0\n", " k_func = 0\n", " for ii in range(obs.n_target_observation):\n", " data = obs.target_observation['Data'][ii]\n", " label = obs.target_observation.index[ii]\n", " datatype = obs.target_observation['DataType'][ii]\n", " color = colors[ii]\n", " marker = markers[j_data]\n", " linestyle = linestyles[k_func]\n", " data = np.log10(data)\n", " if datatype == 'data':\n", " ax.errorbar(data[:,0], data[:,1], yerr = [data[:,1]-data[:,3],data[:,2]- data[:,1]],\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " elif datatype == 'dataULimit':\n", " ax.errorbar(data[:,0], data[:,1], yerr = -0.2*data[:,1], uplims=True,\\\n", " label=label,color=color,fmt=marker)\n", " j_data +=1\n", " else:\n", " ax.plot(data[:,0],data[:,1],label=label,color=color,linestyle=linestyle,lw=3)\n", " ax.fill_between(data[:,0], data[:,2],data[:,3],color=color,alpha=0.5)\n", " k_func +=1\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.text(0.95,0.95, \"z=%.2f\"%z,horizontalalignment='right',\\\n", " verticalalignment='top',transform=ax.transAxes)\n", " leg = ax.legend(loc='lower left')\n", " leg.get_frame().set_alpha(0.5)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel) " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": true, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": 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