From 8dc379405c47e8c60548b4de1804ed6eb0f709ca Mon Sep 17 00:00:00 2001 From: Jaime Forero-Romero Date: Tue, 1 May 2018 15:36:02 -0500 Subject: [PATCH] updated plots --- code/asphericity_stats.py | 12 ++++----- code/data_tables_plots.py | 2 +- code/plot_physical.ipynb | 52 +++++++++++++++++++++++++-------------- 3 files changed, 40 insertions(+), 26 deletions(-) diff --git a/code/asphericity_stats.py b/code/asphericity_stats.py index 48e2e58..0ad7100 100644 --- a/code/asphericity_stats.py +++ b/code/asphericity_stats.py @@ -23,7 +23,7 @@ def load_experiment(input_path="../data/mstar_selected_summary/vmax_sorted/", n_ i = int(f.split("_")[-3]) if i not in group_id: group_id.append(i) - print(group_id, len(group_id)) + #print(group_id, len(group_id)) n_groups = len(group_id) @@ -711,15 +711,15 @@ def plot_shape_obs_sims_normed(simulation, n_sat): def print_covariance(simulation, n_sat): def print_ab(a, b, c, d, e, f): print("{:.2f} \\pm {:.2f} & {:.2f} \\pm {:.2f} & {:.2f} \\pm {:.2f}\\\\".format(a,b,c,d,e,f)) - - print('simulation {}'.format(simulation)) + simulation_name = {'illustris1':'Illustris-1', 'illustris1dark':'Illustris-1-Dark', 'elvis':'ELVIS'} + print() in_path = "../data/{}_mstar_selected_summary/".format(simulation) M31_sim_stats, MW_sim_stats = load_experiment(input_path=in_path, n_sat=n_sat) cov_sim_M31 = jacknife_covariance(M31_sim_stats) cov_sim_MW = jacknife_covariance(MW_sim_stats) - - print('\\subsubsection{M31}') + + print('\\subsection{'+'{}'.format(simulation_name[simulation])+', M31, ' + '$N_s={}$'.format(n_sat) + '}') print('\\[') print('\\Sigma=') print('\\begin{bmatrix}') @@ -739,7 +739,7 @@ def print_ab(a, b, c, d, e, f): print('\\end{bmatrix}') print('\\]') - print('\\subsubsection{MW}') + print('\\subsection{'+'{}'.format(simulation_name[simulation])+', MW, ' + '$N_s={}$'.format(n_sat) + '}') print('\\[') print('\\Sigma=') print('\\begin{bmatrix}') diff --git a/code/data_tables_plots.py b/code/data_tables_plots.py index 558073e..408d7d0 100644 --- a/code/data_tables_plots.py +++ b/code/data_tables_plots.py @@ -95,7 +95,7 @@ asp.plot_shape_obs_sims_normed('elvis', nsat) if PrintCovarianceTables: - for nsat in range(11,12): + for nsat in range(11,16): asp.print_covariance('illustris1dark', nsat) asp.print_covariance('illustris1', nsat) asp.print_covariance('elvis', nsat) \ No newline at end of file diff --git a/code/plot_physical.ipynb b/code/plot_physical.ipynb index cda0432..2c86858 100644 --- a/code/plot_physical.ipynb +++ b/code/plot_physical.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 48, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -31,9 +31,9 @@ "d_obs_sigma = 100.0\n", "v_rad_obs = -109.0 - d_obs*hubble/1000\n", "v_rad_obs_sigma = 5.0 \n", - "v_max_M31 = 250.0\n", + "v_max_M31 = 260.0\n", "v_max_M31_sigma = 20.0\n", - "v_max_MW = 180.0\n", + "v_max_MW = 220.0\n", "v_max_MW_sigma = 20.0\n", "\n", "%matplotlib inline" @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -193,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "metadata": { "collapsed": true }, @@ -262,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -284,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": { "collapsed": true }, @@ -322,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -379,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -646,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -661,9 +661,9 @@ }, { "data": { - "image/png": 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UhASfP98oJd5vb8cfTp7EgFarOiYnORm3V1WhdtYsJg0U8rxKHoQQJQAa4boG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4k59g/s03W5MjbdsujY2NUMyaFXCfqtWroVq9GujuhrG1FXq9HitWrEBVVRXlPhAyjPX2\n9uLNN9/Exx9/DIvFgp6eHsTGxuLy5csO7dLS0lBUVETHyrtAMw8kLLKcZh6MjY1ucwzcMTY2Sr9X\nZGdDnpnpMPtgqK72WCPCHVfjUCgU0Ov1KC4uph0XhAxjly9fxp/+9Cd8/PHHiI+PR35+PqKjo9HR\n0eFwMFZiYiLWr19Py5RuUPBAwqKwoMDh6/rDh/1eyqg/fNjha01BASr37Bl0PoWnnRsbN26E0Wgc\nVP+EkPC4cOECXn75ZZw6dQoymQw//vGP0dPTIyVL9nf99ddj0aJFYRpp5KPggUSEJj9nHVw9U7h2\nLQBrkmTl7t0BL42426YJYFSenkfISCAIAl5++WWIoohJkyZh/fr1GD9+PN544w2YzWaHtrGxsVi6\ndGmYRjo8UPBAIkL/JQhfGPbtQ0ZamsM1ey6FbutWCC0tASdlGhsbYXDaSirdMxop34GQYaahoQHl\n5eXo7u7GzJkzcc8992DMmDHYt28fPvzwQ4e20dHRSEpKouUKLyh4IGGnLiyEfPJkn9sLzc1Q33uv\ny/oNmoICCM3NfvXnTJaaiqrq6gEBhCiK2LBhA/R6fcB9E0KG1qeffoq///3vsFgsyMvLg1qtRmxs\nLD755BPs2LED7f2q2zLGkJycDAC47rrrwjXkYYF2W5CQsZ9cCQCahx+GMi9PumcSRQgtLdKMg27T\nJpfPaZ94Ajm20tPOz6S7WEJQLlsGRXa2dZeEH2NTzJqFbU89BVlqKnS/+hUKCwpQuXs3tJs3A2Yz\n7CdaVFRU0CcSQoaRY8eOAQDy8/OxfPlyAMC5c+eg1+thsVgcgofk5GTpDAsKHjyjUzXdoFM1icR2\nqibxH52qScKJc45nnnkG7e3tuO+++zBhwgR0dHTgySefxPnz59HV1YXKykoA1lLUsbGxAICYmBg0\nNTVJX48WdKomIYSQUc9kMqG9vR1JSUkYP348zGYzXnrpJZw/fx4ApFmHhIQEh0BhypQpoy5w8BcF\nD4QQQkakEydOAACm2mYOd+zYgc8++0y6397ejri4OMQ7zfBmZWUN3SCHKQoeCCGEjEj9g4fDhw+j\npqbG4X5sbCwSExMHPEf5Dt5R8EAIIWTE4Zzj5MmTAKzBw7///W+H++PGjUN6errLZyl48I6CB0II\nISPO+fPn0dHRgZSUFDDG8MknnzjcLywsREtLi8tnadnCOwoeCCGEjDj9lyxqa2sdzq3IzMzExIkT\n0eymsi0FD95R8EAIIWTEsQcPU6ZMwYEDBxzuLVmyBM3Nzejr6xvwXHp6OtKcqteSgSh4IIQQMqJY\nLBYp34ExhnPnzkn3oqOjsXDhQjQ1Nbl8lvIdfEPBAyGEkBHlzJkz6O7uRnp6Oj7++GOHe7Nnz0Zy\ncjK++OILl8/SkoVvKHgghBAyotiXLK699lrU1dU53FuyZAkAuA0eaObBNxQ8EEIIGVHswUNPTw+u\nXLkiXR87dixmzZoFgIKHwaLggRBCyIhhNpulLZjOWzEXLlwIACgrK8MR28F4zih48A2dqkkIIWTE\n+Oqrr9Db24sxY8YMmF2YOHEifvCDH6ChocHls7Gxsbj22muHYpjDHs08kCEnNDdDXViIFXfeCcO+\nfW6vEUKIv+xLFl1dXVJtB4vFgtOnT2PdunVuAwcAmDlzJmJi6DO1Lyh4ICGjKS7G/JtvBps0CVm5\nudAUF0Nsa4M8MxO6TZtQf+QIRNupdq6uRRqj0Yi0tDQYjcaAnq+srIRarQ7yqAgh/Z04cQKcc5w9\nexYA0NbWhvfeew8HDhxAd3e3x2d//OMfD8UQRwQKsUjI6EtLITQ3Iys3F/onn4Ry2TLpnjwzE/LJ\nkx3au7oWbEJzM4TmZoex+Eomk0Eul0Mmk/n1nEajgUwmgyiKEATB79clhPimp6cHp06dQltbGzo7\nO/HZZ5/h8OHDsFgsSElJcftcfHw8fvOb30ClUg3haIc3Ch7IqGJsbITMww8RT+RyuccpT3f0ej0A\noLS0FPX19QG9NiHEuy+//BJ9fX346quvUFtbi0uXLgGw5jIwxlw+s2DBAjzzzDOQy+VDOdRhj5Yt\nyKiy8623wj0EQkiIfPHFFzh48CD27NkjBQ6ANXhwlpCQgMcffxxvvPEGBQ4BoOCBRDShuRmGffsg\ntrVJ18S2NhgbG/1KrBTb2lC6dSsq9+wJxTAJIWH2ySef4Be/+AWqq6sdDsFijA0IHhYtWoR//vOf\nWL9+PaKjo4d6qCMCLVuEmEajCfzhr78GosIb3+lLS8P22kJzM3QvvICy7dtRoddDtXo1AMBQXY2S\n55+HsbER/KuvpPaGffsgtrdDlpICoaUF6TIZ6g4fhm7TJpRt344mW6173datqNi9GwCgWbcOiuxs\nGBsbseGhhyC0tGDvzp0QmpthEkVU7N6Nii1bAFHE8uXLIQgCtm3bJq2NGgwGiKIImUwGQRCQnp6O\nuro66HS6of2fRcgo1dvbi61bt+Lpp59Ga2sr+vr6HAKC/oFDYmIiNm3ahHvuuQdRYf7ZOtxR8EAi\nljwzE/rSUhhqahyuq1avhiI7G1m5udI1obkZxqNHUVxU5HBNX14OANL1Xbt3Q1tUNCBhUpGdjYZ3\n30XazJkwVFdDtWoV0mUyaJ94AoA1WbKhocHhtD1BEGA0GlFcXOxwzZ7jQAgJrePHj+PBBx9EY2Mj\nzGYzADjMOgBAXFwcAGtZ6qeffhpTpkwZ6mGOSBQ8kIjnS4Kjobp6wDV5ZiYU2dl+vVa6TIZLra2Q\nZ2YCAFqPHQP6be/qvzZqMBgGvqZcDoVC4ddrEkL809vbi+effx7PPvssent7AQB9fX3o6+tzSIyM\niorC2LFj8cgjj+CHP/whzTYEEQUPZERQ5udLMxGqVaukN39NQYHffWXZnvX6mkqldAKfSqWSAotB\nLVURQjz6+OOP8eCDDw44LbO3txdms9mhyNO8efNQXl6OySHeAj4aUfAQYoOawj5xAoiPD95gRjB5\nZiYq9Hpon3gC2s2bIc/MhGrVKug2bfK/Lx9/0MjlclRUVECr1UKr1UIul0OlUlG+AyEh0Nvbi9//\n/vd47rnnpCUKO7PZjK6uLgDWBMmYmBjMnz8fr7/+usNSIwkemsMhI4Zq9Wo0ffABGt59F5qCAlTu\n2YMVd97p8RmhuXlwr6lSoampCQ0NDdBoNKisrMSKFSsG1SchxNHRo0excuVKPP300y4Dh8uXLwOw\nBg5XXXUVVq9eDY1GQ4FDCFHwQIYl5xLWpVu3Sts5FdnZKC4qQtMHH0BoaXHY5unMVa6Er0pLSyGK\novU1FQoUFxejqakJgiBI1wkhgevt7cVTTz2F7373uzh27JjL+x0dHbBYLIiKisKNN96I5cuXY+XK\nlVQKPsQoeCARL91FOej6w4cHXHMVCCjz8mDq90aeLpMF9ewMV0mTSqUSJpMpaK9ByGh05MgR3Hzz\nzXjmmWcGzDYA1lLUnZ2dAICxY8fi+uuvx8yZM7Fq1SqsXbuWkiNDjP7vkrBx9Sbu6tqKZctQ5xQs\n2Nv1X3Yoef75Ac+aRFFKngSswUT/vpwDE5OXGQPnGYWSkpKBr2kyUcU6QgJ06dIlFBcX47vf/S6O\nHz/usk1XVxeuXLmC2NhY5OTk4Nprr0VSUhJ+9KMf4fvf/77bUtQkeJjznlhilZOTw309h+D48eOY\nMWNG8AcxzBMmNcXFqD9yBMbGRuu2yVmzsO2pp2ASRWg3b0blnj2QZ2ZCU1AA1apVA671r9mgKS7G\n/Nmzpa/X3HIL0mbOhCw1FdtKS2ESRSjz82GorpYCAqGlxWHnhZ26sBAL5s6FLCUFhbbdGMbGRpRs\n2SK9vjIv75sCWd3dEDiHVqtFZWUl5HI5tFotAOssg8FgQHp6uvU1BcFh5wVg3X0hCALq6+shiiKU\nSiXkcjk0Gs2I39YZsu8NMuL09vbiD3/4A5555hm0e5gdvHLlCnp6ejBx4kQsWrQIXV1daG5uxve+\n9z08+uijQzjikYcx1sA5z/GpLQUPrlHwQCTd3cDUqeEexbBEwQPxhnMOg8GAxx57zOups/Zlipyc\nHMjlcjDGcOrUKUyZMgUFBQVYsmTJUAx5xPIneKCtmoQQQsLis88+w29+8xu8//77HttxztHR0YEJ\nEyZg8eLFSEpKAgAkJydj3rx5iImJwVQK8IcUBQ+EEEKGlCiK+N///V/86U9/Ql9fn8e2nHP09vZi\n4cKF0mwDAGRkZGDdunXYuXMnkpKSMGHChKEYOrGJuOCBMaYEsAJAEwAZAHDO/T6diTGmArDA9qU9\nK07LOac9dIQQEgZmsxmvvvoqnnrqKZ+2M3POMXnyZEyfPh2JiYnS9YkTJ+JnP/sZDtuSn6dOnUpJ\nkkMsooIH2xv+HZxzdb9rSsZYFefc58o7jDEdgCrOubbfNTmAvYwxNefc88IaIYSQoHr//ffxm9/8\nBp999plP7WfPno0JEyYgISHB4fp1112H+++/H9HR0Th48CAAYMGCBa66ICEUMVs1GWMyABUANvS/\nzjk32O4X+tiPov9z/foRbH1T7WBCCBkigiDgv/7rv3DXXXf5FDhcc801ePTRR3H99dcPCBzmzJmD\nBx98EElJSaivr8eVK1cwefJkZPp4Hg0JnkiaeVgDQHCzrFAFQAOgzId+lLAueQzAOTfagwtCCCGh\n097ejmeffRavvPKKdPKlJ0lJSfjJT36CnJwcbN++fUAuxNKlS1FQUICoqCj09vbigw8+AAAsW7aM\nlizCIGJmHgCoAbhbThAAKGyzE772NYBt6YKWLAghJET6+vpQXl6OpUuX4qWXXvIpcFCr1di/fz9m\nz56NV199dUDgcPPNN2PdunVS1Uij0YiOjg5MnDhROtmWDK1ICh5y4Dl4sLfxphKAkjFW4SLY0IKW\nLQghJCQ++OAD3HTTTSguLsalS5e8tp8/fz727NmDZ599FgcPHsRrr70G59pDa9aswa233irNLpjN\nZuzfvx8AzTqEUyQtW8gAeEu/9TrzwDkXGGMaAHpYgwg159zAGCsG0OCcC0EIIWRwWlpa8D//8z/Y\ns2ePT+2vuuoqPPLII7j11lvBOcf27dtR7XQ2TVRUFO655x4sWrTI4frhw4fR3t6OCRMmYPr06UH7\nMxD/RFLw4Ik9qEj3pTHnvIwxJsCagFll+72ac2709JwtKbMQACZPnjyI4RJCyMh3+fJlbNmyBXq9\nHj09PV7bx8fH4/7770dRURGSkpLQ29uLV155BYcOHXJoFxcXh3vvvRc33nijw/W+vj4pyMjPz6dZ\nhzAKafDAGNvJOb8jlK/hgQzWBEsFrEmUFYyxFZ62aXLOy2zPICcnh+p2E0KICxaLBRUVFSgpKcH5\n8+d9eub73/8+HnnkEUyaNAmA9YyKrVu3DtiBkZycjJ/85CcuK0YePXoUoigiIyMDM2fOHPwfhARs\nUMEDY2wurLMB7pYTwrKzwVbnoc5e58E2o6AH0GQLIGjpghBCAlBfX49HH31UKtDkzezZs/H4449j\n4cKFAKyFn1paWvDnP/8Zp06dcmiblpaGBx98EFddddWAfiwWi8OsAx25HV4BBQ+MsakAGuA9B8Hf\nT+/u+rNfN3nrwBYoXOKcV0qDsC5jGGDd8lnFGEujSpOEEOK706dP43e/+x3efPNNn9qPHz8eGzdu\nhFqtRlRUFC5duoTa2lrU1tbi7NmzA9pfffXV+NnPfoa0tDSX/R07dgwXL16ETCZDdnb2oP4sZPAC\nnXnQwVpwycA5b3PXiDHm27GUVgLc5zSk92vjjZZzPmDvji2Rcj6AE7DWlPClZgQJAaG5GdrNmyG2\nt0NbVATlsmUur5GhZTQaUVJSAkEQsG3bthF/XDjxTV9fH7Zu3YpnnnkGXV1dXtvHxsZCo9Hgpz/9\nKaKiorB//37U1tbi888/d/tMVlYW7r//fiQnJ7u8zznHvn37AAB5eXmIjo4O7A9DgibQ4KGOc/66\nD+12+tGnEV5mHnxIePS4Y4NzLjLGSgDQxuAhoCkuRv2RIzA2NkKemQllXh50mzZBnpkJ3aZNmL9y\nJcT2dgBweS3SGI1GLF++HHv37g3ojbWyshI7d+5ERUXFgHtarRYGgwFGoxEKhQI5Od/sSjaZTBBF\nERqNBiqZY5Z7AAAgAElEQVSValB/Bk8UCgV0Oh2ysrJgMnmd5COjwFdffYUHHngAtbW1PrVfuXIl\nfvWrX6G9vR3l5eVobGyE2Wz2+Mzs2bOxYcMGxMXFuW3z6aef4vz580hJScHcuXP9+jOQ0Ag0eGj1\npRHn/Ck/+qyC+xoMC2ANLry9nuhjIak6P8ZFAqQvLYXQ3Iys3Fzon3zSYTZBnpkJudOOFlfXgk1o\nbobQ3BzQzIZMJoNcLodM5mutMiuNRgOZTAZRFCEIrifPdDodBEFAVlYWdDodlEqlw31RFLFhwwbo\n9XpUVVX5PXZfyeVyyOXykPVPho+///3veOihh9DuQzA/Y8YMFBYWwmw24/nnn0dnZ6fH9tHR0Zg1\naxaWLFmCuXPnetw10X/WYenSpYiJGS6bBEe2QP8WGGMshXPu8V8VY+w2zvkbPva5C4COMSZ3sSNC\nBafAwhYkKPvnNtgIjDGlh6TIFXBTgZKMfMbGRshSUgJ6Vi6Xo6Ghwe/n9Ho9AKC0tBT19f6s5H1D\nJpOhoqICarUaK1asCGkAQUa3jo4OPProo3jttde8tk1JScHNN9+MhIQE/POf//TaXi6XY/HixcjJ\nyXG7ROGsqakJp0+fRnJyMi2lRZCAggfO+TbG2HrGmMA59/QvRgPAp+DBNmuwAdZdEdIJmraTNgXb\nNsr+KmAtAqV1OrJbDevpmdr+AYQt2NAB0FGy5Oi18623oCkoCPcwArZt2zakpaWhsrIypEsYZHQ6\ncuQIioqK3M6QAdaZAIvFglmzZmHy5Mm4cuUKrly54rb9+PHjsWjRIixatAjf+ta3/BpP/1mH3Nxc\nxMbG+vU8CZ1Ad1v8A9YkRrntTdndvzS/5j8555WMMdG21bIJ1lyHDDfHcVfBWq7a+fRMEcB8xpjO\nVmmy/+Ktjo7jHl7syww5c+ZAlpoKABDb2iC0tMDU2urz8oPY1oay7dtRuWfPsA4eZDIZVCoVSkpK\nKHggQWOxWKDX6/Hkk0+6PYuit7cXPT09GDduHBYuXIgUDzN4Y8aMwYIFC7Bo0SJMmTIl4GJOzc3N\naGlpQWJiokMeEAm/QJctFsD6pr3LQ5txANb727FttsBrHQbbbEOph/taf1872CZOnDi4Dvr6gAio\noHba6DXdJCSE5mboXngBZdu3o0Kvh2r1agCAoboaJc8/D2NjI/hXX0ntDfv2QWxvhywlBUJLC9Jl\nMtQdPgzdpk0o274dTSdPAgB0W7eiYvduAIBm3ToosrNhbGzEhocegtDSgr07d0JoboZJFFGxezcq\ntmwBRBHLly+XdiLY37gNBgNEUYRMJoMgCEhPT0ddXR10utAdobJgwQJUVlZKr2tnNBqlZZGGhgao\n1WqH3Amj0YgNGzZAEATs3bsXgiDAZDKhoqICFRUVbnM5ysrKoNFoAACFhYXSMgwZGc6dO4ef/vSn\nA8pDA9ZzJHp7e6WAYu7cuZgxY4bLGguxsbGYM2cOFi1ahBtvvDEoOyLssw6LFy9GfHz8oPsjwRNo\n8CBwztd4a2SrB0FIQOSZmdCXlsJQU+NwXbV6NRTZ2cjKzZWuCc3NMB49iuKiIodr+vJyAJCu79q9\n2+VWUEV2NhrefRdpM2fCUF0N1apVSJfJoH3iCQDWT/wNDQ0Oe9AFQYDRaERxcbHDtVC/udoTGuvr\n66XgwB4IFBYWSu3syZf2QEehUEh/BoPBAJVKhfT0dGi1nuNspVIJpVLpMcAgw9N7772Hn//852ht\n/SYHvq+vT5plsB9SNXbsWCxduhTjxo1zeJ4xhmnTpmHx4sWYN28eEhMTgza2U6dOQRAExMfHSwWm\nSOQINHjwNeFwQ4D9EyLxJcHR4OJTkzwzEwo/i8mky2S41NoKeWYmAKD12DGgu/ubPvvtRDAYBk6Q\nyeXykCd12d/ARfGb1J3Kykro9Xo0NTVJ1zQaDfR6/YDljfT0dFy6dEn6s/R/43AmiiIqKyspQXOE\n6erqwuOPP44//vGPAKy5BT09Pejt7R1wHLZcLseCBQsc8g0mTpyIxYsXY+HChW6LOg2WfdZh4cKF\nQQ1KSHAEmjB5wv57xth/wprgKIc19+FDzvlfbe3cFpAiJJiU+fnSTIRq1SrpzT+Q/IYs27NeX1Op\nRFaWtWSISqWS3oztU/yhYg8a+s8COG/tBKw/9N3Va7CP29vraLVaWqYYYY4fP46ioiJ88skn0pKE\nq1oMsbGxUs4CAKSmpkqJj5MmTQrpoVRnzpzBZ599htjYWCxevDhkr0MCF/CGWcbYFACVsJ5fYf8I\nJLPdawCg4pw3D3J8hPhEnpmJCr0e2ieegHbzZsgzM6FatQq6TZv878vHWhNyuRwVFRXQarXQarWQ\ny+VQqVQhzXcAIAUE/WdBFAoFFAoFRFHErl27pNyL/rMTzmP3RBRFlJSUoKysDDqdjpYrRgDOOf7w\nhz/g17/+NTo6OtwmRgLAt771LSxduhQZGRlQKBRYtGgRpk+fPmTnSdjzL/zZ0kmG1mCqbVQCKHGu\nNGnLc1ADqGSMLfdWC4KQYFGtXg3V6tUwNjbCUF0NfXk5jI2NqPKwX11obpZmKQJ6TZUKKpUKRqMR\nBoMBer0eRqMxpNP8DQ0NA4o5iaIItVoNhUKBjRs3Sm/2lZXOZVB8U1VVBb1eL/VLyxbDF+cchw4d\nwoMPPgij0SjlMbjCGMPs2bOxZs0aLF26FLNnzx7yRMXz58/j2LFjiImJQW6/vCYSWQLdqvlLAOr+\nyxd2tmuljLFKABtt/41Kp0+fHlwHJ04AlGHsknMJ69KtW1G4di1kqalQZGdDkZ2N4qIiZOXmQmxr\nk7Z5OjNUV6MwwOChtLQUhYWFkMlk0if/4uJiZGVlDdgJESyiKKKsrGzAUoJarYZcLnc76+HveOxL\nL3q9nupKDFMXLlxAbW0tdu3ahbfffttjLQbAeqLlr371KxQUFHjchhlqNbYE6Xnz5mHs2LFhGwfx\nLNA5KOYqcOjPVk+BCuSTQUt38aZX7+I4YFdJk8q8PJj6Td2ny2RBPTvDVdKkUqkM2dkQWq0WCoXC\nYVeFfRxqtWMec/9CP7t2edpV7dm2bduwYcMGt0sgJHJ0dHTg/fffh06nw8aNG/Hb3/4Wr7/+utvA\nISoqCvHx8bj99ttx7NgxFBUVhTVwMJlMaGxsRFRUFJYuXRq2cRDvAg0efP0p4u+R3GQUcfUm7ura\nimXLUOcULNjbCc3fpNWUPP/8gGdNouiwLKHMy3PoyzkwMXl5g3R+Ay0pKRn4miZTSM6HUKvVqK+v\nx969ewfcs9eZcDUWwLrDwvmaOyaTyaGNPRl0wwbaPBWJent7YTQasXXrVjz00EP4y1/+go8++gjv\nvvsujh8/PqA9YwxxcXEYM2YMJkyYgJdeegl/+tOfwho02NXU1IBzjjlz5lCeTYRjnta/3D7E2HrO\n+cs+tPsl5/x/AxpZmOXk5HBfzyE4fvw4ZsyYEfxBDPNlC+dTNRWzZmHbU0/BJIrQbt6Myj17IM/M\nhKagAKpVqwZc61+zQVNcjPmzZ0tfr7nlFqTNnAlZaiq2lZbCJIpQ5ufDUF0tBQRCS4vDzgs7dWEh\nFsydC1lKCgptuzGMjY0o2bJFen1lXh70pbYaZN3dEDiHVqtFZWUl5HK5VBtBqVTCYDBIb86CIDjs\nvACsSwCCIKC+vh6iKEKpVEIul0Oj0UjbOn05VVOtVg+YcbCzH6e9YMEC6YduYWGhtPygVquRnp6O\nkpIS6c+gVCodlj/sfVRWVkKhUECj0aCwsBCCIGD+/PkQRREKhcKv47pD9r0xynHO8fnnn+PgwYMw\nGo3SzALnHE1NTairqxuw5TI2Nlb6DwDmzJmDrVu3YurUyCjH09bWhueeew6cc/zkJz9xCHjJ0GCM\nNXDOfSrlGWjwcDuAqZ4CA9vR102+BBmRiIIHIunuBiLkB+xwQ8FDcJ05cwYHDx5EbW3tgPoc3d3d\nqK2tRUtLi3QtOjoacXFxiI2NlbZWMsZw//3346GHHoqosyLefvttfPjhh5g9ezZuu+22cA9nVPIn\neAi0zsPrjLFdjLE6ADthre8gwrpVUw7rgVhGzvmoTZYkhJBgaGtrQ11dHQ4ePIgvv/zSZZvOzk5U\nVVXh66+/RlRUlBQwOG+tnDBhArZs2YK8vLyhGLrPvv76axhtZfDz8/PDPBrii4C3anLO1zDGCgE8\nCWvQwAHYq4ZoOOfbgjA+QggZdXp7e3Ho0CEcOHAAx48f97i9EgA+/fRT9PT0YMyYMW7PlLjpppvw\n9NNPR+RywIEDB2A2mzFz5ky/T94k4TGYOg+wHZNdZqvtIIf1zAuPuzAIIYS4durUKdTU1KC2thad\nnZ0e28bGxmLu3LlYtGgRfvjDHyIhIcFlu/j4eDz22GNYt25dSKtCBqqjowN1dXUAaNZhOBlU8GBn\nCxgGBA2Msbmc84+C8RqEEDISdXV14cMPP0RNTQ2amz0X5WWM4YYbbsDixYsxd+5cJCQk4OTJkzh3\n7pzL9jNmzMCLL76IadOmhWLoQXHw4EH09vZi2rRpuPrqq8M9HOKjoAQPHugA3BTi1yCEkGGFcw5B\nEFBTU4P6+nr09PR4bH/NNddg8eLFDrtp7D788EOXz0yfPh1vv/12RB9lfeXKFWn8y5xOuiWRzWPw\nYNsxkco5L+p3bTmseQ7e2JMnCSGEwJoYePDgQdTU1ODs2bMe2yYnJ2PJkiXIzc3FpEmT3LZzFzzk\n5+dHdOAAWMfe3d0NuVyOa665JtzDIX7wNvOwBoDF6ZoJwHwApQAueXiWAdAGPjRCCBn+LBYLjh8/\njpqaGhw+fHhA/YX+GGOYMWMG8vLyMGfOHMTEeJ8cdhc8LFq0KOAxD4Xe3l4cPHgQAM06DEce/2Vy\nzl2d2ysCMHDOH/bWOWPMp/2ihBAy0ly6dAkffPAB9u/fP6Amg7O0tDQsXboUubm5yMjI8Os1vvji\nC5f3FixY4Nd4h9qlS5dw5coVZGRkIHMQh9OR8PA758GWHPkdH5tTPVtCyKhhNptx5MgR1NTU4Nix\nYx63WEZFRWHu3LlYunQpZs6cGdBx1/ZdCs6mTJmC8ePH+93fUGprawNgLZ0eibtAiGchTZjknLeF\nsn9CCIkEZ86cwf79+3HgwAFcvnzZY9sJEyYgLy8PixcvHvR5EsN1yQL4JniIhDM1iP8CPZJ7Cuf8\npIvrt8OaJNkKoJ62aRJCRqru7m40NDSgpqYGTU1NHtvGxsYiJycHeXl5yMrKCton7eEcPLTbDrdL\nTU0N80hIIAKdedABuMP5Iuf8dfvvGWPzfD1AixBChgPOOZqbm1FTU4O6ujp0dXV5bJ+ZmYm8vDws\nWLAAiYmJQR3LlStXcOTIEZf3Fi5cGNTXCgX7zAMFD8NToMGD17CZc37Itq2TEEKGtY6ODqmQ06lT\npzy2TUpKwqJFi7B06VJce+21IRvToUOHYDabB1zPyMiImJMyPaFli+Et0ODB61GcjLEUACsADMsj\nuQkhoxvnHJ9++ilqamrcvlH3N23aNOTl5UGhUAzJaZXuliwWLlw4LBIQadliePMaPDDG5sF6SqYc\nQJrtstx2oqY79gJR6kGPkIxKxsZGlGzZAqGlBdueegqK7OxwD4mMEqIo4sCBA6ipqcHFixc9tk1J\nSUFubi6WLl065LsbamtrXV4fDvkOFotFCh5o5mF48ho8cM4PAbgXAGynaL4EoAlAg4fHmgBU0iFZ\n/fz610BLi3/PfP014OaEvJCbNAl46KGgdSe2taHk+ecBABlpabhk2/e+YM4cqFavHtBekZ0N3aZN\nyMrNhcnLHvmRyGg0Yvny5di7dy8UCkW4hzPiWSwWNDY2oqamBo2NjR63WDLGkJ2djby8PMyaNcvt\nKZahZDabUV9f7/LecMh36OjogMViQXJysk+FsEjk8etvjXNeZpsOW845vzc0QxqhWlqAKVP8e6a1\nFQjXN9aXXwatK8O+fdA+8YTLGYTSrVux4s47UaHXQ+Y0fSnPzIR8BBePEQQBgiBAqVQOuCeTySCX\nywecY0CC6/z58/jggw/wwQcfSGvw7owbNw55eXlYsmRJ2P5ezGYzPv30U/zrX/9CR0fHgPuJiYm4\n8cYbwzAy/1Cy5PAXyDvTTgD0N058YmxshPree3HiwIEBwQEAFBcVQZaSguV33IGGd98NwwjDx2g0\nun0TksvlaGjwNLlHAtXb2wuj0Yiamhp89tlnHtvGxMRg3rx5yMvLw/Tp04c0l8C+s+Ojjz7CoUOH\n8NFHH6GxsdHjDo/58+cPSb7FYFGy5PAXSIXJNgBPhWAsZARafscd2PjAAy4DB7vCggLoy8uh3bwZ\nuk2bhnB04bVz505oNJpwD2PUOHXqFGpqalBbW4vOzk6PbSdNmoT8/HwsXLgQycnJQzK+Cxcu4KOP\nPnIIFkRR9KuP4ZDvAFCy5EgQ0jlxxtjnnPPrQ/kaJHKVlZdDbGtD4dq1XttqCgqg0Wq9BhojgSiK\nKCsrQ2VlJQUPIdbV1SVtsWxubvbYNj4+HgsXLkReXh4yMzNDOstw+fJlHDlyxCFQ+Oqrrwbd73AJ\nHmjZYvgLtMLkf8K6o8KTdNCR3KNaxe7dkGdm+hQMKPPzAQCG6mqXCZSVu3dLv687fBiaggKHfAjD\nvn0Q29shS0mB0NKCdJkMdYcPO8xkCM3N0JeXY8GcOTCJIsT2dhQXWU+bNzY2YsNDD0FoacHenTsh\nNDfDJIqo2L0bFVu2oKy0FCUlJRBFESqVChUVFVK/paWl0Gq1UCgU2LZtGwBIyWwNDQ1Qq9UOeQ1l\nZWVSRUKdTif1pdFooFAoIIoili9fDkEQsG3bNqhUKulZe+BhX+4QRRGFhYXS14IgQK1WQxAEqV9R\nFGEymVBVVYVt27Y5LJUYDAaIogiZTAZBEJCeno66ujrodDqvf2eRinMOQRBQU1OD+vp69PT0eGyf\nlZWFvLw8zJ8/PyRHWPf29uLYsWM4dOgQDh8+jEOHDuHzzz/3mJQZiLlz5yI3NzeofYYKLVsMf4HO\nPJSBAgPiRf2RI8iZPduntum2N7S6w4cHBA/68nJUlJVJX6tWr0ZWbi6qduyAPDMTQnMzjEePSoEA\n8E2gYGcPDvrnVWg3b5aWShTZ2Wh4912kzZxpDWBWrUK6TAbtE08AAIqLi6FSqZCVlSUFCHbFxcWo\nq6tDRUWFlARZWFgo3c/KyoJOp5OCgOLiYgDArl27oNVqByRMymQyNDQ0IC0tzeG6IAjQaDSoqKhw\nCB7UarV0zZ4rkZaWhqqqKmg0Gsjl33yrqtVqVFVVSf0ZjUZpPPZrer3exd9Q5LNYLHj//ffxr3/9\nC+fOnfPYdsyYMViyZAmWLl2Kq6++OqhjEATBYUbh6NGj6O3tDdpruKJUKvHYY48FdLhWONCyxfAX\naPAgAljBOd/rfIMxlgogBwBc3Sejh9jWBpmPnyzssxOii4z3FcuWDbimLSqCRqtF1WuvwVBdPeC+\nPDPTYWfHhocewsYHHnBos/GBB5A2c6bDUkm6TIZLra3SrEbrsWNAd7e1T7kcCoUCu3btcggO7G/q\nAFBZWQm9Xu9w1oFGo4Fer3eYQfBF/zd9ez8ajcZh5kAmk0GtVmPDhg0OsyFyuRyiKDr0kZOT47BM\nYjAYXL7mcN0a+uabb+If//iH2/uMMcycORN5eXmYPXt2ULYInj17FocOHZIChcOHD+Prr78edL+e\njB07FnPmzMG8efMwd+5czJ07N6gB0FCgmYfhL9Dvnp3uAgNbQuVexlgqY+w2zvkbgQ+PDGey1FSI\ntk8Y3tiDBldLHOkudiTkzJkDjVYLsa0Nyvx8ZNmma1WrVklv/JqCAgDWWQhjY+OAbaKy1FTIUlNR\nf/gwlP0ClCwP20PtgUD/4MFgMEhfu9p2KZfLYTKZ3PbpC0EQYDAYHAIEO6VSCY1GIy0/2M2fP9+h\nnfPODqVSiaysLACASqWSAo3hmofh7njqtLQ0LF26FLm5ucjIyAi4/7a2Nhw+fNhhVsHbDMdgxcbG\nIjs7WwoW5s2bh6lTpw6bGQZXzGYzLl++DMYYxo4dG+7hkAAFFDxwzr3utuCctzHGAv9OJcNezuzZ\nqHdzcI+z+sOHAViLRvlCPnmy9Jxy2TJU6PXQPvEEtJs3Q56ZCdWqVVK+g7GxUfrV/nu7NatXI91p\necDetyuFhYXQaDQQBGHAzAAAKBQKKW9h165dUg6Bv1nzzoxGI4CBAQDwzQxFfX29Q/CSnp7usU+5\nXI6KigpotVpotVrI5XKoVKphme/Q3d09IEBTKBTIy8vDjBkz/H6z7e7uxtGjRx12PwiCEMwhD8AY\nw/XXX4958+ZJwcLMmTOHxdZLf9hnZlJSUoZ1EDTahboCES1ojWLq1athqK6G0NzstdhTlW3pwZ44\n6Y3zDIVq9WqoVq+GsbERhupq6MvLYWxsRNVrrzm0cebqmjcqlQp6vR46nQ4Gg8HhDdueg6BQKLBx\n40bpzb6ystJrv+4CklBSqVRQqVQwGo0wGAzQ6/UwGo1SXsRwcfbsWYevx48f7/MMSl9fHz7//HMp\nmfHQoUM4fvy417MsBmvSpEmYO3eutPyQnZ09Kj6J05LFyBCy4MF2MFbk10klIVNYUADtE09AX17u\ntX5D2fbtKFy71udtmoJt213OnDko3bpVelaRnQ1FdjaKi4qQlZsLsa1NWq7wJYjxhUajgVqthk6n\nG1AhUq1WQy6Xu/307ry00F//5Q9n9jwEV8/bPxHn5OT49ecoLS2VdmrYZ0yKi4uRlZXlcZyR6MyZ\nMw5fu8sB4Jzjq6++kpYd7HkK3uo+DFZqaqq07DB37lzMmTNnyM/CiBSULDkyBLpV8z0A3s58lcN6\nqiYZxSpeegkr7rprwNbK/rSbNyNdJoO+tNTlfZOLKf/KPXugzM+Xgg1XWzyVeXkwiSLkmZlQ5uej\ncs8ehx0ZgDWgENvb/Tp4yx4sVFZWDlgaMBgMAz6195/u7p9smZ6e7vNyhrtkTfs4lEplQG/2BoNh\nQCKnUqmEyWQaVsGD88zDVVddBQAwmUxSkGBffrh06VJIxxIfH4/Zs2c7zCqEum7EcEIzDyNDoDMP\n6QAOAXB3sqYIYJcteZKMYsply1C1YwdW3HWXtLWyP+3mzTBUV6PhnXfc9uGcdCm2tUFfXo6qHTuk\nayXPPz8geLAHDgCg1+mw4q67HBIqAQwIKFwFKq4UFhZiw4YNOHHC8ew3e70EZ/b1+P7BhlKpRF1d\nnfTm7RyIOAcWFRUVUKvVWLNmjUNdh507dw5IpLTXdnCl/6xCSUnJgODBZDIN+fLJYJ09exZmsxkm\nkwkXL17E+fPn8dRTT3ktDDVYUVFRmD59usOswrRp00ZcnkIwUYGokSHQ4MEEYD3n3LdUejKqKZct\nQ8M776Dk+echtrUhy3ZAWNPJk1ixbJnHJQ1lXh6Ki4pQuXu39Mbe1NyMhnfekWYdZCkpqNDrUVZe\nLu3MEFpaHPqVZ2ai4Z13oN28GVlTpkA+eTJMouhQJKpkyxaIbW3QPPwwlHl5bmdCALjc3QAAe/fu\nlYpJ2e8VFxejqalJWu6w0+v1UKvVKC0thUwmk2YUBEGAVquVfjWZTCgsLIRcLpf6z8jIgEwmQ1NT\nE/bu3esQTNif1el0EEURxcXFqKysRElJCQDr0opWq4VMJkNFRQXKysqkwMX+XKSzHxBlX354/fXX\nceHCBanw0pgxY0Jy2mVmZqbDzodZs2YhKSkp6K8zktGyxcjAAqlyxhibOtKP287JyeHujrx1dvz4\nccyYMcNzo1F+JPew1t0NTPW2Skdc8el7wwtfDohyPhEzJSVl0MsEGRkZDrUU5s6d63UHC/HuxRdf\nxLlz51BYWIiJEyeGezikH8ZYA+fcp+SpQLdqjujAISQef9z/Z06cAEJQLpeQSObvAVEWi8Xha8aY\n34FDUlIS5syZIwUJ8+bNw6RJkyhPIQRo5mFkGNRuC9uOikIAC2BNkBQAfMg5fzoIYyOEjAJHjx7F\nvn37Aj4gqq+vz+Frb8sVMTExmDFjhrT0MGfOHFx//fUhWeYgjnp6enDlyhXExMTQcs8wF3DwwBi7\nDcDLsB6QZbRdng9AzRj7FQAV5/xfgx8iIWQkMpvN+MUvfuGyaqY/nGcenAsPyeVyh50Ps2bNCskB\nWMS7/jstaFZneAt0q+ZUAKUA1G7Ot1ABKGWMLaekSkKIK1u2bBl04AA4zjwkJiZiwYIFWLlypVRP\ngabHIwctWYwcgc48FHPOr3N3k3NeyRgzANABuC/A1yCEjFAfffQR/u///m9QfdgPiBJFEdHR0Rg3\nbhySkpLw85//HDfccEOQRkqCiWo8jByBBg9Gbw045yJjzGs7Qsjo0tnZiQceeGBAroInsbGxmDVr\nlsPyg1wuB2MMP/vZz9BtO/kUcF9dkoQf1XgYOQINHnzd3+n/PlBCyIj2+OOPezxkyp8Dokwmk0Pg\nkJiYSJ9qIxgtW4wcgQYPvma6pHlvQggZLQwGA/785z+7vJeSkgK9Xg+FQuHzAVGuzrSgRLzIRcsW\nI0eg56HuYoyt99SAMfZLAIPPhhomAim2RchI5vw9cfHiRfy///f/3LYvLS3Ft7/9bb9OlnR3pgWJ\nTLRsMXK4nXlgjC0HUOzh2SzGmA7W2g7O5AB2wVrGesSLioqCxWKhfeKE9GOxWKRtk5xz/PKXv8TF\nixddtr3tttvwve99z+/XoOBh+OCcS8sWNPMw/HlatpDBWvxpF6wHXTk75OFZ+/bNjbb/RrSEhAR0\ndnb69YmJkJGus7MTiYmJAIAdO3bgvffec9lu0qRJeOKJJwJ6DV+P4ibh9+mnn6K3txcJCQlISEgI\n93DIIHkKHgRYT8a8d6gGM1yNGTMGoihizJgxtN5KCKyfMkVRRHJyMk6ePIlf//rXLtsxxvD73/8+\noE+ivb29OH36tMM1mnmITF9++SUqKysBALm5uWEeDQkGtzkPnPNDsNZpIF6kpaXBbDbjzJkz6O7u\npi33VdkAACAASURBVPwHMmpxztHd3Y0zZ87AbDZj7NixeOCBB9DZ2emy/X333YclS5YE9Dqvvvoq\nOjo6pGuxsbEYN25cwGMnoXHx4kX85S9/gdlshkKhQH5+friHRILA426LwR6AxRibyzn/aDB9DAdR\nUVG49tprYTKZ0NLSArPZHJyOL14EYgZ1/AgJBrMZ6HeCI/EsJiYGqampGD9+PJ577jkYja7Lvcyc\nORPFxZ7Sqtzbu3cvamtrHa4tWrRoQGlqEl5ff/01ysvLceXKFUybNg2rV6+m2dkRItTvTDoAN4X4\nNSJCTEwMxo8fj/Hjxwev03vuAaZMCV5/JDAnTwJ//GO4RzHsGI1GPPvssy7vxcXF4YUXXkBcXJzf\n/R4/flyaAre7+uqroVarAxonCY3u7m5s374doihi0qRJUKlUFNyNIB6DB8ZYCYBUznlRv2vLATzp\nQ98yWHddEEJGmY6ODo9VJB955BFMnz7d734vXLiAsrIyh6XBxMRE3HfffZSEF0H6+vqwc+dOnD17\nFhkZGbj77rsDChRJ5PI287AGgMXpmgnW0zNLAVzy8CwDoA18aISQ4eqxxx7DyZMnXd7Lz8/Hf//3\nf/vdZ3d3N7Zu3eqQP8EYw/r16zFhwoRAh0qCjHOOv/3tbxAEAcnJySgoKEBycnK4h0WCzFvOQ5aL\nyyIAA+f8YW+dM8Zy/B0QY0wJYAWAJlhnL8A5L/W3H1tfCli3ivavN6HlnLvaekoICYKqqiqUl5e7\nvJeamornnnvO7+lrzjn++Mc/Dthd8YMf/ACzZs0KeKwk+AwGA44cOYK4uDisXbsWaWlUaHgk8jvn\nwZZE+R0fm2/wp2/bUd53cM7V/a4pGWNVnPMVfvZVCEADYLk9WGCMyWDNw9D40xchxDcXLlzwWkUy\nkO2U77zzzoDEy5ycHNx006hIqRo2amtrsX//fkRFRWHNmjWYOHFiuIdEQiTg7BXG2BRvbTjnbX70\nJ4O1nLVDwME5N9juF/rRlxLWGYb5TrMM22BdiiGEhMCvf/1rXLrkejVTpVLhlltu8bvPI0eO4K23\n3nK4ds011+CHP/whZe5HkGPHjuHdd98FAHz/+9/HddddF+YRkVAKKHhgjL0HoIkxFswao2sACG6W\nFKrg32xBBVzXqKgCUBbA2AghXly8eBG7d+92ee+aa67B7373O7/7PHv2LF555RWHBMnk5GQUFRUh\nPj4+4LGS4GpubsYbb7wBzjmWL1+OOXPmhHtIJMQC3apZBUDHOW8P4ljUcH1OBmzXFYwxmbd8BdvS\nhwzWstoOOOcUOBASIo2NjS53VwRaRbKzsxNbt25FV78aG1FRUdBoNMjIyBj0eElwnD9/Hjt27IDZ\nbMaCBQuQl5cX7iGRIRDwsgXnfK+3Nratnr7Kgefgwd7GmzvgfgaDEBIi7nZXrFq1CosXL/arL4vF\ngldeeQXnzp1zuK5WqwPa4klCo729HeXl5ejq6sKMGTOwcuVKWkoaJQKdeSizHblt8FJBUuFHnzK4\nPoDLuY03SgD1wIA8iSwAJRRUEBIa7oKHQN7s33rrLRw9etTh2pIlS/Af//EfgQyNhEBXVxfKy8vR\n3t6OyZMn47bbbqMiUKNIwMGD7VcNYywd1pkB5+O30+Ff8OCJ/Q0/3Ye2MgAiY6y4/xZPxpgcQANj\nzDmJEv3aFAIoBIDJkycPcsiEjC7ugofMzEy/+mloaMA777zjcG3KlClYu3YtfaqNEGazGa+99hrO\nnz+PcePG4a677kJsbGy4h0WGUKDBwwpYP92/7qFNGoIXPPhLAacCVZxzgTFmgHXHhcs6traciDIA\nyMnJodOtCPGDu+Bh6tSpPvdx6tQp/NGpFHhKSgruu+8+enOKEJxz/PWvf8XJkycxduxYFBQUSEev\nk9Ej0OBB4Jx7rfXAGPP9p0aQcc5d5U9UAajwJfGSEOI7i8WC5uZml/d8nXno6OjAiy++iJ6eHula\ndHQ07r33XshkvqxYklDjnOMf//gHPv74Y8THx6OgoID+bkapQBeofD2Bxt9iTO7+FdqvOy+NuOMu\n8dIeMPhd+ZIQ4t7Zs2cd3vTtxowZ49POCIvFgrKyMly8eNHh+l133YWsLFeFbkk4HDhwAAcPHkR0\ndDTuvPNOKgs+igUUPPh6VLefR3oLcJ/TkN6vjS/9eEMHdhESRJ7yHXzJU3j99dfxySefOFz79re/\njfz8/GAMjwRBY2Mj3nvvPQDArbfe6tdyFBl5Alq2YIxN4ZyfdHH9dljfmFsB1HvZieHMCC8zD5xz\no5v7zv14Cw58CTAIIT4aTL7DwYMHYTAYHK5df/31WLOGisFGCkEQ8OabbwIAbrrpJjpPhAS8bOGq\neiM4569zzp/inL8MgDHG1vvRZxXcLycsgDUo8MVOuE/UtAcV9X6MixDiRaA7LU6ePIlXX33V4Vpa\nWhoKCwsRExNoShYJprNnz2Lnzp3o6+vDkiVLsGTJknAPiUSAQIMHr/OQnPND8K0ug90uQNpS6UwF\nQO8wAMZktmqSzq9bCetWTaWLftQAyihZkpDgCmTm4ejRo/j9738Ps9ksXYuNjcV9993ndzVKEhqi\nKKK8vBzd3d248cYb8Z3v+HomIhnpAg0evG5jtJ174fNJmLY39A0YGCSoYN3d4VxaugLWnRPFLrpT\nA9DZDtuy91MI68yD1kV7Qsgg+DPzYLFY8Ne//hVbtmxBR0eHw71169b5XReChEZnZyfKy8tx+fJl\nTJkyBbfeeivV2SASr/OCjLF5sO6akMNauwEA5IyxOg+PyWztfd2VAcA6a8AYExljOgBNtn4y3BzH\nbV/mMDjf4JwbGGNaANsYYyZYEy4FzjmlbRMSZJz/f/buPDyqKl0X+Lsyj5AQxjCFICgogoRRgiAE\nFAcGmQSclSDd9rHt0y16zum+p2/bV8E+pwe7tQEnQEQGRWwRMExKmCEElQACYZ4zQ+ZUrfvH3hWr\nKjVXqnbtqvf3PDxSq1btLLND6qs1fJ90eeahrKwM7777Lk6cONGk79ixYzF48GBfDJHcVF9fjxUr\nVqCoqAjt2rXDo48+ymUksuD0p0FdfngeaPz0/k8ob+wHHbzsFIA1bp62MH29zbARENjotwDAAgfP\nu3QdIvJOSUkJbt682aQ9KioK7du3b3x89OhRvPfee7hx44ZFv7CwMEyYMAH33Xefz8dKzhmNRnz6\n6ac4f/48WrZsiVmzZiEmJkbrYVGAcSuUlFIuUqetRkspn/fNkIhITxwtWYSFhcFoNGL9+vVYv369\nRWltAGjZsiVmz56NHj16+GGk5IyUEhs2bMCxY8cQExODWbNmcf8J2eTJPNRKAC2beyBEpE979+61\n2Z6WloaKigq89957TXI4AECvXr3w7LPPIjEx0ddDJBfl5uZi//79iIiIwIwZM9C2bVuth0QByu3g\nQUpZDuBNe88LIfoBKLOVB4KIgsu+ffswf77Nk9tITEzEH/7wB1RUVFi0CyHw0EMP4YEHHmAVxgCS\nn5+PLVu2QAiBRx55hBtXySFPk0S9AaAblHTROVLKz9SNlZvVtkNCCCmlnN58QyWiQHL+/Hk8++yz\nqK+vb/JcbW0tTp8+jU6dOlm0JyYm4rnnnsNtt93mr2GSC06cOIEvvvgCADBu3Dj07t1b4xFRoPN0\n++wpAKeklIvN2rZACSSmA4AQoqUQ4tdSyj95O0giCiyVlZV46qmnUFxcbNEupURVVRXi4+ORmppq\n8VzPnj3x3HPPoWVLrnoGkkuXLmH16tUwGo3IzMzEoEGDtB4S6YCnwYNUs0gCaExL3RJKngZTh3Ih\nRLmX4yOiAGM0GvGLX/wCR48etWg3GAyoqqpCeHg47rnnHosliXHjxmH8+PFcpggwJSUlWL58Oerq\n6tC3b1+MHj1a6yGRTngaPJRaPR4DJY9Cha3ORBQ83nzzTWzcuNGirba2FjU1NRBCYPjw4Y2zC/Hx\n8XjmmWdYCyEAVVZW4qOPPkJlZSW6d++O8ePHMwkUuczjmQerx9OgnMKw5moJbSLSgc8//xx//etf\nGx9LKVFdXd2476F///6NyxXdu3fH7NmzkZycbPNapJ26ujp8/PHHKCkpQYcOHTBt2jSEh4drPSzS\nEU+DhxTTX4QQo6FkgrROK90PLqSxJiJ9yM/Px0svvdT42LRMYTQaASjBgmkj5NixYzFx4kS+IQUg\no9GI1atX4+LFi0hKSsKsWbMQHR2t9bBIZzwNHjYLIVYBKAYwHcBCU/ltNZiYA2C0+oeIdO7q1at4\n+umnUVtbC0D55FpdXd34fJs2bTBo0CDEx8fjqaeeQt++fbUaKjmxceNGnDhxAnFxcXjssceQkJCg\n9ZBIhzwKHqSUp4UQs6HUllhgSkOtHtdMh1J3Ikf9e34zjZWINFBTU4Onn34aV69ebbJMASj7GkaM\nGNG4TNG6dWsNR0uO1NfX48CBAxBCYObMmbxX5DGPK52oyaK2WLUdAnDI9FhduiAinZJS4le/+hXy\n8/ObLFMAQEREBEaOHIlx48ZhypQpLJ4U4C5evAij0Yj27ds3ycFB5A5f/0ufD4DVboh06q233sLn\nn3/eZJnCZOTIkZg3bx4yMjI0GB256/z58wCALl26aDwS0juHwYMQ4nUALaWUPzNrGw3gDReubSrL\nTUQ6tGnTJrzxxhuoqqqymUVy5MiRWLx4Mesf6Mi5c+cAAJ07d9Z4JKR3zmYepgEwWrWVAMiAUg67\nuMkrfiIAzPN8aESklaNHj+L555/HjRs3LJYpTIYMGYK1a9ciKipKg9GRJ6SUuHDhAgAGD+Q9h8GD\nlLK7jeYyAJullK84u7gQYoCnAyMibRQXF2Py5Mm4du1ak+eEEOjTpw/Wr1/PwEFnioqKUF1djRYt\nWjBFOHnNk6qapwGMdbH7bOddiChQ1NbW4v7778fZs2ebPBcWFoa0tDSsXbsWMTExGoyOvGG+ZMFM\nkuQtnyaaV09kEJEOVFZW4r777kNBQUGT56KiotCqVSssXboU7du312B05C1ulqTm5GlJ7jQomyGT\n1KZCU5IoItKfq1ev4qmnnsL+/fubPBcbG4uoqCj85S9/wV133aXB6Kg5mIIH7neg5uBW8CCE+DWU\n7JFNTlEIIcqgpKh+gwWyiPSjoKAAr776Kr799luL9rCwMMTFxSE8PBy/+MUvMGnSJI1GSN6qrKxE\ncXExIiMj0a5dO62HQ0HApeBBTfa0FcpMQyGAxVA2ThZDqXORBCXb5CsA5gkhpkgp1/pkxETULKSU\n2LZtG95++21s27bN4rnw8HDEx8dDCIGxY8di3jwenNIz06xDp06dWG+EmoXT4EHN65ADYBGAeY72\nMQghWgL4DwBrGEAQBa6GhgZ88skn2LhxI7Zv3w6DwdD4XGRkJOLi4gAAvXr1wt///neEhfl0exT5\nGJcsqLk5SxLVEsAqAGOklFsc9QUaN0jOE0KsBJAjhNjCJQyiwHLz5k0sXLgQR44cwbZt2ywyR8bE\nxDRWWGzbti2WLVvGwklBgMmhqLk5+zjxCpQ9DE4DB3NSyjwAr6p/iChAXLp0Ca+//jqOHTuGHTt2\noKysDICSvyE+Pr4xcIiJicGHH36I1NRULYdLzaChoQGXLl2CEILBAzUbZ8sWWVLKgZ5cWEq5SAix\nHwwgiALCd999h/feew81NTU4ePAgLl26BEDZGBkfH2+xNPH3v/8d/fqxrl0wuHTpEgwGA9q2bcv8\nHNRsnAUP3mYSKfXy9UTkJSklcnJy8Nlnn0FKiePHj+P48eMAlKqYcXFxFkmD/uu//gsPPPCAVsOl\nZsb8DuQLzoKHQi+vz+CBSEMNDQ346KOPsHv3bgBKSeYDBw4AUBI/xcbGWvSfMWMG5s6d6/dxku9w\nsyT5grPgQfplFETU7CoqKvDOO++gsFD5DFBaWorc3FxIKRsTP5nLzMzEG2+8wdTFQURKyeCBfMKj\nDJNEFNjOnz+Pf/zjHygtVSb/qqursX37djQ0NCA+Ph4REZb/9Lt3747FixcjMjJSi+GSj5SUlKCy\nshIJCQlITk7WejgURJwFD0lOnnfG29cTkZsOHTqE999/H3V1dQCUpYvt27ejuroaCQkJTXI2JCcn\nY9myZay0GITMZx04o0TNyVnwMEYIUezF9Rk8EPmJlBIbNmzAunXrLNp27dqF8vJyJCQkNHkDiYyM\nxPvvv4+0tDQ/j5b8gfkdyFdcWbY4DaDEg2unAOBZLyI/qK+vx5IlS5oUtsrPz8eVK1cQHx9v83X/\n+7//i8GDB/tjiKQBnrQgX3EWPORJKQd4enEhxAFPX0tErikrK8Pbb7+Ns2fPWrQXFhaisLCwyYkK\nk1/96leYPHmyP4ZIGqiursb169cRERGBDh06aD0cCjLOgoeVXl7f29cTkQNnzpzBO++805gp0qS8\nvBwFBQVNTlSYTJw4Ef/+7//ujyGSRkyzDqmpqSyGRc3OYfAgpXzTm4t7+3oism///v1YsmQJ6uvr\nLdrbtm2L/fv3Q0rbJ60zMjLw5z//mRvoghyXLMiXWCqPSGeklFi3bh3efffdJoHDHXfcgQkTJuDK\nlSs2X9u5c2d88MEHjTUsKHhxsyT5EoMHIp356quv8NVXXzVpHzNmDH7+859bVMk0l5iYiGXLlqF1\n69a+HiJpzGAw4OLFiwAYPJBvMEkUkY5UVlZi48aNFm3h4eF47LHHcPfddwNAk9kIk4yMDPTs2dPn\nYyTtXblyBQ0NDWjdujXi4uK0Hg4FIQYPRDry7bffNiZ/AoC4uDi88MIL6N69e2NbQ0ODzdcye2To\n4JIF+RqXLYh0oqGhAVu3brVou//++y0CB8D+zIN1SmoKXtwsSb7G4IFIJ/bu3YuKiorGx9HR0Rg+\nfHiTfpx5CG0shkX+wOCBSAeklMjJybFoy8zMtLmezZmH0FZWVoYbN24gLi4OKSkpWg+HghSDById\nOHLkCC5fvtz4OCwsDKNHj7bZlzMPoY3FsMgfGDwQ6cDXX39t8TgjI8Pup0rOPIQ2LlmQP/g0eBBC\nbPLl9YlCwdmzZ3H8+HGLtjFjxtjtz5mH0FVdXY0ff/wRADdLkm/Z/SgihGgBIN2La6cAyPLi9UQE\nNNnr0LNnT3Tt2tVuf848hKaGhgasWLEC5eXlaNeuHTp27Kj1kCiIOfptMgbAKvXvthbOpAvPEZEX\niouLcfDgQYu2sWPHOnwNZx5Cj5QSn332Gc6dO4cWLVpg1qxZLIZFPuUoeCgDcAiA7V1ZwKsAcgDY\nKrs9EMAUAG94NTqiELd161YYjcbGxx06dMAdd9zh8DWceQg9X3/9NQoKChAdHY1Zs2ahRYsWWg+J\ngpyj3yaFABZKKcutnxBCPAfg/0kpK5q+DACwWQixH8BUAO96P0yi0FNVVYUdO3ZYtI0ZM8bpDnrO\nPISWPXv2YPfu3QgPD8ejjz6Kdu3aaT0kCgF2N0xKKU9LKRfbeVo4CBxMry+H7SUNInLBjh07UFtb\n2/i4RYsWGDx4sNPXceYhdBQUFGDTJmVf+oQJE9CtWzeNR0ShwtPTFq7uaeDeByIP2EpFPWrUKKcB\nwIkTJ7Bnzx6bz3HmIbicO3cOn332GaSUyMrKwp133qn1kCiEePpR5BYX+3V33oWIrB04cABlZWWN\nj6OionDPPffY7CulxN69e/HOO+80OZlhjjMPwaOoqAgrVqxAQ0MDBg4ciGHDhmk9JAoxnv42yRFC\nvCOlnGuvgxDiHSgbKonIDVLKJkmhhg0bhvj4eIs2g8GADRs24J133sGhQ4ecXjcpKalZx0nauHnz\nJj766CNUV1fj1ltvxbhx45hJkvzOo+BBSrlFCDFWCFEMYDOA/VBOZyRBmW2YBmCVlPKzZhspUYg4\nevQoLl682PhYCIGsrJ9SplRXV2PlypVYtGgRzpw54/J1R44c2YyjJC3U1dVh+fLlKCsrQ8eOHTF5\n8mSEhTFRMPmfx/OYUsp5QogcKMcxp5o9VQggW0r5qbeDIwpF1rMO/fv3R+vWrVFcXIwPP/wQH3zw\nAUpKSly+XkREBN58803uwtc5g8GAVatW4fLly2jVqhVmzpyJqKgorYdFIcqrRVAp5WYAAwBACNFN\nSnm6WUZFFKIuXLiAo0ePWrT16tULr776Kj755BOL0xfOREZG4pFHHsHcuXPRs2fP5h4q+ZGUEuvX\nr8fJkycRFxeHxx57rMkyFpE/eRU8CCH6QQkeSkxLFEKIbgC6SSm3OnwxETVhvuGxqKgIFy9exJdf\nfgkpXT+41KJFCzz++ON47rnnONsQJL799lvk5eUhMjISM2fORKtWrbQeEoU4j4MHIcQ/AWRD2euQ\nA+AzQMkPIYRIEkL8Wkr5p+YZJlHwq6iowL59+3DhwgUUFBTg2rVriI+Pd/mURIcOHZCdnY2ZM2ci\nMTHRx6Mlf8nPz8e2bdsghMDkyZPRqVMnrYdE5FnwIIT4jfrXZClluRBitvnzUspDQohCIcRzUkq3\nMkwKIbKg1NU4BWUDJqSUCzwZp9V1swEUqkstRAGlrq4Or732GtatW4fyciWpa1hYmEuBQ69evfCz\nn/0M48ePZy6HIHPy5El88cUXAIBx48bhtttu03hERApPZx5SpJTPmz1uMqeqBhVunQ0TQkwBMF1K\nOdWsLUsIkSOltF+D2Pl1kwAshOXGTiLNVVRUYOnSpXj33Xdx8uRJi+WJ6Ohoh68dPnw4fvazn+Ge\ne+7hUb0gdPnyZaxatQpGoxHDhg3DoEGDtB4SUSNPg4dTLvZLcfWC6hv8agDJ5u1Sys1CiHlCiGwp\n5SI3xmgu28PXEfnExYsXsXjxYixfvhyVlZWor6+3CByEEDZnEcLDwzF+/HjMnTvXaYEs0q+ysjIs\nX74cdXV16NOnj8VRXaJA4GnwYD3TYO9jT7KddlumQVlWKLPxXA6AOQDcDh6EEP0B5Ln7OiJfKCgo\nwNtvv41169bBYDA0tlufooiMjLSYTYiLi8PMmTORnZ3NNe8gV11djeXLl+PmzZtIS0vDhAkTOLNE\nAcfT4CFZCDHK7ERFk2ULIcQmKDMJrpoKJUeELYUA+gshkuwEF45kSSkX8B8faUVKiR07duDtt9/G\nt99+2+R5g8FgEUgAPy1ZtGnTBs8++yyefPJJtGzZ0i/jJe00NDTgk08+wfXr19G2bVs8+uijTCtO\nAcnTDJNvCiG+FkLMgzIrkCKEGAVlg+MYKLMIm93cLDkAwCo7zxWa9XF5w6O6SdLTpQ4ir9TX1+Nf\n//oX3nnnHRw5csRuv7q6OovHERER6NGjB+bOnYvJkyc73ftAwUFKibVr1+Ls2bNITEzErFmzEBMT\no/WwiGzyJsPkWCHEywBMJyFehrJ8UQZgnoNy3vYkqa911sclps2aHsxUEHnl5s2b+Pjjj7F48WKL\nNNO2SCktgoe2bdvilVdewezZs5l2OMTk5OTgyJEjiI6OxqxZszjTRAHN2wyTCwAsUBNDpUPZs+CL\nLJOmAMCdzCjZzXHEk8hVV69exXvvvYelS5eioqLCpdeYAocuXbqgd+/euO222xg4hKC9e/di165d\nCAsLw/Tp09G+fXuth0TkULMspqkBQ8CkplZzRbidz0Fd5sgGlF/mRK6ora3Fm2++icWLF6O+vt7l\n10VHR6NLly5IT09vTOp07733MnAIMUePHsXGjRsBABMmTEB6errGIyJyztMkUWlSyjM22idDmYEo\nBXBASpnv3fA81t+TWQf1KOgiABgwYIDr+YApZB09ehQvvPBCk3oUjiQnJ+OZZ55Bv379sGrVT9t8\noqKicPfdd/timBSgzp07h08//RRSSowaNQp9+/bVekhELvF05mE+gOnWjeaVNIUQd3mQYdLengZT\nu9NSgtwkSf5gNBrx3nvv4Y9//GOTDY/2dO3aFdnZ2Xj00UcRGxuLP/3JMnv7kCFDEBcX54vhUgAq\nKirCihUr0NDQgIyMDAwfPlzrIRG5zNPgwem5RzVF9Wg3rlkI+3saWpn1sT8oIdLVr81NkuQzV69e\nxYsvvmjz2KUt/fr1w9y5c/HAAw8gPDwcgFI988SJExb97r333mYfKwWmmzdvYvny5aiurkbPnj3x\n4IMPMpcD6UpzJYlqQgjRAsqxTVeLY+XBycyDlNJZsqcsAGOEEPZSWb8qhJgOZWPnPBfHRdRo/fr1\n+M1vfoOyMufxaVZWFubOnYshQ4Y0eWPYutWy6Oytt96K1NTUZh0rBaa6ujp8/PHHKC0tRWpqKqZM\nmcJ9LqQ7ToMHIcRdULI7puOnjJHpQoj9Dl6WpPZ3p5ZEDpTlEFsGwoUskeZ7FsypxzanAHhdSrnG\njTERAVA+Kf72t7/FypUrnfa9//778corr6Bnz542n6+srMS+ffss2kaNGtUs46TAZjQasXr1aly6\ndAnJycmYOXMmoqKitB4WkducBg9SykMAngca9xP8E0pti4MOXnYKwBo3j22uAjBfCJEupbRenpgC\nq8BCDQiyGAyQrx0oKsIvxozB2bNnHfaLj4/Ha6+9hmnTpjmcgs7NzbU4lZGSkoI777yz2cZLgUlK\nifXr1+PEiROIi4vDY489hoSEBK2HReQRt5YtpJSL1F+Ko62qanpNSlmmlvZeCGW5A0Bjpc1CG0Wx\nVgPIEkLMc+FkhTv5IYgAAPUGA/66dy/+snMnjE4S9mRkZOCtt95CWlqaw35GoxHbt2+3aBsxYgSn\nrUPAjh07cPDgQURERGDGjBlISXG5biBRwPFkz8NKAHZ/k6rHNZPhwVFNKeUaIUSZEGI+lNmLJCjl\nv23tYciBk3TValGsVwH0V5sWCyHmAFjtRYVOCgFnysrwwldfIe/yZUDa3+ITHh6OX/7yl3jxxRdd\nqkFw+PBhlJT8dGgoMjISmZmZzTJmClz5+fnYunUrhBCYPHkyOnfurPWQiLzidvAgpSwH8KaD5z8F\nACFENyHEr6WUrm6YNL1+M1xI8GTKbumkTx7c23dBIU5KiRU//IDfbduGKicJn9LS0vDWW28hneiD\ntwAAIABJREFUIyPD5etv27bN4vGgQYMQHx/v0VhJH06dOoUvvvgCgLIfplevXhqPiMh7vpwrLYbZ\n8gNRoCuprsazX3yBX3/9tdPAYcaMGcjJyXErcDh79iyOHz9u0caNksHtypUrWLVqFYxGI+6++24M\nHjxY6yERNQuP01OrVTTnQ1laaAXbxyxZW4J0YfuZM/jlxo24VlnpsF9ycjL+9Kc/Ydy4cW5dv6am\nBu++a5kvrUePHujUqZPbYyV9KC8vx/Lly1FbW4s77rgDY8bwsxQFD0/TU3cDsAbKschTADJgefoi\nA8BBDyprEvlVTUMD/vjtt3jv0CGnfUeMGIG//OUvaNeunVtfQ0qJJUuW4Nq1axbtY8eOdes6pB+1\ntbX46KOPcOPGDaSlpWHixIlMAkVBxdOZh5cBdFP3P0AIIa3SUC9W01OPklJutX0JIm0duXYNP//q\nK/xYXOywX1RYGH77hz/g6aef9uhUxNatW5GXZ5mmZPjw4TyeGcSOHz+O69evIyUlBdOnT3dpMy2R\nnnj6E51nChxUyUKIFlLKxjrEanrq5wAweKCAYpQSCw8cwBs7d6LeYHDYt1ebNni7b1/c+uyzHn2t\nwsJCrFljmYqkc+fOmD69SWkYCiJVVVUAgFtuuQWxsbEaj4ao+TVXeurNAKYBcKcIFpHfXbpxAy9u\n3Iid58457Tt3wADMy8xE1PnzHn2tGzduYNGiRTAajY1tsbGxmDNnDiIjIz26JulDbW0tAKXsOlEw\n8qowlhAiDUC6lHKrEGK1EGK/lPKwWb8xYEBBAeKL48fxck4OKtRf7Pa0T0jA38aNQ2aXLh5/LaPR\niPfffx+lpaUW7U8//TTatGnj8XVJH2pqagAweKDg5WnwsEoI8RsoNS+SAaQAeAXAISFEDpTql1lQ\nNlUSaaq8pgb/sWUL1h475rTv+FtvxRtZWUiKifHqa3711VcoKCiwaBs7diz69u3r1XVJH0wzDzFe\n/hwRBSqPggdToighxBqztjVCiGlQgoiBADZLKV9tnmESeWb7mTN4adMmXL1502G/hKgo/HHUKEzp\n3dvrXfEFBQX48ssvLdp69OiBiRMnenVd0g8uW1Cw82oLsHXhK7VIFWcbSHOVdXX4w7ffYunhw077\nDuzYEW+NG4cuTupXuKK0tBTvvvsupFlK68TERDz33HMIDw/3+vqkDwweKNh5kyQqTUp5phnHQtQs\n9l28iBc3bsTZsjKH/SLCwvDvQ4fi54MGIaIZClM1NDRg0aJFqDRLNCWEwOzZs5GUZCuHGgUr054H\nLltQsPI0SdTXAEYLIZLNj2cSaam2oQFv7tqFdw4csPjkb0u35GT844EH0K99+2b7+p999hkKCy2r\nyU+YMAG33nprs30N0gfOPFCw83TmIQfAfAYOFCiOXLuGX2zYgGNFRU77Pt2vH/7znnsQ14zHJfPy\n8rBlyxaLtjvuuAP3339/s30N0g8GDxTsPF62kFJucdZHCPE6N02SLzUYjfjHvn34n9270WCWT8GW\nDomJ+Mt992F4167NOoarV69iyZIlFm0pKSl45plnmJI4RPGoJgU7T4OHRUKIX0M5UZHvoF9/D69P\n5NSpkhK8uHEj8i5fdtp3au/e+MOoUWjRzL/M6+rqsHDhwsY3CwAIDw9HdnY2S22HKKPRiLq6Oggh\nGDxQ0PI4eFD/O0cI0QpKXocSqz6twOCBfMAoJT44dAh/3LEDNQ0NDvumxMVhQVYWxvXo0ezjkFLi\n448/xsWLFy3ap02bhrS0tGb/eqQPdXV1AICoqCjOPFHQ8jR4GAPgAIBPHfRJBoMHamYXKyrw0qZN\nyHUhvfT9t9yCBWPGoHVcnE/GsmvXLuzevduibeDAgRgxYoRPvh7pA5csKBR4GjwUSimd1hNWS3cT\neU1KiVVHjuB327fjhpP00onR0Xjt3nubJeGTPefPn8fHH39s0dahQwc8/vjj/LQZ4phdkkKBp8HD\nFBf7zfHw+kSNrldW4jc5Ofj61CmnfTO7dMGf77sPHVu08Nl4qqqqsHDhQjSYLZlERUVhzpw5/LRJ\nPGlBIcGbDZOrpJQOi15JKU+rZbmfB1AMYJ6TDZZEFtb/+CPmbd6Mkupqh/1iIiLw23vuwZP9+iHM\nh5/8pZRYsmQJrl+/btH++OOPo0OHDj77uqQfDB4oFHgaPKx2FjgAgBBiMoD5UMp1lwKYL4SYyvwQ\n5ExFbS3+c8sWfHr0qNO+Gamp+Ov99yM9Odnn49q2bRvy8y3j3xEjRmDQoEE+/9qkD8wuSaHA0+Ah\nCQDUWYUxUE5arJJSbrPq9wqU2YYtav/nAWQD+JOHX5dCwLdnz+KlTZtw+cYNh/0iw8Px70OH4mcD\nBzZLemlnSkpKsHbtWou2rl27Ytq0aT7/2qQfnHmgUOBp8LBGCFECJYgoBFAG5djmKinlo2b9MgBs\nNj1QlzG4m4xsqqqvx2vffosP852vbPVq0wZvjRuH3m3a+GFkik8++aTxGB4AxMbGIjs7GxERXtWX\noyDD4IFCgae/9eYAmC2ltDiqKYR4QwjxiJTyM7VJ2iie5bhaEYWkE8XFePLzz3HGSTGrMCHws4ED\n8eu770aUH6tUHj58GIetKnROnjwZrVu39tsYSB94VJNCgafBwynrwAEApJSvCCFmA4AQwl59Y8cV\niyjkVNfXY9qaNbh686bDfmlJSfjbuHEYkJrqp5Epag0GrFixwqItPT0dmZmZfh0H6QOPalIo8DR4\n8CYAYG1isvDN2bNOA4en+vXDfzVzMStX/ev8eZSaJZoKCwvDrFmzmM+BbOKyBYUCT3eZ3aJulmwk\nhGghhHgHypFMAEhXmoX1gXvO85KFkyXWmc1/0j4hASsmT8b/Gz1ak8DhQkUFtljVzsjKykKnTp38\nPhbSBy5bUCjwKHiQUr4C4HkhhEEIUSyEKIZyFLM7gFbq0sVqAAugnK4AAAghHgGw3/thUzC5YmfW\nYVS3btj25JMYoVGdCCklln/3HcxrdbZq1QoPPfSQJuMhfeCyBYUCb0pyDxBCTAEwQG3KMTuSeReA\nDClluRDin0KIlVCOc6ZLKe/zetQUVOwFD5Nuuw0tNfwFvOPcORSWllq0Pfroo/xESQ5x2YJCgVdn\nzKSUawCssdF+yOzvz6vJomBrkyXR1cpKm+3tExL8PJKfVNTWYq1Vgqq+ffuib9++Go2I9ILLFhQK\nvAoehBD9oMw8lJiOZ6rFsLpJKbea+jFoIEfsJYPSMnhYU1CAqvr6xsfR0dF49NFHHbyCSMFlCwoF\nHqflE0L8E0AelH0N003tUsrTAEqFEL/2fngU7IxS4pqdmYd2GgUPx4qKsPfCBYu2hx9+GK1atdJk\nPKQfUkouW1BI8Ch4EEL8Rv1rspSyFcyySAKNyxaLrU9kEFkrrqpCg9HYpD0hKgoJUVF+H0+9wYDl\n331n0dYpLg6jR4/2+1hIfwwGAwwGA8LDw5l5lIKapz/dKVLK580eN8n7oG6WZE4HcsjeZkmtliw2\nnTplMRMihMCs9HSE+aF2Bukf9ztQqPD0N+IpF/uleHh9ChGBFDxcq6zEhhMnLNqGd+mC9MREv4+F\n9In7HShUeBo8WM802Eu15/sayaRrgRI8mHI6mC+hJEZHY1KvXn4dB+kb9ztQqPA0eEgWQowye9xk\n2UIIsQnAAQ+vTyEiUIKH/Zcu4VhRkUXb1N69NclqSfrFZQsKFR7teZBSvimE+FoIMQ9ADoAUNZhI\nAjAGwDQAm6WU7zbfUCkYBULwUFVfj1VHjli03da6NQZ17Oi3MVBwKFOrwnLZgoKdNxkmxwohXoZy\nVBMAXoayfFEGYJ6UcnEzjI+C3JUASBC19uhR3FCnmwEgIiwMM/v0YeErcsu5c+ewYcMGAECXLl00\nHg2Rb3mbYXIBgAVqYqh0AIVqngcil9ibeWgXH++Xr19YWood585ZtI3r0UOzHBOkT5cvX8by5ctR\nX1+Pfv36YejQoVoPicinmuUgshowMGggt9kLHjr44YSDlBIff/89pPxpy07b+Hjc1727z782BY/r\n169j2bJlqK2tRe/evTF+/HjOWlHQ8yh4EEKkSSnP2GifDGUGohTAASllvnfDo2C28ocfUFpd3aRd\nCIE2cXE+//rF1dU4X15u0TazTx9Ehof7/GtTcCgtLcXSpUtRVVWFHj16YPLkycwJQiHB05/y+bYa\npZSfSinfVDdKCmaYJHuW5OfjpU2bbD7XOi7OL2/glXV1Fo87tmiBXm3a+PzrUnCoqKjAkiVLcOPG\nDaSlpWHatGkIZ+BJIcLT4MHpnJyaopoZJqmJRQcP4tUtW+w+P6BDB7+Mw/p8cSQ/MZKLKisrsXTp\nUpSVlaFjx46YMWMGInmsl0JIcyWJakII0QLKsU2iRm/t3Yv/3r7d7vOJ0dH4j+HD/TIWo7T8MeY6\nNbmipqYGy5YtQ1FREdq1a4fHHnuMeR0o5Djd8yCEuAvAHCh7GUwZI9OFEPsdvCxJ7T/V6xFSUJBS\n4n9278b/7t5tt0/LmBh8MnkyuvupeqV18BDG4IGcqKurw0cffYQrV64gJSUFjz/+OGJjY7UeFpHf\nOQ0e1OWH5wFACJEN4J9QalscdPCyUwDW8NgmAUrg8McdO/D2fvvxZkpcHFZOmYLeftxzIBk8kBsa\nGhqwYsUKXLhwAS1btsQTTzyBBB7ppRDl1mkLKeUidWp3tFVVTSKbpJT47bZteP/QIbt92sbHY9XU\nqeiZ4t86ak2WLfz61UlPDAYDVq1ahdOnTyMhIQFPPvkkWrZsqfWwiDTjyVHNlQD4r4acMkqJVzZv\nxkfffWe3T4fERKyZOhXdkv1fQ43LFuQKo9GItWvX4scff0RsbCyeeOIJtPLT0hpRoHJ7w6SUslxK\n+aYrfYUQK90fEgWDBqMRL23c6DBw6NKyJdZOn65J4ABwwyQ5J6XEl19+iR9++AHR0dF4/PHH0bZt\nW62HRaQ5rzJMCiH6AWgF+0cy+3tzfdKneoMBv9iwAV8cP263T7fkZKyeOhWpfsgkaY/1kSHOPJA5\nKSU2bdqEvLw8REZGYubMmUhNTdV6WEQBwdMMk92gbJh0lsfB6ZFOCi51BgOe//JLbDx50m6fnikp\nWDlliub1I7jngRzZvn079uzZg/DwcEyfPh1du3bVekhEAcObDJOzASRLKcPs/QFgf5ccBZ2ahgY8\ns26dw8Chd5s2+HTaNM0DB4CnLci+nTt34ptvvkFYWBimTJmCW265ReshEQUUT5ct9kspP3WhH/c8\nhIiq+no89fnnyLWqUGmuX/v2+HjyZCTFxPhxZPZxwyTZsn//fuTk5AAAJkyYgF69emk8IqLA42nw\nUOpKJ1c3VpK+3aitxROff469Fy7Y7TMgNRUfPfIIWgRQJj4GD2Tt8OHDWL9+PQDgwQcfRN++fTUe\nEVFg8ri2hZp+2lmnRzy8PulERW0tZnz6qcPA4e7OnbFi8uSAChyAphtyeNoitB09ehTr1q0DAIwZ\nMwYDBw7UeEREgcuj4EFKuRjANCHEKCdd53hyfdKHCxUVmLJqFfIuX7bbZ0RaGpZNmoT4qCg/jsw1\nnHkgk5MnT2LNmjUwGo0YMWIEhg0bpvWQiAKap6ctNkE5opkuhEgCUGina7qnA6PAdbOuDn/ftw8L\nDx5EbUOD3X5junfHooceQnSEVyeCfYbBAwHA2bNnsXLlShgMBgwZMgQjR47UekhEAc/T3+oDAWwG\nsMpBn9YAnnP3wkKILCjVOE9BPQoqpVzgwXWyAXSHkmuiFYDNUsp57l6HfmIwGrG6oABv5ObiWmWl\nw74P9uiBtx98EJHh4X4anft4VJMuXbqEjz/+GPX19ejfvz/uu+8+Ll8RucDT4KFQSjnNWSc1H4TL\nhBBTAEyXUk41a8sSQuRIKV0u7y2EmA9goZRykfo4CcBqIUQpgG5SyjJ3xkXArvPn8X+2b8eRa9ec\n9n2kVy/85f77ERHm6ZYa/+BRzdB27do1LFu2DLW1tbjjjjvw0EMPMXAgcpGnv91dLbU929ULmt7g\nrV8jpdysPp/t4nWmAMiRUjYupUgpy8yCj9WujomAM2VleHbdOkxZtcqlwOHRO+7AX3UQOADK8os5\nvnGEjuLiYixduhTV1dW49dZbMWnSJITp4GeWKFB4NPPgaqltKWW5G5edBmVGw9asQA6UzZeLXLjO\nGCmlvY2aqwBkCyGSOPvgWEVtLf66Zw/ePXQI9QaD0/6R4eH4t0GD8NLQoQH/CV5KiQ0nTzZJnx0e\n4OOm5lFeXo6lS5fi5s2b6NatG6ZOnYrwAF5eIwpEDoMHIcRKKeV0Ty/u5uunwv7Gy0IA/V18058m\nhEi3s8xxUP3vACh7NshKg9GIj7//Hgt27kRJdbVLr7n/llvw23vu0azAlTtu1tXh/UOHbM6i3MJK\niUHv5s2bWLp0KcrLy9G5c2fMmDEDEQG6oZcokDn7V+PtaQl3Xj8A9jdgFpr1cfamXwhlg6Qtploc\nJW6MK2R8c+YM/vubb3C8qMil/r3btMHvR47EsC5dfDyy5nGqpASLDh5EWU2NRbsQAg/26IFBHTtq\nNDLyh+rqaixbtgzFxcVo3749Zs2ahagAPEJMpAfOgocMIUSxF9d3VjjLuq+zWQWn15NSZjh42pT1\nxd4MR0g6WVKC//vNN9hc6Nq3pU18PF4ZNgzTbr8d4TpYJ5ZSIqewEGuPHm1ywiIhKgrP3HUXbmeZ\n5aBWW1uLjz76CFevXkXr1q3x+OOPIyZA0qQT6ZEr83Uu7W+wQQDo5+FrrZmCCm/nlacAWMT9DorS\n6mr8z+7dWHr4MBqMRqf9o8LDMScjA78YPBgJOvnEVlVfjw/z83H4ypUmz3Vv1Qqz+/dHcmysBiMj\nf6mvr8eKFStw8eJFJCUl4YknnkB8fLzWwyLSNWfBw2Yp5VhPLy6E+NrT1zY3IcRCKDMOdnM9qCc6\nsgGgi06m4j1RbzBgyeHD+J/du1FuNYVvz/hbb8V/Dh+Ozi1b+nh0zedMWRkWHTyI4qqqJs+N7d4d\nE2+7TRczJ+Q5g8GAVatW4cyZM0hMTMSTTz6JFi2cZtYnIiecBQ95Xl7f29c3CzXx1DQAGY5mHdS8\nEIsAYMCAAdalD3RPSonNhYX4/TffoLDUpdpm6Nu+PX4/cqSu9gNIKbH9zBmsLiiAwWpGJS4yEk/1\n64e+7dtrNDryF6PRiE8//RQnTpxAXFwcnnjiCSTrYFMvkR44DB6klK94c3EPXm9vT4PHGx3V/BEL\nAYw2z/0Qao5ev47//uYb7Dh71qX+7RMS8B/Dh+ORXr0C/uiluZqGBiw9fBgHL11q8lxaUhKyMzKQ\nEhenwcjIn6SU+OKLL1BQUICYmBg8/vjjaNOmjdbDIgoagXRGydEpiVZmfdy1GsAcKWVAzIL4W1FV\nFd7cuRPLv/++yWZBW2IiIvDzgQMxd+BAxEVG+mGEzedCRQUWHjhgM3X2vd26YUrv3rpIXkXekVJi\nw4YNyM/PR2RkJGbNmoUOHTpoPSyioBJIwUMenMw8uBsAqPsc5puyVIaSOoMB7+bl4a979+JGba1L\nr5nSuzdezcxEh8REH4+ueUkpkXvuHD754YcmGz9jIiLwRN++yEhN1Wh05G9bt27Fvn37EB4ejhkz\nZqBz585aD4ko6ARS8JADYL6d5wbCzf0TQoiXoaSp3mzVng4gPVgDCiklvjpxAq/t2IGzZa4dKhmQ\nmorfjxyJu3T46ay2oQHLv/8eey9caPJcpxYtMGfAALTlzvqQIKVEbm4uduzYgbCwMEybNg3p6Szs\nS+QLgRQ8rAIwX80Oab08MQVWgYW6lyFLSrnG+kJqfYtCW89BqbIZlEsY31+9iv+zfTv22HgjtaVT\nixb4r3vuwcM9e+qyrsPlGzew8OBBXL5xo8lzw7t2xfTbbw/oqp7UfCorK/Hll1/i6NGjEEJg0qRJ\nuPXWW7UeFlHQCpjgQUpZJoSYDWVzY2NqabNAwLquxWoAWUKIeeYlu4UQ/aHUwchRZx/MpUAJOBwl\nktKlFd9/j9/k5Li0ryE+Kgr/NmgQsjMyEK3T1Lx7LlzA8u++Q51V3Y2o8HA8duedGNypk0YjI387\nduwY/vWvf6GyshLR0dF46KGH0KdPH62HRRTUAuqdQ0q5RghRppbUPgVlr0OKnToVObCdrnqL+ros\nO18m6E5cFFdV4ZUtW5wGDkIIPHr77ZiXmanbqfx6gwGf/PADcs+da/Jch8REzMnI0N2eDfJMTU0N\nNm7ciPz8fABAWloaJk6ciKQkdxLbEpEnAip4ABpLcDvdj6DONiyw0R5yB7m3nj7ttPLl3Z074/cj\nR+o6DfPVmzex6OBBXKioaPLckE6dMLNPH93OpJB7Tp8+jc8//xzl5eWIiIhAVlYWBg8erMvlNyI9\n4m/aIHDawcbItKQk/G7ECNzXvbuuf7EeuHQJyw4fRk1Dg0V7ZHg4ZtxxB+7u3FnX/3/kmvr6emze\nvBl79+4FAHTs2BGTJk1C69atNR4ZUWhh8BAETtvJFvlE3774v/feiygdbxpsMBqxpqAA2043LbHS\nNj4ecwYMQCemGw4JFy5cwNq1a1FcXIywsDCMGDECw4cPRxhzdxD5HYOHIHCmvNxm+4M9eug6cCiq\nqsKigwdtHjkdkJqKx/v2RQyXKYKewWDAN998gx07dkBKiTZt2uCRRx5h4iciDfE3r85JKe3OPKTp\neOPY4StX8GF+Pqrq6y3aI8LCMPX22zGia1cuU4SAq1evYu3atbhy5QqEEBg2bBjuvfdeRDBoJNIU\n/wXqXGlNDSpsZJCMDA9Hqk5PHey9cAHvHzrUpD0lLg5zMjLQVcdBEbnGaDRi165d2LZtGwwGA5KT\nkzFx4kR07dpV66ERERg86J69WYeuLVvqstx0ncGAVUeONGnv2749nurXT3f1Nsh9JSUlWLt2Lc6f\nPw8AGDBgAMaOHYuoqCiNR0ZEJgwedM7eSYtuOi09vOv8edysq2t8HCYEJvfujdHdunGZIshJKXHg\nwAF8/fXXqK+vR2JiIiZMmIBbbrlF66ERkRUGDzp3xk7wkNaypZ9H4j2jlMg5dcqibUz37shifYKg\nV1FRgXXr1uGUev/79OmDBx54ALGxsRqPjIhsYfCgc/aWLfQ485B3+TKKqqoaH0eEhWFUt24ajoh8\nTUqJ77//Hl999RVqamoQFxeHBx98ELfffrvWQyMiBxg86JzdZQudbSqUUmLTyZMWbYM7dUJSTIxG\nIyJfMy9mBQA9e/bE+PHjkZCQoPHIiMgZBg86Zy940NsxzePFxThnlq9CCIH7unfXcETkS8ePH8cX\nX3yByspKREVFYdy4cejXrx/3tRDpBIMHHSurqUF5TU2T9sjwcHTUWdZF61mHvu3aoR0/gQYdFrMi\nCg4MHnSs0M5+h84tWiBCR8c0z5eXo+D6dYu2+7jDPuiwmBVR8GDwoGP2Tlqk62yz5CarExa3tGql\nu/8Hss9WMauJEyeiTZs2Go+MiDzF4EHHgiEtdVFVFQ5eumTRxlmH4MFiVkTBicGDjtmbedDTSYvN\nhYUwStn4uENiIvq0bavhiKg5sJgVUXBj8KBj18xyIpjrrJMEUTfr6pB77pxF29ju3bkGrnPXrl3D\nZ5991ljM6u6778aoUaNYzIooiPBfs47dsFEQCwCSdZIbYfuZM6g3GBofJ8XEYFDHjhqOiLxhNBqx\ne/dubN26lcWsiIIcgwcds1VNEwASo6P9PBL31RkM2Hr6tEVbVnq6rk6J0E9KSkrw+eef45w6k5SR\nkYGxY8ciWgc/i0TkPgYPOnbDrICUuZY6+IW989w5VJqNPzYyEsP5CVV3bBWzGj9+PHr06KH10IjI\nhxg86JitBFFA4M88GKVETmGhRdvItDTEcE1cV1jMiih08be1TtUZDKgz2y9gEh4WhtgAfxM+eOkS\nilkAS7esi1nFxsbioYceYjErohAS2O8yZJfd/Q5RUQF9WkFK2SQp1NDOndEiwGdLSFFZWYn169ej\noKAAgFLM6uGHH0ZiYqLGIyMif2LwoFP2goeWAX7S4lhREc5bFcAak56u4YjIVdbFrO6//37cdddd\nAR2sEpFvMHjQKUczD4HMetahX/v2LIAV4Gpra7Fx40YcOnQIAItZERGDB92yl+MhkKf/axoacKyo\nyKKNZbcDG4tZEZEtDB50yt7MQyAHD5V1dZBmqaiTYmLQjQWwApJ1MavU1FRMmjSJxayICACDB93S\nY/BgMAscACAqPFyjkZAjFy9exNq1a1FUVNRYzCozMxPhvF9EpGLwoFN63PPQYDRaPA5nNsmAYipm\nlZubC6PRiDZt2mDSpElITU3VemhEFGAYPOiUveySgTzzYB08MBV14Lh27RrWrl2Ly5cvs5gVETnF\n3ww6ZS+7JIMHcsfNmzexZ88e7N69m8WsiMhlDB50ijMP5I3S0lLs2rULhw4dQkNDAwAWsyIi1zF4\n0Kkis/TO5gK5rgWDB+1duXIFO3fuxA8//NB48uW2225DZmYmOnXqpPHoiEgvGDzoVMH16zbbUwM4\nTXCTDZPMFeAXUkqcPXsWubm5OHnyJAAgLCwMffv2xbBhw3j8kojcxuBBh0qqq3Hl5s0m7WFCoFfr\n1hqMyDXWwUMkj/75lJQSx48fR25uLi5cuAAAiIyMREZGBoYOHYqWLVtqPEIi0isGDzpkb9ahW3Iy\nYiMj/Twa1xk48+AXBoMB33//PXbu3Inr6s9KbGwsBg8ejEGDBiEuLk7jERKR3jF40KEfrl2z2X57\ngE8/13PPg0/V1dUhLy8Pu3fvRrlafKxly5YYOnQo+vfvj6gAzgFCRPrC4EGH7M083NG2rZ9H4h7r\nmQcGD82jqqoK+/btw969e1FdXQ0AaNOmDYYNG4Y+ffowMyQRNTsGDzp0xE7w0DvAZx542qJ5lZeX\nY/fu3Th48CDq6+sBAJ06dcLw4cPRs2dPFq8iIp9h8KAzdQYDThQX23wu0JctGDw0j+sbQa6SAAAT\nyUlEQVTXr2Pnzp347rvvYFS/pz169EBmZia6dOnCoIGIfI7Bg878WFzc5E0YAFLi4tA2Pl6DEbmO\ntS28c+HCBeTm5uLYsWMAACEE+vTpg2HDhqF9+/Yaj46IQgmDB5054mCzZKB/4mxyVJPBg1NSSpw6\ndQq5ubk4c+YMACAiIgJ33XUX7r77biSzpDkRaYDBg87Y2+8Q6JslgaYluTnzYJ/RaERBQQFyc3Nx\n5coVAEB0dDQGDRqEwYMHIyEhQeMRElEoY/CgM3rdLAkA9QaDxWPueWiqoaEB+fn52LlzJ0pLSwEA\nCQkJGDp0KDIyMhATE6PxCImIGDzoipTS4bJFoOOGSftqampw4MAB7NmzBzfV7KGtWrXCsGHD0Ldv\nX5bGJqKAwt9IOnLxxg1U1NY2aY8KD0f3Vq00GJHrjhUVYdf58xZtDB6AGzduYO/evdi/fz9q1Xvb\noUMHZGZmolevXgjj94iIAhCDBx2xN+twW+vWAf1G/MO1a3hn//4mMw9dQri2QklJCXbt2oX8/PzG\nktjdunVDZmYm0tPTA37zKxGFNgYPOrLT6pO7SSAvWeRdvox38/KaZJeceNttSEtK0mhU2rl8+TJy\nc3NRUFAAKSWEEOjVqxcyMzPRsWNHrYdHROQSBg860GA04rVvv8W7eXk2n789QE9a7L1wAR/m58No\ndcpi6u23Iys9XaNR+Z+UEmfOnEFubi5OnToFAAgPD8edd96JYcOGoXUAV0IlIrKFwUOAq6itxdz1\n67Ht9Gm7fQJx5mHnuXNY9t13kFaBw8w+fTAiLU2bQfmZlBLHjh1Dbm4uLl68CACIiopqLIndokUL\njUdIROQZBg8B7PSNG3hy2zacLCmx26ddQgIyUlP9OCrntp0+jU9++MGiTQiBJ/v2xdDOnTUalf8Y\nDAZ899132LlzJ4qKigAAcXFxjSWxY2NjNR4hEZF3GDwEqB07diB7yxaUW+VGMJcYHY3FDz8cUJsl\nN508ic+OHrVoCxMCz/bvjwEBFuQ0t7q6Ohw8eBC7d+9GRUUFAKUk9rBhw3DXXXchMjJS4xESETUP\nBg8B6IMPPsDvfvc7GOrqADvllNOSkrBk4kT0SEnx8+hsk1Liyx9/xJc//mjRHhEWhuyMDPQN4toL\nVVVV2Lt3L/bt29dYErtt27bIzMzE7bffzpLYRBR0GDwEkPr6evzud7/DkiVLHPbL7NIFix5+GEkB\nkm1QSonPjh7F1+pmQJPI8HDMHTAgYDd0equsrAy7d+9GXl5eY0nszp07Y/jw4ejRowePWxJR0GLw\nECBKS0uRnZ2NnTt3Ouz3dL9++O+RIxEZIJ9mpZT45IcfsF0t2mQSHRGBFwYNQs8AmRlpTteuXcPO\nnTvx/fffN5bE7tmzZ2NJbCKiYMfgIQD8+OOPeOqppxqrJtoSHhaG1+69F0/26+e/gTlhlBIfffcd\ndp47Z9EeGxmJfxs8GOlBVvHx/PnzyM3NxfHjxwEAYWFhjcct27Vrp/HoiIj8h8GDxrZs2YK5c+c2\n1jOwpWVMDBY//DAyA+hTrcFoxAf5+divHkE0iY+Kwi+HDAma7JFSSpysqEDuBx/g7NmzAJSS2P37\n98fQoUNZEpuIQhKDB41IKbFw4UL84Q9/aJILwVyPlBQsmTgxoLIxNhiNeDcvD4cuX7ZobxEdjZeG\nDkVqYqJGI2s+RrUIWe65c7h68SJw9ixiYmIaS2LHx8drPUQiIs0EXPAghMgCMAbAKQBJACClXKDV\ndXyhrq4O8+bNw8qVKx32G9WhA96eNg0toqP9NDLn6g0G/PPAAfxgVWcjOTYWLw0ZgnYJCRqNrHnU\nGwzIv3IFO8+fR1lNDQAgMTISQ8eORUZGBqID6F4QEWkloIIHIcQUANOllFPN2rKEEDlSyjH+vo4v\nFBUV4ZlnnsGBAwcc9nv++efxnydPIjyA3qxqGxrwj/37cVxNfGTSOi4OLw0ditZxcRqNzHs1DQ3Y\nf/Ei9ly4gEr15ERKbCyGdemCO6urEXH33RqPkIgocARM8CCESAKwGoDFIrKUcrMQYp4QIltKuchf\n1/GFgoICPPnkk42pim2JjIzEggULMH36dOCpp/w3OCeq6+vx1r59OGWV7bJdQgJeGjIEyTrNmnij\nthZ7LlzAgUuXUKsm5EpNTERmly64rXVrhAkBONjISkQUigImeAAwDUChlLLMxnM5AOYAcOVNv7mu\n06w2bNiAF154oTGJkC0pKSl4//33MXDgQD+OzLnKujr8de9enC2z/JamJibipaFDA2pZxVXFVVXY\ndf488q9cgUHdc5KenIzMLl3QLSmJORqIiBwIpOBhKoBCO88VAugvhEiyExT44jrNQkqJv/3tb5g/\nf77Dfr1798aHH36ITp06+WNYLrtRW4s/79mDi2q6ZZMuLVvil0OGID4qSqOReebSjRvYee4cCq5f\nhwQgAPRu0waZXboExUZPIiJ/CKTgYQCAVXaeKzTrs9lP1/FaTU0NXnrpJaxbt85hv3HjxuFvf/tb\nwO3gL6upwZ9378YVq2Ok6cnJ+MXgwYjTSa0GKSVOl5Uh99w5FJaWAgDChUDf9u0xrHNnpOh4rwYR\nkRYCKXhIAuBsNsCV84rNdR2vXL16FU899RQOHz7ssN8vf/lL/PrXv0ZYABW3ApRp/f/dvRtFVVUW\n7T1TUvDCoEGIjgikHx3bjFLiWFERcs+dw6UbNwAAUeHhGJiaiiGdOiFRh8stRESBIPDfARSmYKBV\ngFzHqRdffNFh4BAdHY0///nPmDhxoq+H4rbKujq8uWsXSq32Z9zeti3mDhgQMKmxnVl79Ci+V4+U\nxkdGYkinThiQmopYncyYEBEFKr0ED34hhMgGkK0+vCmEOO7kJa0BFDnpY9ekSZM8falmXty4Uesh\n2OLVfXCJk2JlBMAf94FcwfsQGPR4H7q62pHBgxn1CKfLJzGEEAeklAN8OCRyAe9DYOB9CAy8D4Eh\n2O9DYC2029+LYGovsfO8r65DREREVgIpeCiE/b0Ircz6+Os6REREZEMgBQ95cDJjIKXM8+N1XKFJ\npkpqgvchMPA+BAbeh8AQ1PchkIKHHCj5F2wZCCUo8Od1nNIqzTVZ4n0IDLwPgYH3ITAE+30IpOBh\nFQAIIdJtPDcFwELzBiFEkloAy6vrEBERkXsCJnhQ00XPRtMgYQqUWhXWUdxqAKuFEC97eR0iIiJy\nQ0Ad1ZRSrhFClAkh5gM4BWWPQoqdMtqm5YkmaabdvA4AQAjRH8CrsDyJMc+6BoYQIgvAGLPrQkq5\nwM41Xe5LjQGeqSqYad9Kk3ug9uV98JL6Mz9dSjnPQR+ffJ95T37i4n3IBtAdQH8oG7832+vP++AZ\nV+6DjddkQ/lQ2uR9KOjvg5Qy5P9ASQx1EECSWVsSgIVW/aYAWG3VlgUgx8Y1Xe7LPxIA5gPIsmpL\nV+9LOu9Ds3+/pwAotf4Z98f3mffE7fsw3/zfgPq7KUd9XZKN6/E++OA+2HhNEgAJYIo331u93gfN\nB6D1H/UmnbLRvhpAqY0flCQbfXMAZHvSl38koHyamu/gudVmj3kfvPtez1d/tqdA+ZRj85elr77P\nvCdu34cpsAqqzZ4rNX+D4X3w3X2w89qXbQUPoXIfAmbPg4ZWQ/kBspYDy6M206BMT9kqupUDYI6H\nfUkN4Gw9IZVjtf3NmngfvCClnCelnCqlXAPHBeR89X3mPYFb92GMtDElrloFIEsIYVri431wkxv3\nwYK6xGHv5F5I3IeQDh7UNfYk2CjhLaVcJC3XvqbCfnKpQgD9zf4Ru9OXFFNtNaqnZgqt+vE++J6v\nvs+8J+6ZJoTIsfPcQfW/pqPpvA/+k+UgqAuJ+xDSwQOA6bAf9VkbAMc32dTH3b4ErIHyCWq1jX8o\n82A5M8T74B+++j7znrjHUcZc63T7vA9+oG6SdHRqLyTuQ0CdttBAFoADQOMPhEl3AK9bBRVJcD6t\nlWT2X1f7hjwpZaEQYg6U47VZQoipUsrN6jHcg1YRPu+Df/jq+8x74gYpZYaDp00nk0xvMrwPPmb6\ncOPkA2dI3IdQDx6SAJQJIV6WZsdi1Knyg0KIDBdnJUx97H1C8LRvyJBSLhJCFELZg5Kj/n2qdC+V\nOO+Df/jq+8x74p4pABbxd5RfZUvvjlAGzX0I9WULQNmMt8a8QUpZCCV/xGJNRhS6kqBMB26Gckxz\ntZ1MoUQhTQixEMqMg8s5Ccg7ai4Ge/scQg6DBzQGC9ZyAEwJ1M0qwUZN6GXa/TwGyi7jdACn1H+0\nRITGN7FpUE5iuHxCgLzW382Z0KDG4MH+ZhXTP0rzzSoOq3XCMjulO31DmrrfpFg9LgWgsahMdyj3\nJ8cqiON98A9ffZ95Tzyk/jtYCGC0nQ89vA8+4MImSWtBfx9CPXiwFziYM02bO9r13Mqsj7t9SUlB\n3WQdUf3lmAElkJumNvM++Ievvs+8J95ZDWCOnU/AvA8+YFo6dWOWJyTuQ6hvmMzDT8GBPaYblwcn\nEaLZP2h3+oY09ZOU3X+UUsoyIcTrUGYhAN4Hf/HV95n3xEPqPof5DvIL8D74RhaAMUIIe7WRXhVC\nmI79z0OI3IdQn3lYCcvsheZMQcUB9b+mQly2DIRltjF3+oY0NZp3ZV/JfvW/vA/+4avvM++JB9Rj\nyznWgYMQIt1sTxDvgw+oCQOnWv+BUr0ZUI71TzVLKhgS9yGkgwdTSlI7G/KmwvIY1CrgpyksK1Ng\nWQLcnb4EFDrZFDkGP+1y5n3wD199n3lP3KRmwi003xNkpj9+mh3lfQgMoXEftC6uofUfKFNS1hU1\ns6GWRrXqOwVWlc5stbnbN9T/QJl5OIimVTVNm8Os23kfmuf7fgpW1fz88X3mPXH9PkAJDnKgFGGy\n/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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -675,8 +675,8 @@ "n_illudm = len(illudm)\n", "n_elvis = len(elvis)\n", "print(n_illu, n_illudm, n_elvis)\n", - "obj = 'MW'\n", - "field = 'vmax'\n", + "obj = 'LG'\n", + "field = 'd'\n", "\n", "fig = plt.figure(1, figsize=(8,7))\n", "plt.rc('text', usetex=True,)\n", @@ -735,6 +735,20 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null,