{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline \n", "%load_ext autoreload\n", "%autoreload 2\n", "# %config InlineBackend.figure_format = 'retina' # I use a HiDPI screen" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from fishchips.experiments import CMB_Primary\n", "from fishchips.cosmo import Observables\n", "import fishchips.util\n", "\n", "from classy import Class # CLASS python wrapper\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# create an Observables object to store information for derivatives\n", "pars = np.array( ['omega_b', 'omega_cdm', 'h', 'A_s', 'n_s', 'tau_reio'])\n", "centers = np.array([0.02222, 0.1197, 0.69, 2.1955e-9, 0.9655, 0.06])\n", "steps = np.array([0.0001, 0.001, 0.01, 0.01e-9, 0.005, 0.02])\n", "\n", "obs = Observables(parameters=pars,\n", " fiducial=centers,\n", " left=centers-steps,\n", " right=centers+steps)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# generate a template CLASS python wrapper configuration\n", "classy_template = {'output': 'tCl pCl lCl',\n", " 'l_max_scalars': 2500,\n", " 'lensing': 'yes',\n", " 'non linear': 'halofit'}\n", "# add in the fiducial values too\n", "classy_template.update(dict(zip(obs.parameters, obs.fiducial)))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'output': 'tCl pCl lCl',\n", " 'l_max_scalars': 2500,\n", " 'lensing': 'yes',\n", " 'non linear': 'halofit',\n", " 'omega_b': 0.02222,\n", " 'omega_cdm': 0.1197,\n", " 'h': 0.69,\n", " 'A_s': 2.1955e-09,\n", " 'n_s': 0.9655,\n", " 'tau_reio': 0.06}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classy_template" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# generate the fiducial cosmology\n", "obs.compute_cosmo(key='fiducial', classy_dict=classy_template)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# generate an observables dictionary, looping over parameters\n", "for par, par_left, par_right in zip(obs.parameters, obs.left, obs.right):\n", " classy_left = classy_template.copy()\n", " classy_left[par] = par_left\n", " classy_right = classy_template.copy()\n", " classy_right[par] = par_right\n", " # pass the dictionaries full of configurations to get computed\n", " obs.compute_cosmo(key=par + '_left', classy_dict=classy_left)\n", " obs.compute_cosmo(key=par + '_right', classy_dict=classy_right)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "example_Planck = CMB_Primary(\n", " theta_fwhm=[7.], sigma_T=[33.], sigma_P=[56.],\n", " f_sky=0.65, l_min=2, l_max=2500)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "fisher = example_Planck.get_fisher(obs)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "generating new axis\n", "['$\\\\omega_b$', '$\\\\omega_{cdm}$', '$h$', '$A_s$', '$n_s$', '$\\\\tau_{reio}$']\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cov = np.linalg.inv(fisher)\n", "labels = [r'$\\omega_b$', r'$\\omega_{cdm}$', r'$h$', r'$A_s$', r'$n_s$', r'$\\tau_{reio}$']\n", "fishchips.util.plot_triangle(obs, cov, labels=labels);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e-06, 10000.0)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RO1/5CH+zgS9OSHR3sYQQXk6agzxIoJ+Jv99XRMGYCO54uZQ/yvDTQoghJiHgYcIC/VhzXxHFqVHc9UoZD722l0vNcuN6IcTQkOYgDxQe5EfJ/Z/hX94+wMoPj/OXPZXcU5jCgnHxjI8PJSzQjNUGTa0WGq5YaLjSRuMVC42tFgLNJsICzSSGBRBgNrm7KkIIDych4KH8TEae/8IEvpKfzJMlh3l2QzlPO3oOGQxwrZ6kRgNkxoRw3ZgI5mbFcnNOHPGhAcNQciHESCIh4OEKxkTwt3uLOFffwtYTtRytbuBicytmo4EQfzPBfiZC/O2PQD8TLW0WLja3cbymkQNn61l75Dx//Og0JqOBz+XEcW9RCgty4zEaDe6umhDCA0gIjBBxoQF8YUJCv99ntdrYc+YSf/q4kpdLT/K3A1WMix/Fd+dk8eXJSZhNclpICF/mE3sAX74K12g0MHl0OE/fksuJ78/lla/kYzIa+OqrZUz52SbePXTO3UUUQriRT4SAsDObjHx5ymjKvj2LP391Ks1tFj73q+3c/OI29p655O7iCSHcwKtDwIC0e3fHaDRw+6Qk9j92Az+7dTw7T9Yx+WcbuWfVx5yqa3J38YQQw8irQ0D0zt9s5JGZGRx9fA6PXJ/BKx+dZuzT6/neOwe52CTXJgjhCyQEBFHB/vzXreM5+C83cNvERJ5eX86YH69l6Rv7OHC23t3FE0IMIekdJNqlRwfzh6/ks3y24vmNmhe2VvCLD4+TFRPCLBXNxMQwksICCAv0w2K10dhq4XJLGxeb26hrauVicysXm9u41GT/G2A2Eh5oJj40kOy4ECYmhJGfHI6f9EgSwmNICIgupowO56Ul+Ty7YByv7T3L2wfO8tc9Z/jV9k96fV+wn4nwIDPhgX6EBZi5YrGyt6mVM/UttLRZARgVYGJ2RgyLJyfxpQkJhATIP0Eh3En+B4oeJYQF8sD0NB6YnobNZuNsfQvnL1/hUksrZqOx/UI1546/p1/4FquNT2qbKD1Vx/ryatYcOsfbr1YR4m/i7sIUHp2VQUpk8DDXTggBEgKijwwGA4lhgSSGBfb7vSajgfToYNKjg1mYl4TVamNzRQ2/3v4J/7elgv/bUsHdhWP40WdziJOhLYQYVm4PAaXUbUAGkATUaq1/5OYiiSFmNBq4PiOa6zOi+Y+bs3l2g+bFbSdY9XEl/zZvLEtnpMuVzEIME7f+T1NKpQNjtNbPaa2/A3xJKbXQnWUSwyslMphf3DaRPY/OYkZaFI/+7QDF//2h9EoSYpi4++fWOODRDq8/AGa5qSzCjXLiQnn7viJW3TWVitom8p/fxNPrj9Jmsbq7aEJ4tX43BymlooAngXVa6ze7mb8IyAXOA6nADq31az183D+AWzq8znZMEz5qUV4SszKieej1vXzvnUO8tb+K3395Mlmxo9xdNCG8Up9DQCk1BVgCnAIeAnZ1s8wC7L/si7XWFqWUCdiilGrSWq/pvLzWug3Y43hvOhAL/HIgFRHeIy40gNVfLeDVstM89NpepvxsE88uGMe3ilMxGGQoECFcqc/NQVrrMq31Y1rrFb0s9gSwSmttcbzHAqwCHu/ts5VSRuD7wOe11pf7Wibh3f5pymj2PDqL6zOieOj1vdz8y20ytpHwCS0tLaxdu5bly5dTWlo6pOtyWe8gpVQEUAB0DolqYJpSKgz4NZDsmP6C1vp3juffAZ7SWlcqpZK01pUdP6CqqgqlVI/rXrp0KcuWLXNBLYSnGR0exDv3FfHithMsf+sAE597n1/cNpElU0bLUYHwKseOHePdd99lzZo1rF+/nsbGRgICAhg/fjxTp07t9j0rVqxg5cqVPX5meHh40rXW68ouohmACWjoNL3esZ50rfWizm9y9AZ6DzijlIoDPgv8tuMy8fHxlJSUuLCoYiQxGAzcPy2NG7Ni+fqfyrjrlTL+WHqKpz6Xy5TR4e4unhAD0tTUxKZNm1izZg1r1qzhyJEjAGRkZHD33Xczf/58Zs+eTUhISI+fsWzZsl5/ABcUFFT2ONPBlSEQ5PjbXQgAdLkkVCmVB7wC+HWY/BUXlkl4kcyYEDY+MJ0VHxzjqXVHmfr8JubnxHFP4Rhuzo6TISiExysvL2/f6b///vs0NTURGBjI7NmzefDBB5k/fz6ZmZnDepTryv81ztt3+XWa7nzd5fyD1no34O/CMggvZzIa+M4sxT2FKaz44Bi/2v4Ji14qxWw0kD86nMyYEOJDAwgwGzE77qNstYHVZuvw1/4cYHRYIOnRwYyPD2VsbIg0MQmXqq2tZf369ZSUlLB27VqOHz8OQFZWFt/4xjeYP38+s2bNIigo6BqfNHRcGQLOI4DQTtOdrxtduC7h4yKC/PjhTdk8MXcsG8qrea+8mu0natlSUUPV5RZaLTbarDYMBjAaDBi7/DW0j4TqFB3sx4z0KD4/PoFbx8cTEyJDWIj+uXLlCtu2bWPt2rWUlJSwa9curFYroaGhzJkzh+XLl3PzzTf3eo5zuLkyBCqAVrqGQBhgBU64cF1CAPYjg7ljY5k7NnZA769tvMKxmkY+Pn2JLSdqeO9INW/ur8JogM/lxPPP01KZnxOHyShHCKIrm83GoUOHWLt2LWvXrmXDhg00NDRgMpkoLCzkBz/4AfPmzaOwsBA/v86NJJ7BZSGgtb6olNoIxHealQCUaa1rXLUuIVwlMtifqcH+TE2O4N6iFGw2G2WnL/LnPWf4/c6TvP2bKlIigvj2rAzuK0yR8w6C8+fPs27duvYd/6lTpwDIzMzkq1/9KjfddBM33HAD4eEjo9PCQK4YdsZZd235K4AfKaV+qrVuU0qZgYXYrzAWwuMZDAbykyPIT47gPz6bzVv7z7Lig+N8+839PLXuKMuuT+fB6elEBHnmrzrhepcuXeKDDz5g/fr1bNiwgbKyMgAiIyO58cYbuemmm5g3bx5paWnuLegA9eeK4VTgm8BEx6TlSqkJwAat9RsAWuu3lVLBwLNKqUPYRwZ9Rmv9uovLLcSQ8zMZuX1SErdPSuLD4xd4+r1yfvDuYZ7doPnnz6TyyMx0Roe774SeGBqNjY1s3ryZDRs2sH79enbt2oXFYiEgIIDi4mJ+/OMfc9NNN5Gfn4/JZHJ3cQetP0cCJ7H/om8DLNh7+5j5tFcQAFrr1cBqVxVQCE8wIz2at++Lpuz0RX66oZznN2lWfniMO6cm89hsRU5c51NhYqRoaWlh+/btrF+/nvXr17Nt2zZaW1sxm80UFRXx+OOPM2fOHKZNm0ZgYP/vp+Hp+hwCWmsr0NxhksXxEMJnTBkdzit3TuXH83P42cZj/GbHJ/x2x0lmZkTxlfxkbpuYSHSI9Hr2ZG1tbezatav9l/7mzZtpamrCaDSSn5/Pt7/9bebMmcP06dMZNcr7By6Us1xCDEBGdAi/uG0iP7xpLC9uO8EfSk9x/1/28M2/7mFSYhhFKZFkx4WQFhlMeKAfoY4TyhabjTarFYvjQgVnd1WT0UBkkB/xoQGEB5rlegUXamlpYefOnWzatIkPPviAzZs3U19vv4Z10qRJ3H///dxwww3MnDmTiIgIN5d2+EkICDEIsaMC+P7csXzvxixKT13k3cPneL/8Aqt3V1LX1DqgzwzyMzIuPpSJCWFclxLB3KwYMmPkQra+unz5Mlu3buWDDz5g06ZNbNu2jZaWFgAmTJjAnXfeyZw5c5g1axaxsQPrWuxNJASEcAGDwUDBmAgKxkTwxFx7//ELjVf4pLaJ+pY26lvsLadmo/1Xv8lgwGD49ErmNouVmqZWqupbOFnXxIGqetYcPsfvdp0EIDUyiEV5SdyZn8ykpDB3VtXj1NTUsHnzZjZt2sSmTZsoLS3FYrG0N+88+OCDzJw5kxkzZhAdHe3u4nocCQEhhoDBYCAmJGBQVx3bbDbKqxtYd7Sadw5W8fNNx3jufU1eUhgPz0hnyZTRBPqN/N4p/VVZWcmHH37YvtPfu3cvAP7+/hQVFfHd736XmTNnMm3aNEJD5YT9tUgICOGhDAYDWbGjyIodxbeK06huaGHVx5W8uO0E963ezffeOciD09NZOiOdcC+9bqGtrY29e/eyZcuW9kdFRQUAISEhFBcXs3jxYmbOnElhYaFX9t4ZahICQowQMSEBPDg9nQeK03jvaDXPbzrGD/9xmOc3HeM7szJYOiOdsMCRHQa1tbVs27atfYe/fft2Ghrsw5IlJiYyffp0li5dyvTp05kyZYrHDsUwkkgICDHCGAyfjpf00ak6niw5wr+9e5ifbzrG8lmKh6anExro+f+1bTYbR44cuepX/oEDBwAwmUzk5eVx9913U1xcTHFxMSkpKXJyfAh4/r8UIUSP8pMjePOeQnadrOPJksN8f80hnntfs/R6ezNRZLDnXLNQW1vLrl272L59O9u3b2fr1q1cuHABsA/BMG3aNJYsWUJxcTHXXXedT/TR9wQSAkJ4gYIxEfzt3iJ2flLHT947wpMlR/jZxmN8qziNh6ankRwxvMNbtLS0sHv3bnbs2MGOHTvYvn17+52zAHJycvjCF77Q/is/Ozsbo7HPtzwXLiQhIIQXuS4lgtfvLmRP5SX+c/1Rfvp+Oc+9X85ns+P4WsEYPpsd6/KTyFarlaNHj7bv8Hfs2MHHH3/MlStXAEhISKCoqIivfe1rFBUVUVBQMGJG2PQFEgJCeKFJSWG8eudUnpqfw292nOR3O0/y5T+UYjIamJYayXVjIshLCiMrJoSksEASwgIIMF+7u6nNZuP06dOUlpayc+dOduzYwc6dO6mrqwNg1KhRFBQU8Mgjj1BYWEhRURGjR4+WtnwPJiEghBfLiA7hx/Nz+PebxrLtk1rWHDrHe0eq+X9bKmhus161bHigmZgQf6KD/e1/Q/zxtzTTWFNFbeUJzh47wvEDZdSV74EW+41TJk6cyB133EFhYSGFhYXk5uZ6xciavkRCQAgfYDYZmZEezYz0aJ6ab79C+Wh1A8drGqm81MyZi82UV57n2JnznD5Zz8HGVhosRiwBIRj8g4AMSMmAlJsxAEnBRgrTY5iXHc+8sbGo6GD5tT9CSQgI4WPa2to4fPgwu3fv5qOPPqK0tJSysjIuXrwIgJ+fH5MmTSI/P5/8cflMmJxPYsZYLrcZqLzYzO4zlyg7dZFtn9Tyxv5zAGREB/OlCYkszkuiYEy4BMIIIiEghBerqalh9+7d7N69mz179rB7927279/fPqBaQEAAeXl5LFmyhPz8fKZOncr48ePx9+++a2leUjjzc+13kHUOa7H2iH1Yi5UfHuO/NmoyooNZnJfEkimjmZAo4xx5OgkBIbyAxWLh6NGj7Tt8507fef9bgPj4eCZNmsTDDz9MXl4eeXl55OTkDPiq247DWjwwPY3axiu8se8sq3dX8tP3NU+vL2dSYhj/NGU0/zQliZTIYFdVV7iQhIAQI4jNZuPMmTPs37+f/fv3s2/fPnbv3s2+fftobrbf88lsNpObm8vs2bOZNGlS+w4/Pj5+SMsWGezP3YUp3F2Ywrn6FlbvruTVstM8/s5BHn/nIDMzovinKaNZlJdElAddxObrJASE8EA2m42qqqr2nb3zceDAAWpra9uXi4mJIS8vjwceeKB9h5+bm0tAwMBHL3WFuNAAHpqRzkMz0jl2oYFXyk7zyken+dZf97L0jX3cnB3HHZOTmJMZQ0KYDPrmThICQrjZuXPnuuzs9+/fT01NTfsykZGRjB8/nsWLFzN+/Pj2R1xcnMefhM2IDuGJuWP5/o1ZfFx5iVc+Os2fPj7N3w5UAZAVE8K01EjGJYQyLj6UzJhgEkMDCZM7rA0LCQEhhkFrayvHjh3j0KFDHD58uP1x6NCh9vFzACIiIhg/fjwLFy68amcfHx8/4neIBoOBKaPDmTI6nKdvyaX0VB2bjtXw4fELrD16npdKT121fJCfkcSwQBJDA4gPDSA+NJD4UQHEh/qTEBpIfGgAYyICSQoLHPHfjTtJCAjhQtXV1Vft6J3Pjx07RltbW/ty8fHxZGdnc/vtt5OTk8OECRMYP348iYmJPrFDMxkNFKZEUpgSyaOzFQB1Ta0crKrneE0jZy61cKa+mTOXWqiqb+HQucts1Be40EK74WwAAA8KSURBVNj1lp0RQX5MSAhlfEIoxWmRzEyPJjVKTkL3lYSAEP1UV1dHeXk5WmvKy8spLy9v3+l3bMLx9/cnKyuLiRMnsnDhQrKzs8nJyWHs2LE+eUPza4kI8mNaWhTT0qJ6XOZKm5XzDS2crW/h7KUWjtc0sr+qnv1n63m17DQvbD0B2G/HeXNOHF+ckMANKgZ/swxO1xMJASE6sdlsnDt3rsuO3vm8444e7Dc7yc7OZtGiRe07+uzsbFJTU2UIBRfzNxsZHR7E6PCuo6JarDb2nb3EpmM1vF9ezR9KT/HC1hOEBZpZkBvPXQXJzM2KxWT0/iOt/pAQED6pqamJEydOUFFRQUVFBcePH79qR++8mxWA0WgkJSWFzMxMFi1aRGZmJpmZmSilyMjIICQkxI01EU4mo4G8pHDyksJ5eEY6za0W3jtazev7zvL63jO8UnaaxLAAvpKfzNcKxjA+Qe4/DBICwks1NDRctZPv+LyiooJz585dtby/vz/p6elkZmYya9as9p18ZmYmaWlpPV5BKzxXoJ+JW8bFc8u4eP7ntgm8faCKl0tP8fNNx3jufc3U5HDumprMlyePJi7UvV1q3UlCQIw4bW1tnD17llOnTl316Lijr66uvuo9/v7+pKamkpqayq233kpaWhppaWmkpqaSlpZGYmKiNN14sQCzidsnJXH7pCTO1bfw6sen+UPpKR55cz+P/u0A83PiuGtqMgvGxRPo51v/DiQEhEe5cuUKlZWVXXbwHR9nzpzBar16GOTAwEBSUlJIS0sjPz//qh18WloaCQkJcucqAdgvZFt2fQbLrs9g/9l6Xtp1kj9+ZL9uISLIjy9NTGBBbjxzs2JHxL2aB8sjaqiUCgGe11r/s7vLIobG5cuXOXPmDGfPnuXs2bPdPj9z5gznzp3DZrNd9d6QkBDGjBlDcnIy8+bNIzk5ucsjKirKJ7pWCtcanxDKMwvG8ZPP5bK+vJqXdp3kr3vO8NsdJ/EzGbg+PZritEimpUZSlBrplcNdeEQIAPcDWe4uhOg7q9VKXV0d58+f5/z581RXV7c/724H3/FEq5PZbCYhIYGEhASSk5MpKCjodgcfFhYmO3gxpExGA/PGxjJvbCytFiubj9fw94PnWHf0PD957yhWx++SpLBAsmNDyI4bRXbcKLJiQsiKCSEtKhg/08g80nR7CCilpgBH3V0OX2a1Wrl06RK1tbXU1tZy4cKFq3bs3f29cOECFoul28+LiIggMTGRhIQECgsL2587H87XUVFR0kQjPI6fycjszBhmZ8YAcLmljV0n69hxso6DVfUcPt/Anz6upK7p0wvXTEYDaZFBZMWEoBzBkDlCAqJfIaCUigKeBNZprd/sZv4iIBc4D6QCO7TWr/XyeX5ANrC1P+UQV7NarVy+fJn6+vr2h3OH7nzU1dV1meacXldX16UJxsloNBIdHU1MTAyxsbHk5OQQGxvb/rrjc+ffwEAZEEx4j1EB5qtCAezXkpy/fIWj1Q2UVzdwtLoBfaGBo+cb2FxRS33Lp1eH+5uMTBkdRmFKJJ9JtTctpXnQFc19CgHHr/UlwCngIWBXN8ssAB4FirXWFqWUCdiilGrSWq/p4aO/CLwBDO0Ytx7AZrPR3NxMY2MjTU1NNDU19fq8oaHhqp16b4/umlo6CwgIIDIyksjISCIiIkhISCA3N/eqac7n0dHR7Tv1yMhI6TUjRCcGg4G40ADiQgOYnn71Fc7OgCh3hML+qnp2fFLLr7af4L8/PA7Y78Q2NyuWeWNjmJMZQ6QbzzX0KQS01mVAGYBS6uc9LPYEsEprbXG8x6KUWgU8DnQJAaVUJvCJ1rpZKTWQsvfZlq1bWFF9BKvV2u3DZrP1OK+1tZUrV660/+3Lc+ff5ubm9p26c6z3/goKCiI0NPSqR0JCAllZWYSFhXWZ53x03rkHBXW9wlII4XodA6K4wxAYbRYre8/W8+HxGtYdOc+rZad5cdsJjAYoSom0X9OQG8ekxOE9B+aScwJKqQigAFjRaVY1ME0pFQb8Gkh2TH8BaANClFKTgTFAklLqfuBFrfVVbRNVVVX0FhRLly5l2bJlXaZHRUUBF3nn7+/wTsVHfaqLwWDAaDRiNBoxGAz4+fnh7++Pv79/r89DQkKumu7n50dgYCBBQUEEBwcTFBTU6/POr0NCQhg1ahRms9tP2wghXMBsMraPovrwjHRaLVZ2fFJHyZHzrDlYxRNrDvHEmkMkhwfyuVx7INyYFUOwf8/7gBUrVrBy5coe54eHhydds1wDq04XGYAJ6NwuUe9YR7rWelFPb1ZKzQZmaK1f6G5+fHw8JSUl/S7U6NGjgeOsWvUn5mZGt+/ce3oYDAbphSKEGBZ+JiPT06OYnh7Fk5/N5uylZt45dI53DlbxStkpXtx2gkCzkf+5bSJ3F6Z0+xnLli3r9gewU0FBQeW1yuGqEHC2NXQXAgA9ngVRSuUB9wK5Sqn7ewqCwQgLC3ccFQghhGdKCAvknsIU7ilMoaXNwgfHavj7wSomJYUN6XpdFQLO5pvOd6x2vu6tf9QB4B7AAnjflRhCCNFPAWYTc8fGMnds7JCvy1Uh4DwC6Dwsn/N1Y09v1Fp3vEvEwM6eCiGEGBBXXcFQAbTSNQTCACtwwkXrEUII4UIuCQGt9UVgI137+ycAZVrrmq7vEkII4W79CgHHFb7Qfdv9CmCxUsrsWNYMLASeGlQJhRBCDJm+XjGcCnwTmOiYtFwpNQHYoLV+A0Br/bZSKhh4Vil1CEgCntFavz4E5RZCCOECfT0xfBL7mEFt2HvxGB3vveqiLq31amC1KwsohBBi6PR12AgrV/fcsTgeQgghRjDPHd9UCCHEkJMQEEIIHyYhIIQQPkxCQAghfJiEgBBC+DAJASGE8GESAkII4cMkBIQQwodJCAghhA+TEBBCCB8mISCEED5MQkAIIXyYhIAQQvgwCQEhhPBhEgJCCOHDJASEEMKHSQgIIYQPkxAQQggfJiEghBA+TEJACCF8mISAEEL4MAkBIYTwYRICQgjhwyQEhBDCh0kIeKEVK1a4uwjDTursG6TOrich4IVWrlzp7iIMO6mzb5A6u555SD/9GpRSZmAp8AkQC/xea93ozjIJIYQvcfeRwH8DG7XWfwGuA653c3mEEMKnuC0ElFJpwGe01qWOSf8CvOeu8gghhC/qV3OQUioKeBJYp7V+s5v5i4Bc4DyQCuzQWr/Ww8cVAWeUUrcCAUAO8OP+lEcIIcTg9CkElFJTgCXAKeAhYFc3yywAHgWKtdYWpZQJ2KKUatJar+nmY9OA8cDftNY2pdRK4C7gpQHVRAghRL/1qTlIa12mtX5Ma91bX6UngFVaa4vjPRZgFfB4D8vXAPu11jbnaoAFfSu2EEIIV3BJ7yClVARQAHQOiWpgmlIqDPg1kOyY/gJQAQR2WNYAWLv7/AMHDjROnjw5uKf1G43GM0ajsbK7eZOt1qQn3jdWPtGXiniJ8PDwpIKCgm6/D28ldfYNUuerWa3WJKvVmtjTe00mU+61Pt9VXUQzABPQ0Gl6vWMd6VrrRR1nKKX8gB8qpYxaayswFuhyngGgtLQ0xEXlFEII0YGregcFOf52FwIAXX7Fa61bgceAZ5RS3wROaa1fdVF5hBBC9IGrjgSc7fp+naY7X3cbNlrrrcBWF5XB6ymlAoBQYBTQBNTLxXXeTba5b3DndnZVCDiPAEI7TXe+dss/2n52WfVoSql44GyHSa3Ar5VSy7TWVxzLXLO+nv6d9NYN2VX187TvoKc692WbO5YbMXV2NAMvBRKAKCAF+KnWuqQ/ZfWmOrt7O7sqBCocBe8cAmHYT/aecNF6+mwAXVY9XSDwXaAU+3e9T2t9wTmzL/X15O/kWt2QXVU/T/oO+tD1utdt7viMEVVn4N+Bl7XWhxxlmwuUKKVu1Vq/7Y3b+Vp1xs3b2SXnBLTWF4GNQHynWQlAmda6xhXr6af+dlkdCc5qrddprTd2/kdC3+rrsd9JH7ohu6p+HvMd9LHrdW/bHEZQnR1NHv8MzHFO01qvwx5+P+xHWb2tzuDG7dyvEHAc1gD4dzN7BbDYMSicc3C4hcBT/VmHK3Tosnqm06yOXVa9Rl/qO5K/E1fVbyR/B90ZgXU2Ym8ajuk0/TiQ46Xbudc69+UDhrrOfb1iOBX4JjDRMWm5UmoCsEFr/QaA41AuGHhWKXUISAKe0Vq/3pd1uNg1u6wCu4e7UC4wTin1EPYTR7nAGq31e/StvqY+LOOp34mr6jcSv4OetjmMsO2utW7C3k7dmQLK8cLt3Ic6O7ltO/f1nMBJ7Ceu2gAL9nQz82mvIAC01quB1X38zKHU7y6rI0ArYNVa/wLAkexHHWMvObdjb/U19mEZT9WX7dmX+o2076DHba613o7rvhe3UUpNAqYCi/CR7dypzuDm7dynEHBczNXcYZLF8fBUA+qy6sm01pV0aNvTWl9SSu0A/o1Pm9x6q+9I/k76UnZXLeMxrrHNb2GE19nRvPwb4Hta678opYods7x2O3euM7h/O7v1pjJDyCO7rA6BOuBm+lZfax+W8VSuqt9I/g6cnNscRv52/wnwR631847XvrCdO9e5J8O2nb01BCrwsC6rg+HoYbAPeF5r/b8dZvlhP0Kr4Nr1tfRhGU9VgWvqN2K+gz5scxjB290xSsBxZ90cfeUr8OLt3EOd63Dzdvaow19X8dAuq4NlBo51mpYDbOpLfUfyd+Kq+o3A76DHbQ6u+15cXuprcPRnb+2003vAm7dzT3V2/HXrdvbKEHDwmC6rg6W1bgFeBQ47pymlZgFjgH91TOpLfT3+O+mlG7Kr6udx30F3de7jNocRVmelVBFwH9CmlPqaUuoepdRjfNqDxuu2c2919oTtbLDZbL3NH9GUUouBzwDOLquH9QgdpE4p5Q88jP0wMQqIBf5da32iwzLXrK+nfieduiHfgv0/xT/o0A3ZVfXzlO/gWnXuyzZ3fM6IqLOjPieBuG5m/0Jr/bBjOa/Zzn2ps7u3s1eHgBg5lFJG7L+Eu3RD1h3GT/Emvlhn4XkkBIQQwod58zkBIYQQ1yAhIIQQPkxCQAghfJiEgBBC+DAJASGE8GESAkII4cMkBIQQwodJCAghhA/7/xpPXMclHpd2AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(example_Planck.noise_T, '-')\n", "plt.plot(obs.cosmos['fiducial'].lensed_cl()['tt'] * (2.72*1e6)**2, '-')\n", "plt.yscale('log')\n", "plt.ylim(1e-6,1e4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting without an `obs` object\n", "\n", "You might want to plot a generic covariance matrix. You can avoid constructing an `Observables` object and just use the fishchips plotting utilities, by calling `plot_triangle_base`. The `plot_ellipse` function is general and doesn't depend on `fishchips` either." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "generating new axis\n", "['$\\\\omega_b$', '$\\\\omega_{cdm}$', '$h$', '$A_s$', '$n_s$', '$\\\\tau_{reio}$']\n" ] }, { "data": { "image/png": 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REblFAU4H8EUhISHUqVPH6Rh5lmEYFClShCJFijgdRURERCRP0onBIiIiIiL5jEqAiIiIiEg+o8OBcmH79u1HQ0ND9zidI5+q7HQAEREREV+nE4NFRERERPIZHQ4kIiIiIpLPqASIiIiIiOQzKgEiIiIiIvmMSoCIiIiISD6jEiAiIiIiks+oBIiIiIiI5DMqASIiIiIi+YxKgIiIiIhIPqMSICIiIiKSz6gEiIiIiIjkMyoBIiIiIiL5jEqAiIiIiEg+oxIgIiIiIpLPqASIiIiIiOQzKgEiIiIiIvmMSoCIiIiISD4T4HQAX9SuXTu7QoUKHlnr0KFDlCtXziNruZK7cm/fvv3ounXryrhiLk9+jnI9V36WIiIikjMqAblQoUIFPv30U4+sZZomixcv9sharuSu3KGhoXtcNZcnP0e5nis/SxEREckZHQ4kIiIiIpLPqASI+KC9e/eyZcsWUlJSnI4iIiIiPkglQMSH2LbNyy+/TJUqVahfvz4tW7bk4MGDTscSERERH6MSIOJD/vOf//Daa6/Rv39/3n//fbZs2UKvXr1ISkpyOpqIiIj4EJ0YLOIjjhw5wjPPPEOHDh2YNm0a/v7+FCtWjAceeIAPP/yQxx57zOmIIiIi4iO0J0DER4wbN47z58/z7rvv4u/vD8CAAQNo2bIlr7zyChcvXnQ4oYiIiPgKlQAvN3z4cKcj5Iqv5vZWZ8+e5cMPP6Rv377UqlXryvOGYfDKK69w6NAhvvzySwcTioiIiC9RCfByI0aMcDpCrvhqbm/1+eefc/r0aZ544onrXmvbti21atXigw8+cCCZiIiI+CKVABEfMGPGDGrXrk3z5s2ve80wDAYPHkxiYiK7du1yIJ2IiIj4GpUAES+3d+9eVq5cSf/+/TEM44Zj+vbtC8CsWbM8GU1ERER8lEqAiJebPXs28P+/6N9IpUqVaNmyJV999ZWnYomIiIgPUwkQ8XLz5s2jdu3aVK9ePctxf/nLX9iyZQu///67h5KJiIiIr1IJEPFip0+fZsWKFXTr1u2mYzPGzJ8/392xRERExMepBIh4saVLl5KUlETXrl1vOrZmzZqYpqkSICIiIjelEiDixaKjoylcuDBhYWE3HWsYBh07dmTFihUkJSV5IJ2IiIj4qgCnA0jmbNtmx44drFmzhjNnznD27FkCAgIoUKAAZcuWpVGjRpimmekVY8T3RUdH06pVKwIDA7M1vn379kyePJk1a9bQokULN6cTERERX6US4GWSkpKYN28eCxcuZOHChQC0bNmSEiVKEBISQmpqKhcuXGDp0qWMHDmSM2fO0LhxY0JDQ2natCmdOnUiJCTE4XchrvDHH3/w888/89hjj2V7mzZt2uDn50d0dLRKgIiIiGRKJcCL/PTTTzz44IOEhITQq1cv/v73v1OrVq0sf+k/fPgw69evZ926dUyZMoXBgwfTu3dvBg0aRFhYmPYS+LDly5cDaXcEzq4SJUrQoEEDVqxY4aZUIiIikheoBHiB1NRUJk6cyJtvvsmbb77J4MGDs/3lvWzZsnTu3JnOnTsDsG/fPmbMmMEjjzxCamoqgwYNYtCgQVSoUMGdb0HcIDY2luLFi3P33XfnaLvIyEimTJnCpUuXCA4OdlM6ERER8WU6MdgLjBw5klmzZpGQkMCQIUNu6df7ihUrMnr0aLZv38706dPZs2cPdevWZeTIkRw7dsyFqcXdVqxYQUREBP7+/jnarlWrVly8eJF169a5KZmIiIj4OpUAh8XExPDll18yf/58TNN02byGYdC8eXOmTp3K1q1bOXv2LDVr1uTNN9/k3LlzLltH3OPQoUPs2rWLiIiIHG+bsU1sbKyrY4mIiEgeoRLgoFOnTjFo0CD++9//UqpUKbetU6FCBaZMmcKqVavYtGkTNWrUYOrUqbqMpBeLj48H0k4Kz6lSpUpRq1atK3OIiIiIXEslwEGvvvoqUVFRV47nd7caNWrw5Zdf8u233zJr1iyaNm3K5s2bPbK25Ex8fDzBwcE0atQoV9u3aNGCVatWkZqa6uJkIiIikheoBDgkNTWVmTNn8swzz3h87SZNmrB06VJGjBhBhw4deP3117VXwMvEx8fTpEmTXJ/YGx4ezokTJ9ixY4eLk4mIiEheoBLgkDVr1lC6dGmqV6/uyPqGYTBo0CA2bNjAqlWraNmyJb/++qsjWeTPLl68yIYNGwgPD8/1HBn3CFi9erWrYomIiEgeohLgkFWrVtGqVSunY1CpUiUWLFjAgAEDaNasGZ9//rnTkfK9jRs3kpSURFhYWK7nqF69OiVKlCAhIcGFyURERCSvcMt9AgzDCAPaAV/Ytv2LO9bwdevXr6dDhw63PM/evXvZsWMHSUlJhISEUL9+fYoXL56jOQzDYMSIEURGRtKvXz8SExOZMGFCji9NKa6R8et9s2bNcj2Hn58fzZs3VwkQERGRG3LJngDDMAYahrHVMIxYwzBeAc7atv0G0N0V8+dFFy9epEiRIrnaduvWrQwaNIjTp0+zc+dO/vnPfzJx4kTGjBnD+vXrOXr0KD179uSDDz7g+PHj2Z63YcOGJCYmsnXrVnr37s358+dzlU9uTUJCApUrV+a22267pXmaN2/Ojz/+yKlTp1yUTERERPIKVx0O1BDoA7wOFAHmG4axh7S9AXID/v7+JCcn52ib1NRU3n77bdq2bUvdunUxDIN27doRHR3NwoULWblyJe3ataNgwYL069eP2NhYqlatysyZM7O9RvHixVm4cCFFihShTZs2HD58OKdvTW5RQkICzZs3v+V5mjdvjm3bummYiIiIXMdVJcCybXuHbdtLbNt+GqhM2l6A/i6aP88JCAggJSUlR9v88ssvrFixgrVr1/L0009nuiehUKFC9OvXjy+++ILffvuNDh06sH37diIjI4mLi7vpOkFBQXzyySd06tSJsLAwdu7cmaOcknsHDhzgjz/+uKVDgTI0adIEgMTExFueS0RERPIWV5WAk4Zh1Mt4YKfZYtv2GRfNn+fkdE/AwYMHMU2T+fPnU6VKlWxvV6JECUqXLk2NGjV49NFHuf/+++nevTu///57ltsZhsGrr77KmDFjaNWqVbbKg9y6jC/srigBJUqUoEaNGioBIiIich1XlYBdwBzDMN41DOMvhmGUcNG8eVahQoVydKz2E088wZdffpnr9fz9/XnooYfYuXMnnTp1onjx4hw6dOimeyMefvhhPv30U+69917WrFmT6/UlexITEwkICKBhw4Yuma9Zs2YkJiZi27ZL5hMREZG8wVUl4Eng/4BLwLPAAcMwNhmG8bKL5s9zQkNDs/2lOikpiUWLFtGxY8dbXrdAgQI8/vjjFC1alDfeeIO2bduyd+/eLLfp0KEDH3/8MT169GDbtm23nEEyt2bNGurVq0fBggVdMl+zZs04dOjQTff8iIiISP7iqhKwzrbt923bfsa27TCgJPAMcMJF8+c54eHhrFq1Kltjf/rpJypVqkSpUqVcmuGdd96hU6dOhIaGsmLFiizHdu3alQkTJtCpUyd+++03l+aQNKmpqaxdu9YlhwJlaNq0KQBr16512ZwiIiLi+1xVAlINwyia8cC27fPpJwm/66L585xatWpx/PhxDh48eNOxxYoVY/jw4S7P4O/vz3PPPceMGTO4ePHiTccPGDCAF154gQ4dOnDgwAGX58nvdu7cyZkzZ658cXeFevXqERQUpEO5RERE5E9cVQISgKWGYfQ0DKOYi+bM0/z8/AgLC7tyY6isVKlShWHDhrktS/v27YmKiuKdd95h3LhxWR4/PmzYMB5++GE6duyYo3sQyM1lfFF3ZQkIDg6mQYMGKgEiIiLyJ64qASOBONLOBzhkGMZGwzDeMQyjrYvmz5NatGhBTEzMTcdt376dqKgot+e57777+PLLL3n22WezHPf888/Tvn17+vbtm+PLnErmEhMTKVKkCLVq1XLpvM2aNWPdunU5vi+FiIiI5F0BLppnAzDHtu1/GIZRCIgAWgN/A5ZldxLTNPsAdwFHSLvXwBrLsuZkY7uKwL+Af1mWtf6a1woDTwOFgHJAWeAly7LWXjNuGFAUOAOYwHeWZcVmN3tu9OvXj+bNm/PWW29leSJolSpViIuL48KFCy47YfRGKlSoQHR0NJGRkTRq1Ii+ffvecJxhGIwfP5527doxbtw4xowZ47ZM+cmaNWto0qQJfn6u6uZpmjZtyqRJk9i+fTt169Z16dwiIiLim1z1beMtoLphGGG2bZ+zbXuhbdvP2rbdO7sTmKbZjbQ9CmMty5oMvACMNk2zcxbbtDNN821gMNAPKJxJtimWZY2yLOshYDYQZ5pmw6vmeQJob1nWW5ZlfQC8BHxommb97ObPDdM0ady4MV9//XWW4woWLMjdd9/tkTu/lipVipiYGO655x4uXLiQ6biAgAA+//xz3n///ZueVCw3d/HiRTZv3uzSQ4EyZMypQ4JEREQkQ65KgGEYlmEYXxuG8aRhGPXSbw4237bt1emvtzAM43HDMErnYNoxwCzLslIA0v/OAp7LbAPLspZaljUKmHaj103TvBPoA7S46umPgOPA81c99wLw2VXzngN+IG0PglsNGzaMyZMn33TcPffcw4kTnrnYUtmyZQkMDKRt27Z8//33mY6rWLEi06ZN4/777+fw4cMeyZZXbdq0ieTkZJdeGShD9erVKV68uG4aJiIiIlfkdk/APtIO8wkD5huGccwwjG8Nw/iHYRiNgFXAh8Dj2ZnMNM3iQChw7SVnjgJhpmkWvX6rbEkBbODKycqWZaUCvwO10teuC5TPZO2OpmkauVw7W7p27coff/zB5s2bsxz37LPP0qNHD3dG+RPDMJgwYQJDhgxh9+7dmY6LiorioYce4oEHHiA1NdVj+fKajC/oTZo0cfnchmHQtGlTlQARERG5IrclYJRt2x/Ytj3Atu3bgXHAb0A94CvS7g+wAGiczfmqAv7AuWueP0PaeQt35iakZVm/W5ZVzrKsjzOeM03TL32+X9Kfqp7+90ZrlyPtPAG3CQgIYMiQIdnaG/D444+zfPlyd8b5k7CwMJ555hkGDRqU5RWDXn31VS5evMhbb73lsWx5TWJiIhUrVqRixYpumb9p06Zs27aNc+eu/Z+5iIiI5Ee5OjHYtu2Ea546adv2vzIeGIZRCfg78E02p8w42/VGX8QBQnIcMnNdgVKkFZfsrn3q6hcOHTqEaZqZLjB8+HBGjBiR7UBDhgzh7rvvZsyYMVSqVCnTcXfddReTJ0+mdevW2Z77Vj311FP07NkTw8h8h0hAQAAzZsygUaNG3HfffVn+t7mZiRMn8u67md9eolixYhVyPbkXS0xMdMuhQBmaNWtGamoq69evJzIy0m3riIiIiG9w1YnBdQ3DuHLZGtu299q2PRLI7rENGT8zB17zfMZjl+RMP+xoIvCQZVkZZ0nmeO1y5cphWVam/3JSAABuu+02/vrXv/Liiy9mOe7BBx9k2bJl7NixI0fz3wo/Pz+qVavG6NGjs7zr7B133MGoUaN48skns9xrcDMjRozI8r+tn5/f/lxP7qWOHDnCr7/+6vYSAOiQIBEREQFcVwK+A9YYhvGIYRjlrno+KJvbZ/wKX+Sa5zMen7+VcADpx/a/D4y2LGuGJ9fOjmeffZYffvghy3MDihUrxtixY9mzZ48nIv1JnTp1+Nvf/pblcf9///vf2b17N999950Hk/m+jKv2uLMElClThqpVq6oEiIiICOCiEmDb9jJgODAa2G8Yxu+GYewGCmRzit1AEtd/ES8KpAKu+Nb7GvCVZVlfAZimmVFWdqX/vdHax7nmUCB3KVq0KK+88spNf0kfOnQoHTt25MCBa89jdq8HH3wQPz8/Zs6cmemYoKAg/u///o9Ro0aRlJTkwXS+LSEhAX9/f0JDQ926TvPmzUlIuPZIPhEREcmPXHZXItu2Y2zbrgmEk3a9/262bb+WnW0tyzoFrCDtRNyrlQc2WpZ1/FaymaY5GEiwLOvbq57+W/raP5F2kvCN1o5Jv5qQRwwZMoQLFy7w6aefZjlu1apVREREcPbsWQ8lS7vCzL///W+OH8/6o4iKiqJKlSpMnTrVQ8l83+rVq17+fyYAACAASURBVKlXrx6FChVy6zrNmzdn3759/PHHH25dR0RERLyfS0qAYRgtDcMYaxhGUdu2E0m7IVdOr+gzEbjPNM0AgPS/vYGx6Y/DTdNMMG981mnQNX+vME2zJ9AKKG2a5kOmaQ42TXM0V102FHgHeOCqbYoAUaTdaMxj/P39mTx5MqNHj+bo0aOZjmvRogWtWrVi2LBht3T8fU61bNmSJ598kkuXLmU5bvz48bzxxhtZ3mxM0qSkpLBmzRrCwsLcvlbGGtobICIiIq7aExABtCTtUp/Ytp0CXDQMo1V2J7Asax5pV+x52zTNoaTdPOwty7IyrjBUBLidq64UZJpm/fQ7Bv83/alxpmn+2zTNVumv3wZ8TtoX/Gnp//4L/BO48nOoZVnvAwtM0xxnmuaj6Ws/YllW5mfCukloaCgPPPAAgwYNyvL4+0mTJrFx40YWLVrkwXQwf/58evXqleWY+vXr07BhQ7766isPpfJdP/30E2fOnKF58+ZuX6tevXoUKFCAVatWuX0tERER8W65ukToDZy2bftPX/ht215iGMaTpB3mky2WZX0JfJnJa4uAay+i/iPwEpBM2o3B/Eh7T6np2xwgm5cXTS8CXuHNN98kMjKSCRMmMHLkyBuOCQkJYfny5ZQqVYqUlBT8/f09kq1NmzY89NBD7N69mypVqmQ6btiwYYwbN46BAwd6JJevyvhCHh4e7va1goKCaNKkCatXr3b7WiIiIuLdXLUnoKZhGCVv8HzWx43cIsuyki3Lupj+17YsK8WyrEuWZfn0WamBgYF88cUXjB8/PstfbUuXLs2xY8do0KCBx64YFBISQteuXW+6B6JLly7s3buXTZs2eSSXr4qPj6ds2bJUrVrVI+u1aNGCDRs26FAtERGRfM5VJWAqEG8YxiDDMK4+u7Gai+bPdypXrsz//vc/+vfvz7FjxzIdV7p0aQYPHkyHDh04dOiQR7INGDCAChWyvmdXQEAAQ4cOZcqUKR7J5KtWrVpFixYtsrwZmyuFh4eTlJTEunXrPLKeiIiIeCdXXSL0R2AQ8CxwwjCMnYZh/AboDMRb0L17d3r37s2gQYOyPAF4xIgRDBgwwGOH3kRFRdG9e/ebjhs8eDCzZs3i9OnTHkjlew4ePIhlWR45FChDxlpxcXEeW1NERES8T45KgGEYQYZhNDIMo5ZhGH/aNv2qQHcBbUk7Tr+9bdtzXBc1fxo3bhxHjx5lzJgxWY57+eWXmT59OklJSRw8eNDtuSpXrnzTKxPddttthIWFsXjxYrfn8UUrV64EIDIy0mNrlipVitq1a19ZW0RERPKnnO4J2AmsTf+3wjCMzwzDGGYYRhEAO02cbduzbNu2XB02PwoKCuL7779nzpw5/Pvf/850nGEYlCtXjiVLltC0aVO2bNni1lz79u0jJSXlpuMiIiJ0NZpMrFy5kpCQEBo2bOjRdSMiIoiPj8/W5yciIiJ5U05LwBxgHlDDtu0I27bvJ+1uvzGGYTzu6nCSpkyZMixevJhJkybx0UcfZTm2S5cuvP3227Rv396tlw/19/cnOTn5puPCw8NVAjKxcuVKwsPDCQwM9Oi6kZGRnD59ms2bN3t0XREREfEeOSoBtm0/bdv2X2zbPnDVcz8A7YBBhmF8YnjqDMd85vbbb2fx4sWMGTOG2bNnZzm2X79+zJ49m7Vr025z4Oobil26dIkGDRpk68trkyZN2Lp1q65Gc43jx4+zefNmjx4KlCFjzRUrsn31XhEREcljXHVi8Cng/vR/I1wxp1yvRo0aLFiwgGHDhrFkyZIsx0ZERDBmzBi2bdtGREQE27dvd1mO4OBgEhMTs3VvgpCQEGrXrs369etdtn5eEBsbi23btGnTxuNrV6pUiWrVqhETE+PxtUVERMQ7uOoSodi2/TOwDvibq+aU6zVo0IA5c+YwYMCAbJ1wW7t2bQYMGEBERAQvvvgi586du6X1bdvmySefZMOGDdneplGjRjr05BrLli2jYMGCNGnSxJH127RpQ2xsrM4LEBERyadyXQIMw2hrGEYbwzAC0h/7ASWAsq4KJzfWsmVLvvnmGwYOHHjTcwT8/Pz429/+xoYNGzh16hQAe/bs4dKl3N3H7ZNPPmHlypXcfffd2d4mJCQk1+vlVcuWLaNFixYEBwc7sn6bNm04depUjsqciIiI5B23siegHWknCR80DGMKsAqoDvyfK4JJ1lq2bMmKFSsYO3YsY8aMuelx/3fccQfvvvsuhQoVYsqUKZimyZgxY/jll1+yvebcuXMZOXIk06dPJygoKNvb+fv76xfnq+zfv58ff/yRDh06OJahXbt2ADc9rExERETyplyXANu2XwBKAj2BH4G7gZds237VRdnkJmrWrMnq1auJjo7mwQcfzPav7ePGjWPBggWcP3+eRx55BNu2WbZsGYsXL77u7sSHDx9mxowZ7N27lxo1ahATE0O9evVylDMgIEAl4CrR0dEAjpaAsmXL0qBBA5UAERGRfOqWzgmwbftS+n0BJgEDgFcMw+jimmiSHWXLlmXZsmWcO3eOTp06ceLEiWxtV69ePSZMmEBsbCyGYbBr1y7efPNNqlatSunSpZkzZw6lSpWiZs2afPPNN5w6dYqaNWtSt27dHGfM7uVE84vFixdTpkwZ6tev72iODh06EB8fz9mzZx3NISIiIp6X0zsGZzretu3vge3Am7caSnImJCSEr7/+moYNGxIaGkpiYmKO5/jrX//K8uXLOXHiBNu3b6dTp07s3LmTI0eOMHv2bOrUqZPrfEeOHKF48eK53j4vSUlJYeHChURFReHn57Lz8nOlU6dOJCUlsXTpUkdziIiIiOfl9FvIfw3DeDSL15OAO28hj+SSv78/EyZMYPz48XTv3p1//vOfpKam5ngePz8/ypQpQ0hICKVLlyYgIOCWsyUmJtK0adNbnicvWLNmDceOHaNr165OR6Fly5YUKVKE+fPnOx1FREREPCynNwt7FDhkGMbHhmE8aRhGdcMwggzDKG8YxhtAA9JOFhaH3Hvvvaxbt44FCxbQunXrHJ346w6HDx9m9+7djh/64i3mz5+Pv78/UVFRTkchKCiIjh07Mn/+/FwVRhEREfFdOT4ewbbtebZtPwwsA7oD/wM+BmoCTwKPuDSh5Ngdd9xBTEwMPXv2pHnz5kyaNMmxL3nffvstnTt3duxSmN7m22+/JSIighIlSjgdBYAePXqwf/9+1q1b53QUERER8aBbuTrQj7ZtT7Bte6Bt251t2+5j2/b7tm3rgvBewN/fn6eeeor4+Hi++OILQkNDWbRo0U0vJepKZ86c4a233uKRR9QLAXbu3MmPP/7Ivffe63SUK7p160ZAQABz5sxxOoqIiIh4kLNnJorb1axZk7i4OJ5//nmGDx9Ou3btWLt2rUfWHjlyJK1ataJjx44eWc/bzZ49G4CePXs6nOT/K1myJG3atGH27NkeLYgiIiLiLJWAfMAwDHr37s22bdvo168fPXv2pE+fPvz8889uW3PBggUsWrSId955x21r+JqZM2cSHh7O7bff7nSUP+nbty+//PIL69evdzqKiIiIeIhKQD4SGBjI0KFD2bVrF40aNSI8PJxu3boxe/bsbN9o7GZs2+Y///kPAwcOZNq0aRQtWtQl8/q6rVu3sm3bNgYMGOB0lOvce++9BAUF8dlnnzkdRURERDxEJSAfCgkJ4bnnnmP37t306dOH9957j0qVKjF8+HA2bNiQ68NCDhw4QLdu3ZgyZQorVqygdevWrg3uwz7++GMCAgK47777nI5ynRIlStCtWzc+++wzLl++7HQcERER8QCVgHyscOHCPPTQQ8TExLBmzRpKlSpFr169qFWrFg899BCTJk1i9erVnD9/PtM5/vjjD/73v//Ru3dvateuTaNGjUhISLilm4vlNZcvX+bTTz/lL3/5C2XKlHE6zg098sgjHDlyhHnzdIVfERGR/ODW7wQlecKdd97Jyy+/zIsvvsjmzZtZv34969at45NPPuGnn36iatWqlCpVigIFCmAYBmfPnuXw4cOcOHGCDh060KNHD9577z3Kly/v9FvxOrNnz+bo0aMMHjzY6SiZioqKolKlSkyZMsWrrl4kIiIi7qESIH/i5+dHw4YNadiw4ZUvrZcuXWL79u2cOnWKCxcuYNs2hQsXpkSJEtx11134+/s7nNq7TZw4kRo1anj1VZICAgIYNmwYL7zwAj/++KP25IiIiORxKgFyU8HBwTRo0MDpGD5p5cqVJCYmMmnSJPz8vPvou6FDh/L666/zr3/9i48//tjpOCIiIuJG3v2tRMTHvf7665QtW9YnbphWunRphg4dyqeffspvv/3mdBwRERFxI5UAETdZunQpS5YsYdSoUYSEhDgdJ1tGjRpFYGAgL774otNRRERExI1UAkTcICkpiaeeeooqVarw+OOPOx0n2ypWrMhTTz3FZ599RkJCgtNxRERExE1UAkTcYMKECWzZsoUJEyZQoEABp+PkyLPPPkulSpUYMmSIy24iJyIiIt5FJUDExdavX8+LL75Ir169uOeee5yOk2NFihRh8uTJbNu2jWeffdbpOCIiIuIGKgEiLrR//3569uxJ+fLl+c9//uN0nFzr1q0bTzzxBO+88w6ffPKJ03FERETExXSJUBEX2bdvH+3bt+fEiRPExcVRsmRJpyPdkgkTJrB9+3YeffRRChQoQN++fZ2OJCIiIi6iPQEiLhAfH0+zZs3Yu3cvCxYsyBP3VQgMDOSbb74hPDycfv368corr5CcnOx0LBEREXEBlYB0pmkWME2zjGmaVdL/esXZnBMnTnQ6Qq74au6c+v333xk6dCgREREEBwcTFxdHZGSk07FcpkiRIixatIgHH3yQV199lSZNmrBw4UJs23Y6moiIiNwCryoBpmn2MU3zJdM0h5mm+U/TNO/N5nYVTdOcaZpm49yMMU2zGXABOAz8BuwGnjNN08jdO3Gdd9991+kIueKruW8mOTmZbdu2MWXKFLp06cKdd97JtGnTGD58OBs3bqR+/fpOR3S5ggULMn36dL766iuOHz9O586dqVWrFmPGjCEmJobTp087HVFERERyyGvOCTBNsxswEgi3LCvFNE1/YJVpmhcsy/ohk23aAVHAOaAfMCU3Y4ACwEDgCHAG2GpZlr7Z5COXL19m/PjxpKSkkJyczOXLl7l48SLnzp3j1KlTHD16lH379rF7924uX74MwJ133sno0aN57LHHuOOOOxx+B+7Xu3dvevTowRdffMG0adMYN24cY8eOBaBChQrcfvvtlCtXjhIlSlC4cGEKFixIcHAwgYGB+Pv706lTJ0JDQx1+FyIiIgJeVAKAMcAsy7JSANKLwCzgOeCGJcCyrKXAUtM0KwOv5HZMut8ty1qR+/jiy5KTkxkzZsyVx0FBQRQoUIBChQpRtGhRSpcuTf369bnnnnuoU6cOzZs3p1q1ahiG4zuLPCooKIiBAwcycOBATp48yerVq9m0aRM///wze/fuZffu3WzatImzZ89y4cIFLl26RGpqKgDFixdXCRAREfESXlECTNMsDoQC1x5IfhQIM02zqH6ZF3cqWLAgly5dwt/fHz8/v3z35T43ihcvTufOnencuXOW41JTU0lJScHPz6uOPhQREcnXvKIEAFUBf9IO2bnaGdIy3glsdnOGMNM06wCXgAbA/yzLcvea4iUMwyAoKMjpGHmSn5+fCoCIiIiX8ZYSUDD9741KAECIm9e/CJy2LOsDANM07wC2mqZZ17Ks368dfOjQIUzTzHSy4cOHM2LECLeFzcsmTpyY5UnFxYoVq+DBOCIiIiJ5kreUgIzrDQZe83zGY7f+jGhZViKQeNXj303T/B0YDTx+7fhy5cqxePFid0bKt0aMGJFlgQoNDd3vwTgiIiIieZK3lICMPQBFrnk+4/F5D2bJcBJoeqMXtm/ffjQ0NHSPJ0IUK1asgi9+8XVj7squmsiTn6PckMs+SxEREckZbykBu4Ekri8BRYFUwG1f1EzTLAdsBB6zLOv7q14KJO0woeusW7eujLvyiOfocxQREZH8yivO1rMs6xSwAih3zUvlgY2WZR134/KFSDv3YF/GE6Zp+gHVgVg3risiIiIi4givKAHpJgL3maYZAJD+tzcwNv1xuGmaCeaNz8gNuubvjdxwjGVZvwJLgV+vevoB4BTwz5y+CRERERERb2fYtn3zUR5imuZ9QHNgB1AB2GlZ1sz016KAj4BOlmVtTX+uPnA/acfutwLWk7ZH4fuMG39lc0wRYASQApQm7WpEYyzLOuaBty0iIiIi4lFeVQJyKn1vQQCQTNoXeL/0x6mWZSVld4yIiIiISH7i0yVARERERERyzpvOCRAREREREQ9QCRARERERyWdUAkRERERE8hmVABERERGRfEYlQEREREQkn1EJEBERERHJZ1QCRERERETyGZUAEREREZF8RiVARERERCSfUQkQEREREclnVAJERERERPKZAKcD+KJ27drZFSpU8Mhahw4doly5ch5Zy5XclXv79u1H161bV8YVc2V8jr763/hqvvge3PFZijNc+VmKiIhnqATkQoUKFfj00089spZpmixevNgja7mSu3KHhobucdVcGZ+jr/43vpovvgd3fJbiDFd+liIi4hk6HEhEREREJJ/RngAREYdcvnyZ77//Hn9/f7p160ZgYKDTkUREJJ9QCRARccCRI0do164dW7duBaBx48ZER0dTvHhxh5OJiEh+oMOBREQ8zLZt+vfvz65du5g9ezYzZ85ky5YtPPjgg9i27XQ8ERHJB7QnQETEw77++muWLl3K5MmTuffeewHYv38/Tz/9ND/88ANdunRxOKGIiOR12hMgIuJBqampvPjii9x9990MGTLkyvNPPPEE1apVY8yYMdobICIibqcS4OWGDx/udIRc8aXcvpQ1M3nhPeQXS5cuZefOnTz77LP4+/tfeT4oKIhnnnmGjRs3snr1agcTiohIfqAS4OVGjBjhdIRc8aXcvpQ1M3nhPeQXU6ZMoUyZMvTu3fu61wYMGEDRokWZPHmyA8lERCQ/UQkQEfGQkydPMm/ePO6//36Cg4Ove71w4cL07duXb775hvPnzzuQUERE8guVABERD/n222+5fPky/fv3z3RM//79OXfuHPPnz/dgMhERyW9UAkREPGT27NlUrlyZJk2aZDomMjKScuXK8fXXX3swmYiI5DcqASIiHnD+/Hmio6Pp0aMHhmFkOs7f35+uXbuyaNEikpKSPJhQRETyE5UAEREPiImJ4eLFi3Tr1u2mY7t168apU6eIi4vzQDIREcmPVAJERDxg4cKFhISE0KpVq5uO7dChA4GBgfzwww8eSCYiIvmRSoCIiAdER0fTqlWrG14V6FqFCxcmLCyMpUuXeiCZiIjkRwFOBxDfkpqayk8//UR8fDw//fQTZ8+e5dKlS4SEhFC2bFl69uxJ48aNszzmOa+Jjo7m008/pXLlyjz88MPceeedTkcSL7N371527NjxpzsE30yHDh146aWXOHr0KKVLl3ZjOhERyY+0J0Bu6tdff+XNN9+kc+fOlCpVinvuuYdVq1ZRuXJlwsLCiIqKonHjxqSmptK/f39q1KjBSy+9lG+ucz548GDuuusuzp49S5MmTejevTsbNmxwOpZ4kWXLlgHQrl27bG/Tvn17bNsmJibGXbFERCQf8/k9AaZpBgKFgGv3sZ+zLOusA5HyhOTkZObOncvUqVNZv349/fr1Y+jQoUybNo1y5cplut3YsWPZsGED48aNo1u3bsydO5dChQp5MLnn+fn5ERUVRcOGDXnjjTeYPn06nTt35oEHHuDVV1+lcOHCTkcUhy1fvpySJUtSt27dbG/TuHFjChUqRGxsLH369HFjOhERyY+8qgSYptkHuAs4AlQG1liWNSeL8bOA+zJ5uSfwXfq4YUBR4AxgAt9ZlhV7zVw3HZMfHDhwgMmTJ/Phhx9StWpV/vrXv/Ltt99SoECBbG1vGAaNGzdm1qxZDBkyhM6dO7NgwYI8/UX4gQceYPr06TRs2JCQkBAee+wxevXqxTPPPMPdd9/Ne++9l60rwkjeFRsbS0REBH5+2d/5GhgYSHh4OCtWrHBjMhERya+85nAg0zS7ASOBsZZlTQZeAEabptk5i83OA/2ALkCn9H/3AzMsy8ooAE8A7S3LesuyrA+Al4APTdOsf9XaNx2T1509e5aXX36Zu+++m+PHj7N48WJWrlzJAw88kO0CcDV/f3/+97//Ubp0aT744AM3JPYegwYNYsaMGRw5cuTKc2XKlGHatGl89NFHPPXUU/Tp04f9+/c7mFKcsm/fPizLytZVga7VqlUrtm7dyrFjx9yQTERE8jOvKQHAGGCWZVkpAOl/ZwHP3WiwaZpFgTjLsmZZlvWDZVmLLMtaBDQCnrxq6AvAZxkPLMs6B/wAPJ3DMXlScnIyU6dOpUaNGliWxYYNG3jvvfeoU6fOLc/t5+fHiBEjmDFjhguSeq+qVavy4IMPMnr06Otea9u2LVu2bKFWrVo0atSIhQsXOpBQnLRy5UoAIiIicrxtxjarVq1yaSYRERGvKAGmaRYHQoED17x0FAhL/8J/rTPAtGvmGQB8b1nWyfTHdYHymczb0TRNIztjcv6OvJ9t28ybN4969eoxa9Ys5s6dy4wZM6hcubJL14mIiODUqVNs3rzZpfN6m1deeYXFixcTHx9/3WsFChTg9ddf56uvvmLw4MG8/PLLpKSkOJBSnBAfH09ISAj16+d8x2KTJk0IDAy84f+uREREboVXlACgKuAPnLvm+TOknbdw3TUXLcuyM/YaAJimWRJoec1x/NXT/95o3nKknQOQnTF5yqFDh+jduzcjR45k/PjxLF26lMaNG7tlLT8/P3r27MmiRYvcMr+3KFq0KP/617/461//ysWLF284JiIignXr1hEbG0vnzp3/dPiQ5F3x8fE0a9aMwMDAHG9bsGBBGjVqpBIgIiIu5y0loGD63xt9EQcIycYcY4CPcjFvjtc+dOgQpmlm+m/ixInZiOt5tm3zxRdfUL9+fWrUqMGmTZvo2rWr26/pX6ZMGU6dOpWtsRMnTszyv21qamoFV+Vy9efYt29fateufcPDgjKUL1+eJUuWEBoaSuPGjUlISLjVt+G1PPlZequzZ8+yefNmWrRokes5WrRowdq1a7l06ZILk4mISH7nLVcHstP/XvtTWcbjLMtK+uFCf7Es66lczJvjtcuVK8fixYuziuR1Tp48ybBhw9i8eTNz586lSZMmHls7ODiYkydPZmvsiBEjGDFiRKavh4aGuuzsWld/joZhMHXqVBo0aED79u3p3r37DccFBATw5ptvEhYWRo8ePXjrrbd4+OGHXZbDW3jys/RWa9euJTU1lfDw8FzPER4ezoQJE9i8eTNNmzZ1YToREcnPvGVPQMav8EWueT7j8c3uOtUb+D2X897q2l4vNjaW+vXrU7p0adavX+/RAgBw7ty5PH2J0KuVKFGCmTNn8uijj/Lbb79lObZ79+6sWLGCcePG8fe//53k5GQPpRRPWb16NQDNmjXL9RzNmzf/01wiIiKu4C0lYDeQxPVfxIsCqcCem2wfzv8/fOdqu9L/3mje48CpbI7xSbZt884779C3b18++OADJk2aRMGCBW++IXDx4kXmzJnDO++8w7/+9S8WLFiQ6xwHDx6kVKlSud7e14SHh/P888/Tu3fvG54fcPDgQRYsWEBKSgp33XUXa9asYefOnURFRelSkHlMQkICNWvWpGTJkrmeo2LFilSqVClPHzomIiKe5xUlwLKsU8AK0k7EvVp5YKNlWcdvMkUt4Lq7A1uW9RPwSybzxliWlZqdMdl7F97l0qVLDB48mI8//piEhAS6du160222bdvG8OHDWbx4McnJyXz44Yf8+uuvHDhwgMuXL2PbNkOGDOHw4cM5yhIfH09YWFhu34pPGjFiBFWrVuUf//jHda+dPHmSl19+merVqzN79myKFSvGvHnzaNy4MU2bNmXbtm0OJBZXs22bhISEK7/k34qwsDDtCRAREZfyihKQbiJwn2maAQDpf3sDY9Mfh5ummWCapnmDbWsBmZ019w7wQMYD0zSLAFHAWzkc4zMOHz5M+/btOX78OPHx8Te97OeBAwdo0aIFUVFRFC9enNq1a1O4cGHmz5/Pu+++y7///W969uyJbduULVuW1q1bZ/vKNseOHeP333+nQYMGrnhrPsMwDD788EOWLl3K9OnTrzz/448/0q9fP9asWcPHH3/Ma6+9xq+//oq/vz9vv/02r732Gm3btiUmJsbB9OIKv/32G0eOHLmlQ4EyNGvWjD179nDo0CEXJBMREfGeE4OxLGueaZohwNumae4AKgBvWZb1TfqQIsDt3PhKQQeAnzKZ9/30q5GMI+0X/xrAI5Zlrc3JGF+xefNm/vKXv/Dggw/y6quv4ueXec+Ljo7m0qVLdOrUieeee45OnToREJD5/yT8/PwYO3Yshw4d4v333+eVV165aZ64uDjCwsKynDevKlq0KN988w1t27alUqVKtG3bltq1a5OcnEx0dDQdOnRg06ZNGIbB888/T+XKlRk6dCgVK1bkvvvu4/3336dPnz5Ovw3JpcTERODWzgfIkDFHYmIiPXr0uOX5REREvOqbmWVZXwJfZvLaIqBiJq/Vvcm872dj7ZuO8XbfffcdgwcPZtKkSfTr1y/Tcbt27WL48OHs2rWLiRMn4u/vT7du3bK9zlNPPcUvv/ySrbErVqwgMjIy23PnNXXq1OHLL7+kT58+REdHU69ePV5++WWefPJJNmzYQEhIWqcdOHAg9913H3FxcUyZMoUlS5bQtWtXDh8+zOOPP+7wu5DcWLNmDQUKFKBu3Sz/7ylbGjVqhL+/P2vWrFEJEBERl/CqEiC59/nn6jNnYQAAIABJREFUn/P000+zYMGCm179Z/To0bRv357vvvuOoKCgHK9Vu3ZtatWqhW3bWd5jIDk5ma+//prvvvsux2vkJa1atWLSpEl07dqVVatW0adPHy5evPin/3a1atUiISGBYcOG8f777zNq1ChWrlxJVFQUBw8e5LXXXnP7/RzEtRITE2ncuHGubhJ2rZCQEOrVq3dl74KIiMitUgnIA6ZNm8YLL7xAdHQ0derUueGYvXv38swzz/Dee+8xe/bsW/5CWbJkSXb/P/buPKyKsn3g+HcgRBQU96UsdcwlUVEQRUNKXEA0F8zUct/oTcXM9C2zTLMyTV83NC01dy1zCXPX3EUwdyVzcl9zYVHZmd8fgD9D0HPgHM4B7s91cREzz3KPozH3mWe5cAFnZ+csy6xfv55KlSpRv379HPWVH7z11ltcvXoVPz8/9u7dS48ePThy5Ai3bt2idevWQOqD3sKFC9F1nQMHDhAZGcm+ffto06YNN27cYPbs2QVyWFVelJiYyB9//MF//vMfk7Xp4eHBihUrSElJeeowPyGEEMIQ8pskj5s7dy5jxoxhx44dWSYAO3fuxN3dHRcXF5ydnXOcAMTFxREbG/vMtf9nzJjBkCFDctRXfvL+++/TokULOnToQHx8PPHx8fTo0YO///77URlFUbCxsUHXdfr168eCBQvYsWMHly5dIiAggNjYWAtegTDU8ePHiY+PN8l8gHQeHh5ERUVx9uxZk7UphBCi4JIkIA+bOXMmEyZMYOfOndSoUSPTMvfu3aNv374sXbqU0aNHY2trm+N+Dx06RL169Z76qfSJEyc4e/YsAQEBOe4vv1AUhSlTplCmTBl69uyJh4cHY8aMoXPnzjx8+O896Zo0aUJoaCgrV65k/Pjx/Prrrzg6OtKqVSvu3btnoSsQhjp06BBgmknB6dLbSm9bCCGEyAlJAvKoKVOmMGXKFHbt2kW1atWeOJ+YmMiqVasoUaIEERER+Pj4mKxvXdfp27fvU8vMnDmTQYMGmWQ8dH5iY2PD4sWLuX79Oh9++CGDBw/mtdde49KlJze8rlSpEnv27GHQoEEAzJkzh4YNG+Ll5cWVK1dyO3RhhEOHDlGmTJlnLs9rjJo1a+Lo6ChJgBBCCJOQAcZ50Pfff8+sWbPYtWsXlSpVeuJ8fHw8Xbp0IT4+ng4dOmBvb2/S/ps1a4a3t3eW5y9evMjPP//MqVOnTNpvflG4cGHWrl3Lq6++SqVKlZgyZQpJSUksX76crl27/mu4VpEiRVBVlXnz5vH9998TEhJChQoVaNq0KZs2baJWrVoWvBKRlUOHDtGwYUOTTua2tbXF3d1dJgcLIYQwCXkTkMds3ryZTz75hI0bN2aaAMTFxdGhQwfs7OxYv359tlb/eZrw8HBatWr11DIjRowgKCiI8uXLm7Tv/KRkyZJs3LiRyZMn89NPPxEbG8vXX3/NxImZ70/Xv39/fHx88PLyokuXLowfP57XX39ddpG1QtHR0Zw5c8akQ4HSeXh4cOzYMeLi4kzethBCiIJF3gTkIUePHqVHjx6sWbOG6tWrZ1rG1tYWX19f3nvvPbOsJDNjxgxatGiR5fnff/+dsLCwf+2SKzL30ksvERISQqtWrVi9ejW//fYbTZo04fnnn6dHjx7/KqsoCl9++SUVKlRgxYoVjBo1itKlS/PGG2+wbNkyWrZsaaGrEBkdPnwYXdfNkgQ0atSIxMREjh07Zpb2hRBCFBzyJiCPuHz5Mu3atWPWrFk0bdr0ifMJCQn06NGDW7duERQUZJYE4NKlS6xfv57+/ftnej4pKYmgoCAmTZqEg4ODyfvPj1xdXVm2bBkBAQFcv36d33777amrvwwZMoRRo0axc+dOHB0dWbNmDW+//TabNm3KxajF06SP2X/Wfh3Z4eHh8a8+hBBCiOwyaRKgKEovRVHmKIoiH1GZUFRUFP7+/gwdOpQ333zzifO6rjNgwACio6PNOgQnMjKSSZMmUapUqUzPz5s3jxIlStC5c2ezxZAftWjRgnnz5uHv709iYiLjx4/nwIEDHDt2LMs6KSkpdO7cmdu3b7N27Vp69uzJb7/9lotRi6yEhoZSrVo1SpYsafK2n3/+eSpUqCDzAoQQQuRYtpMARVEaKIrSRVGURoqi2ALouv4jMAR4TVGUPqYKsiBLTk6mS5cueHl5MWLEiEzLfPHFF5w+fZply5aZZAnQzPz999+8/PLLWb4FuH37NmPHjmX69Omys202tG/fnuDgYPz8/Dh58iRXrlyhTZs2Wb4V8PHxYePGjQQGBnLr1i3Wr19P7969CQkJyeXIRUahoaFmG6qjKAqNGjWSJEAIIUSOZSsJUBTlv0A4sALYD9xWFGWBoigtgCRd1ycCWS8fIww2fvx4EhMTmTZtWpYP161atSIkJISiRYuaJYakpCQCAgKy/KQ5/U1Ez549qVu3rlliKAgCAgKYOnUqrVq1wsXFhfHjx+Pj44OmaZmWd3NzY8uWLdSpU4dGjRoREhJCv379WLduXS5HLtJduXKFa9eumXW8fqNGjTh37hx37twxWx9CCCHyv+wOHG8D+AA3gVpAa6A90BO4rijKPqCCSSIswLZt28a8efM4fPhwpmP8T5w4wapVqxg/frxZ45gwYQJly5alU6dOmZ5fsGABf//9NytWrDBrHAVB165dSUxMpGXLluzYsYPx48eTkJCQZfn0pGvgwIG89tprbNiwAX9/f1JSUujYsWNuhS3SpH9Cb+4kACAsLAxfX1+z9SOEECJ/y+5woFO6ru/Udf20ruurdV0fSOpDf1tgI2ALDDZVkAXRzZs36dmzJ4sXL850nP+DBw948803efnll80ax9WrV5kzZw4LFizI9E3EX3/9xahRo1i6dKnJ9yMoqHr06MG4ceMeLQlas2ZNPvjgAy5fvpxlnaCgIEaMGMHZs2cfDRNas2ZNLkYtAA4ePEihQoWoV6+e2fpwd3fHxsaGgwcPmq0PIYQQ+d9T3wQoitIcCNN1PSbDKVtFUWx1XU9OP6DregqpCcBG04dZsOi6Tv/+/enduzfNmzfPtMyIESNo2LAhPXv2NFscKSkpPP/885w6dSrTSY5xcXF06dKFzz//HBcXF7PFURD17duXxMREXn/9dbZv306lSpXw9vZm586dme5CW7t2bbZs2ULLli3ZsmULv/32G35+ftjZ2dG2bVsLXEHBdPDgQRo0aGDWhNjJyYnatWtLEiCEECJHnjUcaBOgKIpyEtib9rUPmAtMAP5r3vAKprlz53Lt2jVWr16d6Xld16lQoQJBQUFmiyExMZH27dszfPjwLPcFGD58ONWrV+fdd981WxwF2aBBg7CxsaF58+Zs27YNGxsbXnvtNcLCwihduvQT5V1cXDhy5AjlypUjKiqKX3/9lXbt2rF48WJat25tgSsoWBISEggPD8+Vfw+enp6sXLmSlJQUbGxkpWchhBDGe9Zvj9vAz0AcMBBYDlxMO9ZVUZQ1iqJkvmuVyJaLFy8yevRolixZkuluv0lJSRw9epRPP/2U4sWLmyUGXdcJDAx89NCZmR9//JGtW7cyb948WQ3IjAYMGMDnn3+Oj48PrVq1YtGiRZQqVYrk5ORMy5cvX564uDhcXV25ffs2a9as4Z133mH79u25HHnBc/z4ceLi4mjcuLHZ+2rcuDFRUVH8+eefZu9LCCFE/vSsJOAfoKeu656AM9CS1DcA54GypE4GPqMoyhVFUZYqijJAURTzDlLP50aMGMHQoUOpVatWpufnzJnDyJEjzRrDvHnzOHr0KCtWrMh0QvKOHTsYOXIk69evp1ixYmaNRaQODZowYQI+Pj6UKlWK27dvU6dOHU6cOJFpeQcHB1auXEnv3r157rnnWL16NV27dmXXrl25HHnBcuDAAYBcSQI8PT0B2L9/v9n7EkIIkT89Kwloret6IoCu67G6rm/Xdf1TXddfB4oDXsAY4ASpk4K/AyIURbmqKMpYM8adL+3cuZOwsDA+/PDDTM/fu3ePcePGMXXqVLPFkJiYSLdu3fjtt99wdHR84vypU6fo1q0bq1atyjJREabXq1cvJk6cSIsWLbh58yaffvopLVq0YM+ePZmWb9SoEQsWLGDo0KF4eXmxYsUKOnfuzL59+3I58oJj3759vPDCC7z44otm76t69eqULFlSkgAhhBDZ9tQkQNf1G085l6jr+j5d17/Udd0PKAE0BEYCYYDsGmyEpKQkgoKCmDx5Mg4ODpmWWbhw4aM15M1h/vz5tG3bFicnJ8qVK/fE+evXr+Pv78/UqVPx9pZtIHLbO++8w+TJk2nZsiU1atRgyZIlDB48mMTExEzLt23blt27d5OQkICrqyuLFy+mU6dOnDlzJpcjLxj2799PkyZNcqUvGxsbPD09JQkQQgiRbSabUabreoqu64d1Xf9W1/UOaYmBMNC8efMoWbIkAQEBWZYJDAzk22+/NUv/c+bMYezYscyYMSPT8/fv38ff35+BAwfSvXt3s8Qgnq179+7MmjWL1q1bY2try+HDhwGy3MjN3t6eZcuW4efnh5eXF9988w1+fn5cu3YtN8PO9y5fvszly5dp2rRprvXZtGlTIiIiZNMwIYQQ2SLLSliBu3fvMnbsWKZPn57lJNv9+/cTHh6e6Sf0OaVpGpMnT2bnzp1Ur/7kPO/ExETeeust3Nzc+Oijj0zevzBOp06d+Omnn+jatSu//PILt27dYsiQIYwfPx5d158o37t3b2rXrk2XLl14++23GTBgAG3atCE6OtoC0edP6cOscutNAPAo4ZAhXkIIIbJDkgArEBwcjL+//6PdXzMzd+5cTp48adJ+ExMT2bRpE6qqcurUKVRVfaJMQkICb731FjY2NgQHB8tKQFbC29ubrVu3Mnz4cH755Rf27dvH6tWrGTx4MCkpKf8qqygKc+fOJTk5mZCQED7++GMaN25MQEDAU3cjFobbvXs3jo6OuLq65lqfHh4eFCpUKMt5IUIIIcTTSBJgYYmJicyZM4dhw4Y9tdzu3buzXK4zO+7evYuvry8zZ84kOTk5082N4uLiCAgIQNd1Vq9ejZ2dncn6FzlXr1499uzZw4wZM5gxYwa///47devWRVGUJ94I2NnZ8euvv9KhQwdu377NzJkzcXBwYMCAAZm+PRDG2bNnD02bNs10NS1zKVy4MB4eHpIECCGEyBZJAixszZo1qKr61LcAV65cISYmhpo1a5qkzwsXLuDh4UGDBg1Yt24dtra2T5SJjY2lffv2FClShFWrVmW6Z4GwvCpVqrBv3z62bt3KBx98QL9+/dA0jcaNG3PhwoV/lbWzsyM2NpYGDRoQGhrKihUr+PPPP/nkk08sE3w+cefOHU6ePImXl1eu9+3l5cXhw4e5f/9+rvcthBAib5MkwMJmzJjBkCFDnlqmTJkyhIeH53goTkpKCjdv3qRs2bJ88803TJo0KdME4MGDB/j7+1O2bFmWLl0qbwCsXJkyZdixYwdXr16lU6dOVKhQgW7duuHp6fnE3gAODg7MmTOHrl27cv/+fX799VdWrVrFnDlzLBR93rd7924Ai6yY5e3tTVJSkqwSJIQQwmiSBFjQ0aNHuXDhAh06dHhqubi4OP75558c9XX+/Hl8fHwYOXIkRYoUoVOnTpmWi4mJwc/Pj8qVK7Nw4cJcHd4gss/R0ZH169dTvHhxWrVqRc+ePVm8eDEffvjhE0uI+vv70717dz755BPKlCnDpk2b+Pzzz1m3bp2Fos/bdu7cSZEiRfDw8Mj1vtOHIO3cuTPX+xZCCJG3SRJgQYsWLaJ///7PfNC+cOEC3bp1y/bY7Tlz5tCwYUP8/f2ZP39+luUuXryIl5cXtWvX5vvvv8/0LYGwXoUKFeLHH3/E09MTLy8vatSowcGDB9F1nU8++YSoqKhHZcePH88333wDgKqqrF+/nv79+3Pw4EFLhZ9n7dy5k6ZNm1pkyJyjoyMeHh6SBAghhDCaJAEWtGvXLlq2bPnMcnXr1iU5OZkjR44Y3HZiYiILFiwgISGBhg0bcuTIEUaMGJHlg/2+ffvw9PSkZ8+eBAcHY2MjfzXyIhsbGyZPnkyfPn149dVXiYiIQNd17t69i5ub26OHxUKFClGsWDH8/PyIioqiYcOGLFy4kA4dOnD27FkLX0XecfPmTU6ePMnrr79usRhef/11wsPD/5XkCSGEEM8iT3oWEhUVxdmzZ3F3d39mWUVRGDhwIB999NEz3wZcu3aNMWPG8NJLL7F8+fJHD3+VKlXKss7ChQvp2LEjP/zwA8OHD5dlQPOBESNG8MUXXzx6QAwODmbKlCn06tWL48ePA6kJQ/HixVm4cCGQOkzoiy++wN/fn8jISAtGn3ds27YNwKBk3lxatmxJcnKyvA0QQghhFBnwbSH79++nYcOGBg8hGDlyJB06dCAlJYV58+bRqlUrihcvTlxcHCdPnmTfvn289957nD9/nujoaLZu3Urt2rWf2mZycjKjRo1i3bp17Nq1i1q1apni0oSV6NGjB2XKlKFjx45MnDiRPn360KpVKwoXLsx3333H3bt3adGiBbNnzyYoKAiA/v37c/ToUfr06cMvv/wiCeEzbN26lZIlS1K/fn2LxeDp6UnRokXZunXrM+cXCSGEEOnkTYCF7Nq1i2bNmhlc3sbGhpo1axIdHc3+/ftp1qwZqqri5ubGl19+SVJSEikpKTRt2pRp06Y9MwG4d+8e7dq14+jRo4SGhkoCkE/5+vqya9cuvvrqK4YNG/Zo/omnpyeapjFy5MgnhrJ8++23XLt2jSlTplgi5DxD13W2bNmCj4+PRefPFCpUiNdee43NmzdbLAYhhBB5jyQBFnLu3LlnPqhnpkSJEixatIgrV64QGRnJjRs32LVrF19++SUVKlQwqI3ff/+devXqUaNGDTZu3EjJkiWNjkPkHbVq1SI0NJSIiAh8fX25c+cOdevW5fvvv+fu3btMnjz5X+Xt7e1ZtWoVkyZNYu/evRaK2vodPXqU69ev06ZNG0uHgp+fH5qmyXwOIYQQBpMkwEJiYmJwcnLK1T4TEhL46KOPePvtt5k7dy5Tp06VPQAKiBIlSrBhwwYaNGiAh4cHJ0+efGr5l156iQULFtC1a1du3bqVS1HmLRs2bABSH8Atzd/fH4CQkBALRyKEECKvkCTAQpKTk3N1CMHhw4dxd3fn9OnTHD16FF9f31zrW1gHW1tbvvnmG8aNG8frr7/OihUrnlrez8+PHj160Ldv32wvT5ufhYSE0LBhQ8qVK2fpUKhcuTKvvPKKJAFCCCEMJkmAhTg6OvLgwQOz9/Pw4UNGjx5NmzZtGDVqFGvXrqVMmTJm71dYr7fffputW7fyySefMGTIEOLj47MsO27cOG7dusXs2bNzMULrd/XqVUJDQ2nfvr2lQ3mkffv27N69mzt37lg6FCGEEHmAJAEW8vLLLxMeHm629pOTk1mwYAHVq1fnr7/+4ujRo7z99tuy2osAwNXVlfDwcC5fvkyzZs24dOlSpuXs7OxYtGgRn376KdevX8/lKK3X2rVrAbLcedsSOnXqRHJyMr/++qulQxFCCJEHSBJgId27d2fp0qWkpKSYvO3NmzfToEEDvv/+e3766SdWrVpl8KRhUXA4OzuzZs0aAgIC8PDweDTGPaOaNWsyYMAARowYkcsRWq+ff/6ZmjVrWtWqWm5ubrz44ov89NNPlg5FCCFEHiBJgIW4urpSpEgR9u3bZ7I2jxw5QuvWrRkyZAifffYZe/fuxdPT02Tti/xHURRGjhzJqlWrGDx4MN27d+fmzZtPlPvkk0/Yu3cvv//+e+4HaWWuXr3Krl276Nq1q6VD+RdFUXjrrbfYsmWLDAkSQgjxTAUiCVBV1U5VVWdVVctl+HJ8rExhVVXLqKpaOe17YXPGpCgKw4YNY+DAgVy7di3b7cTGxvLjjz/SpEkT2rZtS7t27Th16hSdOnWSoT/CYM2aNePkyZNUqlSJOnXqMG/evH+9pSpatCjjx49n4sSJFozSOqxYsQJd1+nWrZulQ3lC9+7dSUpKYtWqVZYORQghhJWzqh2DVVV9E6gF/AO8BBzSNO2XZ9RRgCCgEBAHOACLNU27lnZ+JdAli+odgHWqqjYCDj52/CEwWVXVsZqmmW1ZlAEDBnD79m28vb3ZsWMHlSpVMrju6dOnmTt3LkuWLMHDw4NRo0bh7+//aDMoIYxVtGhRJk6cSPfu3Rk4cCCLFi3iu+++45VXXgGgc+fODBs2jGvXrlGxYkULR2sZuq4zf/58PDw8qF69uqXDeUK9evVwcXFhwYIFvPvuu5YORwghhBWzmidGVVXbAiOAJpqmJauqagvsV1U1VtO0jVnUsQF+An7TNO2HtGOngdLAh2nFHgJdgWgg/aPNUoCfpmnr0n4uDPQkNfmIAU5omhZt6mvMzEcffYS9vT0uLi74+vrSrVs3fH19KVz4/19EJCUlcezYMfbt28f+/fvZt28fKSkp9O7dm/DwcCpXrpwboYoCol69euzfv585c+bQrFkzWrZsyX/+8x9effVVPDw8CA0NpWPHjpYO0yJCQ0MfJeDWSFEU+vXrx/vvv8/x48epW7eupUMSQghhpaxpONAnwEpN05IB0r6vBD56Sp3eQIX0BCDNXGA1gKqqxYC9mqat1DRto6ZpmzVN2ww0AIZkaOuSpmmbNE3bl1sJQLrhw4ejaRrNmzdn2rRpODs7U6ZMGSpVqkTp0qVxdHSkV69enDp1Cj8/P3bu3MmVK1eYMGGCJADCLGxtbXnvvfc4d+4cjRs3pn///pQtW5awsDDc3NwsHZ7FzJo1C0dHR9566y1Lh5KlHj16YG9vT3BwsKVDEUIIYcWs4k2AqqrOgDswLcOp24CnqqrFMj6Ypw0D+gKY9/hxTdP+99iPMcDCDPW6A+s1TYs0TfSmUbp0aQYNGsSgQYOIi4sjJiaG2NhYihQpgqOj47/eDAiRW5ydnQkKCmLo0KHcvHkTJycnihYtaumwLOLGjRusXLmSwMBAihUrZulwslSqVCnefvttFi1axJdffknJkiUtHZIQQggrZBVJAFAVsAUy7p4VQ2qMVYBjGc5VAioA11VVHQncTzu2Q9O0rQBp4/mT0yuoqloSeFXTtP9kEoOnqqq1gXjAFfhe07SMfeaKwoULy0O/sCqKolC+fHlLh2FRU6dOJTk5mSFDMr5EtD7Dhg1j/vz5zJgxg88++8zS4QghhLBC1jIcyCHte2ZJAECRTOqkL9DdEJiqaVowMBaYraqqbxb9fALMz+R4HBCtaVpw2tCiScBuVVVfNDB+IUQ+dvv2bYKDg3nrrbd4+eWXLR3OM9WpU4c33niD//3vf0RFRVk6HCGEEFbIWt4EpK/AY5fhePrPmSUr6ct7HtU0LRFA07R4VVW3AROBTY8XTpsf0F7TtOEZG9I0LRQIfeznS6qqXgJGAe9lLH/z5k1UVc3yYoYOHUpQUFCW50XWpk2bxvTp07M8X7x4cZMtSyP30bxy816a2/jx43n48CFjxoyxdCgG++yzz3Bzc+Prr7/mq6++snQ4QgghrIy1JAHpbwCcMhxP//lhJnUupX2/kOH4bcBFVdWimqY9/mah82N1DBEJeGR2oly5cmzZssWIpoShgoKCnvrg7e7unv1NFTKQ+2heuXkvzenkyZMEBwfTv39/q9oh+FkaNGjAO++8w9SpU+nbt2+eeIMhhBAi91jLcKALQCJPJgHFSF3W82IWdSDrRCbj+v5N+P/hRY+kbRp2TVXVNzKcsiN1mJAQooBKSkqif//+ODs7M2HCBEuHY7SJEydSuHBhBg4cSHJy8rMrCCGEKDCsIgnQNC0K2AWUy3CqPHBE07S7mdT5B9jP/88NeLzOMU3TMr49qEnq5OGMipKaHFxNP5C2/8DLwG4jLkMIkc989tlnhIaGMmPGDEqXLm3pcIxWsWJFpkyZwu+//87XX39t6XCEEEJYEatIAtJMA7qoqvocQNr3zsCEtJ+bqKp6UP33IO4xaXXs0so4Aa2ADzJpvyapK//8i6ZpfwPbgb8fO/wOEAXIb00hCqilS5fy5Zdf0q9fP7p27WrpcLKtT58+dOvWjTFjxvDLL0/dgF0IIUQBYi1zAtA0LURV1SLAN6qqRgAVgYmapq1JK+JE6hKgRR6rs0NV1Y+AOaqqXgaeB97RNC2zT/CvA6ez6H4UEKSqajKpuw0XARpqmvbE8CEhRP63dOlSevXqhbe3N7NmzbJ0ODmiKAo//PAD58+fp2vXrixfvpyAgABLhyWEEMLCrCYJANA0bRWwKotzm0l9yM94fCOw0YC26zzlXAypG49ZnWnTpuXJFWryUtx5Kdas5IdrsAZxcXGMGTOGyZMn4+3tza+//oq9vb2lw8oxBwcHNm7ciJ+fH507d2b06NF8+umnFCpUyNKhCSGEsBBrGg4kMvG0JRatWV6KOy/FmpX8cA2WFBcXx8KFC6lduzaTJ0/m3XffZfPmzTg5ZVyrIO9ydnZmx44d9OnThwkTJlCnTh2WLl1KQkKCpUMTQghhAZIECCEKnJiYGP744w9++OEH3nnnHSpUqECfPn1wcnJi69atBAcH54s3ABk5ODgwf/58NmzYwHPPPffo2nv16sWCBQs4cuQI9+9ntn6CEEKI/MaqhgMJIUROnTp1ivHjx5OcnExSUhLx8fHExsby4MEDIiMjuXXr1r920S1dujRvvPEGPXr0wMfHB0VRLBh97mjTpg2+vr5s2bKFJUuWsGHDBhYtWvTovLOzM2XKlMHZ2RlHR0ccHBwoVKgQzz33HLa2tnzxxRdUq1bNglcghBAipyQJEELkK/fv3+fIkSPY2tpiZ2eHnZ0dDg4OlCpVClVVKV26NC+88AKqqlK3bl1efvnlAvHgn5GNjQ2+vr74+vqSkpLC2bNnOX78OJqmcfXqVW7fvk0Z+sF2AAAgAElEQVRkZCQPHjwgOjqaxMREEhMTSU5O5uHDzPZvFEIIkZdIEiCEyFcaNWrEn3/+aekw8hQbGxtq1qxJzZo1LR2KEEKIXCJzAoQQQgghhChgJAkQQgghhBCigFF0Xbd0DHmOu7v7P8DF3OgrJSWloo2NzbXc6MuUzBj3S+Hh4WVM0VD6fcyrf8aPy6PXYPJ7aYq2RLaY7F4KIYTIHZIECCGEEEIIUcDIcCAhhBBCCCEKGEkChBBCCCGEKGAkCRBCCCGEEKKAkX0CckhV1ZLA58A2TdPW5VKfHQFf4BxQFViiadq+3OhbCCGEEELkfZIEZJOqqvWB7sAVYDAQnkv99geGAo00TYtVVdUBCFdV9S1N007mRgxCCCGEECJvk9WBTEBVVR3orWnaj2buxw64C3ypadpXjx3/HnDUNK2rOfsXQgghhBD5g8wJyFtqAo7ArQzHbwJtcz8cIYQQQgiRF8lwIDNRVdUGeB9IJDXZcgUm53DIzoMsjscBRVVVLa1p2u0ctC+EEEIIIQoAeRNgPnOAkpqmTdc07X/AdOB3VVWL56DN86ROBq6c4XidtO8v5aBtIYQQQghRQEgSYAaqqtYFBgA/px/TNO0PIAlon912NU3TgX7AG6qqFkvrqwFwP63I/azqCiGEEEIIkU6GA5lHk7TvHmkJQbrfgCgAVVV/Bp43sL2/NU17G0DTtN2qqnYCeqdNSL4EXACSgb9NELsQQgghhMjnJAkwj+S074s1TXv42PFHqwdpmtY5u41rmqaROrwIAFVV2wNHNU1LzG6bQgghhBCi4JDhQOaxF0gBGj5+UFVVW1VVXXLSsKqq7VRV7f3Yz4WAFsC4nLQrhBBCCCEKDkkCciht7X6AQunHNE07A0wGPlRV1fax4oNIXec/J3qQultwulHAXk3T1uewXSGEEEIIUUDIZmHZpKrqS0AgqSvz+AN/ApuBnZqmrU0r0w9oBGikDhE6oGnavhz2Wx14J629osBtYFLapGEhhBBCCCGeSZKAbErbB6AQqSv+JJP6VuU5QNc0LcGSsQkhhBBCCPE0kgQIIYQQQghRwMjqQNng4+OjV6xYMVf6unnzJuXKlcuVvkzJXHGfOXPmdnh4eBlTtJV+H/Pqn/Hj8uI1mONeZkde/LMzVG5dm7XcS5FzpryXQgjrJklANlSsWJHFixfnSl+qqrJly5Zc6cuUzBW3u7v7RVO1lX4f8+qf8ePy4jWY415mR178szNUbl2btdxLkXOmvJdCCOsmSUAaVVULA06kTrZ9AMRomhZn2aiEEEIIIYQwvTyVBKQtxzkUKA+UBF4kdWWcLD/qUlXVEfiA1If7ckBZ4FNN08IeK9MIOPhYtYfAZFVVx8qqO0IIIZ7l+PHjLFu2jIoVKzJo0CDs7e0tHZIQQjxVnkoCgLGk7sIbAaCqagtgi6qqb2iaFpJFnYnAOE3TbqbV6Q/sVVW1saZpR9LKFAZ6Av8AMcAJTdOizXgdQggh8ol169bRuXPqJvBJSUksWbKE33//nSJFilg4MiGEyFqe2SxMVVV7YCDQPP2YpmnbgHDgsyzqVAHeBJo+dng+qRt2fZyh+CVN0zZpmrZPEgAhhBCGuHjxIu+88w7169fnxo0brFq1ivDwcIKCgiwdmhBCPFWeSQJIjfUhUDrD8fNAzSzqJAM6UDz9gKZpKcClp9QRQgghDPLJJ5+QlJTETz/9RKlSpXjzzTcZPnw4P/zwA8eOHbN0eEIIkaU8MxxI07RY4KVMTqnAuSzqXCJ1HsD/F07d5KsKkHHnXk9VVWsD8YAr8L2mafJ/cCGEEJn666+/WLp0KSNHjuSll/7/19Po0aOZP38+48eP5+eff7ZghEIIkbW89CbgCaqq1gXcgAlGVPMHSgFfPXYsDojWNC1Y07QfgEnAblVVXzRZsNk0dOhQS4eQLXkp7rwUa1bywzVYSn7+s8vP12YNZs+eja2t7RNDf0qUKEH//v1Zu3YtV65csVB0QgjxdHl2x+C0lYIOAKs1TfvqWeXT6jgDf5C6OtCSZ5Q9AezWNO29jOdatWqla5qWZd2hQ4fKeNBsmjZtGtOnT8/yfPHixa//8ccfJtlJSO6jecm9zD9y81726NFDzwv7BMTHx1OhQgVatmzJypUrnzh//vx5VFVl7NixfPrppxaIMHvc3d0Ph4eHu1s6DiGE+eWZ4UCZ+BJYqmnaVEMKq6qqALOAUZqm/WRAlUjAI7MT5cqVy7ebC1laUFDQUx/W3N3dr5mqL7mP5iX3Mv/IzXuZV2zZsoV79+7Rq1evTM9XqVIFLy8vli9fzpgxY1AUJZcjFEKIp8uTw4FUVQ0EzqcnAKqqlntGFYBxwE/pCUB6HVVVy6mqek1V1TcylLcjdZiQEEII8S8rVqygZMmStGzZMssy3bp1IyIiguPHj+diZEIIYZg8lwSoqtoWSNQ0Lfixw/95Rp3+wEFN09ZmUqcoqXsDXH2svA3wMrDbJEELIYTINxISEggJCaFjx47Y2dllWS4gIABFUVi7dm2WZYQQwlLy1HCgtJ19+wNrVFXtBdiSOsn3pbTzTYApwNta2gBhVVU7AN7AtrQ6dml1igNomva3qqrbgb8f6+odIAr4OjeuSwghRN6xZ88eoqOjeeONjC+Q/61MmTJ4enoSEhLCZ59lup2NEEJYTJ5JAlRVLQSsB8oC7TOcnpn23QmoBBRJq1MBWAY4kPpg/7gRj/33KCBIVdVkUvchKAI01DQtxpTXIIQQIu8LCQnB3t4eHx+fZ5Zt27YtH3/8MdevX6dChQq5EJ0QQhgmzyQBmqYlkGHN/0zKbAaef+zn66QlBM+oFwN8kdMYhRBC5H+bN2/G29ubokWLPrNsmzZt+Pjjj9m6dSs9e/bMheiEEMIweW5OgBBCCGEpV69e5cyZM0+dEPy4OnXqUKZMGbZt22bmyIQQwjh55k2AMFxkZCTHjx9/9PXnn38SGxtLYmIiKSkpFC1aFEdHR0qVKkWDBg3w8PCgQYMGODk5WTp0YYCHDx9y5MgRTpw4wV9//cW5c+f4559/eO6557Czs8POzu7Rf1erVg1PT088PT1lKEIuu3HjBjt37iQ8PJyoqChiYmL+9WVnZ8cLL7zACy+8QLVq1XBxcaFOnTqULVvW0qGLp9i+fTsALVq0MKi8jY0NPj4+bNu2DV3XZalQIYTVkCQgH0hOTmbLli38+OOPHDhwgLt37+Li4kLdunVxdXWla9euFC1aFDs7OxRF4eHDhzx48IAbN25w+PBh1qxZw7Fjx6hcuTIeHh60bt2aTp06UahQIUtfmkhz9uxZFi9ezPr16/nrr7945ZVXcHV1pXr16jRt2pSyZcuSnJxMYmIiSUlJJCUlkZCQwJkzZ/jhhx8YMGAATk5OeHp60rp1a7p164a9vb2lLytfiYmJYevWrezYsYMdO3Zw48YNvL29ady4MTVr1sTJyelfX/Hx8Vy9epXLly9z9uxZfvnlF06cOEHZsmXp0qULXbp0oXbt2vLQaGV27NhB6dKlqVu3rsF1fHx8WLFiBREREdSqVcuM0QkhhOEkCcjDLl68yPz585k/fz7ly5enX79+TJgwgSpVqmBjY9hIr/QxqomJiZw8eZLQ0FDmzZvHsGHD6N+/P4MGDaJSpUrmvAyRhTt37rBy5UoWLVrEhQsX6N69O9999x3169c3+gFe13XOnj3LgQMHWLFiBaNHjyYoKIjAwECKFStmpisoGKKjo5kxYwb/+9//aNCgAS1atGDx4sW4urpia2trVFu6rnPo0CFWrVpFmzZtKFq06L8SAmF5u3btolmzZgb/PxbA29sbgN27d0sSIISwGjInIA86duwYvr6+uLm5ce/ePUJCQggLCyMwMBBVVY365ZTOzs6O+vXrExgYyPbt29m5cydRUVHUq1ePTp06sWvXLjNcicjM6dOn6dy5M1WrVmXPnj189tlnXLlyhSlTptC4ceNsfYKvKAo1atSgd+/ebNq0iQ0bNnD06FGqVKnCf//7X27dumWGK8nfoqOjmTBhAqqqEhERwd69e9m8eTMffvghbm5uRicAkHqfGjVqxLfffsuFCxdYsGABMTExtGrVijfeeIPTp0+b4UqEoS5dusSFCxcePdQbqlq1alSoUEH+PyqEsCqSBOQhsbGxfPTRR7Rs2ZIOHTpw+fJlpk+fTr169UzeV61atZgxYwaXLl2iVatW9O7dm969e3Pv3j2T9yVS3blzhyFDhuDt7U2TJk24dOkSy5cvx8/Pj+eeM+1LO1dXV5YtW0Z4eDjR0dHUq1ePjRs3mrSP/GzBggVUq1bt0cP/4sWLqVGjhkn7sLGxoXHjxkyZMgVN0/D29ua1116jX79+XLlyxaR9CcPs3p26f6SxSYCiKHh7e7Nr1y50XTdHaEIIYTRJAvKI7du3U6dOHc6fP8/x48cJDAzEwcHB7P06OjoSGBjIiRMncHJywsXFhV9//dXs/RYkiYmJTJ8+nVq1apGSksKZM2cYPnw4xYsXN3vfVapUITg4mJUrVzJo0CBGjhxJcnKy2fvNqx4+fEifPn2YNGkS27dvN8vDf2YKFy7MBx98wNmzZylTpgz16tXjo48+Iioqyux9i/+3d+9eihUrhouLi9F1vby8uHbtGhcuXDB9YEIIkQ2SBFi5uLg4+vXrR9++fZk2bRorVqygfPnyuR6Ho6MjM2bMYNmyZbz//vv06NGDu3fv5noc+U1oaCh169YlJCSEHTt2MGvWLEqXLp3rcTRr1oyjR48SHh5Ox44duX//fq7HYO1u3bqFt7c38fHxHDp0iDp16uR6DM7Oznz99dccO3aM69ev4+bmxvHjx3M9joJq3759eHp6ZmuoV9OmTR+1IYQQ1kCSACsWGRlJ69atiYmJ4eTJk/j7+1s6JLy9vTl27BglS5bEzc2Ns2fPWjqkPGvhwoW0bduW8ePHs3nz5mx9umhKJUuWZNOmTZQpUwZfX18SEhIsGo810TSNJk2a4Ofnx9KlS3F0dLRoPC+88AILFy5k3Lhx+Pj4sHTpUovGUxBERkZy6tSpRw/zxnJxcaFYsWKSBAghrIYkAVbq5s2bNGvWDFdXV1asWGFVa/gXLVqUadOmMXr0aF577TWOHDli6ZDylKSkJIYNG8aECRPYtWsXnTt3tpplIAsVKsS8efMoVaoU77//vqXDsQoxMTG0bduWoUOHMm7cOKu5VwDdu3dn+/btjB07lqFDh0riZkYHDx5E13WaNGmSrfq2trY0btxYkgAhhNWQJMAK3b59mxYtWtCxY0f+97//ZWu1n9zQv39/ZsyYga+vL0ePHrV0OHnCnTt38PX15cyZMxw6dIhXXnnF0iE9wcbGhkWLFrFt2zYWLlxo6XAsStd1Bg4cSJMmTRg6dKilw8lU3bp1CQsL4/z58zRv3lxWejKTAwcOYGNjQ6NGjbLdhqenJydPniQmJsaEkQkhRPZY59NlAfbgwQNatmxJu3btGDt2rFV96piZgIAAgoOD8fPzIyIiwtLhWLULFy7QqFEj6tevz4YNGyhRooSlQ8pS8eLFWbNmDR9++CGHDx+2dDgWExwczJkzZ5g5c6alQ3kqZ2dn1q1bR7NmzWjRogV37tyxdEj5zsGDB6lTp06OhoJ5enqi6zphYWEmjEwIIbJHNguzMiNGjKBOnTpMmDAhxwlAVFQUJ06c4NixY9SpU4dmzZrxn//8B13XKVeuHF5eXvj4+OQ45oCAAO7fv0/r1q05duwYzs7OOW4zv7lx4wYtW7Zk6NChJvlE+caNG6xdu5Zz584RGRlJ9+7dad68OWPGjMHFxQVPT08qVaqUo79Dr7zyCrNnz6ZLly5ERERgZ2eX47jzkkOHDvH555+zf/9+k63EtWzZMk6dOkVMTAyxsbHMmzePo0ePcuzYMVxcXKhXr162l4O1sbFhwoQJJCUl4evry7Zt23JlhamCICUlhdDQULp27Zqjdjw8PIDUtwrNmzc3RWhCCJFt8ibAimzcuJGNGzcyY8aMbD+83b9/n+joaE6fPs3zzz/PiBEjOHbs2KO1qZs1a0bdunVJTExk7969ALz33nuMGjWK8+fPZzv2Xr164e/vT1BQULbbyK/SJ3j37Nkz2wlAXFwcP//8M+3bt+fUqVNERkYSHh5O2bJl8fDwoEyZMgAUKVKE5cuX07BhQ/r27fuobnZ17tyZypUrs3z58my3kRfpuk6/fv2YOXMm1apVy3Y7e/fupUuXLgQEBACQnJyMg4MDqqrSuHFjdF0nJiaGLVu20LNnTypWrMjp06dJSEggKSnJ6P4URWHixIk0bNiQgIAAEhMTsx27+H8RERFERUXRuHHjHLVTokQJatasyYEDB0wUmRBC5ICu6/Jl5Nc777yjm9rt27f1ihUr6jt37sxW/cjISD0oKEh3dnbWV61apaekpOiJiYkG1Y2IiNCHDx+ulypVSu/Xr1+2+td1XY+JidGrVq2qr127NtttPIubm1u4bsX3MaOEhAS9RYsW+pAhQ/SUlJRstbF9+3a9ZMmSevPmzfWFCxfqMTExz6yTkpKiR0dH64mJibqqqvqAAQP069evZ6v/LVu26K+88oqenJycrfpZseZ7uWHDBt3V1TXb90zXdX3gwIF6lSpV9NmzZ+uXL182qI6maXpCQoK+du1avVKlSvr8+fP1pKQko/tOSkrS/f399f79++foGgxlzffSFObPn68D+pkzZ3LcVq9evfQyZcrkyn3JDlPeS/mSL/my7i95E2AFdF0nMDCQt956i9dee83o+rGxsbi6uvLgwQNOnz7Nm2++iaIoBg8rqFGjBt9++y2XLl16NFxo7ty5xMbGGhWHo6MjCxcu5N133+X27dtGX0d+9P7772NnZ8eUKVOMeruTlJREcHAwe/bswdPTkyNHjrB9+3Z69epl0JhkRVFwcnLiueee4+DBgzg7O1O/fn327Nlj9DW0aNECe3t7QkJCjK6bV33zzTeMGDHC6DdyCQkJTJ06lYSEBEaOHMmff/5JYGAgL7zwgkH1q1atip2dHe3bt2flypXMnz+fevXqERkZaVQctra2LF++nLCwMGbNmmVUXfGk0NBQihcvTvXq1XPcVqNGjfjnn39k0zAhhMVJEmAFNmzYwKlTp/jyyy+NqhcfH8/q1atxcHBg586dzJs3jwoVKmQ7jiJFitCgQQPi4uLYuXMn9erVM3pSqJeXF926deO9997Ldhz5xbJly9i+fTvLly83apz3uXPncHNz4+eff6ZkyZI4ODjw4osvZjuO0qVL880337BixQoqV66MrutG1VcUhf/+9798/fXXRtfNi9JX2unSpYtR9aKjo2nTpg3bt28nLi4OVVVzNI/C09OT3bt389133+Hs7MzevXuJj483uL6TkxMrV65k7NixXLp0KdtxiNQkoGHDhiZZqS19daHQ0NActyWEEDkhSYAVmDp1KmPGjKFw4cIG13n48CH+/v4sW7aM5ORkKleubLJ4HBwcWL58OV988QV+fn6cO3fOqPpffPEF4eHhBXo97Lt37/LBBx/w448/GjU5U9dTx6IHBgayfft2ateubbKYvL29qVSpEt27d2fz5s1G1Q0ICODSpUsFYnO4SZMmMWzYMKMe4JOTk2nXrh0vv/wy69ato1ixYiaJRVGUR5tTBQcH4+3tzZUrVwyuX6NGDYYOHcrgwYMLRAJnDg8fPuTEiRM5Whr0cXXq1KFw4cKSBAghLE6SAAs7efIkZ86ceTRx0BDx8fG0b9+e559/nlWrVmVrC3tDdOnShT179qCqqlGTSx0cHBg6dKjVL6toTh999BGdOnV6tBqIIZYsWUJsbCzbtm3j3XffNdvysO+++y49e/Y0aiK4ra0tXl5eHDx40CwxWYvY2Fg2bNhAv379jKpnY2PDiBEjmDVrltn+PS5dupSOHTvi4eHB6dOnDa43atQo/vrrL3755RezxJXf/fHHHyQnJxv1b/lp7OzscHNz49ChQyZpTwghskuSAAubOXMmgYGBFCpUyOA6CQkJ+Pn5MX/+fLM9cKSrUaMGDx484JVXXjHqobFXr15s2rSJ69evmzE667R//35CQkKMGt41ffp0Pv/8cyIjI82+FGezZs34+OOP6dGjh1GfDjdq1CjfJwFHjhyhZs2aRn2SHxISwtq1a2nXrp1ZN/ZTFIVRo0bx3XffUbp0aYPr2dvbM3fuXIKCgoiKijJbfPlV+sO6qZKA9Lb++OMPWb1JCGFRkgRY0L1791i5ciUDBw40uE5YWBjXrl1j+PDhZk8A0jk6OhIYGEifPn1ISUkxqI6zszNdu3Zl7ty5Zo7OuiQmJjJo0CCmTJli8DCgn3/+mUmTJrFt2zYqVqxo5ghTDR48mI8//tioOo0bN873QxgOHTpk1LCPlJQURowYgZOTkxmj+rd27dpRvHhxevXqxd27dw2q4+XlhZ+fH5999pmZo8t/Dh06xIsvvkj58uVN1qaHhwdxcXGcPHnSZG0KIYSxci0JUBSlnKIofo/9bL3bpeaSRYsW4e/vb/Avl/v379OlSxejx+ibwgcffEBCQgKzZ882uM57773Hd999R0JCghkjsy7BwcE8//zzRk0qvXPnDuvXr+ell14yY2T/ZmtrS4sWLdi4caPBdVxdXfnzzz95+PChGSOzrNDQUKOSgJCQEBwdHU2y6Z4x7O3tKVWqFH369DH4bc64ceP48ccfiY6ONnN0+cuhQ4dM+hYA/v+tQn5PqoUQ1i03dwzuCbgoinIMWAx4KIpyEOiu6/o/hjSgqqodMBQoD5QEXgQmaZq25Sl1HIEPgKJAOaAs8KmmaWEZyr0LFANiABVYp2nabuMu0Ti7du0y6mFx4cKF1K9fH39/fzNGlTlbW1uWLl1q1LAlFxcXqlWrxqZNm3jjjTfMGJ11SElJYcaMGSxZssSg8fxJSUns2LGDQYMG5UJ0T9J1nd69exMWFmZQAlK4cGFq1arF8ePHc7xpkrUKDQ016tPyPXv28OGHH5pt/sbTfPXVV7i6urJmzRo6der0zPIVKlTAx8eHZcuWERgYmAsR5n3//PMP58+f59133zVpu1WqVKF06dKEhYXJvRBCWExuDgd6qOt6L6A24AU0ALoC/zWijbHABk3TPtQ0rR8wEdikqmrbp9SZCMzRNG2kpmm9gNXAXlVV66cXUFV1MNBC07SJmqYFA58CP6iqWs+I2IwWFhZGw4YNDS6/fPlyhg0bZsaInq5KlSrExcWxZUuWOdcTmjdvnu/HkafbsWMHRYsWNfiT5JkzZ1p02U17e3teffVVo3YvLVmyZL4dVx4VFcWtW7eMWgt+0qRJRi8lair29vZ8//33Rv39CQwMZM6cObJSkIHS5wOYamWgdIqi4OHhIZODhRAWlZtJwMuKopQn9cH/qK7rf+m6fgcwaAFrVVXtgYFA8/RjmqZtA8KBTD+6U1W1CvAm0PSxw/OBu8DjA6JHA0sfa/cBsJHUNwhmcePGDR48eEDVqlUNrrNt2za8vLzMFZJB7ty5Q2BgIMnJyQaVb9iwIWFhYc8umA989913DBo0yKBPha9cucIXX3zB7NmzLfIpcjpjJ/s6ODgYvYlcXhEdHY2zs7PBk3sPHDjAt99+a9H717RpU9q3b8+ZM2cMKt+8eXMePHggw1AMdOjQIWxsbGjQoIHJ2/bw8ODUqVPExMSYvG0hhDBEbiYB3wGbgADSHtoVRakJGPqxog3wEMi4LMZ5oGYWdZIBHXg0Q1PTtBRSE4+aAKqq1iF1eFHGZWxuA61UVTXLb/jw8HDc3d0NfoCYP38+f/75p0UfOCD1F1epUqXYvn27QeXd3d0JDw/P95883rx5k23btvH2228bVH7hwoX07t2bGjVqmDmyp+vevbtRy2EWKlQo387xiIuLw8HBweDy27Zt4+bNm2aMyDCXLl3C29vboGV8bWxsGDRoEHPmzMmFyPK+0NBQateubdAu3cby8PBA13WjN2QUQghTybUkQNf1M7quu+q67qzr+sa0icEngWqG1Nc0LVbTtJc0TRuX4ZQKZDpTVtO0S5qmldM0bcGjwqpqA1R5rM7Lad8fZKgeQ+ocAtPs+pNBeHi4UUOBZs6caTWfwLZq1Yr9+/cbVLZcuXI4OTnx999/mzkqy1qwYAEBAQEGrwg0evRoxo8fb+aonq18+fJGbWYWHx9v1KZ2eUliYqJROztHRETg4uJixogMU7VqVerXr8/q1asNKt+zZ0/WrFlj8EpfBZWu64SFhZl8UnA6mRwshLC03JwY/C+6rt9TFOVl4EZ221BVtS7gRuqQH0P5A6WAr9J+Tv/oL7MkAKAIGd5W3Lx5E1VVs+xg6NChBAUFPTWIiIgI2rVrZ1DAcXFxRERE4OrqalB5cxs+fLhRE4Td3d0JCwt76p9ZumnTpjF9+vQszxcvXtxka2ia4j6m++WXX5g0aZJBZTdu3EhiYqJVTJa+cOGCUbtCx8bGGpwE5LV7aW9vT3x8vMF9Pnz40CyfEGdHYGAgU6dONehNVNmyZSlVqhR//fWXwW+icvNeWotz585x9+5dk88HSFeqVClUVZUkQAhhMRZJAhRFWajrem9d1w3ffSqDtJWC5gMfa5r2s4F1nIFpQC9N09JnZKWPU8m4Q1P6z0+8LSlXrpxRk2Mz8+DBA4MfIM6cOYOqqkYNVTCnEiVKsG7dOjp06GDQ8KTq1asbvNFYUFDQUx/W3N3drxkc6DOY4j5C6uZtJ0+exN3d3aDy06ZNo2/fvjnu1xTi4uKM+mT/5s2blCpVyqCyee1eOjg4GLUz9urVq826OZgx/P39KVKkiMHl04fpGZoE5Oa9tBbpD+fmSgLS2/7999/N1r4QQjyNpX6DNTNBG18CSzVN++qZJYG0sf2zgFGapi157FT6G4CMu/2k/2yWRdGNGX/s4uLC7t1mXa3UKIqi0LVrV4MfmPLzZBAstuUAACAASURBVFKAkydPUrVqVYoWLfrMsrquExoaire3dy5E9mxXr16lbNmyBpWNjY3l3LlzVjEExhxKlChBZGSkwXMe9uzZY/CEXHMrVKgQbm5u3Lt3z6Dybm5uhIeHmzmqvC00NJSiRYtSu3Zts/XRqFEjrl27xpUrV8zWhxBCZMWkSYCiKE6KorysKMqriqJ0VhRlsKIo4xVFmacoynpFUQ4pinIVyNGuSKqqBgLnNU2bmvZzOQOqjQN+0jTtpwx1/kr7njEJKEbqKkJmWQ8xOTnZ4E8Ro6KiOHHihDnCyBZFUYx6sM/vScDhw4dxc3MzqOzFixdxdHSkXDlD/sqaX8mSJQ3esfrYsWPUqlULe3t7M0dlGQ4ODlStWtXgXVx37drFokWLzByV4UaPHs2SJUueXZDUNwEyIfXpQkNDcXd3N+vO7On7bRSUZZSFENYl20mAoigzFUVZoyjKfkVR/lYU5QEQCUQAu4CVpA69+RjoB7QF3IEKOQk4bU+AxLT1/NP95xl1+gMHNU1bm7GOpmmnSZ0knPGprDywM201IZMzZuhBREQEH3/88bML5qKUlBSDJ1Hqum7xVY3MKX2lJ0NUrlyZiIgIM0dkOA8PD7p27WpQWWOuM68y5uE4fUiNtahTpw6nT582qGyDBg04cuSITA7OQmxsLEeOHMHT09Os/bi6umJvby9JgBDCInIyJ+A+qZNs09tIBm5m+LoBdCE1EbiR9pUIHMlOh6qqNgL6A2tUVe0F2JI6yfeltPNNgCnA25qmaWnHOgDewLa0OnZpdR5fEuV/wDvA8rQ6TkBr4NnbcGZT4cKFDf50vEKFCly8eNFcoWTLrFmzDBr+AsZNJs2LDh8+TK9evQwqe/ToUeLj4806zthQycnJ1K1bl+3bt1O+fPlnlj98+LDZH4osLX2YzIABAwwuay1JrpOTEw8eZFzfIHMlSpRAURTu379PsWJmWQAtT/vjjz9ISkoy+9/39GFckgQIISwh20mAruv/VRRlMakP0H8CH+q6/sRTraIoXrquL89wzLClSB6jqmohYD1QFmif4fTMtO9OQCVSV/RBVdUKwDJSVwB6J0OdEen/oWnaLFVVUVX1K1LfClQH+mqaZrZdripVqsSFCxcMKlu1alUePHjAjRs3DHpYM7fY2Fi6dOli8Gvy2NhYnJ2dzRyV5dy8eZNKlSoZVHbjxo1ERUVZRRKwadMmihYtavDfqbCwMAYPHmzmqCzL3d2dhQsXGlS2XLly/8fefYdVcXx9AP8uRcUCiqLGiqyKDVFQ6XYRC2AviBJr0Cj2BppEjSWxoxKl2AvYCyYWLIANQUEQ1PhbNTbAhooC0ub9Q/G1XGAv3Arn8zz3MbAzO2fv5l52dmfm4OjRo/INSAqtWrWCtva36xvkL+9GBHUCvpeXRTtvuI48WVpaYsOGDcjMzJRq1TVCCCmuYq0OxBiLB9CN47h+AII5jvNmjB0RUbWHtG0JgpCJ74fsfFvmJIDaX/yciE8dAhH73yBtTMXRpk0bHDt2TFRZjuOwa9culVkdaNeuXQgPD8e2bdtElb99+zZcXb/tg5Uc6enpos+NlpaW6GzL8paX4ViMuLg4vH79GqampnKOSrlMTU1x69Yt0efUzMwMZ86cQdeuXRUQXcFMTU2lOj/SPI0sbS5fvowGDRqInjRfHFZWVli1ahWio6NV4uYAIaT0kMnEYMbYQQA9AbT8NE8gvwy+eeWLnBugpMhbO1+s7t274/nz53KMSLyrV69KNTa8pI8lz8jIED1ZVldXF69evZJzRIVjjKFBgwai5wNs2rQJo0ePliqZljoqX7482rdvj/37Ra06jPT0dAwYMEAlzqmnpye2bNlSeMFPcnJySvz5LArGGC5evAgbGxuFtGdtbQ0AohMwEkKIrMhsdSDG2AfG2CIAkwDM4zhuOcdx3664Qz5p3LgxXrx4gZcvX4oq/+DBA1hZWSn9zl16ejoOHTqEHj3EPcx5+vQpPnz4AENDQ/kGpkRaWlrIzs4WVdbR0VElhtQkJiZi7dq1ouZ1vH//Hrt378aYMWMUEJnyubu7Y9OmTaLKVqtWDY6Ojli/fn3hheUsNDQU9euLX3hNmidYpcn9+/eRnJyssE5ArVq1YGhoSJ0AQojCyTxPAGPsMWPMFUAwgP0ADGTdRkmgoaEBMzMz0auLGBkZoV27dggMDJRzZAV79+4dvLy80LBhQ1HlIyMj0bZtW5WYOCkv0qz0VKtWLVSuXFmqpFSyduLECXTt2lX0yjBBQUGwsbERPe9B3fXu3Rv3798XvSzv77//jvXr1+PFixdyjix/WVlZiImJEf3ELScnB2lpaVIlGCstLl68COD/79ArgrW1NS5evAjGWOGFCSFERuSWLIwxFoqPY//XcBx3kuO4z9+oHMfNlVe76sTCwgLh4eGiy0+cOBErV64UfddZ1hhjyM3NxZQpU0TXyesElGSVKlXC69evRZcfNmyY0rKEpqWlYcKECVi9erXoPBXSzB0oCbS0tDBmzBjRTwPq16+P+Ph4VKtWTc6R5e/Jkyfo16+f6Em+t27dQt26delJgAQXLlyArq6uXJOEfcvGxgaJiYmiM6sTQogsyDVjMGMslzG2AcBQAMM4jtvGcdwAAPPl2a66cHV1xebNm0VnKHVwcMCqVavkmrymIH5+fujbt69Ud6tOnz6t0DtqymBqaorr16+LLj9q1Ch4e3vLMaL8eXp6ws7ODt27dxdV/syZM3j27Jno4V8lxZgxY7Bnzx7RS24aGBhg06ZNojsOssQYQ/369bFjxw7RdSIiImgSaj7Cw8Nha2ur0O/Z9u3bf26bEEIURa6dgDyMsVeMsZ/xcTnRPwCUzJSjUjIxMUHjxo1x6NAhUeU5joO9vT12794t1UWnLAiCAC8vL/j7+4se2nP16lUkJyejW7duco5OuSwsLKRa53v48OG4ceMGbty4IceovpednQ1PT09s3LhRVPmMjAyMHz8ea9euVVrHU1nq1q2LTp06Yc2aNaLrdO7cGb/++itOnTolx8i+Fx4eDmfnb1dNLhh1AiR79uwZbt269fmiXFGaNWsGfX19hIWFKbRdQkjpppBOQB7GWDSAPopsU9VNmjRJ6kmFjDG4uLgodAzyzJkz4eXlhWbNmomus27dOvz8888l/gLSwsICERERosuXLVsW+/fvR7169eQY1deWL1+OcePGoXr16qKHgCxbtgzNmzeHk5OTnKNTTStWrMDq1avxv/+JS2vSqFEj7Nu3D66uroiJiZFzdB+9ffsWY8eOxdChQ6WqR50AyS5cuAAAsLOzU2i7GhoasLW1RWhoqELbJYSUbgrtBAAAYywOHxNyEQDOzs548OCBVBcNrq6u6NevH7p37y73pQmzsrKQmZkJb29veHh4iK6XlJSE4OBgjB49Wo7RqQZzc3PcvHlTqsm+VlZWePbsGTZskG96iszMTLi7u2Pr1q347bffRNe7c+cO1q9fr7RhS6rA0NAQc+fOhbu7u+ghcHZ2djh27BiMjY1FDyUqjnHjxqFjx45SdQJSU1Nx9+7dEp/zoSjOnTuH8uXLK2VJ4w4dOkAQBDx+/FjhbRNCSieFdwI+6aWkdlWOlpYW3N3dsWrVKqnqLV68GCNGjICmpqbcVpR49+4dnJycsGbNGtSpU0f0RFIA8PX1xcCBA6Gvry+X2FRJ+fLl0aRJE1y9elWqenp6eli2bBkOHz4sp8iAv//+G0lJSbhy5YroJw+MMUyYMAFeXl6lZkWg/EyePBmvXr2Sary9hYUFdHR04OjoCE9PT7kkh8v7zOcN15LGtm3b4ODgIDq3RWly7tw52NjYKCVzb6dOnT7HQAghiqCUTgBjjJ4EfGHixIk4f/48Tp8+LboOx3GYPHkydHV10blzZ/j5+cm0MxAWFoY2bdqgTp06mDZtmlR1X758CR8fH0yaNElm8ai6YcOGwcfHR6o6NWvWxMGDB+Hu7o7t27fLLJacnBz4+/tj165d6NOnDw4dOoRKlcSn7Ni4cSNSUlJK1fnLj5aWFvz8/DBr1iyph98FBQUhIiIC9vb2+Pfff2UWU3p6OkaPHo3t27ejQ4cOKFeunOi62dnZWLlyJWbOnCmzeEqKZ8+eIT4+/vPFuKKZmpqiSpUqSls5jBBS+ijrSQD5gp6eHvz9/TF69Gi8efNGqrocx2HdunXw9fWVycVGWloaACA6OhpLly6Fn5+fVFlFGWMYP348hg4dChMTk2LFok7GjRuHkJAQCIIgVb22bdsiPDwcPM8jPT0djx49KlYc586dg7m5ObZv346mTZsCgFQ5Gs6dO4fffvsNQUFBlE32E3NzcwwbNgwjR46U6q6+gYEBTp48iV69euHFixd49+5dsYd6nDx5EhYWFkhPT0ffvn2lrn/gwAHUrl0bVlZWxYqjJMq7A6+sToCGhgY6duyIkJAQyhdACFEI6gSoCHt7e/Tq1UuqNfjztGjRApcvX4aDgwMeP36M9+/fIygoSPTSo4wxhIaGYvjw4ahduzbu3buHyZMnF+kiY/fu3bh58yaWLFkidV11VqlSJbi7u2PFihVS123UqBFsbGwQHR0NU1NT/Pjjj0hISBBd/+HDh5+fIu3ZswdeXl4IDQ2FmZmZVHH8+++/GDp0KAIDA9GoUSOp6pZ0S5cuxfv376W+g66lpYVp06bB2toaERERaNmyJYYMGYIDBw6Izv794cOHz537EydOYN68edi9e7dUT3eAj5/z5cuX01OAfJw6dQqVK1dWynyAPN26dcPDhw9x9+5dpcVACClFGGP0kvLl6urK5CE1NZU1aNCAHTt2rFj7EQSBdezYkVWoUIHZ2NiwU6dOsZycHHbixAl2/vx5dvbsWbZv3z42f/589uHDB7Zz507WvHlztnr1avb8+fMit/vw4UNmYGDArl27Vqz4C2Jubh7FVPQ8Jicns8qVK7PExMQi7+Ply5ds0aJFrEaNGiw+Pp7du3ePrVu3jh0+fJgFBwezhw8fsg8fPrB169axcePGMXNzc6avr8/mzp1brNgfPXrE6tevz/z9/Yu1H2mo8rmU5NWrV8zY2Jh5e3sXeR/Pnj1jmzZtYl26dGF37txh8fHxbN68eWzLli0sJCSEhYSEfP78BAQEsK5du7KKFSsye3t7lpubW6z4g4ODmbGxMcvJySnWfiRRt3P5rdzcXFa3bl3Wr18/hbf9pbt37zIAbP369UqLQZbnkl70opdqv+h5vwqpWLEitm7disGDByM8PBwNGzYs0n6MjIxw7tw5vHnzBteuXYOhoSEyMzOxcuVKZGRkQENDA1WqVIGJiQkyMjIwaNAguLi4SDVs5Fu5ubkYNWoUPDw8pL4DXVJUr14drq6u8PLyQkBAQJH2oa+vj3nz5sHT0xMcx+HOnTuIjY3F6dOnkZWVhUmTJqF27dq4ffs2WrRoATc3N5ibmxdrkufz58/RrVs3TJw4sVSs5lRUVapUwYkTJ9C+fXtUrFgRI0eOlHofBgYGGDduHMaNGwfgY/4NTU1NhISE4PHjx+A4Dt26dfv8GfLw8MD+/fuhp6dXrNgfP36MMWPGYNeuXVJN8C8tbt++jUePHsHLy0upcfA8jwYNGuDEiRP4+eeflRoLIaTko06Aimnfvj0WLFiAbt26ISwsrFirs+jp6aFz586ff5ZXEiPGPq4mk5WVhTlz5silDXWxZMkSWFhYwN/fH2PGjCnyfvIu1Jo0aQJfX9/vtkubWyI/CQkJcHZ2houLC2bMmCGTfZZkhoaGOH36NDp16gQtLS0MHz68WPvjeT7fpVtHjRpVrH3nycrKwuDBg+Hh4fHV9wH5f8ePHwcApWfG5jgOPXv2xJYtW5CRkSHVpG9CCJEW3RJSQePGjcOkSZPQpUuXYk8UlTfGGKZOnYqYmBgcPXq01E8mrVSpEg4dOgRPT0+plwxVtKNHj6JDhw6YN28eFixYoOxw1IaxsTFOnTqFX375BTNnzkR2drayQyrQ7NmzUaVKFcyePVvZoais48ePw8TERKEJ/PLTq1cvpKWl0SpBhBC5o06Aipo2bRrGjx8PW1tb3LlzR9nhSJSdnY2xY8fi0qVLOHHiBHR1dZUdkkowNjaGn58fBgwYgGfPnik7nO8wxrB48WJMmDABwcHBcHNzU3ZIaqdFixaIiorCjRs3YG9vr5LnGfg4UfzQoUPYvn07DQPKR0pKCi5cuIBevVQjfU3Hjh1Rvnx5HDt2TNmhEEJKOPqroMKmTp2KBQsWoGPHjjh69Kiyw/nKu3fv0LdvXzx+/Bhnz55F5cqVlR2SSnF2doabmxscHR1V6gIxNTUVgwcPxrFjx3D16lVYWFgoOyS1VbVqVfzzzz+wtrZGmzZtEBERoeyQvrJhwwbMmDEDhw8fLhVJ+4oqODgY2dnZRVoNTR50dHTg4OCAw4cPIzc3V9nhEEJKMOoEqLgff/wRe/fuxbRp0+Dq6oqXL18qOyQcP34czZs3xw8//IBjx46hYsWKyg5JJS1YsADdu3eHpaUl4uPjlRpLbm4utmzZAmNj488JiWrVqqXUmEoCTU1N/P7771i3bh0cHR2xbNky0Ut/yktWVhamT58Ob29vXLhwAaampkqNR9UdPHgQderUUerSoN/q168fnj59qvJDCgkh6o06AWrAzs4OsbGxMDAwgImJCQ4ePKiUOJKTkzFkyBB4eHggICAAvr6+0NbWVkos6kBDQwMLFy78/DRny5YtYEzxSYDCw8PRtm1b+Pn54fDhw9i0aRNNOJQxZ2dnXL58GVevXoWxsTG2bNkiVWIxWXn8+DE6deqEW7du4dKlS2jQoIHCY1Anb9++xT///IO+ffuq1HCpXr16oUyZMti7d6+yQyGElGCq861HClS+fHmsXr0ae/fuxZw5czBgwABERUUppO3s7GwEBATAxMQEhoaGiIuLQ9euXRXSdkkwfPhwnDt3DqtWrcKAAQMU9lTgf//7HwYNGgRXV1fMnDkTFy9eRLt27RTSdmnE8zwOHjyIoKAgbN68GaampggODlZIx+/FixeYM2cOWrZsiZ49eyI4OBhVq1aVe7vq7vDhw/jw4QOGDh2q7FC+UrlyZfTo0QNBQUFK6UwSQkoH6gR8wvN8OZ7nDXieN/z0r0reKrW1tUVMTAzatGmD/v37w8LCAtu3b0dGRobM2xIEAV5eXqhfvz62bduGU6dOYdmyZShfvrzM2yrpWrRogatXr8Lc3BxdunSBk5MTLl68KPN23rx5g4CAAHTo0AGWlpZo0aIFbt26hSFDhhQrDwQRz8rKCmFhYVi6dClmz54Na2tr+Pj4IDk5WeZtvXjxAnPnzoWxsTHevHmDmJgYeHp6qtRdbVW2c+dOGBoawtLSUtmhfGfo0KF4+vQprRJECJEbtfpLwfO8Ns/z03meX87zfADP86d5nrcXWbc2z/N7eJ43l7DNAkA6gGcA7gN4AGAuz/MqedVUvnx5zJkzB/fu3YOXlxd27dqFevXqYc6cObhw4QLev39f5H2/ffsWu3fvRufOnWFpaYn09HScOnUKYWFhaNWqlQyPovTR0dGBp6cn7t+/jx49emDEiBGwtbXFnj178Pjx4yLv98OHD/j7778xZMgQ1KtXD8ePH8eUKVPw5MkT/PLLL9RpUwKO4+Do6IjY2FjMmTMHFy9ehLGxMTp16oS//vqrWB2CZ8+eISgoCOPGjYOxsTFev36N6Oho/PXXXyqxxKW6+O+//xASEoIRI0aoZAfZyckJenp62Lx5s7JDIYSUUOq2qPtvAHYIgnAbAHie7wrgFM/zToIgBEuqwPN8FwDdAbwHMATARgnFygEYAeA5gFQAcYIgvJV9+LKlqakJJycnODk54d9//4Wfnx+mTZuG+Ph4NGzYEG3btkXbtm3RunVr6Ovro2LFitDR0UF2djays7Px5s0bxMXFITY2FrGxsbhx4waSk5Nha2uL8ePHw8nJqViZaIlkOjo6GD9+PMaOHYsDBw5g165d8PDwQLly5WBlZQUrKyu0bdsWurq60NbWhpaW1ud/MzIyIAgC7t69i/j4eERGRiIhIQGtWrXC8OHDsWHDBhoGokI0NTXh7OwMZ2dnpKen4+TJk9i3bx/mzp2Lhg0bwsTEBCYmJmjUqBHq1KmDOnXqQFtbG6mpqV+9Xr58iUuXLuHs2bN49OgROnTogM6dO2PevHl04V9EW7duBYAiZX5WBB0dHQwbNgwBAQFYt24drfBECJE5tekE8DxfFsA4AE8A3AYAQRBCeJ6PAvArAImdAEEQzgA4w/N8fXzsROTnoSAIoTINWoEaN26M5cuXA/h4Zzg2NhaRkZG4fPkyNm3ahLdv3+Ldu3dIS0v7fFFZsWJFtGjRAi1btoSLiwuWLVuGhg0bQlNTU8lHUzpoaWlh8ODBGDx4MBhjEAQBly9fxuXLlxEYGIi0tDRkZ2cjKyvrc8dNW1sbPM+jUaNGaNKkCYYPH45WrVrR3X41oKOjgz59+qBPnz5IT09HTEwM4uLiEBcXhzNnzuDJkyd49OgRsrOzUalSpa9eenp6aNeuHQICAmBmZlbqk/IVV2ZmJjZu3Ah7e3sYGhoqO5x8jRs3Dj4+PggICMDMmTOVHQ4hpIRRp78kGgDSAFT75vf3AfRUfDiqq2zZsp+fAkyYMEHZ4RAROI5Dw4YN0bBhQwwfPlzZ4RA509HR+fzUhyje3r17kZSUpPJDbUxNTdGhQwesX78eU6dOpc4fIUSm1OYbRRCEdAD1JWziAfxPBk1Y8TzfHMAHAK0A+AuCcEMG+yWEEKIicnNzsWzZMjRr1gzdu3dXdjiFmj59OpycnLB7926MGDFC2eEQQkoQtekESMLzfEsA5gAGFnNXGQDeCoLg82m/9QDE8TxvIgjCw28LJycng+f5fHfm4eGByZMnFzOk0mnt2rXw9vbOd7uenp7MMlzReZQvOpclhyLPpbwdPHgQ8fHx2LVrl1qsotS7d2+Ymppi8eLFGDp0KOVmIYTIDmNMLV9GRkbaRkZGUUZGRnNFlq9vZGTEjIyMOogsH2dkZLRB0jZXV1dGlMPc3DyKyej/ITqPykXnsuRQl3P54cMH1rBhQ9a8eXOWnZ0tt3Zk7ciRIwwA8/HxkXtbsjyX9KIXvVT7pfq3QfK3BMAuQRCWymn/rwFQZiVCCCkhVq5cif/9739Yvny5Wi2A4OjoiI4dO2LevHl49uyZssMhhJQQatkJ4HneHcB9QRBWf/q5RjH2VYPn+ac8zzt9s0kbH4cJEUIIUXMJCQlYsGAB+vfvjx49eig7HKlwHIcNGzYgNTUVEydOBGPyz0JNCCn51K4TwPN8bwBZeeP3PynOEjgV8DE3wJMv2tAA0AhAWDH2SwghRAW8e/cOgwcPhq6uLtatW6fscIqkWbNmWLBgAfbt2wdfX19lh0MIKQHUamLwp8y+YwAc4nneDYAmgKr4tGoQz/PWAFYBGCYIgvBN9TLf/AsAEAThHs/zZwDc++LXrgDeAFgm84MghBCiMJmZmRg6dCgSEhLwzz//4IcfflB2SEU2a9YshIWFYeLEiTA0NFSL1Y0IIapLbToBPM+XAXAUQHUAzt9sXv/p30oA6gIo/0U9UwDD8P/j+5fyPO8A4OgXycFmA5jM83wOPuYhKA+grSAIqfI4FkIIIfL37t07DB06FMHBwfjrr79gb2+v7JCKRVNTE4GBgejQoQOcnZ0RGBiIPn36KDssQoiaUpvhQIIgZAqCUEMQBE7Ca9KnMicFQagtCELcF1XjAfwCoCs+Hq8FAE8Al77Yd6ogCL8LgrBUEITpgiCMFwThpQIPL19r165VdghFok5xq1Os+SkJx6AsJfm9K8nHVpioqChYWFjg77//ho+PD9zd3ZUdkkzo6ekhJCQEpqam6NevH2bNmoW0tDRlh0UIUUNq0wkoKkEQsgVByPj0LxMEIUcQhA+CIGQpOzYxClqbW5WpU9zqFGt+SsIxKEtJfu9K8rFJwhhDREQEhg0bhnbt2iElJQUnTpzA+PHjlR2aTFWrVg3nz5/HuHHjsHz5cjRu3Bhr167Fq1evlB0aIUSNqM1wIEIIIQT4eLGflpaG5ORkPHr0CLdu3UJUVBRCQkLw33//oUKFCpg1axbmzp0LPT09ZYcrFzo6Oti4cSNcXFzg5eWFKVOmYMaMGbCzs4OtrS1atmwJnudRu3ZtVK1aVa2WRCWEKAZ1AgghhKikzZs3Y+XKlcjJyUFWVhY+fPiA9PR0pKamIivr64e5VapUgZ2dHebPn4+BAwdCV1dXSVErVvv27REeHo7o6GgEBgbi1KlTWLx4MXJzc78qV7FiRVSoUAFly5ZFmTJloKWlBU1NTcTFxYHjOCVFTwhRJuoEEEIIUUn6+vpo2rQpNDU1oa2tjbJly0JHRwcVK1ZElSpVUL16ddStWxeNGjVCvXr1SvXFbOvWrdG6dWv88ccfSEtLw507d3D//n08ffoUL168wNu3b5GWloaMjAxkZmYiOzsbubm5pfo9I6S0o04AIYQQldSnTx9a/aYIypcv/7lTQAgh+SnxE4MJIYQQQgghX6NOACGEEEIIIaUMxxhTdgxqp02bNs8B/KeItnJzc2tpaGg8VURbsiTHuOtHRUUZyGJHeedRXd/jL6npMcj8XBalrpq+d6Io8NhU4lwSmZDZuSSEqDbqBBBCCCGEEFLK0HAgQgghhBBCShnqBBBCCCGEEFLKUCeAEEIIIYSQUoY6AYQQQgghhJQy1AkghBBCCCGklKFOACGEEEIIIaUMdQIIIYQQQggpZagTQAghhBBCSClDnQBCCCGEEEJKGeoEEEIIIYQQUspQJ4AQQgghhJBShjoBhBBCCCGElDLUCSCEEEIIIaSUoU4AIYQQQgghpQx1AgghhBBCCCllqBNACCGEEEJIKUOdAEIIIYQQQkoZLWUHoI66dOnCatWqpZC2kpOTOneFqgAAIABJREFUUaNGDYW0JUvyivvWrVsvoqKiDGSxr7zzqK7v8ZfU8RjkcS6LQh3fO7EUdWx0LiVTx3hU5VyS4pHleSQlF3UCiqBWrVrYsWOHQtrieR6nTp1SSFuyJK+427Rp85+s9pV3HtX1Pf6SOh6DPM5lUajjeyeWoo6NzqVk6hiPqpxLUjyyPI+k5KLhQIQQQgghhJQy1AkghBBCCAGQlZWFFStWwMHBAfPnz0daWpqyQyJEbmg4ECGEEEJKPcYYRowYgcDAQDRr1gwnT55EWFgYQkJCoK2trezwCJE5ehJACCGEkFIvICAAgYGBWLx4MeLj47F9+3aEhYXh999/V3ZohMgFdQIIIYQQUqq9f/8e8+fPh42NDebOnQsAGD58OIYMGYIVK1bg6dOnSo6QENmjTgAhhBBCSrWtW7ciKSkJf/zxBziO+/z7xYsX48OHD/D29lZidITIB3UCVJyHh4eyQygSdYpbnWLNT0k4BmUpye9dST42SVTteCke9cAYw4YNG9C2bVvY2Nh8tc3IyAjOzs7w9/dHRkaGkiIkRD6oE6DiJk+erOwQikSd4lanWPNTEo5BWUrye1eSj00SVTteikc9XLp0Cbdu3cKECRMkbh8/fjxevnyJI0eOKDgyQuSLOgGEEEIIKbUCAwNRrlw59O/fX+L2Tp06oVatWggMDFRwZITIF3UCCCGEEFIq5eTkYN++fejduzcqVaoksYympiYGDRqEv//+G2/evFFwhITID3UCCCGEEFIqRUREIDk5Od+nAHkGDBiAzMxMnDx5UkGRESJ/1AkghBBCSKkUHBwMTU1NODg4FFjO0tISVatWRXBwsIIiI0T+qBNACCGEkFIpODgYdnZ2qFy5coHlNDU10bNnT/z999/IyclRUHSEyBd1AgghhBBS6iQmJiIuLq7QpwB5evTogZcvXyI6OlrOkRGiGNQJIETOcnNzwRhTdhiEEEK+cObMGQBAt27dRJXv3LkzACAkJERuMRGiSFrKDoAo3tu3bxETE4Po6OjPrydPniAjIwMZGRnQ0NCAjo4OKlSogObNm8PCwgKWlpawsLCAgYGBssNXaYwxHD9+HL6+vrh169bn97VixYpo1qwZWrRogebNm6NVq1aws7ODlhZ9BEnRZWVlISoqCmFhYYiOjkZsbCyePn0KbW3tz6+6devC1dUVgwcPRpUqVZQdstrIycnBnTt3EBkZicjISERFRUEQBGRkZCA9PR0AoKOjg3LlyqFevXpo3br151fLli1RsWJFJR8BKUxISAiqVq2KVq1aiSpfo0YNtGzZEiEhIZgzZ46coyNE/ugKpJSIiYnBtm3bcOzYMSQlJcHExAStW7eGjY0NJk6ciPr160NHRwdly5ZFbm4uMjIykJqaihs3buDKlSvw9vbG1atXUbVqVQwfPhweHh7Q19dX9mGplKioKMyYMQPPnz+Hp6cn2rRpgzp16qB8+fJISUlBfHw84uPjcfPmTezevRuPHj3CkCFD4OrqCnNz869S1ROSH8YYwsPD4efnhyNHjsDIyAgdOnRA79694enpiTp16iA7OxtZWVnIzMxEQkICtm3bhtmzZ2PAgAHw8fFB2bJllX0YKokxhtOnT8Pb2xthYWEwMDBA27Zt0bZtWwwaNAiNGzdG+fLloaOjAwDIyMhAWloa7t27h+joaMTExGDr1q1ISEhAvXr14OzsjJEjR8LY2FjJR0YkOXfuHDp16gQNDfGDIjp37oy//voLHz58oM8RUXvUCSjBnj17ht27d2Pr1q1ISUmBm5sbDh8+jKZNm0JTU7PAumXLloWenh7q1KmDXr16Afg4rOXmzZvw9vZGo0aNMHr0aEybNg01a9ZUxOGotLt378LBwQF//PEH3NzcvrvDr6+vDzs7O9jZ2X1VZ9euXRgyZAi0tLQwfPhwjB8/njpXRKJnz55h27Zt8Pf3h6amJsaOHYtVq1YV+nSuQYMG6NWrF169eoUxY8ZgyJAh2Lt3L7S1tRUUuer78OED9uzZg1WrVoExhmnTpmHbtm2oWrVqgfW0tbVRqVIl1KhRA1ZWVp9/n5WVhZs3b2LPnj3o2LEjjIyMMHLkSAwaNAi6urryPhwiwoMHD/Dw4UPMnDlTqnodOnTAmjVrEBkZCVtbWzlFR4hi0JyAEig2NhZ9+/ZF48aNcf36daxatQr379/HwoUL0aJFi0I7APnR0NBAy5Yt4e/vj+joaGRkZKBZs2aYOXMmsrKyZHwU6iM3NxdjxozBvHnzMHr0aNFDfBo1aoTffvsNd+/exdatW3Hv3j00btwYCxYsoIQ05LMHDx5gxIgRMDY2xq1bt7BlyxbEx8dj6tSpUg3P09fXR2BgIDIzM+Hm5kbzVPDxzv+mTZvQoEEDBAYGYsWKFYiNjcXIkSML7QAURFtbG61bt8aff/6Jhw8fYs6cOfj7779Rr149jBo1Co8ePZLhUZCiCAsLA/Dxol4aeTdyQkNDZR4TIYpGnYASJCkpCWPHjkW3bt3QqVMnPHz4ENu3b0fnzp2letwpRr169eDt7Y1bt27h1q1b6NGjB1JSUmTahrrYuXMnsrKyMGnSpCLV5zgOlpaWCAgIQEREBO7du4dGjRph6dKlePfunYyjJeri5cuXmDZtGszNzdGgQQM8ePAAmzdvhrW1dZGHjpUpUwYHDhxAZGQkLl++LOOI1UtqaiqGDh2KjRs34sSJEzhx4gTs7e1lPixPW1sbjo6OOHjwIO7evYvatWujdevWWLx4MTIyMmTaFhEvLCwMVapUQfPmzaWqV7VqVbRo0YI6AaREoE5ACZCeno6lS5eiRYsW0NPTw507d+Dh4aGQx841atTAkSNHYGJiAisrKwiCIPc2VU1YWBjc3NyK/ITlSzzPY9u2bQgLC8ONGzfQsGFDrF+/ntalLkXS0tKwdOlSGBsbIyMjA/Hx8ViwYAH09PRksv9y5crhp59+QkBAgEz2p45u3ryJtm3bolKlSrh06RJatmypkHYNDAywaNEiREZG4vr162jWrBkOHz5MT2WU4MKFC7C1tS3SDTI7OztcuXKFvpeJ2qNOgJo7cuQImjZtiqioKERERGDFihWFJj2RNU1NTaxevRpTpkyBjY0NIiIiFNq+st25cweNGzeW6T6bNGmCwMBAnDp1Cvv27YOVlRViYmJk2gZRPYcOHYKxsTGuX7+OS5cuwcfHRy5zbpycnHDq1KlSefG5d+9edOrUCZ6envDz8/s8yVeRGjRogAMHDsDX1xdeXl6wt7fHgwcPFB5HafXixQvcuXMHNjY2RapvY2OD1NRUxMXFyTgyQhSLOgFqKiMjA5MmTcLUqVOxbds2HDhwADzPKzUmd3d3+Pn5oV+/fkhOTlZqLIr077//ym31j5YtW+LcuXNwd3dH9+7dMWvWLBpCUAKlpKRg+PDhmDVrFnbv3o19+/bJvGP5pUaNGuH169d4/fq13NpQRSdOnICHhwfOnDmDESNGKDscdO3aFTExMejWrRssLCxw8uRJZYdUKly6dAkAYG1tXaT6eZ2HvP0Qoq6oE/AJz/PaPM9X5nm+xjcvlVvs+f79+7C2tkZiYiKuX78u9cQmeXJ0dMTo0aPh4uKC3NxcZYcjd4wxpKSkyHX9dQ0NDYwaNQpxcXG4f/8+WrduXeqetpRkJ06cQMuWLVG5cmXExMR8tYKUvOSNe5fFEDZ1ERsbixEjRuDAgQMKG/4jhra2NmbNmoX9+/dj1KhRWLJkSal8QqNIFy9ehLa2Ntq0aVOk+vXr10etWrVw8eJFGUdGiGKp3RKhPM8PBNAUwHMA9QFcFQThYCF1xgIwAfAEgBGAtYIgJHyxPQjAoHyq9wFwRAahy8T58+cxZMgQzJ07Fx4eHiq5tvyvv/4KW1tb+Pv7Y9y4ccoOR644jsMPP/yAxMREGBkZybWt6tWrY9++fdi7dy+cnZ0xfvx4zJ8/X+aTvolipKamYvr06Th58iS2bt2KLl26KLT9rKysUrNMaGpqKgYMGIA1a9YUeQiIvNnZ2SEyMhJOTk4QBAEbN24sNedH0a5cuYLWrVsXeSgYx3GwsrLClStXZBwZIYqlVlcPPM/3BjADwGJBEP4C4AVgNs/zPQqo8zuAAQCmCILwB4D5AI7zPP/l2nppAIYA6AnA4dNrGICdgiCoTAfA398fgwcPxs6dOzF58mSV7AAAH+8u+vr6Yt68eaViWJChoSHu37+vsPYGDRqEmJgYnD179vP670S9XLt2DaampsjNzUVcXJzCOwDAx05AmTJlFN6uMkyYMAEdOnSAi4uLskMpUK1atXD+/HkkJyejd+/eeP/+vbJDKnGys7MRGRn5VV6HorC0tMS9e/fw7NkzGUVGiOKpVScAwDwAQYIg5ADAp3+DAMyVVJjn+dqftm0VBCH3U51nAAQA0z+V0QVwQRCEIEEQ/hEE4aQgCCcBmAEo2pqPcrB582YsWrQIFy5cQNeuXYu0D8YY7t+/jwMHDmDevHm4fPkyMjIy0Lp1a1hYWKBnz57Ytm0bABR73LmJiQn69esHf3//Yu1HHZiamuLGjRtS1fnw4QPWrl2LXr16wdzcHA8fPoQgCFi5ciWuX79e6HCAmjVrIiQkBM2aNYO5uTmuX79enEMgCrR161Y4ODjgzz//hL+/v6hVvJKTk7Fnzx54eHhgyJAhAD5+J7i6uuLEiRNSr1KSkpICHR2dUjEc6Nq1azh37hzWrl1brP0wxnD79m3s2LEDkydPxtOnTxETEwMzMzNYW1ujf//+OHPmDICPE0+LqmLFijh8+DAMDAzg4uJCK9DIWFxcHNLT02FpaVms/eR1IuhpAFFnatMJ4Hm+MoA2ABK/2fQCgNWni/lvmeHjMX7bVU8G0PvTf6cC2PpNWy4AjgqCoBKz5vbu3Yv58+fj9OnTaNSokdT1k5OT8f79e4SFhcHKygpbtmyBhoYG9PT0UKZMGQQEBGDt2rVwd3f/vBJJx44dMXLkSNy5c6fIcbu5uWH79u0lfnyrmZmZ1BPEduzYgZCQEIwdOxa+vr6oXr06srOz8d9//2HAgAFo3rw5oqKiCtyHtrY2Vq5ciT///BPdu3cv1Us+qoOsrCxMnDgRS5cuRWhoKAYMGFBg+ezsbCQkfBy1OGnSJOzduxf16tXD+PHjAXxMcmRlZYV58+bBxsZGqoR9YWFhKjssRtaWLVuG6dOno3z58kWqn/e+/vXXX7C3t8exY8dQp04daGtro1GjRvDz88Py5csxcOBA6OvrIysrC82bN4ednR22bNlSpFwfWlpa2Lx5M969e4epU6eW+O9QRcrLj1HcToCZmRm0tLRKfb4NouYYY2rxMjIyMjMyMmJGRkZO3/y+76ffm0qo0/nTti7f/D7AyMjoXT7t6BsZGfkUFIurqytTlGPHjrEaNWqw2NhYqev++++/bODAgUxPT4+dP3+e5eTksJycHFF1X716xRYuXMgMDAzYb7/9JnXbjDGWm5vLGjZsyCIiIopUXxJzc/MoJqP/p2R1Hl+8eMF0dXXZmzdvCi2bk5PDwsLCWG5ubr5lcnNz2cWLF9mLFy/YpUuXmIeHB0tMTCxwvwkJCaxp06Zs9OjRLCMjQ+pjUAZVPJfy8urVK9alSxfWs2dP9vr16wLLZmVlsY0bN7I6deqw3r17F7rv3Nxcdu7cOani8fDwYEuXLpWqTkFU9Vzevn2bGRgYsNTU1CLV379/P6tVqxZLSEhgGRkZBX5uv5SZmckOHz7MnJyc2IIFCxhjjL1//17q9lNSUljz5s3ZqlWrpK5bVKp6LmVlxIgRrEaNGqLPZUHMzc1Zp06dZBCV7MnyPNKr5L7UaWJw3gyebwdJpn76V9JtnigAKQAMv/m9CYAKPM9XFQTh5Tfb5gHYXFAgycnJBS7H6eHhgcmTJxe0C1HOnj2LUaNGITg4GCYmJlLVffz4MaytrTF9+nQEBASgUqVKUtWvUqUK5s+fj6lTp+Lly5dIS0vDu3fvUL16ddH74DgOrq6u2LFjB9q1ayeqztq1a+Ht7Z3vdj09vVqiAyiErM5j1apV0aFDBxw6dAhubm4Flr1y5Qrc3d1x8+bNfMtwHPd56TojIyNwHIdmzZph7Nix+OWXX1ChQoXv6jRt2hQRERFwc3NDz549cejQIYUkiyuIOp5Lebh79y569+6NXr16Yfny5YUOwZk1axZu3LiBgwcPom3btoXun+M4dOzYEQEBAWjatKmoZQ/PnTsHPz8/0cegrufyzz//xM8//4yKFaVb5C0zMxOzZ8/G4cOHceDAATRt2lSq+tra2nB2doazszMYY3jw4AEsLS2xYMECjBkzRvQwrMqVK+P48eOwtrZGvXr10L9/f6nikESR51IVRUREoF27djKZU9euXTvs2LEDOTk5pWJoHSmBlN0LEfsyMjKy/nRX3+Gb3/f49HubfOoNNjIyCjUyMtL+9HMXIyOj/UZGRrlGRkY635TVNTIyEgqLRRF3N27cuMEMDAzY+fPnpap34MABtnz5csYYE3VnWqygoCBmZGTEnj17JlW9//3vf6xatWqin0AURlXvUgUFBbFu3boVWs7f35+NGDFC6v0/evSIzZw5k6WlpRV4XrOzs5m7uzszMzNjSUlJUrejSKp6LmXp+vXrrGbNmmzTpk0Flnvw4AHr1asXe/z4MUtLSyvSXcoFCxawmTNnFlru+fPnTFdXl2VlZUndRn5U8VwmJyezKlWqsBcvXkhdNy0tjU2fPp29evVKJrEwxlh0dDRr3749Mzc3Z0+ePJGq7rVr11i1atVYdHS0zOLJjyqeS1lJSUlhANjvv/8uk/1t3bqVAWBxcXEy2Z8s0ZMAeol5qc2cAPz/E4Bvb2nn/ZwmqZIgCEEApgD4ief5KQCyAbwF8EgQhPRvig8A8FA24RZdRkYGXFxcsGLFCtE5ALKysjB58mTMmDED7du3BwCZ3gkeNGgQBg4ciBEjRoAx8eNT8+7olfQVFBwdHREZGYnExG+nrHzt6dOnqF27ttT7r1OnDv7880/o6OjAxcUFI0eOxNu3b78rp6mpCR8fHzg6OsLW1lahqxaRr0VERMDBwQEbNmzId6lcxhgCAgLQpk0b2NnZoWbNmtDR0SnSXcqaNWuKWilq9+7dcHBwgJaWOj0Ill54eDhsbGxQtWpV0XUYY/D09MSbN2+wYsUKmeb/aNWqFc6fP48pU6agSpUqyMzMFF3XzMwMy5Ytw7hx42iicDFERkYCgOgn04WxsLAAAMrbQtSWOnUCHgDIwvedAF0AuQD+y6+iIAjRgiCsFwRhjSAIofg4PChSQlFr/P/wIqXx9PREs2bNMHz4cNF1Vq1ahbt37+L69esy+4L71u+//47nz59LvRpC3bp18ejRI7nEpCp0dHTQv39/+Pr6FliuT58+6NevX7HaCgwMhLa2Nlq2bCkxWQ3Hcfjtt98wdepU2NraSr1yESm+8PBwODo6YsuWLQWe7xcvXmDXrl04e/YsZs+eXawhBdnZ2YWuK5+TkwNvb294eHgUuR11ceXKFaknf65fvx6nTp2SW/K/vCGS5cqVQ6dOnT6vxibGyJEjUaZMmUK/Y0j+rl69CgCihtmJ0bhxY+jp6X3uXBCibtTmVpAgCG94ng8FUOObTTUBRAuCIPEWGM/zIwE8FwQh+NPPBvi4ylB7CcWbQMlPAkJCQrBv3z7cuHFD1N3A1NRUPH/+HFOmTMGMGTPkOi5RS0sLFy5cQLly5aSqV69ePTx69EhmX7yqas6cObC0tMSkSZOgr68vsYyJiQlevy7eolMVK1aEr68vgoODkZOT8/nJzLf/v0yYMAHVqlVDt27dsG/fPpXKLF2ShYSEwMXFBXv27Ml3/f9r167B398fPj4+OHv2rEzaHT16NLKzswss8/fff6NKlSqi5g2ouytXruDXX38VXf7169f47bffcOXKFZQtW1aOkX38rAYEBKBLly7Q1dVF3759C62joaGBv/76C507d0a/fv1Qo8a3fwpJYa5evQpjY2NUrlxZJvvT0NBA27ZtP3cuCFE36vQkAADWAhjE87wWAHz6dwCAxZ9+tuZ5/gr/9ayyn/Dpgp/neQ0ASwCsFwQhRsL+mwD4IMf4C/Tq1SuMHDkSmzdvzvci8kvp6elwcnKCr68vypYtq5CJSeXKlcPixYulWpe+bt26ePhQ6aOs5K5hw4bo378//vzzz3zLpKenw9DQUCZJ1Hr37o327dtjxYoVmDFjBnJzc78rM2jQIOzZswcDBw6kFPcKcPz4cbi4uODAgQP5dgAOHjwIBwcHdOnSRaYJ/44cOVJoJ2Dt2rUqnWhQVrKyshAdHS3VjYd79+7B3d29SMswF0WTJk1w5MgReHh4SBzaJ4mJiQlGjRqF6dOnyzm6kocx9nlSsCy1a9cOsbGxSEuTOCKZEJWmVp2AT3fzlwL4k+f5cfi4ks8fgiAc+lSkEoC6+HqloMkA0nmeXwBgFYBLgiB45tNEIoAEuQQvwsSJE9GvXz9069at0LLZ2dkYMGAAateujSVLligguq/b3rJli+jyeU8CSoP58+fDz88v37kBOjo6cHR0RFBQkMzaHD16NK5cuQI3NzeJa8V36dIFO3bsQL9+/RAdHS2zdsnXTpw4gVGjRuHYsWOws7OTWCYqKgoeHh44efJkoXkCpJGRkYFRo0YVeHEfFxeH+Ph4DBo0SGbtqqq4uDgYGhpCT09PVHnGGMzMzLB48WI5R/a1Nm3aICEhAbq6uqITNP7yyy8IDw/HuXPn5BxdyfLo0SMkJyd/HscvKxYWFsjJyaGEjUQtKawTwHFcDY7jenzxc5EGXQqCsFcQhGmCIPgKgvCbIAh7vth2UhCE2oIgxH3xuwhBEH799JoiCEK+V6+CIJgIgrC8KHEV1/Xr1xEaGoply5aJKn/37l1UqFDhc+IvRerevbtUCVI0NDQk3qUuierUqQM3N7cCO2aurq7YuXOnzNrU19fH6dOn8fr1a2zYsEFime7du8PHxwe9evXC7du3ZdY2+ej69esYPnw4Dh06JPEiIzs7GzExMTA3N8eNGzdgZmYm0/aDg4Nhbm5e4GIAS5YswcSJE1GmTBmZtq2KkpKSULduXdHlz5w5g4EDB8oxovxVqlQJR48e/bycaGEqVKiABQsWFPjEkXxP1vMB8uQ9WaB5AUQdKfLqcQSAIRzH1eI47gyAhxzHneY4zkCBMaisRYsWYdasWdDR0Sm0bFJSEoyNjbF3795CJwLKQ7169ZCSkiK6fGJiIn744Qc5RqRa5s6di927d+Pu3bsSt3fp0gVDhw6V6Sof5cuXx8GDB/Hzzz8jISEBL19+m/4C6N+/P5YuXQp7e3s8ePBAZm2Xdg8ePICjoyM2bdokcaw9YwxjxozBL7/8Ao7jpFqtRqz169dj4sSJ+W6/fPkywsPDMWXKFJm3raqkGfJ05coVGBoayi+YQvTo0QOJiYnYu3evqPKDBw/G1atX6XMshatXr6JMmTIwNTWV6X5r1qyJunXr0rwAopYU2QlIY4y5AWgOwA6AGYAhAOYoMAaVFBsbiytXrmDs2LGFlk1LS0PHjh1x/vx5+QeWjx9++AGCIIgun5SUVKo6AQYGBpg/fz5Gjx4t8QmIlpYWpk6dihs3bki13GphtLW1oa2tjUOHDsHOzk7iECw3NzfMmjULXbt2LXQ5U1K4V69eoWfPnpg9e3a+qwDNnTsXt2/fxp49eyRul4WdO3fmO7mUMYZp06ZhyZIlEhPNlUTSfq4iIiJkPkxEGtra2ti4cSOmTZuGN2/eFFpeR0cHrq6uCAgIUEB0JUNERARatWoll0nf7dq1o04AUUuK7AQ04jiuJj5e+Mcwxu4yxl5CBdblV7bFixdj+vTpKF9eUtLjr61ZswYmJibo3LmzAiKTjOM4rF69WvQ614mJiahZs6aco1ItkyZNQm5ubr7Dc3Jzc+Hm5objx4/LvG0vLy+MGjUKtra2+O+/71fOnThxIkaOHAl7e3vRExLJ9zIyMtCnTx/06NEj3yU337x5g7i4OAQHB8vtAtzb2xvlypXLd93/rVu3IicnB66urnJpX1VJ8ySgZs2aaNOmjRyjKZy1tTW2bdsm+unuuHHjEBAQIHEeEPlaTk4Orl27JreOnoWFBe7du4cXL17IZf+EyIsiOwGbAJwA0B/ArwDAcVwTAIXf9ijBbt26hfPnz8Pd3b3Qsu/fv8fatWuxcOFCBUSWv8zMTMyePVt0sqHS9iQA+Ji0a/PmzViwYIHEpyYaGhpYsmQJpk+fjvT0b3PWFd+MGTPg6emZb5I2T09P2NraYtiwYZR8qAhyc3Px448/ombNmli+XPI0ovPnz6NMmTI4fvw4qlWrJpc4Lly4gBUrVuR7A+Hly5eYO3cuNm7cqPC5Q+rEz89PqcOB8nTp0gUXL14UNYeqefPmMDIyksuNhJImPj4e79+/l1sOnbz90tMAom4U9leBMXaLMdaKMVaZMfbPp4nBNwE0VFQMqmj16tWYNGkSKlasWGhZHR0dHDt2DE2bNlVAZPlLSkpC9erVRV1U5OTk4PHjx6hVq5YCIlMtjRs3hqenZ77DghwdHdGqVSt4e3vLpf2ffvoJZmZm2LRp03dLR3IcB29vb6SmpsLTM7/Fskh+1qxZg/v372P79u0SPwenT5/G4MGD5bo0bnZ2NiZOnIg//vgj307AzJkzMWTIEJlPRFZ1mpqaUmXknThxIp48eSLHiMSbNWsWzpw5I6rs2LFjpUo4VlrlZfSV15MAc3NzaGhoUOZgonaUdmuIMZYCoBE+rfFfGmVnZ+PQoUOiMgNnZ2dj69atKpFw69GjR6Iv6m/cuIHatWuLyntQEk2ePBlZWVnw8fGRuN3X11eukzUZYzh48CCmTp363TZtbW3s378f+/btk+t49ZImMjISy5YtQ1BQkMTEeYIgYNiwYdi/fz+MjY3lFkdC9SuKAAAgAElEQVRsbCwaNGiAIUOGSNx+4MABhIaGKv3JoTLwPJ/vxHxJQkJCRI3FlzeO4zB27Fhs3rxZVPlu3bohPDy81Ky+VlQRERHQ19dHw4byuedYsWJFtGjRgjoBRO0oconQXhzHfbV0BmPsPmNM9mMh1ERoaCgMDQ1Rv379QsuGhYXBx8dHJZL8mJqaiv4jdebMGaXOX1C2L4cFxcbGfrddT08P79+/R+/evfHu3TuZt6+lpYW9e/ciJCRE4iTCatWq4eDBg/Dw8MDNmzdl3n5J8/btWwwZMgQ+Pj75Dh85f/48fvnll3xzBchCSkoKzMzMcPDgQYnfCQ8ePMD48eMRGBhY4LKhJZWRkRGePXsm+jPVoEEDqRY7kKeePXvi/PnzoiY316pVC7q6urhz544CIlNfeUnC5Pn308LCAlevXqUOGVErinwScBWAKcdxmzmOE7+Acwl25MgRUeniAeDo0aOiy8rbtWvX0LhxY1FlT548ia5du8o5ItVmbGyMtWvXon///nj9+vV32/X19VGjRg2MGTNGpqsF5dHT08PBgwfzvTPaqlUrrFy5Ev3791eJu6GqijGGn376Cfb29vkm+hIEAaNHjy5wuc7iSk1NhYWFBS5duiTxoiYrKwtDhw7F7NmzVeLJoTJoamqiadOmiIuLK7wwgBYtWkj15ECe6tevj127don+LrC2tpYqb0tpk5qaivj4eLmv/mRpaYmUlBSV+f+IEDFk3gngOK4hx3HBHMclcBx3iuM4L47jTBljzxljfwGYCkBcRqwS7uzZs6KyAwMf76iLLStPL168gJOT03djzPMrGxkZCXt7ewVEptpcXFzg4OAANzc3iXeK1q9fj7t372LlypVyab9p06ZYtmwZ4uLi8OHDh++2jxgxAp06dcLPP/8sl/ZLgs2bN+PmzZtYtWqVxO0nTpxA165dJb6/sjRx4kTY2dlJzEkAfMxara+vL3EIWGlibW2Nixcviiq7ePFiTJs2Tc4RicNxHJo2bSox14ckLVq0QEKC0hLdq7yrV6+CMQYrKyu5tmNpaQkA1CEjakUeTwK2AqgE4DaAHwAsBHCd47h/OY5bCMAKgOyz5aiZpKQkPHnyRPSEvT179sDc3FzOURXO19cXzs7OopYzPXLkCLp16yaqbGmwcuVKvHjxQuIYbR0dHRw5ciTfCztZWbRoUb5jxFeuXIkrV67g6NGjco1BHd25cwdz5sxBUFCQxIR+79+/h7u7O3x9feWyDnmew4cP49q1a/lOJj916hR27tyJrVu3lvrVgGxtbUV3AsqUKYMVK1bg1atXco5KHC8vLxw5ckRU2ebNm1MnoABXrlwBALmtDJSnSZMm0NPT+9weIepAHn8l7jLGOjDG+jHGTABUBzAcH1cCmgkgGMA5ObSrVq5du4Z27dpBU1Oz0LJpaWnIzMwUVVae0tLSsHbtWsydO7fQsowx+Pn5wcXFRQGRqYcyZcrg4MGD2LJlC/bt2/fd9jp16sDa2hoLFizAtWvX5BKDt7c3/P39ERUV9d22ChUqYPPmzRg/frzKXAypAsYYxo8fDy8vLzRr1kximXXr1sHKykquT+syMjLQu3dvnD17VmLOgQcPHsDNzQ07duyAgQElYu/QoQNCQ0Px/v17UeWvX7+OnTt3yjkq8cSOX69fv75cV6FSd5cvX0bTpk1RpUoVubajoaEBCwsLehJA1Io8OgFfDSpmjL1kjO1mjPUDoAtAnzH2hxzaVSuJiYmoXbu2qLIJCQmisgnLm46ODkJCQkQtUZq32oazs7MCIlMfNWrUwJEjRzBhwoR8L/RNTEzQp08fPHjwQObt16xZEytXrsT8+fMlbm/fvj369+9f6oeSfGn37t1ISUkpcJz/5MmT800MJwunTp36PLGxevXq321/9eoVevTogblz56JTp05yi0Od1KxZE7a2tggMDBRVfty4cdi0aZNc5uUUhdhOQGl/4lMQxhguX778eaiOvFlZWeHmzZuUhJGoDXl8e9znOE7iczfGWBZjjD4d+DgcSGwW3ZcvXyp9ic3nz59j3bp1MDExKbQsYwwLFy6El5eX0p9eqKJWrVrB19cXvXv3xu3bt7/b3q9fP8ydOxd2dnYSM/4WV97ylflZunQpLly4gGPHjsm8bXXz9u1bzJgxAxs3bsw3Od7q1atx7949uX1GIyMj4erqCh8fH4mfp7zMxT179sw3c3Fp9dNPP2HTpk2iynbo0AEcx+HWrVtyjqpwvXr1QsuWLZUdhtq7c+cOXr16BRsbG4W0Z21tjdzcXFoqlKgNeXQC1gEY+u1yoORriYmJorPoGhgY4Pnz53KOKH+MMYwdO1Z0Mp3Q0FAkJibmu345Afr27YulS5fC3t5e4h3/CRMmYMeOHahdu7ZUSY/E4DgOWVlZGD58uMRswRUqVEBAQADc3d0lrmZUmixZsgQODg75rizy8uVLLFy4UG4ZgbOzs+Hq6gp/f3/Y2tp+tz03Nxdubm744Ycf8s1cXJo5ODggKSkJ0dHRhZblOA5Xr17Nd8iXIvXr1w9t2rQRVVZVnlyookuXLgGAwjoBlpaW4Djuc7uEqDp5dAK6A3ABEMpx3F6O437iOK6JHNpRa0lJSaI7AQ0bNsSECRPkHFH+Nm/ejAcPHohOOrRo0SJ4enrme+eUfPTjjz9i5syZ6Nq1KxITE7/b3rFjRzDGYGZmJvO78np6evjvv//yHSrRsWNHODg44I8/Su/Ivfv378PPzw+LF+efz9DPzw/Ozs6oUaOGzNu/d+/e5yykTk5OEsvMmjULiYmJ2LZtGw0LkUBTUxNjxoyBr6+vqPLly5fHrl27sGjRIjlHlr/Xr1+D53mpLu5VIX+MKrp48SKqVq0q16R9X9LV1YWJiYnoCemEKJs8/mrMB7AdwD4A7QD8BSCe47gkjuOCOI4bz3GcuMHwJVhycrLEsb2S6OrqYtSoUTK/IyzWtWvXsGvXLlGrnoSGhkIQBFFZkAkwadIkjBw5Et26dZO4JKC2tjY2b96MsWPHYsuWLTJrl+M4eHh4FLjPX3/9FZs2bUJSUpLM2lUnCxcuhIeHR4HZsUNDQzFp0iSZt/3PP//A0tISN2/eROXKlSWW8fb2xvHjx3H48GGJmYvJR6NHj0ZQUBBSUlJEle/QoQPWrl2LmJgYOUcm2YULF1CvXj3RF/aUnCp/4eHhsLa2VmgnydbWFpcvXxa1jDYhyiav1YFmMsZcGGOGAHgAYwGcBGABYAOAUr+GVoUKFaTKEDtq1Cjs3r1bjhF97+7du0hISICPjw+aN29eaPnU1FSMGjUKa9asgba2tgIiLBk8PT3Rs2dP9OjRA6mpqd9tb9euHc6fP4/Vq1fLdFhY7969kZ6e/n/s3XlczPkfB/DXdB+UIknKmi9hc3fIXShHLTlWdrWJdSfkWEst5VishIRYsu5riUTrTtKFSs7wJYUOd9E1NZ/fH6ofKb5TM81MfZ6Pxzxo5nO8v/Npmu/n+/0cyM/Pr/B1Y2NjuLi4YMWKFWKrU15kZmbi2LFj39z0KywsTOxL9wYGBmL8+PE4duxYpePCAwIC4Ovri7CwMKnPF5J1hoaGcHJygqenJ6f0zZo1Q2BgIH744QfOQyDFyd/fHy4uLpzT37t3Dy1btpRgRPIpIyMDDx48QO/evWu03t69e+P9+/dS60RSlCgk0QnYWLIr8Bwej9eCEPKYEBJECBn7Saeg4u026xBjY2OkpaVxTj9kyBDs3r1bghF97smTJ+jfv3+FS0lWZtasWbC2toajo6MEI6t9eDweVq1aBTMzMwwcOLDCK5Zt2rRBYmIiGjVqhEOHDlU4ll9UampquHLlylevIi9YsAB79uypc0sQBgYGYtSoUWjYsPItTU6ePPnVCdaiKiwsxPTp07F27VpERkZWumfE6tWr4efnh0uXLuG7774TW/212Z9//ong4GDOEzZHjhyJzZs3f7X9JUEgEMDExATOzs6c88TExNTY6jfy5PLlywCAXr161Wi9pfWV1k9RskzsnQBCSBwhZDyAcwC+WP6mpFNQ56fOGxkZidQJcHBwwI0bN2pk5Yq7d++ib9++mD17NucrUsHBwQgPD8e6deskHF3txOPxsHHjRlhZWaFXr14VXoFUUFBAbm4utmzZgj59+uDRo0fVrjcuLg7e3t6Vvq6vr48pU6Zwng9SGxQUFCAwMPCbK+2EhISIbahUUVERbG1t8eTJE8TGxoJhmC/SEEKwdOlSbNu2DREREWjRooVY6q4LdHR04OvriylTpnAepuHg4IBXr17B2dmZ81Ci6iCEID09HQEBAVBRUeGcLyYmptKJ63VZREQENDQ0OG/IKS5NmzYFwzCIiIio0XopqiokNpOMEHKDEEJ3zaiEkZGRSFdX1dTUEBgYKPGVIAghyMnJgZeXF2bOnMkpT3p6OqZOnYo9e/agfv36Eo2vNlNQUICvry9cXFzQo0cPJCcnf5FGU1MTZ8+exfDhw2FpaYlbt25Vu85v7Uw6d+5cHDlypM7MDTh06BDat2//zSFweXl51f59J4Tg2rVrUFJSgre3N44fP17hHABCCDw9PXHw4EFcunQJzZo1q1a9ddHPP/8MXV1dBAQEcM7TpEkT6OnpoWfPnmBZVoLRAb6+vhg/frxIeQoKCpCUlMR5JaG65OLFi+jZs6dUhqaWblRH52tQso4uJyElxsbGIg+xGDlyJIyNjcU6BKFUbm4uZs+eDW9vb1haWmLcuHGc8hUXF2P8+PGYOHEiunXrJva46hoej4fffvsNixYtgrW1Na5evfpFGgUFBcyePRsxMTH4/vvvERERUeX9BLS0tL65sY2Ojg6GDh3KedMlebdx40ZO6+0XFhaKdMW2vKdPn2Lw4MFwc3ODQCCAjY1NhSv8EEIwe/Zs/PfffwgPD+e8vwj1OR6Ph02bNmHZsmWcPy+KiopYu3Ytpk2bBjs7OxQUFEgktkOHDmHdunXYvn27SPkSExPRqlUr1KtXTyJxyausrCzcvn1bahvn2djY4M2bN7hx44ZU6qcoruSuE8AwzI8MwyxiGGYqwzArGYYZziHPRIZh/BmGmc8wzBaGYb5YCJphGB7DMLMYhvmNYZgZJWkrXxakmjp16oSEhASRdxZ8//49vLy84OHhIZZx4QCwf/9+tG7dGunp6SJtNkQIweTJk1FQUIBFixaJJRbqo/Hjx2PLli2wt7fH2bNnK0zTsmVLKCgo4NatWzAzM8PSpUtF/n169uwZp0mFY8aMwd69e0UqWx69fv0at2/fhp2d3TfTbty4scp7YZw5cwYdO3aElZUVIiMjK71amZ+fD2dnZ8TExODChQsS24+grmjdujUWLlyIIUOGiPRZcXNzQ3x8PFRVVbFixQo8ePBAbDHl5ORg+fLlCA0NRfPmzUXKu2PHDjg4OIgtltoiPDwcAKTaCQCACxcuSKV+iuJKrjoBDMM4AJgLYDnLspsBeAKYzzDMoK/kWYaPE5FnsSy7Ch+XMD3JMIzeJ2kUAPwLIIdl2b9YlvUHMBaAh6SOpWHDhrC2tsaRI0dEytekSRNER0fj5s2bGD58eJWHBxUVFZVNknvx4gUOHDiA/fv3c54IV3p18vbt2wgJCaGrAUnAkCFDcOTIETg7O2PLli2VtvW0adMQFxeH+/fvl93B4fp7YWNjg7CwsG+m69u3L549e1bhEKXaJCIiAt27d+d0hV9bWxv+/v7Izc3lVHZ2djb8/PwQHx+Prl27IjExEYsXL670s5ORkQFra2sUFxfjwoULlS4VSonGw8MDPXr0wMiRIyEQCDjn09bWBiEESkpK6NatG+bNm1etCfN3796Ft7c3NDU1kZCQgM6dO4uUPz09HQcPHqS7RFfg/Pnz0NLSEvvKXVwZGhrCxMQE58+fl0r9FMWVXHUCAHgBOMiybDEAlPx7EMCCihIzDGNY8to/LMsKS/JkAWABzPkkqSsAA5ZlP70XuxWAaGfoIvrll1+wZ88ekfPp6OggLCwMLi4u4PF42LNnD+7cucPpxC85ORnz5s2DkZER5s6dC4FAgBkzZoi8o+LixYsRHh6OU6dO0VvREtSrVy9cvnwZGzZswLhx45CXl1dhOj6fj927d+PAgQMoKCiAqakppk2bhqioqEp/L06dOoX58+dz2mRKUVERo0ePrvV3Ay5evMj56qGioiLi4+Ph6Oj41eV+s7KyMG7cOBgbGyM6Ohr16tWDtrY2jIyMKs0THx8PKysrDBw4EPv374e6urrIx0JVjMfjwd/fHyoqKpgyZYrIm3LNmzcPN2/eREFBAc6ePQtCCI4cOcL5zkJMTAzs7e1hY2MDdXV1EEKqtNHb2rVr4ezszHm/mbqCEIIzZ87AxsZGqhtW2tnZITw8XGJDyChKHOSmE8AwTAMA5gDKb636EkA3hmG0KsjWBR+PMavc85kAHErK5QFYBuCzMRcsy65jWVai+xk4ODggMTERT58+FTmvsrIyRowYAeDj2GJbW1vo6+tj6tSpAICzZ88iICAAa9asgbu7e9mwhdOnT0NZWRnh4eG4fPlyla7gr169GocPH8bp06eho6Mjcn5KNCYmJoiNjUVhYSG6d+/+1VWBlJWVoaqqipMnT8LQ0BC//vorfv/9dwDA5s2bERgYiKVLl8LOzg7u7u6chr2UGjlyJEJDQ6t9PLJMlE4Aj8fD9u3b0bx5cxgZGeHWrVtISUmBr68vfHx8MHz4cISEhEBLSwvt2rVDcnIyDh8+DBMTk6+Wu2vXLgwYMACrV6+Gt7c33Q1WApSUlHDgwAEkJiZ+dUfoyhgYGMDf3x+//vor3rx5g23btsHAwAAtW7bE5s2bAQA7d+7Ehg0b4Ofnh5kzZ2LAgAEghCAjIwPDhg1DSkoK5s+fD0VFRZHrL61z7ty5Iuet7ViWRUpKikh/2yTB1tYWeXl5iIqKkmocFPU10usmi44PQBHAh3LP5+DjcbQAUH4WTvm0pfIBfFfyfyMABgDSGYb5DcD7kucusCxb8WBsMVFTU8OIESOwbdu2ry7T+C2///475s+fj6dPn+L58+cAPo71vnv3LlRVVdGiRYuyDkN1bh0TQuDr64vAwEBERETQK1A1SFNTE3v37kVAQAC6deuG7du3f3UscIsWLeDp6YmFCxeWXaV++/YtHj9+jEaNGsHFxQWjRo0SaWJrp06dcO/evWpPiJVV+fn5SE5OFmkIgZKSEv7++28sWbIEjRs3BsuyyMjIgKqqKn788Ud07doVampqmDNnzjfLys/Px7x583D69GmEh4dz2qCPqrp69eohNDQU3bp1g66uLqZNm1alcnR1dREWFoaioiI8ePCg7KT+0aNHePnyJVRUVNCsWTMMGzYMhBCx7KPi6+uLH374QeQ5BHVB6fBGW1tbqcZhY2MDZWVlhIWFSW1uAkV9izx1Akrvh1fUCQAAjQryXAPwBv8/4S/VHoAmwzANAbQtec4CwBSWZQUMw6gCuM0wzHSWZf8rX2hmZmaF63iXmjFjBuflNRcsWAALCwu4uLiAz+dzylMRHo8HIyOjsiEGrq6ucHV1rXJ55eXn52PKlClISkpCeHg4DA0NxVb2p9avXw9/f/9KX9fW1hbbZG1xtmNN4PF4cHd3h5mZGZycnBATE/PVMeWleUqXsVywoMJRc5xpaGjA2NgYDx484HSCKm9tWVBQAFVV1SoNITAwMADw8a6Nr6+vyPmvX78OFxcXtG3bFnFxcTI3/l/e2pIrAwMDnD9/HoMGDUJaWhqWL19epaE5wMcOYdu2bct+9vHxEUuM5YWHhyMoKAjXr1+vUv6abEtpOHnyJFq1aoVWrVpJNY769eujV69eOHXqFP766y+pxkJRlSKEyMWDz+d35/P5hM/nDyz3/KCS53tUks+Jz+df4vP5yiU/9+Pz+f/y+Xwhn89X5/P5I0ryu5fLF8jn829UVKazszMRp1WrVpH+/fuT4uJisZYrLqmpqcTKyor8+OOP5P3791KNxczM7BoR0++UuNuxJmVkZBA7OztiZmZGbt68WWP12trakrCwMLGUJWtt+eLFC6Krq1vtckRRUFBAFi1aRPT09MjevXuJUCis0frFRdbaUlQvXrwg3bp1I05OTlL/G/c1z549I4aGhmL7DFZEntvy/fv3RFVVlcyaNatG663MmjVrCACSkpJS43WLsx3po/Y+5GZOAP5/B6D87jylP1e4RAfLsgcBzAIwmWGYWQCKAGQDSGNZNg9A6fIOKeWyvgTQjmEYzWrG/U2zZ89Gfn4+Vq5cKemqRBYaGgoLCws4Ojri4MGD0NSU+NtBcaCvr4///vsPkydPho2NDVasWCHSSidVpaenh6ys8lNsageBQFCjq1zdvHkTVlZWuHr1KhITE/Hzzz/T8f9S0qhRI5w/fx6qqqro1q0bHj58KO2QvpCTkwMHBwdMnToVAwcOlHY4Muns2bMoKCiAvb29tEMBgLIhmyEhIVKOhKIqJk+dgBQAAnzZCdACIARQ6e4vLMsmsCwbUDLZ9xI+Dg8q3YUppeTfysYASHaLXvx/ktqGDRtEXjJUUl69eoVp06bBzc0NR48exfz58+kJiozh8XiYOHEirl+/jkuXLsHMzAzR0ZLdpPvp06e1drdaRUVFFBYWghDJfuTz8/OxfPly9O3bF25ubjh58iSaNpXrERi1grq6Ov755x9MnToV3bt3x44dO2Rmx9fXr19j2LBhMDc3x8KFC6Udjsw6evQodHR00KdPH2mHAuDj8MC2bdsiODhY2qFQVIXkphPAsuw7AJcA6Jd7qQmABJZlX1eUj2GYcSX7C5T+rIePqwwtKyn3BYAo/H9uwKfl3mBZltsi4NVkaGiI0NBQzJw5E3/99ZfET0QqU1hYiLVr16JNmzZQUFBAQkICunfvLpVYKG6MjY0RFhaGhQsXYsSIEZg8eTKePXsmkbqSk5O/ubqNvGrcuDG0tbVx9+5diZRfXFyMnTt3onXr1rh69SquXr2KX3/9lXauZQiPx8PUqVPx33//4e+//4aVlVXZfirScvXqVZiZmaFDhw7YtGkT/X2phEAgwIkTJzBkyBCZ2rdm+PDhuHTpEl68eCHtUCjqC3LTCSixHsAohmGUAKDk35EAlpf83J1hmBjm81llkwH0LnldAcCfAAJYlk38JM0fJeUql6SrD8AOn+8lIHFmZmaIiYnB/v378euvv6KwsLDG6iaE4NixYzA1NcXZs2dx6dIlBAQEQFdXt8ZioKqOx+Nh9OjRuHPnDurXr4/27dvDw8MDmZmZYqvjzZs3eP/+vcQmhcuCwYMH4/Dhw2ItkxCCU6dOoXPnzti6dSv27duHY8eO4bvvvhNrPZT4dOnSBZGRkXB3d8fw4cPh6uqK9PTyq1NLFiEEGzduhL29PXx9feHn5yfVde9l3dmzZ/H27duylfBkxYgRIyAUCnH06FFph0JRX5CrTgDLsqEAVgD4i2GYSfi4edgqlmVL77XVx8flPT9dKWgmgDyGYXwA+AGIYln2s/upLMtewMdNxQIZhvEuSefMsuxFSR5PRZo1a4bLly/j1atX6N+/P27cKL/qqXiVXj3p27cvvLy8EBAQgFOnTuH777+XaL2UZDRo0AC+vr64ffs2iouL0bZtW8yfPx8vX76sdtnLly/H0KFDa/WVyMmTJ2PLli1i6TwRQhAeHo6+fftizpw5WLp0KSIjI0XemI+SDgUFBfzyyy+4d+8emjRpgvbt28Pb2xtpaWkSr/vevXsYNWoUtm7diitXrsjcia0s2rdvH3R0dDBgwABph/KZTp06oU2bNti3b5+0Q6GoL0l7ZrI8PmpixYOioiLi5+dHDAwMiIODA4mOjhZr+Tdu3CCzZ88m+vr6pHv37iQoKIgIBAKx1iEJ8rxyhTSkpqaSyZMnE11dXeLm5kaio6OrtAJNbGws0dfXJ1lZWWKLTVbb0tvbm7Rr1468ePGiSvkzMjLIqlWrSKtWrYipqSn5+++/5eKzVR2y2pbidP/+fTJlyhSiq6tL7OzsyP79+0leXp7YyhcKheTChQvE3t6eNG7cmCxevJjk5uaKrXyu5LEts7OziaamJpk4cWKN1CeqJUuW1PgqQXR1IPrg8pCrOwF1iaKiIjw8PMCyLAYOHAgnJyf069cPBw4cQEpKCggRbc7A+/fvceXKFfj5+cHMzAz29vZQV1dHREQErly5gnHjxtFbzbWQkZERAgMDER8fjyZNmmDs2LEwMTGBj48PpxVQioqKsGXLFgwdOhT+/v7Q09Orgaila9GiRXBwcICtrS0iIiI4fdays7MREhKCESNGoE2bNkhOTsauXbtw8+ZNTJgwgX62aoFWrVph8+bNePr0KVxdXREUFARDQ0O4ubkhJCQEaWlpIv9dLioqws2bN7F161aYm5tj6tSpGDJkCFJSUuDt7Q11dfVvF0Lh0KFD+PDhA8aNGyftUCrk4uICHo+HHTt2SDsUivoM/WaScerq6nBzc8OkSZOwd+9eHDx4EB4eHiCEwMrKCl27dkXbtm2hoaEBdXV1EEKQn5+P3Nxc3L9/HwkJCYiPj0daWhpMTU3RpUsXrFq1CjY2NlXarp6ST82bN4eXlxc8PT1x/fp17NmzBz179oSmpibatWsHU1NTmJqags/no7CwEK9evcK9e/ewa9cuNG3aFCdOnIC5ubm0D6NG8Hg8/PnnnzAyMsK0adOQl5cHFxcXtG7dGsrKylBWVoaSkhLS0tKQlJSEuLg43L17F5aWlhg9ejR27NgBLS0taR8GJSHq6ur46aef8NNPPyE1NRW7d+/G5s2bkZCQgKKiInTq1AmdO3dGx44doaurC3V1daioqKCwsBB5eXl4/fo14uPjy5aGbdq0KczNzbFkyRIMGjSoypuV1WXbtm1D27ZtYWVlJe1QKtS8eXPY2toiKCgIXl5e9KIAJTPob6KcUFZWLtsFmBCCtLQ0xI0dmcoAACAASURBVMTEIDY2FkFBQcjLy0NeXh54PB7U1NSgrq4OhmEwaNAgLFy4EG3atJGpFRMo6eDxeDA3N4e5uTnWrFmDhw8f4tatW7h9+zaOHz+Ox48fQ11dHTo6OjAxMYG/vz9sbW1r9TyAivB4PEybNg1Tp05FfHw89u7di2PHjkEgEKCwsBACgQCGhobo2LEjRo8eDUtLS6iqqko7bKqGGRsbw9PTs+zn9PR0JCYmIiEhAaGhocjOzkZeXh4KCgqgoqICdXV1aGtro1OnTvD29oaZmZnM7Q4tb65evYqYmBisX79epv9OTZkyBcOHD0dISAiGDx8u7XAoCgDtBMglHo8HY2NjGBsbY9SoUdIOh5JTioqKaN26NVq3bk0nHlaCx+PBzMwMZmZm0g6FkgMGBgYwMDDAoEGDpB1KnbF27VrUr18frq6u0g7lq4YMGYLmzZtj7dq1tBNAyQx635GiKIqiKLnz4MEDHDx4EJMmTZL5IXiKioqYPXs2IiMjERERIe1wKAoA7QRQFEVRFCWHli5dChUVFcydO1faoXAyYcIE6OvrY/HixSJPIqcoSaCdAIqiKIqi5EpCQgL27NmDmTNnokmTJtIOhxMNDQ388ccfCA8Px8mTJ6UdDkXRTgBFURRFUfKjuLgYU6ZMQaNGjbBgwQJphyOSSZMmoU2bNpgxYwZyc3OlHQ5Vx9FOAEVRFEVRcmPNmjWIi4vDunXroK2tLe1wRKKsrIzAwEA8fvwYv//+u7TDoeo42gmgKIqiKEouXL58GZ6enhgxYgR++uknaYdTJX369MGsWbOwYcMGHD58WNrhUHUY7QRQFEVRFCXzbt26BUdHR/D5fGzbtk2m9wX4lpUrV6J79+5wcXHBpUuXpB0OVUfRTgBFURRFUTItMjIS1tbWUFNTw6lTp+R+kzVVVVUcO3YMLVq0wODBg3H8+HFph0TVQbQTIOPWr18v7RCqRJ7ilqdYK1MbjkFaavN7V5uPrSKydrw0nurLz8+Ht7c3rK2toauri0uXLoFhGGmHJRZ6enq4ePEiTE1N4ejoCHd3d7x7907aYVF1CO0EyDh/f39ph1Al8hS3PMVamdpwDNJSm9+72nxsFZG146XxVF1qaipWrlwJhmHg4+MDJycnxMXFoWXLltIOTaz09fVx6dIlzJgxAxs3bkSLFi3g6emJ+/fvSzs0qg5QknYAFEVRFEXVboQQCIVCFBcXQyAQoKCgALm5ucjOzsbr16+RkZGBlJQU3L59G7Gxsbh79y4AoG/fvti7dy+sra2lewASpK6ujvXr12Ps2LFYsmQJVqxYgT///BN8Ph/dunWDqakp+Hw+DAwM0LBhQ2hpaUFDQwNqampQVlaGoqIiFBQU5HqOBCUdtBNAURRFUZREjRw5EkePHv1musaNG8PMzAzjxo3DsGHDat2V/6/p0qULjh07hqdPn+LYsWM4f/48wsPDsXfv3m/mtbCwQFxcXA1ESdUmtBNAURRFUZREOTk5oWPHjlBUVISSkhLU1NSgoaGB+vXrQ1dXF/r6+jA2NoaOjo60Q5W6Zs2aYfr06Zg+fToAICcnB0+ePEFGRgZev36N7Oxs5ObmIj8/HwKBAMXFxTAwMJBy1JQ8op0AiqIoiqIkatSoUdIOQW7Vr18f7dq1Q7t27aQdClXL0InBFEVRFEVRFFXH0E4ARVEURVEURdUxPEKItGOQO+bm5i8APKmJuoRCYVMFBYXnNVGXOEkw7ubXrl3TE0dBpe0or+/xp+T0GMTellXJK6fvHSc1eGy0LSsgp/HIRFtS1Sa2dqRqL9oJoCiKoiiKoqg6hg4HoiiKoiiKoqg6hnYCKIqiKIqiKKqOoZ0AiqIoiqIoiqpjaCeAoiiKoiiKouoY2gmgKIqiKIqiqDqGdgIoiqIoiqIoqo6hnQCKoiiKoiiKqmNoJ4CiKIqiKIqi6hjaCaAoiqIoiqKoOoZ2AiiKoiiKoiiqjqGdAIqiKIqiKIqqY2gngKIoiqIoiqLqGNoJoCiKoiiKoqg6hnYCKIqiKIqiKKqOoZ0AiqIoiqIoiqpjaCeAoiiKoiiKouoY2gmgKIqiKIqiqDpGSdoByKN+/fqRpk2b1khdmZmZ0NfXr5G6xElScd+9e/fltWvX9MRRVmk7yut7/Cl5PAZJtGVVyON7x1VNHRtty4rJYzyy0pZVIUvvt7RjEWc7AuJtS2m/N7Ku/Psj7rb8DCGEPkR8ODs7k5rC5/NrrC5xklTcZmZm14iY21Fe3+NPyeMxSKItq0Ie3zuuaurYaFtWTB7jkZW2rApZer+lHYs425GIuS2l/d7IuvLvj7jb8tMHHQ5EURRFURRFUXUM7QRQFEVRFEVRtcq9e/dga2sLIyMjuLu74/3799IOSebQOQEURVEURVFUrfHs2TNYW1tDIBDA2toaGzduRGpqKoKDg6GgQK9/l6LvBEVRFEVRFFVrTJ48Ge/fv0dERASOHDmC9evXIyQkBNu3b5d2aDKFdgIoiqIoiqKoWuHSpUs4efIkFi1aBFNTUwDA9OnT0a1bNyxevBi5ublSjlB20E4ARVEURVEUVSusXr0a+vr6cHd3L3uOx+Phzz//RHp6Ovbu3SvF6GQL7QTIuBkzZkg7hCqRp7jlKdbK1IZjkJba/N7V5mOriKwdL42nZsnS8clSLLJGku/No0ePcOrUKUyePBnq6uqfvdanTx906NABGzduBCFEYjFUV03+7tCJwSUYhlEGoAlAtdxLH1iWldqU8pkzZ0qr6mqRp7jlKdbK1IZjkJba/N7V5mOriKwdL42nZsnS8clSLLJGku/Nrl27AAATJ0784jUej4epU6di6tSpuHHjBjp16iSxOKqjJn935K4TwDDMjwDaAngBoDmAOJZlj34jz1QAWgByADAAjrMsG/HJ6wcBjKokuyOA42IInaIoiqIoipIAQggOHDgAa2trNGvWrMI0I0eOhLu7Ow4cOCCznYCaJFedAIZhHADMBdCdZdlihmEUAUQxDJPHsmxYJXmmA7BhWXZEyc+aABIZhhnJsuyNkmS5AEYDyAYgLHmuIYBBLMvSDgBFURRFUZQMS0pKQnJyMjw8PCpN06hRI9ja2uLgwYNYsWIFeDxeDUYoe+RtToAXgIMsyxYDQMm/BwEs+EoeTwBls0BYlv0AIAzAHABgGEYLQCTLsgdZlg1jWfY0y7KnAXQB4F5RgRRFURRFUZTsCAkJAY/Hg6Oj41fTjRgxAikpKbh161YNRSa75KYTwDBMAwDmANLLvfQSQLeSk/nyedoDaFJJHjuGYXj4OETon3L5fgYQwrLsW/FET1EURVEURUlKaGgoLC0toa+v/9V0gwcPLktf18lNJwAAH4AigA/lns/Bx2FNLSrI06rk34ry6APQYlmWlN5ZAACGYXQB9Px0zgBFURRFURQlm7KyshAXFwd7e/tvpjUwMIC5uTntBEC+5gSUrvVU0Qk9AGhUMc+7cq95AQj6WiCZmZlgGKbS12fMmEFXBqii9evXw9/fv9LXtbW1m4qrLtqOkkXbsvagbVl70LasHWqyHeXBuXPnAACDBg3ilH7gwIFYsWIF3r17B21tbUmGJtPkqRNQuqircrnnS3+u6K6GSHlKhhQNZVl29tcC0dfXx5kzZ74erQzLzc3F27dvkZeXh/z8fCgrK0NdXR2amprQ0dGR6kSZmTNnfvVLwdzc/Lm46pLVdiwuLkZOTg7evXuH3Nxc8Hg8KCoqQltbG3p6enIzkYm2ZdW8efMGubm5UFRU/OyhqqoKNTU1qcRE21J2EEKQnp6O7Oxs6OjofHPoQ3m0LUX34cMHpKWlQUVFBZqamtDU1ISGhgYUFKQ3mKIm21EenDt3Djo6OujcuTOn9P3798eyZctw6dIlDBkyRMLRyS556gSUXs2vX+750p8r2gda1DwjAaRWKToZ9eLFCyQkJCAxMREJCQlISEhAamoqGjRoADU1NaiqqqKoqAj5+fnIzs6GhoYGzM3NP3uI+iVDiSYzMxORkZFljxs3bkBDQwNaWlrQ1NSEUCiEUCjEq1evoKCggHbt2sHU1LTsYWZmhnr16kn7MCgRCQQC3L17F0lJSUhKSsLNmzeRlJSE7Oxs1KtXD0KhEMXFxWWPwsJCmJiYwMrKquzRpk0bqZ6IUDWjuLgYkZGRCA4ORnBwMPLy8tCgQQNkZWXByckJ/v7+UFUtv8UNJar8/HxERETg1q1buH//ftnj1atXMDIygkAgwIcPH/Dhwwfk5eVBTU0NRkZGsLa2ho2NDaytrdGkSRNpH0adQwjBuXPn0LdvXygqKnLKY2VlBXV1dZw7d452AuRECgABvjyh18LHZT2fVJDnQcm/FeV5jS+HAnXH/4cKya0XL15gz549CAoKQlpaGjp16oTOnTtj0KBBWLhwIdq0aQNl5fI3Rz5+kNLS0nDt2jVcu3YN69evx7Vr12BkZAR3d3eMGTPmix34qKp5+/YtNmzYgN27d+PFixfo0aMHevbsibVr18Lc3LzCK76EEGRkZOD27du4ffs2EhMTsWfPHty5cweDBw/GmDFjYGdnV2HbUrJBIBDgwoULOHToEI4dOwY9PT107NgRHTp0wNSpU9GhQwc0b968wrs9hYWFuHHjBmJiYnD+/HksX74cr1+/hpOTE9zc3NC+fXspHBElSfn5+di2bRtWrlyJxo0bY/jw4QgLC0Pbtm3B4/GQk5MDZ2dneHh4YNOmTdIOVy69f/++rHN1/vx5dOjQAV26dEH79u0xYsQImJiYwMjI6IvOtlAoRF5eHh48eIDw8HDs378fU6dORZMmTWBraws3Nze0bt1aSkdVtzx+/BhpaWn4/fffOedRVVVFz549ER4eLrnA5AEhRG4efD7/LJ/PX1DuOS8+n3/tK3ke8Pn8n8o9t43P5/9bQdpIPp+/71txODs7E1lTVFRETp48SUaMGEG0tbXJL7/8Qi5evEiKi4urVa5QKCRnzpwh9vb2RE9PjyxcuJA8ffpUTFGLzszMrNK2FvUhjXZ88eIFWbhwIdHV1SWurq4kPj6+2m2UlZVFAgICSLdu3Yienh5xc3MjUVFRRCgUiilqyZD3thTF48ePycKFC4mBgQHp2rUr8fPzI6mpqdUu9+nTp8THx4c0bdqU9O/fn0RHR4shWtHVpbasCXl5eSQgIIAYGhoSBwcHcvXq1UrTXr58mVhZWYmt7rrSltHR0WTs2LFEW1ub2Nvbk507d5IXL15Uq8yioiJy/fp14uXlRfT09IijoyNJSEgQU8SiEWc7Ehlvy6CgIAKA3Lp1S6R8y5YtIwDIy5cvJRSZeIi7LT99yNt95PUARjEMowQAJf+OBLC85OfuDMPEMJ/PRFoHwLn0B4Zh6gMYAGBVBeW3AVAgodglQigUIigoCN999x18fHxgZ2eHJ0+eYNeuXbC2tq72UAEejwdbW1uEhoYiMjIS2dnZaN++Pdzd3ZGXlyemo6j98vLy8Ntvv8HExAQvX77EtWvXsGPHDnTu3LnabaSnpwc3NzdERUUhOjoa+vr6+OWXX9CvXz/Ex8eL6QioqkhLS8OYMWNgbm6O3NxcnDt3DjExMfDw8ICRkVG1yzc0NMSiRYuQkpICJycnjBo1CkOGDEFmZqYYoqdqGiEE//77L0xMTBAWFoZjx47hxIkTMDc3rzSPsbExnjyp6EY4VZE7d+5g6NChcHJyQseOHZGcnIzQ0FC4uLigUaNG1SpbUVERXbp0wdKlS/H48WPY2Nhg4MCBcHV1xbNnz8R0BFR5ly5dQqNGjfD999+LlK9Pnz4AgMuXL0siLLkgV50AlmVDAawA8BfDMJPwcSWfVSzLBpckqQ/ACJ+sFMSy7EYApxiGWcEwzK8lecazLHu1girSAdyR5DGIU3x8PHr06IGtW7fi6NGjiI2NxaRJkyQ2093ExAQbNmwAy7J4+fIlLCwscPv2bYnUVZs8f/4cffr0QUpKCpKSkrBlyxa0aFHRirbVxzAM/vjjD9y7dw9OTk6wt7eHi4sL0tLSJFIfVbEPHz5g8eLF6NSpExiGQUpKCtauXSvylxRXysrKmDBhAu7fv48OHTrA0tIS165dk0hdlGQ8efIEP/zwAxYvXoy9e/ciNDT0qyf/pW7evIm2bdvWQITy7dmzZ5g4cSKsra3Ru3fvsp1lJTXnTVNTEzNmzMD9+/fRtGlTmJmZ1emTTUmKiIhAr169RF40w8LCAmpqaoiIqMMrwkvqFkNtfkj7ttirV6/I1KlTib6+Ptm+fXu1h5NUhVAoJDt27CCNGjUigYGBNTb0RN5uVcfFxZFmzZqRZcuWSWV4TnZ2NvHy8iK6urpkwYIF5N27dzUeQ2XkrS25KC4uJrt37ybNmjUjo0ePJk+ePJFKHEePHiWNGjUiO3furJH6amNb1hSBQEDWrFlDGjZsSJYuXUoKCgpEyj9r1iyyfPlyscVT29oyLy+vbAjm/PnzyevXr6USx+nTp4menh75559/aqS+ujIc6Pnz5wQAWbNmTZXy9+rVi1haWoo5KvGiw4GoMkeOHMH3338PBQUF3L17F+PHj5fK6iA8Hg+urq6IjIxEYGAgfvrpJwgEghqPQ5bt27cPgwcPRkBAADw9PaWytGf9+vWxdOlS3LhxA8+fP0f79u0RHR1d43HUBaV3fPz9/XHw4EHs378fxsbGUoll2LBhCA8Px9KlSzF79mwQQr6diapxd+7cgZWVFUJDQxEVFQUvLy+oqKhwzk8IwenTp9GvXz8JRim/Hj9+jB49eiA5ORmJiYlYuXIldHR0pBKLnZ0dwsPDsWTJEixYsABCoVAqcdQ2V65cAQD06NGjSvl79OiB+Ph45OZWtMBk7Uc7AXJCKBTCy8sLs2fPxokTJxAQECC1P2afat26NWJiYpCbmwsXFxcUFxd/O1MdcOLECcybNw8XLlzA0KFDpR0OmjVrhn/++QcbNmyAo6Mj/vrrL/olJEbR0dGwsLDAwIEDERMTg+7du0s7JJiamiIuLg6XL1/GunXrpB0O9QlCCDZt2oQ+ffpg8uTJOH/+PExMTEQuJyIiAsXFxbCwsJBAlPItLCwMVlZWcHFxweHDh8UyB6e6vv/+e8TExCAyMhITJ06Udji1QlRUFNTU1DjvD1Bejx49UFRUVGeHT9JOgBzIzc3FsGHDEBERgatXr8rcH3xVVVUcOnQIGRkZdPdHAHfv3sWvv/6Ko0ePytyyjUOGDEFcXByOHj0KJyenOnv1Q5y2bduGoUOHYsuWLfD09JSpdft1dHRw+PBhrFy5ElFRUdIOhwLw+vVrODo6IigoCFeuXMHEiROrfJfwr7/+wpw5c2Tqd07aiouLsXjxYkyaNAlHjx7FzJkzZWqDRT09PZw+fRrR0dHYtWuXtMORe1FRUbCwsBDpDtqnSi/YlN5RqGvoXw4Z9/r1a9ja2kJLSwvnzp1D48aNpR1ShdTU1HD8+HGcP38ef//9t7TDkZqCggKMHj0af/75J7p27SrtcCrUvHlzhIeHQ11dHb1796arVlRRYWEhpk2bBl9fX1y+fBkODg7SDqlC3333HYKCgjB69Gi8ePFC2uHUaVevXoWZmRkYhkFUVFSVrv6XiomJQVJSElxcXMQYoXzLzc2Fg4MDIiIicO3atSoPEZE0DQ0NHDx4EHPmzEFycrK0w5Fb+fn5iI+PR7du3apchq6ubtmIhrqIdgJk2MuXL9G7d29069YNO3furHJPt6ZoaWnh+PHj8PT0rLO31nx8fNCiRQv8+uuv0g7lq9TU1LBz506MGDECvXv3Rnp6urRDkisFBQVwcHDA06dPERsbK/ObAtnb28PZ2RnOzs50GJgUEEKwceNG2NvbY82aNfDz86vW33NCCLy8vODl5VXhxoJ1UWFhIUaMGIHGjRvj7NmzMr/Tffv27bFs2TKMHj0a+fn50g5HLiUkJEAgEMDKyqpa5VhZWSEmJqZOzp2inQAZVfoHbfDgwfD19a3W7d6kpCRs3LgREyZMgIWFBfLy8rB7926oqKhAW1sbZmZmiIqKgkAgwIMHD75d4FeYmJhg5cqVmDNnTp37QD1+/Bhbt27Fli1bqnX7OS8vD+fPn4ePjw/Gjx8PAPDy8oKysjLU1NTQunVrPHr0CM+fP0dISEiVv0B4PB4WLFiA8ePHY8CAAXjz5k2VY65LiouL8csvv6B+/foIDg6u8pK8RUVFCA8Ph6+vL4RCIfbt2wctLS1oa2tDV1cX//33H969e4e5c+fi33//xevXr6sV95IlS5CRkYEzZ85UqxxKNDk5Ofj555+xbds2REVFYfjw4Z+9npubi127dsHR0REjR44E8HFOUWFhYaVlHjx4EJmZmWV/H+q60s+kmpoatm/fDiUlpSqVIxQKy/Zc8Pf3h5WVFXR1daGmpoacnByEhISgU6dOmDZtGg4fPox3795VK+5JkyahZcuW8PLyqlY5dVXp1XtxdAKysrKQkpIihqjkS412Ang8njqPxzPj8XjNarJeeUMIwfTp06GtrY0VK1ZUqYysrCzs27cPAHDx4kUkJiaiS5cu8Pf3h7KyMsaMGYOcnBykpKRg48aNaNmyJdLT09GzZ08MGjQI//33X5WvGLq4uCArKwunT5+uUn55tXnzZri6ulb5ClRpp2nMmDH4448/kJubW3bC4O3tjQ8fPuDVq1c4cuQIDA0N8erVK6xduxZNmzbFhAkT8OjRoyrVu3DhQvTt2xc//PADnSPwDYQQzJo1C1lZWdi7dy8UFRWrVM62bdvQtGlTzJs3D8+fP0deXh6GDBmC1NRUPHnyBA8ePICNjQ2Ki4uho6ODf/75BwzDlH2mq0JJSQmzZ8+mk4Rr0J07d2BhYYH69esjKioKLVu2/CLN4MGDcejQIQwfPhyBgYEQCoXw8fHBf//9V2GZr1+/hoeHB7Zu3QplZWVJH4LMI4Rg2rRpePnyJfbv31+lDkBycjLmzZuHZs2ald3F7d69O9asWYN79+7hzZs3qFevHmxsbLB161YwDIOdO3ciOTkZL1++RFxcXJVi5/F42LBhA7Zv304vwlRBTEwMjI2NYWBgUK1ySjsRdXLlPEmtPVr+AcAOQBYAAYBiAOcAtKip+sX5kPR6uf7+/qRdu3YkOztb5Lxv3rwh7u7uRFtbm4wdO5YIBAKR8ufl5ZGgoCDSsWNHEhISInL9pY4cOUI6d+4s9j0MZHUN69zcXNKoUSPy8OHDKuXfuXMnMTU1JYWFhSQ/P1+kvGlpaWT16tXk8ePHhGVZcunSJZHrLy4uJs7OzsTe3p4UFhaKnL8qZLUtv2b58uWkY8eO5O3btyLnTU5OJs7OzuTt27fkzp07hGVZkfJnZWWR9PR0wrIsWbRoUZU+W/n5+URfX5/cvn1b5LxfI49tKWkRERGkcePGZMeOHZ89X1RURHbt2kUGDx5MiouLSU5Ozhd5J0yYQAICAiosd8KECcTNzU0SIRNC5K8t58+fTywsLKr0ffnhwwdCCCHTp08n8+fPJ3fu3BG5jNjYWGJoaEicnJzIq1evRM5PCCFjxoyp8jr3lakL+wQ0b96cjBo1qtrlCAQCoqGhQWbOnCmGqMRPkvsESKTQCisC1gLQBKAEoAOAPwHcBdCwpmIQ10OSH4YzZ84QfX198ujRI5HyCYVCIhQKydatW8nEiRPJixcvqhVH6cZW//zzDwkKChJ5oyuhUEgsLCzIgQMHqhVHebL6BRUUFEQGDx4scr6ioiIyZ84cwjAMuXHjRrXjiIiIIM2bNyeOjo7k/v37IuUtLCwk9vb2xMXFpUY2NpPVtqzMtm3bSIsWLcjz589FyvfmzRvi4eFBGjZsSP766y+RO3nlZWVlkT59+pDBgweTN2/eiJzf29ubTJ48uVoxlCdvbSlpwcHBRE9Pj5w5c+az5x89ekR69uxJrKysvtpZ79SpE4mKivri+fDwcNKsWTOJbvonT20ZFBRE2rRpQ16+fClSvvz8fOLp6UkMDQ3J+/fvqx3Hhw8fyKxZs8ou5IgqOjqa8Pl8UlRUVO1YStX2TkBGRka1Ngkrr1evXsTKykosZYlbbekEuFXwXDsAq2sqBnE9JPVhyMzMJI0bNybh4eEi5Xvz5g0ZNGgQOX36tNhjunXrFjE1NSXz5s0T+cTwzJkzpF27dmKNRxa/oIRCIenSpQs5efKkyHnv379Phg4dWuUrSBXJy8sjq1atIiYmJiLvPvrhwwdiampK9u3bJ7Z4KiOLbVmZa9euET09PZE7VoQQcuPGDTJlyhSSkZEhtngKCwuJu7s7sbS0FPlzmZGRQRo0aFClDkRl5KktJS0wMJAYGBiQa9eulT0nFApJcXExOX/+PPH19f3mXZzr169/cRc3JyeHtGrVigQHB0sk7lLy0pYsy5JGjRqRpKQkkfKlpaURS0tL4ujoSFJTU8UaU3JyMiGEiNwpEQqFxNzcnISGhootltreCTh+/DgBQCIjI8VS3ty5c4mqqqrI35k1obbsGGzC4/E+292KEHILQGoNxiDTFi1ahDFjxqBPnz6c8zx+/Bhdu3ZFq1atYGNjI/aYTE1NERERgbCwMAQFBYmUt1+/fsjMzERqau1u4mfPniE1NRUDBw4UKV9YWBj4fD6OHTsGXV1dscWjpqaG3377DYmJiVBSUsL27dtRVFTEKa+GhgZ27NgBDw8PZGVliS0meZafnw8XFxesW7cOrVq14pxvz549mD17Njp06IDNmzeLdbUSZWVl+Pv7IyQkBMD/55Nwoa+vDzMzszq7LrakEELg7e2N1atX4/LlyzAzMwMAvHv3Dk5OTti4cSP69u37zXX9T5w4ge++++6zse2EEEydOhW9evWCo6OjxI9F1pVOBPb09BRpL5aioiKoqKjgl19+wdGjR8W+gZiJiQnu37+PDh06IDMzk3M+Ho+H6dOnY8uWLWKNpzaLi4uDoqIiunTpIpbyunbtioKCAty4PTt3KwAAIABJREFUcUMs5cmLmuwEbANwhcfjufB4PM1Pnpf+Nn4yICkpCcHBwfjjjz9Eyjdv3jzMmDED69evl9gkMV1dXZw5cwZOTk4i5VNQUED//v1x9uxZicQlK27duoWOHTuKtILThQsXMHHiRGRnZ0ssLnV1deTn5+Pw4cNwdHSEQCDglM/CwgJjx47F9OnTJRabPPnjjz/w/fff46effhIpj7e3t8RXb9HX18eSJUuwYcMGkfJ169aNbh4mRsXFxZgyZQpOnDiBK1eugGEYAEBiYiLMzc3RqFEjTjvEPnr0CK6url902v/55x/Ex8eL3M611ebNm6GkpIQZM2ZwzlO6QWLjxo0xffp0iW0gZmJiAldXV7i4uIi0uMbAgQMRGRlJl/DlKDY2Fh06dIC6urpYyrO0tASAKk/yllc11gkghNwEMB6AJ4A3PB4vmcfjpQComwvKf4IQgtmzZ2PRokXQ0dH5dgZ83EPg5cuXOHDgANzc3CQcIWBgYIDCwkKMHj0axcXFnPPZ2trW+iUJb926hXbt2nFOTwiBh4cHNm7cyLm9q0pDQwOhoaFQUFCAq6sr5y8YHx8fJCUl4ciRIxKNT9YlJSVh586d2LRpE+eThtOnT+Po0aOIjY0V6feiqn7++Wf4+PggJyeHcx4rKytcvXpVglHVHXl5eRg5ciQePXqE8PDwz+747Nq1Cz4+Pti0aROn9fz/+OMPzJw587NNIe/cuYPffvsNhw4dgoaGhkSOQZ48f/4cPj4+CAwM5Hzh5dy5c5gyZQo8PT0lHN1HpZ/H3bt3c86jr68PLS2tai/TXRcIhUJcvXq17MRdHIyMjNCkSRPaCZAkQkgMgDYA+gJYBMCOEHKoJmOQRaGhoUhPT8fkyZM5pS8sLMTIkSOxbdu2Kq+HXBU6Ojp4/vy5SH/YbG1tce7cOZE6DvLm5s2bIp3sJSUloaCgAD/88IMEo/o/JSUlHDx4UKS1lNXU1BAUFITp06fj1atXEoxOdgmFQkybNg1Lly6Fnp4epzzZ2dmws7NDZGQkGjZsKOEIP2rVqhX69u2LnTt3cs7Tpk0bulOpGLx58wZ2dnZQV1fHyZMnUb9+fQiFQnh5eSEpKQl+fn74+eefOZWVmpqK6OhozJ49u+y53NxcjBo1CqtWrYKpqamkDkOu/P7775g0aRLatm3LKX1WVhbGjBmDf//9V2xDR75FSUkJwcHBnNu+lLm5OeLj4yUUVe3x4MEDvHv3TqydAB6PB0tLS9oJkLSSeQ6RhJCDhJD7NV2/rBEKhZg7dy78/Pw4n9DPmTMHWlpamDdvnoSj+xyPx8OKFSvg7e3NeYx5s2bNoK+vj8TERAlHJz2i3gno2LEjrl69Wq0N4ESlrq4Od3d3xMbGcl5rvnv37hgyZAjWrl0r4ehk05EjR1BQUIAJEyZwSn/58mWYm5tDIBBI/A5Peb/99hu0tLQ4p2/evDkyMzORl5cnwahqt7S0NPTq1QsWFhbYs2cPVFRUUFhYCBcXF1y8eBHNmnHfDkcgEMDY2Bi3b99GvXr1AHy8Y+jm5obOnTtj3LhxkjoMufLs2TOEhobit99+45SeEILGjRsjISEBvXv3lnB0n9PX18e5c+dw7Rr3wQ4mJiZ4+PChBKOqHUpP1C0sLMRarqWlJe7du4e3b9+KtVxZJrGzEB6PN5bH41U625HH4/Xk8XgOkqpfXkRGRkJVVRUDBgzglD4zMxMnTpzA7t27q7xRUXX06NEDNjY2Ik0abdmyJZ4+fSrBqKSLZVnOE0aLi4vxxx9/lH3R17QGDRpgxowZZbtifsucOXOwdevWOnmyuG7dOixcuJDT5ywnJwdjx46Fn58fVFRUaiC6z1lYWIg0BllJSQk6Ojp0g6IqunPnDnr27AlXV1f4+fmVdejHjx+PnJwcnDt3jvNk/6KiItjZ2eHcuXOfjW/28/NDQkICNm/eLLHx6/Jm06ZNcHZ25rxL9/jx43H69Gk0bdpUwpFV7OHDh/D39+ecnmEYOhyIg9jYWNSrVw/ff/+9WMstvbMgSsdN3knyUuR0AINKf+DxeEt5PF48j8fz4fF43xFCIgGk8ng8yQ9ol2H79u3DmDFjOKfX19fHvXv3OP8RlIQdO3aI9EdVS0tLohNgpU1FRYXzcKeHDx9i7969UvtSb9u2LebMmYOJEydyWlHGxMQEXbt2FWkIWG1w/fp1PH36lPOQrSVLlsDa2hoODtK7ruHm5ibSkKCCggJO49Spz125cgU2NjZYtmwZ5s6dCwB49eoVioqK4OPjgyNHjog0WXHp0qVQVFT8bHW3EydOwM/PDyEhIVK7YCBr8vLy8Pfff8Pd3Z1T+jNnziA8PBy9evWScGSV69evn0ircDVo0ECkuT11VVxcHMzNzcV+IbT0zkJdGhIksU4AIcSCELL3k6eKAcwDYAAgkcfjnQVgCYCRVAyyrrCwEP/++y9Gjx7NKX1wcDCWLFki9S/u5ORkkToutb0ToKGhgdzcXE5pb926JdKSdpIwb9486Ovr48WLF5zSe3h4YN26dSItQynvNmzYADc3N85D9Dw8PODr6yvhqL6uadOmuHfvHuf0+fn5Uv9bIm/Cw8Ph6OiInTt34pdffgHw8U5g165dERYWBoZhRJqndeXKFWzbtg179uwpO6FJSkrC+PHjcfToURgbG0vkOOTR3r17y5bD/hZCCObOnYt169ZJdTJ1mzZtkJ6ejvfv33NKn5eXJ7bVbmqrgoICJCYminU+QKkGDRqgdevWdaoTUHOzSj/uB6AGYDKAWQBGA3AAECpKIQzD/AigLYAXAJoDiGNZ9ug38kwFoAUgBx87HcdZlo0ol4YHYCYAFQD5ANQB7GZZ9rko8YnizJkzaNu2LZo3b84p/fr160VaEk1SGjZsiLCwMM7paSfg/1iWRcuWLSUc0dcpKSlh9+7dKCwsBCHkm3clbGxsoKysjDNnznAetibPsrKycPz4caxZs4ZT+i1btsDe3l6sez1UhaGhIe7f5zbNihCC/Px8qKqqSjiq2iM6Oho//vgjDh06VHbVPj4+Hg4ODli0aFGVJvqbmZnhzJkzaNKkCYCPwz2HDBkCf39/dO3aVazxyzNCCNavX895flJBQQFGjx6NIUOGSDiyr1NQUMDdu3c5d0RoJ+DbEhMTIRAIxD4foJSlpSXOnj3L6buxNqjJJUKDAKQDsCSE5BJCggghw0ue54RhGAcAcwEsZ1l2Mz4uNzqfYZhBX8kzHUB/lmVXsSy7CR9XJdrOMEzHT9IoAPgXQA7Lsn+xLOsPYCwAjyocKmf79u3jvHpAWloabt68CXt7e0mGxImWlhZycnI4XxmmnYD/mzBhAhYuXCjhiLgZMGAAwsPDv5mOx+Nh1qxZCAgIkHxQMmDr1q0YOXIkp9V9MjMz8fvvv8vE0o1NmjRBp06dOKUVCARQUlKSyrwieRQfH4+hQ4di165dnw3bOXLkCAICAjBlyhSRyissLMT48eORlZVVtupPfn4+hg0bhrFjx4q0J0VdcPfuXeTk5KBfv36c0r958wYLFy6UiZO4tLQ0fPjwgVNa2gn4ttjYWACQWCfZ0tISGRkZSEtLk0j5sqbGOgE8Hq8FABVCSGzJz4o8Hs9OxGK8ABxkWbYYAEr+PQhgwVfyeAIoG5bEsuwHAGEA5nySxhWAAcuy2z95bisAiS2SLhQKcfLkSYwYMYJTepZlMXnyZJm4cqeiogJDQ0MUFBRwSq+kpITCwkIJRyU9GhoanP/IFxQUICMjQ8IRcTN69GjOV9aGDRuG8PBw5OfnSzgq6QsODoaLiwuntFu3bsWPP/4o9bsAwMfNhjw8uF23eP/+PR0KxNHt27cxePBgBAYGYtCgj9ebrl27htjYWCxfvhzDhw8XqTyhUAhXV1e8efMGhoaGAP6/A66RkREWL14s9mOQd5GRkejduzenk/rU1FR07NhRZr5zJk6cyPmEMj8/XyYuKMiy2NhYGBgYiLT6lihKOxelnY3ariaXCJ0DoCePx7MAAEJIMQBVHo/XjUtmhmEaADDHx7sJn3oJoBvDMF+sj8cwTHsATSrJY8cwDK9kGNAyAJ9ta8uy7DqWZWO4xFYVjx8/hra29mebwnyNtbU1/vzzT0mFI7KUlBTOJxHPnj0r+7KrjQwNDZGSksIp7blz52SmHZ2dnXHx4kVOd2kaNGiA9u3bIzIysgYik57379/j3r17nG81Hzt2jNNOsDXh0KFD2Lt377cT4uMt9ZrYyEzePXz4EAMGDMCaNWvKTvZv3rwJBwcHZGZmVqlMT09PpKamYt++fVBUVCxbCvT169fYtWtXjS4dLC8iIyPRs2dPTmkvXLiAfv36SWWVroqIcnU/OzsbmpqaEo5IvsXGxqJr164Su8vTsWNHqKqq0k6ABCQSQnwBlC3WSwg5AYDrwC4+AEUA5S+55uDj3IYWFeQpnUFUUR59fJwnYISPk5XTGYb5jWGYaQzDrGAYxpZjXFVy48YNdOzY8dsJ8fHK0YABA2TmykZeXh6WL1/OOX1aWhqMjIwkGJF0mZubc15SjGEYzuO2JU1TUxOLFy/mPGnN1tYW58+fl3BU0hUXF4dOnTpx7uDGxsbCzMxMwlFxc/jwYc5D9KKiotCjRw8JRyTfUlNT0b9/fyxevLhsIYT79+9jwIABWLduXZXHmzs6OiIkJKTsxNDb2xtXr15FcHCwTNzplUVXrlzh3AkQpcMgaQKBAK9eveK8ceD169c5D+mri16+fFk2EV9SVFRU0Llz5zrTCajJicGll4LflXue6/iC0q50RSf0AFDRPTQueUq3HbQAMIVlWQHDMKoAbjMMM51l2f/KF5qZmQmGqXxRoxkzZmDmzJmVvg4A9+7d47zG7dOnT3Hr1i2ZubLx8OFD7Nmzh/MW7CzLokWLivpoX1q/fv1X11XW1tYW24LP4mhH4OOyYocOcdv4ulOnTrhz547MjP2cO3cu5xNHKysrkVbAkce2jIqKQvfu3TnVGR8fj8zMzLIhItJECEFUVBRWrVrFKf2VK1cwadIkzuXLY1tWx8uXL2FnZ4eZM2d+dqensLAQq1ev5ryi26eCgoKQkZHx2ZwgPz8/7N+/H5cvXxZps7fqkLe2TE9Px9u3b9GmTRtOdfbu3VtmOrhFRUXYtGkTp7YtLi5GdHQ0du3axansmmxHWVF6Ym5lZSXReqysrLBlyxYIBAIoKytLtC6pI4TUyANAPwBBAH7/5DklAOu55Ofz+d35fD7h8/kDyz0/qOT5HhXk+bnktTblnp9a8rwhn88fUfJ/93JpAvl8/o2KYnF2dibVNWXKFBIQEMAp7eXLl4mVlVW16xSX3bt3k1GjRnFKW1BQQNTU1Ehubq5Y6jYzM7tGxPQ7KY52JISQ3NxcUq9ePfLu3TtO6Q8cOEBycnLEUnd1hYeHkxEjRnBKm5WVRbS1tUlxcbFY6pbFthw4cCAJDg7mlHbBggX/Y+/M422q3j/+PvfejBFyJUPhUcYUkblUpEmRSEhkSFTSoG8SSkQqY4WfkohIJJkiMo9fw9c8LMo8z/N1z/r9sfa5Hbd7OffeM17r/Xp5XWefvfZ+9lr77L2etZ7ns3S3bt38ct60cuDAAV2kSBHtdruvuW98fLzOkSOHPnDggN/OH45tmVpOnz6tK1SooDt37pyw7cSJE7pLly46Li4uVcccM2aMzpcvn96yZUvCtq+//loXKlRI79q1K802+5Nwa8sJEyboJ598Ms3HCQXHjx/3+Xm5Zs0aXaxYMb+d25/tqMPgd6m11l26dNFRUVH6zJkzAT3PuHHjNKBXrlwZ0PP4ir/b0vtfMNWB/gB+Bzq5XK4DLpdrHbAH8HXOxTOany3Rds/npORZfCmzy/n/X4n2OQKUFpGABOjt2rXLZw3o+Ph4YmNjA2FGqpgxYwYPPPCAT/tu2rSJQoUKhcWod6DInDkzlSpV8klpB6Bhw4apjif2N1FRUT7bEhsbS5YsWdL16s9Lly6lcmWf0pQ4cuRIyFYiTcwtt9zCtm3bfIqT3bhxI7lz5+aWW24JgmWRxaVLl6hfvz533303H3/8MWCS+evWrcuJEydSpaa0ZMkSOnbsyMyZM7nzzjsBGDVqFD179mT27NnpOlTSHxw8eNDnJNBz586FzW8SoFmzZvz4448+7RtOYUzhytKlSylTpkzA8yY8Mw1LlwYsLTRsCGoGktb6R0xY0IvAR0A5rfUYH4v/BcTx7w59dsAN/J1EGc/620mVOYYJTfrL2ZZcaFRAVkg6d+6czzfyAw88wK+//hoIM1LF4MGDfVZPmTVr1nXxYHvkkUeYNm2aT/seOXKE8uXLc/To0QBbdW1SomwEcNNNN/mcQxBpxMfHc+LECZ+T9cNlsa34+HheeeUVn9W6pk6dSo0aNQJrVASitebVV18lQ4YMfP3117hcLrTWtGzZkty5c9O/f/8UJyOeO3eO8uXLs2DBgoRE7J9//plOnTrx+++/XzVUxmJISejk+fPnw0bBbNeuXSxcuNDnVcRTkvdwPRIfH8+yZct8HqRJCwULFiRfvnwsWbIk4OcKNcGUCH3N5XKNAm7UWs/UWv+ktfZ5IS6l1ElgHiah15u8wGql1LEkymwEtidTZq5Syq2UOgws5p/cAO991iqlfBOATyEerX1fOHnyJF9//XUgzEgxS5YsQSnl81L2P/zwg89rIUQyzz//POPHj+fkycQpL/8mNjaWp59+mmHDhgXBsquTM2fOhNFJX0jJmgiRxsWLF8mUKZPPHb0PP/yQxx9/PMBWXZspU6awZs0anzpKnhjllOraXw/079+fZcuWMWbMmIRVf7XW3HfffXz//fcpngUYPnw41atXJzo6OmGV22nTptGuXTumT59OiRKJXzmWpEiJE3Dp0qWwieH+8ssvefHFF33KBzh37hyzZs26Yg0Ky5Vs2LCB06dPB8UJcLlcVK5cmcWLFwf8XKEmmDMBWTFJwGkR1B4ANBSRGADn77NAT+dzFRFZKlcOr/QHmno+iEg2oDbgnUH3gXPcG7z2eYQr1xLwKylZQEtrzbvvvsvly5cDZY7Pdrz55pts377dp/03btzIoUOHuP/++6+9c4RToEABHn30Ub755ptr7wx07NiRwYMHp2gUPhAUKVLE5+lqSN9OQEpH9jNmzOjz6HugcLvd9O7d2+dE2SlTppA/f/6wUTQKF6ZOnUrfvn359ddfyZbNTByvW7eOP//8k9dffz1F4Yxaa3r06MEnn3zCjz/+mCD5OWvWLJo3b86vv/5qFWBSQEqcgNjYWEqVKoXb7Q6wVdfm/vvv9/l3OXr0aCpXrsztt98eYKsil0WLFgEELem7SpUq7Ny5k/37EyvMpy+C6QQcBdprrbek9gBKqd+AT4BPRaQNZvGwPkqpSc4u2TCSn1m8ynwJTHNkP1s6ZV5SSq3w2mcOZsGxISLSHfgCaKqUmptaW69FSpyAHDlyICIsX748UOb4xLhx47h06RINGjTwaf+xY8fSqFGj62ZV0o4dOzJgwACfnLW7776bESNGhDxXYsqUKYwZ42tEnnUCvBk+fDhffvllAC26NkopcufOTcOGDX3af+DAgbz++usBtiqyWLduHc2bN+fnn39O6ISdOXOGhg0bsnfv3hQf7++//2bWrFksWrQoYQZg7NixNG3alIkTJwZU3jA9khInICYmhjlz5oR8rYUFCxZQu3ZtChUqdM19tdYMGDCAN954I/CGRTCLFy/mlltu8VlpMK14nI30PhsQTInQxcBUl8v1FTBfa52qgGil1HggST1GpdRM/pEi9d5+zTe1Umo6ZiXhoJAtWzafnQAwGu2///67z/KFgeDrr7+mf//+Pj1gtdaMGTPGZ+nM9ECFChUoWLAgkyZN8slReuSRR/jtt9/IlStXyNp1xowZKQ4HCvXsRaC4ePFiinTay5Yty+DBgwNo0dU5ffo0RYsW5bfffvNp/3Xr1rF161afVym/Hjh06BBPPfUU/fv3vyLMoH379lSqVIkXXnjB52NduHCBUaNG0apVK+bNm5cQVtavXz+++OILZs+ezV133eX3a0jvaJ2ytLzvvvuObNmyhew+X7t2Lc888wzr1q0jb96819x/9uzZREVF2VCga7Bo0SKqVq0asEXCElO2bFkyZcrEwoUL0/Uz0+/ussvluiOZrzoDa4A3gT0ul2udy+Ua7HK5avvbhkggZ86cHDlyxOf933nnHTp27BhAi65OXFwcs2fPpnr16j7tP2/ePGJiYihXrlyALQsv3njjDfr16+fz/nFxcTRv3jxFDqG/cLvdzJw5M0UxlkeOHCFnzpwBtCp0REVFERcX5/P+VapUYdmyZT7lgfibuLg46taty+jRo30uM2DAANq2bRs2MdOh5vLlyzz77LM0adIkYTEwgBMnTnD69OkUOXgnTpzgkUceYc6cOcTHx+NyuXC73XTq1Ilhw4axaNEi6wCkkkKFCvm8IjuYWfYvvvgicAZdhQsXLtCkSRM+//xznxwAIGEWIFid20hk79697Ny50+f+hz/IkCEDFStWZOHChUE7ZygIxJzZepfLldTc9BrgR8yKwTmBN4DjQIsA2BD2VKpUiQULFvi8f2xsLJs3bw7Jiq0jR46kcePGPnce3G43b7/9Nt26dbvuHmx169bl6NGj/PLLLz7tX69ePWrWrMnTTz8ddFWLdevWERsbS4UKvi3arbVm/fr16bYzU6BAAY4dO+ZzuNPNN9/MsGHDUjxSmVbcbjcvvfQSWbNm5fnnn/epzKpVq5gyZQrt2rULsHWRQ9euXcmcOTMfffRRwrZdu3aRIUMGJk6c6LN627Fjx6hevTrlypXjhx9+ICYmJsG5X7hwIQsXLvRZDtryb4oWLepzHhrAU089xe7du1m1alUArUqaMWPGUKZMGZ9nkDZs2MDy5cuvC/GMtODpKwXTCfCcb/Xq1T6LuEQigXACbgByJN6ote4LZATqa60vaK3/0Fp/oLVO+dKL6YDKlSuzefPmFMlEnjx5kvbt2wc1QXjJkiW88847fPjhhz6XGT16NDfccIPPHZT0RExMDMOHD6d9+/YcO/YvwaokGTRoEJUrVw76bMDdd9/NwoULfXbU9u3bR4YMGcJqzQp/Eh0dTeHChVPU4WjYsCF///038fHxAbTsSiZMmMDOnTv58ccfE1Rsrobb7aZdu3b06tWLm2++OQgWhj8zZ87k+++/Z9SoUVeEN7Zu3ZqxY8f6fJwTJ06QI0cOunXrRr9+/YiKiuLMmTPUqVOH48ePM3v2bFvnaaREiRL873//83n/mJgYOnToEFQnQGvN9u3badGiBSNHjvTpmaq1pn379nzwwQchzw0Ld+bPn8+NN97I3XffHdTzVq9ePWEl5/RKsNcJWKy1nhDMc4YrGTJk4P7772fOnDk+l6lVqxYFChSgT58+197ZD5w6dYpnn32Wb7/9lpIlS/pU5syZM3Tu3Jl+/fpdd7MAHqpXr079+vV9Dt+Kjo6mV69eZMyYkU8++YRLly4F2EIjVdilS5cUJW2vX78+Qes8vVKmTBlWr16dojIdOnRIUQhYaomPj2fLli00aNCAmTNnkiVLlmsXAoYMGUJUVBQtWlyXk67/Yt++fTRv3pzRo0dfsSbE7Nmz2bFjh09roMTHx/PBBx8krLfw7LPP4nK5OHz4MA899BD58+dn0qRJPreRJXkKFy7MpUuXUrRI4VtvvUWrVq2CMrDidrt56623eOWVVwB8njEfOXIkZ8+etbNzPjB//nyqVKni06CHP6lcuTLR0dHMnz8/qOcNJqFNob/O8ST7+orL5WLkyJHMmjWL8+fPB9AyozqSPXt2lixZ4vNiJwCffvopDzzwQMKKe9crvXr1YsGCBUydOtXnMjExMSxbtoyaNWsGdEXhvXv30qpVKx5++OEUlbsenIDKlSuneNRn5MiRfPbZZwGNHT1+/DhPPvkk77//Pi6Xy+dQlW3bttG1a1e+/fbbkCumhAPx8fE0adKEV1555YoF07TWdO7cmZ49e16zE7d3715q1arFokWLmDFjRkK97ty5k6pVq1K7dm2GDx8e9A5LesXlclGxYsUEiUhfOXDgACVKlGDXrl0Bssz8Lp966imWL1/OuHHjUjSr+u677zJkyJDrRj0vtRw6dIgNGzaEJHE6W7ZslC9fnrlzAyYUGXIC9VZ40OVy1XS5XLkDdPx0wSOPPMKMGTNSFEqQP3/+hBsyEN7pxYsX6dq1Kw8++CCnT59OUSzr9u3b+fLLL+ndu7ff7Yo0brzxRoYPH07btm19ThzNmjUrEydOpEaNGpQvXz4go1gnT57kySef5LXXXkvxQ3XmzJnp3rmrWrUqc+bMSVGc/+23386IESPo0aNHQGzauHEj9913H8WLF0/Rmg6XL1/mxRdfpGvXrhQvXjwgtkUan3zyCVFRUbz//vtXbHe5XAwfPpxnn332quXj4uI4c+YMNWvWZNasWQnJn2vWrKFatWp06NCBHj16XLezoIGiYcOGfPvttykqkzdvXt58801q166NUsrvNmmtOXnyJGXKlGHu3LnkyuXbEkhut5sWLVrQrl07u16HD/z5558AIVNPevDBB1m+fDlnzpwJyfkDjtbar/8AN/A10A/YBuwGpgAfAc8Ahf19zmD/a9q0qfYHbrdbV61aVX/33XcpLrt27VpdsGBB3bFjR33hwgW/2LNp0yZdtGhR/fTTT+u9e/emqOzJkyd1iRIl9JdffukXW5Lj3nvvXanDrB2vxiuvvKKfeuopHRcXl6JySimttdbfffed3rJli19sOXPmjHa73XrSpEna7XanqOyWLVt0njx59Pnz5/1ii9bh2ZZut1uXKlVK//777ykue+bMGX3q1Ck9Y8YMv9iyb98+ffjwYb1p0yb9ww8/pKis2+3WL730kn7sscd0fHy8X+y5GuHYlonZuHGjzp0zV/f+AAAgAElEQVQ7t96zZ8+/vvvjjz/0vn37ki27b98+3bhxY92pU6cky8bGxuqffvrJr/aGinBsywsXLug8efLozZs3p7jsl19+qR9//HG/2KG11gcOHNDt2rXTL774YqrKf/HFF7pixYopfiekFH+2ow7S+zIp2rZtq7Nlyxbw+kqOmTNnasBvz/XU4O+29P4XqJmA1VrrjlrrO4BawHygBjAO2O5yueYF6LwRhcvl4pNPPqFbt24pXnm0TJkyrFmzhr/++otq1aqlOlnY7XYze/Zsli9fzm233cbgwYP55ZdfyJcvn8/HiI+Pp3HjxtSoUcPGNyaif//+XLx4kTZt2qC176PLRYoUAYzySJUqVXj11VfZsiV16+wdPnyYzp07c88993Dp0iXq1q2b4pHKr776ipYtW6ZoMa1IxOVy8cYbb9C/f/8Ul82aNSu7d++mVatWvPbaa6kO6dq7dy/dunXjrrvuYv78+RQvXjzF6iFdunRh3bp1jB8/3oYBYZ5zbdq04cMPPyR//n8tJcNrr73Gvn37kizbo0cPSpUqRb58+ejWrdsV340fP55GjRoxfvz4a84iWFJPxowZad26daoW52vXrh2TJ0/mxIkT/Oc//+HQoUOptqNfv36ULFmSDBky8Nlnn6W4/Pjx4/nss88YM2aMDRfzkdmzZ/PAAw+ErL6qVatGhgwZmD17dkjOH2gC8XbYh1m5FwCt9WatdV+t9f1AHuBFYHIAzhuRVK9enVKlSjFs2LAUl82VKxc///wz/fr1IyYmhl69ejFgwAA2b958zWXT4+Li+PDDDylSpAjvvPMOhw8fJkuWLNSunfJlG9577z3OnTvHgAEDUlw2vZMhQwZ+/vlnNm3axLvvvpvi8h07dmTTpk1kzZo1YeG18ePHs23btquGkXnkRn/66SeKFSvGsWPHmD17dooWw/Jw5swZRo0aRdu2bVNcNhJp0qQJK1asSJXTVbJkSf773//icrkoXbo0J0+e5PDhw1eVmHO73Vy6dIljx47x2GOPUaZMGQ4ePMiyZct45plnUmzDwIEDmTBhAlOnTuXGG29Mcfn0yPDhw4mPj0/2HtZaX9HJOHjwIBMmGA2Lu+66i7Vr19K3b9+ERN/Lly/TuXNn3nrrLWbPnn1FfoElMLRt25bRo0enSq4xJiYGrTXnzp3jzjvvpG3btkyZMuWaoZqHDh1i1KhRvPPOOwAUK1aMlStX0q9fP3LnTlm088yZM3nttdeYPn16wiCP5ers3LmT7du3U6tWrZDZkCVLFqpVq5ai/M2Iwt9TC8CrwAogKlDTF6H+5+9psdWrV+u8efPq06dPp+k4ixcv1k2aNNGFCxfWhQsX1lprPXHiRP3yyy/r1q1b6+eee06XKlVKDxo0SLvdbv3222/rVatWpemcI0eO1CKijxw5kqbj+Eo4TlX7wtGjR3WpUqV0nz590nSc+Ph43bJlS33bbbfpLFmy6FatWmmttR48eLBu3bq1bty4sa5UqZLOkiWLPnTokN6zZ4/evXt3ms751Vdf6bp166bpGEkRzm3ZpUsX3a5duzQd4+TJk1prrQcOHKizZMmi77rrLt2wYUO9b98+vWnTJv3CCy/oypUr62zZsunhw4drt9utf/rpJ33mzJlUn3Ps2LE6f/78eufOnWmyPaWEc1vu27dPx8bG6nXr1iW7T5cuXfTzzz+vhw0bpqtVq6Zz5MihX3zxxSRDEPbt26dr1Kiha9asqQ8ePOhXW8OBcG7LBg0a6B49eqTpGPv27dM9e/bUDz/8cEL4ar169XSjRo10y5Yt9eDBg7XWWtetW1fnyJFD16tXT48YMSLFIZTeLFq0SMfGxupFixalyfaUkB7CgYYOHaoBvWnTpqCf25vevXtrQO/fvz8k5w9kOFBgDgrtgVFA1kAZHsp/gfgxPP/88/qNN97w2/E8DsXy5cv1kCFD9NChQ/WoUaP0f//7X7/lEEyePFnHxsbqDRs2+OV4vhDOL6hrsWfPHl2oUCE9dOhQvxzv1KlT+q+//tJaaz116lQ9dOhQPXr0aP3nn3/qs2fP+uUc+/fv13ny5NHLly/3y/G8Cee23Ldvn86dO3eanWQPFy9e1CtWrNA//PCDPnnypN63b58eMWKEnjdvnj527JhfzjFp0iQdGxur165d65fjpYRwbsumTZvqzp07X3O/bdu26blz5+rp06cn+4ycO3euzpcvn+7evbu+fPmyX+0MF8K5Lf/++2+dJ08evWTJEr8d05MnNXr0aD106FD966+/aq21Pnv2bJo6/h7Wrl2r8+TJE/SY8vTgBNStW1cXLFjQL+2QFlavXq2BVOVv+oOIcwK01gB3AAUDdfxQ/gvEj+Ho0aO6SJEiKU4ADBXDhw/XefPm1StWrAjqecP5BeULW7du1YUKFdKdO3cOSsJmWnC73fqpp57yqQOVGsK9LceOHatFRJ84ccLvx/Yn8fHxunv37rpAgQIBcdZ8IVzbcv369TpPnjz61KlTaTpOfHy87tmzp86bN2+qksYjiXBtSw+TJk3ShQoV0sePH/f7sf3NH3/8ofPmzavHjRsX9HNHuhNw4cIFnTVrVt22bdugnjcp3G63zpcvn27QoEFIzh+JicForbdprXcH6vjpjVy5cjFp0iQ6dOgQ1qvTud1uunfvzscff8y8efMoX758qE2KKO644w6WL1/O/PnzefbZZ8N6OfLPP/+cPXv20LVr11CbEhIaNWpE7dq1adGiBVr7ntQdTE6dOsUzzzzD77//zooVK6hQoUKoTQorPvroI95++22yZct27Z2T4eDBgzzxxBNMmzaNlStXhjQ+2QJ169blySefpFWrVmH7u9Ra06dPH5o0acKoUaNo2LBhqE2KOObNm8fZs2dTtE5RoHC5XDz++OPMnDmTuLi4UJvjV6xsRBhRpkwZRo4cSd26dVO0THqwOH36NPXr12f27NksWbKEO++8M9QmRSSxsbHMnj2b3LlzU758edauXRtqk/7FjBkz+Pzzz5k0aVKqkonTC1988QW7d+9OlVpQoNm6dSuVKlUib968zJ07N0Gz3mLYsWMHf/zxR8JKrqlh6tSp3HPPPQkLBiWlLGQJPn379mX79u306tUr7ByBkydPUq9ePSZNmsTy5cupWbNmqE2KSH799VcyZ84csvUBElOnTh1OnTrFvHnpS9zSOgFhxuOPP87AgQOpXbt2WElS/fHHH5QvX57Y2FjmzJljOxxpJGPGjAwbNoyuXbtSs2ZNBg4cmGqZV38zYsQImjVrxk8//ZSixeLSIxkzZuSnn36ib9++fPbZZ2HR4YiPj+ebb76hWrVqvPHGGwwZMoQMGTKE2qyw4+uvv6ZVq1apUkg6fvw4bdq0oX379owfP54ePXpccyVhS/DIlCkTU6ZMYfz48bRp04ZLly6F2iQA1q5dS/ny5SlQoADz58+nYMGCoTYpInG73UyaNIlHH300QZEr1NSqVYssWbIwceLEUJviV6wTEIY899xzjB49mubNm/Of//wnpNNPu3fvpmHDhrRq1YpPP/2UYcOG2Q6HH2nSpAkLFy5k0qRJ3H333UybNi1kHc3Lly/z5ptv0qtXL+bNm0e1atVCYke4UahQIZYuXcrYsWNp0qQJ586dC5ktnhC8b7/9lunTp9OmTZuQ2RLuzJgxg/r166eojNaaH3/8kVKlShETE8PatWupXr16gCy0pIWCBQuycOFCDhw4wKOPPsqxY8dCZsvBgwdp3749Dz/8MN26dWPw4MH2PZkGli9fzr59+1IlkRwoMmfOzGOPPcYvv/xyVXnuSMM6AWHKww8/zOrVq1m3bh3VqlVjx44dQT3/pUuX6N27N2XLlqVEiRJs3LiRp59+Oqg2XC8UK1aMOXPm0Lt3b958801q1arFmjVrgmrDiRMnePLJJ1m3bh3Lly+nRIkSQT1/uHPbbbexcOFCoqOjqVq1Kn/99VdQz79jxw7q169Ps2bN+M9//sPChQu59957g2pDJHHgwAH27t1LuXLlfC6zc+dOHn/8cXr27MnPP//MV199xU033RRAKy1pJVu2bPzyyy+UK1eOSpUqsX79+qCe//Tp03Tv3j1hAbHNmzfTtGnToNqQHvnxxx/JmDFjWOQDeNOgQQP279/PggULQm2K37BOgIOIZBKRWBEp5PwN+dKosbGx/PbbbzRu3JiKFSvy0UcfpWm1Q184evQogwYNonTp0ixatIhly5bx4Ycfkjlz5oCe93rH5XJRp04d1q1bR/369Xn00Udp3rw5a9asCejMwOnTp+nTpw/FixenePHiTJ8+nZw5cwbsfJFM5syZ+f7772nWrBn33Xcfffv2DfiswNatW3njjTeoUKEC5cqVY/PmzTz33HMpXvH5emP+/PlUq1aN6Ojoa+574sQJunXrRoUKFbj//vtZtWoVlStXDoKVFn8QHR3NZ599xnvvvcdDDz1E27ZtOXDgQEDPeeHCBb766ivuvPNOtm/fnuoFxCz/Jj4+nnHjxvHEE0+QI0eOUJtzBXXq1CFr1qyMHTs21Kb4jYhzAkSkgYh0FZFXRKS3iFxzvsjZ910RaScin4vI/Ym+rwicBw4BO4G/gPdEJORvWpfLRYcOHViwYAF79uyhWLFitGjRwq8jxfHx8cycOZPnnnsOEWHp0qUMGzaMKVOmICJ+O4/l2txwww288sorbN26lUKFClG3bl1Kly5Nr169/Dr6fOLECXr06IGIsHbtWmbPnk3//v3tUvbXwOVy0bFjR/7880+WLVtG0aJF6d27N0eOHPHbOU6dOsXo0aN56KGHqF69OhkzZmTdunW8//771hn3kcyZM18zx+bEiRN0796dokWLsnv3blasWMF7771nY/8jlBYtWrB582ayZs1KyZIlad++PUopvx3f7XazePFiXn75ZfLnz8/UqVOZNm0ao0ePpnDhwn47z/XO7NmzOXDgAI0bNw61Kf8iS5Ys1KtXj/Hjx3P+/PlQm+MXIuqNLyJPAm8DVZRS8SISDSwWkfNKqenJlHkVeFApVd/5nBVYIyLPKqU8siyZgGbAYeA0sE4pdSrQ15MSihcvzrBhw+jVqxf/93//x5NPPknRokV54oknKF++POXKlfN56vry5cts3bqV1atX89///pcJEyYQGxtLy5YtGTJkiB0JDgOyZ89O9+7d6dq1K4sXL+aHH36gfPnyFCtWjIYNG3LvvfdSqlQpn9sqPj6e9evXs3DhQhYuXMisWbOoU6cOCxcutCpPqaBkyZJMmDCB1atXM3DgQO644w5q165N9erVqVSpEmXKlPG5M3ny5EnWrVvH//73P37//Xfmzp3LAw88QNu2balbt66NLU4FRYsWZf369Zw5c+aKxGCtdcIzb/jw4dSpU4dly5bZwY50Qq5cufj888955513GDRoEBUrVqRIkSLUqFGDBx98kGrVqvksF+t2u9mzZw9r165l6tSpTJkyhZtuuokXXniBNWvW2KTfAPHNN99w8803h10okIcWLVowevRoJk6cSJMmTUJtTpqJKCcA6AKMU0rFAziOwDjgPSBJJwB4H7OCMU6ZsyIyHXgL0/H3sEspFfbaT7lz5+a9997j7bffZsqUKcyfP5/JkyezZs0a8ufPz7333kuJEiXIkiULmTJlIioqigsXLnD+/Hl27drF6tWrWb9+Pbfeeitly5albNmy/Prrr9xzzz2hvjRLEkRFRVGtWjWqVavGgAEDmDlzJpMnT2bs2LFs2LCBbNmyUapUKUqVKkWhQoWIiYkhOjqauLg4Tp48ycmTJ9mwYQNLliwhb968VKtWjUcffZRPP/3UvsT8QNmyZRkxYgR9+/Zl8uTJLF26lCFDhrBz507Kli1L+fLlyZYtG1FRUURHRxMdHU1UVBSnTp1K6PgfPXqU0qVLU6ZMGerVq8d3330XdtPgkUaxYsWoVasWFStWpHXr1rhcLrZv387kyZPJlCkT9erVY+nSpRQtWjTUploCQN68eenZsyddu3Zl2bJl/Pnnn3z66ac0aNCA0qVLU7JkSbJmzXrFv0yZMrF79262bdvG1q1b2b59Ozlz5qREiRI8+uijzJ071w6YBJiDBw/yyy+/0L59+7CVpq5RowZFihRh2LBh1gkIJiKSAygPDEj01RGgsohkTzx6LyJ3AXmB/UmUaSgiLqVU6DX/UsENN9zAM888k5A9f/nyZTZv3szKlSvZtm0bJ06c4Pz587jdbjJnzkymTJkoUaIEjRs35u6777YJbxFIhgwZqFOnDnXq1AHMqOauXbvYsGEDGzZsYMeOHcTHx+N2u4mOjuamm24iT548VK1ale+//57Y2NgQX0H6JXfu3LRs2ZKWLVsCJqRn5cqVrFq1inPnzuF2u7l06RLx8fHEx8eTNWtWXnrpJcqUKUPhwoWJioq4yMywJioqiuHDhzNu3DiWLFmC2+2mQIECTJ8+nZIlS9qciuuEjBkzcv/993P//ffTtWtXLly4wJIlS1BKcfbs2YR/R48e5cKFCxQoUICGDRtyxx13cMcdd6RKXtaSeoYOHUpcXBxt27YNtSnJEhUVxSuvvMI777zDmjVrIn4ANWKcAKAIEA2cTbT9NOY6CgOJV126w/mbVJlbgOzASWdbZREpBVwE7gGGe4ULhT0xMTGULl2a0qVLh9oUS5BwuVzcfvvt3H777Tz++OOhNsfiRfbs2XnooYd46KGHQm3KdYvL5aJRo0Y0atQo1KZYwoRMmTLx4IMPhs0CVJZ/OH/+PF999RWPPfYYxYoVC7U5V6Vly5Z069aNfv36MXLkyFCbkyYiyQnwZMQl1aEHSGpFCV/KnAQuAKeUUl8BiMhtwDoRuUsptSvxQQ8ePHjVGNLXX3+dDh06JPu9JXkGDBjAwIEDk/3+pptuyuevc9l2DCy2LdMPti3TD7Yt0wfBbMdgMHz4cA4ePEinTp1Cbco1yZkzJ23atGHQoEF069aNIkWKhNqk1KO1joh/RYoUqVKkSBFdpEiRRxNtf8zZXjWJMo2d74on2v6Ksz3/Vc63rkiRIl8m9V3Tpk21JTTce++9K7Wf7inbjqHFtmX6wbZl+sG2ZfrAn+2oA9yWZ86c0bfeequuVq2adrvdATuPP9m7d6/OmDGjbtasWcDP5e+29P4XSYGontH8xKn9ns9JCXanpoyHE8B9PltnsVgsFovFYkkRffv2Zf/+/fTp0ydi8nXy5ctHhw4dGDVqFKtWrQq1OakmkpyAv4A4/t2hzw64gb+TKLPN+ZtUmWPASRG5RUT2ichTifa5ARMmZLFYLBaLxWLxM1u3bqV3794899xzVKlSJdTmpIj33nuPPHny8PLLLxMfHx9qc1JFxDgBSqmTwDxMQq83eYHVSqljSZTZCGxPpsxcpZQbyIrJEdjr+VJEojBJxfP9dgEWi8VisVgsFgDi4uJo1qwZmTNnpn///qE2J8XkyJGDAQMGsHLlSnr16hVqc1JFxDgBDgMw0p4xAM7fZ4GezucqIrJUrsxE6g809XwQkWxAbaAPgFJqB/AHsMOrTFNMwnDvwF2KxWKxWCwWy/XJW2+9xbJlyxg2bBh58+YNtTmpomHDhjRp0oTu3bszc+bMUJuTYiJJHQil1G8ikgX4VEQ2A/mAPkqpSc4u2YCCeCkFKaW+FBFE5BPMrMCdwEtKqRVeh34X6CAi8UBup3wFpdRpLBaLxWKxWCx+45NPPmHQoEG8+eabNGjQINTmpBqXy8WQIUNYv349DRo0YObMmVSuXDnUZvlMRDkBAEqp8cD4ZL6bCeRPYvuX1zjmaeBjvxhosVgsFovFYvkXcXFxdOrUif79+9OkSRM+/fTTUJuUZm688UamTp1KjRo1qFWrFqNHj6Zu3bqhNssnIi0c6LpjwIDECyRHBpFkdyTZmhzp4RpCRXquu/R8bUkRbtdr7Qku4XR94WRLuLB8+XKqVKlC//79ef311xk5ciTR0dGhNssv5M+fn/nz51OyZEnq1atHq1atOHjwYKqOFcx7xzoBYc7VFgMJZyLJ7kiyNTnSwzWEivRcd+n52pIi3K7X2hNcwun6wsmWUHLs2DF++OEHatWqRcWKFdm9ezd58uRhwIAB6cYB8HDrrbeyYMECOnXqxMiRIylcuDCtW7dmzpw5XLp0yefjBPPeibhwIIvFYrFYLBZLaNiyZQsXLlzg8uXLXLp0iYsXL3L27FlOnTrFkSNH2L9/P0op1q9fz6ZNm9BaU7BgQXr16sWrr77KPffcE+pLCBgZM2akT58+tGrVij59+jBmzBiGDx9O5syZueeeeyhRogS33347efPmJWfOnGTLlo0sWbKQMWNGbrjhBmJiYrh8+XLQ7LVOgMVisVgsFovFJx5++GH27t2b7PcxMTHcdtttlCxZkkaNGlGzZk0qVqxIVNT1E3xyxx13MHz4cAYMGMCsWbOYN28eq1atYtq0aRw4cOCqZbNnzx4kK60TYLFYLBaLxWLxkaFDh3Lx4kViYmLIkCEDGTNmJGvWrGTPnp1cuXJx8803p7tQn9SSNWtW6tate0Wi8MWLFzl8+DDHjx/n9OnTnD9/nosXLxIXF8fly5fp0KFD0OyzToDFYrFYLBaLxSeeeOKJUJsQ0WTMmJECBQpQoECBJL/v1KlT0Gy5fuZmLBaLxWKxWCwWC2CdAIvFYrFYLBaL5brDpbUOtQ0RR/ny5Q8DfwfjXG63O19UVNS+YJzLnwTQ7ttXrlwZ648DedoxUuvYmwi9Br+3ZWrKRmjd+UQQr822ZRJEqD1h0ZapIZzqOwxs8Vs7gn/bMgzqJqxJon782pbeWCfAYrFYLBaLxWK5zrDhQBaLxWKxWCwWy3WGVQeyWCwWi8VisYQEEckEZAOyAmeB00qpC6G1KnwQkRswdZMx0VdnlVJnnH1SVYc2HMhisVgsFoslwIhItFIqPtR2pBYRaQCUAA4DtwPLlVITr1HmFSA7cBoQYLJSar7X9xWBpV5FzgGfAd2VUtrX44QDAaqfcUDDZIrXVUpN9rUOk8LOBFjCAhFxXetmtVgsFoslNYT6HSMitwP3AT+F2pbUICJPAm8DVZRS8SISDSwWkfNKqenJlHkVeFApVd/5nBVYIyLPKqXWOrtlApphOs6ngXVKqVOpOE5ICWD9nAMaAacAt7PtZuAxpdRk5/M16zA5bE6AJaSISFYRyRSuD0QRsb+R6xjb/pGLiNwsIveE2g4PIuJypvW9t4Xs/gq3+vE3IhIjImVE5AERuSHEDoAAK4BeAOH6vrsGXYBxnpkM5+844L2rlHkf+MHzQSl1FpgOvJVov11KqRlKqUXJdF59PU4o8Xv9iEh2YKFSapxSarpSaqZSaiZQDngt0bGuVYdJYl9wEY6IZBSRxiLSS0QaiUilUNvkKyJyJzARqBBqW5JCRAoCnUQkZ6htSS0ikkEMFUXkZq/trlDaFQmkh/ZPiuvhnhCRUsASoGyobQFT58B/gEEi8pOIvCci2ZRS7lDUe7jVj79x6rsZppPVHygZQluKAnOB/wIjRCRxXHfYIyI5gPLA/kRfHQEqO53VxGXuAvImU+YRX+97fx0nkASwfk4D3yUq1xj4VSl1wh+2WycggnEedI0wSSAHgfrA9yLSPqSG+YDjAPwJHFdKLQixOf9CREoDq4BcSqnjobYnNTijjh2BZ4BRwLci0gcidiQqaKSH9k+K6+GeEJHCwDRgq1JqhLPN5fV9UDsNXs/pFcCbwFrgaWCRiBQKdr2HW/34GxGJAdoA/wMaA98AhxLtE5RrdAYS/gB2Ax2AeKBMMM7tZ4oA0Zi+hjenMWHlhZMoc4fzN6kyt2Di4D1UFpF2ItJSRAaJyN2pPE6oCEj9KKW0dw6JiOQCqiWTC3G1OkwW6wREKM408kuYB/lkpdQA4CNgPma0qXso7bsaIpIbMwq1GRND5/1dyF9AIlIA+A3zsu5ylf1CbmtyOJ29lsBipVRfoDYmcehlEZnsdEwsSZAe2j8prod7wompXQXswXS6PGQUkWzwj7MTxFCchsBRpdRspdQ5oA/wOZABWOA4nEG5n8K0fvyNC8gFbFRKxSulBgPHRKSgiOQSkRillA709Tn1uRhT162VUluB2cANVy0YnmR2/ibVYQXIkoYyF4BTSqmvlFLfAH2B+SJyWxrOHWwCWT/edAG+TWL7teowWSL1R24xXmdZvG4gpdQ64GNMVnhXEfkoRLZdi2oYB+AdpdQeABEpJyIdgKki8nKowpqcF8P/Yeq1vVLqkrP9DhG5V0QeE5G8YF6WYdwRvAfI75llUUrtBIZiHiI1gF9FJDNEXmc2kDjtP5zIb/+kuB7uiWzAaKAzsBMSZnU+AX4TkQUi0lVEsgYxFCcvTtiNiEQppeKAn4FXMFP/00WkaDA6poRn/fgNMcmYBTH3c7SzrRTwATAE+B2YISL5nOsLZH23xHToXlJKbXS2xQPPiUjmCKtbz2xVYgfG8zmpevSpjFJqmVLqK8+XSqldwC7g3TScO9gErH48OCFFTyulViY+kA91mCzhUHmWFOI8PKIwmrGVvR8mSqm/MDGQ/YEuIvJGSIy8OvOBD4EbReQGx1stB8wBVmJmB74VkaeCbZhSyo1xot4BPB3AQkAL4AHMy3uKiLzr7B+uIRTngLLeIwFKqWOY+MLXgSrAeGd7pHVmA4IY+T43ZhQl0ts/Ka6He+IgMBIziiZO2OHdmOdhPWAvJqFuuIhkCWT7edXfZeA+EYn1dKyd++xPoBNwHtMBv8nZHkgOAd8TBvUTCJyR/x0YJZUWIlIS4xAMUko9gRlFvRMTipU3wI7OCGAKkBMS1InWAH8Dbuc3Fh2gc/sbz2BjtkTbPZ/P+amMhxMYJaW0HidYBKN+nsV07H3Fuw6TxToBEYgTJ3YRM5LTG3gI/nnpKKX2AYMxD/v3RKRmqGxNCqfjsQ0zHf440ACYqJRap5Tqismmd2GcmBFW/N4AACAASURBVOIhMPG/mB9oERGpDtQEBiqlvsB0lE4Db0l4516cB0oBjZ0YWQCchUUmYkbGHhaRQc72iHrZ+xsx8n31nY9rifz2T4p0fU/IP7KLazEj7KUwbbpYKfW389xpgbnWmsDznnKBsMer/n4EqgP9nBF27WXrH5h6jwe6B9rxcpyM/wFHCXH9BAL5R4HpJMb+MsAfSqmDzi7DMO+XKOBrZ2YmIPe5UuokMBAnH8HrPEUcO3CkJCOhH/YXEMe/O6zZMbKVfydRZpvzN6kyx4CTInKLiOxLYsDvBkyIi0/H8eUCAsxfBKB+Em33vHuuwMc6TJZIuPksJCh65HPCZnIDKKU+xHRYR4lIOe+HmTMa0g9YiHnYh4xEtt/s2LcT2O7skgm45OmYKKUmAD0wig7XjGnzN07W/VrMCF454IxS6oAzUrwGM2r6N9AwHF+QTgdjB2Z0ryfQ2vt7pdRpTEjAp5iRYQm+leGDc/0rgF5O3R0hgtvfg1eHKN3eEyIS5blGr851HLAa00ZnMStoIiYW/Dym/bYDj3jK+dGezCJSR0Q6iMjDTpjPAaAdJjegr3fH0+mUT8QkaZfCDH74jSTsKeQMIK3FjCoGtX78jYhkEpGHRKSVc8/e4rT/x0BxjCRnJa8BssuY2a7BmDAtv8XnJ7ZFRG5RSu11fnfeztT7QH4R6eTYFOiwpDTjODTzMAmr3uQFVjsOZOIyGzH3UVJl5jr3flZMx3av50unLu7ARAz4epyQEsD68aY4cCaJ01+zDq9GWN94FoOY5aC/xYwerAT+FJEPnK/fAA4Ak0XkiqkfZRabmAtUDqK5V5CE7fNFpItj305gOUbu6ozzgMb5bgxGwaJigO27QUQKJe7MOY7AKszLcp+z2e18tx6jsFIRKBrqjqDzoh8oIuNFZA7QWURuVCZZfCQmUfxF7zJKqaOYMJBbMCscXpfIlfJ93+Isyx5J7Z8UkkiSEnNPZE90TzT3LhNp94TzousMPOk1gOBxBC5jRrwnOO2FUuqy0wG/iBFRuOYoWQrtyQR8genst8U8v34UkbuVUmMxnb/WwBAxkoIe5ywOM2BzDsgRYHsmiMi9Th0EtX78jRipzZcxI+s1gLGYAbHqSqltmGvOhRHQKOYp51Xf+/CTE5CELT8Co0WksvO99+Jgl4AFQH0RaeXYFAn5FwMwAx8xkKDC9CxmUAERqSIiSxMNIPQHmno+iEmWro1JjvcMVv4B7PAq0xQzCt7b1+OECX6vn0QUBy4m3piCOkwS6wSEOc6D/G3MAhKNgIcx3mAnEWniPMBf4x9H4HHxmurHqBOERIIzGdtPY2xvDqCU2q9MQjMicp8Y9QoPy4F1ATazOcZB+ZecljM6ulj9I8eV3bEzSim1EBNutSeUI2XOy6cLZsp5MibW933gG6cj2B3zcvxGRF4XJ/ETEvJHBmBCA647JGn5vrs830dC+yeFJC1J+RRGieY2TLLYj5i474i9J5yRshKYdnhGnPhqL0cg3gmNxBmdLeU1unYjzsiZPzpfzu/wHWC2UuoFpVQJzO9QgPedc3yLccyaAf8nIgUThYisw0/xzdew510xCzReDlb9+BunrTsBm5RSw5VSTYGvMJ3+qSLyuFJqHObZWBboL2bhME+fpyzm+uICZMuXji0zRaSO55507svzGEf8FNBRROpDeM+4ACilfsMkkH8qIm0wddtHKTXJ2SUbJik7i1eZL4FpIvKJiLR0yryklFrhdeh3gfZi1s74HDNoWcF5/qbkOCElgPXjYT+wMYnt4EMdJodL67C+7657RKQBJonoZ69tpYFZwEylVHPnwXYP5gasgOl4L8Zkn1cGZiml9v7r4KG1fbpS6iWv7XUxL/OnlFJ/ikhZjMbzQKXU7gDa+AzwNabT87xKZglyMUpLmYEPlFIXRKQi0AropEKkI++0+/uYl88EZ9sNGF3s+kBVpdQaZ+ThXcfebsB3SqndYvIt6gLfKqUOJXmSdIoz4rIRExLRWim1UUTuBTIqpRYnGrkLy/ZPDhFpill/Y6rz+QZMO/fEzHQ8irnfP8HEgEfkPSEmBrYA5pnXEHMtPysvXW1nv7yYUe/xSqlXRaQ8JhfpO2VUNPxhSxGgrPezztk+EDMSXVApdVyMwsfjwCBMqOZS518xYLL6J3Y9kPY0B2733LfBqB9/IyJZMJ3+d73rzHmP/ID5rT6ilJotIjWcbesxcp2TMPHVXylHnS6AtozGdPoeV0rN8Dghzsh/Wcws5ESgnVIqrGdeLOkTOxMQ/pwCjovXyp7O6H9PTDhzBqWUWym1SilVG5OI9BhmOrcpxlEIugPgcDXb73A6J57tv2AemC1F5EHgSeDzADsAD2GUIipiZlfGSPILbBzCLPBzr4hUAO4HuoeyA+iM2nk7AJ7QgtcwI1wPOPspzDLkHTAdpaEi0gvTcRoe7p29AHFV+b4k9j9ImLX/VUhOkvJl4DgwA7hRKdUSc19E3D0hJi8qG6aj2gIYg1FjqS9eiivOb+IApu1iRaQhUAcY5ucObmagiojcLyI3em3/GCPgcBOAUuqUUupHzMzjKkz4z73AVH85AD7Y8zf/zGp56qcekCeA9eNvsgBFgRpeo/ue98jHGAnq78SEPv2JGSQbiknGzAoM9YcD4IMtPTGDDcPF5O25HQcgSim1GiOX/ZF1ACyhwjoB4c8lzNThABG51Wv735iEWk8CoAAopbpjXvYtgN5KqcRLUgeTa9nugoTETJRS7TAxclsxL6EDgTLMmeI+hpGO+wvTSbgIjE3KEVBmwZnXMNPpJYAxIXSuPG0ehYmHHiMiNZwp52hlkpSm48SwO9d6Tik1CDPC1wsTBjNEmSTY65HvuLZ8n/cL/UtMwmRYtH9iRCSPmPAmMM5McpKUHunTqWIkKfthBg0i6p5wbPxRmcW3UEq1xoz2XuEIqH8ScJcATZVS44FP/f1sUUptwCTi/YbjgDmcxczIep7VdzthN/uAXkqp94AB/r6XfLDH4+iWEZFiSqlFwAuBqh9/47T/Ocx9W94TauN8vRiT+HsQaOTc/4eVUhOVUr2VUuOUUkmptQTKlq8w4boetaUor9/leuf9Y7GEBOsEhDHOQ2IuJr7QlahDPx8zkhTvvOgeFpHWYCQ4lVJnlVKJV6ILGr7a7nyu6WX7f5VRVPDnqNi/UEZmdY1S6qzzUN6P6QxdIHlHYKZS6nvnX8g7gE7H7mtMvPfDzjZPnS7nn8S+/MCbYuQJNyulFiql/gj30V5/47ycM4pILmUSfwdgOgrJyfe5vUeVlVIzwqn9PYhJbp6PmT0DMypejeQlKbtgOoIfOU7jlki8J1SisB+lVBuudAQSZhpFJKMzIwJ+1hX36vC9DHymnMXYROQG5xm8hn9izy8CbcSo9Hjs96u6SSrsaScihZVJCIbw0F1PFi/nvBPmHfI9RibbM+NcBKMA9CvmNxEwLf4U2DIFJ4HdeW6HfQ6A5frAOgFhhPxb5eU9MSovvXEyyL0e8JcwD2vP503AoyJSLuiGk2bbNxJg28VLSjAxXg/lg1zpCJT1Kh8rIZZxk0RyiM7fZZjY3w+cfTwvvHOARzFlD+a33loiZ3EavyImWbY5JiH2badzvE8ZhaqryfeFtY63M4v2B+a3lAcS7uNXMOtvJCdJ+T1mRiNddUQcR8ATGvQMgIjcA1Twisf26zV71e1+pdRHzjmjvZwOhbPwHCYnoyxQ23PPhYk9jwTKHn+j/kleXg80weS39MKE/7wE7FJKHVFGQnsvZkYk3dtisaSGsH25XW9I0iovXTAr52byHs0To/6TFRNzHyUm2fYjjLRUQEfQI9F2SUJKMDmcDtSjmIWVfhCRwmIWW6uLV1Z/sLnaNSgjh+d50XtGF3djFkzydILqYRycTEEzOkxwHIAWwBaMUs5FEumxqwiU7xOzkvFcTLLji1wpHzeNIEtSBgMfnViPIzBURIZg8h52qQDoiSdnTyLn8SyQUUzS9aeYWZo/A9HZDjd7/E2iEL3LSqkVSqmqGCGENsAIpdQfXvtuw+TBpGtbLJbUYp2AMMB5QHTCLCrxsVLqB8wKkxMwHbdScMUIz2XMiMN+oDRGU7YsUC3YYQqRYLtKRkrwKvsfwsTOn8DMUryPeUkmtVBHUPDlGhKFR+zHLMB2J0Yr+C7gP6EMEQsh1YBopdRiZXJm+iZuS08cr4oQ+T4xyfbzMStVtlBKLQUOiFGf8cibfkOQJCkDgZjFl+4TkYZikrE9ndlrOfJamRyBLRid7l7KD0muqbDH4zgex6xc2wuj1lZWKbUlvdnjb8QsMllDRBqISCX4t0PuNbuzR5k8ixxiFkXLjBF9OIkf7vFwssVi8SfWCQgD1NVVXuIxcmaJy2jMKN4QjArMA8okNgaVSLBdjJTgIoxj8i8FkaRwZgRGAIeB9p7R9lCRimuIxqx22xfTCa6ijBrF9UguHDUUhztE5BUndK2HiFT1dI6d0Jm/MI5tfuAJMetdhA1Ou3+LuTdbYdRnAHJj5DIBUEa5aBgmDKoGMFBE3hWRBzCO+mAVpqokTp0PxSRjjwJmiMhUSFjU6qozMyJSDRN+cb9SalMo7PFyyg9gBjtqOvYkKUMcyfb4GyfssQ0mEb8Z8LGIzBWRW70d8iRmdzwzy59gwuG+VEqdSi+2WCz+xjoBIUZMnPe1VF4S7+uJYb4XM4peORQP8kiwXXyUEkyiXAnHvtrqHwnJkJDKa9iJkXusjpllCbsXfRC5BNQRkxRcGCPvORMzEl4dmCMidb0cgWgVxvJ9TmduMUb+d6tXrPcMjDwo8s8KuqeVkaS8C7MqcqAkKf2GmPDCtzFriTTFzFqMxsStD4arz8yI0W3PgVnDIc2/3bTag+k8Cs66HenNHn/jPNPaA2uUUt9gOtCfYpzyBeKswpsUyiRB/4B593yt0igxHU62WCyBwDoBIUY5usGYUZ2nubrKy62YEIUszkN+ElBeOSvuBptIsF35KCWYBBeAHv4YRUwrqbyGDJjO78Ph+KIPMpsxeSgvYELUJiqldiilegAfAEswa0RUcO7peAlT+T75J3mzD7BWRG7xGvWNAZ4XkdzOaHC0UyZaGcnHnipAkpR+pjywxXFecGztjnHcqjmdYOCKhO4EnN/JTKXU9nCwBxNeJn581oWbPf4mL8a+hQCOE/4HJu/lOPCjiFSFK3MgvH4bXymj5OYPqdtwssVi8TvWCQgBzojkEyLyjog8ICKijI71verqKi97nf+3ESM1NibYI7yRaLtKmZSgR31npwrtGgtXkMJryODYXuk6DgFKQCm1FRMa0hW4HROb6/lugbN9FXCf1/awygHw4My0eTp2PyulDqp/8m3WYHJYholZAyDeCW+KT3QYvyfI+pkLQHbxkul1Qpu6YZLzc3ht98zedBezQrlnexz+I9X2OM7kSeWoUKVTe/zNWaCUiDzm2aCUinfeMy9hBA++FyNrGg/m+jD5H+nZFovF71gnIMg4nbUXMA/r2zDTupNEpLZSarOzTwz/vKiTU3nJSJCJZNsTo5KXEqwoYSwJ6c1VruE+p/N3PpT2hQNebdkMoz71GvCUeCVPKqXmA8swiddhj7oyyR64YsR3PGbWo4cYGVS3JJLGDFcHx4ujwLsYmd7ykPBcOYFR7fJ0bIs5f6MxbfeeXLk6bsjtwbRFerfH31zCdL5biFkDw5v1mJXP3Ri5X0941J0Epv3DyRaLxe9ERGcnveA8jFsD65VSPymlXsMkbu4BpolIE0iQG/O8qMNC5SXSbPexIx80KcHUkB6uIVR4dXw9a0Acxag87QJ6AFXFSId6mA6sDLadKSW5e8LrN7caE95UC+gkRqI3ou4FJwTrRYwi10pn22WllAKW8o/KTRkR6eKMwL4KPKECoOBl7QkuTjjXR5hFELuJyC1e32nMNXbESEw/pcwiZ+8Cj/v7+sLJFoslEFgnILhkwySb7vBscEYh38OM4I0UkRfgipd9uKi8hK3t4oN8W1KoAEkJpob0cA2hIgV1Nwd4DjiGiYt+WUQKisi9mPtzblANvwYpvSecUI94jPTjDuANzJoXEYdSaolSqh38y/E5iRNiiEl+f1JEGimlDgcyfM/aE1yUUiuAtpjfaw8Rye/13WXMb3kPJikapdRuZfJe0rUtFou/uaressXvXMbEa1YBfvFsVEqtdeIIYzArDR5VSk1zvvaovNxCaFVewtJ2+Ue+7TxmQa/MzqxFY19eevKPlGALFaIk4PRwDaEiJXXnvLDXikhFjETifRiJ2r+AgeHkPKXmnlD/KHNdEpFnMRK8q4JmdIBwHJ9ozAj3QSBOzEJXvYB7gBXWnvCxx4+MAjIDA4AbRSRBqEEpdU5EvsMJLXUc4ECGuYWTLRaL33Bpbe/VYCIi3wJVgXpKqY3eDwwRKYcJm7kTM524UURuxYQqtAjRDEAC4Wa78+J7DViplFooRjv7fmAwZpbrBSeBK7nyWYCHgM3Kf0oiKSI9XEOoSGndOSPoLk94jDOCmgm4rJS6FPQLSAY/3BMxyitfID0hIs2AfRh9/JCtj2LtCQ7Ob7QZxqH1SG3+LiIlMc+9CcEadQ8nWywWf2HDgYKE1xT+65hR9VEikk95qX0opVZhFhbZgomfR4WByksY254q+TYPyv9SgqkhPVxDqEhR3TmhUwnx8crIgZ4LJwfAIa33RLp0ABwyYjphDxEeHVxrTwBxfqPfYZzgGOADZzCqOTA+mJ3ucLLFYvEXdiYgiHhGzkXkEcyKn3uAhonDEESkP5DBE/MZDoSj7SKSA5gI9FVKTU/03V3Ad5gQpprKkcRzQpc2KKV+CrR9vpAeriFUpNe6S6/X5Q9E5CNMHlJZpdR6a0942+NPxKjt3IRRpzukzIKU170tFktasDMBQUASSfQBfwLtMKsOThaRsomSu37CSBaGnDC3PT3It6WHawgV6bXu0ut1+YNxwN1h1MG19gQJpdQZpdRepdS2UHe6w8kWiyUt2JkAPyNGdrAKEAvsVkotdbZfkSzk7FcD6I9R0XkLWOiUewCzJHxQV/WMRNtFpAKwAON8vK2UOuj1XQxGHaUbZvXfX0WkIBAXTlO36eEaQkV6rbv0el0Wi8ViCR+sE+BHHEWPl/FS9MB0kpNV9BCRnMAXmA70OWAbRqnkYFL7B4oIt705MAwTJvGhtwPiJM7+AMxTSvUPpl0pIT1cQ6hIr3WXXq/LYrFYLOGBDQfyE06CXntgjVLqG6AB8CkmbGaBiFROtL8nofa4UqoF0BKjCNInBJ3oiLXdYRQmRKI50FdEElZ+dRJnv8MoZngnOYcb6eEaQkV6rbv0el0Wi8ViCQPsTICfELOAyH+UWUnXsy0ao0U+EMiDGVVf5CiVxIfI1H8RybZ7SA/ybenhGkJFeq279HpdFovFYgk91gnwE5Gs6BHJtidGRO4DPsDYuw04AnymlDoUUsNSQHq4hlCRXusuvV6XxWKxWEKHdQL8hBOjOw4TU9/ZW7fdmaqvCowAjimlKjqKHiOA4sD9SqkzITDbY1/E2p4U6UG+LT1cQ6hIr3WXXq/LYrFYLKHBOgF+JJIVPSLZdovFYolERCQX8CEwWyk1OUjnrId5nm8HigCjlVKLgnFui8USXtjEYD+ilFoBtAWeA3o4sfae7y4DczCLbBVxtu0Ol050JNtusVgskYSzvkpf4AXgVUyYVzDO2wrjdLyhlOoLvAkME5HSwTi/xWIJL6wT4H8iWdEjkm23WCyWiEAptVop9Y5SakCwzunIQPcDxiqlzjt2nAeWAF2CZYfFYgkfrBPgZxzlnKFAG+AZoJeIPALgKHoUBOY7+4ZVLFYk226xWCyWq1IcuBFInEx+EHgy+OZYLJZQExNqA9IjSik38J2IbMQoenwgIo2IAEWPSLbdYrFY0gOONGxHIA4zWHcP5vm7Pg2HPZvM9gtAVhHJrZQ6kobjWyyWCMM6AQFEKbVcRJ4nAhU9Itl2i8ViiXCGAIeVUu8DiEg54E8RkTQ8h3dikoELJdp+l/P3dsxgj8ViuU6wTkCAceQzw0pC01ci2XaLxWKJRESkDNAaKOfZppRaJSKXgaeB71NzXKWUFpGWwCAR6auUOuU4F55nvH3WWyzXGdYJsFgsFoslfKji/L3PcQg8TANOAojIBCB/4oLJsEMp1QRAKTVfRJ4BmouIBnYBfwHxwA4/2G6xWCII6wRYLBaLxRI+xDt/RzmqbB5Gev6jlHo2tQdXSilgoOeziDwNrFFKxaX2mBaLJTKx6kAWi8VisYQPCwE3UMF7o4hEp1XPX0TqiEhzr88ZgJrAR2k5rsViiUysE2CxWCwWSwhwtPsBMni2KaU2AZ8B74hItNfuLwPH0njKFzCrBXt4F1iolPo1jce1WCwRiEtrK/dusVgsFkuwEJHbMSu03wU8AWwBZgJzlVK/OPu0hP9v796D5S7rO46/P4lGEC2BKDe5pJbQEoMkLZIQkhDFoYqidmJHynih1LEZpS0WiZfKWLVFLsIAKVLH1kio5VItdSwgDtUEPUILJZFylxOUVkLNULBcBhH49I/n2bJsric5+9s9u5/XTGazz+93dr87yZ75fX/P9/k+zAVGKSVCN46Ojo7s4PseBLy7vt4ulG5A52Tfl4jhlCQgIiKiQXUfgCnAM5QL8kmUNXoeHR19upexRfQbSScDHwf22cwpzwCzbN/TXFSDIUlARERERPQdSR8CTgIuBx4D5gBTge+2nfYocKXt55qPcGJLd6CIiIiI6CuSDqK0zJ1r+5k6dj7wddvfHsf3uQW4yPaK8XrNiSIzARERERHRVyQdAPyP7cfaxu4D5tv+2Ti+z3uAa20P3Y7ZSQIiIiIioq9JOhi43va2bpQXW5EWoRERERHR744D1vY6iEGSNQERERER0e+OA1Z3DkpaBswGzqCsIZgGPGH7wnr8jcBC4KfAocB5tkcl/QGwPzDZ9ic7XvO1wPuBHwEHAtfYvq5bH6xXkgRERERERN+StDtwBHBBx/iRlE5Be9RjbwH+Cti5Hj+eskHe79cfOQ3YU9JU4GfATyib832y7TXnASuABbYflvQy4H5J020/0bUP2QMpB4qIiIiIfnYsMBlY0zH+KuDfgXnAxbafAs4F/lTSS4GLgXspd/U/Aqy2/QPKPh1XA+8Cvtl6MUmTgJXA2bYfrsO/AHYDZnbno/VOFgZHRERERN+SdCrwDmCROy5cJe0MPALsZ3tD2/ibgJW299jMa+4CPAjMsb2uji0AVgG7tboS1dKgHwIH2H5gvD9bL2UmICIiIiL6lu1zbS/sTACqI4HR9gSg+hWgcwxJrVL4dwG32F4naWEd2xe4v70tKXA88N1BSwAgawIiIiIiYuJazCYWDAMjwCslTbH9NICktwFPA9+iLDS+QtKhlHIfKOVGL5E0yfZzkmYBSyhrDQZOyoEiIiIiYkKSdCWwwva1mzj2bmAucAewE3Cz7ZF67P3ALMoswvK2nzkeOAx4ADgAOHMTswwDIUlARERERMSQyZqAiIiIiIghkyQgIiIiImLIJAmIiIgYB5LOlHRRr+OIiNgWSQIiIiJ2kKTXAKdSWgxGRPS9JAERERE77gJK2+09ex1IbJ2kuZJWSrpR0lskTZZ0iqQLJH1F0oikg3odZ0Q3JQmIiIjYAZKWAPfWp3v1MpbYZkuBEym95FcA5wE32f4T2ycCzwLn9yy6iAYkCYiIiNhOknYCTgZOo1w4Ziagz0maDdxp+zlgH2Aa8DXbN7Wd9jDw6l7EF9GUJAERET0mSb2OIbbbMmC57SeADcBOknbtcUyxZbsA/1j/fiRwle3vdZwzA/ivRqOKaFiSgIiIhknaW9JtktZL+iVwdK9jirGTtB/wW7ZbF5T/XR9TEtTHbI/YHpX0amB/4F/aj0t6BTATuKEX8UU0JUlARETDbK8HXgespvwevrm3EcV2OhP4eNvzVhKQkqCJYXF9XN0xfgwg4JuNRhPRsCQBEQ2S9GVJL9rKOedK+nGtNY4BZfsXwHTgdts/73E4MUaSFgMP2b6zbTgzARPLYmBDx78hwDuBUdtrJO0h6a2tA5Jm1g5CfyRpmaS9mww4YjwlCYhoiKTjgBttP7OVU2cABwCzuh9V9IqklwK/CXy/17HE2EiaDHwC+EzHoYfqY5KAieEoOmYBJE0BjgWuqEPvBB5tO+Uy4Czby4FDKN/hiAlpi3ckI2JcLQFO2obzllJqxJ8cy4tLOgI4G9jX9q+OPbxo2HzgxSQJmIiWAr8GXNexprt18Z9yoD7Xth7gnI5DOwNTgBFJU4HDbX+h7fh04C8kXU4pBXuwgXAjuiIzARENkDQLWFNb0rWPnyHpje1jth8E1vJ83/FtYvtG4HJgzQ6GG81YVB9HehpFjImkacA7gBm257X/ocwOQGYCJoI9KBfw32gfrKV5fwacAlwMfKrj504AXgtcA1za+Ts9YiLJTEBEM34b+Of2gVrzfwobd6YQ8MA2lA1tygI2XuQW/WkR8J/AnpJOp/SYfw1wje3P9TSy2JLPAp/ezMVfqxxoo5kASTOBPwTuo9xtvrQuEI8eqHsCvGozxz4HbPQdlLS77auBq+tuwmskTbP9cHejjeiOzARENGM28JOOsdcBTwGd/anfzPaXiCwkSUDfq3XHc+vT3wU+aHsp5a7jGZIO61lwsVmS5gAvt7257+eW1gSklnwCq+VDG2oyB2UzsZuSAMRElpmAiGa8EtidF9aPzqHsUvl0a6BuMvRZ4A1tY7ModxDvBV4OfK+1sY2ko4G3A7cDu1I2wblN0iTgo5QLjc8D8yhJ/2HAcsri46mUuuY1ti8Z/48cW3A4sBOw1vaytvFWd5kDgVsajyo2S9IhwNeBj23htNZ3eVN3mKeTWvKJ7CHgLGCepGMozRtO6G1IETsmScCAkfRl4ANbKiWRdC5lkepv2H6qseCG2+PAhyi1O7nb/gAABDdJREFUpkh6G2W6+Q5Jk20/W6eX/x64pNUyUtJc4BJgoe0Nkm6gJgKSXg9cCMy1/bik8ykJwnO1pd1VlLKELwBH235U0snAV4ElttdKOhj4h/oe0ZzWeoCPdowfXB87Z42iRyTNAK6mJM4AKyXNsP2XbefsDVzbds5ekn4M3GD7vXXsBODTwHsp39PXNxF/jA/bT/L8mo+IgZAkYIBsZwvK3G1sxipguaRjKR1hZgJ/TrkouEvSI5S79JdR7tRT7+avBM62vaG+zinAurpu4IvAObYfr8em8nwp0CO2764dg86w3WpxNx241vba+nw/Xtj+LpqxCFhv+66O8WOA/yXfy75h+0fAQVs5Zz2l5G+TUkseEf0oawIGyxLgb7fhvKWU9pNPSnqPpDskXdXd0Ibe31A69xwIGHi77c9Q+ozvBUwDlgHvs+36M/Mp5TpXtl7E9q31gv5wSjLXvth4ETUJsD0i6WWUC5PvtJ2zgBcuRH5Tx/Hostpjfj4b9yefTOk68w3bv+xFbDH+UkseEf0qMwEDYkstKIHv2L6+NWb7QUlrgXtt31nrysfUjjLGppZd/d4mxj/Fxi3oWvYF7rf9WPtg3XF4OvDTVncRSfsCr6DcYVxQFy4uBO62/Ug9ZxfKOoQb6vNJlEWpb5U0nzKLZKLb5lBKulZ1jB9DWTvyVQBJJ1JKw/JvMrGlljwi+lKSgMGxIy0ojwK+1ESQMSa3AFMkTWold/UiYmfgTqA94fswcCtlk5s5lO5Ci3nh3eYjgXva7kAeAmD7h5JOt/2DLn6WeN5R9XFVx/gSYD1wfe0eNN/2VxqMK7ogteQR0a+SBAyO2cBFHWNbbUEpaX/K4tGbux1gjI3t+ySdCpwt6T7gJcBttr8NZRG4pI9ROpL8E/DrlM4lrf8HMyiLglsOpiwWbrkf+I/6Hld09cNEu0XAQ7bv6RjfDRipi8RPA1Y0H1pERAwLZaZ5MEj6FnBS3W22NfbHwCzbH2gb25VSA/4G2z+X9D5Kh5IvUtaIzLD9wWajjxgekq4D/s326R3jh1ISuHXAatvbsr4nIiJiuyQJGBCSvkYp9WhvQXkZcAdwREcLypW2L6znraAsSv2des73Kd1krunJB4mIiIiIrkt3oMGxCviEpDWSbqeUh5xFKQm6S9K/AncBd1NbUFaLgfNsP1ufm9I6NCIiIiIGVJKAwTHmFpR1g5t9gJvq8xdR1hY80Hj0EREREdGYlAMNMUnzgL+2Pbs+Pxq4FDiwdrSIiIiIiAGUmYDhtg6YDP+/UdHpwEeSAEREREQMtswEDDlJHwZeTCkZutX23/U4pIiIiIjosiQBERERERFDJuVAERERERFDJklARERERMSQSRIQERERETFkkgRERERERAyZJAEREREREUMmSUBERERExJBJEhARERERMWSSBEREREREDJn/A+y7ej4ywvy3AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import fishchips.util\n", "\n", "cov = np.linalg.inv(fisher)\n", "labels = [r'$\\omega_b$', r'$\\omega_{cdm}$', r'$h$', r'$A_s$', r'$n_s$', r'$\\tau_{reio}$']\n", "pars = np.array( ['omega_b', 'omega_cdm', 'h', 'A_s', 'n_s', 'tau_reio'])\n", "centers = np.array([0.02222, 0.1197, 0.69, 2.1955e-9, 0.9655, 0.06])\n", "fig, axes = fishchips.util.plot_triangle_base(pars, centers, cov, labels=labels);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can pass arguments as you would to `ax.set_xlabel` and `ax.set_ylabel` using the `xlabel_kwargs` and `ylabel_kwargs` parameters." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "generating new axis\n", "['$\\\\omega_b$', '$\\\\omega_{cdm}$', '$h$', '$A_s$', '$n_s$', '$\\\\tau_{reio}$']\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = fishchips.util.plot_triangle_base(\n", " pars, centers, cov, labels=labels,\n", " xlabel_kwargs={'color':'brown', 'fontsize':10},\n", " ylabel_kwargs={'color':'forestgreen'}\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overplotting\n", "You just pass the `fig` and `axes` you get from the previous plot, into the next one." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "generating new axis\n", "['$\\\\omega_b$', '$\\\\omega_{cdm}$', '$h$', '$A_s$', '$n_s$', '$\\\\tau_{reio}$']\n", "['$\\\\omega_b$', '$\\\\omega_{cdm}$', '$h$', '$A_s$', '$n_s$', '$\\\\tau_{reio}$']\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import fishchips.util\n", "\n", "cov = np.linalg.inv(fisher)\n", "labels = [r'$\\omega_b$', r'$\\omega_{cdm}$', r'$h$', r'$A_s$', r'$n_s$', r'$\\tau_{reio}$']\n", "pars = np.array( ['omega_b', 'omega_cdm', 'h', 'A_s', 'n_s', 'tau_reio'])\n", "centers = np.array([0.02222, 0.1197, 0.69, 2.1955e-9, 0.9655, 0.06])\n", "fig, axes = fishchips.util.plot_triangle_base(pars, centers, cov, labels=labels);\n", "\n", "# now plot a slightly worse instrument\n", "fishchips.util.plot_triangle_base(pars, centers, cov * 1.5, \n", " f=fig, ax=axes, labels=labels,\n", " ellipse_kwargs1={'ls': '--', 'edgecolor': 'red'},\n", " ellipse_kwargs2={'ls': '-', 'edgecolor': 'red'},\n", " color_1d='red'\n", " );\n", "\n", "l1, = axes[0, -1].plot([],[],'-',color=\"black\", label='Our Cool Instrument')\n", "l2, = axes[0, -1].plot([],[],'-',color=\"red\", label='Old Lame Instrument')\n", "axes[0, -1].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom Plotting\n", "You might want to get *really customized*. Then you probably just call `plot_ellipse` in your own loop. Here the outer ellipse is **sketchy** and the inner ellipse is **funky**." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '$\\\\tau_{reio}$')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(4,4))\n", "\n", "fishchips.util.plot_ellipse(ax, 'n_s', 'tau_reio',\n", " pars, centers, cov, \n", " kwargs1={\n", " 'facecolor' : 'cornflowerblue',\n", " 'hatch' : 'O',\n", " 'alpha' : 0.5\n", " },\n", " kwargs2={\n", " 'sketch_params' : 1.0,\n", " 'lw' : 1.5\n", " }\n", " );\n", "ax.set_xlabel(r'$n_s$')\n", "ax.set_ylabel(r'$\\tau_{reio}$')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ps)", "language": "python", "name": "ps" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.1" } }, "nbformat": 4, "nbformat_minor": 4 }