{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "f07fa1f2-187e-4ce0-af95-31d6120977fe", "metadata": { "ExecuteTime": { "end_time": "2024-10-15T11:48:37.539175Z", "start_time": "2024-10-15T11:48:36.084595Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "from mimic.utilities.utilities import set_all_seeds\n", "from mimic.utilities.utilities import plot_gLV\n", "from mimic.model_infer import *\n", "from mimic.model_simulate import *\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.integrate import odeint\n" ] }, { "cell_type": "markdown", "id": "82eb9f01", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Simulate some time course data from the gLV\n", "\n", "The generalized Lotka-Volterra equation takes the form\n", "\n", "$$ \\frac{dX_i}{dt} = \\mu_i X_i + X_i M_{ij} X_j + X_i \\epsilon_{il} u_l $$\n", "\n", "where:\n", "- $X_i$ is the concentration of a species\n", "- $\\mu_i$ is its specific growth rate\n", "- $M_{ij}$ is the effect of the interaction of species $i$ on species $j$\n", "- $\\epsilon_{il}$ is the susceptibility to the time-dependent perturbation $u_l$" ] }, { "cell_type": "markdown", "id": "fbc11bbc", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Model with five species" ] }, { "cell_type": "code", "execution_count": 2, "id": "3e0845a5", "metadata": { "ExecuteTime": { "end_time": "2024-10-15T11:49:05.371054Z", "start_time": "2024-10-15T11:49:05.367192Z" }, "collapsed": false, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "set_all_seeds(1234)\n", "\n", "num_species = 5\n", "times = np.arange(0, 10, 0.1)\n", "\n", "M = np.zeros((num_species, num_species))\n", "np.fill_diagonal(M, [-0.05, -0.1, -0.15, -0.01, -0.2])\n", "M[0, 2] = -0.025\n", "M[1, 3] = 0.05\n", "M[4, 0] = 0.02\n", "\n", "# construct growth rates matrix\n", "mu = np.random.lognormal(0.01, 0.5, num_species)\n", "\n", "# construct perturbation matrix\n", "npert = 1\n", "epsilon = np.zeros([num_species, npert])\n", "epsilon[:, 0] = [1.0, -1.0, 1.0, -1.0, 1.0]\n", "\n", "# create a perturbation function including a perturbation at t=2, t=3 and t=4\n", "def pert_fn(t):\n", " if 2.0 <= t < 2.2 or 3.0 <= t < 3.2 or 4.0 <= t < 4.2:\n", " return np.array([1])\n", " else: \n", " return np.array([0])\n", "\n", "# write the mu, M, epsilon, and pert_fn to a dictionary and pickle\n", "params = {'mu': mu, 'M': M, 'epsilon': epsilon }\n", "pd.to_pickle(params, 'params-s5.pkl')\n" ] }, { "cell_type": "markdown", "id": "09cde050", "metadata": {}, "source": [ "### Simulate single time course" ] }, { "cell_type": "code", "execution_count": 3, "id": "0ead4c25", "metadata": { "ExecuteTime": { "end_time": "2024-10-15T11:49:08.353155Z", "start_time": "2024-10-15T11:49:08.161144Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model parameters:\n", "Model: gLV\n", "num_species: 5\n", "mu: [1.28 0.56 2.07 0.86 0.7 ]\n", "M: [[-0.05 0. -0.03 0. 0. ]\n", " [ 0. -0.1 0. 0.05 0. ]\n", " [ 0. 0. -0.15 0. 0. ]\n", " [ 0. 0. 0. -0.01 0. ]\n", " [ 0.02 0. 0. 0. -0.2 ]]\n", "epsilon: []\n", "Using the following parameters for gLV simulation: {'num_species': 5, 'mu': array([1.27853844, 0.55683415, 2.06752757, 0.86387608, 0.70448068]), 'M': array([[-0.05 , 0. , -0.025, 0. , 0. ],\n", " [ 0. , -0.1 , 0. , 0.05 , 0. ],\n", " [ 0. , 0. , -0.15 , 0. , 0. ],\n", " [ 0. , 0. , 0. , -0.01 , 0. ],\n", " [ 0.02 , 0. , 0. , 0. , -0.2 ]]), 'epsilon': array([], shape=(5, 0), dtype=float64)}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# initial conditions\n", "init_species = 10 * np.ones(num_species)\n", "\n", "# instantiate simulator\n", "simulator = sim_gLV(num_species=num_species,\n", " M=M,\n", " mu=mu)\n", "simulator.print_parameters()\n", "\n", "yobs, init_species, mu, M, _ = simulator.simulate(times=times, init_species=init_species)\n", "\n", "# add some gaussian noise\n", "yobs = yobs + np.random.normal(loc=0, scale=0.1, size=yobs.shape)\n", "\n", "# plot simulation\n", "plot_gLV(yobs, times)\n", "\n", "# write the data out \n", "df = pd.DataFrame(yobs, columns=[f'species_{i+1}' for i in range(num_species)])\n", "df['time'] = times\n", "cols = df.columns.tolist()\n", "cols = cols[-1:] + cols[:-1]\n", "df = df[cols]\n", "df.to_csv('data-s5-r1.csv', index=False)" ] }, { "cell_type": "markdown", "id": "352d9737", "metadata": {}, "source": [ "### Simulate single time course with a perturbation" ] }, { "cell_type": "code", "execution_count": 4, "id": "c1f10f82", "metadata": { "ExecuteTime": { "end_time": "2024-10-15T11:49:10.794898Z", "start_time": "2024-10-15T11:49:10.670591Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model parameters:\n", "Model: gLV\n", "num_species: 5\n", "mu: [1.28 0.56 2.07 0.86 0.7 ]\n", "M: [[-0.05 0. -0.03 0. 0. ]\n", " [ 0. -0.1 0. 0.05 0. ]\n", " [ 0. 0. -0.15 0. 0. ]\n", " [ 0. 0. 0. -0.01 0. ]\n", " [ 0.02 0. 0. 0. -0.2 ]]\n", "epsilon: [[ 1.]\n", " [-1.]\n", " [ 1.]\n", " [-1.]\n", " [ 1.]]\n", "Using the following parameters for gLV simulation: {'num_species': 5, 'mu': array([1.27853844, 0.55683415, 2.06752757, 0.86387608, 0.70448068]), 'M': array([[-0.05 , 0. , -0.025, 0. , 0. ],\n", " [ 0. , -0.1 , 0. , 0.05 , 0. ],\n", " [ 0. , 0. , -0.15 , 0. , 0. ],\n", " [ 0. , 0. , 0. , -0.01 , 0. ],\n", " [ 0.02 , 0. , 0. , 0. , -0.2 ]]), 'epsilon': array([[ 1.],\n", " [-1.],\n", " [ 1.],\n", " [-1.],\n", " [ 1.]])}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "simulator = sim_gLV(num_species=num_species,\n", " num_perturbations=npert,\n", " M=M,\n", " mu=mu,\n", " epsilon=epsilon)\n", "simulator.print_parameters()\n", "\n", "yobs, init_species, mu, M, _ = simulator.simulate(times=times, init_species=init_species, u=pert_fn)\n", "\n", "# add some gaussian noise\n", "yobs = yobs + np.random.normal(loc=0, scale=0.1, size=yobs.shape)\n", "\n", "# plot simulation\n", "plot_gLV(yobs, times)\n", "\n", "# write the data out \n", "df = pd.DataFrame(yobs, columns=[f'species_{i+1}' for i in range(num_species)])\n", "df['time'] = times\n", "cols = df.columns.tolist()\n", "cols = cols[-1:] + cols[:-1]\n", "df = df[cols]\n", "df.to_csv('data-s5-r1-p1.csv', index=False)\n" ] }, { "cell_type": "markdown", "id": "376e2138", "metadata": {}, "source": [ "### Simulate multiple time courses" ] }, { "cell_type": "code", "execution_count": 5, "id": "1f27d67e", "metadata": { "ExecuteTime": { "end_time": "2024-10-15T11:49:13.438278Z", "start_time": "2024-10-15T11:49:12.916867Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using the following parameters for gLV simulation: {'num_species': 5, 'mu': array([1.27853844, 0.55683415, 2.06752757, 0.86387608, 0.70448068]), 'M': array([[-0.05 , 0. , -0.025, 0. , 0. ],\n", " [ 0. , -0.1 , 0. , 0.05 , 0. ],\n", " [ 0. , 0. , -0.15 , 0. , 0. ],\n", " [ 0. , 0. , 0. , -0.01 , 0. ],\n", " [ 0.02 , 0. , 0. , 0. , -0.2 ]]), 'epsilon': array([[ 1.],\n", " [-1.],\n", " [ 1.],\n", " [-1.],\n", " [ 1.]])}\n", "Using the following parameters for gLV simulation: {'num_species': 5, 'mu': array([1.27853844, 0.55683415, 2.06752757, 0.86387608, 0.70448068]), 'M': array([[-0.05 , 0. , -0.025, 0. , 0. ],\n", " [ 0. , -0.1 , 0. , 0.05 , 0. ],\n", " [ 0. , 0. , -0.15 , 0. , 0. ],\n", " [ 0. , 0. , 0. , -0.01 , 0. ],\n", " [ 0.02 , 0. , 0. , 0. , -0.2 ]]), 'epsilon': array([[ 1.],\n", " [-1.],\n", " [ 1.],\n", " [-1.],\n", " [ 1.]])}\n", "Using the following parameters for gLV simulation: {'num_species': 5, 'mu': array([1.27853844, 0.55683415, 2.06752757, 0.86387608, 0.70448068]), 'M': array([[-0.05 , 0. , -0.025, 0. , 0. ],\n", " [ 0. , -0.1 , 0. , 0.05 , 0. ],\n", " [ 0. , 0. , -0.15 , 0. , 0. ],\n", " [ 0. , 0. , 0. , -0.01 , 0. ],\n", " [ 0.02 , 0. , 0. , 0. , -0.2 ]]), 'epsilon': array([[ 1.],\n", " [-1.],\n", " [ 1.],\n", " [-1.],\n", " [ 1.]])}\n" ] }, { "data": { "image/png": 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", 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", 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dF2b5pihm7az+ug7Hj3By1ZkeUpMUpaU1LbfCdkC27fiRuo6flqrrunIOJ2EJTE5ODtu3bycSidR3F23ZsoXu3bszatQonn76aZRSaJpmzQexdCk33nhjk9ejFK2y0bZWuWJ/Utfx1VL1HYooXvk0yJxv9976uW+ujRNHOTluuJPUJL1+fZ2VbNvxI3UdP/Gq64QN7T/11FNxOBzceeedbN26lc8//5wnn3ySH/3oR0yePJmqqiqmT5/Opk2bmD59OsFgkLPOOitR4QohmmD99hi3PlFVn7ycMtbJwzelMOOGFM46xl2fvAghRHMlrAUmOTmZ559/nunTp3PxxReTkZHBz372My699FI0TeOpp57irrvu4vXXX2fQoEHMnDlTJrEToo0LhRWvfxHkg4VhlILMFI0bzvcxqr8j0aEJIToYTamO3ahWUtLyY2CyspJbvFyxP6nr+DqS+lbKmj335U+ClFdbbz5ljJOrJnvxujvf4NzDkW07fqSu46el6rqunMORmzkKIY7I5l0xnv8wwIZ865LoLuk6P57iZcxAaXURQrQeSWCEEM2ys9jg7bkh5q2MoBS4HHDhiW7OPtaN0yGtLkKI1iUJjBCiSbYUxHh7bohF66L1zcQnjHRyxekeMlJkcK4QIj4kgRFCNMquYoN/zwmwfFOs/rmjBju44EQ3/fNkVyKEiC/Z6wghDsk0FR8uDPPKZ9Y9i3Qdjh/u5PyJbnrkdI6p/4UQbY8kMEKIgyoqM3ji7QDrtlutLqP627n27M5zzyIhRNslCYwQYj+mqfj0uwgvfRIgHAGXE64608ukcc5Oec8iIUTbIwmMEKKBHUUGM9/1118WPaSXnZ9d4KWLtLoIIdoQSWCEEABEoopn3qngtU+qMExwO+HSUz1MPtqFrkurixCibZEERgjBxp0x/jHLT1GZdbvoowY7uGaKl6xUuSxaCNE2SQIjRCc3d2WYp94JEI1BdpqNq89yc9RgZ6LDEkKIQ5IERohOyjQVr30e4u25IQCOGuLgj9d1Iej3yz1jhBBtniQwQnRCobDisdl+Fq+PAnDBRDeXTXLj8+gE/QkOTgghGkESGCE6mdJKkwf+U8P2QgO7DW4438uJo1zI1dFCiPZEEhghOpEtBTEe/E8N5dWKVJ/Gby5PYmAP2Q0IIdof2XMJ0Uks+T7C39/0E45A9xyd312RRHaazO0ihGifJIERohP4cGGIF+YEUQpG9rPzqx8k4XVLn5EQov2SBEaIDkwpxcufBHlvfhiASeOcXHu2F7tNkhchRPsmCYwQHZRSihc/CvL+Ait5+eHpHs473iX3MhJCdAiSwAjRASml+PecIB8stJKX687xcvpRrgRHJYQQLUcSGCE6GKUUL8wJ8mFt8vLTc72cNl6SFyFExyIJjBAdiGlaycucb63k5fpzvUyS5EUI0QFJAiNEB+EPmvxjlp9lG2NompW8nDpOkhchRMckCYwQHcCOIoO/vFpDUZmJw27NrjtxpCQvQoiOSxIYIdq5+asiPPWOn3AUstN0/u9SH31z5acthOjYZC8nRDtVEzR59dMgn3wXAawJ6m652EeyV09wZEII0fokgRGinVFK8fWKCC99HKTKrwA4/wTrbtK6LnO8CCE6B0lghGhHdhQZPPt+gPXbYwDkZetce7aX4X0cCY5MCCHiSxIYIdqJZRujPPRKDYYBLgdcdLKHs49xYbdLq4sQovORBEaIdmBHkcHf37CSl9ED7Pz0HB9ZaTLWRQjReSVsDzh79mwGDRq032Pw4MEArF27lksuuYRRo0Zx0UUXsXr16kSFKkRCVdSYPPByDcEwDOtj57eXJUnyIoTo9BK2F5wyZQrz5s2rf3z55Zf06tWLq666ikAgwPXXX8/48eOZPXs2Y8aM4YYbbiAQCCQqXCESIhJVPPRKDSWVJt0ydf7vBz7pMhJCCBKYwLjdbrKzs+sf7777LkopfvOb3/DBBx/gcrm49dZb6devH3fccQc+n485c+YkKlwh4k4pxT/f9rNpp4HPo3HbFUkkySXSQggBJDCB2VdFRQVPP/00v/71r3E6naxYsYJx48ahadaZpqZpjB07luXLlyc2UCHi6I0vQixYHcVmg19f6qNbpi3RIQkhRJvRJgbxvvLKK+Tk5DB58mQAiouL6d+/f4NlMjMz2bhxY5PL1lq4tb2uvJYuV+yvM9f1V8vDzPoqBFj3NBret/Uvk+7M9R1vUtfxI3UdPy1V1419f8ITGKUUb7zxBtddd139c8FgEKfT2WA5p9NJJBJpcvmZmclHHGM8yxX762x1vWJDiKfeKQfg8jNSuOSMtLiuv7PVdyJJXceP1HX8xKuuE57ArFq1iqKiIs4+++z651wu137JSiQSwe12N7n80tJqlDriMOtpmvXltHS5Yn+dsa4LSgzufLqamAHHDHNw/nE6JSXVcVl3Z6zvRJG6jh+p6/hpqbquK+dwEp7AzJ07l/Hjx5Oamlr/XJcuXSgpKWmwXElJCTk5OU0uXylaZaNtrXLF/jpLXVf5Tf78Ug3+oKJ/dxvTLvShaVrcP3tnqe+2QOo6fqSu4ydedZ3wQbwrV65k7NixDZ4bNWoUy5YtQ9XWgFKKpUuXMmrUqESEKESri0QVf33VT2GZSXaazq2XJ+F0SKe9EEIcTMITmI0bN+43YHfy5MlUVVUxffp0Nm3axPTp0wkGg5x11lkJilKI1hONKf72up/1O2J43Rq/uyKJ1KSE/zSFEKJNS/hesqSkhJSUlAbPJSUl8dRTT7FkyRKmTp3KihUrmDlzJl6vN0FRCtE6YjHFI6/7WbohisMOv77MR/ccuVxaCCEOJ+FjYFauXHnA50eOHMlbb70V52iEiJ+YoXjkTT/ffW8lL7f+MEnuKi2EEI2U8BYYITqjmKF49E0/i9dZyctvLk9iZD9JXoQQorEkgREizmKG4h+z/Hy7NordBr++LInR/SV5EUKIpkh4F5IQnUkspvj7m34WrbNuEfB/l/oYM0CSFyGEaCpJYISIk2jtgN3vvrdaXv7vUh/jBjkP/0YhhBD7kQRGiDiIRBUPv1bDso0xa8zLZUmMlpYXIYRoNklghGhlkajioVdqWLk5htMBv5UBu0IIccQkgRGilf3r/QArN8dwOeG2HyYxTC6VFkKIIyZXIQnRipZ8H+GLZRE0zWp5keRFCCFahiQwQrSS6oDJzHcDAJx9rIsRfSV5EUKIliIJjBCt5Nn3A1TUKPKydS491ZPocIQQokORBEaIVvDN6ggLVkfRdZh2oU/uLC2EEC1MEhghWlh5tcmz/7W6ji6c6KZfnoyVF0KIliYJjBAtSCnFzHcD1AQVvbvZmHqiO9EhCSFEhyQJjBAt6P0FYZZusGbanXahD7tduo6EEKI1SAIjRAtZtz3Ky58EAbjqTA89u9gSHJEQQnRcksAI0QIqqk0eed2PacLxI5ycMcGV6JCEEKJDkwRGiCNkGNYdpitqFN1zdK4/z4umSdeREEK0JklghDhCr34WZO22GG4n/PrSJNxOSV6EEKK1SQIjxBFYvD7Cu/PDAPzsAh+5WTLuRQgh4kESGCGaaU+5wRNvWfO9TDnGxTHDnAmOSAghOg9JYIRohpihePRNP/6Qon93G1ecIbcKEEKIeJIERohmeO2zIBt3GnjdGr+42IfdJuNehBAiniSBEaKJlm2M1o97ufF8LznpMu5FCCHiTRIYIZqgrMrk8dl+AM6c4OLooTLuRQghEkESGCEayTAU/5jlpzpg3efoShn3IoQQCSMJjBCN9Nrnofr5Xn55iQ+nQ8a9CCFEokgCI0QjLF4f4Z15IQBuON9Ht0wZ9yKEEIkkCYwQh7G71Kgf9zLlGBfHDZdxL0IIkWiSwAhxCKGI4uHX/ATDMLinXeZ7EUKINiKhCUwkEuHuu+/mqKOO4rjjjuPhhx9GKQXA2rVrueSSSxg1ahQXXXQRq1evTmSoohNSSvHMewF2FBmkJmn88gcy34sQQrQVCU1g7rvvPr755hueffZZ/vrXv/L666/z2muvEQgEuP766xk/fjyzZ89mzJgx3HDDDQQCgUSGKzqZT7+LMHdlBF23Bu2mJ0uDpRBCtBX2RK24oqKCWbNm8dxzzzFy5EgArr32WlasWIHdbsflcnHrrbeiaRp33HEHX3/9NXPmzGHq1KmJCll0IuXVJi99bCXMl0/yMLS3I8ERCSGE2FfCTimXLFlCUlISEyZMqH/u+uuvZ8aMGaxYsYJx48ahaVZzvaZpjB07luXLlycoWtHZvPJpkFAE+uXZOOc4V6LDEUII8T8S1gKTn59PXl4eb7/9Nk8++STRaJSpU6fys5/9jOLiYvr3799g+czMTDZu3Njk9WgtPGShrryWLlfsL1F1vSE/xlfLIwBcO8WLrZOMe5FtO36kruNH6jp+WqquG/v+hCUwgUCA7du38+qrrzJjxgyKi4v54x//iMfjIRgM4nQ2vFTV6XQSiUSavJ7MzOSWCjku5Yr9xbOuTVPx4jNFAEw+1sexY9Ljtu62Qrbt+JG6jh+p6/iJV10nLIGx2+3U1NTw17/+lby8PAAKCgp45ZVX6NWr137JSiQSwe12N3k9paXV1F7Y1CI0zfpyWrpcsb9E1PXnS8J8vyOCxwVTJ9opKamOz4rbANm240fqOn6kruOnpeq6rpzDSVgCk52djcvlqk9eAPr06cPu3buZMGECJSUlDZYvKSkhJyenyetRilbZaFurXLG/eNW1P2jyn0+DAFx8sodUn94pv2PZtuNH6jp+pK7jJ151nbBBvKNGjSIcDrN169b657Zs2UJeXh6jRo1i2bJl9XPCKKVYunQpo0aNSlS4ohN488sQVX5FXrbO5KNl4K4QQrRlCUtg+vbty8knn8zvf/971q9fz9y5c5k5cyaXX345kydPpqqqiunTp7Np0yamT59OMBjkrLPOSlS4ooPbUWQwZ1EYgGvO8sqEdUII0cYldGauv/zlL/Ts2ZPLL7+c2267jSuuuIIf/ehHJCUl8dRTT7FkyRKmTp3KihUrmDlzJl6vN5Hhig4qZigef8uPacKEIQ5G9pM5X4QQoq1L2BgYgOTkZB588MEDvjZy5EjeeuutOEckOqO3vg6xbbdBkkfjJ2dLkiyEEO2BzI0uOrUtBTHe+joEwE/O8ZImtwsQQoh2QfbWotOKxhT/fMuPYcLRQx0cO0y6joQQor2QBEZ0Wm9+GSJ/j0mKT+O6c7z1t64QQgjR9kkCIzqljTtjvDPP6jr66bleUnzyUxBCiPZE9tqi0wlHrK4jpeCEkU4mDHEe/k1CCCHaFElgRKfz4kcBCkpM0pM1fnyWJ9HhCCGEaAZJYESnsuT7CJ98Z91n6+cX+kjyyk9ACCHaI9l7i06josbkyXcCAJx9rEsmrBNCiHZMEhjRKSileOqdAFV+Rc8uNi6bJF1HQgjRnkkCIzqFTxZHWLohisMON1/kw+mQS6aFEKI9kwRGdHg7iw1e/NjqOrr8NA89u9gSHJEQQogjJQmM6NAiUcXf3/ATicLIfnbOOtqV6JCEEEK0AElgRIf2/IcBdhQZpPo0pl3oQ9el60gIIToCSWBEhzV/VYTPlkTQNLjpIp/cqFEIIToQ2aOLDqmw1ODp9/wAXDDRLZdMCyFEByMJjOhwojHF397wEwzD4F52LjnZneiQhBBCtDBJYESH8/LHQbbtNkj2atxykQ+bTca9CCFERyMJjOhQthXGmLMoDFi3CshMlU1cCCE6Itm7iw7lP58EUQqOHe5g7EAZ9yKEEB2VJDCiw1i5OcqKTTFsNuRWAUII0cFJAiM6BNNUvPxJEIDTx7vomiGz7QohREcmCYzoEL5ZHWXbbgOPCy46Sa46EkKIjk4SGNHuRWOKVz+zWl/OPd5Nik82ayGE6OhkTy/avY8XhymuMElP1jj7WGl9EUKIzkASGNGuBUKKt74OAXDJyR7cTpnzRQghOgNJYES79trnQaoDitwsnZPHOBMdjhBCiDiRBEa0Wys3R5nzrTVp3TVneWXGXSGE6ETsjV1w0qRJTS5c0zQ+/fTTJr9PiMOpCZj88y3rZo1nTnAxqr9MWieEEJ1JoxOYXbt2cfvtt5OcnNyo5auqqvjzn//c7MCEOBilFE//N0B5tdV1dMXpMmmdEEJ0No1OYPr06cN5551HWlpao5YvLy/n1VdfPeQyn3zyCTfddFOD584880weffRR1q5dy1133cWGDRvo378/d999N8OHD29suKIDm7cywsI1UWw63DTVh0sG7gohRKfT6DEwH3744X7Ji2maAOzZs4cPP/yQLVu21L+Wnp7Ohx9+eMgyN23axCmnnMK8efPqH/fddx+BQIDrr7+e8ePHM3v2bMaMGcMNN9xAIBBowkcTHVFxhcGz71vbwUUnu+mX1+gcXAghRAfSrEG8S5YsYeLEiSxatIg9e/YwdepU/vjHP3LeeecdNmnZ1+bNmxk4cCDZ2dn1j5SUFD744ANcLhe33nor/fr144477sDn8zFnzpzmhCs6CKUU/3wrQDAMA7rbuOAEmfNFCCE6q2YlMDNmzGDKlCmMGjWK119/HZfLxfz587n33nt59NFHG13O5s2b6d27937Pr1ixgnHjxqFpVteApmmMHTuW5cuXNydc0UHMXxVl7bYYLofVdSRXHQkhROfVrARmw4YNXH311Xg8Hj7//HPOOOMMnE4nEyZMoKCgoFFlKKXYunUr8+bN48wzz+S0007jL3/5C5FIhOLiYnJychosn5mZSWFhYXPCFR1AOKL4zydW19GFJ7rpmik3axRCiM6sWQMIsrKy2LRpE4FAgLVr1/K73/0OgG+++YZu3bo1qoyCggKCwSBOp5NHHnmEnTt3ct999xEKheqf35fT6SQSiTQ5Vq2FT9LrymvpcsX+9q3r974JUVqlyE7TOec4t9R/K5BtO36kruNH6jp+WqquG/v+ZiUw11xzDdOmTUPXdUaMGMGECRN48skneeyxx5gxY0ajysjLy+Pbb78lNTUVTdMYMmQIpmny29/+lgkTJuyXrEQiEdzupo95yMxs3GXfbaVcsT9T9/DuvAoAfnZROrndfIkNqIOTbTt+pK7jR+o6fuJV181KYK666irGjx9PQUEBJ5xwAgDHHHMMJ598MoMHD250Of97VVO/fv0Ih8NkZ2dTUlLS4LWSkpL9upUao7S0GqWa/LaD0jTry2npcsX+6ur6sddLCEcVg3raGNbToKSkOtGhdUiybceP1HX8SF3HT0vVdV05h9Psa1CHDh2Kw+Fg7ty5HH/88WRmZtK9e/dGv3/u3Ln85je/4csvv8TjsSYiW7duHWlpaYwbN46nn34apRSapqGUYunSpdx4441NjlMpWmWjba1yRUPrtoaZu8Jqjbt6shfQpN5bmWzb8SN1HT9S1/ETr7puVgJTWVnJL37xCxYtWoRSio8//pjp06eTn5/PzJkzycvLO2wZY8aMweVyceeddzJt2jTy8/N58MEHue6665g8eTJ//etfmT59OpdddhmvvvoqwWCQs846qznhinZKKcXjb5YDcNJop8z5IoRoVUopdvsLWFWykq2VmzFMExMTpUyUUqS7M+ifNoB+6QPI8eTUXyl7ODEzhj9aQ02kBn/Uj0KR4c4k3Z2OXbf2a1EjypbKzawvW8u60jWUhcrontyTXim96JXSmx7JvQgbIQpqdrHbX0BBzS5Kg6VoGmiajk2zoWs6qc5Uuvi6kuPtSldfVzLcGVSFqygLlVIaKqUsVIrX7mNU9mi6+rrt9xmKA8Us37OEqkgVPVN60SulD9me7EZ/1nhq1hHhvvvuw+PxsHDhQk466SQA7r//fn77299y33338cQTTxy2jKSkJJ599lnuv/9+LrroInw+H5dddhnXXXcdmqbx1FNPcdddd/H6668zaNAgZs6cidfrbU64op2avyrK2q0RXA64bJLcLkCI9sQwDYoCheRX52OYMVx2Fy6bG7fNjU23EYqFCMYCBGNBgrEAyc5Ueqf0JsfbpckHy5gZ4+udXzJrw+sU+nczIH0gQzKHMThjKEMzh5BiuPBH/USNKNHaZKLQX0ihv4BC/24KagpYV7aG1SUrKQmWHH6FQLIzhV4pvVFKETZChI0woViImBnFRGGYBqYyMVSMsBE+aDlprjRSXGkU1hQQMZt+ocqRyPF2YXT2GAZmDGZr5RaW71nKrpqd+y3ntfvoldKbXqm96ZVsJVS9UnozInsUXX2Nu3CnNWhKNb2h55hjjuHFF19kwIABjBkzhnfffZcePXqwadMmLrvsMr777rvWiLVZSkpafgxMVlZyi5crGgqGFb/6RyXl1YpLT3Uz9SRJYFqbbNvx0xHq2jANNldsIr96OwX+AnbV7KSgZhe7anaRX7WdXTU7iZrRJpfrsXvomdyLbkm5hGIhKsOVVEUqqQxX4rF7GJo5jKGZwxmaOYy85O58vG0Osze+wZ5AUYt8LptmY2D6YAZlDMJpc6GhoWkaGhpFgUI2VWwiv2o7iqZ/cQ7dQZIjCYCKcMV+ZXjtPoZkDmFIxjCyPNnsrMlne9U2dlRtpyhQiF23082XSzdfLrlJuWR5stHQMFRdsmRSGa6g0L+bokAhRf5CQkYIh+4g05NFhjuTDHcGZaEyvi9bh6GM/WLU0BiQPpBMTxY7qrZTULProJ/VqTuZ/8Pv6JXS23pvC23XdeUcTrPb5MPh/TPKsrIy7HZp5hdH7s0vg5RXK7pl2Tn3eJlxV4gDUUqxJ1DE1qqtbKvcwraqrVSGKxiTM44T8k4kN2n/7vzqSBXbKrcSrG0tiJgRYmaUPYE9bKrYyOaKTWyu2MjO6p3kJuUyOGMoQzKHMjhjKE6bk6VFi/mu6DuWFS2hJnroAfU2zUZeUnecNicRI0KotqUiakTxOjx47F48dg9uu4eKcAW7qvMJxoJ8X76e78vX71deTbSar3bu4audX+z3WoY7g/P7T2V09lg2lH/PurI1rCtdy27//nOTeewecrxd6ObLpauvK128XemfPpCRWaMYnDkUj/3QJ0yhWIitlVvYVZOPTbPjtrtx2py4bG4cusPqztF1dHRsug2fw4fPkYTL5qovI2bGqAhXUBYspTxcTjdfN7on90DXDjw9W9gI49AdB339QJRShIwQbpt7v1atQDTA6pJVrCheysbyDfRK6cOYnLGMyB5JsjOlwXp3Vu9gW+VWtldvZ3vlNnZUb2d71Ta8di/prvRGx9PSmpVtnHPOOUyfPp177rkHTdMIBAIsXLiQu+66iylTprR0jKKT2VFk8MFCK0G++ZJ0nI5Yuz1LFaKlBaIBvsz/nA+2vscn2+ZQHi4/6LJ9U/txQt5JeOxuvi9fz4ay7ynw72r0ujZVbGRTxUb+u+WdA77utfvok9qXvKQ8uiXlkevLJTcpj54pveiR3JOuvm71YzwaI2pE61sdCv278Tl8JDtTSHWmkuJKoTJcydrSNawtXc3a0jVsq9zKuK5HccnAyzi152k4bc79yvRHq0lN91BVEcauOXDojiMez+G2uxmSaSV2zWXX7WR5ssjyZDVq+X2Tn8bSNO2gyZjX4WVCt6OZ0O3ow663X9oA+qUNaPL6W1uzupAikQgPP/wwL7/8MtGo1URos9m45JJL+N3vftes+Vpai3QhtS9KKe55voa122KMH+zgwVu6SV3HiWzbra9uXEhRYDfdsrJQQQcpzjS8di+GMsiv3sHWys1sqdjM9qptRMwIumadyeuaTn51Pl/mf0YgtvfGtrqm0z2pB71S+9A7pQ9eu4dvdy9gZckKTGUeMI4sTzZJjiScNid23YFTd5DqSqN/+gD6pfanX9oAuif3YGd1PuvL1tUPLA0bYUbnjGVcl6MY1+UoBmcMwaa37VmxZbuOn3h3ITUrgakTCoXIz8/HMAx69OiBz9f2JhiTBKZ9mbcywj9m+XE64OGbUhg6IE3qOk5k2z5ywViQNSWr2F07ONQaKLqbgppd5NfkU1Czk5gZ2+99Dt2BQh3wtQPpntSDKX3PYUqfcxnfdcIBWx4qwxUsKPiGbwrmoZTJoIwh9WM7Ul1pR/pR2w3ZruOnzY6BWbx4MWPGjMFut7N48eL9Xl+7dm39v4866qjGFitEvUBI8eJHtfc7mugmJ71tn9mJziNshPl29wLWla4h1ZVGpjuTTE9W/UDH+QVz+WbXPJYWfXfYK0lsmo0cbxeiKkJ5sBxDGfWDXd02N71T+9AntR99UvvisXtQysRUClOZ+Bw+JvU6nRFZow7bDZLqSmNynylM7iPd+qJjanQC86Mf/Yj58+eTmZnJj370o4Mup2ka69ata5HgROfyxhdBKmoU3TJ1Gbgr4s5UJoGoH3/Ujz9aQ1WkisWF3/LFjs/4pmBeg26bQ8nxdqF3Sh+6+rrRtXY+jm6+bvRI7kn35B509XXDYbOTlZVMcXEVNVE/laEKALol5TZpkKYQnVmjE5j169cf8N9CtIQdRQZzFlkDd6+Z4sVhb3uTJomOZ1P5Rt7f8i7vb3mXFcXLD3lpbI63C+O7TCAYC1AaKqU0WEJpsIR0dwbH5Z7A8XkTOS7vBPqk9G30IFFN00hyJNVfWiuEaLxmXYUUiUR45JFHyMvL44orrgBg6tSpHHfccfziF7/A4XC0aJCiY1NK8cKHAUwTjhriYHR/2X5E81mTlVldMnWJRCAaYLe/gN01u9jt3822qq18uv0j1pft31qsoeFzJOFz+BiYMZhTekzilB6TGJo5rE3ORipEZ9XsmXiXLFnCPffcU//cz3/+cx555BFCoRB33nlniwUoOr5F66Ks3hrDYYerzpQJ60TzVIYreGjxDJ5f/WyjZzS163Ym5p3EOf3O59Qep5HhyTzgnBlCiLanWQnMxx9/zHPPPceQIUPqnzvttNPo0qULN9xwgyQwotEiUcWLHwUBOPc4Gbgrms4wDf6z/kXuX3g3paHSgy6X5cmimy+Pbr5udEvK46iuEziz91md6oocITqSZiUwSqkDzsSrlKqfF0aIxnjvmxDFFSaZKRrnT5SBu6JxlFLsqtnJ8j3LeGTpX1hZvByAgemDuOf4GRzd7VhrudoxLQ7d0ayJwIQQbVezEpgzzzyTP/zhD9x1110MHWrNRLh+/Xruu+8+Tj/99BYNUHRcpZUm78wNAXDFGV7cTmm2F5aIEWFJ0WLyq3fgj/oJRAP4ozWUh8tYV7qWtaWrqQhX1C+f4kzlt0f9jmuHX4/DJmOohOgMmpXA/P73v+eOO+7g6quvxjStmR51XeeCCy7g9ttvb9EARcf18icBwlEY1NPGccPloNPZ7ajazuc7PuXz/E+Zu/Mr/NGaQy5v1+0MSBvExO4n8ouxvyHbmx2nSIUQbUGzEhiPx8PDDz9MVVUV27dvx+Fw0L17d5KS5FJA0Tjrt8eYvyqKpsE1Z3ll0GQnpZTii/xP+cfSR5hfMLfBa1mebIZlDifJmYzX7q2/L86A9IEMyxrBwPRB0i0kRCfW7FtHV1dX895777F161Z+/vOfs3jxYvr160fPnj1bMj7RAZmm4rkPrUnBThnjpG+u3MG8s4mZMd7eNIvHlv2dtaWrAWuG2qO6Hs2pPU/j1J6nMTxrpEzqJoQ4qGYdOTZs2MDVV19Nt27d6v/98ccfM2fOHJ566ikmTJjQ0nGKDuSzJRG27TbwujUumySXTXdkSinm7fqar3d+ad3E0F9IUaCIXTU7qawdw+JzJPGjoddw46hp5CblJTZgIUS70ex5YC6//HJuueUWxowZA8CMGTPIyMjgwQcf5M0332zRIEXHURMwee1z67LpS052k5okZ9gdUU20hje+f5V/rZrJ9+UHnrk7y5PFT0f8jB8Pv440d3qcIxRCtHfNSmBWrVrFfffdt9/zl112GS+//PIRByU6rte/CFEdUHTP0Tljgoxf6Gg2lm/g32v+xSvrX6YqUgmA1+7jvP4X0C+1PzneLnTxdSHb20XGsAghjkizEpiMjAy2bt2633iXpUuXkpmZ2SKBiY5ne2GMjxdb8wf9+CwvdpsM3O0IQrEQ7295l3+vfY4FBfPrn++T2pefDL+eywZfQYorNYERCiE6omYlMD/96U+58847ufHGG1FKsXDhQt566y1eeOEFfvWrX7V0jKIDUErx3AdBlIKjhzoY3lcum27PKsMVzN35NV/kf8b7W96hLFQGgK7pnN7rTK4Z9hNO6XmaDMIVQrSaZiUwl112GTk5OTz77LO43W4efPBB+vTpw7333suUKVNaOkbRASxYE2Xd9hhOB1x1pjfR4Yhm2FKxiVkb3+CLHZ+xdM93mMqsfy3Xl8cVQ6/iiiFXyUBcIURcNPv61VNPPZVTTz21JWMRHVQoonjpI+uy6QtOcJOVJmfl7UVNpJp3Nr3FK+tfYlHhwgavDUgbyMk9TmVSr9M5qfup2HS5j5UQIn6ancC88cYbvPbaa2zevBld1xk0aBBXXnmltMCI/fz3mxClVYrsNJ1zj5f7HbUHK/Ys41+rn+adTbMJxKzkU9d0TukxiXP6ns9JPU6he3KPBEcphOjMmpXAPPnkkzzzzDNcffXVTJs2DcMwWLVqFX/4wx+oqKjghz/8YUvHKdqpihqTd+fX3u/odA9OhwzcbavCRpiXVr7D3795lO+KFtc/3z9tAJcNvpIfDLqMrr5uCYxQCCH2alYC89JLL/HAAw8wadKk+udOO+00hg4dyowZMySBEfXe/DJEOAL98mwcM0wG7rZFxYFinlv9NC+seZbiYDFg3b35vH4X8uPhP+WorhPkVg9CiDanWQlMNBolL2//gXp9+/bF7/cfcVCiYygoMfhsiXXZ9JVneOQg2MZ8X7aep1Y8zhsbXiVsWN9TXnIeVw29liuGXE2ONyfBEQohxME1K4G56aabuPPOO7n//vsZOHAgAAUFBfz5z39m2rRpLRqgaL/+80kQ04TxgxwM7S2tL23F6pJVzPj2Hj7Z/lH9c2NzxnHj6Jv48dFXUlFmXe4uhBBtWbMSmGeeeYbS0lLOP/98vF4vdrudqqoqlFJ88803PPDAA/XLrlu3rsWCFe3H+u0xFq+37jZ9+elyv6O2YEfVdv686D5mbXgdhUJDY0rfc7lx1E1M6Ho0uq5h1+XGmkKI9qFZe6uHHnqopeMQHYhSipc+tq5cOXWsk+7ZcnltIu0J7OEfSx/mudXPEDEjAFzQfyq/m3AnfdP6Jzg6IYRonmYlMHV3mzZNE13X2bNnD0uWLGHQoEH07du3WYFcf/31ZGRk8Oc//xmAtWvXctddd7Fhwwb69+/P3XffzfDhw5tVtoivb9dG2bjTwOWES06R1pdEWVOymqdWPs7sDW/UJy4T807iD8fezeicsQmOTgghjkyzZhRbsmQJEydOZNGiRezZs4epU6fyxz/+kfPOO48PP/ywyeW9//77fPXVV/X/DwQCXH/99YwfP57Zs2czZswYbrjhBgKBQHPCFXFUEzR58SPrbtPnHucmPVkmrYsnpRSfbf+Yi945l1NeP45X179MxIwwrst4XjvnLd48711JXoQQHUKzji73338/U6ZMYdSoUbz++uu4XC7mz5/Pvffey6OPPtqksioqKnjwwQcZMWJE/XMffPABLpeLW2+9lX79+nHHHXfg8/mYM2dOc8IVcaKU4sl3ApRUmnRJ1zn3OJm0Lp5WFa9g6jvncPn7FzN311fYNBvn95vKB1M/5cOLPueUnpPkSjAhRIfRrARm48aNXH311Xg8Hj7//HPOOOMMnE4nEyZMoKCgoEllPfDAA5x//vn077+3L37FihWMGzeufmeraRpjx45l+fLlzQlXxMlHi8IsXhfFZoNfXOLD7ZKDZTwU+ndzy+c/47Q3TmR+wVxcNhc3jJrGoitX8PSZzzO+64REhyiEEC2uWQlMVlYWmzZtYtOmTaxdu5ZTTjkFgG+++YZu3Ro/U+eCBQv47rvv+PnPf97g+eLiYnJyGs5BkZmZSWFhYXPCFXGwdXesvuvoytM99MuTq1laW8yM8ejSv3HMy2N4df3LKBRTB1zCNz9cwr3Hz6BHcs9EhyiEEK2mWUeZa665hmnTpqHrOiNGjGDChAk8+eSTPPbYY8yYMaNRZYTDYe666y7++Mc/4nY37GoIBoM4nc4GzzmdTiKRSJNjbekW87rypCV+r2BY8cjrfmIGjB/sYMqxrhapH6nrg/u+bD03f3Yjy/YsBeCorhO45/j7j6i1Reo7fqSu40fqOn5aqq4b+/5mJTBXXXUV48ePp6CggBNOOAGAY445hpNPPpnBgwc3qozHHnuM4cOHM3HixP1ec7lc+yUrkUhkv0SnMTIzk5v8nkSW294opbj/+VIKy0xy0m3c+ZMcUnwte9m01PVeMTPGX7/5K3/88o9EjAiprlQemfwIV4+6usXGt0h9x4/UdfxIXcdPvOq60QnMT3/6Ux5++GGSk63Ahg4dytChQ+tfHz16dIPlq6qq+PWvf83TTz99wPLef/99SkpKGDNmDEB9wvLRRx9xzjnnUFJS0mD5kpKS/bqVGqO0tLpFZxXVNOvLaely26sFqyN8tjiArsNNU71EggFKgi1TttR1Q1sqNvOzT65j6Z4lAJzW6wwePvlRuiXlUlpac8TlS33Hj9R1/Ehdx09L1XVdOYfT6ARm7ty5fPvtt6SmpjZq+crKSubNm3fQ11988UVisVj9///yl78A8Jvf/IbFixfz9NNPo5RC0zSUUixdupQbb7yxseHWU4pW2Whbq9z2JGYoXvnUylYunOhmUE+71HUreWfTbH71xc3URKtJcaZy3wl/5tJBP6z9fbTsuqS+40fqOn6kruMnXnXdpC6km266qUmFH6pJ+39vBunz+QDo1asXmZmZ/PWvf2X69OlcdtllvPrqqwSDQc4666wmrV+0ri+WRigsM0nxaZx3vFwy3RpCsRB/mP97XljzLABHdzuWp07/F7lJ+99MVQghOpNGJzDr169vzTgaSEpK4qmnnuKuu+7i9ddfZ9CgQcycOROv1xu3GMShhSOKWV9ZrS9TT3TLJdOtYF3pWn7+6U9ZU7oKDY1fjP01t064Xe5XJIQQNHMQb2uou4VAnZEjR/LWW28lKJqDs9Wsg6LPIfs60FyJDidh5iwKU16tyE7TOW18562HlhYxIszZ+j7Pr3mWebu+BiDLk8Xjk57mlJ6TEhydEEK0HW0mgWkvvJsfgKLZOEd2JdzlokSHkxD+oMk780IAXHKKG4ddWl+OVFW4kn8uf5QX175AcXAPALqmc1afc5gx8SG6+ho/v5IQQnQGksA0kdKsS4T10O4ER5I4780P4w8quufoTBzpPPwbxCF9vuMT/u+LWyjw7wIgx9uFK4dcxZVDr6F7co8ERyeEEG2TJDBNpJwZAOjR0gRHkhgV1SYfLLRaXy6b5EHXpfWluSrDFdw1/w7+s/5FAHqn9OGOY+5iSp9zcdgcCY5OCCHaNklgmsh0WAmMFi1LcCSJMfvrEOEoDOhuY/wgOcg21+c7PuVXX9zEbn8BGho/HXkjvz/6j/gcvkSHJoQQ7YIkME2kHJkA6JHO1wKzbXeMT74LA3DZaR65s3EzKKX4x7K/MX3h3SgUfVL78vdT/skxucclOjQhhGhXJIFporoWGL2TtcAYhuKpdwOYJhw91MHwPtL60lShWIhffXETsza+DsCPhl7Dvcf/Ga9DpgcQQoimkgSmiZTTaoHpbF1IH34bZkuBgdet8eMpcsBtqiJ/IVd/eDlL9yzBptmYPvFBrh3+00SHJYQQ7ZYkME1U3wLTibqQ9pQbvP65NWndlWd4SE/WExxR+7Jw9wJu+PjH7PYXkOZK45kz/82J3U9OdFhCCNGuSQLTRGrfQbxKdfh7tCuleOa/AcJRGNrbzqlj5bLpxvJH/dy/8G6eWfUUCsWAtIG8ePZr9E3tl+jQhBCi3ZMEponMui4kFUUzalD2jn2L9nmrIqzYFMNhh5+e65WBu400f9dcfvnFNLZXbQPg8sFXcu/xM0hxNe5mqEIIIQ5NEpimsnnB5gYjhBYt7dAJTJXf5IUP997vKDfLluCI2r6wEeZP39zBs6tmApCX1J2/nvx3Tu15eoIjE0KIjkUSmOZwZUFgJ3qkDNPTO9HRtJpXPg1SHVD0yNHlbtONUFCzi2vnXMnSPUsAuGrotdx13D0kO1MSHJkQQnQ8ksA0hzMTAjvROvBsvFsKYnyxLALAdef6sMv9jg7pm13zuO7jqykJFpPmSuOJ055hUq8zEh2WEEJ0WJLANIerdjK7DnoptVKK5z8MoBScMNLJ4J6ymRyMUoqZK//Jn765E0MZDMscwfNnvUyvlN6JDk0IITo0OTI1hysL6LgJzPxVUb7fYeBywBWnexIdTpvlj/r59Ze3MHvjGwBcNOAH/PXkR2ViOiGEiANJYJqjtgVG64BzwYQiipc/CQBwwUQ3GSky58uBbKnYxI/nXMm6srXYNBt3Hzedn478mVylJYQQcSIJTHM4O24X0ttzQ5RVKXLSdc45TgbuHshH2z7k55/+lOpIFdmeHJ49899yLyMhhIgzSWCao7YLqaPdTqCozOC/34QA+NGZHpwOaU3Yl6lMHlw0nYeXPATAhK7H8MyZL9DV1y3BkQkhROcjCUxzdNBBvC9+HCQag+F97Rw1WG7WuK9QLMTNn93IO5tnA3DdiBv403HTcdpkZmIhhEgESWCaowO2wHy9IszidVF0Ha45S2bc3Vd5qIyrPrycb3cvwKE7+OvJj3LZ4CsSHZYQQnRqksA0R10LTAcZxLur2OCZ/1oDdy8+yU2PHJlxt872qm1c/t+L2FSxkWRnCs9PfpmJ3U9KdFhCCNHpSQLTHB2oCykSVTzyhp9wxOo6uvBEGbhbZ2nRd1z5waWUBIvJ9eXxyjmzGJI5NNFhCSGEAOQa2eao60Iyg2AEEhzMkXn+wwA7igxSkzRuvsiHrkvXEcBLa1/gvLcmUxIsZljmCD686DNJXoQQog2RFpjmsCejNDuaiqFHyzBt7XPisnkrI3y2JIKmwc0X+UhLknw2FAtx+9zf8tK6FwCY3HsKj582U+5nJIQQbYwkMM2haShHBlpkjzWQ19090RE1WUGJwdPv+QHrTtMj+spVR/nVO/jJnB+xvHgZGhq/P/oP3DL2/9A1SeyEEKKtkQSmmUxHJnpkD3qkFCPRwTSRUoqn3wsQisDQ3nYuPlnGvSzcvYBrPrycslAZGe4MnjjtWU7pOSnRYQkhhDgISWCaSTkzwN8+B/Iu3RBl7bYYDjv8/EJvpx/38tbGN7n5sxuJmBFGZo/muckv0SO5Z6LDEkIIcQjSNt5MpqP2fkjtLIExDMVLHwcBmHKMi+y0znvJtFKKR5c+zA2fXEvEjDClz7m8e8EcSV6EEKIdkBaYZlKODKD9zQXz2ZIIBSUmyV6NCyZ23jtNx8wYt339a15c+xwAN4yaxp+OvQ+b3nkTOiGEaE8kgWkm02klMO2pBSYQUrzxpdX6csnJbrzuztl1FDWiXPvRlXy07UM0NKaf8ADXjbwx0WEJIYRogoR2IW3fvp2f/OQnjBkzhpNPPplnnnmm/rX8/HyuueYaRo8ezZQpU5g3b14CI92fcrS/yezenReiyq/olqkzabwr0eEkhGEa3Pz5DXy07UPcNjfPn/UfSV6EEKIdSlgCY5om119/Penp6bz11lvcfffdPPHEE7z33nsopZg2bRpZWVnMmjWL888/n5tuuomCgoJEhbsfs64LKdo+upBKKk3+u8C60/QVZ3iw2zpf64tSit/P/Q2zN76JXbfzr8kvclafsxMdlhBCiGZIWBdSSUkJQ4YM4U9/+hNJSUn07t2bY489liVLlpCVlUV+fj6vvvoqXq+Xfv36sWDBAmbNmsXNN9+cqJAbqBsD0166kF77zLrT9JBedsYP6pxzvsz49l6eX/MsGhr/nPQ0p/U6M9EhCSGEaKaEtcDk5OTwyCOPkJSUhFKKJUuWsHjxYiZMmMCKFSsYOnQoXu/eGW7HjRvH8uXLExXufurGwOiRtp/ArN8eY+7KCABXnunplHeafnzZozyy9C8APHTSI1ww4KIERySEEOJItIlBvKeeeioFBQWccsopnHnmmdx///3k5OQ0WCYzM5PCwsIml93Sx+rd/l38d+dCzksfYZUfLWvxdbSkYFjx+Ft+lIJTxjoZ0L1NfOWNUlevR1K/YSPMjIX38vjyRwH4w7F3c/XwH7dAdB1PS9S3aByp6/iRuo6flqrrxr6/TRzNHn30UUpKSvjTn/7EjBkzCAaDOJ3OBss4nU4ikUiTy87MTG6pMAH4v7n38+LKF/nPOY9xOaAb1WSlu8DmPOx7E+Hh/5Sxp9ykS4aN/7siB5+n/U3909zvcFXRKq5860pWFq0E4I6Jd3DPqX9sydA6pJb+zYiDk7qOH6nr+IlXXbeJBGbECKs1IxwO85vf/IaLLrqIYDDYYJlIJILb3fQp70tLq1GqRcIEoFvtfY9eXfcxl+k6GialhdtRrq4tt5IWsmxDlP/OqwHgxvM9BP1+gv4EB9UEmmb9EJr6HZrK5KkV/+S+BX8iYkbI8mTxt1MeY3KfKZSUVLdewO1cc+tbNJ3UdfxIXcdPS9V1XTmHk9BBvMuXL+e0006rf65///5Eo1Gys7PZsmXLfsv/b7dSYyhFi260k3qezoOLZvBF/peY/dOwRcvQImWYzraVwFQHTJ58x8pWzj7WxdDejnb7423Kd1gRKuenH1/DVzu/AOCMXpN5+JTHyPHmtNvPH28t/ZsRByd1HT9S1/ETr7pOWH/Czp07uemmmygqKqp/bvXq1WRkZDBu3DjWrFlDKBSqf23JkiWMGjUqEaE2MCp7DJmeTKojVQQ0a5BxWxzI++z7AcqrFXnZOpdN6hwz7m6t3MKU2afx1c4v8Nq9/OWkv/PilNfI8TY98RVCCNG2JSyBGTFiBMOGDeP2229n06ZNfPXVVzz00EPceOONTJgwgW7duvH73/+ejRs3MnPmTFauXMnFF1+cqHDr2XQbZ/a3Lr8tjpkAaG1sLpj5qyIsWB1F12HahT6cjo4/eu3b3QuZMmsSmyo2kuvL479TP+GqYT/ulFdcCSFEZ5CwBMZms/HPf/4Tj8fDpZdeyh133MGPfvQjrrrqqvrXiouLmTp1Ku+++y6PP/44ubm5iQq3gbP6nwXA9pA1nqItzcZbXGHwzH8DAEw90U2/vDYxzKlVzdrwOhe9cw6loVJGZY/ho4u/YHjWiESHJYQQohUl9OjWpUsXHnvssQO+1qtXL1566aU4R9Q4Z/Q7A4CtwWpOcbad2XgNQ/GPWX4CIcWA7jYuPLHpg57bm38se4R7F1hXFp3V5xz+edrT+By+BEclhBCitbW/a2rbgBxfDqNzxlBq9SChtZExMLO/DvH9DgOPC2652NehbxeglOL+hffUJy8/G3Uzz01+SZIXIYToJCSBaaZJPU+nxLD+3Ra6kNZvjzHrK2vQ83Xn+MhJtyU4otZjKpM75t1aP7PuH469h7uPn46uyeYshBCdhezxm+nUnqdTWpvAEClJaCz+oMk/Zlmz7U4c5eSEkW1zUr2WEDNj/PKLaTyz6ik0NB448WFuHvPLRIclhBAiziSBaaZxXcYT0q3LqIOB/ITFoZTi6fcClFSadEnX+cnZ3sO/qZ0KG2Fu+ORaXl3/MjbNxmOTnuLHw69LdFhCCCESQBKYZrLpNnpmjQcgFm76PZpayqJ1URasiWLTrXEvHlfHHPdSFa7k8v9exHub38apO3nmzH9zyaDLEh2WEEKIBJEEpokKCjSeew4MA4Z2OxkAZ6wqIbFEoooXP7JuuXD+CW76t6MbNTZFob+Q89+ewrxdX5PkSOY/57zJ2X3PTXRYQgghEkgSmCaaPt3FtdfCG2/YGdfDmg8mWTPY4y+IeyzvLwhRXGGSkaJx/sSOecn0xtKNnD3rdNaUriLLk83bF7zPid1PTnRYQgghEkwSmCbq1cu6dvrTT+1kpQwEQNdgwbb34hpHebXJ23Otq45+eJoHt7PjdR0t37OU4/91PDuqt9M7pQ/vT/2EkdmjEx2WEEKINkASmCY6+eQYAF9/bcdQDoK4AFhZ8Elc43j1syChCPTvbuP4ER3vqqMv8z/n/LfOpjhQzMjs0fx36if0Se2b6LCEEEK0EZLANNHYsSYpKYryco2VK3VMZwYA6wvn44/64xLDloIYXy2PAHD1ZC+63rFaX97a+CZXvH8JgZifSX0m8c4F78sNGYUQQjQgCUwTJT/1KJPCHwDw5Zd2HG7r/kwe08+sDa+3+vqVUrzwYRCl4ISRTgb26FgDd59Z+SQ3fvITomaUC/pP5f0fvk+SMznRYQkhhGhjJIFpIq2qkjPC1niXL+dEUQ6rBSbTBs+sehKlVKuuf+GaKOt3xHA6rLEvHYVSij9/ey+3z7sVheInI67nqTP+hcvuSnRoQggh2iBJYJoo8KvfcsaoPQAsXuYiaqQAkOtwsL5sHfML5rbauksqTJ77wLrT9HnHu8lM7RhfX9gIc9NnN/DwkocAuG3CHdx/wkNyawAhhBAHJUeIpnK76fvh4/SzbSWGg92f7gTguOwhADy98slWWW0orHjwlRoq/YqeXWycd3zHuGy6PFTGpe9dyBsbXsWm2fjLSX/n1+NvQ9M61rgeIYQQLUsSmObo1o2TzrKu/Fm/JQuAcWl9APho2wdsr9rWoqszTcVjs/1sLzRI9Wnc9sMkXB3gsumtlVs4e/bpfFMwjyRHMi+f/QZXDftxosMSQgjRDkgC00wnXWKNffmu5igAMgq3c1L3UzCVyXOrn2nRdb3+eYjF66PYbfCby5PISmv/X9vC3QuYMmsSmyo2kpfUnf9O/ZhTe56W6LCEEEK0E+3/SJggJ5wQw2ZTrK0eCoB96wpudJwIwMvr/t1il1TPXRnmrdoJ624439vurzoylcljy/7OhW9PoTRUyqjsMcy56HOGZg5LdGhCCCHaEUlgmiklBcaNMyipsbqQNJ/i4ml/pY87j8pwRYtcUr15V4yn3rEG7Z5/gpsTR7XvK3LKQ2Vc9cFl3LPgDxjKYOqAi3n7gg/o4uua6NCEEEK0M5LAHIGTTzYoqbYSGJVpx15Tw82fVABHfkl1KKz4xyw/0RiMH+Tgsknte9Dud4WLmPT6RD7ePgeXzcVDJz3CE6c9i8/hS3RoQggh2iFJYI7AKafE2FzUD8PU0dwxoscM5dp5fnxRjfVl6/hq5xfNLvvfHwXYXWqSmaLxswvb72y7ESPCg4vu57y3J7OzJp8+qX35YOqnXD3sWrnSSAghRLNJAnMERo82cXo8bCwcAEDg4d/gy+3LtUutlpfff/krAtFAk8tdvC7CZ0siaBr8fKqPJE/7/JpWFa/gjDdP5i/f/ZmYGeO8fhfyycVfMSJ7VKJDE0II0c61zyNjG2GzwYknxli5Y6T1f/tOKl9/m7tW55BXBZurt3L/uz9rUpllVSZPvWslPece52J4H0eLx93awkaYP397L2e8eTJrS1eT6c5k5unP8fQZz5PiSk10eEIIIToASWCO0MknG6zYYbUo2KtXY/bqjfaf//L0t9bA1JlFb/HtU7+GRoyHMU3FE2/7qQ4oenezcemp7e9WAfnVOzh79uk8vOQhDGVwXr8L+fqyRVww4CLpMhJCCNFiJIE5QqeeGmNV/ggAYiWrATAGDeaof3/HDXusye1+XvY06vofolVVHrKsD78Ns3KzdZ+jmy/yYbe3rwP+1zu/5PQ3TmRl8XIy3Zk8e+a/eebMF8j2Zic6NCGEEB2MJDBHKC9PkT3QmsPEHdkAZhgAlZzC726fTz8yyU+FW7X3ST/tROxLvztgOet3xHj5kyAAPzrDS/dsW3w+QAtQSvHP5f/gB+9dQFmojFHZY/jkkq85t98FiQ5NCCFEByUJTAu44roulPvTsOsxCr/fUP+8z5nE3y98FR2dF0bDe+6tpJ1zBt5H/gKGUb9caaXJw6/VYBhw9FAHpx/lTMCnaJ6aSDU3fnItf/rmDkxlcumgH/LuhXPontwj0aEJIYTowCSBaQEjRip2VFndSAs+WNfgtQndjmbamF8AcO3FDubnxvDdfw+pU89B37WTSFTxl1drqKyxbtL48wt97WasyMLdCzj59eN5a9Ms7LqdGRP/wqOnPoHH3v7G7gghhGhfJIFpIck9hwPgL1jD7t0NE5BbJ9zO+C4TKLdHmXStnf+Mc+FcMJ+0k4/juTs/Y0uBQbI9yq0Ty3Hbmz/5XbxEjAj3LfgT5781mR1V2+ie1IPZ5/2Xn4y4vt0kX0IIIdo3SWBaSPYAaxzMiO4r+ec/G3YBuWwu3jzvXab0OZcIMa44N8w9l+Yyu9dFfO4eh27GuGv2VQydNILMgb1IuepyPE8/gW3d2kZdvRQvhmnw7e6FnPnmKTy67GEUiksH/ZAvL/2GY3KPS3R4QgghOpGEJjBFRUXccsstTJgwgYkTJzJjxgzCYWsQbH5+Ptdccw2jR49mypQpzJs3L5GhHlYsyUpgRvVcwYsv2iktbdgS4XV4efbMf3PjqJsA+HvfATxx/J0A/LTmPUamVqGcTvSqSlxz3ifpjtvIOOkYMof1x3ffn9DKy+L7gWptrtjIs6tmcs2HVzD4uT6c+9YZrCldRaY7k3+d+RL/mPSkzO0ihBAi7hJ2a2OlFLfccgspKSm8/PLLVFZWcvvtt6PrOrfeeivTpk1j4MCBzJo1i08//ZSbbrqJDz74gNzc3ESFfEixpCEodLJTSkhxFvHMMxncdlukwTI23cY9x99PWmwc33xxDKBjZHzFyNvOp9x7LcRi2FetwDH3a5zzvsLx7QL0kmK8jz6M+/lnCU67hcBPfwZJSa3+ecJGmNvn3sqLa59r8HyyM4Uzek3mT8dPp4u3S6vHIYQQQhxIwhKYLVu2sHz5cubPn09WlnVDxFtuuYUHHniAE088kfz8fF599VW8Xi/9+vVjwYIFzJo1i5tvvjlRIR+azYvh7Yc9sJFRPVfwzDNnMm1aZL9cY+cegzULJmFTigrXPJbbf8Lk2Xm8eNarDMkcSmzMOGJjxhG85VcQieD87BN8D0zHvnY1vhn34nn6CYLX/5zomHEYAwZidsuFFh53UlCzi2vnXMnSPUvQ0Dg+byIT807ixB4nMyp7DHY9YZuNEEIIASQwgcnOzuaZZ56pT17q1NTUsGLFCoYOHYrX661/fty4cSxfvjzOUTZNLHkE9sBGJo1dxkcrJ/Poo05uv31vK0xJhcn9L1ZTE1T0727j0vMG8JNP8thetY0ps0/jidOeYXKfKXsLdDqJnHU2kTPPwvX2LLwPTMe+dQu++++pX8T0JWEMGIDRqw9mbh5mXh5GbnfMXr2IDRoCzqZdkv3Nrnlc9/HVlASLSXOl8eTpz3Jqz9OPuG6EEEKIlpSwBCYlJYWJEyfW/980TV566SWOOeYYiouLycnJabB8ZmYmhYWF8Q6zSYzk4VA0m6mnruDW5+Ef/3AyeXKMsWNNqvwm01+sprRKkZet87srkkj2Duaji7/gJ3OuYn7BXK7+8HJ+e9TvmTbmFw0vRdZ1wlMvIXzuBbhf+w/Ojz/EtnEDtm1b0f016MuX4Vi+bL94lMtFbMQoouPGExs7ntiAQZg5XVCZmdaNnPZRESrn+TXP8sCi6RjKYFjmCJ6b/BK9U/u0cq0JIYQQTddm+gIeeugh1q5dy5tvvsnzzz+P839aDpxOJ5FI5CDvPriWvqq3rrwDlRtLtgby9kpZyYUXRnnrLQc33eTmwzl+Hni1hoISk8xUjTuvSibFZ42fzvRk8sZ5b3PHvFt5bvWzPLj4fp5b/TQ3jr6JHw//CcnOlL0rcDoI/+hqwj+62vp/JIJt21ZsG75H37kD265d6Lt2oRfsxLZ5E3pFBY7vFuH4blGDOJWuozKziOVk83lfned6l/FO+m7CugnAD1JO5K8T/oI7pRck8KroQ9W1aHlS3/EjdR0/Utfx01J13dj3a0ol/jrdhx56iOeee46//e1vnHnmmdx9991UVFTwt7/9rX6Z//znP7zyyiu89957CYz0MPz58E5P0GyUnuZn+EgXhUWKC35eQqUZJMWn8+ivu9Cz64HvMP3vFf/mD1/8gR2VOwBIc6dx84SbuX7c9XRP6d60WJSCTZvg22+tx6JFsH07kZIi5veA9wfCrCGwLX3vW0YUwa8WwDXLa/MWtxsGDIDu3aFbN8jNtf7WPbp2tR5ud7OqSwghhGiuhCcw9957L6+88goPPfQQZ599NgBPPvkk8+fP58UXX6xf7tFHH2XFihU8++yzTSq/tLS6RadS0TTIzEw+cLlKkfFFL/RYBeXHzOXDhWP542Nheo6uxqbDXT9OZnCvQzd6RY0osza+zt+XPMymio31z4/JGcuUvudydt9zGZA+kPJQGdsqt7K1cgv51flkebIZnj2CwRlDcNlc9e+ridSwvmwta0pW8+XOL/hyx2fURGvqX0/RPFyij+bqwGDGlbmx7dyJbdNGbFs2o0WjjaoTMy0Ns0cvjN59MHr3xujdB7NHT8zMLFRWFmZmFrhcEImg79qJbddO9Px89LJSlNuN8nhRHg94vSi7HXS9/pGanUZ5ahZGl27Wc6LVHHLbFi1K6jp+pK7jp6Xquq6cw0loF9Jjjz3Gq6++ysMPP8zkyZPrnx81ahQzZ84kFArhrj27X7JkCePGjWvyOpRqnbngDlyuRix5OM7yediqV0PaYHqODgBQ8F0Geb9Wh43Frju4dNAVXDzgMj7Y+l9mrvwni3YvZNmepSzbs5TpC+/Ga/cRiPkP+H6H7mBg+mC6+bqxsWID26u27bdMlieLU3uezum9zuT0XpPxOqzB0g1KjMXQd2zHvnUzemEheuFu9KJC9KIi9D21j6JCtEgEvaICvaIC+6oVB68vrw+CAbRmfBnpgPJ4ahOkvhi9emP07GklTT17YXbtilZdjV5SXPsoQauoQAsG0AIBa73hMEa/AUTHTyA2clTzW42iUbDbO3R7dGv9ZsT+pK7jR+o6fuJV1wlrgdm8eTPnnnsu119/PVdccUWD1zIyMjjvvPMYOHAgP//5z/niiy944okneP/995s8D0xJScu3wGRlJR+0XN/6W/HmP8n2lJ/xkzm/wzShdH0KK79I48orIzz8cLjJ6ywKFPHR1g/4YOt7zN35FVHTahnp4u1K79Q+9EjuSZG/kFUlK6gIV+z3/hxvF4ZkDGV81wmc3utMRueMRddaoDVDKbSKcvTCQmw7tmPbvhV921ZrXM6uXWilJehlpWix2N63uN0Y3Xtg5nXHzMpGi0SsBCMYRAsGIGaAaaKZJigTeziE2rGjQRlHHLbDQWzkKGIDB1vricXAiKHFDJTNBnY7yukEhxNMw0reCguxFRagl5RgJqdgDBlKbNhwYsNGYPTshW1nfm3L1SZsmzeB3U5swCCMAQMxBg7C6NUbraK8dpzSTmwFuyAYRHm9VsuTx4tyu9FCIbSaarTqautvOIxyOMDuqI3JgdF/ANGjjyU6Zhzsc6WeVlKCY8li7MuWoPlrwGa3PovdBk4XRm4eZvceVv3n5u13hdpBt22lrFjKy9EqK1HJyZhZ2eDz7U3kYjHrc+3Yjr4zH02pva1rbjc4HGihIARDaKEgWihkvZ6RgZmRiZmRiUpORgsE0Px+a301Ndb/a7cPggG0QNB6f9D6SyiESkomNmo0sTFjMfr0O3xLnVIQjaJFwhCO1P4NoxkxVG2dYbejdBt6RTn67gL03QXYCnejlZZa5dtsYLNZ24uuW/VQ+1fZ7Zg5XTC7dsPslouZm4tye9D8NdZnqqlBDwVI69uDEmcyyt2Ie4eFw9a4tqJClC8JlZy892Gzo1F7xDBN6xGNoUUj1ueMRtGqq6zfYmkpelkZmr8Go2cvjIGDiPUf2HBuqbrvu6IClZSESk1rWKf7ntxs3w4OB2ZaGio1DZWejpmWjpmRaW0fB6h7rarSOsEIh9HCIavuIxHrBrf7HvlsNsxu3TDyeux3wqFVlGPbshlb/g4IBq3W4kgYLRKF+m3PY73P7SZFi1GzowCtrAy9ohyA6OixRCccg9mnb8MTEtO0TtZKijEzs6xtfZ/filZSgn3dGuzr1qDv3IkxaDDRcUdhDBy0t55ME9vmTdiXLMa+4XtiQ4YSOeU01P9cdXswWnExtsICjNzuqIyMBvFpVZXYly/DvmwJtp07iQ0eTGzkaGLDRjTYH9SLRvf57kvRS0vAMGq3nxTMpGRU7XelxWLW/jAWQ/P70UtLrJPC0hK08jLM3O7Eho8gNnwEKj1j/7gPc3xsrLpyDrtcohKYmTNn8te//vWAr33//fds376dO+64gxUrVtCrVy9uv/12jjuu6dPVxzuBce96keS101hedRz/t/IVThrtZERWMhddZG0gDz8c4sorG9c1cyDVkSp21+yme3KP+paTOkopdtbks6p4JUWBQgakD2RIxjAyPZnNXt8RUwqtsgK9rBQzOdX6ATey9aK+rneXoeXnY9u6BdvWzdi2b8eWvwN9x3Zs+dvRKypQLhdmVjZmdjZmVra1M/X6UF6PlSRoOva1q3F8twi9pKSVP3R8KLud2KjRGN174lixDNu2rY1/r6ahvD40Ze496JkmmsOB6XSBw0qYtGgUraL8gN2JyuOxdu6ajr4rH22fO6wnipmcQmz4CND1+iRQr66GQAAtFrV2zG0gzn2ZaWlWopOVjfL5rO3Wl4Ryu6wu3Q3rsW3dYiXbrcTo3gOVkrr3pGOf71vpupWYZGRaB+bt2xp1QqE8HisByMhEi4TRS0vRysuadTJi5HTB7NETUNi2bEYvL29yGQdjZucQHT8BlMK2bYv1+YLBhstkZGDmdEErK8O2p+jA5SSnEBszDmw69qVL0CsrGryuNI3Y6DFEJp1BbNx4VN3vzGYDU2Ffs6r+oot9f8vK68Xo0RMzN886Sdi44YAt2cpmwxg4GDM1Fb2yAq2yEq2yEt1fs9+yLcHo3oPISadQc/9D4LGS8E6TwMRLvBMYf8ESeq85hcpoOncUreKOHyVjt2s89JCThx5yYbcr3ngjyPHHt62daFvU6B9DKGSNsWlMYqQU+rat1k5i1859zrhtKN0GykSLxiAaqd+Jm126YnbtitE1FzOnC3pJMfY1q7CvWY197Wr0XTsxu/cg1n8ARt/+GP36oxkxbN9/j23j99i/X4+evwOVkYmRl4eZ2x0zLw+VlGSdPQb8VstCMIjyeKyz3uQU6wzJ6bR2+NGoFVMgiH31ChwLF2Ar3L3fx4sNGkx07HhUTpf6MymMGFogYI092pmPbddOtFCoyd+Hcrmsg1x11QHfr5xOq0uvR0+U3W61JgUC1rLRiNXS4PFYZ8duN1owhFZWil5eZh00g0FrHT4fqvas0EpCrTFSyuOF2jNr5fagvB5we9D2FOFYvgz76pXN+1w2G7hcVkuGYYARA8NAi8UwU1Ixu3Xb25qSlW21ENQup8ViYKq9LQfKtLpV9xRZLXcFBehVlQ3qSCUlodwebGWl1rbbSGZKKmZenlWnNdVoVVWHHKemnE6r5c7hsFrNMjLrW7yUx4Nt21Zr2ywpPuj7tYNc+ancbow+fTF69QFloldUWIluRQV6edlB31f//rrtwOmy6t7ptH6HUPs71iAawVZQgBY4cHe50bUbZq/emElJ4HDWt1CiFFo4DLUtfVo4hCM9jbAvGTM9AzM9HS0YwvHdIuwrlh0wVmWzodIzrM90gITL6N2H2JBhGHl52NetxbFsidVd/T91FBs5mtigwTiWLsG+ZtUh66TBezUNlZGBXlp64M/eszfRsWMxe/TCtn4tjuXL0Iv3HLw8XW/Q2ondXr8N6dXVaP4alKaDo7b10WaH2hMUM8tqhVIpqdi2b8O+aiW2Hdvqyy77ZglG/wGAJDAtLp4JTCismP78Hh7vMwibZrJj/Do86XmAtW+74QY3b7/tID1d8eGHfvr27dBVf8Ra6sfQISmFnr/Dut3E7t3ERowkNnac1dzfiPdqxcXWgWGfAdOaBhkpbsqKyiAcRYtGUFrtji89Y2/ztFLg99ePOSJmYPbqhdml65ENtI7F9h7EmiMaxfb9euxrV1tntsnJmEm1iaDHYx3cHA6U3QEOO8rhtBLf/5kTqcXV1KBFwqik5PquCE2DrMwkSjfno+2uHWNWWlLbhVZjdaMFAhjdumEMHIwxaDBmTpf9k/RQyEqm9u3GquviamxLZ1kptg0b0AJ+a9B93UHO67UG3peX1Xc/ABh9+lozgB/su1bK+gwlJfVdFsrlthKnzExrW2rsGDSl0MrLrBbX/HxQCqNvP4zefQ7cRXWgz3eo/UgohH3FchxLv7MS8D596y9CwOGwWiXLy60upT1FqKQkYoOH7n87l1gM2/p1OJYsBtMkNnYcsaHDrTJq6bsLcH7+Kc7PPsG2ZTOYhtXFF4uBaWL07Uf0qKOtcXrjxlu/5VAIW4F10YNt107MrCyiY8ajsrP3qye9cDf2lSsgEkalpKJSUzFT01CpqVZZLbida5UV2NesRuk2Yscc27i6bkr5ksBY4pXAmKbiL6/6WfJ9lBfGT6KHexOVY94kknVG/TLBIFxwgZdly2wMGGDwwQcBUuU+iAclCUx8SX3Hj9R1/Ehdx0+8Exi5LrWFvDAnyJLvozjs4M4eCYC9ckmDZTwe+Pe/g+TmmmzcaOOnP/XQgmNThRBCiE5DEpgW8MGCEHO+ta4uummqD3ePSQC49uw/6V6XLooXXwzi9Sq+/NLONdd4aMHxaEIIIUSnIAnMEfpwYYh/f2SNWL/idA/HDHMSzjkbpdmx16zG5t+433tGjDB58skgLpfi44/tTJrkY/Fi+SqEEEKIxpKjZjMppXj10yDPfxhEKZhyjItzj7dmwFWODKIZJwHg2vPOAd8/ebI1BqZPH5OdO3XOP9/L4487aMUrJYUQQogOQxKYZjAMxVPvBHhrrnUJ5KWnurlqsgdtn1H/4ZwLAHAWHTiBAasl5tNP/VxwQZRYTOPuu91cfrmHVavkaxFCCCEORY6UTRSJKu56uoTPl0bQNLj+PC9TT2qYvACEc85BaTYc1SvQA1sOWl5yMjz1VIiHHgrhcim++MLqUrriCo90KwkhhBAHIUfIJnrl0yDfrAzisMOvL/MxaZzrgMspZybR9BMBcB2iFQasS8auvjrKZ58FmDo1iq4rPvnEztln+7joIg+LFsnXJIQQQuxLjoxN1CfXxsCeTu68KomjBjsPuWy4ywUAuIreblTZAweaPPlkiG++8fPDH0aw2xVz59o55xwf11/vJj+/495AUAghhGgKSWCa6MRRLp78XVeG9HYcdtlwzrm13UjL0AONv09N376KRx4Js2iRnyuvjKBpirffdnDccT6mT3dS0zq3thBCCCHaDUlgWpFyZhFNnwiAa8+7TX5/9+6Khx8O89lnAU44IUY4rPH3v7s46igfv/udi4ULbXLVkhBCiE5JEphWFs45HwBX0VvNLmP4cJNZs4K88EKQPn1MSkt1/vUvJ+ed52XsWB933eVizhwb69bp+A983zMhhBCiQ5EEppWFc85FoeOoWooe3NHscjQNzjorxvz5fl59NcCll0ZJTlYUFOg88YSTq67yctJJPvr0SWbYMB8XXujhP/+x8z83SBVCCCE6BElgWply5RBNPx44/NVIjWG3w6mnGvzjHyHWrKnh+eeDXHJJlFGjDNLSrLtnFRfrzJ9v55e/9DBqVBJ/+IOLLVtkALAQQoiO4wjuXS8aK9zlApzlc3HteYtg75tbrFy3G6ZMiTFlyt47QlZUwI4dOl99ZeeFFxzs2KHz1FNOnnrKyciRBiNGGAwfbjJsmMmwYQbJh7/hZ5NFoxAO73/HeSGEEKKlSAITB+Gc80ha/1scld9hr/iWWNrRrbautDRISzMZOTLCtGkRvvjCxr/+5eTTT22sXGk99pWUpMjJUXTpYpKTo7Dbobpao6oKqqo0QiGNLl1MevZU9Oxp0quXtZzbDR6PwuUCmw3WrtVZssTG0qU6q1bZCAY1+vQxGTPGYPRog9GjTUaPNnC7W+2jCyGE6EQ0pZRKdBCtqaSkmpb8hJoGWVnJTS43ac1NeAr+TTTtGCrGf2QVFEe7d2t8952NNWt0Vq+2sWqVzu7d8e1BdLkU48cbHH+8wQknGIwZY2CzgWFALAamaf07GtUwDOvfyclJFBb6CYUgFIJwWMPhgKwsk8xMRWqqVZWbNuksWmRj0SIbixfrxGIaEyfGOPlkgxNOiJGebsWgFBQXa2zfruH3a3Tpouja1SQt7dBfid8PRUUae/bo2O2K7Gwr8fN4ml4PNTWwc6dONAq5uYqMDNWim4NSzdu8mrttdybBIJSWapSU7H34/RrRqLUNx2IasZhVl5oGur73u6jbvk3Ten7SJBcjRlRjP8hpZDgMTmfcdxUHpBRs2aJRXKyTnW2Sna1ITj7y2MrKYMUK68TKMKB7d5Pu3RV5eSa5uQrH4WerOGi8FRVWd3ppqUbPnl6czhoyMxX6YXZ7VVWwdatOSYlGRob1W8/Otk7WlLJ+v4WFOkVFGmVlVgXUfde6bu3nfD7r5NB6gMNhrddmsx4Ox6HrLhaz4khNtZY/HMOAbds0vv/eqsfsbEVWlklWlrWPjMWsbTcY1AgGraEI6ekKr3f/OKJRqKjQcLvVIVvot23TqKnRGD5876WwLbUPqSvnsMtJAtM0zf2C9FABGfPHoJlBKkf9h0jOOS0XVDNVV8OePRpFRXrtXytxSEmBlBTrx+fxWMnP9u06O3ZYf0tLrZaZcJjah0a/fiZjxxqMHWswbpxBRoZixQoby5fbWLZMZ+lSG3v2tHzCZLNZO5ZA4OB7A11XDBtmEolAfr5+wGVdLkWXLgq3W9XvjMD6MRcV6VRXH7j8pCRFVpYiOXnvziopyWrJMs29j3AYCgp0du7UKCtrWA8ul6JrV0Vurknfvib9+pkMGGA9MjIUJSVW4rRnj0ZxccODZ0mJTkXF3h1T3d/kZMjLsw4GublWsldZab2n7gDs8cCAASYDB1rr6t7dpLjYx/z5YVautJLdkpKGseq6tU34fNbOz+ezDjLhMA22Cbvd6uL0eq3WOrfbqhO73dp52+3W+5xO6/M7neDxQGamWX/AyM5W1NRobN6ss2mTzpYtGvn5eu1BYu/7TBP8fg2/3/obCFjl+nzWgcTrtZaLxahNNKztvC7Rq0sy7HZrh52SouofVVUaBQU6u3ZZf8vLWzabSEtTTJ4c45xzovTvb7JkiY3Fi61EfN06Hbcbevc26d3bpE8fRffuZv3v0uu1vgNdb3gSEApZ32/dtlJcrBEO1x1o9+606pKsuofXCzk5Zn1ynpysWLvWxnff2fjuO32/7dbttr6jrl33Jhzdu5ukpCjKy63trLTUOsgbhvW9W9+9dTBdudLG9u2H3ic4nXu3H7cbMjKslmDrYW3bJSXWfsnaR+kUFFifORrd/7uy263PlpVl7Tfcbuuvw6HYs0dn2zaN0tIDx5SSoojFDr2vaSy3W9V+pyZ9+1qfac8ejQ0bdDZu1Nm8WSca1dA0RXq6dZKTmWltzy6XVRdOp7U9b9hg/T5CoabH5XJZZaemKvx+jfJyKykB67c+dqzJpEkxJk2KMXKkyZYtGu+95+C99+ysXm1D0xTffOOnXz9ru5IEpoW1lQQGwLvpHnxb/0LM25/yY78FvZmnF+2QUrB5s8a8eXa++cbGvHm2/Q6O+7LZ6g54Gi6XWXvAsn5w4bC1Y9w3qXC7FWPGGBx1lMGECQa6Dl99ZefLL218/33DUxhNU+TmWjvoPXv2TygOxuu1kpxYzGrFac4Oo05qqsLhUIesA9E2OZ3WATAryzqoJCfvm5yp+jNmpaxH3VxNNpu1/7DZrETryy8d7NmTuM/RVHWJdmnp3oNcS+jb12TUKKt7eedOjZ07rYQxEjnydaSmWt+R36+zZ49CqcaVmZ1tdZWXlx84GUpOtrrds7JUfQJpmlptAgk1NXsT6mAwPk1oHo9iwABrX1l3gvO/J16aZiW/0SgHTPAOxeezkpw6NpvijDNiPP54qH68oyQwLawtJTBarIqMeaPQo6VUD/4boR4/abnA2hmloKxMQ9dVfbOqzWYdBOp29Ier63AYysutH2mvXibOg9zZoaDA6j5LTlb06mW1Suy7bChEfQtUJKI1OPDY7dCli0nXrqrBoGSlrBas4mKrWd3vt3Za1sM6G963ydhmg27drHX36GGSkrL3MxQV7T3Lr2tt2LTJOgsLBjWSk62zxrqme6t5eO8jI0Ph8Vg7Jo/HOjurrNTYuVPbp9VHIz3d2pnXHXirqjQ2btTrz/p27dLo319nyJAIw4ebjBxp0L27avCZlbLOnvdt8YjFqD+brTsz3LfJ2ur+a9jNYu1Arc8fjVotN4GAlZhadWo93G7o399qlerXzxqDZdWbRiRifXeaRn3LV1KS1SoRiTSMMRxu2AJgs1ktbXXfs1JWTHXjvyorre0qKclKdutaGHJzzfpuyyOhaZCensx//xvgvffsvP++ndJSjZEjzfokfOxYg1AItm3T2bpVZ9s2q3UhELBamQIBrX7ep323M6cTMjP3bi9ZWVad1H2H+36X+27rfv/eercSe43+/a14jjrKGvxf97sJBq1tv6hIo7DQ2nZ27bLiq6qyul7qWg3S063WtrrvPBrVsNutVtGRIw3S0vavH9O09g/BoLWN1G1HJSVWS/COHXtbW7Ky9o7P69XL+q66dNnbylK3H9m9u5o9ezQKC63trG4bqms9zMra2yryv7/1uu4ou906ifH5Gv9d17WO1XUfGob12bZu1dmyxXrk5+tkZVmtoYMGWX+7dNnbklVWZv0NBKxtv67lG6zfx+DBBj17qv26m8Lhvd1Bdb/Nuu3e77fiKC/XqKy0tvW0NOuRmgqFhRqff27ns89sfP21nZoa63s78USDc8+NMXlyjMzMhjtmSWBaWFtKYADcO54i+fvfYjqzKTt+OcreCpcBdRCdfUyGaVoH4ngNfO7s9R1P/1vXdUlEY8Y7iKaR7frIRSKwfr1Oz57mARPOOvFOYKT9Os5C3X9MzNMXPVKMZ/s/Eh2OaMN0PX7Ji0isuq4lIdoipxNGjjx08pIIksDEm+7EP+BPAHi3/wM9XJjYeIQQQoh2SBKYBIjknE80dTya4cf3/e+Qdk0hhBCiaSSBSQRNo2bQgyjNhrtoNu5dLyQ6IiGEEKJdkQQmQWKp4/H3vwuApO9vxVa9JsERCSGEEO2HJDAJFOx1C5HMSWhmiJRV14DhT3RIQgghRLsgCUwiaTpVw2diOLti939P0vrfJjoiIYQQol1oEwlMJBLhnHPO4dtvv61/Lj8/n2uuuYbRo0czZcoU5s2bl8AIW49yZlM94lkUOp6Cl3Dtfi3RIQkhhBBtXsITmHA4zP/93/+xcePG+ueUUkybNo2srCxmzZrF+eefz0033URBQUECI2090YyJBPreCkDy2l/gLHorwREJIYQQbVtCE5hNmzbxgx/8gB07djR4fuHCheTn53PPPffQr18/brjhBkaPHs2sWbMSFGnrC/S9jXDWGWhmgNSVV+PbcAeYsUSHJYQQQrRJCU1gFi1axNFHH81rrzXsNlmxYgVDhw7FW3cDD2DcuHEsX748zhHGkWajatSrBHr/ErAmuUtdeh5auB3d7U0IIYSIE3siV/7DH/7wgM8XFxeTk5PT4LnMzEwKCzv4rLW6Hf+Ae4imjCN5zc9wls8j/duJVI14nlj6sYmOTgghhGgzEprAHEwwGMT5P7cWdjqdRCKRJpd1pHeNPVh5LV3uvqJdz6cyeQjJy6/A7v+etO/OItDvNoJ9fgt6m/zKWkU86lrsJfUdP1LX8SN1HT8tVdeNfX+bPBq6XC4qKioaPBeJRHA34852mZmtc7fn1iq3XtY4yP0OFv8cbduL+DbPwFc1F457CXy9WnfdbUyr17VoQOo7fqSu40fqOn7iVddtMoHp0qULmzZtavBcSUnJft1KjVFa2rK3UNc068tp6XIPauDjuJJPxLf2/9CL52G+P4qaoX8n0nVqHFaeWHGv605O6jt+pK7jR+o6flqqruvKOZw2mcCMGjWKmTNnEgqF6ltdlixZwrhx45pcllKtc6/E1ir3QEJdLyWSMoGU1T/BUfkdKSuvIVz4NtWDH0K5usQniASKZ10Lqe94krqOH6nr+IlXXSd8HpgDmTBhAt26deP3v/89GzduZObMmaxcuZKLL7440aEljOntQ8X4j/D3uRWl2XDteZuMb47CvetF+VUKIYTodNpkAmOz2fjnP/9JcXExU6dO5d133+Xxxx8nNzc30aEllu4g0P9Oyo/+imjyaPRYBclrp5G69Dxs/o2Hf78QQgjRQWhKdezT95KSlh8Dk5WV3OLlNpkZw7PjcXybp6OZIRQ64S4XEOjza4zkEQkMrOW0mbruJKS+40fqOn6kruOnpeq6rpzDaZMtMKIRdDvB3r+g7NgFhLPOQsPEXTSbjIXHk7LsEuwVC6VrSQghRIclCUw7Z3r7UTXmNcqOmU+oy0UodFwlH5G++AzSvxmPd/Of0QObEx2mEEII0aLa5FVIoumM5BFUj3yOgP8OPNsewV34OvbARuxb7se35X6iKeOIZJ6K4e2L4emL6e2D6ewiszsJIYRolySB6WAMX39qhj2Gf9AMnHvew134Oo7SL3FULcFRtaTBsqY9hXDO+YTyriaWepQkM0IIIdoNSWA6KGVPJpz7Q8K5P0QL78G15x3s1WuwBbdiC2xBD+Wjx6rwFLyIp+BFYklDCeVdTTR1PHqkBD1SghbZgx6rIZp+LJGMU0B3JPpjCSGEEIAkMJ2CcuUQ6vHThk+aERyV3+He9QKuorew16wl6fvbDlzANjAdGYRzzifc9WKi6ceBZmv1uIUQQoiDkQSms9KdRNOPI5p+HDWDHsBV+DrugpfRI8WYzmxMZzbKmV07KHgOeqQYz67n8Ox6DtOWhOnpg+Htg+HpjeHphbIno3Q36C6U7sJ0ZmEkDQdNxokLIYRoeZLACJQjjVCP6wn1uP6Ar9eYMRzl83AVvolrz7vosQr0mlXYa1YdslzTkUUkaxKRzNOIZE5CObNaI3whhBCdkCQw4vB0O9HMk4lmnkzNkL/tHUcT3IYtuA1bcAea4QczjFb70IPb0aMluHe/hnv3ayg0THcepqsbpisPw52L6e5OLGkYseThKGd2/eq0aCX2ysU4KxfChl24XcOIpJ+CkTRUBhoLIYQAJIERTaU7MHwDMXwDD72cGcVR8S3O0k9xlnyCvWYVttBObKGdwOL9F3fmEEsaih4pxlazFo29k/Al1S+TTST9RGIpo1CODExHuvXXnoxmBNFiVeixKrRYNWg2DHd3THd3DHd3sHma9jmNgJWkxSqJJQ1DOdKa9n4hhBCtShIY0Tp0B9GME4hmnIB/wJ/QIiXYgtvQQwXYwrvQw7uxBbZgq1ljJQqRPTjL9tS/3fD0Jpp2DO6swUQK5uIoX4AeKcZdNAuKZjU5HNORhenKsf46s1DOLJQtGVQUVBTNjIIZwRbKxxbYhC2U3+D9MW9/YiljiaWOI+YdUNuS1BXlyABNQ4uUYvNvwO5fj82/AZSB6epa++iG6cxEj1aiR4qtq7sixVarVV2iVjdrsmYDzQ6aHaXZUDZvbRm5mO5cTFc3lP0QU2wbIfRIISiFsnnB5rX+xmvQtRlFD+0EmwfTmd349SplfRe6s3Xja23KRItVoOzph24tlFmyRWswAqA5Os0Vo5LAiLhQzixizixIPcCLhh97zTrsNesw7alE045GubqgaeDOSqaqWzXKiOCoXIyj7CtswW1o0XL0aDlatBwtVmUdMO2p1mBiWzKaiqCHdmEL5aMZfvRoCXq0pEkxm/Y0lD0ZWygfe2AT9sAmKHy94efSHCibDz1W0fzKaSKluzDt6ShHOqYjHXQnergIPbz7oHEo3YPpzMR0ZKLq/jrSMe0pKFuylRTZkyCQgcOvULrbGpQNVuuWGUQz/GhGEMwImoqAGUVTESt5C2y2Er/gNjQVs9aJbg0Id3WrTRh9qNqESuketFglttBO9PAubKFdaIYfw90dwzuAmG8ghm8Qprt7bUtbev33oZkRNCNQ220ZQI+Wo4cK0MOFVh1E9lgJoM2LsnlQNp+VFCoDTRlQ+1A2L8qRZpVvT0fZ3GixGjSjur4lz/q8ITQzZHWRqihK96HsvtrP40OPllufPbAJW2ALmhnCcPcgknEy0YyTiGScDLoTR8VCHOXzcVTMx161HBzJpDlzMeqSU3cPYr7BGEmDMTx9QT/I7tmMYvN/j716JfaatSjdZU1Q6e2P4e2LcmSBGUKPlqFFy9Cj5dbnrRtkb3ODZrc+X6wKLVaJHqsCZaLsKdY2YU+x6sbVFWVPOUAMEWzB7dbnjVXWfh811jYSq7Gei1WhxyrQYtVWC2vySGLJo4iljMR05TWpO1iLVdX+9ncACpQJmFYiaHOjbEn7bF/7bGc2L9hcULYJZ9E69OB2bMFtYIaJpYwlmnYMhm/Q3osNzBg2/3rsVcuxBbda9WBPw3SkWfXh7ILh6QE23wF+ZGpvfZvBfX43gdr91f98H45M6zfpzLJOhMwwerSidp9WgRarqY1Lrz2x0UHFan93Ueuv4UeP7LG2/UgReqwKpdmsiyu8/Wsf/TA9PetbpA/4fTaRFinFWfYVqAjhrpcmrGtfbubYRHJjsPhpkbpWCi1WgR7aiR4ptua4iZagRUqsHYTuAM2B0uygOzFcuRi+ARje/g1aV+xVS3FULsFetRRbaIe1w4iWNViV4e6B4RtEzDcIdNfeA2q4ED1aimlPxXTmoJzZ1k7LngJoqH1+/JoyrZ2UiqGpGFqsuracgtoEperwH1l3Wzs8I9CgKy5elO6ydq6YcV93W6XQmvRdKM1hbYP2FNB0FDpoOlqsEnvNeiuBPOh77fVJZEswbcm1rX+5oNmwBTajh3ZYyWBzy7SnWWPinDl7Wyqd2ZiOugN6JmgajrKvcJZ8gqNiQYt+pv+NJZY6Di1Whb16lZWsHu49jkwMd09MVzZ6tKz2BKLQSizaONOeinKk1/5PQ6FZyVF9y68DdDvKloThzrNOItzdMR1Z2KuW4Cz9HHvV0vrtueyYBRjJw6zS4nwzR0lgmkgSmPhp83VtRtDDRWhGNYa7p9WC0dpiNdYOs771qRzNCO3tqnJ1RdlTrcpTymo9MAJWq0Kk1JqgMFqKHimtPcurRjeqa1seqnDqUaJhP5oRQjODAPUtJtZft3XGqzlAd6I0J8qebJ3p+awzPtPVDVBWwhgutHbs0dL6FhzrbwBlT9m7g3TlYTpSsQW2YPdvwOb/Hpv/e+vAEKtAi1Y0aF1S6HvPtB2pVhdbXVebMxtQtZ87CGYAzYxYSapmq+3W0q0Wg9pytWiFdVd3ezJmbYuUsiWh7D7Q3SjdVZsY2utbf+paHJQtCcM3gFjtGa9yZmKvWISz7EscZV/hqF5hfXXefkTTjieafjyx9AlkpDioLNxotR6FdmELbrFaVmq+RzMDh9wMTHsqseQRxJKGoZlR672BzeihnfUHFqXZ97bSaY7alqRIbWtSFGVPqm1hSMWsTab3jiOrshL/QyTMSvdiePtaCUd9y0dtS4gjtbY1x2oVtQV3WC1G1Sux+dc3K/mJefsTSx5Ze6C17W01qd+m9n3UtnwYAWs7dmUTdfXE8PTC9PRCaTarRbfyu9qu3H3q1pZMLGU0hncAmlnXelKBFiu3tufDnESYtqT6rlulu61WQHsapiMD5czAdGRY21HthKF6tBQtWga6u7a1Mc1qYbUnoSkFGFaLkzJBs6FqT7rQHSjd/T9JYBc0o6a2NXAzNv8mbMEt6KGd2EL5VutPC4klDSXc5UICvX9d31ooCUwLkwSm/ZK6jq82X9/KQIvVWC08uqvdXJGmRUqtLgNXzt7nDlXXykQP5WPzb7SSjdruEk2ZKN1NLHkoprvXgT+/EUKPFFsJhC35yOvI8GMLFVgtgKGdaGastruqn5WoNqd8I2QlW5HC2gS3qLaVssRKrOsSbMNPNG0CkczTiWSdjunt26yPoKHIyk45cF2bMew1q7FXLkHZk4mljMHw9jvk/FVatML6foL56JE9td1AXWpPILq07XFcsRqruzZWSf34O9Q+Xau14wGVgRarwBbaVZv87EQPFxHzDSSSdRrRjFMw3bn7FR/vBEbGwAgh2gfNhnIcaBBV26acmU17g6Zj1rYUNJnNjenp0fT3HbQ8n9Wl6hvQgmW6MZKHYTCs5co8lEMlWbqdWMpoYimjG12ccqRhONIwkkcceWzxZk/CSBqU6ChajEyTKoQQQoh2RxIYIYQQQrQ7ksAIIYQQot2RBEYIIYQQ7Y4kMEIIIYRodySBEUIIIUS7IwmMEEIIIdodSWCEEEII0e5IAiOEEEKIdkcSGCGEEEK0O5LACCGEEKLdkQRGCCGEEO2OJDBCCCGEaHckgRFCCCFEu2NPdACt7VB3Uj+S8lq6XLE/qev4kvqOH6nr+JG6jp+WquvGvl9TSqkjW5UQQgghRHxJF5IQQggh2h1JYIQQQgjR7kgCI4QQQoh2RxIYIYQQQrQ7ksAIIYQQot2RBEYIIYQQ7Y4kMEIIIYRodySBEUIIIUS7IwlME4TDYW6//XbGjx/PCSecwL/+9a9Eh9RhFRUVccsttzBhwgQmTpzIjBkzCIfDiQ6rw7v++uv53e9+l+gwOqxIJMLdd9/NUUcdxXHHHcfDDz+MzCXaOnbv3s0NN9zA2LFjOfXUU3n++ecTHVKHFIlEOOecc/j222/rn8vPz+eaa65h9OjRTJkyhXnz5rXKujv8rQRa0oMPPsjq1at54YUXKCgo4LbbbiM3N5fJkycnOrQORSnFLbfcQkpKCi+//DKVlZXcfvvt6LrObbfdlujwOqz333+fr776igsvvDDRoXRY9913H99++y3PPvssfr+fX/3qV+Tm5nLZZZclOrQO55e//CW5ubnMnj2bTZs28Zvf/Ia8vDxOP/30RIfWYYTDYX7961+zcePG+ueUUkybNo2BAwcya9YsPv30U2666SY++OADcnNzW3T90gLTSIFAgDfeeIM77riDYcOGcfrpp3Pdddfx8ssvJzq0DmfLli0sX76cGTNmMGDAAMaPH88tt9zCf//730SH1mFVVFTw4IMPMmLEiESH0mFVVFQwa9Ys7r33XkaOHMmxxx7Ltddey4oVKxIdWodTWVnJ8uXL+dnPfkbv3r057bTTmDhxIgsWLEh0aB3Gpk2b+MEPfsCOHTsaPL9w4ULy8/O555576NevHzfccAOjR49m1qxZLR6DJDCNtH79emKxGGPGjKl/bty4caxYsQLTNBMYWceTnZ3NM888Q1ZWVoPna2pqEhRRx/fAAw9w/vnn079//0SH0mEtWbKEpKQkJkyYUP/c9ddfz4wZMxIYVcfkdrvxeDzMnj2baDTKli1bWLp0KUOGDEl0aB3GokWLOProo3nttdcaPL9ixQqGDh2K1+utf27cuHEsX768xWOQBKaRiouLSU////buNqSptwED+GUut+ULPZlarJiraBXJkkW1osj1oVcioj5ozLIIQfsQ1JetWsKKgqlBLR2jAjNwxSAJInpBigIJerERvemm69XYoCLJNiyfD9H4D/9/Hp/n2bx3TtcPDnifIzvXNti53H1v/gtZWVnxfZMnT0Y0GsXnz5/FBZOhvLw8LF++PD7++fMnLly4gCVLlghMJV+dnZ148OABampqREeRtTdv3kCj0aC9vR1r1qzBqlWrcPr0af4BlAJKpRJ2ux0XL16EwWDA2rVrsWLFCmzdulV0NNmoqKiAzWaDWq1O2B8Oh1FYWJiwLz8/H/39/UnPwDUwozQ4OJhQXgDEx7FYTESkP4bT6cSzZ8/g8/lER5GdaDSKw4cPw263Q6VSiY4ja9++fUMoFILX68WxY8cQDodht9uhVquxc+dO0fFkJxAIoKysDFVVVeju7obD4YDJZMLGjRtFR5O1f7pWpuI6yQIzSkqlcsQT8HvMF/7UcTqdaGlpwYkTJzB79mzRcWTH5XJh/vz5Ce94UWooFAoMDAygoaEBGo0GAPD+/Xu0tbWxwCRZZ2cnfD4f7ty5A5VKhZKSEnz8+BHNzc0sMCmmVCpHzErEYrGUXCdZYEapqKgInz59wtDQEBSKXw9bOByGSqVCXl6e4HTy5HA40NbWBqfTidWrV4uOI0tXr15FJBKJr+36XcqvX7+Ox48fi4wmOwUFBVAqlfHyAgA6nQ4fPnwQmEqenj59Cq1Wm3DRnDdvHtxut8BUf4aioiL09PQk7ItEIiOmlZKBBWaU5s6dC4VCga6uLixcuBDAr0V5JSUlGDeOS4mSzeVywev1orGxkR9TT6HW1lYMDQ3Fx/X19QCA/fv3i4okWwaDAdFoFL29vdDpdAB+feLur4WGkqOwsBChUAixWCw+nREMBjFt2jTByeTPYDDA4/Hg+/fv8QL58OFDGI3GpJ+LV95RUqvV2LRpE+rq6uD3+3Hr1i2cO3cOlZWVoqPJTiAQQFNTE3bv3g2j0YhwOBzfKLk0Gg20Wm18y87ORnZ2NrRarehosjNjxgysXLkSVqsVL168wN27d+HxeFBeXi46muyYzWaMHz8eBw8eRG9vLzo6OuB2u2GxWERHk71FixZh6tSpsFqt6O7uhsfjgd/vx5YtW5J+roxhfg3kqA0ODqKurg43btxATk4Odu3ahR07doiOJTsejwcNDQ1/e+zly5djnObP8vtbeI8fPy44iTx9/foVDocDN2/ehFqtRkVFBWpra5GRkSE6muz09PTg6NGj8Pv9mDRpErZt24bt27fzsU4BvV6P8+fPY/HixQCAUCiEAwcO4MmTJ9BqtbDZbFi6dGnSz8sCQ0RERJLDKSQiIiKSHBYYIiIikhwWGCIiIpIcFhgiIiKSHBYYIiIikhwWGCIiIpIcFhgiIiKSHBYYIiIikhwWGCJKC8+fP8ejR49w//596PV60XGIKM2xwBBRWqitrUVfXx9KS0tx79490XGIKM2xwBBRWsnKykJBQYHoGESU5lhgiEg4i8WCd+/ewWq1wmw2x6eQ3r59C71ej9u3b8NsNqO0tBRHjhzBq1evsHnzZixYsADV1dUYGBiI35bX643/rsVi4T8AJZIpFhgiEu7UqVOYMmUKbDYbbDbbiOMejwdNTU1wOBxobW3Fnj17sG/fPpw9exZdXV3w+XwAgI6ODrhcLhw6dAiXL1+G0WhEZWUlvnz5MtZ3iYhSjAWGiISbOHEiMjMzkZubi9zc3BHHa2pqMGfOHGzYsAH5+flYv349li1bBqPRCJPJhGAwCAA4c+YMqqurUVZWhuLiYuzduxcajQZXrlwZ67tERCmmEB2AiOg/mT59evxnlUoFjUaTMI7FYgCAQCAAp9OJxsbG+PFoNIq+vr4xy0pEY4MFhojSXmZmZsJ43Li/f/P4x48fsNlsMJlMCftzcnJSlo2IxOAUEhHJhk6nQ39/P7RabXxzu93o6uoSHY2IkowFhojSwoQJExAMBv+vBbdVVVVoaWlBe3s7Xr9+DafTiWvXrmHmzJlJTEpE6YBTSESUFsrLy1FfX49Lly79z7exbt06RCIRnDx5EpFIBLNmzUJzczOKi4uTF5SI0kLG8PDwsOgQRERERP8NTiERERGR5LDAEBERkeSwwBAREZHksMAQERGR5LDAEBERkeSwwBAREZHksMAQERGR5LDAEBERkeSwwBAREZHksMAQERGR5LDAEBERkeSwwBAREZHk/BtI+KIZ4QFzUwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ryobs = []\n", "num_timecourses = 3\n", "\n", "for timecourse_idx in range(num_timecourses):\n", " # initial conditions\n", " init_species = np.random.uniform(low=10, high=50, size=num_species)\n", "\n", " yobs, init_species, mu, M, _ = simulator.simulate(times=times, init_species=init_species)\n", "\n", " # add some gaussian noise\n", " yobs = yobs + np.random.normal(loc=0, scale=0.1, size=yobs.shape)\n", " # plot results\n", " plot_gLV(yobs, times)\n", "\n", " # append results\n", " ryobs.append(yobs)\n", "\n", "# create a dataframe with times as the first column then the species\n", "df = pd.DataFrame(times, columns=['time'])\n", "for k in range(num_timecourses):\n", " for i in range(num_species):\n", " df[f'species_{i+1}_{k+1}'] = ryobs[k][:, i]\n", "\n", "df.to_csv('data-s5-r3.csv', index=False)" ] }, { "cell_type": "markdown", "id": "6c9b493e", "metadata": {}, "source": [ "### Simulate multiple time courses with a perturbation" ] }, { "cell_type": "code", "execution_count": 6, "id": "ca347ea6", "metadata": { "ExecuteTime": { "end_time": "2024-10-15T11:49:15.269962Z", "start_time": "2024-10-15T11:49:14.902421Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model parameters:\n", "Model: gLV\n", "num_species: 5\n", "mu: [1.28 0.56 2.07 0.86 0.7 ]\n", "M: [[-0.05 0. -0.03 0. 0. ]\n", " [ 0. -0.1 0. 0.05 0. ]\n", " [ 0. 0. -0.15 0. 0. ]\n", " [ 0. 0. 0. -0.01 0. ]\n", " [ 0.02 0. 0. 0. -0.2 ]]\n", "epsilon: [[ 1.]\n", " [-1.]\n", " [ 1.]\n", " [-1.]\n", " [ 1.]]\n", "Using the following parameters for gLV simulation: {'num_species': 5, 'mu': array([1.27853844, 0.55683415, 2.06752757, 0.86387608, 0.70448068]), 'M': array([[-0.05 , 0. , -0.025, 0. , 0. ],\n", " [ 0. , -0.1 , 0. , 0.05 , 0. ],\n", " [ 0. , 0. , -0.15 , 0. , 0. ],\n", " [ 0. , 0. , 0. , -0.01 , 0. ],\n", " [ 0.02 , 0. , 0. , 0. , -0.2 ]]), 'epsilon': array([[ 1.],\n", " [-1.],\n", " [ 1.],\n", " [-1.],\n", " [ 1.]])}\n", "Using the following parameters for gLV simulation: {'num_species': 5, 'mu': array([1.27853844, 0.55683415, 2.06752757, 0.86387608, 0.70448068]), 'M': array([[-0.05 , 0. , -0.025, 0. , 0. ],\n", " [ 0. , -0.1 , 0. , 0.05 , 0. ],\n", " [ 0. , 0. , -0.15 , 0. , 0. ],\n", " [ 0. , 0. , 0. , -0.01 , 0. ],\n", " [ 0.02 , 0. , 0. , 0. , -0.2 ]]), 'epsilon': array([[ 1.],\n", " [-1.],\n", " [ 1.],\n", " [-1.],\n", " [ 1.]])}\n", "Using the following parameters for gLV simulation: {'num_species': 5, 'mu': array([1.27853844, 0.55683415, 2.06752757, 0.86387608, 0.70448068]), 'M': array([[-0.05 , 0. , -0.025, 0. , 0. ],\n", " [ 0. , -0.1 , 0. , 0.05 , 0. ],\n", " [ 0. , 0. , -0.15 , 0. , 0. ],\n", " [ 0. , 0. , 0. , -0.01 , 0. ],\n", " [ 0.02 , 0. , 0. , 0. , -0.2 ]]), 'epsilon': array([[ 1.],\n", " [-1.],\n", " [ 1.],\n", " [-1.],\n", " [ 1.]])}\n" ] }, { "data": { "image/png": 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", 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", 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L/TrZaNvYLImLEOVMEhghhCilPYe8vPB1HrlOnZrRKhd1tXFheyuRYbIztBCBIgmMEEKUwq6DXsZ9nUeeSyexjonHrgsjNEQSFyECTRIYIYQooZ0HjOQlv0CnaV0Tj10XjsMuQ0VCBIMkMEIIcRaaprNqm4cPf3biLNBpVs/Eo9dK8iJEMEkCI4QQp+Hx6ixe7+bXJQUcTDP2L2rRwMwj14QZGy8KIYJGEhghhPgXn09nxt+FTF9WQGauMcsoxAYXdbUxoncIdqskL0IEmyQwQghxnOw8jXem5rNptxeA6HCFS3rY6d/ZJkNGQlQgksAIIcRR25O9vDUlj4wcHZsVrr/YQZ8OVsxmSVyEqGgkgRFCVHu6rjNnZSFfzXLh80FCnMr9V4ZRt6bsXSRERSUJjBCiWstzanw23cnSjR4AureycMfwUBkuEqKCkwRGCFFtrd3h4aNf8snM1VFVuHpACJf2tKEokrwIUdFJAiOEqHYKCnW+meNk3io3YAwZjb08lMS68pEoRGUh71YhRLVyOMPHi9/kkZJhrOsy+DwbVw8IwWqRXhchKhNJYIQQ1UZWnsaLX+eRkqkRF6nyn8sctGlsCXZYQogykARGCFEtuAp1Xv7WSF5qRqs8f0s4UeGyCaMQlZW8e4UQVZ7Xq/PG5Dx2H/IREarw2HVhkrwIUcnJO1gIUaVpms4HPzvZsMuLzQqPXBNG7VhZ30WIyk4SGCFElaVpOl/NcrFkgxuTCv+7MowmdWTkXIiqQN7JQogqyevV+egXJ4vWG1Ol77jMQYdEKdgVoqqQBEYIUeW4CnXe/D6P9Tu9qCrcMdzBhe1twQ5LCOFHksAIIaqUrDyNl781CnZtFvjvlWF0bCo9L0JUNZLACCGqjEPpPl76xpgqHe5QeOSaMFldV4gqSt7ZQogqYes+L69PyiPXqVMzWuWx62S2kRBVmSQwQohKb9lGN+//lI/HC40TTDx8tazzIkRVJwmMEKLS0nWdX5cU8t1cFwBdWli4e2QodqvsayREVScJjBCiUtI0nc+nO5l7dEfpwd1tXD8oBFWV5EWI6iBofaw//vgjzZs3P+mnRYsWAGzevJnRo0fTvn17Ro4cycaNG4MVqhBV3pFMH5PnuUjN9AY7lBJxe3Te+D6fuavcKArcMCiEG4c4JHkRohoJWg/MkCFD6NWrV/H/e71ebrjhBvr06YPT6eS2225j6NChvPzyy0yaNInbb7+duXPn4nA4ghWyEFXS4Qwfz36RS0aOjqbkcHX/ij3lOM+p8cp3eWxP9mExw90jQ+neyhrssIQQARa0Hhi73U6NGjWKf3799Vd0XeeBBx5gxowZ2Gw2HnroIZo0acLjjz9OaGgos2bNCla4QpRIgVvn7Sl5fDHDGexQSiQlw8dzXxrJC8D2fe4gR3RmaVkaT32ey/ZkH6F2hcevD5PkRYhqqkKU6WdlZfHJJ59w//33Y7VaWbduHZ07d0ZRjO5gRVHo1KkTa9euDW6gQpyBpumMn5rPsk0eZi0vJCtPC3ZIZ3Qk08dzX+aRnq0THW6813bu96BpepAjO7UDqT6e/CyHA6kaMREKz9wcTssGFbu3SAhRfipEEe+kSZOoWbMmgwYNAiA1NZXExMQTHhMbG8uOHTtKfWzFz0PiRcfz93HFySpTW+u6sWng6m2e4tv2HvYR3bRCfEc4SWqWkbykZWvUjlV5+qZw7hufTYFb52C6Rt0aFWv9lJx8jZcn5pGRo1O3hspj14cTF1kx27YkKtO5XdlJWweOv9q6pM8PegKj6zo//PADt956a/FtLpcLq/XEbmGr1YrbXfru7djY8HOOMZDHFSerDG09dX4Os5YXoihQO87MwVQvKdkm4uIqXuyH0ry88FUKqVkadWuaefO+msRFmWlar4ANOwtJzbHQoWVosMMs5vHqjPvmCEcyNWrHmXn3wXgiwypWglVWleHcriqkrQMnUG0d9ARmw4YNpKSkcMkllxTfZrPZTkpW3G43dru91MdPT89F92OPuKIYfxx/H1ecbOUWN3+u9XH9xVZqxVTcC9aKzW4+nJYPwLUXhaDr8O0cL5t2OklLq1i9BAfTjtW8xMeoPHF9KHhdpKVB3RqwYSes35FHxyYVY/hL13U++c3Juh1uQmzwwBgHngInaQXBjuzcyOdI4EhbB46/2rroOGcT9ARm0aJFdOnShcjIyOLb4uPjSUtLO+FxaWlp1KxZs9TH13XK5aQtr+MKw4otbt6ako+mQUKszjUDK+bss+3JXsZPy0fX4aKuNi7pYWPTbmMq8u6Dvgp1juw97GXc13lk5+vUqaHyxPXhRIerxTE2qm0kiRUp7lnLC5l3dKr0PaPCqFvDVGFi8wf5HAkcaevACVRbB/3r4fr16+nUqdMJt7Vv355//vkH/WgL6LrOmjVraN++fTBCFAH2z3YPb/9gJC9gXFAroq37vLz4TS5uD3RqZuHGwSEoikLDo4lASqZGnqti9GTsPODl2S+N5KVhLRPP3BROTMSJb//iBOaQt0IU8q7f6eGrWcYKu1cPCKFTMynYFUIcE/QEZseOHScV7A4aNIicnBzGjRtHUlIS48aNw+VyMXjw4CBFKQJl/U4Pb3yfh88HzeoZF9SdB33FyWxFsXG3hxe/ycVVCK0amrl3VCgmk1F5FhaiUjPaeGvtORz85Gt7spfnv8ol36WTWNfEkzeGERF68lu/Tg0TFjO4CuFIZnATrx37vcU9cBe2tzL0fFtQ4xFCVDxBT2DS0tKIiIg44bawsDA+/vhjVq9ezYgRI1i3bh0TJkyQReyquM17PLw2KQ+PF7q2sPDkDeFYzOAs0EnJqBg9GQBrkzy8/G0ehW5o18TMI9eEYbedWDZ//HBMMKVla7w+Ka840Xri+nDCQk79tjebFBrXMYrndwcx8dq8x8MLX+XiLNBp0cDM/w11FC+pIIQQRYJeA7N+/fpT3t6uXTt++umnAEcjgmV7spdXJubh9kCHpmbuHR2K1aKQWNfKlj1udh70USs2+IW8q7e5efP7fLw+Y9jov1cYcf5bo9omlm/2sPtQ8BIBt0fnze+NYaMGtUw8fE3YWTc5bFbPyra9bnYf9NGjdYACPc7aJA9vTDbOgzaNzTx4Vdgp21cIIYLeAyPEzgNGLUmB27ho3X9lGBazcdFq1sDoEdh1MPh79Gzc7eGNo8lLt5YW7r/y1MkLQKPaxneD3YeCE7eu63w23cnOAz7CQhQeGFOyHZqb1j/aAxOEuFducfPad3nFNUUPX332hEsIUX0FvQdGVG97DnsZ940xxNGiwcnfuJvXL0pggjsUcyjdx5vf5+PzQfdWlhNqXk6lqJD3ULpGQaF+0hBTeZuzspAF/xizd+4dHUrN6JL1XjWtZxTK7j5k1B0Fauhm+WZ3ceF291YW7hkZitksyYsQ4vSkB0YETfIRHy98lUe+S6dpXZNRS/Kvb9zNj+uBCdbMmDyXxisT84qLYO8acebkBSAqTCU6XEHXYU9KYJOvrXu9fDXTmL1zzcAQ2jUp+eydRglWVBVynTrpOYFp7+QjPt7/0UheerW3cu8oSV6EEGcnCYwIioNpPp7/Kpdcp07jBBOPXhtGyCl6KerHW7BZoMBt9GYEmten89aUfA6la8RGKjw4puQ1GcXDSAEc/krL0nhzSh4+DXq2sXBpz9LN3rFaFOrVODadurw5C3TemJxHoQfaNjZz52WOsyaHQggBksCIIMh1arz0bR7ZeTr14008fl0YoaeZGWMyHVtXJdB1MLqu8+UMJxt3ebFZ4aGrw4gKL/lb5ti6KoHpgXEW6Lw8Mbe4XW8fHlqmIaBGCUbce8o5bl3X+fDnY8nhPaNCUVVJXoQQJSMJjAiooh6NI5kaNaNVnrg+jDDHmU/DJglGT8bOANfBzFpeyNyiVWBHhtKwVulKxooSgUAkMEa75pF8RCM6XCnRjKPTCVTi9duSQlZs8WA2wf+uOPXaNEIIcTryiSEC6utZLjbtNno0HrwqjMiws5+CjesEvgfm36vAdmlhPcszTlY0hLQ/1YfbU371JLqu8+nvTtbvPNZTdC47NQdiBtXGXR6+m2e0742DHSTWlfkEQojSkQRGBMwfqwuZvaIQgLtHhFI/vmQzY4p6YPYc8uHzlX9h6cE0H29PMfY36t2h7KvAxkYohDsUNA32HSm/3oyfFxXw5xqjp+i+0WE0Tji3ZKBhLROKAhk5Oll5/q87Ss/WeGfqsfYd0KX0yaEQQkgCIwJi614vn013AnBFXztdW5b8olU7VsVuhUIPHEgr30LefJfGa5PyyC/QaVbPdE6rwCqKUu4r8i7Z4GbyH8bWzDcN9s9+QXabQu3Yo1sh+HkYyePVeXNKHjlHF9e75RJZZVcIUTaSwIhyl56t8ebR/Y3Oa21hRG97qZ6vqkpxr0J5DiNpms74qfkcTNOIjVBOWFCvrIqGY/Yc9n/c2/Z5+fDnfAAu6WHj4u6la9czOX5jR3/6epaLpP0+Qu0K/7syFJssVCeEKCNJYES58vp03v7h2HL2/7msbDNjGicU1cGU31DMxLku1iZ5sVrggatKN+PodMqrkDclw8frk419o7q0sHDtRSF+Pf6xOhj/xb1wbSFzVh4dQhwZSq2Y4G8NIYSovCSBEeVq8jwX25N9hNjgf1eWbDn7U2lcPBOpfHpglm508/tS4+J652Wh51xHUqSoJ2Nfig+vn+p38l0ar3xnDMM0rG3i7pH+n35cFLe/hpD2HPLyyW/GEOKoPnY6+mGoSwhRvUkCI8rNqq1ufjuaFPznsnP7xt3kaE/G3sP+SwSKHE73MeFXYyhm+AV2erTxX1FpfLSKw67g8cKB1HNPBoqmoR9I1YiJUMptv6CitXdSMjXynOdWd5Tn1Hjj+3w8XujY1MzIUg4hCiHEqUgCI8rFkUwfH/xkfOMecp6N7q3OLSmIjzmWCOz344wej1fn7R/yjb2Y6pu5sp9/L66KotCwln+GkXRd5/PpTjYct7BeTET5vIXDQtTiQt7t+8set6bpvPvjsXV/7hohi9UJIfxDEhjhd0VJQX6BTmIdE9cMPPf6DEVRiutg/Lmg3cQ5LnYf8hHuMFaCLY9l7IuGY5IOnFvcf6x288fqoxs0jgotrlMpLy3qG8ffutdT5mP88GcBa3d4sZjh/itDz7pooRBClJR8mgi/+3aOi50HfISGKNx3hf825muS4N8F7VZucTNz+dG6l8tDiT2Hxd/OpLkfEoF9KT6+nGn0aF3VP4TOzct/7ZQWDYy4t+wtW3uv3OLmx7+MKd63D3PQsJwTLiFE9SIJjPCr5ZvdzDqaFIy93EGNKP/NNDk2lfrce2BSs3x8+LOREAztafPL+imn0/JoIpB8RCMnv/T1JIVunXemGjOO2ieay7ywXmkVJTA7D5Z+JeEDqT7e/8moKxp8no1e7QMTsxCi+pAERvjNkUwfH/1yLCnwdy9B0RDS3pRzW5rf6zPWe8kv0Emsa2JMf/9OQf63iFCVujWMt9q2faXvzfh6tpP9RzQiwxTuvDxwNSTx0SrR4Qo+HyQdKHnczgKd1yfn4SqEVg3Nfp/iLYQQIAmM8BOvV+edH/JxFug0rWtizAD/X7RqRKlEhRkX1HOZTj11QQHbk3047Ar3jvLfENeZFPXCbN5TuriXbXIzb5UbgLtGhBJVgr2j/EVRlOPqYEoWt6bpfPCTsRhgTITCvaNDMZdDXZEQQkgCI/xi0h8ukg4YK6yW10VLUZTj6knKlsBs3O3h50VGXcZtwxzUjA7MYmotGxpDVKWpJzmS6WPCr0aP1vAL7LRrEvi1U4rbu4Q9RzP+LmTlVmOH6fuvDAtowiWEqF7k00Wcs9Xbji0C95/L/Fv38m8tSnlBPV5OvsZ704xNBPt1stKjdeA2ESzqgdlz2Iez4OzDX16vMcxV1KN1hZ+nd5dUUdzbk71o2pnj3nXQKztMCyECRhIYcU7SsrXi9V4Gn2cr1SaNZdGi+ILqO+sF9Xi6rvPRL04yc3US4lRuGOworxBPKSZCpVaMiq6XrA7m69kuduw3hrnuGRW8YZj68SZCbOAqNJKv03EVGkOIPh90a2mRHaaFEOVOEhhRZkbdSx55Lp3GCSau9cN6L2fTIN6E3WoUiiaXYkG72SsKWb3NGNq4d3TZtzQ4F8fqYM48nXrR+kJmrzB6tO4aEbhhrlNR1WPDdmdKvL6Y4eRwhkZspMLtw2SHaSFE+ZMERpTZxLnGPkehdoX/+nG9lzMxmRSa1StdHcyeQ16+nWMMbVx7UQgNawVnaKNlw7Ovq7Iv5Vjdy4gL7QFZ7+VsiobtThf34vVuFq41Fti7e6QsVieECAz5pBFlsnyzmxl/Fy0CF9hegtLUwRy/D0+nZhYGdQ/eeiRFPTC7DvoocJ88/OUs0Hljch5uD7RrYmZ034qxZ1DRsN3WfV50/cS4UzJ8fPq7sd7LyN52WjaQTRqFEIEhCYwotUPpPj782bhoDTvfRpcWge0laH6GC+rxNE3n3WnH9uEZe3lwhzZqRpuIi1TxaUZR7PF03Zh+fDhDIy5SLZcdpsuqSYIZswmy83QOZxxbiK+o0LhoH6kRF1aMhEsIUT1IAiNKxe3RefN746LVsoG53BeBO5WmdcyYVMjI0UnLPv3KtlMXFLA2yYvVAvePqRhDG0W9MFv+tR7M9GXHph//98pQIkKDH2sRq0Uhsc7Jw3YT5x6bOn/3yPLZR0oIIU6n4nxKikrh8xlO9qX4iAw11nsJxkXLZlVodHRV3tPVwaza6mbawqPrvQx1BK3u5d9OVQez55CXSUenH18/KKQ4WahIjh9GAmOfo+OHEOOi5KNECBFY8qkjSmz1Njd/rjGKNe8ZFUp0ePBOnzPVwRxK9/Hej8YQ16DuFWsfnqIemKQDXtwe/eg+R/l4fdClhYWLulacWI9XnMDs9XIk89g+Upf2DPwQohBCQJATGLfbzbPPPkvXrl3p2bMnb775ZnFNw+bNmxk9ejTt27dn5MiRbNy4MZihVnv5Lo1Pfjt60epho03j4BZrni6B8XiPDXG1qG/mugq2D0/tWGM7BI/XSGK+mePiYJpGdHjFnn7cvJ4ZRYHDGRqvfJdH/tEF9q4qhy0jhBCiJIKawLzwwgssXbqUzz77jDfeeIMpU6bw/fff43Q6ue222+jSpQs//vgjHTt25Pbbb8fpdAYz3Grtm9kuMnN1aseqXNEv+BetorVJ9h/RyHUeq4P5eVEB+1J8RIQq3Begqd2loShKcS/MlPkFzF1ZNAxTsepe/s1hV6gfbwzb7T+iERqicN/oMNnnSAgRNEH7xMzKymLatGk8//zztGvXjh49enDzzTezbt06ZsyYgc1m46GHHqJJkyY8/vjjhIaGMmvWrGCFW62tS/Lw5z/G0NEdw0OxWoJ/0YoIVUmIM07fohk9+1J8/PSXUfdy8yWOoA5xncm/62Au6WELyj5HpVXU6wUwVupehBBBFrRPoNWrVxMWFka3bt2Kb7vtttt46aWXWLduHZ07dy7uTlcUhU6dOrF27dogRVt9uQr14oXVBnWzFddCVATH75Ts8+l8+HM+Pg26trBwXquKmxAcv1ZKw1qVZximV3srITa4om/FWGBPCFG9BS2BSU5Opk6dOvz8888MGjSI/v378/7776NpGqmpqdSsWfOEx8fGxnL48OEgRVt9TZzrIi3bWEdlTAW70B4/M2bG34XsOmjsHXTzJRW3lgSgbg2j9yjEBnePCsVSwYa5TqdpXTNfPBrFyD4V6zwQQlRPQfs67XQ62bt3L5MnT+all14iNTWVp556ipCQEFwuF1brid/wrFYrbre71K/j7+tY0fEq8PXRbzbu8hTXaNwx3EGILbC/9NnauqiWZOdBH3sOH5uGHBtZsYc2TCaFF2+LwOvTK1TdS0nO7YqcGFYm1elzJNikrQPHX21d0ucHLYExm83k5eXxxhtvUKdOHQAOHjzIpEmTaNCgwUnJitvtxm4v/UqfsbHhfok3UMetKLLzfHzws9HjNfSCMPp0iwlaLKdr69hYndjIfNKzffh80Km5jdEDY+Uie46q+rldkUhbB460deAEqq2DlsDUqFEDm81WnLwANGrUiEOHDtGtWzfS0tJOeHxaWtpJw0olkZ6eyxlWmy81RTH+OP4+bkWi6zqvT84nLctH7ViV0X3MpKXlBjyOkrR107oq6dk+bBa4eYiN9PS8wAZZhVSHc7uikLYOHGnrwPFXWxcd52yClsC0b9+ewsJCdu/eTaNGjQDYtWsXderUoX379nzyySfouo6iKOi6zpo1a7jjjjtK/Tq6TrmctOV13Ipg7ko3K7d4MJmMBetsFiWov+uZ2rpPBxvrd3q5flAINaJMVfZvEkhV+dyuaKStA0faOnAC1dZBG4Bv3Lgxffr04dFHH2Xr1q0sWrSICRMmcNVVVzFo0CBycnIYN24cSUlJjBs3DpfLxeDBg4MVbrWRfMTHV7OMWUdXDwihcULFmXV0Kh2bWfj8kUj6dqyYK9gKIYQoH0GtIHz99depX78+V111FQ8//DDXXHMN1113HWFhYXz88cesXr2aESNGsG7dOiZMmIDD4QhmuFWe26Pzzg95eLzQIdHMkPMqR1IgNS9CCFH9BPXrdXh4OK+++uop72vXrh0//fRTgCOq3r6d4yL5iEZkmMJ/Lg9FVSUxEEIIUTFVnDmcIqjWbPcwe8WxZe2jwuTUEEIIUXHJVUqQnafx0c/G7s1DzrPRIbHirmIrhBBCgCQw1Z6u63z0i5PsfJ16NdVKs6y9EEKI6k0SmGpu3io3a7Z7MJvg7pEVY6NGIYQQ4mwkganGDqb5+Hr2sSnTDWpV7CnTQgghRBFJYKopr0/n3Wn5uD3QtrGZwZVkyrQQQggBksBUWz8uLGDXQR+hIQp3ypRpIYQQlYwkMNXQ/iM+fl5cAMD/XeogJkJOAyGEEJWLXLmqGU3T+eQ3Jz4fdG5u4bzWMmVaCCFE5SMJTDXz5z9utu7zYrPCzUMcsgy/EEKISkkSmGokK09j4hwXAFf2DSEuSv78QgghKie5glUjX89ykl+g06i2iUHdZdaREEKIyksSmGpibZKHJRs8KArcNsyBySRDR0IIISovSWCqAbdH57PfjQXrBne30ThBFqwTQghRuUkCUw38+FcBRzI1YiMUrugnex0JIYSo/CSBqeIOpvn4dYmx5suNQxyE2GToSAghROUnCUwVpuvG0JHPBx2bmunaQtZ8EUIIUTVIAlOFLd3oYeNuLxYz3CRrvgghhKhCJIGpopwFOl/PMgp3L7/QTnyMKcgRCSGEEP4jCUwV9f18F1l5OrVjVYadbw92OEIIIYRfSQJTBe066GX2ikIAbr7EgcUsQ0dCCCGqFklgqhivV+fjX53oOvRsY6FdEyncFUIIUfVIAlPFTPnTxZ5DPsIdCtcPcgQ7HCGEEKJcSAJThWza7eHXJcbQ0e3DHESHy59XCCFE1SRXuCoiz6Xx/k/56Dr062Sla0trsEMSQgghyo0kMFXE59OdpGfr1IpRuUGGjoQQQlRxksBUAYvWF7JkgwdVhbtGhmKX7QKEEEJUcZLAVHIZOVrxTtOjettpWld2mhZCCFH1SQJTyU1b6MJVCIl1TVzWSxasE0IIUT2U+Ot6//79S31wRVGYN29eqZ8nSiYlw8efa9wAXHeRA5NJho6EEEJUDyVOYA4cOMBjjz1GeHh4iR6fk5PDyy+/fMbHzJ07l7vuuuuE2y6++GLGjx/P5s2befrpp9m+fTuJiYk8++yztGnTpqThVgvTFhbg06BDopkWDWToSAghRPVR4qteo0aNGDZsGFFRUSV6fGZmJpMnTz7jY5KSkujbty/PP/988W02mw2n08ltt93G0KFDefnll5k0aRK33347c+fOxeGQGTYAB1J9/LXO6H0Z3S8kyNEIIYQQgVXiGpiZM2eelLxomgbAkSNHmDlzJrt27Sq+Lzo6mpkzZ57xmDt37qRZs2bUqFGj+CciIoIZM2Zgs9l46KGHaNKkCY8//jihoaHMmjWrFL9a1fbDAhe6Dl1aWEisI70vQgghqpcyFfGuXr2aXr16sWLFCo4cOcKIESN46qmnGDZs2FmTluPt3LmThg0bnnT7unXr6Ny5M4pi1HQoikKnTp1Yu3ZtWcKtcvYe9rJsoweAK/pK4a4QQojqp0xf3V966SWGDBlC+/bt+eyzz7DZbMyfP5/p06czfvx4Bg8efNZj6LrO7t27Wbx4MR9//DE+n49BgwZxzz33kJqaSmJi4gmPj42NZceOHaWOVfFzXWvR8fx93NKY8mcBYGzW2LB21e19qQhtXZ1IeweOtHXgSFsHjr/auqTPL9PVb/v27YwfP56QkBDmz5/PRRddhNVqpVu3bjzzzDMlOsbBgwdxuVxYrVbefvtt9u/fzwsvvEBBQUHx7cezWq243e5SxxobW7Ki44py3LPZuqeQVVs9qArcNiKOuLiqv9t0sNq6upL2Dhxp68CRtg6cQLV1mRKYuLg4kpKScDqdbN68mUceeQSApUuXUrt27RIdo06dOixfvpzIyEgURaFly5ZomsaDDz5It27dTkpW3G43dnvph0vS03PR9VI/7bQUxfjj+Pu4JaHrOh9OzQOgV3srDnMBaWkFgQ0igILZ1tWRtHfgSFsHjrR14PirrYuOczZlSmBuvPFGxo4di6qqtG3blm7duvHRRx/x3nvv8dJLL5X4OP8uCm7SpAmFhYXUqFGDtLS0E+5LS0ujZs2apY5V1ymXk7a8jnsmSzZ42LDLi8UMI3vbq82bMRhtXZ1JeweOtHXgSFsHTqDaukxFvNdffz3ff/89b7zxBt988w0A5513HlOnTmXo0KElOsaiRYvo3r07Lper+LYtW7YQFRVF586d+eeff9CPtoCu66xZs4b27duXJdwqIc+l8dVMY8uAyy+0Ex9jCnJEQgghRPCUeSuBVq1a0aBBAxYtWoTT6SQ2NpbmzZuX+PkdO3bEZrPxxBNPsGvXLhYuXMirr77KrbfeyqBBg8jJyWHcuHEkJSUxbtw4XC5XiYqDq6rv5rrIztepU0Nl+Pky80gIIUTp5XnySHel4/aduabU7XOT4kxhW8ZW/j64lNl7ZrLq8ArSXGnFnQvBVqYhpOzsbO69915WrFiBruvMmTOHcePGkZyczIQJE6hTp85ZjxEWFsZnn33Giy++yMiRIwkNDWXMmDHceuutKIrCxx9/zNNPP82UKVNo3rw5EyZMqLaL2G3d6+WP1cbJ9n9DHZjNUk4vhBCBous6hb5C3L5CfLoPn67h032oqMSGxKIqJ/cFHMjdz6IDC/nnyGoirVHUCa9LvfB61A2rj9VkZX9eMvtzk9mXs5dD+QcxKWbCrGGEWcIIs4YRZYumYUQjGkY2It5Rq3hZEV3XyS7M4lD+Ifbn7mNb5ja2ZWxhe+ZWtmduR0Ghbnhd6oTVpU5YPWJDYjiQd4Dd2bvYk72bVNeR4hhtJhvh1ghCLaH4NB8FvgLcPjeFvgIKfYWnbY8wSzgNIxvRtVY3nu35InZzcL5UK3oZUqkHH3yQvLw8XnnlFXr37s2vv/5KaGgoDz74IFarlQ8//LA8Yi2TtDT/F/HGxYX7/bin4/XqPPxRDvtTNfp1snL78NDyf9EKItBtXd1JeweOtHXgFLV1amoOee48sguzySrMIrMwg8yCDDIKMshwpZNx9P+N29LJKswi35NPvicfpycfn+475fEdZgeNIpvQJCqRJlFNyCjIZNH+BezK3um33yHEHEL98Aa4NTeH8w/h8rrO/iQ/UFCIskURbY8hwhrBEecRDuYfOOExi8espFmMMfrir/O66DhnU6YemEWLFvHNN98QERFRfFtMTAyPPvooY8aMKcshxWn8trSA/akaEaEK1wyULQOEEOJUdF0n35NHcm4yWzM2sy1jC1uO9kxkFmaQVZCFpmt+ez0Fo0fE6XWyKX0Dm9I3nHC/qqh0rNmJ7rV74vI6OZC7n+TcZA7k7afQV0Dd8HrUDatH/YgGJITVQdd1ct255HnyyPfkkupKY2/2bvbnJePyutiWufWE40fbokkIq0uz6GY0i2lB8+iWNItujqqo7M9L5kDufvbnJZPuSiMhrA6NIhsX9+iEWcLJ8+SS684lx51DvicPs2LGZrZjN9mwmmw4LA4irVGY1BPrLQu8BezL2cuenF2EmB3FyUswlHkVtMLCk7uXMjIyMJur7sJqgXY4w8e0hcY06esHhRDmKHPJkhBCVCq6ruPW3Dg9+Tg9TvI9+aS5UtmXu5fk3H0k5+5jf65xgc442nPi1s6+VphFtRBpiyTGHku0PYZoewwxthhiQmKL/9u4PZowSxihllAcllAcZgc2sx2TYsKkmFAUBY/PQ3LuXnZmJbEzO4mkzCTsZhsX1OlNz4TzibBFnnM7uH1u9ufuY2/OXuxmO7VCa1MrtDYh5tN/oU2MbnrW40baooi0RZU6HrvZTrOY5kFNXIqUKdu49NJLGTduHM899xyKouB0Ovn77795+umnGTJkiL9jrJZ0XeeT35x4vNC2sZkL2lrP/iQhhKgkPD4PKw7/zby9c1iQPJ8U52G8mgev5sOrefBontMO25xJuDWCFjEti3+ax7SgZd1ENKeZcEskIeaQ4nqSc2UxWWgclUjjqEQG+uWIJ7OarMWvIU5UpgTmoYce4s0332TEiBF4PB6GDx+OyWRi9OjRPPTQQ/6OsVr6a52bjUfXfLl1qMNvbzghhCgPXs3L5vSN7M7ehUkxYzVZsKhWLCYL+Z58o87kaH3Jzqwk/tq/gDxPbomObVWtOCwOou0x1A9vQP2IBtQLr0+dsLrUcNQk1h5b3KPisJw42UPqjaquMiUwVquVRx55hPvuu4/k5GR8Ph/16tUjNLT6FJiWp5x8jW9mG0Vao/uEUEvWfBFCVDAF3gJWpazg74NLWX5oGatSVpLvySvVMeJC4uhbbwADGlxE85iWWFQLZtVs/ChmHBYHDnMoFlPV3zJFlF6JE5iVK1fSsWNHzGYzK1euPOn+zZs3F/93165d/RNdNfX1LBe5Tp368SYu6WkLdjhCiGrE7XMzZ88s5uydSbglnPoRDagf0ZD64Q0o8LlYtH8hi/YvZMXhv0+aahthjaRlbCt0XcejuXH7PHg0Nw6zg5gQo5ck1h5LzdBa9KpzIe1qdDjlFGQhSqLECcx1113HkiVLiI2N5brrrjvt4xRFYcuWLX4Jrjpal+Rh0Xo3igK3D3NgNsnQkRDCf/I9+WxIXUeoJZTYkDhiQ+KwmWzsyNzOxC1fM2Xbd6S50s5+ICDeUYueCefTPaEn3Wv1oEVMy5NmrQhRXkqcwGzduvWU/y38p9Ct8+nvxnYBg7rZSKwrM7qEEOeuwFvAH/vm8kvSNObsmYXT6zzh/lBL2AnDPzUd8YxsegWqohqzfnL2si93L7qu0yPhAnrV7U2vOr1pGt1M6vNE0JTpCul2u3n77bepU6cO11xzDQAjRoygZ8+e3HvvvVgsMl5ZFlMXuDiSqREbqXBlf1nzRQhRcoW+QpYeWMyaI6vIKcwhz5NL3tF1PpYf+vuEgtl4Ry10dDIK0vFqXvI9eZgUEwMaXMQ1LW9gQIOLMKvyBUpUbGU6Q1944QVWr17Nc889V3zbnXfeydtvv01BQQFPPPGE3wKsLval+Ph9mTGefMslDkJs8q1GCHFmh/MPMXfvbObunc1fyQtwevNP+9g6YXUZ1uRyLkscQYeanVAUpXhZ+vSCNCJt0cSFxAUueCHOUZkSmDlz5vDFF1/QsmXL4tsGDBhAfHw8t99+uyQwpaTrOp9Pd6Jp0LWlhc7NZc0XIcSpOT1OZu7+nclbJ/LX/gXoHJsbXCu0NhfW7UNcSA3CreHGvjqWcJrFNKdzfNeTCmYVRSHKHk2UPTrQv4YQ56xMCYyu66dciVfXdTwezzkHVd0s3uBmy14vVgvcMEiGjoQQBl3XySjIYE+OsRHfkgOL+DnpxxOGgzrHd2Fgg0EMbHAxbeLaSU2KqDbKlMBcfPHFPPnkkzz99NO0atUKMAp7X3jhBQYOLK/1CKsmZ4HOt0fXfBlxoZ0aUVLBL0R1lefJY/nBpSw68Bd/H1zCjqwd5LpzTnpc/YiGXNn8Kq5ofhUNIhoGPlAhKoAyJTCPPvoojz/+ODfccAOaZmyOpaoql112GY899phfA6zqfvjTRVaeTu1YlUt7BmdLciFE8BxxHmHy1onM3jODf46sxqt5T3pMrdDaNIxoRPOYllyeOJLzEnrK+imi2itTAhMSEsKbb75JTk4Oe/fuxWKxULduXcLCwvwdX5W297CXWSuMobgbhziwmKXrV4jqQNM15uycw7vLPmDW7uknJC31IxrSq86FnF+nF23j2lM/osEZN+4Toroq8zy53NxcfvvtN3bv3s2dd97JypUradKkCfXr1/dnfFWWUbjrQtOgeysLHRJl6rkQVVmuO4clBxazIPkP5u2dw77cvcX3dY7vypgW19CnXj8ZEhKihMqUwGzfvp0bbriB2rVrF//3nDlzmDVrFh9//DHdunXzd5xVzuINbrbu82KzwPUXO87+BCFEpbMvZy8/7ZjK3L2zWZ2y8oTdlSNtkYxqdiXXtryR1nFtghilEJVTmdeBueqqq7jnnnvo2LEjAC+99BIxMTG8+uqrTJ061a9BVjVuj87keQUAXH6hnbgoGcsWoqrIKEjn16SfmbZjCssPLTvhvkaRjeldty996vdjdMfLcGb7ZIdkIcqoTAnMhg0beOGFF066fcyYMUycOPGcg6rqZq8oJC1bIzZC4ZIeUrgrRFWwO3sX76x+gx+2T8ajGctJKChcUOdChiVeTt96/akf0cC4XQGHxYGT3DMdUghxBmVKYGJiYti9e/dJ9S5r1qwhNjbWL4FVVXlOjZ/+MnpfrugXgtUihbtCVGZJmTt4a/Vr/Ljjh+IhojZx7RjZ9ApGNB1F7bCEIEcoRNVUpgTm//7v/3jiiSe444470HWdv//+m59++omvvvqK//73v/6OsUr5eVEB+QU69eNNXNheVtwVorLamLaBd9e8yc9JPxavhjug/kX8r8tDdKkldYBClLcyJTBjxoyhZs2afPbZZ9jtdl599VUaNWrE888/z5AhQ/wdY5WRmuVj5nJj2vTVA0NQVel9EaKy+fvQMsavfoN5++YU3zao4RD+1+UhOtTsFMTIhKheyjyNul+/fvTr18+fsVR5388vwOuD1o3MdEiUnV6FqCzy3LnM2jODrzZ9XlyYqyoqw5pcxt2d/kfbuHZBjlCI6qfMV9EffviB77//np07d6KqKs2bN+faa6+VHpjT2HPIy+L1bgCuGRgi+5UIUcE5PU7m7Z3Nz0k/Mm/vbAp8Ru2aVbVyZYurGdvxXhpHNglylEJUX2VKYD766CM+/fRTbrjhBsaOHYvP52PDhg08+eSTZGVlcfXVV/s7zkpv4lwXug4921hoUkd6X4SoSHRdZ0/ObtakrDJ+jqxiQ+p63Jq7+DFNohK5LHEkN7S+mVqhtYMYrRACypjAfPvtt7zyyiv079+/+LYBAwbQqlUrXnrpJUlg/uWf7R7W7/RiMsGY/rIkuBAVyY7M7dy/4B7+PrT0pPvqhzdgeOIILkscITs9C1HBlCmB8Xg81KlT56TbGzduTH5+/jkHVZV4vTpfzXICMOQ8G/Exstu0EBWB2+fm3X/e4q1Vr+HW3FhUC+1qtKdTzS50ijd+GkY0kqRFiAqqTAnMXXfdxRNPPMGLL75Is2bNADh48CAvv/wyY8eO9WuAld2sFYUcSteIDFUYcaH0vghREaw6vIL/LbibrRlbAOhffyCv9n6LeuGyl5sQlUWZEphPP/2U9PR0hg8fjsPhwGw2k5OTg67rLF26lFdeeaX4sVu2bPFbsJVNdp7G1AUuAK4aEILDLt/khAiWNFcavyRNY+r271mdsgqAWHss43q9yuWJo6SnRYhKpkwJzGuvvebvOLjtttuIiYnh5ZdfBmDz5s08/fTTbN++ncTERJ599lnatKlcG559P9+FqxAaJ5jo3UEWrRMiGJYeWMwHa8czP3keXs0LGFOgRzcbwzM9xxEbIquHC1EZlSmBKdptWtM0VFXlyJEjrF69mubNm9O4ceNSH2/69OksXLiQyy+/HACn08ltt93G0KFDefnll5k0aRK33347c+fOxeGoHDs37z7kZf4aYwbDDYMdsmidEEEwacu3/G/B3cVL/Heo0ZFRza5keNORxDvigxydEOJclGkb5NWrV9OrVy9WrFjBkSNHGDFiBE899RTDhg1j5syZpTpWVlYWr776Km3bti2+bcaMGdhsNh566CGaNGnC448/TmhoKLNmzSpLuAGn6zpfzjSmTZ/f1kKL+jJtWohA0nWd8Wve5N4/78Sn+7g8cSSLx6xkzuiF3Nb+TklehKgCypTAvPjiiwwZMoT27dszZcoUbDYbS5Ys4fnnn2f8+PGlOtYrr7zC8OHDSUxMLL5t3bp1dO7cuXhMWlEUOnXqxNq1a8sSbsAt2+Rh614vVgtcPbBy9BgJUVVousaTSx7hhb+fAeCujvfx0cDPaRbTPLiBCSH8qkxdAzt27ODdd98lJCSE+fPnc9FFF2G1WunWrRvPPPNMiY+zbNkyVq1axW+//XbC81JTU09IaABiY2PZsWNHqWP1d11e0fFOd1xXoc7XR6dND7/ATo2oMuWIgrO3tfCvqtDeee487l9wDz/umArA8+e/yB0d7gpyVCerCm1dWUhbB46/2rqkzy9TAhMXF0dSUhJOp5PNmzfzyCOPALB06VJq1y7ZCpWFhYU8/fTTPPXUU9jt9hPuc7lcWK0nFr1arVbcbjelFRsbXurnnMtxP5yWSWauTu04MzcPj8NmlQTmXJXX31CcWmVs79zCXN5f+T5vLHuDNGcaZtXMl8O/5Jp21wQ7tDOqjG1dWUlbB06g2rpMCcyNN97I2LFjUVWVtm3b0q1bNz766CPee+89XnrppRId47333qNNmzb06tXrpPtsNttJyYrb7T4p0SmJ9PRcdL3UTzstRTH+OKc67t7DXqb9mQvAjYPs5Obkk+u/l652ztTWwv8qY3vnFGbzyYaP+Xjt+2QWZgLQKLIxr/V+i94JfUlLq5jvwMrY1pWVtHXg+Kuti45zNmVKYK6//nq6dOnCwYMHueCCCwA477zz6NOnDy1atCjRMaZPn05aWhodO3YEKE5YZs+ezaWXXkpaWtoJj09LS6NmzZqljlXXKZeT9t/H1TSdT35zomnQvZWFDk0t8mbxk/L6G4pjtqRv5s/kedxzwZ3ournCt/fBvANMWP8h32z+klx3DgCJUU35b+cHubzpKMxqxf8dQM7tQJK2DpxAtXWJE5j/+7//48033yQ83MiKWrVqRatWrYrv79ChwwmPz8nJ4f777+eTTz455fG++eYbvF5v8f+//vrrADzwwAOsXLmSTz75BF3XURQFXddZs2YNd9xxR4l/sUBbuM7N9mQfNitcP0gKd6ur7MIsPlg7nlqhCdzU5tZgh3NWW9I388aqV/h1508A7HEm8dr5pSvED6RNaRv5YO14fkqaWrymS/PoFvyvy0MMa3I5JlW26hCiuihxArNo0SKWL19OZGRkiR6fnZ3N4sWLT3v/v/dSCg0NBaBBgwbExsbyxhtvMG7cOMaMGcPkyZNxuVwMHjy4pOEGVK5TY+IcY8Xd0X1CiIuUupfqaPaemTy48D4O5x8CoHfdPjSOSjzLs4Jja8YWXl/5cnHiUmTKpik81fUFwiwRQYrs1PI9+Ty15DG+2fxF8W09Ey5gbId76N/gIlRF3nNCVDelGkK6667SVfOXdWnusLAwPv74Y55++mmmTJlC8+bNmTBhQoVdxG7SPBe5Tp26NVUGn2cLdjhVSqG3MNghnFW6K53HFz/Ejzt+OOH2SVsn8vh5TwcpqlPL9+Tz2sqX+Hjd+8WLuw1rcjn/6/IQ/zfnBnZkbufnpJ+4tuUNQY70mHVH/uGOebewMysJBYVhTS7nzg530zG+c7BDE0IEkaLrVXtUMC3N/0W8cXHhxcfdsd/Lk58a//3MzWG0bGDx34tVY9sytvLoogdYdnAJXw+ZxMAGg4Id0kl0XefnpGk8vvhh0lypqIrKnR3uoWVMK8b+cRu1Qmuz5rpNmNWKsZDhH3vn8NBf/yM5dx8AQxoN5aFuj9EqtjUA7//zDs8ue5KutboxfcS8YIYKGOu5vL92PC8vfx6P5qF2aALv9f+YXnV7Bzu0c/bvzxFRfqStA8dfbV10nLORftdSsh36HmZ1Qy04gKbpfPa7E12HC9tbJXnxg3xPPs8ve5q+U3qy+MBf+HQf7655O9hhnWRX9k6u+O0ybp97M2muVFrEtGTGiHk81eM5hieOINYey+H8QyxI/iPYoZLiTOH2OTdx1fRRJOfuo25YPSYOmcKXgycWJy8Ao5uPwaSYWHl4BdsztgUxYjiUd5DRvw7n+WVP4dE8XNJ4GH9euaRKJC9CCP+QBKaUrId/hoyVWNLmMndVIbsP+XDYFa65KCTYoVV6M3dP54JJXXn3n7fwal761x+Iqqj8fWgpSZmlX8SwPBT6Cnl95cv0nnweC/f/ic1k46GujzF39F90iu8CgNVkZVSzKwH4bsu3QYvVq3n5dP1H9PyuMz8lTUNVVO5ofxd/XbWcgQ1P7tGKD43n0maXAvDd1m8CHW6xGbt+p8/3PVh0YCEOcyhv932fzy/+hhi7bLoohDhGEphS0i1GEbM7L53v/ygAYEw/O1Fh0pRl5dW8PL3kcW6YeRUH8vZTP7wB3wz5nslDpzGk6RAAJm75OshRwo7M7fT7/nxeXfkihb5Cetfty8Ixf/NA10ewmU6sfbqq5XUAzN4zgzRX2qkOV65WHV7BRVP78Njih8h159C+Rkdmj/yT585/kTBL2Gmfd3PHmwGYsm0SHp8nUOEC4PQ4eWDBfdw462oyCzNpX6Mjf1zxF1e3vK7M9XRCiKpLrrqlpFtiANiWdIT8Ap2GtU0M7CqFu2WVVZDJNdNH8+G6dwEY2+Fe/hqznIsbGjPObul4CwDfb/su4BfU4y1M/pPB0/qzI2s7NR3xTBj4BVOG/kzjyCanfHyr2NZ0qNERj+Zh6vbJAYvT5XVx/4J7GfLjADamrSfSFsUrF77JrJHzaV+z41mfPzhxMDVCapLmSmXevjkBiNiwJmUVF03tzdebPweM/Yumj5hLk6imAYtBCFG5SAJTStrRBCY70/hWfcslDlRVvh2WxY7M7Qya1o8/k//AYXbw6UVf8XTP53FYjs02u6TpJcUX1Dl7g7Mb+debvmDM7yPIcWfTrdZ5LLhyGZc1HXnWXoGiXpjvtnxDIGrl01xpjPjl0uKpxmNaXMPSq1ZzU5tbS7w+isVk4coWVwEwaUv5DyMdzDvA2Hm3MWhaP7ZnbiPeUYsfhv7CUz2ew2qynv0AQohqSxKYUvKZogGIMGfRr5OVZvUqxgyTykTTNaZu/55B0/qxK3sndcPq8duIOQxLvPykx1pMFsa0NPaz+S7Aw0g+zceTSx7lgYX34tN9jGp2JdOG/0ZcSFyJnj+i6SjsJjtbM7aw9siaco11Z9YOhkzrz+qUlUTZopg67FfG9/uQGo4apT7WVS2uBWDu3tmk5B/2d6iAMVz02sqX6PFdJ3442kN1RfOrWHDlMnrX61surymEqFokgSmltcnGAl/RtkyuGiCFu6Wh6zrz981j4A+9uXPe/5HrzuG82j2ZPWoBbePanfZ517Q0Lqh/7JvLwbwD5R6ny+ti4uav6f9DLz5e9z4Aj3Z7kvf7Tzip1uVMIm1RDGk8FIDvtpZfMe/yQ38zZNoA9uTspn5EQ6aPmMeFdfuU+XjNYprTJb4bPt3HlHIY/lp2cAnnT+rCaytfwuV10a3Wecwe+Sfv9f+Y2BAp1BVClIwkMKW0P9so4q0bmU1EqDRfSa1JWcXIX4cy5vcRbEhbR5glnIe7Pc7UYb+etZegSVRTeiScj6ZrTN46sdxi3J+bzPPLnqbDVy3474K72Jy+EYc5lE8u+pL/dnmwTIWk17S8HoAfd/yA0+P0a7xun5vPNkxg1K9DySzMpFPNzswc8QdNo5ud87GvPjr8NcmPw18+zcfrK1/m8l8u4UDefuqF1+eTi77kt8tny6J0QohSkytwKfU/rzYAYWpmkCOpHHRd58O17zF4Wn8WH/gLq2rl9vZjWXHtOu7v8nCJ6xyKEoHvtn6Lpmt+jVHTNd7/ZzzdJ3bg3X/eIrMwk/rhDXi6xwv8c/0mhieOKPOxz6/Ti/rhDch15zB9169+idereZm8dSI9J3Xh0UUPUOgrZEijofw4fHqZhoxOZXji5TjMDpKydrDy8IpzPl5K/mFG/zacV1e+iKZrXNH8KhaO+ZvhiSNkhpEQokwkgSklS6jRxa14M2Vr07Mwakge4emlj6GjM6LpaJZds4bnz3+pxHUkRS5tPJxwawT7cvaw+MBffosx1ZnK1dNH8eyyJ/BoHnomXMBXgyex/Jq1jO14D9H2mHM6vqqoXNniaoBz7j3SdZ1fk37iwsnduWf+f9iXs4caITV58YJX+ezir08ofj5X4dYILm0yHDBmgJ2L+fvmFi9M6DCH8m6/j3iv/8dnnM4thBBnIwlMKRXNQlJ0H4o3O8jRVFwur4tb59zAhPUfAvBMz3F8OOBT6oXXL9PxHBYHI5uOBvxXzPvX/gX0ndKT+fvmYTfZeb33O/w0fDqDG13i112Nr2xuJDCLDixkX87eMh2jwFvAPfP/w61zbiApawfRtmie7PEcK69dz63t7iiXXZjHtDCKp39OmobL6yr1890+N88sfYIxv48kzZVGq9g2zBv9V3FCJ4QQ50ISmNIy2cFkfNNVPBlBDqZiyihIZ9Svw5i+61esqpUJA7/gzg53n/NQwbWtjA0Gf9/5K5kFZW97n+bj5RUvMPrX4RxxptAipiWzRy3g+tY3lctwRv2IBvSqYyyBP2XbpFI/PyX/MJf/MoTvt32Hqqj8r/ODrLpuA3d3vM+vvS7/1jPhguLhrxm7fivVc/dk72boTxfxwdrxANzU5lZmjZxPYrSs6yKE8A9JYMrCZgwjqZLAnGTV4RVc9EMfVh5eTqQtih+G/cJlTUf65djtanSgTVw73JqbadunlOkYWQWZXDNjNG+uehUdneta3cSskX/SMraVX2I8naLejMnbvitVDc+alFUMnNqb1SmriLJF8f2lP/FI9ycJt0aUV6jFVEXliubGmjClGf76acdU+k25gH+OrCHKFsUXgybyyoVvYjfbyytUIUQ1JAlMWUgCcxJN1xi/5k2G/nQx+3L3Uj+iIb9fPoceCef79XWuOTo7ZmIZZsdsStvIwKm9mb9vHiHmED4Y8Alv9HmnXHsxilzSeBhhlnD25exh2cElJXrO5K0TGf7zYA7nH6J5dAtmjfoz4GukFCUwf+1fwIHc/Wd8bL4nn3vn38ntc28mz5NL99o9mH/FEi45OpVcCCH8SRKYsrAeLeSVBAYommFyGS/8/Qw+3cdliSOYP3oRzWNa+P21Rja9ApvJxqb0DaxPXVvi5/28YxqX/DiAvTl7qB/egN9HzC3ecDEQHBYHlx2dzTTpLGvC5HvyuWf+f7hn/n8o9BUyqOEQZoycd9ptC8pTw8hG9Ey4AB29eMG5U9mQtp6BP1zIpK3foqDwvy4P8dPw6dQNrxfAaIUQ1YkkMGUhPTDFlh1cQt8pPVm0fwEOs4O3+77PxwO/IMIWWS6vF2WPLv5GX5INHjVd46Xlz3Hb3Jtwep30rtuXOaPPvHBeeRlzdIXb33f+Qp4795SP2ZqxhUFT+zJ560RUReWhro/x5eDvAjJkdDrFw19bJ57U66XrOp+s/5DBU/uRlLWD2qEJ/Dj8dx7p9gRmVVapFkKUH0lgyuJoAqO4q3cC80vSj4z+dThprjRax7Zl7ujA7Bx89dE1YaadZXE4l9fF7XNu5q3VrwPGBoGTL/2RGHtwVnvtWqsbiVFNcXqd/Lrz5xPu03WdSVu+5eKpfdiWuZV4Ry2mDfuNB7o+gqoE9216aZPhOMyh7MreecKaMBkF6Vw/cwyPL34Yt+ZmUKNL+PPKJZxfp1cQoxVCVBeSwJSFtXr3wBQtTvd/c27ErbkZ0mgoM0bO88sKsCVxQZ0LqR/RkFx3Dr/v+uWUjzniPMKIXy7hl50/YlEtjO/3IU/1eK5cphuXlKIoxb0Zxw8j5XvyueuP27n3zztxeV30qdeP+VdUnEQgzBLG0OI1YYxi3hWHltN/Si9m75mJzWTjpV6v89Wg74KWHAohqh9JYMrCVn1rYI5fnA7glra38dnFXxNiDty+UKqiclWLog0eT94xeWvGlqMbGxozd6YM/bk4cQi20c3GoCoqyw8tY1dWEtsytjJoal9+2D4ZVVF5vPvTTL70R7+tqOsvRRs8/rRjGm+teo3hPw/iQN5+Gkc2YcbIP7il7W2yoq4QIqAkgSmL4hqY6rWdgFfzcsfcW4oXp3u6xwu8eMFrQenVGNP8GlRFZenBxezK3ll8+/RdvzF4Wn/25e6lUWRjZo78o8L0ZADUDkugT71+ADyw8L4Thox+Gj6dezvfH/Qho1M5L6En9SMakufJ5aUVz+PTfYxoOop5o/8KSj2REEJUvE/KyqAazkLSdI3/LbibX3b+iFW18vHAzxnb8Z6gfeuuE16XvvX6AzBpy7f4NB8v/v0cN826hnxPHj0TLmDmyD9oElXxFk4r6s1YfOAvnF4nF9bty/wrlvh9yrk/qYrKmKMrCttNdt7oM54PB3xGmDU8yJEJIaormSZQFtVsFpKu6zyz9InimTETLvqSIY0vDXZYXN3yev7YN5fJWyeyIW0d8/fNA+D2dnfyVI/nsZgsQY7w1C5uOIQ6YXU5mHeAB7s+yn87PxjU2pySuqfT/4gJieX8hF7lMkVeCCFKQxKYsqhmCcw7a97go3XvAfB23/crRPICcHHDwcSFxJHiPEzKvsOEmEN4o8/4gK7vUhZ2s51Zo/7E7Sss895QwWA1Wbm5zf8FOwwhhABkCKlsiop4ffmgFQY5mPL1xcZPeXH5cwA8f/5LFaYYFowL6pXNjXiCsTjduYh3xFeq5EUIISoa6YEpC0skOioKGqo7A81eO9gRlYuJm7/mkb/uB+B/XR7i9vZjgxzRyR7s+iht4trSv/5AouzRwQ5HCCFEgEgPTFkoKrrFuFhWxUJeXdd5Y9Ur/HfBXejo3NL2Nh7u+niwwzolh8XByGZXSPIihBDVjPTAlJFmiUH1pKN6MvAFOxg/8mpeHvnrAb7e/DkA93V6gEe7PylrfAghhKhQJIEpI90aA86q1QPj9Di5Y+7NzNozAwWFly58XYo2hRBCVEiSwJSRZokBqs5MpDxPHmN+G8GKw39jM9n4aODnxZsmCiGEEBWNJDBlpB9NYKpCD0yBt4AbZl7NisN/E2mL4psh33Ne7R7BDksIIYQ4raAW8e7du5dbbrmFjh070qdPHz799NPi+5KTk7nxxhvp0KEDQ4YMYfHixUGM9GRVpQfGq3m5fe7NLNq/gFBLGFMu/UmSFyGEEBVe0BIYTdO47bbbiI6O5qeffuLZZ5/lww8/5LfffkPXdcaOHUtcXBzTpk1j+PDh3HXXXRw8eDBY4Z5ErwIJjKZr3PfnWGbu/h2bycY3QybTMb5zsMMSQgghzipoQ0hpaWm0bNmSZ555hrCwMBo2bEiPHj1YvXo1cXFxJCcnM3nyZBwOB02aNGHZsmVMmzaNu+++O1ghn0CzHh1CclfOBEbXdZ5c/AhTtk3CpJj49OKvuaDOhcEOSwghhCiRoPXA1KxZk7fffpuwsDB0XWf16tWsXLmSbt26sW7dOlq1aoXD4Sh+fOfOnVm7dm2wwj1JZe6B0XSNZ5Y+wScbPgJgfL8Pubjh4CBHJYQQQpRchSji7devHwcPHqRv375cfPHFvPjii9SsWfOEx8TGxnL48OFSH9vfy5cUHU+3HivirUxLpBT6Crn7jzv4acc0AF6+8HWuaDEmyFGdWlG7Vqb2rcykvQNH2jpwpK0Dx19tXdLnV4gEZvz48aSlpfHMM8/w0ksv4XK5sFqtJzzGarXidrtLfezY2HB/hXmCyBr1ADD7MomLK5/X8LesgixGTR7Fwr0LMatmPh/2Ode1vy7YYZ1Vef0NxalJeweOtHXgSFsHTqDaukIkMG3btgWgsLCQBx54gJEjR+JyuU54jNvtxm63l/rY6em56LpfwgSMzDA2NpyMfBsxgF6YQXpqNigVe1eG/bnJXPX7KLZmbCHMEs6Xg7+ld52+pKXlBju00ypqa3//DcWpSXsHjrR14EhbB46/2rroOGcT1CLetWvXMmDAgOLbEhMT8Xg81KhRg127dp30+H8PK5WErlMuJ23RNGoFDTzZxXsjVUSb0jZy1fSRHM4/RK3Q2nx3yVTaxLWtNG/m8vobilOT9g4caevAkbYOnEC1ddC6Dfbv389dd91FSkpK8W0bN24kJiaGzp07s2nTJgoKCorvW716Ne3btw9GqCdYsUJl7FjIc9rQTaEAKJ7MIEd1eov2L2TYz4M4nH+IFjEtmTniD9rEtQ12WEIIIcQ5CVoC07ZtW1q3bs1jjz1GUlISCxcu5LXXXuOOO+6gW7du1K5dm0cffZQdO3YwYcIE1q9fz6hRo4IVbrHPPrPywQfw/feWCr+Y3Y87fmDM7yPIdefQM+ECfrt8NnXC6wY7LCGEEOKcBS2BMZlMfPDBB4SEhHDllVfy+OOPc91113H99dcX35eamsqIESP49ddfef/990lISAhWuMWaNtUAWLnSVGETGF3Xef+f8dwx9xY8mofhTUbw/dCfiLRFBTs0IYQQwi+CWsQbHx/Pe++9d8r7GjRowLfffhvgiM6uSxcfYCQw+q0Vcz+kV1aO481VrwJwe/uxPNtzHGoFLzIWQgghSqNCzEKqTDp39qEosG+fitMXg5WK1QPz046pxcnLMz3HcWeHirFysRBCCOFP8rW8lMLDoXVr478PZcQCFWc7gQ1p67nvz7EA3NPxf5K8CCGEqLIkgSmDHkc3a95z0EhgKkIPTLornRtnXo3L66Jf/QE82v3JYIckhBBClBtJYMqgZ0/j3627j/bABDmB8Wpe/m/ODSTn7qNRZGM+GvAZJtUU1JiEEEKI8iQJTBkU9cBs2FYDADXI68A8u/QJFh/4i1BLGF8NnkSUveIuqieEEEL4gyQwZdCsGURH6xzOjAOC2wPz4dr3+Hj9BwC81/9jWsS0DFosQgghRKBIAlMGimLMRkrPC24NzCfrP+TppY8B8Gi3J7mk8dCgxCGEEEIEmiQwZdSlS3ATmM83fsLjix8G4L+dH+C+zg8EPAYhhBAiWCSBKaNu3Xyk5x4t4vXlg1YYsNf+etMXPPLX/QDc3fG/PNLtSRRFCdjrCyGEEMEmCUwZdezoI7cwAp9mNKEaoLVgJm7+mgcW3gvAHe3v4onznpHkRQghRLUjCUwZhYVBixaQkRe47QQ+2/Ax/11wFwD/1/YOnu05TpIXIYQQ1ZIkMOcgkHUw49e8xaOLHgTg9nZ38sIFr0jyIoQQotqSvZDOQZcuPtLTyncxO13XT9ic8X+dH+Thbk9I8iKEEKJakx6Yc9C167FCXs3l/wRG13WeXvp4cfLyxHnP8Eh3KdgVQgghJIE5B40a6eR5jBqYI8n+XY1X13WeWfoEH617D4AXL3iVezr9z6+vIYQQQlRWMoR0DhQFrOFGApNxKJMYPx57/Jo3+XDduwC80Wc817W60Y9HF0IIISo36YE5RxFxxr5D+Zn+64H5YuOnjFv+LADP9nxRkhchhBDiXySBOUc16hkJjNeZgc937sf7cccPxYvU/a/zg/ynw13nflAhhBCiipEE5hzVbxIFQLg1gz//NJ3Tsebtnc1df9yOjs7Nbf6Ph7s94YcIhRBCiKpHEphzZHIYlS+xYelMnGgp83H+SVnNLbOvx6t5GdF0NC/2ek1mG4mKRdcxr1mFkhm83deFEKKIJDDnSLMa06jjI1OYPdtEamrpk469OXu4ZsYVuLwu+tUfwLv9PkJV5E8jKhbHm68SPagfsW2aEnHD1Vh//xUKA7cHmBBCHE+ukufIF9IIHZXo0CxqhB3mhx9KN7ErqyCTa6aPJs2VSuvYtnx60VdYTGXvyRGiPFiWLcHx2ksAKB4Ptpm/E3nztcS2bUrYow+gpKYGOUIhRHUjCcy5MoXgczQBoG29DXz3nQVdL9lTC32F3DTrWrZnbiMhtA7fXfIDYdbwcgxWiNJTMjMI/8+tKJpGwRVXkbFgGc677sNXOwE1K4uQzyYQc35n7F99DpoW7HCFENWEJDB+4AtrDUCnxuvZvt3EqlVnb1Zd1/nvn3ex5OAiwizhTLzkB2qHJZR3qKKCCHn3bcLH3obtxx9QsrOCHc7p6Trh992F6eABvI2bkPvyG/hatSb/qefIWLOJrO9/wtOmHWpWFuEP3kfUJQMwb1gX7KiFENWAJDB+4A1rBcCg89YDMGnS2YeAxv39LFO3f49JMfHZxV/TOq5NucYoKg7L/HmEPf8U9h8mE3HHLcS2bEzkyGHYP/0IJcu/KzqfK/sXn2Kb+Tu6xULuhC+MbdiLmEx4+vYna84C8l54GS0sHMvqVUQN7E34HTdj/WMOeL3BC14IUaVJAuMH3nCjB6Z9ww0A/PSThby80z/+3X/eZvw/bwLweu936Fu/f7nHKCoIl4vwR4x1ftw9zsfbrDmK14t10QLCH3uImJ6dsU2ZRInHIcuRadNGwp5+DID8p57D267DqR9oNuO67U4yl66i4LIRKJqG/cepRF41ith2zQh97EHMa1ZViN9JCFF1SALjB96jQ0iRbCWxiZv8fIXffjt1Me/Xm77g+WVPAfBkj+e4ptX1AYtTBJ/jnTcw7dmNr3YCOROnkLl4JRl/ryHvmXF4mzZDTUsj4q7biRw5FFPSjuAFWlhIxB03oxQWUjjwYly33XnWp2i1apM74Usy5yzA+X93oMXFoaal4fj0Y6IH9SNqYG9sk74FlysAv4AQoqqTBMYPtJCG6KZQFK2Qu67fAnDKNWF+3jGNBxfeB8A9Hf/H3R3vC2CUIthMSTtwvPsWAHkvvIIeZhRs+xon4rrzbjL/XEre40+j2+1YF/9FdJ8ehD71GNbffsG0dUtApyw73nsb87ataHE1yH3nQ2PjrxLyduhE/rhXSV+3jexJUykYMQrdZsOyfi0R995JbIcWhD77JGryvnL8DYQQVZ0kMP6gqHhDWwBwed91qKrOihVmduw41rx/7J3DnX/8Hzo6N7S+hcfPezpY0Ypg0HXCHv4fisdDYf+BuC8ddvJjrFZc995Pxl/LKew/EMXtxvHRe0Tech0xF3YnrkE80d07EPrkI6j7k8stVHXXThxvvw5A3gsvo8fFle1AFgvu/heR+9HnpK/dSt6Tz+GrVx81MxPH++8Q070DYf+7G3XvHv8FL4SoNoKawKSkpHDPPffQrVs3evXqxUsvvUTh0W+ZycnJ3HjjjXTo0IEhQ4awePHiYIZ6VkXDSLHmjQwYYGyK9MEHRi/M3D2zuGnWtXg1L5cnjuTlXq/LKrvVjG3aFKyLFqLb7eS99PoZezS0ho3I+W4q2V9NouCKq/B07oIWHoGiaZh378Lx8QfEdGtP+NjbMG3e5N9AixKtwkLcvftSePko/xw2NhbX3feRsWId2d98j7tXbxSvl5BvvyKmRyfC7huLunuXX15LCFE9KLoenMo6XdcZM2YMERERPPTQQ2RnZ/PYY4/Rv39/HnroIYYPH06zZs34z3/+w7x58/jwww+ZMWMGCQmlm2qclpbr19pBRYG4uPCTjhuy7wPCtj1CYY1L+MPzPZdcEoqq6jzx1U+8uPtKvJqXQQ2H8NnF38hCdSV0uraubJSsTGJ6dkFNSyX/sadw3vdA6Q+i66hHUjCvWU3Ipx9hXbSw+C53vwG4brwV94CLwFy6hRRPiFOBuLm/w9VXo9tsZCz8G61xkzIf72zMy/8m9I2XsS6YX3ybFhODr34DtHoN8NWrj69efbT69fHVa4Cvbr0TZ0FVYlXl3K4MpK0Dx19tXXScsyn7p9052rVrF2vXrmXJkiXEHe2ivueee3jllVe48MILSU5OZvLkyTgcDpo0acKyZcuYNm0ad999d7BCPiNvmDEN2py3ia4XaFx6qYfff7fw3HM2uMbLyKZXML7fh5K8VEOhLz6HmpaKt2kznHfeU7aDKApafC3cgy/BPfgSzGvXEPL+eGy//Yx1/jys8+fhi69F4ZhrcF11LXpUFOb164yfDeswHT6E+/wLKLxkOL42bU/ZA6RkZ8F//wuA878PlmvyAuDtfh7ZU37GvHI5oW+8gnX+PNSMDNSMDFj7zymfo8XF4enYGU/3nnjO64m3fQew2co1TiFExRS0BKZGjRp8+umnxclLkby8PNatW0erVq1wOBzFt3fu3Jm1a9cGOMqSKxpCMrn2oHhzqX/5VzDjdthxCRfrr/P+gFtlf6NqyPzPamOFWiDvlTfBavXLcb0dOpH7yZfk795FyNdfYP9+IqaUwzjeeQPHO2+c8jmW5csIffM1fA0aUnjJMNwX9sbXsDFa3XpgteJ44VlISTESrbH3+iXOEv0uXbuTPflHlNwc1H37MCXvw5S8F3XfXkzJyahF/5+VhZqWhm3ubGxzZwOg2+346tUHTUPx+YyVgHUdX8PGeNu1x9u2Hd52HfA1bgKqvP+EqEqCNoT0b5qmcfXVVxMdHU1CQgIZGRm89dZbxfd/9913TJw4kenTp5fquOnp/h9Cio0NP+VxYxY0RXWnMD70Wu5d+y3MGA8r7qZtWx/z5jnl87OUztTWlYLPR+TF/bCs+4eC0VeS98En5fdabjfWObOwf/sVlvnzUHQdX6PGeNt1wNuuPVpMLNZ5s7HOn4fyr2nMuqqi1a2HmrwPRdfJ/mUGnp4XlF+sZaTkZGNK2oF5xd9Y/l6G5e+lqOnpJXquFhGJp3df3AMuwt1vAHqtWuUc7ZlV+nO7EpG2Dhx/tXXRcc76uIqSwLzyyitMnDiRqVOn8uWXX+Lz+XjllVeK7586dSoff/wxc+fODWKUZ6bPvwjl8Fz+LwU+zYEnO4/nnWvuJicHvvkGrr022BGKgHr/fbjrLoiMhG3bID4+MK+bnm7UwkRGnnxffj7MmgU//QRr18KuXSeuy3LTTfD554GJ81zputGuhw4Zv6/JZPz4fLB5M6xZA//8A+vWnbz2TIcO0LUrJCYe+6lX79hxVNX41yJDvkJUVEEbQjrea6+9xldffcVbb71Fs2bNsNlsZGVlnfAYt9uN3W4v9bED1QOj6zqbMzLpDbS1wfPnv8gdHW5Eu7uQceNsPPqoRp8++ZThV6i2SpLNq4cOEvL+eHx16+Jt3wlv23YVotBTSUkh+rHHUYG8x56iwOSAtNwAvboVPJz+9XpfZPwA6DpKSgqmPbtRM9OJuGJE5fqmGlfH+Pm3Zm3hsiuN//b5MK9dg3XeHCx/zMXyzxojeSvBkLQWFYWvcZPiH63u0eEqdyG43Sgez9F/3eD2GLf7fOgREWhR0ejR0WjR0WiNE/E1SSyuPZJegcCRtg6cQPfABD2Bef7555k0aRKvvfYaF198MQDx8fEkJSWd8Li0tDRq1qxZ6uPrevmsYH78cXVd59WVL5K6bxW9a8GwGo0IbX8Xug633ebmiy8s7N+vMmGClbvvdvs/mCrutH9DXSds7B1YFy04dpOi4GvWHF+zFmhxcWgxsWhxceixcejh4Wih4ehhYeihoUbxp8eD4vWA2wNeL1q9euhR0eccc9jTj6PmZOPp0BHX9TdDhf3gVNDja6HF1zKurTYbeq67an3QqyY8nbri6dQVHnocJTUV6+KFmHZsx7R7F6Y9uzDt3mUUD//7qVlZqGtWY1mz+pzD8DZJxD34UgoHX4KvS1cA9Hwn6qGDqAcPgseDr0FDtHr1z97z4/OBy4VSWIgeFiaFzCVQXtcCcbJAtXVQE5j33nuPyZMn8+abbzJo0KDi29u3b8+ECRMoKCgo7nVZvXo1nTt3DlaoZ/Tqyhd5Y9UrdDz6GVKfbNJ1HRSFkBB45JFC7rknhLfesnLppR4aNZJ3kT9Yf/8V66IF6DYb7r4DMK9fi+ngAczbtmLetrXMx/U2a46nc1e8nbvia9YcJTsbJSMdNS0NNSMdLSa2uEBUj4k96fmWxX9hnzYFXVHIe/UtYyhCVBh6jRqnXt/G7TYSA01D0Xzg9aIeOoRp186jP0mYDh1Et1jAYkW3Hv3XZgOLBd1iNYq0VRUlJxslKxM1MxMlIwPz1s2YdyZhfu9tHO+9jRYTA5pG3L96mgF0kwmtTj18DRoCoOTnouTmouTloeTno7icRs9P0eMVBa1mPFrdevjq1UOrWx9fnTpoCXXR6tTBl1AXPSrKOA+LZp8dnZZv2r4N0/ZtmJO2o6sq3g6d8Hbugq9Rk5Nnquk6Sl4uSno6amYGakY6SkYGeL0oR4un0TT08HDcF/RGr1GjZH8Qj8fYNsPnQ6udgB4Tc+p1koquiKVZQ6ugANPOHdC+JRXg+7rws6DVwOzcuZOhQ4dy2223cc0115xwX0xMDMOGDaNZs2bceeed/Pnnn3z44YdMnz69wq0D883mL7l/gTE19oUez/BY2nMoaKT32oZmrw0YEyOGDQthxQozrVv7mDHDSUiI/2Kqqs64poDTScz5XTAd2E/+/Q/jfPhx4zkpKVjWrUHdt9dIONLTUdPTUDLSj14EclHy81Hz8sBdCFYrutkCVgugoKallipGX916+Jo1B48XxZmP4sxHTU5GzcvFddOtxsyjSkLWyyg/Sl4ulvnzsM34Hevc2ai5OcX3aaFhaAkJYDJh2rvnpCJrf9EVxTjfLVYUTUNx5p/2sVpUFN62HUDzGYnK0aTl+MTpbK/l7dyVwosH475oMFqNmsbzMzNRszJQDx7EvGE95o3rMG/ehHLcNhm6zYZWqzZaXA0UlwslN8f4EpGbgx4RiadbdzznnY/nvB5423cERTFiTE1FTU/DtGsn5vVrsaz9B9O2LSheLygKnnYd8PTqjbtXb3wtWqIeOohp37HZbphUtOgY9JgY49/oaLTQcAh1oIeGojtCUdLSMO/cYfTeJe1APXgA7Ha0iEj0iAhjexCTyUgynU5wOlEKC9Ajo4wks0ZNtBo10KOi0E1mo+bKbEZXVBRnHmpWFkpWFmp2Fng8xnNqJ6DVMnpJcbtR09OMz7S0NJSCAnyNm+Bt3hK9Zs3TJ3e6bsSSn4+Sl4ta1KbZ2ag5R9vWakN3ONBDw9BDHWCxHk3ofUdn+OlgUo3PS4sF3WRGq18fLeHYEG6g14EJWgIzYcIE3njj1NM9t23bxt69e3n88cdZt24dDRo04LHHHqNnz56lfp3yTGCWHljCyF+H4tW8PNT1MR7o+gjRSzpjdu4gq+OPeOIGFD/v0CGF/v0dpKWpXHWVh3feKfBfUFXUmd4MjpefN6YE16tPxqIVcNyU+3N6zbQ0LGtWYl69EsuqVZj27kGLjkaPjUWLjUOLiUE9dAjzhnWYz7ByrK92Apl//Y0eGeWXuAJBEpgAcbuxbFpPVN140kMi0cIijt13tGdE3b0b0749oKroYeHo4UVDn2HoISHo9hB0ux3sdpTMTEz79x2dbp6MeiAZ04EDqIcOoB44gOlIyinD0FUVX4OGxpBrYjPwuLGsWY15w7oTEoqTnhcSYgzNxsSiR0Wj223GyaOqgIJ6YD+WDetK1SRaeATYbKX+AqGbzUaCcpZjH58wVlVaVBS+5i3RQ0NRcnKML2s5OcYXt/w8o5fMz3RVJePvf9AaNgKqUQITKOWVwKzZtZGLfuhDekE6lyWO4OOBX6AoChHrrsd25Gfymr6Aq+GJi5YtWmRi9OgQNE3hrbcKuOaakn2bqa5O92ZQd+8i5sLuKIWFZH8xEfclQ4MTX0425o0bMO3ehW63H/3mEorucOBLbFqpkheQBCaQAtrWbjdKfp5RZOw9WnSsa/jq1Dt17YzbjXnLJmObCrvdSFRiYoykJTqmRF8W1EMHsc6ZhXXOTKyLFqIUFKBFRqFHRRlFzbFx+Fq3xdOuPd627dEaNDQSoMJC1MOHUA8dQk1PM3oEIiLQj/ZwqIcOYlm2FMvfS7EsX1pct6SrKnpMLFqNGmi1E/C074C3XUe87Tug161LnDuX3F9nYPlrIZZFC1EPHjB6NurVx1e/Ab569YzkMSMTJTPD6C3KyjIu/EU9F/l56JGR+Jo0xZfYFG9iU7T6DaCw0FjDKNdIGPD5jLgdoeiOELDajOHE1CNHf1KN3g+fD3xeYwjO60UPDTO+LEVGoUVFgWpCTU0x2uPwYdQjKWCxGF+kYuPQY2PRrVajN2jvnhInKFpomJEQR0WhR0SiRUWhh4WhuD3Fvy/5+UZhumpCL5rdpyrg04yE0esxeogS6pDzzeTijWklgfGz8khg7BEK503owab0jbSr0YFfL5uFw2K8qR07XyZ014sU1L6K3DYfn/T8d96xMm6cDZtNZ/p0J+3a+T8rripO92aIuO5KbLNn4u7dl+wpP5duTFycliQwgVOt2trjOTYt3Z90HfXAfvQQB3p09GkXKjyprY/W6pQ6nqN1jUGjacbrnyoGlwvTziTM27eC220kfOHhR4e1wtDCIoyJCw5HuS7oWG22EqisNF3jup9uZFP6RmqE1OSrQd8VJy8A3nBjSwFT3uZTPv/uu92sWmVi9mwzN98cwrx5+URFBSLyqsE6dxa22TPRzWbyXnxNkhchKrryWktHUYxVpMvwvDIlU8H+rDlT4hESgq9NW2ObkGpE1oYtpQnrP+TnrT9jVa18OXgidcLrnnC/N6wVAOb8raCdPDarqvDuuy7q19fYt09l6FAHSUlyES4Rl4vQJx4x/vP2sfiaNgtyQEIIIYJFEphSOpR3EJNi4s2+4+laq/tJ92shDdFNoShaISbnzlMeIyoKvvrKRXy8xrZtJi66KJTffpPOsLMJfeMVzLt34atVG+f9DwU7HCGEEEEkCUwpPdPzBVIeSOHKFlef+gGKije0BWDsTH06rVtrzJvnpEcPL3l5CrfcEsIzz9g4S0F9tWVev5aQ998BIO/Vt4qLxoQQQlRPksCUkqIoxDpOXrzseN7wdgBYspae8XHx8TpTp7q4805jdd4PPrBy+eUhbNwof5YTeDyE3XcXis9HwWUjcA8aEuyIhBBCBJlcKcuBu8ZgAKwpv4J+5llGFgs880whn33mIjRUZ/lyM/37O7jrLjv790ttDEDI++OxbFyPFh1N3rjXgh1OtZadLcuxCyEqBklgyoE7th+aORKT+zCWrL9L9JyhQ70sWJDPiBEedF1hyhQLPXqE8uyzNk6xRUv1sXUrjtdfBiDvhVdOWp78u+/MtGoVysMP28jODkaApZeXB7fcYmfgQAfjx1srRaLq9cIzz9ho1iyMPn0c/PCDmRIuyiqEEOVCEpjyoFpx1zCGOawpP5X4aQ0a6Hz0UQFz5uRz/vleCgsV3n/fSqdOYTzyiI3duyv+hc6vNA1uvRWlsJDC/gMpHHXlCXf/9puZ//7XTlqayhdfWOnZM5Rp08wVuocgIwNGjXLw228W1q0z8cILNjp1CmPYsBC+/NJCTgVcMDQlRWHEiBA++MCKrits2WJi7NgQuncP5dNPLeSffkV6IYQoN7KQXSmVdKEea+osItdegc9Wm4xeW0ApXa6o6/DHHyZefNHGxo2mo6+tM2SIl//8x023blVnATzlyBHskydinzoZNfXIsTt8PtSsLLTQMDIXLT9hzYeFC01cfXUIHo/C0KEetmxRSUoy2qlXLy+vvFJAYmLFOrUPHVK44ooQtm0zEROjcffdbv74w8ySJSZ03UhOw8J0brjBw+23u6lVK7Dxn+rcXrLExG232UlNVQkL03n11QIOHFD5+GMLaWnGOR0VpTNqlIerrvLQtm3VOS/LU7VayC7IpK0DR1bi9bNgJTBobmIXNkH1ZpPZZTbe6B5lej1dN7Yg+PBDK3/8cWyqdefOPu64w80ll3gxV8YZ2Pn5WFb8Tci3X2Gd+fsZ9zPJfeMdCq67qfj/16xRGTHCgdNpJC8TJhTg9RpF0G+9ZaWgQEFRdPr08XHttR4GDfKW21paJbVrl8IVVzjYt0+ldm2NKVNcNG9uXOwPHlT4+WczkyZZ2LbNSMIsFp3Roz385z+e4seVt3+f2x99ZOGZZ2xomkLLlj6++MJF48bGSe9yweTJFj74wMrevceS87ZtfVx9tYfLL/cQExOQsCsluagGjrR14EgC42dBS2CA8I23Yz80CWe928lvce7Fp1u3qnz0kYWpUy243cY39rp1NW691c2YMRX0glFYiHX+PGwzf0fduwc15TDqkSOoebknPMzTuQsF192Ep1MXo5F1HUWB6Lo1SQuLLW7r7dtVhg0LISNDpVcvL9995zphO5c9exSefNLO7NnHsrq4OI0xYzwMH+6lbVutPFfSPqUtW1RGjQohNVWlUSONH35wUr/+ySePphm9bu+9Z2XZsmPxt23rY/hwL5dd5jnl8/zl+HN78mQzd99tbJl+xRUeXn214JRb4Ph8Rm/YpEkWZs40F5+XFotO//5eRo/2ctFF3lNuuVOdyUU1cKStA0cSGD8LZgJzrsNIp3PkiMKXX1r48stj3fiqqtO5s8bAgV4GDPDSurUWvJWv3W4sixdi/2ka1pnTUXNOXV2rRUdTOGI0rmtvxNe6zUn3/7utU1IUBg1ycOCASseOPqZNcxIWduoQdu9W+O47C5MmWThy5Fi716ih0bevj/79vfTu7S33pG/PHoVLL3Vw5IhKmzY+Jk92UbPm2U/IVatU3n/fyqxZZny+Y3/Izp19DBrkpW9fL23a+DcZK2rv6dOdjBgRgtutcM89hTz+uLtE51JGBvz4o4XvvrMUD3sCREbqDB3q4eKLvVxwgY/QUP/FXFnJRTVwpK0DRxIYPwtmAuOvYaTTKSiAadMsfP65hQ0bTtzbIz5eo107jVatfLRqpdGqlUaTJlr5DDdpGqZNG7EuWohl0QKsy5aiOI9VdvpqJ1A47DK8nbqgxddCi49Hi6+FHhp2xv1Fjm/rggK47DIHq1ebaNJE4/ffncTGnv0P6/HA3Llmpkwxs3Chmfz8E1+vTh3taPsY7dSli4969fxzwhw+bCQv+/aptGzp45dfnKXe9yo9XWH6dDO//GLUymjasfhjYzV69/bRpYsPVTVmChk/Cq1b++jTx1eqLV8UBfLywunaVSMtTeWSSzx89llBmZKkLVtUpk41M22ahYMHjx3AatXp0cPHgAFeEhM1TCYwm42f8HCdVq2CmHgHkFxUA0faOnAkgfGzoCYw+H8Y6XT271eYN8/MvHlmFi0y4XKdfBWw23Vat9Zo185Hu3YazZv78PkU8vMhP9/4NzISOnTwUauWfvKFJC8P228/Y1n3D0paGmpaqvFz+PBJvSxajZoUDh1O4WUj8XQ7r0w7oBa1dWpqLvfcY2fyZAuRkTqzZuXTpEnp/6huNyxfbuKPP8z88YepuN7k3xo31ujd20vv3j569PASFVX6fdwyM42Ea8sWEw0bavz2m5P4+HM7EVNSjGRmwQITixadnIz9W506Gldf7eHqqz3UqXP2187Ph2HDwtmwwRi2+vVX5zn3lmiaUQg8fbpxbu7bd+bzoGlTHzfd5OGKKzxERJzba1dkclENHGnrwJEExs+CncCU1zDSmbhcsG6dic2bVTZvVtmyxfjvs13wjlezpkaHDkay08a2nfbrv6PVHx9idZ56OEh3hOLueT6eXn1w9+qNr1Xrc962vaitX3ihgCeftKOqOpMmuejb13dOxy2SnU1x22zerLJxo4l169QThmzA6DWIidGJjtaJjdWpWVOndm2dhASN2rV1atfWiI83brdajXVeRo82eovi443eogYN/Ps283hg9WoTCxaY2LJFLe7FMJmMpOHPP81kZhq/h6rq9O3ro1s3H61b+2jdWiMh4ViC6nZDZqbCAw8YtUM1a2rMnu0sUdJTGroOSUkq8+aZWLDATEaGgsdj1NF4vQqHDik4nUZQDodRxNyvnw+bTcdiMRZ9tNmMtq9ZUw94LZM/yUU1cKStA0cSGD8LdgJT3sNIJaVpRl3IunUm1q83sX69ys6dKnY7hIbqR3+MYY9t206+iANYKaSZdTdN6rmJi/NRowbE1jYTnWAn1ZrAgUNmDhxQ2b9fRdehd28vAwd66dChbLUaigKrV4czZIiOpik8/3wBt99evqun5eTA4sVmFi40sXChmV27Shd4dLSO2ayTmqoSHa3zyy9OWrQI/NTiggKYMcPMN99YWLLk5HHD6Gid8HCd9HTlhMTWbodffsmnY8fAx5yXB1OmWPjiC8tpe8eKWK06CQk6detq1KypExFR9AMRETpRUTqRkUbSGRmpFxcga5rx4/MZvY7Z2Qq5uZCTo2AyQc+evhLVKJ0ruagGjrR14EgC42dBT2A4fhjpDvJbvOq/YMqBafMm9E++ZtvUrawqbMNqOrNZacNmtTVOn71Mx4yL0xgwwEebNsbFIT5eJz5ew2aDXbtUduxQSUoyEiqfz6iFiIgw/v3+eyvZ2XDVVR7efrsg4PUR+fmQkaGQmamQkaGQnq5w5IjCwYMqBw8a/x46ZNzm9R4LzuHQmTbNSefOwV8XZedOhZkzzWzcaPQ27dhxcoKqqkZC8O67KhdcENwPel2HpUtNfPONhb17Vdxuo7bH7VZwOo2htONrgfytQwejyLt/fy/h4XDggPF33r9fITdXITFRo00bo2bqdENseXmwaJExVDl/vpkDB47FqyjGT0iIgsNhHMPhMHr3WrfWaNvWR9u2WnGN0JlkZBjtEhZmJGlFXxTy8yk+Rw8dUlBVqFPnWK+h3W4kctnZFJ/XXq9xHOPHiMnrBZdLweUCp1M55WazcXE6tWrpZa6vKyyE1FSjfaKjjd/j3+9ztxuysozXt1qN4XCr1Xjcnj0q27cf+8nP52gPqdE7WqeOTqdODuz2XL99fuTlGXVeBw6otG3ro3HjUwy5n0Z+vvH7hIYav8vxnE6jLY4cUXC7FerVM+IvOg903ZiJWfQFa+9eha5dffTr56N3b+8Jw675+UaP5/79xpepGjV0atbUiIgw2s3jMdo0J8dI4DXt2LmpKEaSn5enFJcXFBQoNG2q0bGj77SzCiWB8bOKkMAUDyNZa5HRaxOoQV6UBFBSU7HNnYW6Pxn10EFMBw+g7k/GvGN78WO8zZrjuvEWCkePwRceRXKy0TuTnKySlqaQmqqQlmZc2GNidOrW1alTR6NuXZ28PJg3z8yff5rJyzu3T42uXX38+KOzQk/F1TTIyoKUFJXUVIVWrTTi4irmW6ugAHbsUCkshJgYY3gsIsIYfqoM31S9XmNRwP37VZKTjXMwJ8dILnJzFbKzITtbISvr2I/TqaCqxoVAVY0fh+NYj01EhE5WlnJSMfyZKIpOkyZGQqCqRvuZTMaFY9UqU/GU8rIKCTGKmtu0MRKatm19REbqrFxpYvlyE8uWmdm588QeQofD+B1zc8/82hERxnvUX4mgqhpDe3XqaMTE6DidxoXP6TR6uhTFiM3hMH4vRYG0NIWUFIWMjBN/B7vd6DmLiNDJzT329ztXDodOo0ZGYhgfrxefI5mZRcmRgsmkF58fFovxJer4L1QpKQqbNpnYs0cpXnwSoFYtjQsu8NGrl5datXQOHz725ebQIePzMi3NSBSP/10sFiNZDAnRyclRTvlZabHo1KtntO2OHSqHD5+6V9hs1una1Zjlt327etp6M5vNOEfK2qZ2u/E6PXv6uOgi7wmLV0oC42cVIYFBcxO7qBWq+wi5Ld6goN7/+S+gUlKOHMHx/juEfPUZitN50v26yYR7yFBcN/8fnp4XlL569V+KCmf//NNEcrJKSopCSorKkSMKBQXG9glNmxozpBITNWy2Y2/knBwICbFx0015JZpxJM6NdLUbvTt//mli3jxj1pquG8XQRb0XYWHGekwbN6onTM8/lQYNNAYMMHpy/r1Csa5DSEgYycn5xd9wDx5U2bDBqMXatEkt8QVGVfVTJiLh4cd6XHy+Yz0y/y7wDw83kliLRScvz0gCjx9WNJmOJR4Wy4kfCT6fkYh4POf2OWGxGCfcmY6jKEYvz78f43AYnyFNm2o0b64REWEkGgcOGL/vgQPGxfwMa2WWSXy8cV5s2qRSWOi/HkG73egtMZuNyRn//n3tdp3u3Y0elyZNdJYuNc7XfyezYPR+16+vk5MDR46o5OSc+jyJiDCSGl0/9mMyUVxaEBpq/O3XrVNJTT32Oqqqs2TJsUkVksD4WYVIYAB78ieEb70fzVqD9PPXgfk0C5iUEzXlMCHvvUPI15+juFwAeNq0w9uxM1pCAr6EOmi1E/C2aoNes2ZAYtK0M9f5ygU1sKS9S8f4Nq6Smang8xXV1hjf4rt08dGkyemHFc7W1j6fUbO2YYOJDRtUNmwwsXGjSna2Qvv2Gued5+O887x06+YjKsroVTO6+40LfK1aGuGn+PzXdWOGXFqaSkSEkbj8exgDjN/F6QSbjbOuYq1pxrDH/v1GspCRoRAaavQshIbqOBw6mnZsKMrlMoq3a9Qwhp7i4zWio41jFQ3ZZmQYiVR4uFHDFBV1rJdQ04xhJ7fb+F1jYs5c0K0oEBkZzpo1ecXD1enpClFRxpBVdLRxfLPZaB+fz/jxeIyerJycoh9j24zWrTVat9aoUePYqtSrVplYvNiYHZibCwkJxxf5G0M3sbE6cXHGj91u/K7HD9FERBjF6WHHrS7h8xm9jXv2GL2NCQlG8mI/xWj+nj1KcdLdvLmR0P27F9jlMv5WXi/FbVqaob+iQvzFi01Hl3WA8eMLitfjkgTGzypKAoPmIXppV8yuXeQ3fhRnk0f9F9Sp5OdjWb4M6+K/sCxaiHn9WpSjAXs6dcb5wCO4+190zj0s5UkuqIEl7R04ZWlrXTcu3qVZ20fIeR1IgU5gKuMuOpWTaiG/6dNErr+BkL3v4qp7C7rNzz0dmoZlwXxCvv4C69xZKJ4TZ+x4unYn//6H8fTtX6ETFyHEyRRFkhchjicJTAC5a16GJ6ITlpw1hO5+hbwWb/jluEW7OYd88wWmvXuKb/fVqYunV2/cvXrj6dUbrVZtv7yeEEIIEWySwASSopDf9DmiVl+Kff8XuOr9B19oYsmfr2mYknZgXvcP5q1bMG3ZZPy7P/nYQyIiKbjyKgquuQFfy1bS0yKEEKJKkgQmwDwxF1IYOxBb+lwcO18gt92Xp39wYSGWpYuxrFyOZdUKzGtWn3ZjRE+nzrhuuIXC4SM45bbBQgghRBUiCUwQ5Dd9Bmv6POwpP+LKvgtvZJdjdxYUYP3zD2y//Yx19kzU3JwTnqs7HHjbtsfbqjXelq3xtmiFr2VL9MiowP4SQgghRBBJAhMEvvC2FNa+EvuhyYRvuoOstjOx/PU3tt9+wjp7Fmp+3rHHxtfCc2EfPJ274u3aDW/L1qWb9yaEEEJUQXIlDAZdxxl2J1Z9Nub87cS+1wzlrWMbFPoS6hg7OQ+9HG+Xrue8KaIQQghR1VSIBMbtdjNixAiefPJJunfvDkBycjJPPvkka9euJSEhgccee4wLLrggyJGWgaZh2rYVy/JlmDesx7x1M6atW4yhoUTgSVC6+NCuiqQg6noKhw7H26mLJC1CCCHEGQQ9gSksLOT+++9nx44dxbfpus7YsWNp1qwZ06ZNY968edx1113MmDGDhISEIEZbAm435rX/YFm+DMvypVhW/I2alXXSw3SzGZ+5KdreeKxNFqAMzcPdaRDemG4BD1kIIYSobIKawCQlJXH//ffz78WA//77b5KTk5k8eTIOh4MmTZqwbNkypk2bxt133x2kaI+Tno66cx9Kbi5KTg5Kdjbmjeuw/L0My5pVKAUFJzxcdziMGpZOXfC2bGUU3iY2NbYi1XXCN92O/dBkIjbcSGb3RWj2Cp6kCSGEEEEW1ARmxYoVdO/enf/+97906NCh+PZ169bRqlUrHMdNB+7cuTNr164NfJD/EvL2GzDuWWLO8BgtNhZPtx54zuuJ57weeNu0O/2GIopCbsu3Meduwpy3gYj115Hd6Wd089mXURZCCCGqq6AmMFdfffUpb09NTaXmvzYUjI2N5fDhw4EI64x0ux2sVjSrDT0iAj08HD08Al+jxkcTlp5G70ppFpAzOchu/w3Ry/tgyV5J5KpLyO74A7otvvx+ESGEEKISC3oNzKm4XC6s/9oi1Wq14na7S30sfy9EW/ifsYQ9/jCZGXmn3ayqLC+phzYmp/NPRKwZjSV3LdErB5LdaRpaaNNzircyK/rbyWLCgSHtHTjS1oEjbR04/mrrkj6/QiYwNpuNrH8Vvrrdbuyn2kP8LGJjy2coplyOG9cHai6DPy/GlLeLmFUXQ+/fIa67/1+rEimvv6E4NWnvwJG2Dhxp68AJVFtXyAQmPj6epKSkE25LS0s7aVipJNLT/buFuqIYfxx/H/eYeJTOc4j4ZzSWnH/Q5/Ulr9VbFNa+qtp9hSj/thbHk/YOHGnrwJG2Dhx/tXXRcc6mQiYw7du3Z8KECRQUFBT3uqxevZrOnTuX+li6TrmctOV1XADdWpOsztOJXH891vR5hG+8A3vy5+Q1fwVvZOnboLIrz7YWJ5P2Dhxp68CRtg6cQLV1hVwtrVu3btSuXZtHH32UHTt2MGHCBNavX8+oUaOCHVrgmMPI7vA9+YlPoZtCsWSvIHpFX8I33oFacCjY0QkhhBBBVSETGJPJxAcffEBqaiojRozg119/5f3336/4i9j5m2rB2egBMnquoaD2VQDYD31H9NLOhOx9DzRvkAMUQgghgkPR/72KXBWTlub/Gpi4uHC/H7ckzNmrCNv2MJbslQB4w9qS2+ptvJFdAxtIgASzrasjae/A+f/27j06qvre+/h73+aSmdxvkoABAQMoAgZRUDxKddVaj7autqfaB6u2lVVxsezS81hiS7XYRStKz1GqPDzqKrUesQXl9NT2VH1cpaWHYpUGakEFAiEQEhJynSRz2Xv/nj/2OJpyMalJJjP9vtaaBbMzs/d39kxmf+b7+82O7OvRI/t69AzXvn5/PR9lTHZgxKnZ+XPpvOhVeqY/jmsWYEb+QsEbVxHe+w20RHu6yxNCCCFGjQSYTKPpRMd/mfZLdxIddzMaiuCRpyn+3QzCe+7GiOxNd4VCCCHEiJMAk6GUr4Se89fRWfMydngmmttH8OgzFG2/mPy3/hlfyy/AjqS7TCGEEGJEjMmvUYvBSxQtpOOSbVgdfyDY+H/wHf8vfO1b8bVvRWkmdt6FxIsuJ1F4OYmCS8AY+skAhRBCiLFGAkw20DQSRZeRKLoMvb+R4JGn8De/iBFtwOp6A6vrDTj4CK5VSLRiMf3jv4KbMyndVYtMohRm5x/xt72CE5xAovAynJwh/s0vIYQYRhJgsowbnEDv1Afpnfogev8hfO2/x+r4HdaJrRjxZnIaHiPY8DjxkquJVt6GHZ6B6x8nnZlRpMVPEGj6D/TYUdxgFU5wEk7OOTiBs0HZ6HY3mt2NZnehjBBO+Ly0BQUt1kLg2PMEjj6L2bdvwM9cXymJgktJ5F+EE5yA66/ADVTi+spBl7cWIcTIkneZLOYGJxKtnEi0cjEoB1/bKwQb/y++E6/hb3sFf9srH9zWKsb1V2CHpxMvuYp48VUoX0kaqx88Ld6G5vSBcgAXTbkoM9c7kI6hDoHZXUegcT2B5p+jubFB388JnE2s/AZiZTdg588FbeSnrumxZkLv3Y+/5UU05QCg9BxiZdeix1qwuv6EHm/Ff3wL/uNbBtxXoYHuB3SUpoNmoIwQdt6FJArmYefPI5E3B4zgiD8OIUT2kvPADFE2nFNA7ztA8Mgz+Fp/hRE9iuZGT7qNQvPmzxR/Ajd4Nq6ZjzLzUVY+rq/M69qM8IH0TPtaS3Tib95MoOlZrO6dp7y/axbghKqxw9NwQtOww+dh585E+YpHtO6/ZXX8gdC+B7C6dqSWJXJnkSi8DCPaiNF3EL3/ILrjTbpWmoEy81BGHnq8Fc3tS93P8Vdi51+I46/0uh2BSpzA2TjhaSgzb3AFKQXKBs0cEPA0DUqKQ0TqHidn33fQ7S6v1vx5RCsWEzvrRpSZPDeDG8Ps2omvYxtG5K8YsSb0aBN6rAlNffQJFpVm4vpKQfOhdB/ofpQRwLVKkq+vMpSvFMdfiZMzETdQhbLyB/f4MkA2vI9kCtnXo2e0zwMjAWaIsu6XQSm0RDt67BhG9AhW5w6sE69i9ew+8930QHLoYzJOzjkk8ueSKFw4rOHgpH3txrHaf0fg2PP4j//XgOCldD9goDQDNMMbgsE95Xod/zjs8Pk4uedhh6pxcqbihKairMKTb+za3v5JtKHH29ASJ1C+8kF1ELREB6F9Kwge3eDVqFnEyj9D/4Q7sPPnDewOKYVmdyYP5jkf/Mzpw3fi/+Fv2YKv9b/RnZ7Tbs8JTvRCWngGaAZ6rPmDS8LrUmluDJx+NFxcs4BEwSUkCheQKJgPZg6F+/83tP4BgETeHCLT/w07b84ZH+cAyvU6Ym4McLzrykVLtGF1/gmrawdm5w6MeMvg15nkWoU4wYnJMDoDOzwDJzwD119x5k6b04vm9KOsolHpXg1G1r2PjGGyr0ePBJhhJgHm76NHj+E78RpWxx+8A7jdhZboRLM7va7AKT5lKzTs3Jkkiv4JO68GpQdQugWaBboP1yrA9ZUmDyTGR9agaVBSoNP97hbv21Wt/53qCgDY4RlEK/4X0XH/gvKVDryzG8Po3YfZ+w5GZC9mZC9m5G2M/kOn3Z5rlaCMgHfwdeNobvS0Qz1KM7FzLyBRcDF23lyvS+Afj+svBzT8LZsJv/tN9PhxAPorb6N3ci3KX/6Rj/u0nChWxzaM/nqM6FH06BH0aJN3PTZ8fx9LGSF6p3yb/glLBvU8DX0DCj16BM3uQHNjaG7c299OH3q8FT1+3LvEjqPHjmD0HUJPtJ1+dXoOrr8M11eO6y/HtYrQEyfQ+xsxoofRkyd5VJrhdXd85bj+MtB8gJv8q3MuaCaufxxOoDI5n6cCpQeSIcxODlGCMkMoIw9lhlFG2Ks72ogRPZJ8XJ0kChaQKPon0K1T1vyP8j4yFsi+Hj0SYIaZBJgR4Nro0cMYffUY/fWYve9itW/D7B3cSfQUOspXnBwuKEFZxbi+YlyrEM2Joseb0WMt6PEWzOhhcD7otLi+UmJl1xOtWOx1BoY4x0WzezAiezB7/oIZ2YPRtx+j9z2MWNMZ6tVQVmGy1iL0vkMY8eZT31azcK3i1M/tUDU90x/DLpw/pDqHSoufwIzs8UJaZA+g4/rP+uDiK0UZIe+ArAdQhh+jrx6rYztW5/9gdW73DvQV19E++Qc4gQkjWu+Q2RGM/gbv9RbZ6z2Hkb9i9O1PzdEZa1yriFjZ9cTKP4udewF6vAU9dgw91owRP07IF6O/pwPsXjSnF3Q/du752LmzvKFOq+DklSqFFj+e+t0z+g6izLA3VBqqxg1WeaHTjiRfD3swIn8FI0gi/yIS+fM+XojOQPKePXokwAwzCTCjR4u14Gv/HVb7Vsy+98BNgLLRVALcGHqiEy3RjsbQdpwTnEis9DpiZf+MXTBvRLoCmt2D0VcPyk4e5H0o3Y8ycryhpQ9vUyn0aCNW5w7MrjewenaluiHvD1spzUffOf9K38S7kxNaxzil0N0eis+qzKzXthvz5t7Ej6dCrx5vw/WV4AbG4wQm4AYmoIycZHenJXm748mOig6ahkJHc6PeUGpqPs9RNDeeGpYE7zWgOb3eEKUTQVO219lJfgPLCYwH3Y+v9Tdn7BoNhhOoQhk5oBJobgJU3PuGmtN72vsoPYDrK8GIHjnjeu28WcnHEkGze9GcPpQR9IZUQ9NwwtXYOVNB93n7STleF8rtR4+3oydOoCVOoMdPfGgdkeSlH1DeRbnev5oBmonSfKBbuGYe8ZKriZd8EoycUzwQhR5rSj5XrWjvD+G68WQHLOz9bhqhk+6ndB/KV4rrK8X1laAZPkqKw7S1NKPF272g7sa8eWZmPq6VD3oOWrwVs3dvqmOrx5pxAxU4wSqcYBVuwPvX6yCf5oOTcr0h2+jhZOA+jB5r8rrRVoE3l9AqQJkFuFah98HIKkSZeWh25EMdyFY0uyfZwU7OE9MsUDF0uwfN7knua++5w4miuf1obgzXV+pNmM+vwQlVp967vPe4Axh9B0DZ3mvWPw4nUHHq5yBJT04tMLvrvN8VIxfXzEWZuV5wzp+buq0EmGEmAWaMce3kG1+rd0m0o8XbvJZ/4kTyDfgsXH85KnAW+eOqaYuWed9sGetc2+seRY/iBs7GDYxLd0VDIq/tIVIK3GhyiPRvvtDp2lgd2/C3vIT/+H+iJ9pxrSJc/zhvmMtXTiC3lL6EhdJzUGYILdGNGfkLZvdujGjD6TeLjhs825uDFpyEZndh9r6L0bdvwJCn4yv35nmFz0Oze7C63sCI7B3yB4iRpPQcYqXXECu/EWWGsLrexOz6E1bXm6mhv4/LNfPR3X5w46evQzMG3clTeo532oDAeFxfeXIOYYv3ux8/PqY6gsoIYedM9YL5GeaduWaB12H2lXjfSPWVoNndWJ07ztidBmif/yeccDUgAWbYSYDJXLKvR5fs7xGiXFCJAZ24j9rXWqIDM7LXu59mffBJ3AjhBM/2OiMnbcdB7z+EHm/FyZlyytMgaHY3ZtdOzN49qOT6vEsOut2N0fsORu+7yUB0wKtdM1Ca6X2S1/3JA1yxN/RrFSW/MRdKzQlSRgCvs6UDmndRzoBOktHfgL/lP88c1DQzOWep1Duw+kpQmj/ZdfA6D143Snnb0LxtaU5/8kNR60lhQul+XKsI9EDqXEvvz+dTaF4oDE/HDk/H9Vegx5qSnZQG9P6GQU0+9zpy45Odm7Nx/RVoKp6cQ9iV7ER3otsdyX87U/f1gkQprq8MZeYm517Z3hwxFUdp/g/2s5mbfO6CoAdRRhCl+zH6D2N2v4XZXZf6ZmNq/b5SnJzJKN3vzZ+LNZ2xo/f+47HDM7HzvXmNXsetB93uxvWV0TPj31Ov7dEOMHIeGCGEGEmaDtrQhhGVVUiicMEQt2Pg5kzGzZl8+vWaeSSKryBRfMXQ1j0CeqeuxOzeib/lJXzHf4mGm5yncxF2/lzs3Jkfb/hVuWiJDgz7BIUlpbT1+FAf/oYfeF00pxfd7vKCzUedm8iJpiZrG9FGtPhxlFWUnGdWnvy3bGgnclQOmt3tDYedKpj+vZSD0bsPo28/rr/CCy5/eyoCpdDsbm9uVrwtOVR3Aj3RhtJ82PlzSeRfCH87VDdGSIARQggx+jQNO78GO7+G3nMfGoH1e18WcPzFEMqF/h5OGj3TNDDDuGZ4cOs0AjihKTihKSSGrU7j1KdwGIb1OuFpOOFpZ7iNhrLycax8xs7A1+CNjZMiCCGEEEIMgQQYIYQQQmQcCTBCCCGEyDgSYIQQQgiRcSTACCGEECLjSIARQgghRMaRACOEEEKIjCMBRgghhBAZRwKMEEIIITKOBBghhBBCZBwJMEIIIYTIOBJghBBCCJFxJMAIIYQQIuNIgBFCCCFExjHTXcBI07SRWd9wr1ecTPb16JL9PXpkX48e2dejZ7j29WDvryml1MfblBBCCCHE6JIhJCGEEEJkHAkwQgghhMg4EmCEEEIIkXEkwAghhBAi40iAEUIIIUTGkQAjhBBCiIwjAUYIIYQQGUcCjBBCCCEyjgQYIYQQQmQcCTBDEIvFqK2tZe7cuVx22WU888wz6S4pa7W0tLBs2TLmzZvHwoULWbVqFbFYLN1lZb077riDb37zm+kuI2vF43EefPBBLrroIhYsWMCaNWuQk6GPjGPHjrFkyRIuvPBCFi1axI9//ON0l5SV4vE41113HTt27Egta2xs5NZbb2X27Nlce+21bNu2bUS2nfV/C2k4Pfzww7z99tts2LCBpqYm7rvvPioqKrjmmmvSXVpWUUqxbNky8vLyeO655+jq6qK2thZd17nvvvvSXV7Wevnll9m6dSuf/exn011K1nrooYfYsWMHTz/9NL29vXzjG9+goqKCL37xi+kuLevcfffdVFRU8OKLL7J//37uvfdeKisrufrqq9NdWtaIxWLcc8897Nu3L7VMKcXSpUs599xz2bx5M6+99hp33XUXv/rVr6ioqBjW7UsHZpD6+vr4+c9/zv333895553H1VdfzVe/+lWee+65dJeWderr66mrq2PVqlVMnTqVuXPnsmzZMn75y1+mu7Ss1dnZycMPP8zMmTPTXUrW6uzsZPPmzaxcuZILLriA+fPnc/vtt7Nr1650l5Z1urq6qKur4+tf/zoTJ07kqquuYuHChWzfvj3dpWWN/fv384UvfIHDhw8PWP7HP/6RxsZGvvvd7zJ58mSWLFnC7Nmz2bx587DXIAFmkN555x1s22bOnDmpZTU1NezatQvXddNYWfYpLS3lqaeeoqSkZMDySCSSpoqy3w9+8ANuuOEGpkyZku5SstZbb71FOBxm3rx5qWV33HEHq1atSmNV2SkQCBAMBnnxxRdJJBLU19ezc+dOpk+fnu7SssYbb7zBxRdfzAsvvDBg+a5du5gxYwY5OTmpZTU1NdTV1Q17DRJgBqm1tZXCwkJ8Pl9qWUlJCbFYjM7OzvQVloXy8vJYuHBh6rrruvz0pz/lkksuSWNV2Wv79u28+eab3HnnnekuJas1NjZSWVnJli1buOaaa/jEJz7Bj370I/kANAL8fj8rVqzghRdeYNasWXzqU5/i8ssv5/Of/3y6S8saN998M7W1tQSDwQHLW1tbKSsrG7CsuLiY5ubmYa9B5sAMUn9//4DwAqSux+PxdJT0D2P16tXs2bOHTZs2pbuUrBOLxfjOd77DihUrCAQC6S4nq/X19dHQ0MDGjRtZtWoVra2trFixgmAwyO23357u8rLOgQMHuPLKK7ntttvYt28fK1euZP78+Vx//fXpLi2rne5YORLHSQkwg+T3+096At6/Lm/8I2f16tVs2LCBH/7wh5x77rnpLifrrF27lvPPP39Ax0uMDNM0iUQiPProo1RWVgLQ1NTE888/LwFmmG3fvp1NmzaxdetWAoEAM2fOpKWlhSeffFICzAjz+/0njUrE4/EROU5KgBmk8vJyOjo6sG0b0/R2W2trK4FAgLy8vDRXl51WrlzJ888/z+rVq/nkJz+Z7nKy0ssvv0xbW1tqbtf7ofw3v/kNf/7zn9NZWtYpLS3F7/enwgvApEmTOHbsWBqryk5vv/02VVVVAw6aM2bMYN26dWms6h9DeXk5+/fvH7Csra3tpGGl4SABZpCmT5+OaZrU1dUxd+5cwJuUN3PmTHRdphINt7Vr17Jx40bWrFkjX1MfQc8++yy2baeuP/LIIwDce++96Sopa82aNYtYLMbBgweZNGkS4H3j7sOBRgyPsrIyGhoaiMfjqeGM+vp6xo8fn+bKst+sWbNYv3490Wg0FSDfeustampqhn1bcuQdpGAwyGc+8xkeeOABdu/ezWuvvcYzzzzDLbfcku7Sss6BAwd44okn+NrXvkZNTQ2tra2pixhelZWVVFVVpS6hUIhQKERVVVW6S8s655xzDldccQXLly/nnXfe4fe//z3r16/npptuSndpWWfRokVYlsW3vvUtDh48yOuvv866detYvHhxukvLevPmzWPcuHEsX76cffv2sX79enbv3s3nPve5Yd+WpuQ0kIPW39/PAw88wCuvvEI4HOYrX/kKt956a7rLyjrr16/n0UcfPeXP3n333VGu5h/L+2fh/f73v5/mSrJTT08PK1eu5NVXXyUYDHLzzTezdOlSNE1Ld2lZZ//+/Xzve99j9+7dFBUV8aUvfYkvf/nLsq9HQHV1NT/5yU+4+OKLAWhoaOD+++9n165dVFVVUVtby4IFC4Z9uxJghBBCCJFxZAhJCCGEEBlHAowQQgghMo4EGCGEEEJkHAkwQgghhMg4EmCEEEIIkXEkwAghhBAi40iAEUIIIUTGkQAjhBgT9u7dy86dO9mxYwfV1dXpLkcIMcZJgBFCjAlLly7l0KFDzJkzh23btqW7HCHEGCcBRggxpvh8PkpLS9NdhhBijJMAI4RIu8WLF3P06FGWL1/OokWLUkNIR44cobq6mt/+9rcsWrSIOXPm8NBDD/Hee+9x4403Mnv2bJYsWUIkEkmta+PGjanbLl68WP5+lhBZSgKMECLtHn/8cc466yxqa2upra096efr16/niSeeYOXKlTz77LPcdddd3HPPPTz99NPU1dWxadMmAF5//XXWrl3Lt7/9bV566SVqamq45ZZb6OrqGu2HJIQYYRJghBBpV1BQgGEY5Obmkpube9LP77zzTqZNm8Z1111HcXExn/70p7n00kupqalh/vz51NfXA/DUU0+xZMkSrrzySiZOnMjdd99NZWUlv/jFL0b7IQkhRpiZ7gKEEOKjTJgwIfX/QCBAZWXlgOvxeByAAwcOsHr1atasWZP6eSwW49ChQ6NWqxBidEiAEUKMeYZhDLiu66duHjuOQ21tLfPnzx+wPBwOj1htQoj0kCEkIUTWmDRpEs3NzVRVVaUu69ato66uLt2lCSGGmQQYIcSYkJOTQ319/ceacHvbbbexYcMGtmzZwuHDh1m9ejW//vWvmTx58jBWKoQYC2QISQgxJtx000088sgj/OxnP/u713HttdfS1tbGY489RltbG1OmTOHJJ59k4sSJw1eoEGJM0JRSKt1FCCGEEEIMhQwhCSGEECLjSIARQgghRMaRACOEEEKIjCMBRgghhBAZRwKMEEIIITKOBBghhBBCZBwJMEIIIYTIOBJghBBCCJFxJMAIIYQQIuNIgBFCCCFExpEAI4QQQoiMIwFGCCGEEBnn/wOJoPmyO9bsTwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ryobs = []\n", "num_timecourses = 3\n", "\n", "simulator = sim_gLV(num_species=num_species,\n", " num_perturbations=npert,\n", " M=M,\n", " mu=mu,\n", " epsilon=epsilon)\n", "simulator.print_parameters()\n", "\n", "for timecourse_idx in range(num_timecourses):\n", " # initial conditions\n", " init_species = np.random.uniform(low=10, high=50, size=num_species)\n", "\n", " yobs, init_species, mu, M, _ = simulator.simulate(times=times, init_species=init_species, u=pert_fn)\n", "\n", " # add some gaussian noise\n", " yobs = yobs + np.random.normal(loc=0, scale=0.1, size=yobs.shape)\n", " \n", " # plot results\n", " plot_gLV(yobs, times)\n", "\n", " # append results\n", " ryobs.append(yobs)\n", "\n", "# create a dataframe with times as the first column then the species\n", "df = pd.DataFrame(times, columns=['time'])\n", "for k in range(num_timecourses):\n", " for i in range(num_species):\n", " df[f'species_{i+1}_{k+1}'] = ryobs[k][:, i]\n", "\n", "df.to_csv('data-s5-r3-p1.csv', index=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "b5fe6f83f149b347", "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "my_mimic_env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 5 }