{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy.stats as sts\n", "import seaborn as sns\n", "%matplotlib inline\n", "\n", "#import conviction files\n", "from conviction_helpers import *\n", "from conviction_system_logic2 import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook uses the differential games framework developed by BlockScience. It is currently in private beta, and building towards a full open source release.\n", "\n", "**Description:**\n", "\n", "cadCAD is a Python library that assists in the processes of designing, testing and validating complex systems through simulation. At its core, cadCAD is a differential games engine that supports parameter sweeping and Monte Carlo analyses and can be easily integrated with other scientific computing Python modules and data science workflows.\n", "\n", "To learn more about cadCAD, follow our [tutorial series](https://github.com/BlockScience/cadCAD-Tutorials/tree/master/01%20Tutorials)\n", "\n", "**Installing cadCAD:**\n", "\n", "cadCAD is in private beta. Tokens are issued to participants. Replace `` in the installation URL below\n", "```bash\n", "pip3 install cadCAD --extra-index-url https://@repo.fury.io/blockscience/\n", "```\n", "\n", "If you'd like to participate in the beta program, contact cadcad [at] block [dot] science.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#THIS policy is one of the main paramters of this system!\n", "\n", "#maximum share of funds a proposal can take\n", "default_beta = .2 #later we should set this to be param so we can sweep it\n", "# tuning param for the trigger function\n", "default_rho = .5*default_beta**2\n", "\n", "def trigger_threshold(requested, funds, supply, beta=default_beta , rho=default_rho):\n", " \n", " share = requested/funds\n", " if share < beta:\n", " return rho*supply/(beta-share)**2\n", " else: \n", " return np.inf" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:171: RuntimeWarning: divide by zero encountered in log10\n", " demo_data_Z0[sof_ind,ts_ind] = np.log10(trigger)\n", "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:173: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z2[sof_ind,ts_ind] = trigger/tc #share of maximum possible conviction\n", "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:174: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z3[sof_ind,ts_ind] = np.log10(trigger/tc)\n" ] } ], "source": [ "dict1 = trigger_sweep('token_supply',trigger_threshold)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.15940000000000001, 1008990000.0, 'fixed alpha = 0.5')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "trigger_plotter(dict1['share_of_funds'],\n", " dict1['log10_trigger'], \n", " 'log10_trigger',\n", " dict1['total_supply'],\n", " 'Token Supply')\n", "axis = plt.axis()\n", "plt.text(.2*axis[0]+.8*axis[1],axis[-1]*1.01, 'fixed alpha = 0.5')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dict2 = trigger_sweep('alpha',trigger_threshold)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['log10_trigger', 'trigger', 'share_of_max_conv', 'log10_share_of_max_conv', 'alpha', 'share_of_funds'])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dict2.keys()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "trigger_plotter(dict2['share_of_funds'],\n", " dict2['log10_share_of_max_conv'], \n", " 'Log10 Share of Conviction Required to Pass',\n", " dict2['alpha'],\n", " 'alpha')\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "n= 35 #initial participants\n", "m= 5 #initial proposals\n", "\n", "initial_sentiment = .7\n", "\n", "network, initial_funds, initial_supply, total_requested = initialize_network(n,m,total_funds_given_total_supply,trigger_threshold)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note from Kris, consider: substitutibility of proposals st when a substitute passes, affinity for the others goes away; this will make the process more realistic because proposals will end up never passing.\n", "\n", "implementation notes:\n", "- create substitutability matrix (proposal x proposal)\n", "- update accounting when thing pass: change affinities and should affect sentiments\n", "- define a new 'type' of proposals for tracking 'dead' ones (no longer candidates = zero tokens in support)\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "proposals = get_nodes_by_type(network, 'proposal')\n", "participants = get_nodes_by_type(network, 'participant')\n", "\n", "supporters = get_edges_by_type(network, 'support')\n", "influencers = get_edges_by_type(network, 'influence')\n", "competitors = get_edges_by_type(network, 'conflict')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'proposal',\n", " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", " 'funds_requested': 60013.7424056558,\n", " 'trigger': 1518.529309788577}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample proposal\n", "network.nodes[proposals[0]]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'participant',\n", " 'holdings': 170.44569568890526,\n", " 'sentiment': 0.9281072438416159}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample participant\n", "network.nodes[participants[0]]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'affinity': 0.7826428158465963,\n", " 'tokens': 0,\n", " 'conviction': 0,\n", " 'type': 'support'}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample relationship participant to proposal\n", "network.edges[supporters[0]]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'influence': 4.388844009941153, 'type': 'influence'}" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network.edges[influencers[0]]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'conflict': 0.8697841402848258, 'type': 'conflict'}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network.edges[competitors[0]]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Participants Social Network')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_kamada_kawai(network, nodelist = participants, edgelist=influencers)\n", "plt.title('Participants Social Network')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Proposals Conflict Network')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_kamada_kawai(network, nodelist = proposals, edgelist=competitors, node_color='b')\n", "plt.title('Proposals Conflict Network')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Histogram of Participants Token Holdings')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist([ network.nodes[i]['holdings'] for i in participants])\n", "plt.title('Histogram of Participants Token Holdings')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEICAYAAABYoZ8gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAHQJJREFUeJzt3X2cHFWd7/HPlzyABJRgBox5IKBRiYqAcyMIrvEBDKjEfeldExGCys31gb3rrk+wegFB96J7r6te1BA1i08QWBQ3YtiQKyK6CGSiAQwQCCFsxgESCCE8uGLC7/5xzkil0zPdM9NJDznf9+tVr64651TVqdPdv6o+VV2liMDMzMqxR7srYGZmu5YDv5lZYRz4zcwK48BvZlYYB34zs8I48JuZFcaBfxeRtErSjHbXo50k/aWk9ZIel3REu+vTapLWSXpzu+vRF0kh6cXtrsdwJ+k0Sb9qdz12Jgf+Fqj3ha/98ETEyyPiugbLmZK/nCN3UlXb7X8DZ0TEPhHx29rMvO1P5B3D7yV9SdKINtRzl5E0Q9LTeZt7h5+0u1698ud4W67XFkm3SHpbu+vVH0nXSTq93fUYznbXAGN1SBoZEVvbWIWDgFUNyrwqItZIehlwHXAXML9aYBhsR6v1RMTEdleiH7+OiGMl7QH8N2CRpIkRsbndFbPB8RH/LlL9VSBpuqSufAT1oKQv5WLX59fN+QjraEl7SPqMpPskbZD0XUnPqyz31Jz3sKT/WbOecyVdIen7krYAp+V1/1rSZkn3S7pQ0ujK8kLShyXdLekxSedLelGeZ4uky6vla7axbl0l7SnpcWAEcIukexq1V0TcCfwSeEWl/T4l6VbgCUkjJR2aj+425660kyp1uVjSfEnL8nb8QtJBlfzXSlou6dH8+tpK3mmS1ub57pV0ck5/kaRrc1s/JOkHkvbroy36eo+blrfhc5XpGZK6K9PrJH1c0q15Oy6TtFcl/xP5Pe6R9P6aZZ8o6fa8jb+X9PFG9YmIp4HvAWOAqZVlHSXphvw+3KJKl6akg3PbP5bfiwslfb/e9lS2qffzu4ekMyXdk9v8ckn757y98uf64bze5ZIOlPR54HXAhUrfoQtz+Zfl9W+StFrSX1XW+XxJi/N7dTPwokZt8awXER6GOADrgDfXpJ0G/KpeGeDXwCl5fB/gqDw+BQhgZGW+9wNrgENy2R8B38t504DHgWOB0aSulD9V1nNunn4HaSf/HODVwFGkX3tTgDuAj1bWF8Bi4LnAy4E/Aj/L638ecDswt4926LOulWW/uJ92/HN+3rYHgA9U2m8lMClvx6i8rr/P2/5G4DHgpbn8xXn6L4A9ga/0vh/A/sAjwCm5Hebk6eeTgtqWynLGAy/P4y8GjsvL6yDtqL88kPe4zjbPALr7yLsY+FxfZfP6bgZemLfpDuCDOW8m8CBpxzkGuKSmfe8HXpfHxwJH9lGH0yrtNgL4CPAUcEBOmwA8DJxI+owdl6c7Ku3wpdxmf5Hfk+/3te01bfhR4EZgYp7/IuDSnPffgZ8Ae+d6vRp4bs67Dji9sswxwHrgffn9PhJ4qPK+LgIuz+VeAfyeynd3dxzaXoHdYcgf1seBzZXhSfoO/NcDnwXG1SxnCjsG/p8BH65Mv5QUzEcCZ/d+EXLe3vlLWQ381zeo+0eBKyvTARxTmV4BfKoy/X+oBLuaZfVZ18qyGwX+LaQgfA/wOWCPSvu9v1L2daQdwx6VtEuBc/P4xcCiSt4+wDbSjuMU4Oaadf+aFOTG5PfvncBzGrTdO4DfDuQ9rrOMGcDTNZ+dv6psQ6PA/97K9BeB+Xl8IXBBJe8lbB/4/4MUPJ/boH6nAVtzvf4E/KG3fjn/U1R27jltKTAXmJznHVPJu4TmA/8dwJsqeeN55rP/fuAG4LA6db6O7QP/u4Ff1pS5CDiHtNP4E/CySt4/sJsHfnf1tM47ImK/3gH4cD9lP0D6It6Zf6L2d7LshcB9len7SB/8A3Pe+t6MiHiSdLRVtb46Ieklkq6S9IBS988/AONq5nmwMv6HOtP7DKKuzToyIsZGxIsi4jORuhfqbcsLgfU1+feRjkB3KB8RjwOb8ny19fzzvBHxBClQfBC4X9JPlc43IOkASYty18gW4Pvs2Ha9BvIe91Q/OxFxeT9laz1QGX+SZ96b7T4b7Li97yQdpd+Xu2KO7mcdN+bP9FjSr8HXVfIOAv5r7m7ZLGkz6Rfo+FyHR3Kb9lWP/hwEXFlZ7h2knfeBpC6npaTzDT2SvihpVD/LeU1NHU8GXkD65TaS/ttqt+PA3wYRcXdEzAEOAL4AXCFpDOmIrFYP6YPbq/co6kHSz/U/nxSU9BxSd8V2q6uZ/gZwJzA1Ip5L6irR4Lem6bq2QnVbeoBJSiccq+v7fWV6Uu+IpH1I3SE9deq53bwRsTQijiMFrzuBb+Yy/yvX4bDcdu+lj7br5z0eiCdIv+J6vWAA895PZftJ21et3/KImJXr92NSV0e/8s7zw8ApeuZy3PWkI/7qjmtMRFyQ6zC2Zrur9dhu+5Su4Oqo5K8HTqhZ9l4R8fuI+FNEfDYipgGvBd4GnNpb1Zqqrwd+UbOcfSLiQ8BG0me0z7baHTnwt4Gk90rqyEervVdGbCN9CJ8m9ZH3uhT423ySbB/SEfplka5quQJ4ez5ROZrUtdAoiO9L6k55PB/JfqhlG9Z/XVvtJlLg+KSkUfmE4ttJ/bW9TpR0bG6b84GbImI9sAR4iaT3KJ0kfjfpnMJV+QThSTlY/ZHUhbctL2/fPL1Z0gTgE31Vrp/3eCBW5m3YX9ILSN1yzbqcdDJ/mqS9Sd0avXUbLelkSc+LiD+RPg9N1S0iHga+RepmhPSr5+2S3iJpRD7pOkPpqp/7gC7gs3mdx5Leo153AXtJems+Wv8MqS+/13zg88on5SV1SJqVx98g6ZV5Z7GF1F3Tuw0Psv136CrS+31K/qyMkvRfJB0aEdtI56LOlbS3pGmkbqrdmgN/e8wEVild6fIVYHZE/Gfuqvk88O/5J+lRpL7a75H6jO8F/hP4a4CIWJXHF5GOrh4DNpACVl8+Drwnl/0mcFkLt6vPurZaRDwFnAScQDpR93Xg1EhXA/W6hBTwNpFO/p2c532YdIT4MVLX2CeBt0XEQ6TvxMdIvwo2Aa/nmW67z5JODD4K/JQUMPpS9z0e4GZ+D7iF1O99DQN4ryLiauDLwLWkk+DX1hQ5BViXu6w+SPr10qwvk3ZIh+Ud6SzSL8eNpKPrT/BMbHkP8BpSW54DfLdSx0dJbfst0q+tJ4DqVT5fIXUtXSPpMdKJ3tfkvBeQDny2kLqAfkHaCfXO9y5Jj0j6akQ8BhwPzCa9rw+QfoX17mTOIHWRPUA6r/LPA2iLZyXlkxm2G8hH2ZtJ3Tj3trs+7STpYtKJw8+0uy72DEnnkk4wD2RHYy3mI/5nOUlvzz9Rx5Au57yNdIRoZlaXA/+z3yyeOWE5ldSl4J9xZtYnd/WYmRXGR/xmZoUZljdpGzduXEyZMqXd1TAze9ZYsWLFQxHR0bjkMA38U6ZMoaurq93VMDN71pDU9D+O3dVjZlYYB34zs8I48JuZFcaB38ysMA78ZmaFceA3MytMw8AvaZKkn0u6Q+m5pn9Tp4wkfVXSGqXnfx5ZyZur9PzWuyXt9rc7NTMb7pq5jn8r8LGI+I2kfYEVkpZFxO2VMieQ7hMzlXTb1G+QnnizP+lWrJ2khyOskLQ4Ih5p6VaYmVnTGh7xR8T9EfGbPP4Y6d7XE2qKzQK+G8mNwH6SxgNvAZZFxKYc7JeR7lNuZmZtMqB/7kqaAhxBevpR1QS2f2Zld07rK73esucB8wAmTx78k8+mnPnTQc87FOsueGtb1mtmNlBNn9zND/n4IfDRiNhSm11nlugnfcfEiAUR0RkRnR0dTd1uwszMBqGpwJ+fh/lD4AcRUe9xc91s/7DiiaT7w/eVbmZmbdLMVT0Cvg3cERFf6qPYYuDUfHXPUcCjEXE/sBQ4XtJYSWNJz71c2qK6m5nZIDTTx38M6cHMt0lamdP+HpgMEBHzgSXAiaSHOj8JvC/nbZJ0PrA8z3deRGxqXfXNzGygGgb+iPgV9fvqq2UC+EgfeQuBhYOqnZmZtZz/uWtmVhgHfjOzwjjwm5kVxoHfzKwwDvxmZoVx4DczK4wDv5lZYRz4zcwK48BvZlYYB34zs8I48JuZFcaB38ysMA78ZmaFceA3MyuMA7+ZWWEc+M3MCtPwQSySFgJvAzZExCvq5H8COLmyvEOBjvz0rXXAY8A2YGtEdLaq4mZmNjjNHPFfDMzsKzMi/jEiDo+Iw4GzgF/UPF7xDTnfQd/MbBhoGPgj4nqg2efkzgEuHVKNzMxsp2pZH7+kvUm/DH5YSQ7gGkkrJM1r1brMzGzwGvbxD8DbgX+v6eY5JiJ6JB0ALJN0Z/4FsYO8Y5gHMHny5BZWy8zMqlp5Vc9sarp5IqInv24ArgSm9zVzRCyIiM6I6Ozo6GhhtczMrKolgV/S84DXA/9aSRsjad/eceB44HetWJ+ZmQ1eM5dzXgrMAMZJ6gbOAUYBRMT8XOwvgWsi4onKrAcCV0rqXc8lEfFvrau6mZkNRsPAHxFzmihzMemyz2raWuBVg62YmZntHP7nrplZYRz4zcwK48BvZlYYB34zs8I48JuZFcaB38ysMA78ZmaFceA3MyuMA7+ZWWEc+M3MCuPAb2ZWGAd+M7PCOPCbmRXGgd/MrDAO/GZmhXHgNzMrjAO/mVlhGgZ+SQslbZBU93m5kmZIelTSyjycXcmbKWm1pDWSzmxlxc3MbHCaOeK/GJjZoMwvI+LwPJwHIGkE8DXgBGAaMEfStKFU1szMhq5h4I+I64FNg1j2dGBNRKyNiKeARcCsQSzHzMxaqFV9/EdLukXS1ZJentMmAOsrZbpzWl2S5knqktS1cePGFlXLzMxqtSLw/wY4KCJeBfxf4Mc5XXXKRl8LiYgFEdEZEZ0dHR0tqJaZmdUz5MAfEVsi4vE8vgQYJWkc6Qh/UqXoRKBnqOszM7OhGXLgl/QCScrj0/MyHwaWA1MlHSxpNDAbWDzU9ZmZ2dCMbFRA0qXADGCcpG7gHGAUQETMB94FfEjSVuAPwOyICGCrpDOApcAIYGFErNopW2FmZk1rGPgjYk6D/AuBC/vIWwIsGVzVzMxsZ/A/d83MCuPAb2ZWGAd+M7PCOPCbmRXGgd/MrDAO/GZmhXHgNzMrjAO/mVlhHPjNzArjwG9mVhgHfjOzwjjwm5kVxoHfzKwwDvxmZoVx4DczK4wDv5lZYRz4zcwK0zDwS1ooaYOk3/WRf7KkW/Nwg6RXVfLWSbpN0kpJXa2suJmZDU4zR/wXAzP7yb8XeH1EHAacDyyoyX9DRBweEZ2Dq6KZmbVSM8/cvV7SlH7yb6hM3ghMHHq1zMxsZ2l1H/8HgKsr0wFcI2mFpHn9zShpnqQuSV0bN25scbXMzKxXwyP+Zkl6AynwH1tJPiYieiQdACyTdGdEXF9v/ohYQO4m6uzsjFbVy8zMtteSI35JhwHfAmZFxMO96RHRk183AFcC01uxPjMzG7whB35Jk4EfAadExF2V9DGS9u0dB44H6l4ZZGZmu07Drh5JlwIzgHGSuoFzgFEAETEfOBt4PvB1SQBb8xU8BwJX5rSRwCUR8W87YRvMzGwAmrmqZ06D/NOB0+ukrwVeteMcZmbWTv7nrplZYRz4zcwK48BvZlYYB34zs8I48JuZFcaB38ysMA78ZmaFceA3MyuMA7+ZWWEc+M3MCuPAb2ZWGAd+M7PCOPCbmRXGgd/MrDAO/GZmhXHgNzMrjAO/mVlhmgr8khZK2iCp7jNzlXxV0hpJt0o6spI3V9LdeZjbqoqbmdngNHvEfzEws5/8E4CpeZgHfANA0v6kZ/S+BpgOnCNp7GAra2ZmQ9dU4I+I64FN/RSZBXw3khuB/SSNB94CLIuITRHxCLCM/ncgZma2kzV82HqTJgDrK9PdOa2v9B1Imkf6tcDkyZNbVK0yTDnzp21Z77oL3tqW9UKZ22y7zu7++WrVyV3VSYt+0ndMjFgQEZ0R0dnR0dGiapmZWa1WBf5uYFJleiLQ00+6mZm1SasC/2Lg1Hx1z1HAoxFxP7AUOF7S2HxS9/icZmZmbdJUH7+kS4EZwDhJ3aQrdUYBRMR8YAlwIrAGeBJ4X87bJOl8YHle1HkR0d9JYjMz28maCvwRMadBfgAf6SNvIbBw4FUzM7Odwf/cNTMrjAO/mVlhHPjNzArjwG9mVhgHfjOzwjjwm5kVxoHfzKwwDvxmZoVx4DczK4wDv5lZYRz4zcwK48BvZlYYB34zs8I48JuZFcaB38ysMA78ZmaFceA3MytMU4Ff0kxJqyWtkXRmnfx/krQyD3dJ2lzJ21bJW9zKypuZ2cA1fPSipBHA14DjgG5guaTFEXF7b5mI+NtK+b8Gjqgs4g8RcXjrqmxmZkPRzBH/dGBNRKyNiKeARcCsfsrPAS5tReXMzKz1mgn8E4D1lenunLYDSQcBBwPXVpL3ktQl6UZJ7+hrJZLm5XJdGzdubKJaZmY2GM0EftVJiz7KzgauiIhtlbTJEdEJvAf4sqQX1ZsxIhZERGdEdHZ0dDRRLTMzG4xmAn83MKkyPRHo6aPsbGq6eSKiJ7+uBa5j+/5/MzPbxZoJ/MuBqZIOljSaFNx3uDpH0kuBscCvK2ljJe2Zx8cBxwC3185rZma7TsOreiJiq6QzgKXACGBhRKySdB7QFRG9O4E5wKKIqHYDHQpcJOlp0k7mgurVQGZmtus1DPwAEbEEWFKTdnbN9Ll15rsBeOUQ6mdmZi3mf+6amRXGgd/MrDAO/GZmhXHgNzMrjAO/mVlhHPjNzArjwG9mVhgHfjOzwjjwm5kVxoHfzKwwDvxmZoVx4DczK4wDv5lZYRz4zcwK48BvZlYYB34zs8I48JuZFaapwC9ppqTVktZIOrNO/mmSNkpamYfTK3lzJd2dh7mtrLyZmQ1cw0cvShoBfA04DugGlktaXOfZuZdFxBk18+4PnAN0AgGsyPM+0pLam5nZgDVzxD8dWBMRayPiKWARMKvJ5b8FWBYRm3KwXwbMHFxVzcysFZoJ/BOA9ZXp7pxW652SbpV0haRJA5wXSfMkdUnq2rhxYxPVMjOzwWgm8KtOWtRM/wSYEhGHAf8P+M4A5k2JEQsiojMiOjs6OpqolpmZDUYzgb8bmFSZngj0VAtExMMR8cc8+U3g1c3Oa2Zmu1YzgX85MFXSwZJGA7OBxdUCksZXJk8C7sjjS4HjJY2VNBY4PqeZmVmbNLyqJyK2SjqDFLBHAAsjYpWk84CuiFgM/A9JJwFbgU3AaXneTZLOJ+08AM6LiE07YTvMzKxJDQM/QEQsAZbUpJ1dGT8LOKuPeRcCC4dQRzMzayH/c9fMrDAO/GZmhXHgNzMrjAO/mVlhHPjNzArjwG9mVhgHfjOzwjjwm5kVxoHfzKwwDvxmZoVx4DczK4wDv5lZYRz4zcwK48BvZlYYB34zs8I48JuZFcaB38ysME0FfkkzJa2WtEbSmXXy/07S7ZJulfQzSQdV8rZJWpmHxbXzmpnZrtXw0YuSRgBfA44DuoHlkhZHxO2VYr8FOiPiSUkfAr4IvDvn/SEiDm9xvc3MbJCaOeKfDqyJiLUR8RSwCJhVLRARP4+IJ/PkjcDE1lbTzMxapZnAPwFYX5nuzml9+QBwdWV6L0ldkm6U9I6+ZpI0L5fr2rhxYxPVMjOzwWjY1QOoTlrULSi9F+gEXl9JnhwRPZIOAa6VdFtE3LPDAiMWAAsAOjs76y7fzMyGrpkj/m5gUmV6ItBTW0jSm4FPAydFxB970yOiJ7+uBa4DjhhCfc3MbIiaCfzLgamSDpY0GpgNbHd1jqQjgItIQX9DJX2spD3z+DjgGKB6UtjMzHaxhl09EbFV0hnAUmAEsDAiVkk6D+iKiMXAPwL7AP8iCeA/IuIk4FDgIklPk3YyF9RcDWRmZrtYM338RMQSYElN2tmV8Tf3Md8NwCuHUkEzM2st/3PXzKwwDvxmZoVx4DczK4wDv5lZYRz4zcwK48BvZlYYB34zs8I48JuZFcaB38ysMA78ZmaFceA3MyuMA7+ZWWEc+M3MCuPAb2ZWGAd+M7PCOPCbmRXGgd/MrDBNBX5JMyWtlrRG0pl18veUdFnOv0nSlEreWTl9taS3tK7qZmY2GA0Dv6QRwNeAE4BpwBxJ02qKfQB4JCJeDPwT8IU87zTSw9lfDswEvp6XZ2ZmbdLMEf90YE1ErI2Ip4BFwKyaMrOA7+TxK4A3KT11fRawKCL+GBH3Amvy8szMrE2aedj6BGB9ZbobeE1fZSJiq6RHgefn9Btr5p1QbyWS5gHz8uTjklY3UbdhQ19gHPBQu+uxK+kLDYvsdm3SxDb3Z7drjxZwm1QMMY4c1GzBZgK/6qRFk2WamTclRiwAFjRRn2FJUldEdLa7HsOJ22R7bo8duU22t6vao5munm5gUmV6ItDTVxlJI4HnAZuanNfMzHahZgL/cmCqpIMljSadrF1cU2YxMDePvwu4NiIip8/OV/0cDEwFbm5N1c3MbDAadvXkPvszgKXACGBhRKySdB7QFRGLgW8D35O0hnSkPzvPu0rS5cDtwFbgIxGxbSdtS7s9a7updiK3yfbcHjtym2xvl7SH0oG5mZmVwv/cNTMrjAO/mVlhHPgrJE2S9HNJd0haJelvcvr+kpZJuju/js3pkvTVfEuKWyUdWVnW3Fz+bklzK+mvlnRbnuer+Y9uw5akvSTdLOmW3CafzekH59tz3J1v1zE6pw/49h2NbgkyHEkaIem3kq7K06W3x7r8uV4pqSunlfy92U/SFZLuzPHk6GHVHhHhIQ/AeODIPL4vcBfpNhVfBM7M6WcCX8jjJwJXk/6vcBRwU07fH1ibX8fm8bE572bg6DzP1cAJ7d7uBm0iYJ88Pgq4KW/r5cDsnD4f+FAe/zAwP4/PBi7L49OAW4A9gYOBe0gXC4zI44cAo3OZae3e7iba5e+AS4Cr8nTp7bEOGFeTVvL35jvA6Xl8NLDfcGqPtjfQcB6AfwWOA1YD43PaeGB1Hr8ImFMpvzrnzwEuqqRflNPGA3dW0rcrN9wHYG/gN6R/bj8EjMzpRwNL8/hS4Og8PjKXE3AWcFZlWUvzfH+eN6dvV244DqT/o/wMeCNwVd6+Ytsj13MdOwb+Ir83wHOBe8kXzwzH9nBXTx/yT/IjSEe4B0bE/QD59YBcrN7tLCY0SO+ukz6s5W6NlcAGYBnpiHRzRGzNRarbsd3tO4Dq7TsG0lbD2ZeBTwJP5+nnU3Z7QPpH/jWSVijdfgXK/d4cAmwE/jl3B35L0hiGUXs48NchaR/gh8BHI2JLf0XrpPV3q4qmb2ExnETEtog4nHSkOx04tF6x/Lpbt4mktwEbImJFNblO0SLao+KYiDiSdBffj0j6i37K7u5tMhI4EvhGRBwBPEHq2unLLm8PB/4akkaRgv4PIuJHOflBSeNz/njSkS/0fUuK/tIn1kl/VoiIzcB1pH7I/ZRuzwHbb8dAb9/xbLutxzHASZLWke5U+0bSL4BS2wOAiOjJrxuAK0kHCKV+b7qB7oi4KU9fQdoRDJv2cOCvyGfGvw3cERFfqmRVb0kxl9T335t+aj4rfxTwaP4JtxQ4XtLYfOb+eFK/7f3AY5KOyus6tbKsYUlSh6T98vhzgDcDdwA/J92eA3Zsk4HcvqOZW4IMGxFxVkRMjIgppLpeGxEnU2h7AEgaI2nf3nHS5/13FPq9iYgHgPWSXpqT3kS6e8HwaY92nwgZTgNwLOkn063AyjycSOqT/Rlwd37dP5cX6SE19wC3AZ2VZb2f9PyBNcD7KumdpC/FPcCF1JwAGm4DcBjw29wmvwPOzumHkALVGuBfgD1z+l55ek3OP6SyrE/n7V5N5SqE3MZ35bxPt3ubB9A2M3jmqp5i2yNv+y15WNVb58K/N4cDXfl782PSVTnDpj18ywYzs8K4q8fMrDAO/GZmhXHgNzMrjAO/mVlhHPjNzArjwG9mVhgHfjOzwvx/DRRpTiD0QCQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist([ network.nodes[i]['funds_requested'] for i in proposals])\n", "plt.title('Histogram of Proposals Funds Requested')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "affinities = np.empty((n,m))\n", "for i_ind in range(n):\n", " for j_ind in range(m):\n", " i = participants[i_ind]\n", " j = proposals[j_ind]\n", " affinities[i_ind][j_ind] = network.edges[(i,j)]['affinity']" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 96.12857142857142, 'participant_id')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dims = (20, 5)\n", "fig, ax = plt.subplots(figsize=dims)\n", "\n", "sns.heatmap(affinities.T,\n", " xticklabels=participants,\n", " yticklabels=proposals,\n", " square=True,\n", " cbar=True,\n", " ax=ax)\n", "\n", "plt.title('affinities between participants and proposals')\n", "plt.ylabel('proposal_id')\n", "plt.xlabel('participant_id')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.8]\n" ] } ], "source": [ "#power of 1 token forever\n", "conviction_capactity = [5]\n", "alpha = [1-1/cc for cc in conviction_capactity]\n", "print(alpha)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "params= {\n", " 'sensitivity': [.75],\n", " 'tmin': [7], #unit days; minimum periods passed before a proposal can pass\n", " 'min_supp':[50], #number of tokens that must be stake for a proposal to be a candidate\n", " 'sentiment_decay': [.01], #termed mu in the state update function\n", " 'alpha': alpha,\n", " 'base_completion_rate': [100],\n", " 'base_failure_rate': [200],\n", " 'trigger_func': [trigger_threshold]\n", " }" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "function" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(trigger_threshold)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n", "# Settings of general simulation parameters, unrelated to the system itself\n", "# `T` is a range with the number of discrete units of time the simulation will run for;\n", "# `N` is the number of times the simulation will be run (Monte Carlo runs)\n", "time_periods_per_run = 200\n", "monte_carlo_runs = 1\n", "\n", "from cadCAD.configuration.utils import config_sim\n", "simulation_parameters = config_sim({\n", " 'T': range(time_periods_per_run),\n", " 'N': monte_carlo_runs,\n", " 'M': params\n", "})" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'N': 1,\n", " 'T': range(0, 200),\n", " 'M': {'sensitivity': 0.75,\n", " 'tmin': 7,\n", " 'min_supp': 50,\n", " 'sentiment_decay': 0.01,\n", " 'alpha': 0.8,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", " 'trigger_func': }}]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulation_parameters" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "initial_conditions = {'network':network,\n", " 'supply': initial_supply,\n", " 'funds':initial_funds,\n", " 'sentiment': initial_sentiment}" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'network': ,\n", " 'supply': 40932.78929522947,\n", " 'funds': 1675493.2394876522,\n", " 'sentiment': 0.7}" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "initial_conditions" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n", "# The Partial State Update Blocks\n", "partial_state_update_blocks = [\n", " { \n", " 'policies': { \n", " #new proposals or new participants\n", " 'random': driving_process\n", " },\n", " 'variables': {\n", " 'network': update_network,\n", " 'funds':increment_funds,\n", " 'supply':increment_supply\n", " }\n", " },\n", " {\n", " 'policies': {\n", " 'completion': check_progress #see if any of the funded proposals completes\n", " },\n", " 'variables': { # The following state variables will be updated simultaneously\n", " 'sentiment': update_sentiment_on_completion, #note completing decays sentiment, completing bumps it\n", " 'network': complete_proposal #book-keeping\n", " }\n", " },\n", " {\n", " 'policies': {\n", " 'release': trigger_function #check each proposal to see if it passes\n", " },\n", " 'variables': { # The following state variables will be updated simultaneously\n", " 'funds': decrement_funds, #funds expended\n", " 'sentiment': update_sentiment_on_release, #releasing funds can bump sentiment\n", " 'network': update_proposals #reset convictions, and participants sentiments\n", " #update based on affinities\n", " }\n", " },\n", " { \n", " 'policies': { \n", " 'participants_act': participants_decisions, #high sentiment, high affinity =>buy\n", " #low sentiment, low affinities => burn\n", " #assign tokens to top affinities\n", " },\n", " 'variables': {\n", " 'supply': update_supply,\n", " 'network': update_tokens #update everyones holdings \n", " #and their conviction for each proposal\n", " }\n", " }\n", "]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "from cadCAD.configuration import append_configs\n", "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #\n", "# The configurations above are then packaged into a `Configuration` object\n", "append_configs(\n", " initial_state=initial_conditions, #dict containing variable names and initial values\n", " partial_state_update_blocks=partial_state_update_blocks, #dict containing state update functions\n", " sim_configs=simulation_parameters #dict containing simulation parameters\n", ")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from tabulate import tabulate\n", "from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n", "from cadCAD import configs\n", "import pandas as pd\n", "\n", "exec_mode = ExecutionMode()\n", "multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)\n", "run = Executor(exec_context=multi_proc_ctx, configs=configs)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "multi_proc: []\n", "[]\n" ] } ], "source": [ "i = 0\n", "verbose = False\n", "results = {}\n", "for raw_result, tensor_field in run.execute():\n", " result = pd.DataFrame(raw_result)\n", " if verbose:\n", " print()\n", " print(f\"Tensor Field: {type(tensor_field)}\")\n", " print(tabulate(tensor_field, headers='keys', tablefmt='psql'))\n", " print(f\"Output: {type(result)}\")\n", " print(tabulate(result, headers='keys', tablefmt='psql'))\n", " print()\n", " results[i] = {}\n", " results[i]['result'] = result\n", " results[i]['simulation_parameters'] = simulation_parameters[i]\n", " i += 1\n", " " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "df = results[0]['result']" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.supply.plot()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.sentiment.plot()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEKCAYAAADAVygjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xt4XVWd//H3N+ecnFyaJm2TltKLabFFS6kVym1+qAgjNx2rIgqodJBnqg5eZn6jI/zmcXBGmUFHZcYbPigV8EJlFKWjRUREGVQuLZfSFkpDW0ra0jRNmiZtcpJzzvf3x14ppyFp2jS7J20+r+c5z9nnu9dae52dNN/uvdde29wdERGROJQUuwMiInLsUpIREZHYKMmIiEhslGRERCQ2SjIiIhIbJRkREYmNkoyIiMRGSUZERGKjJCMiIrFJFrsDR0ptba3X19cXuxsiIkeVlStXNrt73VDrj5okU19fz4oVK4rdDRGRo4qZvXg49XW6TEREYjNokjGzJWbWZGar+8Q/YWbrzGyNmX05xFJmdruZPWNmz5rZdQXlLwzlG8zs2oL4DDN71MzWm9lPzKw0xNPhc0NYX19Q57oQX2dmFxz+bhARkTgczJHMbcCFhQEzeyuwEJjn7icBXwmrLgXS7n4ycCrwETOrN7ME8C3gImAOcLmZzQl1vgTc5O6zgFbg6hC/Gmh199cCN4VyhHqXASeFfn07tC8iIiPMoNdk3P2hwqOI4GPAje6eCWWaeosDlWaWBMqBbmA3cDrQ4O4bAMxsKbDQzJ4FzgWuCPVvBz4P3EyUxD4f4j8FvmlmFuJLw7Y3mllDaP/Ph/LFRUT66unpobGxka6urmJ35YgrKytj6tSppFKpYW13qBf+ZwNvMrMbgC7g0+7+OFEyWAhsAyqAv3f3FjObArxUUL8ROAOYAOxy92xBfEpY3lfH3bNm1hbKTwEe6dPWFEREDlNjYyNVVVXU19cT/Z92dHB3du7cSWNjIzNmzBjWtod64T8JjAPOBD4D3BWOMk4HcsDxwAzgH8xsJtDfT8sPEGeIdfZjZovNbIWZrdixY8cBvo6ICHR1dTFhwoRRlWAAzIwJEybEcgQ31CTTCNztkceAPFBLdNrr1+7eE06h/RFYEMpPK6g/FdgKNAM14fRaYZzCOmF9NdBygLZexd1vcfcF7r6grm7Iw7xFZBQZbQmmV1zfe6hJ5hdE11Iws9lAKVHC2Ayca5FKoiOd54DHgVlhJFkp0YX7ZR49+/lB4L2h3UXAPWF5WfhMWP+7UH4ZcFkYfTYDmAU8NsTvEYvO7hwrX2zhweeauG/Nyyx5eCMPrmsavKKIyDFm0GsyZnYncA5Qa2aNwPXAEmBJGNbcDSxydzezbwHfB1YTndb6vruvCu18HLgPSABL3H1N2MRngaVm9kXgSeDWEL8V+EG4sN9ClJhw9zVmdhewFsgC17h77vB2w9B0dud4YUcHu7t62N3Zw0stndy/djsrN7eSy+9/Bm/quHIe/uy5xeimiBxFvv71r3PzzTdzyimn8KMf/WjI7WzatIl3vOMdrF69evDCMTqY0WWXD7Dqg/2U7SAaxtxfO8uB5f3ENxBdy+kb7zpAWzcANwzc6+GXzzuNrZ007GinI5Njw44Obv/TJlr39uxX7nXHVfGRN8/klOnjmDCmlFSihJt//wJPbm49kt0VkaPUt7/9be69995hvwBfLKNmWpmD0ZHJ8r/P72DN1t1sbtlLy55uunN59nZneaFpD509+x8wnfu6iVxyylTGV5YytjxJ7Zg0k8aWvardilLdxiMig/voRz/Khg0beOc738nmzZv53Oc+x6c//WkA5s6dyy9/+UsALrroIs4++2z+9Kc/MWXKFO655x7Ky8tZuXIlH/7wh6moqODss8/e1+6aNWu46qqr6O7uJp/P87Of/YxZs2Ydke80apKMO2xq3kN7V5acO7m8h+TRwbbdXTTtzvCbNS+zpztHosSYUlPOhDGlpJMljK9Mc9rp4zlxUhWzJo2hujzFmHSK46pfnVBE5NjwL/+zhrVbdw9rm3OOH8v1f3XSgOu/853v8Otf/5oHH3yQb37zmwOWW79+PXfeeSff/e53ed/73sfPfvYzPvjBD3LVVVfxjW98g7e85S185jOf2a/dT33qU3zgAx+gu7ubXO7IXWEYNUlm9dY2zvnK7/tdV5oooboixYVzJ/O+BVN5w7QaylI6+hCRkWnGjBnMnz8fgFNPPZVNmzbR1tbGrl27eMtb3gLAhz70Ie69914AzjrrLG644QYaGxt5z3vec8SOYmAUJZlJY8v46qVvYGx5ikQJlJhRlkows66SujHpUTtsUUT6d6AjjiMhmUySz+f3fS68hyWdTu9bTiQSdHZ24u4D/h274oorOOOMM/jVr37FBRdcwPe+9z3OPffIDEQaNUlmYlWaS06dWuxuiIgclPr6+n3XYJ544gk2btx4wPI1NTVUV1fz8MMPc/bZZ+83Mm3Dhg3MnDmTT37yk2zYsIFVq1YdsSSjqf5FREagSy65hJaWFubPn8/NN9/M7NmzB63z/e9/n2uuuYazzjqL8vLyffGf/OQnzJ07l/nz5/Pcc89x5ZVXxtn1/Vh0f+Oxb8GCBV6sh5Z95r+f5o8NzfzpuvOKsn0ROTjPPvssr3/964vdjaLp7/ub2Up3XzDUNnUkIyIisVGSERGR2CjJiIgUGC2XEPqK63sryYiIBGVlZezcuXPUJZre58mUlQ3/DeajZgiziMhgpk6dSmNjI6Px+VO9T8YcbkoyIiJBKpU6ZiamHCl0ukxERGKjJCMiIrFRkhERkdgoyYiISGyUZEREJDZKMiIiEhslGRERiY2SjIiIxEZJRkREYqMkIyIisVGSERGR2CjJiIhIbJRkREQkNoMmGTNbYmZNZra6T/wTZrbOzNaY2ZcL4vPM7M8h/oyZlYX4qeFzg5l93cwsxMeb2f1mtj68jwtxC+UazGyVmZ1SsI1Fofx6M1s0XDtDRESG18EcydwGXFgYMLO3AguBee5+EvCVEE8CPwQ+GuLnAD2h2s3AYmBWePW2eS3wgLvPAh4InwEuKii7ONTHzMYD1wNnAKcD1/cmJhERGVkGTTLu/hDQ0if8MeBGd8+EMk0hfj6wyt2fDvGd7p4zs8nAWHf/s0ePnLsDeFeosxC4PSzf3id+h0ceAWpCOxcA97t7i7u3AvfTJwmKiMjIMNRrMrOBN5nZo2b2BzM7rSDuZnafmT1hZv8Y4lOAxoL6jSEGMMndtwGE94kFdV7qp85AcRERGWGG+mTMJDAOOBM4DbjLzGaG+Nkhthd4wMxWArv7aWOwh2jbAHUGir+6AbPFRKfamD59+iCbExGR4TbUI5lG4O5wKusxIA/Uhvgf3L3Z3fcCy4FTQrzw4dFTga1heXs4DUZ4byrYxrR+6gwUfxV3v8XdF7j7grq6uiF+VRERGaqhJplfAOcCmNlsoBRoBu4D5plZRRgE8BZgbTgN1m5mZ4ZRZVcC94S2lgG9I8QW9YlfGUaZnQm0hXbuA843s3Hhgv/5ISYiIiPMoKfLzOxOolFitWbWSDSyawmwJAxr7gYWhQv6rWb2NeBxolNYy939V6GpjxGNVCsH7g0vgBuJTrddDWwGLg3x5cDFQAPRqberANy9xcy+ELYB8K/u3ndggoiIjACDJhl3v3yAVR8coPwPiYYx942vAOb2E98JnNdP3IFrBtjGEqJEJyIiI5ju+BcRkdgoyYiISGyUZEREJDZKMiIiEhslGRERiY2SjIiIxEZJRkREYqMkIyIisVGSERGR2CjJiIhIbJRkREQkNkoyIiISGyUZERGJjZKMiIjERklGRERioyQjIiKxUZIREZHYKMmIiEhslGRERCQ2SjIiIhIbJRkREYmNkoyIiMRGSUZERGKjJCMiIrFRkhERkdgoyYiISGwGTTJmtsTMmsxsdZ/4J8xsnZmtMbMv91k33cw6zOzTBbELQ/kGM7u2ID7DzB41s/Vm9hMzKw3xdPjcENbXF9S5LsTXmdkFQ//6IiISp4M5krkNuLAwYGZvBRYC89z9JOArfercBNxbUD4BfAu4CJgDXG5mc8LqLwE3ufssoBW4OsSvBlrd/bWhvS+FtuYAlwEnhX59O7QvIiIjzKBJxt0fAlr6hD8G3OjumVCmqXeFmb0L2ACsKSh/OtDg7hvcvRtYCiw0MwPOBX4ayt0OvCssLwyfCevPC+UXAkvdPePuG4GG0L6IiIwwQ70mMxt4UziN9QczOw3AzCqBzwL/0qf8FOClgs+NITYB2OXu2T7x/eqE9W2h/EBtiYjICJM8jHrjgDOB04C7zGwmUXK5yd07ooOOfezVTeAHiA+1zn7MbDGwGGD69On9FRERkRgNNck0Ane7uwOPmVkeqAXOAN4bBgLUAHkz6wJWAtMK6k8FtgLNQI2ZJcPRSm+8dxvTgEYzSwLVRKftGgdo61Xc/RbgFoAFCxb0m4hERCQ+Qz1d9guiaymY2WygFGh29ze5e7271wP/Cfybu38TeByYFUaSlRJduF8WktSDwHtDu4uAe8LysvCZsP53ofwy4LIw+mwGMAt4bIjfQ0REYjTokYyZ3QmcA9SaWSNwPbAEWBKGNXcDi0IC6Je7Z83s48B9QAJY4u69AwM+Cyw1sy8CTwK3hvitwA/MrIHoCOay0NYaM7sLWAtkgWvcPXdoX/vok8nmeLmtix3tGTp7cmR68mSyeTLZHIkS48K5x5FOapCdiIwsgyYZd798gFUfHKTe5/t8Xg4s76fcBvoZHebuXcClA7R9A3DDgbZ/NHB3dnRk2JPJ0dGV5ZENO3l+ezvduTyZnjzduTzd2TzNHRkamjrI5gc+4/f9vz6Nt75u4hHsvYjI4IZ6TUaGaPWWNr52//O83NbF1rZOdu3t2W/9xKo05aUJShMlpFMllCZKOL6mnHNfN5EZtZVMGltGRWmCdDJBabKEzS17+Zs7VpDJ5ov0jUREBqYkc4Ts6c7xzd+t5xu/a6CqLMUbplYzf3oNsyeOoaailFSihFNeU8Pk6vJDajd3gKMbEZFiU5I5Auqq0rR19vCV3zzPWTMn8I0r3kjtmHSxuyUiEjslmSPgMxecyIfOeg0JM+qq0vS5h0hE5JilJHMEmNkhnwYTETkWaKp/ERGJjZKMiIjERklGRERioyQjIiKxUZIREZHYKMmIiEhslGRERCQ2SjIiIhIbJRkREYmNkoyIiMRGSUZERGKjJCMiIrFRkhERkdgoyYiISGyUZEREJDZKMiIiEhslGRERiY2SjIiIxEZJRkREYqMkIyIisVGSERGR2AyaZMxsiZk1mdnqPvFPmNk6M1tjZl8OsbeZ2Uozeya8n1tQ/tQQbzCzr5uZhfh4M7vfzNaH93EhbqFcg5mtMrNTCtpaFMqvN7NFw7UzRERkeB3MkcxtwIWFATN7K7AQmOfuJwFfCauagb9y95OBRcAPCqrdDCwGZoVXb5vXAg+4+yzggfAZ4KKCsotDfcxsPHA9cAZwOnB9b2ISEZGRZdAk4+4PAS19wh8DbnT3TCjTFN6fdPetocwaoMzM0mY2GRjr7n92dwfuAN4Vyi0Ebg/Lt/eJ3+GRR4Ca0M4FwP3u3uLurcD99EmCIiIyMgz1msxs4E1m9qiZ/cHMTuunzCXAkyERTQEaC9Y1hhjAJHffBhDeJ4b4FOClfuoMFBcRkREmeRj1xgFnAqcBd5nZzHCUgpmdBHwJOD+Ut37a8EG2MVCdg27LzBYTnWpj+vTpg2xORESG21CPZBqBu8OprMeAPFALYGZTgZ8DV7r7CwXlpxbUnwr0nlbbHk6DEd6bCupM66fOQPFXcfdb3H2Buy+oq6sb0hcVEZGhG2qS+QVwLoCZzQZKgWYzqwF+BVzn7n/sLRxOg7Wb2ZlhVNmVwD1h9TKiQQKE98L4lWGU2ZlAW2jnPuB8MxsXLvifH2IiIjLCDHq6zMzuBM4Bas2skWhk1xJgSRjW3A0scnc3s48DrwU+Z2afC02cHwYGfIxopFo5cG94AdxIdLrtamAzcGmILwcuBhqAvcBVAO7eYmZfAB4P5f7V3fsOTBARkRFg0CTj7pcPsOqD/ZT9IvDFAdpZAcztJ74TOK+fuAPXDNDWEqJEJyIiI5ju+BcRkdgoyYiISGyUZEREJDZKMiIiEhslGRERiY2SjIiIxEZJRkREYqMkIyIisVGSERGR2CjJiIhIbJRkREQkNkoyIiISGyUZERGJjZKMiIjERklGRERioyQjIiKxUZIREZHYKMmIiEhslGRERCQ2SjIiIhIbJRkREYmNkoyIiMRGSUZERGKjJCMiIrFRkhERkdgoyYiISGyUZEREJDaDJhkzW2JmTWa2uk/8E2a2zszWmNmXC+LXmVlDWHdBQfzCEGsws2sL4jPM7FEzW29mPzGz0hBPh88NYX39YNsQEZGR5WCOZG4DLiwMmNlbgYXAPHc/CfhKiM8BLgNOCnW+bWYJM0sA3wIuAuYAl4eyAF8CbnL3WUArcHWIXw20uvtrgZtCuQG3cehfXURE4jZoknH3h4CWPuGPATe6eyaUaQrxhcBSd8+4+0agATg9vBrcfYO7dwNLgYVmZsC5wE9D/duBdxW0dXtY/ilwXig/0DZERGSEGeo1mdnAm8JprD+Y2WkhPgV4qaBcY4gNFJ8A7HL3bJ/4fm2F9W2h/EBtvYqZLTazFWa2YseOHUP6oiIiMnRDTTJJYBxwJvAZ4K5wlGH9lPUhxBlinf2D7re4+wJ3X1BXV9dfERERidFQk0wjcLdHHgPyQG2ITysoNxXYeoB4M1BjZsk+cQrrhPXVRKftBmpLRERGmKEmmV8QXUvBzGYDpUQJYxlwWRgZNgOYBTwGPA7MCiPJSoku3C9zdwceBN4b2l0E3BOWl4XPhPW/C+UH2oaIiIwwycEKmNmdwDlArZk1AtcDS4AlYVhzN7AoJIA1ZnYXsBbIAte4ey6083HgPiABLHH3NWETnwWWmtkXgSeBW0P8VuAHZtZAdARzGYC7D7gNEREZWQZNMu5++QCrPjhA+RuAG/qJLweW9xPfQD+jw9y9C7j0ULYhIiIji+74FxGR2CjJiIhIbJRkREQkNkoyIiISGyUZERGJjZKMiIjERklGRERioyQjIiKxUZIREZHYKMmIiEhslGRERCQ2SjIiIhIbJRkREYmNkoyIiMRGSUZERGKjJCMiIrFRkhERkdgoyYiISGwGffyyiIiMDnsyWVa+2MojG3byzJY2unpyh92mkoyIyCjU3tXDxuY9bNixh+debuexjTtZ1dhGNu8kS4zXTx7LmPThpwglGRGRY1R3Ns9LrXvZsGMPG5s72LBjDxua97CxeQ872jP7yiVLjHlTq1n85pmcOXMCp75mHJUhwSz9yOH1QUlGROQY0tDUzn890MDqLW1sbtlLLu/71k2oLGVmXSVvPbGOGbVjmFlXyczaSqZPqCCdTMTSHyUZEZGjmLuzra2LVY27+M3a7Sx7aivlpQnePKuOt588mZl1lcyorWRm7RiqK1JHvH9KMiIiI1hPLs+DzzWxoXkPPdk8Te0ZdrRnyOaj5ReaOtjTHV2gH1uW5LLTp/H3fzmbCWPSRe55RElGRKTIsrk865s6eOqlXTz90i627+6iO5cn05Nn0869NHe8cv2kujzFxKo0qUQJ4ytLuXTBNF47cQyvO66KN0yrIZUYWXemKMmIiBxB7k5zRzdbd3XS1tnDA89u5+4nt9DelQWiJDJtfDnpZIJ0soQzZ47nXfOncNYJE0glSihNjqwkMphBk4yZLQHeATS5+9wQ+zzwN8COUOz/uftyM0sB3wNOCW3f4e7/HupcCPwXkAC+5+43hvgMYCkwHngC+JC7d5tZGrgDOBXYCbzf3TeFOtcBVwM54JPuft9h7gcRkWGXyeZYuamVP6zfwcPrm9nW1sWeTJZMNr+vTGmihItPPo5zTpzIG6bVUD+hAjMrYq+H18EcydwGfJPoD36hm9z9K31ilwJpdz/ZzCqAtWZ2J/AS8C3gbUAj8LiZLXP3tcCXQltLzew7RMnj5vDe6u6vNbPLQrn3m9kc4DLgJOB44LdmNtvdD/+uIRGRQ9DU3sVv1zaxra2T7lyenqzT3tXD1rZOtu7qYktrFE+WGKe+ZhwXn3wc5akEU2rKmTqugrHlKWZNHMO4ytJif5XYDJpk3P0hM6s/yPYcqDSzJFAOdAO7gdOBBnffAGBmS4GFZvYscC5wRah/O/B5oiSzMCwD/BT4pkXpfSGw1N0zwEYzawjt//kg+ygickh2d/WwurGNPd059nZn2dGe4Tdrt/P4phbcwSw6IilNlFBemuD4mnLmHD+W8+dM4rT68Zx5woRhubHxaHQ43/rjZnYlsAL4B3dvJUoGC4FtQAXw9+7eYmZTiI5mejUCZwATgF3uni2ITwnL++q4e9bM2kL5KcAjfdqaQj/MbDGwGGD69OmH8VVFZLRxd557uZ2fP7mFHz+6mY5Mdr/1syeN4VPnzeLikycze1JVkXo58g01ydwMfIHoyOULwFeBDxMdUeSITmONA/7XzH4L9HeC0Q8QZ4h19g+63wLcArBgwYJ+y4iIdGfzrNnaxopNrax4sYWGpg527e1h555uSgzePu94Lj11KuMqSikvTTC2LMnEsWXF7vZRYUhJxt239y6b2XeBX4aPVwC/dvceoMnM/ggsIDoimVbQxFRgK9AM1JhZMhzN9MYhOkKZBjSG02/VQEtBvG9bIiL76cnlaevsob0rS0dXlvZMtNy6p5utbV08/dIunt/ezvbdXfTeGP+aCRXMmTyWmopSTp5SzfknTaJ2hNxzcjQaUpIxs8nuvi18fDewOixvBs41sx8SnS47E/hPYC0wK4wk20J04f4Kd3czexB4L9EIs0XAPaGtZeHzn8P634Xyy4Afm9nXiI6YZgGPDeV7iMixoSeX5+GGZpp2d9HVk6erJ8czW9p44NkmOgeYSdgMZk+s4qyZE5gyrpw5k8dyav04JlbpCGU4HcwQ5juBc4BaM2sErgfOMbP5RKepNgG9U6h9C/g+UdIx4Pvuviq083HgPqIhzEvcfU2o81lgqZl9EXgSuDXEbwV+EC7stxAlJtx9jZndRZS4ssA1GlkmMnq4O42tnTy+qYU1W3ezsyPDn17YSVPBhI8A4ytLefcpU3j9cVWMKUsyJp1iTDpJVVmScZWlTKgspSwVz3xd8oqDGV12eT/hW/uJ4e4dRMOY+1u3HFjeT3wD0bWcvvGuA7R1A3DDwL0WkaNVLu+8sKOD7myeXN7J5p22zu6QWFpZsamFbW1dAJSlSqirSjNvajXvP206c44fS1myhLJUgvJUgpKSY+d+k6PV6BxTJyIjQj7v7O2JhgVvae3kic27+OEjL7KxeU+/5SeNTXNa/fh9rxOPqyKhRDKiKcmIyBGVyeb48aOb+fbvX9jvmSa93jC1mi9fMo+aihSJEiNRYlSXpziuuozjxpYdU3fDjwZKMiJyWNydTDZPRybLnkyWPZkce7qzdGSy7M3k2JPJsnNPNw89v4MnX2qlqyeaUuWsmRO44vTpVKYTlJcmmViVZs7ksUwdV65EcgxRkhEZBdw9mtU3G4286s7myech504unyeXh86eHM3tGToyWTp7cnT15OjqydOdzbNzT4aX27r2JZKOTJa93bl974UPxhrIrIljuPz06dSUlzJ/eg1vnlWrZDIKKMmIHMVyeWdnR4am9sy+pJDJRu8dmR42Nu9l7bbdPLm5dd8sv0MxtizJcdVljC1LUVNRytRxFVSUJqhMJxmTTlKRTjAmnaSyNEllOopXFnyuSqeK8sAsKT4lGZEjzN3Z052jvauH3Z1Zdnf1sLuzJ7xn2dOdJdMTHT3s7OimO5uPJl/M5cnmolNTbZ09tIU6foCDiFTCOKFuDO+YdzxTx5WTTpaQTiVIJ0r2Xe8oKTGSJUY6WULtmDRjy1OUpUooSyYoSyUoTZbo4roMmZKMSAwy2RzNHd3saM/w/PZ2frPmZZ7f3sHuruiO84M5vVRTkaJ2TJqyVAmpRAmpkhLSqRKqypLMrKukpjxFdXmKuqo0dVVlVKYTpJMJylIlpJMJKkoTTK4uIznCHmIlo4uSjMhhamrv4tlt7exoz9DQ1MFv1rzMhj5DcKfUlLOgfhw15SmqylKMLU8ytizF2PJUeH/lc0VpgtJEie7xkGOCkoxI0JPL09H1ykXtTDZHNu/kww2BvTcG7s1keWTDTla82MqWXZ3s2tuzr41EiXHWzAm8641TmFiVpq4qzZRx5Zw4qUoXuWVUUpKRUWdnR4YVL7bS2R2NoNq+O8Pjm1p4dONOenIHN1l3WaqE0+rHM39aDTNqK5k7pZrJ1WXUjklTOUqfGyLSH/1rkGNGLu/05KKL5JmeV+7b2LW3h3Xb21m7dTdrtraxbnv7qy6Wn1BXyV//RT3H15TvGxWVTpaQSEQXxRMlRsKMZMJIJUqYPalK816JHAQlGTmq9M5rtX13V5i6PcuaLW386pmXae549d3jherCzX4XzZ3M2bMmMK6ilHQqQe2YUtJJJQyROCjJyIjT1ZPj2W272bqri0w2xxObW1mxqZXubJ4d7Rna+zyhMJ0s4bzXT+R1x42NRmEljHQqwZh0gsrSJFVlKU6YWKkp3EWKQElGYpPPOz356N6Orp7cvrvNM9noLvLdXT3s2tvDrs4entu2m4cbmtnRnqGzJ7ff6ayK0gSn1Y9nbHmKmvIU86fVMG18BVVl0Y2AtWPSlJfqSERkJFKSkUPm7jz50i7uX7udXXu76eqJjjCa2rto7uimszsX3Th4EPeC9KosTXDWCbW87fWTGFOW5HXHVVFfW0kqURJuIlQSETkaKcnIPp3dOdZua2P99g527ummdU83uzrD0cbeV5bbOrvpyTmphFFdXko6GT3To35CJafVj6cynSRZEl0gL02WkCwxylLRTYJlqegekNJkCVVlKWoqoqOTcZWlpHTToMgxR0lmFGrd083abbtp7siQCXNdPb+9g58/uYWOgusdFaWJ6K7yilLGVaSYPWkM1eXR8msnjuEv50xibJnmoxKRgSnJHOMy2RzPv9zBiy17eHFvDaVHAAAJ5ElEQVTnXu5b8zKrGtteVa40UcLFJx/H2+cdz+uOq6KuKq0huiJy2JRkjiE9uTzrt3fwzJZdrGps45ktbTy3rZ3uXH5fmZOnVPOZC07kDVNrOK66bN88V1VlSSUVERl2SjLHiOvuXhWmQokSSlU6yclTq7nq7HrmTalhZl0lk6vLqKkoLXJPRWQ0UZI5yp0wsZIrzphOpifP+MoUc6dUc/KUauonVGqCRREpOiWZo1w6meDf3n1ysbshItIvjRkVEZHYKMmIiEhslGRERCQ2SjIiIhKbQZOMmS0xsyYzW10Q+7yZbTGzp8Lr4oJ188zsz2a2xsyeMbOyED81fG4ws69beEygmY03s/vNbH14HxfiFso1mNkqMzulYBuLQvn1ZrZoOHeIiIgMn4M5krkNuLCf+E3uPj+8lgOYWRL4IfBRdz8JOAfofTbtzcBiYFZ49bZ5LfCAu88CHgifAS4qKLs41MfMxgPXA2cApwPX9yYmEREZWQZNMu7+ENBykO2dD6xy96dD3Z3unjOzycBYd/+zuztwB/CuUGchcHtYvr1P/A6PPALUhHYuAO539xZ3bwXup/8kKCIiRXY412Q+Hk5jLSk4kpgNuJndZ2ZPmNk/hvgUoLGgbmOIAUxy920A4X1iQZ2X+qkzUPxVzGyxma0wsxU7duwY2rcUEZEhG+rNmDcDXwA8vH8V+HBo72zgNGAv8ICZrQR299PGYA8b6e92dT9A/NVB91uAWwDMrN3M1g2yzZGgFmgudicOgvo5vNTP4XM09BGOnn6eeDiVh5Rk3H1777KZfRf4ZfjYCPzB3ZvDuuXAKUTXaaYWNDEV2BqWt5vZZHffFk6HNRW0Na2fOo1E13oK478/iG6vc/cFB1GuqMxshfo5fNTP4XU09PNo6CMcXf08nPpDOl0WkkGvdwO9I8/uA+aZWUUYBPAWYG04DdZuZmeGUWVXAveEOsuA3hFii/rErwyjzM4E2kI79wHnm9m4cJru/BATEZERZtAjGTO7k+jIodbMGolGdp1jZvOJTlNtAj4C4O6tZvY14PGwbrm7/yo09TGikWrlwL3hBXAjcJeZXQ1sBi4N8eXAxUAD0am3q8I2WszsC2EbAP/q7gc7MEFERI6gQZOMu1/eT/jWA5T/IdHpsb7xFcDcfuI7gfP6iTtwzQDbWAIsGbjX/brlEMsXi/o5vNTP4XU09PNo6COMkn5a9LdcRERk+GlaGRERic2oSDJmdqGZrQtT1Fw7eI0jw8ymmdmDZvZsmIbnUyE+4LQ9RezrpjAt0FO9o00GmhKoSP07sWB/PWVmu83s70bCvhxgaqZDnk6pSP38DzN7LvTl52ZWE+L1ZtZZsF+/U+R+Hmiqq+vC/lxnZhcUuZ8/KejjJjN7KsSLsj8P8Ddo+H4/3f2YfgEJ4AVgJlAKPA3MKXa/Qt8mA6eE5SrgeWAO8Hng08XuX5++bgJq+8S+DFwblq8FvlTsfhb8zF8GXjMS9iXwZqKh/KsH23dEg13uJbof7Ezg0SL383wgGZa/VNDP+sJyI2B/9vtzDv+engbSwIzwtyBRrH72Wf9V4J+LuT8P8Ddo2H4/R8ORzOlAg7tvcPduYCnRlDVF5+7b3P2JsNwOPMsAsxeMUANNCVRs5wEvuPuLxe4IDDg106FOp1SUfrr7b9w9Gz4+wv73uxXFAPtzIAuBpe6ecfeNRKNVT4+tcwUO1M9wK8f7gDuPRF8GcoC/QcP2+zkaksxBT0NTTGZWD7wReDSE+pu2p5gc+I2ZrTSzxSE20JRAxXYZ+//jHWn7Eg59OqWR4MO8cusBwAwze9LM/mBmbypWpwr093MeqfvzTcB2d19fECvq/uzzN2jYfj9HQ5I56GloisXMxgA/A/7O3XcTTdtzAjAf2EZ0WF1s/8fdTyGaHfsaM3tzsTvUHzMrBd4J/HcIjcR9eSAj8vfVzP4JyAI/CqFtwHR3fyPwf4Efm9nYYvWPgX/OI3J/Apez/3+Eiro/+/kbNGDRfmIH3J+jIckMND3NiGBmKaIf7o/c/W6Ipu1x95y754HvcoQO7w/E3beG9ybg50R92t57qGz7TwlUTBcBT3iY+mgk7stgoH034n5fLXpm0zuAD3g4MR9OP+0MyyuJrnXMLlYfD/BzHon7Mwm8B/hJb6yY+7O/v0EM4+/naEgyjwOzzGxG+F/uZURT1hRdOC97K/Csu3+tID7QtD1FYWaVZlbVu0x0MXg1A08JVEz7/Q9xpO3LAoc6nVJRmNmFwGeBd7r73oJ4nZklwvJMouc+bShOLw/4c14GXGZmaTObQdTPx450//r4S+A5d983M32x9udAf4MYzt/PIz2aoRgvohERzxP97+Cfit2fgn6dTXSouQp4KrwuBn4APBPiy4DJRe7nTKIROk8Da3r3ITCB6EFz68P7+CL3swLYCVQXxIq+L4mS3jaiB/g1AlcPtO+ITkd8K/yuPgMsKHI/G4jOwff+fn4nlL0k/C48DTwB/FWR+zngzxn4p7A/1wEXFbOfIX4b0YMdC8sWZX8e4G/QsP1+6o5/ERGJzWg4XSYiIkWiJCMiIrFRkhERkdgoyYiISGyUZEREJDZKMiKHwMxqzOxvw/LxZvbTGLc130bADNwih0NJRuTQ1AB/C9EsCO7+3hi3NZ/ongWRo5bukxE5BGbWO4v3OqIb1V7v7nPN7K+JZqpNED1m/KtEj5b4EJABLnb3FjM7gehmtjpgL/A37v6cmV0KXA/kgDaiu8IbgHJgC/DvwC+BbwAnEz06/fPufk/Y9rt5ZTr7H7v7v8S8K0QOSrLYHRA5ylwLzHX3+WHW2l8WrJtLNIttGVGC+Ky7v9HMbgKuBP6T6HnpH3X39WZ2BvBt4Fzgn4EL3H2LmdW4e7eZ/TPRHdUfBzCzfwN+5+4ftujhYY+Z2W/Dtk8P298LPG5mv3L3FXHuCJGDoSQjMnwe9OiZHO1m1gb8T4g/A8wLM93+BfDf0ZRRQHT0AfBH4DYzuwu4m/6dD7zTzD4dPpcB08Py/R4mWDSzu4mmC1GSkaJTkhEZPpmC5XzB5zzRv7USYJe7z+9b0d0/Go5s3g48ZWavKkM0b9Ql7r5uv2BUr+95b50HlxFBF/5FDk070WNqD5lHz+nYGK6/9D4v/Q1h+QR3f9Td/xloJppOve+27gM+EWbOxczeWLDubRY9l72c6NrQH4fSR5HhpiQjcgjCKak/mtlq4D+G0MQHgKvNrHdG695Hgf+HmT0T2n2IaDbeB4E5ZvaUmb0f+AKQAlaFcl8oaPdhopmInwJ+pusxMlJodJnIUS6MLts3QEBkJNGRjIiIxEZHMiIiEhsdyYiISGyUZEREJDZKMiIiEhslGRERiY2SjIiIxEZJRkREYvP/AVL240+B6P/DAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(x='timestep', y='funds')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "def pad(vec, length,fill=True):\n", " \n", " if fill:\n", " padded = np.zeros(length,)\n", " else:\n", " padded = np.empty(length,)\n", " padded[:] = np.nan\n", " \n", " for i in range(len(vec)):\n", " padded[i]= vec[i]\n", " \n", " return padded\n", "\n", "def make2D(key, data, fill=False):\n", " maxL = data[key].apply(len).max()\n", " newkey = 'padded_'+key\n", " data[newkey] = data[key].apply(lambda x: pad(x,maxL,fill))\n", " reshaped = np.array([a for a in data[newkey].values])\n", " \n", " return reshaped" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "df['conviction'] = df.network.apply(lambda g: np.array([g.nodes[j]['conviction'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['candidate_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['candidate_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['killed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='killed']))\n", "df['killed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='killed']))\n", "df['candidate_funds_requested'] = df.network.apply(lambda g: np.array([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['active_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='active']))\n", "df['active_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='active']))\n", "df['failed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='failed']))\n", "df['failed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='failed']))\n", "df['completed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='completed']))\n", "df['completed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='completed']))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "df['funds_requested'] = df.network.apply(lambda g: np.array([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal')]))\n", "df['share_of_funds_requested'] = df.candidate_funds_requested/df.funds\n", "\n", "df['share_of_funds_requested_all'] = df.funds_requested/df.funds" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "df['triggers'] = df.network.apply(lambda g: np.array([g.nodes[j]['trigger'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate' ]))\n", "df['conviction_share_of_trigger'] = df.conviction/df.triggers\n", "df['age'] = df.network.apply(lambda g: np.array([g.nodes[j]['age'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate' ]))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "df['age_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['age'] for j in get_nodes_by_type(g, 'proposal') ]))\n", "df['conviction_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['conviction'] for j in get_nodes_by_type(g, 'proposal') ]))\n", "df['triggers_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['trigger'] for j in get_nodes_by_type(g, 'proposal') ]))\n", "\n", "df['conviction_share_of_trigger_all'] = df.conviction_all/df.triggers_all" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "rdf= df[df.substep==4].copy()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "last_net= df.network.values[-1]\n", "last_props=get_nodes_by_type(last_net, 'proposal')\n", "M = len(last_props)\n", "last_parts=get_nodes_by_type(last_net, 'participant')\n", "N = len(last_parts)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "affinities = np.empty((N,M))\n", "for i_ind in range(N):\n", " for j_ind in range(M):\n", " i = last_parts[i_ind]\n", " j = last_props[j_ind]\n", " affinities[i_ind][j_ind] = last_net.edges[(i,j)]['affinity']" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 204.0, 'participant_id')" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dims = (100, 25)\n", "fig, ax = plt.subplots(figsize=dims)\n", "\n", "sns.heatmap(affinities.T,\n", " xticklabels=last_parts,\n", " yticklabels=last_props,\n", " square=True,\n", " cbar=True,\n", " ax=ax)\n", "\n", "plt.title('affinities between participants and proposals')\n", "plt.ylabel('proposal_id')\n", "plt.xlabel('participant_id')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "#working on deduplicating colors\n", "#\n", "#last_props=get_nodes_by_type(last_net, 'proposal')\n", "#M = len(last_props)\n", "\n", "#cm = plt.get_cmap('gist_rainbow')\n", "#c= [cm(1.*j/M) for j in range(M)] " ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1., 1., 1., ..., nan, nan, nan],\n", " [ 2., 2., 2., ..., nan, nan, nan],\n", " [ 3., 3., 3., ..., nan, nan, nan],\n", " ...,\n", " [198., 198., 198., ..., 23., 2., 1.],\n", " [199., 199., 199., ..., 24., 3., 2.],\n", " [200., 200., 200., ..., 25., 4., 3.]])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "make2D('age_all', rdf)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Proposal Status')" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rdf.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'])\n", "plt.title('Proposal Status')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Proposal Status weighted by funds requested')" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rdf.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'])\n", "plt.title('Proposal Status weighted by funds requested')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'share_of_funds_requested')" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(rdf.timestep,make2D('share_of_funds_requested_all', rdf))\n", "plt.title('share_of_funds_requested by proposal')\n", "plt.xlabel('time $t$')\n", "plt.ylabel('share_of_funds_requested')" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'share_of_funds_requested')" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.loglog(make2D('share_of_funds_requested_all', rdf), make2D('conviction_all', rdf), '.')\n", "plt.ylabel('conviction')\n", "plt.xlabel('share_of_funds_requested')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'proposal_age')" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAELCAYAAAARNxsIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XecXXWZ+PHPc8otU9InlYQECH2poQmiCCLYUGywFnRR/Lm6qD9dwV33py/FFdcGuqwrKivYsCwKKr33kmAk9IQkpBdSJjNz2ynP749z7p07yWQySe6dYZLn/Xqd1znne77n3HNTznO/9YiqYowxxjSCM9w3YIwxZs9hQcUYY0zDWFAxxhjTMBZUjDHGNIwFFWOMMQ1jQcUYY0zDWFAxxhjTMBZUjDHGNIwFFWOMMQ3jDfcNDLUJEybozJkzh/s2jDFmxJg3b94rqtoxmLx7XVCZOXMmc+fOHe7bMMaYEUNEXh5sXqv+MsYY0zAWVIwxxjSMBRVjjDENY0HFGGNMw1hQMcYY0zAWVIwxxjSMBRVjjDENY0HFGGNMw1hQMcYY0zAWVIwxxjSMBRVjjDENY0HFGGNMw1hQMcYY0zAWVIwxxjSMBRVjjDENY0HFGGNMw1hQMcYY0zBNDSoi8lkReUZEnhaRX4tITkRmichjIrJQRH4jIpk0bzbdX5Qen1l3nS+m6S+IyJvq0s9K0xaJyKXN/C7GGGN2rGlBRUSmARcDc1T1cMAFzgO+CXxPVWcDm4AL01MuBDap6gHA99J8iMih6XmHAWcB/yUiroi4wFXA2cChwPlpXmOMMcOk2dVfHpAXEQ9oAVYDbwB+nx6/FnhHun1Ouk96/HQRkTT9elUtq+oSYBFwfLosUtXFqloBrk/zGmOMGSZNCyqquhL4NrCMJJh0AvOAzaoaptlWANPS7WnA8vTcMM0/vj59q3O2l26MMWaYNLP6ayxJyWEWMBVoJamq2ppWT9nOsZ1N7+9eLhKRuSIyd/369Tu6dWOMMbuomdVfZwBLVHW9qgbADcBrgDFpdRjAPsCqdHsFMB0gPT4a2FifvtU520vfhqperapzVHVOR0dHI76bMcaYfjQzqCwDThSRlrRt5HTgWeAe4N1pnguAG9Ptm9J90uN3q6qm6eelvcNmAbOBx4EngNlpb7IMSWP+TU38PsYYY3bA23GWXaOqj4nI74EngRD4K3A18BfgehG5LE37aXrKT4Gfi8gikhLKeel1nhGR35IEpBD4pKpGACLyKeA2kp5l16jqM836PsYYY3ZMksLA3mPOnDk6d+7c4b4NY4wZMURknqrOGUxeG1FvjDGmYSyoGGOMaRgLKsYYYxrGgooxxpiGsaBijDGmYSyoGGOMaRgLKsYYYxrGgooxxpiGsaBijDGmYSyoGGOMaRgLKsYYYxrGgooxxpiGsaBijDGmYSyoGGOMaRgLKsYYYxrGgooxxpiGsaBijDGmYSyoGGOMaRgLKsYYYxrGgooxxpiGsaBijDGmYSyoGGOMaRgLKsYYYxqmaUFFRA4Skfl1yxYR+YyIjBORO0RkYboem+YXEfm+iCwSkadE5Ji6a12Q5l8oIhfUpR8rIgvSc74vItKs72OMMWbHmhZUVPUFVT1KVY8CjgUKwB+AS4G7VHU2cFe6D3A2MDtdLgJ+CCAi44AvAycAxwNfrgaiNM9Fdeed1azvY4wxZseGqvrrdOAlVX0ZOAe4Nk2/FnhHun0OcJ0mHgXGiMgU4E3AHaq6UVU3AXcAZ6XHRqnqI6qqwHV11zLGGDMMhiqonAf8Ot2epKqrAdL1xDR9GrC87pwVadpA6Sv6STfGGDNMmh5URCQDvB343Y6y9pOmu5De3z1cJCJzRWTu+vXrd3AbxhhjdtVQlFTOBp5U1bXp/tq06op0vS5NXwFMrztvH2DVDtL36Sd9G6p6tarOUdU5HR0du/l1jDHGbM9QBJXz6a36ArgJqPbgugC4sS79Q2kvsBOBzrR67DbgTBEZmzbQnwnclh7rEpET015fH6q7ljHGmGHgNfPiItICvBH4eF3y5cBvReRCYBnwnjT9ZuDNwCKSnmIfAVDVjSLyNeCJNN9XVXVjuv0J4GdAHrglXYwxxgwTSTpO7T3mzJmjc+fOHe7bMMaYEUNE5qnqnMHktRH1xhhjGsaCijHGmIaxoGKMMaZhLKgYY4xpGAsqxhhjGsaCijHGmIaxoGKMMaZhLKgYY4xpGAsqxhhjGsaCijHGmIaxoGKMMaZhLKgYY4xpGAsqxhhjGsaCijHGmIaxoGKMMaZhLKgYY4xpGAsqxhhjGsaCijHGmIaxoGKMMaZhLKgYY4xpGAsqxhhjGsaCijHGmIaxoGKMMaZhLKgYY4xpmKYGFREZIyK/F5HnReQ5ETlJRMaJyB0isjBdj03zioh8X0QWichTInJM3XUuSPMvFJEL6tKPFZEF6TnfFxFp5vcxxhgzsGaXVK4EblXVg4EjgeeAS4G7VHU2cFe6D3A2MDtdLgJ+CCAi44AvAycAxwNfrgaiNM9Fdeed1eTvY4wxZgBNCyoiMgo4FfgpgKpWVHUzcA5wbZrtWuAd6fY5wHWaeBQYIyJTgDcBd6jqRlXdBNwBnJUeG6Wqj6iqAtfVXcsYY8wwaGZJZT9gPfA/IvJXEfmJiLQCk1R1NUC6npjmnwYsrzt/RZo2UPqKftK3ISIXichcEZm7fv363f9mxhhj+tXMoOIBxwA/VNWjgR56q7r60197iO5C+raJqler6hxVndPR0THwXRtjjNllzQwqK4AVqvpYuv97kiCzNq26Il2vq8s/ve78fYBVO0jfp590Y4wxw6RpQUVV1wDLReSgNOl04FngJqDag+sC4MZ0+ybgQ2kvsBOBzrR67DbgTBEZmzbQnwnclh7rEpET015fH6q7ljHGmGHgNfn6/wT8UkQywGLgIySB7LciciGwDHhPmvdm4M3AIqCQ5kVVN4rI14An0nxfVdWN6fYngJ8BeeCWdDHGGDNMJOk4NUAGkZOB+araIyIfIKnCulJVXx6KG2y0OXPm6Ny5c4f7NowxZsQQkXmqOmcweQdT/fVDoCAiRwJfAF4m6b5rjDHG9DGYoBKm40DOISmhXAm0N/e2jDHGjESDaVPpEpEvAh8AThURF/Cbe1vGGGNGosGUVN4HlIEL0x5d04BvNfWujBkEjZW4HBJtqRC+UqSyqpvy0k40Hrid0BjTPAOWVNJSyS9U9Yxqmqouw9pUTINUVnUTdwfE5RAtR8SlKFlXIrQYEhcC4mJIXInRcoRWIjSIiMsxhHG/15zybyfitlph2pjhMGBQUdVIRAoiMlpVO4fqpszeoeuhlXT+aXH/Bz3ByXs4eT9dezijM0jGrS1Oxkm3nXQ/Tc+6Q/tFjDE1g2lTKQELROQOkqlWAFDVi5t2V2aPF24osuXWpWQPHMuo02fgZNOAkEuDhmev+jFmJBpMUPlLuhjTMJv+uAgcYey7ZuONzg737RhjGmSHQUVVrxWRPDBDVV8Ygnsye7jKym7KCzcz+uxZFlCM2cPssI5BRN4GzAduTfePEpGbmn1jZs/V/dBKJOPQevzk4b4VY0yDDab66yskb1y8F0BV54vIrCbekxnhNEp6asXlqHddSbeLIYW/rafthCk4+WZPPWeMGWqD+V8dqmrnVq9/t4EAe5B+g0AaCLafFm43H9EO/nl4Qttrpg7NlzPGDKnBBJWnReTvAVdEZgMXAw8397bMQDSMiUt14zqCCI0UYkXLEVF3hagrQEthkh5pOrYjSs4rpUGgFBJXIggH+RvBAcl4OFkHybpI1sPJujhtGfysm6alXXuzSdfeWlq2t7uv0+rj5KyUYsyeaDD/s/8J+FeSUfW/Jnm/ydeaeVMmGS2+5Y6Xqby8pTcApEFhsEFAsi7iCbgO4jlJd92shzsmi5/zBh0Eqvt4DluVWI0xpo/B9P4qkASVf23+7ZiqzpuX0P3gSvx92nDbfGRCvhYUnFz6sM8l2+K74AriCpJxcdsyOK0+4loAMMYMrR0GFRH5E9u2oXQCc4EfqWqpGTe2pwrW9NDz5NreKqgB2i7aXjOV0W/bz0oHxpgRYzDVX4uBDpKqL0gmmFwLHAj8GPhgc25tzxMXAtZf8zRxT4CT9/pUPbltPjI+V6ty8ibkaT1hSlMCShjF9JQjuishPeWQzmJAZyGgqxzQU44oBRGFSrIUK2GyHUQUKxGFSkixEjF5dI4ffXBQ7+wxxuxFBhNUjlbVU+v2/yQi96vqqSLyTLNubE8SbalQfnkLhSfXEncHTPzkUWSmtQ3Z59/w5AquvGshXaWQ7nJIZTsTMW4t4zrkMy4tGbd37buMbskwsT3X5Ls2xoxEgwkqHSIyI52dGBGZAUxIj1Wadmd7kE03LKT0/EYARp01c0gDyotru7j0hgXMntjGa2dPoDXr0ZbxaMl6tGVdWrMeo/M+o/M+7Tmf1jSA5H0Xz7X5t4wxO2cwQeVzwIMi8hIgwCzgH0WkFbi2mTe3J9AgpvzSZlqOmcioN8zAm5Afss8Oo5hPXz+fUTmPa//heCa02ZQoxpjmGkzvr5vT8SkHkwSV5+sa569o5s3tCcpLO9EgJn9Ex5AGFIA/P7Wa51Zv4aq/P8YCijFmSAym99e5WyXtJyKdwAJVXdec29pzlF7cBK6Q3W/0kH5uHCs/vPclDpzUxtmH2xxbxpihMZjqrwuBk4C7SUoqrwceBQ4Uka+q6s+bd3sjX+nFTWRnjsLJNPbFUZUwplBJGt4LlYierdYL13Xxwtouvve+I3Ec65JsjBkagwkqMXCIqq4FEJFJwA+BE4D7ge0GFRFZCnQBEckcYnNEZBzwG2AmsBR4r6pukqTv7JXAm4EC8GFVfTK9zgXAl9LLXqaq16bpxwI/A/LAzcCnVfVVMy9Z1FkmXFvAP3IGm3oq9FR6H/w95SjdT7ar655ySE8l6pteDRZ1x4Idza8F7NfRyluPsDm2jDFDZzBBZWY1oKTWAQeq6kYRCQZx/mmq+krd/qXAXap6uYhcmu5fApwNzE6XE0gDVxqEvgzMIRmEOU9EblLVTWmei0hKTjcDZwG3DOKedtpfnlpNOYwIIyWIY7YUQzb2lNnQXaFQiQiimCBWSpWIrnJIdzmgq7tCNxHh7U/D7U8P6nNaMi4tGY/WbLrOuIzJ+0wbk6vtJz23PFoyLq0Zj5Zssm6tpmWTfGNbM/jWg8sYM4QGE1QeEJE/A79L998F3J/2/tq8C595DkkVGiS9x+4lCSrnANelJY1HRWSMiExJ896hqhsB0tcanyUi9wKjVPWRNP064B00Kah8/nd/oxhEfdJyvsP41iytWRffdfBch7zvsM/YPO3ZdtyXOsl7MZNeO73uYd8bBKpp1XXed3GtqsoYM4INJqh8kiSQnEzSpnId8L/pw/+0HZyrwO0ioiRTulwNTFLV1QCqulpEJqZ5pwHL685dkaYNlL6in/Sm+PPFp+CK4LmC5zi055JgsL0R71FXhdX//hjtp+3L6NNmNuu2jDHmVWUwXYoV+H267KyTVXVVGjjuEJHnB8jb39NZdyF92wuLXERSTcaMGTMGvuPt2L9j4AGLGisaxmgQQxhTmL8OFPJ/17FLn2eMMSPRdoOKiDyoqqeISBd9H9ZCEmtG7ejiqroqXa8TkT+QvEFyrYhMSUspU0jaaCApaUyvO30fYFWa/vqt0u9N0/fpJ39/93E1cDXAnDlzdqkhf9ONi5KJHoM4mQCyGBIXQqKeAC1HEG97WW9CHn9yy658nDHGjEjbDSqqekq6bt+VC6dtLo6qdqXbZwJfBW4CLgAuT9c3pqfcBHxKRK4naajvTAPPbcC/i8jYNN+ZwBfTjgJdInIi8BjwIeAHu3Kvg1F6YROoIr6LZBycvIc/Nke2xcPJeYjnJO8u8Zx02yEzo91mGDbG7FUGrP4SEQd4SlUP34VrTwL+kD5UPeBXqnqriDwB/FZELgSWAe9J899M0p14EUmX4o8ApMHja8ATab6vVhvtgU/Q26X4FprUSA8w5QvHNevSxhizx5AdDesQkV+SlAyWDc0tNdecOXN07ty5w30bxhgzYojIPFUd1LsuBtP7awrwjIg8DvRUE1X17bt4f8YYY/ZQgwkqbcBb6/YF+GZzbscYY8xINpig4qnqffUJIjK00+0aY4wZEQbqUvwJ4B9JZiV+qu5QO/BQs2/MGGPMyDNQSeVXJL2pvkEyP1dVV13vK2OMMaZmoHEqnUAncP7Q3Y4xxpiRzKawNcYY0zAWVIwxxjSMBRVjjDENY0HFGGNMw1hQMcYY0zAWVIwxxjTMYEbUG2OMGWI95TBZKhE95ZBikKwLlYjuUsiWUkBPOaIYRJSCiGIlohQm62IQUQ5iikHv8faczy2ffm3T79uCijHGvMp8944X+f5dCweVN+M65HyHfMYl57vk/WSd8x0mtGWSdM9lXGumyXedsKBijDGvIr+bu5zv37WQN//dZF6z/wRasy5536M169KS8WjJuLTnPNqzPq1ZF899dbViWFAxxphXiWUbCvzrH5/m5APGc+V5R+O/ygLGYIy8OzbGmD3U5bc+hyvCd9971IgMKGAlFWOMaRpVTRvYkwb0nkrS0F6sRBQqSeN7oZIsr3SXuXnBGj57xoFMGpUb7lvfZRZUjDF7LVWlHMa1HlPFai+qWq+ppAdVKQ0ChaAaEKI0OKRBIuib1lOJKJST/Dt4Y3sfh04ZxcdOndW8LzwELKgYY0achWu7WLG5mD7se7vNVreL1dJAkDzku8shPeWkpFCqRJTSQFIKd+6hDyACLb5LPm00z/su+YxLS8ZlbItPS6a3Ub0149KSTda1/BmXFj85ns+4SV4/2c54I7PKq54FFWPMiKGq/Oj+xVx+y/PbzVPtYlt9aOd9l7asx4S2DDOyLUkQSLvc5jNeut+3S271vNxW2y0Zl6znICJD+K1HFgsqxphXhQcWruf+F9fXqpKKddVK1e2ecsjqzhJvOWIKF54yi3z6oK8PBK+2LrZ7Gwsqxphhd/fza/nYdfNwHaE969VKBS1p6aE6iC/vexw2dRQffs1MHMdKC69GTQ8qIuICc4GVqvpWEZkFXA+MA54EPqiqFRHJAtcBxwIbgPep6tL0Gl8ELgQi4GJVvS1NPwu4EnCBn6jq5c3+PsaYxvnmrc/zwML1LFzbzaFTRnH9RSfSmrXfuiPZUJQTPw08V7f/TeB7qjob2EQSLEjXm1T1AOB7aT5E5FDgPOAw4Czgv0TETYPVVcDZwKHA+WleY8wIsL6rzI/ue4kwUt56xFSu+fBxFlD2AE0NKiKyD/AW4CfpvgBvAH6fZrkWeEe6fU66T3r89DT/OcD1qlpW1SXAIuD4dFmkqotVtUJS+jmnmd/HGNM4f35qFbHCD84/mu+890g62rPDfUumAZr9s+AK4AtAe7o/HtisqmG6vwKYlm5PA5YDqGooIp1p/mnAo3XXrD9n+VbpJzT6CxhjtqWqaKlEXCwSF4poqVjbjgs9aLFIXCikS5G4XEKLpWRdKqPlEqOeW80VQRn/s79iSanE1G9/m+x+I3uMhmliUBGRtwLrVHWeiLy+mtxPVt3Bse2l91fK6rfHuYhcBFwEMGPGjAHu2hizIz2PPsaKiy8m3rJl8CeJILkcTjaL5PNEnk+2M6RjQjvi+zjtbYg1vO8RmllSORl4u4i8GcgBo0hKLmNExEtLK/sAq9L8K4DpwAoR8YDRwMa69Kr6c7aX3oeqXg1cDTBnzpydHOpkjKkqLljAin/8R7ypUxj9sY/i5Ftw8nmcljySzyf7LXmclmp6C5LPI5lMn7Edl9/yPFff/xIPX3o6k0eP3ClJzLaaFlRU9YvAFwHSksrnVfX9IvI74N0kbSAXADemp9yU7j+SHr9bVVVEbgJ+JSLfBaYCs4HHSUows9PeZCtJGvP/vlnfx5i9XVwosPLTn8EdN44Z11yDP3HiLl2nFET85ollnHnoZAsoe6Dh6GpxCXC9iFwG/BX4aZr+U+DnIrKIpIRyHoCqPiMivwWeBULgk6oaAYjIp4DbSLoUX6OqzwzpNzFmL7L+P68iWLWKfX/5i10OKAB/+tsqNhUCPvSafRt4d+bVQnRnJ74Z4ebMmaNz584d7tswpmm0UiEulYiLJbRYSLarjen124Vkv3e7mDSwF0vJdqFIVNcYH61dg/fWcwg/eyldpZCuUpCsyyHlIKIcxpSCiK70VbdbiiGlIKISxpSjmEoYUwkj1m4pM2V0jts/e6pNdzJCiMg8VZ0zmLzWKdyYIaCqaKWSPLTL5WRdKiU9qGq9pApJICiXiEtltFQiKpWIiiXCQpGwWPeQL5WJyyUoldByGcplpFzCqZSRKNqpe4sRAi9DxfMpeVnKrk/J8Sm6GUquT9ltoeSNYdP+B3J9dAyFKx/Y7rVEoD3r0Z7zac8lc29lPYfRGZ+M65D1HI7Yx+G9c6ZbQNlDWVAxpoHiQoG13/gG3U/MpbuzGyoVvEoZN6wgu1ArUHJ9Ko5PxfUpp0ulfu20U/bHUcklaSUvQ9nNUHIztf04k02WbA7N5pB8HrJZyOVxcnncfJas75L1kgCQ9Z3ebc8l6zu0eQ7jPZevecnEi6PSoNGe82jLJZMyZj0X3xULFns5CyrGDEJcqVB88q/EhR7iYjEdo5GWKoppFVKxRM9jj1JZvIRVh83h6XgCms0ReRlCP0PkZ4gyWeJMjjiTgWwOslk0l4d8HnJJDyo3n8PJ5fDzue0+7Fs9Jz3m9Hn4b72dcfecGXVVY+K4RBQV0qVIFBWI4zJRXCKOysRxOckTl5LtqEQUl9l3xsdw3XbCMKwtQRDQ3t5OJpMZ7q+2R7GgYswOxD09LPv4xynOnbfdPJLN4uRyuOPGkf329/nEQxXeduRUvvPeI4fwTke+np6XWLjo36lUNhBFReK4mAaPZHtXqAp/uGEtPT2t2xy74IILmDXLBlw2kgUVs9foLocsXNtFEGnSaByljchh3JsWRsl2FNP63FPse9cfaVm/irb1q3j87Reyesp+FByfouNTcDyK4lMQl3IElUiphBEb51bwXOELZx003F95ROnpeYkn//p+VENGjToC12nBdfM4To5ly9ayYuV64sgjijyi2APN4Dg5xMniOjlcN4fr5vH8PJ6bx/OSxfdzHHWUh+d5+L6P5/VuT5gwYbi/9h7HgsoIoKoQBMSVCpo2zMblpCHXn7Evbtu2v8BMX5sLFd7+nw+xbGNh0Od8976raetey8pRk7jl5A/z19FHkak4ZNJqpYw4ZBwH33UYk61L9xzefuTUEf2e8aEWRQX+9tRHUY055phf09Y6u3bs7rvv5uGH7+eEE97Ja1/7Wnzfx/d9HMfem/JqZEFlkK595loijXBI6qgdcXDEIefmyHpZ8m6enJfDd/w+x4VkOycZJj30AsGatcTFQjIPUrGuG2favTMuFtBCMo9SLXiUyxDH/d7XjOuupfX444f4T2PoBVHMms5Sbb++maC+zaC6FUZKJUreMV6JYq64cyFrOkt85z1HMmlULgkAtSAgZFy3N81z0MWLWPHHl5l46SUc9+EP12Y9Nc2x6KX/oFhcvk1AWbZsGffffz9HHnkkZ5111h7TPrQns6AySFfNv4piuGt1uk6sXHJbC0fP70oTHJx8Oq1FLoeTzyHpdBf+xEnJlBe5PE4ui2RzSDaDk8shmSySyybzJ2VzOLks2QMOaOC33NaSV3r4fzc+TVcpxHMExxFcEVynd3FE8BzBddN1etxz0zyS9AgSAUcER9h2n2RfRBCS9OQ4dJVD/vDkStZ1lXfru3z9nYfzrmP3GVTeNTfcgPg+o8+xia8BVKOkbSMupY3fReKoSBSVknaPanpUTI+VetdRkTAqEoaFdOkhinqIoyKxVtLG9U1ks2/hxRdiKpUHao3pzzzzDKNHj+bNb36zBZQRwoLKIN3/vvtRFFUl1piYmCiOKEdlSmGJUlSiFJYI4iDJQ5zk05iW715Hfv4DdHzmM4z7h48gvj8i/oOUgohP/GIeqzYXOXL6GKJYiWIljGNKoRLHSqRKFEMUx7XjkSpRpITpfqxKrBCrQrqu7qtCpMmfqwLb63V76oEdfOaMyfiu9J01VOs3kx1V8NIxEZm0d1RHe5bDpo4e1PeOi0U6b7qJ9je+EW/s2F36s2u23p5QJeK0p1N1u/qAT9IKvUvaM6r6oA/CIlFYJIxKSYCo6zEVawXVMpquk/fj7ew9Qhx7xLFLFNWtI48o8olijzhuIY7bqZSns2LFKOL4ltr5nueRz+d517veRTZr0+KPFBZUBinn7Vr9eNddd7HiLw8w/qMXMuH/fLzBd9Vcl9/yPM+v6eJ/PnIcpx2069Ny7CxNg051DZDxhq7+fPP/3kDc2cnY97+6ppIrFJby7HP/TFfX08RxZZeuEccOcez2XSKPaOu0uJU4HkUc9aZFcRIQIIM4WYQsIllcN4/r5nCctKHca8HzWvD9PL6fIeP7+C1+rXG8v8XzPLLZLJlMprY/En54mW1ZUBmk8ksv9b4bovq+iGLd9Balcj/rEoW5c8kecggdF1883F9hpwRRzP/OW8G5R08b0oACSRWYK9D/Ww+aS4OAjddcQ/6YY2g59tgh+cxCYQmrVv+FYlBC4hKuUyCOkrEXlXI3YVQgikqUy0sQccnn3wqaIY6TYLBpYxfLV6zF93p7SzlOtrbtuq24bh7fb8Hzkod2LuvXHuDVh/jWPaP6W9vD3uyIBZVBWnLuu5IG8wFINpu8MyKXS9o+cnlyhxzC5H/7EjLCBljNe3kTXeWQMw+bNNy3sktUtTfwpy+M0mKRuKeHqLubuLsn6RRRCZLpU4JkHaxcSbBqFZP+7Us7/IwX1nTx/JotFCsRxSBZSul2IV2XqtuViFIYUw56uzGXgjBdAiJNxkqcO/t23nnQozhOjp6egEIhSKqQIpdKMIWXlx5JuVzf2y/Gcdo59dS3cOqpp1qPKDPsLKgM0rTvfBs8L31/RC5taE/fHZHPJwFlD/oPfe8L6/Ec4eQDdr4ff60LdKFAuHEjcaEIYYCGYbIEARqk60o5eainS1zu3dZyOc0b9J5XWwcQBGglIA4qtR71r+yKAAAgAElEQVRz1UWLxe030GyP5yGZDC0nnUjb6143YNYb56/kc7/9G2G87WfkfZd8xq2tWzIuOd9ldN4n254l6zkEpecpFxbgOwG5TJ59p72NtpbxzGo7kDWLT2HTpk2sWrWKE088kX322adWojjl5L6lB9/vLXEMB1UlCmLCSkxQiQgr0TbbURjX1lEQEwYRYZBsR0HM+H3aOPTkqcNy/6bxLKgMUvsZZwz3LTRUzyOPUHr2ufRBnzy4qT3wAyY9uYyvE9F5ye1sLvc++OOgkvy6Dyq9D/wggEpAXN0Ogt2/Qc/DyWQQ34eMn3Ru8Kprr8/abW3DmTix9yVR6Uujqi+IcuqCv9PSgtPejtPWnvS6y2SSxfcH/aPg5gWr+cxv5nPczHFc9o7Dact6tQCS9XY8LUoYdvPgQx+hre1gOjrOYPKkc8hmkyrG6667juXLlzNu3Dje8pa3cNxxx+32H2WjRFHMg79dyNIFrxBW4lrQ2FWu7+D5DrPKHRZU9iAWVPYy67pK3PG7Ozn6W1/oM8GhikPseajroq7PAZHQ2panHLQmXZr95OHrtrX3PoSr6+qy1b6Tz+GOn5B0ka4GAc9LSgSej2SSc5zqgz2b7X3Iv0pLfcs3Frjk909x1PQxXPcPx5Pz3Z2+xpo1NxJF3cw+4FJGjz66lr5+/XoWL17Maaedxut2UFIaamEQcdvVT7N0wQb2O7qDllEZvIyLl3Hw07Xnu3jZ6n66+A5exsH1nFoQcX0H13Xs9cF7KAsqexFV5dPXPc6HfvZt1udGc/HrP0PByxE6Dip9H+KeI9z22VPZv6NtmO5298Wx1t7xUQqTgZCloLetoxz0HitWts1XqIS97SFBRCWKWfpKMiL/++cdvUsBRVVZsfLntLcfzqhRR/U59sQTT+C6LscOUQeBnfHw/77E0gUbeN35B3L46wY31mcwYo0pR2UqUYVyVMYRhwl5mzplJLOg8ioRbtpE1+13oOVSrUpp8+YeurqLOFGIhAFOFCXrMECCdEmPSRhCmFRhVZet2yOiSsD/C5OqqclX/RePnXoq0DteJK7ryuu7Dq3Zxv3zCKOYUvqArz3og+QBXk4f5uUg7vNQLwUx5XDbdTlt8C5vdb3e6/bu76qc79CSSaq1qm0iGc9h5oQWLjp1f6aPa9ml627YcC89PQs59JD/6FNNViwWmT9/PocddhhtbUMXyOMoae8Ig97qrKAcEVSiWpvH5nUFFty7giPfML1PQFnSuYSHVz1MMSz2jteqG7NVCksUoyLFsEgpLNUCR/0SxmGf+3nN1Nfwozf+aMi+v2k8CyrDJI6VlZuLrOsq4RaLZP7v/0EWL9omn+u4BI5HKC6B6xGKQ+B4BK6XpDsuobiEjkfguIROltBpIRSXOOsS5T1C1yV2PMoIY8a0c8H5pzH69NOa9t3KYcQVdy7k9/NW1H7l99egPVjVlztVp3rP+b3Tu+c8l9ZWj1zddO95PwkCWd9Ntx1y6Tqfpue8dD9T3e7NN5h2kV2hqixeciW53HQmTXp7n2MPP/wIlXLAccecQGFLhTCI0kbt3gbt6nYYpg3gQW8jeLXxO6zERJV0Ow0UURDXgkR93qgSEw/y72Xivu2c9M79e+931cN89p7PUgh751LLe3mybpaclyPn5sh7ydRFrV4r43LjyLt5Mm6GrJutreu3M26GqW3WtjIYqkoYh70BPOoN2vXBuz7Nczzetv/bmn5v9jrh3aSqFOfPp/v++5MSQh99JqgCkq6685a8gheFeFGIH4fs17mKWVtW87XjL+CZ8bPS4OBx2qGT+YfX7ocqhHEygj0ZpR4TxprOb5V0T62EcS29fjR7GFdnAVAcR/jACfvu8q/snnLIzx5eyobuSlqi6C011JcO1neVWbOlxJsOm8S0MS19HtZ9H95uLUD0PvjTba+3dOCOgLp31YiuTZ08+9AqyoUKQSUgrASElbAWDCrlEoXuNWT8GYi21wJFWElKBrIb43JEwK22YfhOrb0jacPo3fb83vYPd6s013fws27SJpJ1e9s/PIfRHXncdADqvLXz+OjtH2XW6Flc8formNgykaybtfErDfTgygf51XO/ohAWti0BputId26Wg3G5cdz3vvt26X7sdcJN8OIJJxKXSqQTVEE6nxWqxIUCOE7SCF1V3whet7VPpEwTAT8Dvo+TzaCtOTZ9+FI+ePLpBFEyDfuYvM8bD530qviPunxjgY09Ff71jwt4euUW2rLeNqWFalAYlfeZMb6Fdx0zjTcc3NwxLnFcnTcqQDWsLXEcohqkxyrJohW0uh1XiDVA4yBdV4ii6lImiivEUZIviitUClDqcgnDkKgSEoWalhKUOIQ4gqiSY+OLbySutCFuBXEDnHQtToDjBmm6sqm7m1g7iYmICVEvRv2Y40+Yw+ixo2oPcy/j4Hlu3wbuum3P733wO0P0xsWNpY184b4vMLV1Kj8762eMyoxq+mfubX734u+47NHLmNQyiWlt0xibG5uU+tLJa+tLgTk3R87LJaU+L0vW2bb0V18qHAoWVAZpzPnnJd1lqxNUVReU7OzZtJ919g6noF+wopO3/eeDfOvdR/CeOdOH5L531/0vrudD1zwOQEvG5X8+fBynHTzwCPstWxZQKDzKqtUBGqcPek22w6hEFJWJaw/wcjp6vJK8uU+D9MEfpIEhWScBI1lDmM5HNfhp7AcrmcbEQTVZulYczStPfgCN6wevKi4VPCnjSbL2pcKk/FP4M+bhZYp4uPi4eOLgI/iO4KF4ZPFEWNdxMoXRB+K6Lo7j0NHRweGHHz7o+1RVKnGFUlSgXOmt6qhWg9RXh5TC0jZtGeWw3G/a1uf3d27GyfDLM35pAaUJ7lt+H1995KucMu0UvvO679Di71qtwnCyoDJIEz/zmd2+xq3PrMZ1hDMOGTmj1H9470tMHpXjK28/lEOnjGbG+IH/kW/a9DhP/vXvgYGrVatzUGnsEKtbe5D3ptXtq5OmZVHNp+d6BEE2nYvKRcQFXBzHx8/kcd0sjviAj4iP42QQ8REng+tkkuNOBs/L4bpZXDeD62aSaUjUYfG9FSoFxd28inMnXsZYfw2OlnHiMm48wMwK3Tv+M40cj7Uzx7Nkkp889KMSle4K1z94fe/+Vg/0akN3KepN2x2+45Nzc2TcDDkvXbu52i/atkxbbbu2eMn6xCkncvC4g3fr8/cm1YlndxTYe4IeLn/8cg4ZdwhXnHbFkJUsGs2CSgPEsfLo4g0UKhGOk0zbXp0Svjq1u+sINy9Yw4n7jWNs68iYsmXBik4eWbyBf3nzwZx1+JR+86gqqhGqIWHYxbPPfYF8bjpHHHk1rpNDxEMcn7vuvId58+Zz0kmnkMu147pu7Vd6ddt1XTzP63e9vcVxnIZPTfL0/SvZvPwF/u6gVzgx/y/4XoQc/Dbw8+DnwG8BLwd+nsjLErg+geNRcVwqjkuRmN+8dCMPrZtLWYRAhHK6BJBUn66/D9bfhytun4d2/YM962UZ64/t8/DPutm+wcDpGxT6rL1cv4Eh42RwnZ3vDj3SBXGw3dJXf6W07ZXotskzUOmvnx5uAxmTHcN3Xv+dERtQoIlBRURywP1ANv2c36vql0VkFnA9MA54EvigqlZEJAtcBxwLbADep6pL02t9EbiQZP7ti1X1tjT9LOBKwAV+oqqXN+v7DOTKuxZy5V0LB5X3wlOG/n3YhcIS1qz9MxpXq5eqVUsVisVuoqiMxmFd20PS1nDVk2eQc2cyrXwRd99TAAJUI5K/hrC2LVLXaqRCd9fH+cufnySKIuI4JgxDli5dygknnMIZZ5w95N9/Z8SxMv+OZUyfEfLa+P8hra3wgRug40BWdq/kXx74F5ZsXFJ7YGyvsTTrZvnECf/M4RMOHzBo+M7wTK8ypOIYwhIERQiLybq6RGUIy8nxsG47qvSmHXYudBxYu9yWyhZ+/uzPWduztk8gKIfbVgHWP+h3tmG7Xn3wry/dZZ3k77HNb2N8bny/Jbs+5w0U8N0sE1sm0pYZuWPDoLkllTLwBlXtFhEfeFBEbgH+L/A9Vb1eRP6bJFj8MF1vUtUDROQ84JvA+0TkUOA84DBgKnCniFT/hV0FvBFYATwhIjep6rPN+DKdhQDHoVYCqb586oW1XVx1zyLecsQUPn7qfsQKUdrjqvpuEU3TPEc4fta4ZtzedhUKS5n35HlUKq8kpQbxcZykSqhcDimXo7rqJQeNXWJ1WNE9hcdWH8Rpkx6la4PSqW2oClqtplKHJJa7gIfgAR7l8kRKpRyO80qtJOF5HkcddRSnn356c7+sKsRh+gAr1T2oSn2X7R4r07liA0eUVnPQ2JeQwmb0wtu5Zs0DLF/4K+5Zfg9BHHD2zLO3fShs9QA5dPyhe1/32A0vwZ8+DZ3L0z/jYrLezaq6O0ureHHywbUgccfLd7ChtIEJ+Ql9SmdZL6m2G++OH7Bqrxrct/eQr79eNc1zrFJnsJr2J6VJX+VqDbOfLgq8Aai+qOJa4CskQeWcdBvg98B/StKd5Rzgek1aZpeIyCKg+v7cRaq6GEBErk/zNiWofP7arxDGIaoCKjgoqkKkLmfM8Pmn4w+mlZdxXA/HcxBxcRwXcTwccUBcBIeuLdVtSdoBxEFwEHEAp897clVDNm58iE2bHklLBb3CMKRQKPQzaaKihEAAGhLrBsAln/sPVCcnPZjCiHXr1vH8889z0kknMXPmzG2qlT5302JG53r48ns/xZjWz21TDeU4A4zliKOtHt7psn7Btmnb3S8nD6U+v2L7Cwjlvvl11wc8ArST4aCWDBkZA+/8b56gxBVPXsHY7Fimt0/nslMuY9booS9tvuq9/DD8+nwQBw44Pakq9LatLuxNz4OXQ70skevx5IZn+fb8H7AlKlMWoSJCRaAiQrz2Hlh7DxknQ9bLMmv0LH5w+g84bPxhw/2tTT+aGn4laT2dBxxAUqp4CdisSRceSEoY09LtacByAFUNRaQTGJ+mP1p32fpzlm+VfkITvgYA7z3oDzhs/xfXymWN/bxYhTD2CGOX7kIHlTBHpMl+qC7lEMI4m+RRt7YOYp8g9ggjnyD2qUQZNnVOohR0EtJFpEKEQywuraNPYMHidkovrNtmVHpXKeRLbzmEmdMG6FRQ6oS7vgov3t77qzQsQbybE0p6ubolmz6Asr37uVF1+3X5qtt+P2n9Xqtvvmcf28A9v3iBN33scA44Nunh9uPbP8aE/ARufdetI7qeu6k2Lk4CSmsHfOD3MHbmoE5TVS68/UKeWPMEAId2HMrlx3+R9kx7n1JEtfTgyKtzPjjTV1ODiiY/r48SkTHAH4BD+suWrvv72asDpPf3L6zfLkcichFwEcCMGTN2cNf9iyb8iY09Be5/8EHKlYCZ+x1AqMlAxEqkBJESVAckpoMOgygZtBjGJNsKYSwEcbKOYghiIVIhjCGMHUIVoliIG/iCqmQ0erLka4MOewcjjsn7tf2s7zI5Ws3pnTdyyLob4bfbKxWUoOcVqHTDIW+DlvF9H9R9Huz5rR7oW+9v9YDfwXgLVSWOtDaVehRWp1VP0pLBhr3Tq4fF3hHp1ZHqyX6FKCjV0pY/v4lJs0ax/zEdACxYv4BHVz/K54793J4VUOIobd+oKw0G9aXC/tK2U7IMy7Ds0eTv7P2/G3RAAXho1UM8seYJ3r7/2zl0/KGcO/tc8l6+ed/bDIkhqShU1c0ici9wIjBGRLy0tLIPsCrNtgKYDqwQEQ8YDWysS6+qP2d76Vt//tXA1ZCMqN+V7/CZ371IKYiBNCj9rXqZ3tjmOUImfS+67zq16UV81yGTc2jxHHxXyHguGdch40ktX+0cL9n3XQffkz7HkkWSQYd171+vfmbGTYJC9ZxsugxqUFxQghf+Aj0b0Hu+njwsuicRu1nUzYKbJXayqDsOzWSInSzx+BZ6Zp1HeczfEUUxcdT7sC8XQiqdQS0tTmcEqO2HMVEUEocBUbglGUgYVQNEdTu5VhzGdQEkSdtdjiO1AYaul4xAH92R53XnH4SIoKr84K8/YHR2NO856D27/Xk19e0+2wTrrdKCfqr/trveKi0qQ1jpXdcHgp3ojbQt2epHQw7yY+Ccq2Dc4KsFVZUf/e1HTGmdwldO+gq+uxd0WNhLNLP3VwcQpAElD5xB0vh+D/Bukh5gFwA3pqfclO4/kh6/W1VVRG4CfiUi3yVpqJ8NPE5Sgpmd9iZbSdKY37SXit/widfw61/9kvFjRvPud72TjOvguQ6emz74XQdnBEwnsuRv63nsT0uIgpg4DQRRpBzlXscx2d8AsCHYl1s2X8KWqP9uxH08EAHzB8wijuA4guPWLw6uJ7ie03fbE/yMi+MlafXHqtOn17Y9B9eXbdLrR5z3GYGe6T3uuANXpTyw8gEeWf0Ilxx3Ca3+wINad0gVXlkIt3wBlty32+0+OH7f6r36UqGbhUwLuGPByyT7bibNs6MS4wAlyOpnuJkdliQH4/E1jzN//Xz+9YR/tYCyh2lmSWUKcG3aruIAv1XVP4vIs8D1InIZ8Ffgp2n+nwI/TxviN5IECVT1GRH5LUkDfAh8Mq1WQ0Q+BdxG0gXpGlV9pllfZlTchdu9jtedfhL7jN31Ua5L//YkT911KxrHbFm/np7OTTiOi+MlDfuO6+J4Ho7j8u4vfY1ca+O6F25eW+COa56ldUyWCdPbag/3DF0csfTPbGg5laXTPkfYMpVD/AxO/cM8fcA7ruC6ycO/en4tLQ0YrueQyXtkW7whmT4k1pgwDgnigCAKCOKAclSkuzpzblSiXCxT7C72mWCvFJaoxNtOvlcOyzy+5nFmjprJ+w5+38Af/tLd8ND3ody1/VJEtfdTbjSc9MlkvU1b0PbaiPpZj/AxJlEc8a0nvsWU1im8c/Y7h/t2TIM1s/fXU8DR/aQvprf3Vn16Cei3nkFVvw58vZ/0m4Gbd/tmB+GZZ57BcRwOPnj3RhLf/8v/oXPdWtrHT6B9QgcTZ+1PUHKpVBzisLfkoJGydMFmHKe7VqVUX73Uux8Tpema7levUT1erXbatLoHxxPO+cxRtI3N9d7UPf8Oi3sY/4FvMH5y71Qh1ZlQgzioLZWoQhCXCKKAUMPaupovjEOCckBYDAlfSdLLUZlimEyBXokq21yzGgi2t791wOiTnn7+7tp65twx2TFcevyl/Y8j6VwJT/wYutfD/F/CmOkwfvbAwSDbBke8D9oGnuJmT1MdTV4fzO9efjcvbHqBb536rT2rrcoANqJ+UOI45umnn+aAAw4gn9/1hsT1y5ay/uUlnPbhj3PM2ckU1Iv/up7bfvI0cbRtU89dP3tx4AsKvVVJriTVTPXVS27f0sSYSS3MOXtmLaDcv+J+fvLIv/PD5x5jXvsYvnTvPxLGYZ8g0WiuuPiOnyyuj+d4ffZ9pzct7+UZ5Yzqc2zrvNWldh3XxxOvNhahNgq9bjR6dfxBrWeRk9m50tRt/wLP3giZVjjq7+HN30q2h1GscRrwdyEwb5XeJ+hHQb8/LGolwLrR6NuU+AYYTX7MxGN408w3DfGfkhkKFlQGIQxD/u7Qo5k6dQrF7kotvdBZYcnfXqFn8+AGd6168Tn81jNZt3w6t/34acIgZtnTG+jYt53j3jorDQJJ1VJ9dVKtiqlaDeX1BpFdrVp6ecvLfOH+L/D19RvJKsw/4h2c2d6B53h44uE6Lhk3U3to12/XgoH0PsQ9x6s92Kvb1aV+VtURP4hszQJ49o9w6j/DG7603WxhHHLnsjvZXNpMpFGfklykUZ+HeH0wqJa+Au1bEgvjbZcgDpJJJdNpR5qh/kdAfeCuvjsl62Zpz7QzwZ3QZxDoQO9NybpZTp568qtiBm7TeCP8f/jQyGQyLLnFYWFlNfexuu9BgVyLR1gp9+nPLFtnAsKKj5+fzfplhbQB2mG/Yzo47f0Hk8knfxXPb3yepVuWEoYhYTkgDEtousRBEU3r6jUqo0EJDctIlPTykbCCRBWcOECiChKFuFGIEwe4UYgbJ4sTh0RBkW9ozGldW+CUz3LxGV9p3h/gnuSeb6RtI58aMNt35n6HXzz3i+0e316JK+NmaoHdczx81ycr2W0CdfUhXy2FVV+AVQ3+A5UA+/w4EK/fUmD9jwtjdoYFlUF602nrICwhGiBxgGiA50aM6/B44cHb6Fy9DM9zcIhwiXGIcSTGlRgHxZUYNwNTD9if1tYWiIJkfqOoDNck60JpMxNLm5mmSgYl28D3p4Ui6RsikyVyXFpzY+GgU+C1n2/cB41A1Yb++mqebaqANCT38iPs/8JfWH7cR1i+8dltSxDp/oquFfziuV9w/sHnc9ERF+E7Pq64tYDgimu/0s0ey4LKIE176hP422kQPgIgbX+NEELHIRQhEodQnNp+KA5ru54n7Ok9HqTTUZSBTU6ZsRP344jJc4i9HGUvh+PlES+H4yfbrt+K6+cRL5t2Ic30XVe7ffY5lsVznL36L7sYFvnyw1/m8dWP9wkGQRwQ76iLryp5VX67cg0vex7nrruTyp13DXjK8ZOP55/n/LN1lzV7nb35ObNTPjxxAoELgUAgQoD0bqf7rbnR7D/2QESk9mrY2itia6u6Y+nbIzNOUm0xvX06bz7yE2TcV9fU+KWwRBiHOOLUvlt126E3bbd/fcdRbwkuDtOSXIBGFZZufJHlnUuQOMCJIyQKkDjCicNkPw6RtGqPdO1EIXFUQcMyL29ayGHdazi3fTp5FbKxkonBj4VMpMmrnaMAVyOcOMKtXTu5ftWzZ1/Gf+97Yp8qKtdxa21M1baocblxNq2I2StZUBmkL77nf4k0QtMJHJXqu9+TX7lZN8sh4w8Z+Q3RryyEVX9NH+oBT655gjuW3IzEEZ6Cr4qP4it4ddu+anKcanryj6uaz6N3nVElq0omjslqjK+Kq8r2au8FmJUuu+oIIPayeOHaZILD6kSHuZZ0osOWugGEflLKczN12z50HMyhh7xtN+7CmD3fCH8CDp3DJwz+Va8j1poF8NMzIeh9Te8x6bK1yHGJHI9YkvaZ2HHTbYfYcXq3xSESh8hJ1+LQI8Im1yN0XIK0jScUhyitIuyT33FRx2X6mP2ZOfYAxE0e+uqkD3vHAzeDOh54Pjg+6vpIGgx8vwXfbyHvt5HxbEyEMc1mQWWkqM4ZFQXJLMBRmK7724+2f6yW1s+xuddAbgx85GbKmRbOu/kDzBx7AN98/XfJ+C3pAzwZ0e2KbLdkYYzZe1lQeTVThUeuSka8Bz3N/7z8OPjgDTD1aO5afDOLtMQlcz5Npn0Qc4AZYwwWVAavZ0Pv9vYapPukC6x7DpY+kMz/VHuZlvbdhm2PxWEyb1TXanjxVjjgjTDtmGQiQddL136t6qd3O13X8m2dt77KyN/OsaT8ccPCG5jWNo3jJ28zo44xxmyXBZXBuuLwPm0NO6XWeF/tAiaAJCGlFofqjqXtApHjsuGY97PmhI/ipG+QrC7VHljbjGRPB6xV8wC1nlrlqMzNi2/m8TWP0/upvb22qj3TFOWxNY/xT0f/k/VgMsbsFAsqg3XmZUlbRf24+T6v8t06XWHUVNj/DckI7NS1z1zLTxb8hFhjtlS27PhzNz0Atz6wu3ffx7S2aeTcXNKDLe3FVrv1dP+QcYdw7uxzG/q5xpg9nwWVwTruwt2+RCks8eMFP2Zyy2SOnng0HS0djM+NJyYmiqPaHFGRRrjiMrVtKq1eKzExsca1LswxyXaoIVEc9TuqW1X7BA1Ng95xk4/jiAlH2IhuY0xTWFAZQjcvuZnOciffe/33OG7yccN9O8YY03AWVBqgHJW58+U7KYWlPqPLq+0a1bSfP/tzZo+dzZxJc4b7lo0xpiksqOymKI645P5LuGvZwHNBVX31NV+1qidjzB7LgsogffaezxLEQW2+q2qPqo2ljcxbO4/Pz/l87aVDsaZtIHXtGbHGeOKxT/s+w/xNjDGmeSyoDNKG0gZKYakWIOqXTx71SS447ILhvkVjjBl2FlQG6bqzrxvuWzDGmFc9G9lmjDGmYSyoGGOMaRgLKsYYYxqmaUFFRKaLyD0i8pyIPCMin07Tx4nIHSKyMF2PTdNFRL4vIotE5CkROabuWhek+ReKyAV16ceKyIL0nO+L9dU1xphh1cySSgh8TlUPAU4EPikihwKXAnep6mzgrnQf4GxgdrpcBPwQkiAEfBk4ATge+HI1EKV5Lqo776wmfh9jjDE70LSgoqqrVfXJdLsLeA6YBpwDXJtmuxZ4R7p9DnCdJh4FxojIFOBNwB2qulFVNwF3AGelx0ap6iOazIh4Xd21jPn/7Z1/zFV1Hcdf74G/6AEcQs5l/JzlmBUqQyvESleKaatG4VgxbWNtSmONGUUZa6tJLueyBuFCWZGQpQmlzZYDRIfxgA/wlCComCQBgsEIZyaf/vh+bpzn8Z77PJfn3nMu8HltZ/f7fJ7zvfd9P+fc8znn+z3n8wmCoAQKmVORNBK4GHgGONfMdkMKPMC7fbX3AK9kuu1yWy37rir2IAiCoCSaHlQktQG/BWaZWa1c79XmQ+w47NU0zJDULql93759PUkOgiAIjpOmBhVJp5ECylIze8jNe3zoCn/d6/ZdwHsz3c8HXu3Bfn4V+zsws0VmNt7Mxg8bNqxvXyoIgiDIRWZVT+77/sbpTqwlwAEzm5Wx3wnsN7M7JM0BhpjZbZKuA24FJpMm5X9sZhN8on4DULkbbCNwqZkdkLQemEkaVnsUuMfMHu1B1z7g5Tq/zlDgtTr7FEWragtd9RG66qdVtZ2MukaYWa/OyJsZVCYCTwJbgKNu/hYpAPwaGA78HZjiAULAT0h3cB0BbjKzdn+vm70vwPfN7D63jwfuB84CHgNmWhO+kKR2M2vJfPWtqi101Ufoqp9W1Xaq62pa7i8zW0v1eQ+Aq6qsb8AtOe+1GLw5TmQAAAbrSURBVFhcxd4OXNQHmUEQBEEDiSfqgyAIgoYRQaV3LCpbQA1aVVvoqo/QVT+tqu2U1tW0OZUgCILg1COuVIIgCIKGEUGlByRdI2mbJ62c03OPpunIS9A5T9I/JHX4MrkEbTs9sWeHpMode1UThxao6f0Zn3RIOiRpVln+krRY0l5JnRlb3clVC9J1p6St/tkPSzrb7SMlvZHx3cKCdeVuO0nfdH9tk/SpgnUtz2jaKanD7UX6q2EJfPuMmcWSswD9gBeA0cDpwCZgbElazgMu8fZA4HlgLDAPmF2yn3YCQ7vZfgjM8fYcYH7J2/GfwIiy/AVMIj1r1dmTj0jPaj1GunvycuCZgnV9Eujv7fkZXSOz65Xgr6rbzn8Hm4AzgFH+m+1XlK5u//8RcHsJ/so7PhS+j8WVSm0mADvM7EUz+w+wjJT4snAsP0Fnq5KXOLQMrgJeMLN6H3ptGGa2BjjQzVxvctVCdJnZ42b2X/9zHV0zVxRCjr/y+AywzMzeNLOXgB2k326huvxZuy8ADzTjs2tR4/hQ+D4WQaU2ecksS0VdE3QC3OqXsIuLHmZyDHhc0gZJM9yWlzi0DKbS9Ydetr8q1JtctQxuJp3RVhgl6VlJqyVdUYKeatuuVfx1BbDHzLZnbIX7S31L4NtnIqjUptdJK4tC70zQuQAYA4wDdpMuv4vmo2Z2Cakmzi2SJpWgoSqSTgduAB50Uyv4qydaYr+TNJdUF2mpm3YDw83sYuDrwK8kDSpQUt62awl/ATfS9eSlcH9VOT7krlrF1hCfRVCpTV4yy1JQlQSdZrbHzN42s6PAvTTpsr8WZvaqv+4FHnYNeYlDi+ZaYKOZ7XGNpfsrQ73JVQtDqcLqp4Fp5oPwPry039sbSHMX7ytKU41t1wr+6g98DlhesRXtr2rHB0rYxyKo1GY9cIGkUX7GOxVYUYYQH6/9OfCcmd2VsWfHQT8LdHbv22Rd75I0sNImTfJ2kvxUKf08HXikSF0Zupw9lu2vbuT5aAXwZb9D53LgYGUIowgkXQN8A7jBzI5k7MMk9fP2aFK11RcL1JW37VYAUyWdIWmU6/pLUbqcq4GtZvb/Gk9F+ivv+EAZ+1gRdyacyAvpLonnSWcZc0vUMZF0eboZ6PBlMvALUtLOzb6jnFewrtGkO282AX+t+Ag4h1Queru/DinBZwOA/cDgjK0Uf5EC227gLdJZ4lfyfEQamvip73NbgPEF69pBGm+v7GcLfd3P+zbeRMoWfn3BunK3HTDX/bUNuLZIXW6/H/hqt3WL9Ffe8aHwfSyeqA+CIAgaRgx/BUEQBA0jgkoQBEHQMCKoBEEQBA0jgkoQBEHQMCKoBEEQBA0jgkoQBEHQMCKoBMEJgqTDZWsIgp6IoBIEdVB5QjoIgupEUAkCx4sqbZW0xDPh/kbSAC+8dLuktcAUSeMkrdOxIlaVwkerJN0t6WlJnZImuH2IpN/5+uskfdDtV2YKOD0raaCkNkl/lrRRqfBZr0ot1Oon6Tv+vf4k6QFJs90+RtIfPbv0k5IubLhTg1OPZqUNiCWWE20hFVUyUtZlgMXAbFIRstsy620GrvT294C7vb0KuNfbk/ACTcA9wHe9/Qmgw9srM5/VBvT3ZZDbhpJSplQyXxyuob1qP2A8KWXHWaTiTdvxQlektB0XePsy4Imyt0EsJ/7SvwFxKQhOJl4xs6e8/Uvga95eDiBpMHC2ma12+xKOpdUHT15pZmskDVIqxTuRlAcKM3tC0jn+Pk8Bd0laCjxkZrs80+wPvHzAUVKNi3NJlStroZx+E4FHzOwN17/SX9uAjwAPplyEQKqcGAR9IoJKEHSlezK8yt//7kP/qrUrzOwOSX8gJf5bJ+lqUmnXYcClZvaWpJ3Amb343Gk5/ap9NqSh73+Z2bhevHcQ9JqYUwmCrgyX9GFv3wiszf7TzA4Cr2eq+H0JWJ1Z5YsAkiaS0okfBNaQDvpI+hjwmpkdkjTGzLaY2XygHbgQGAzs9cDwcWBEL3Xn9VsLXC/pTL86uc6/xyHgJUlTXJckfaiXnxUEucSVShB05TlguqSfkeYfFgAzu60zHVgoaQCpPsZNmf+9LulpYBCpFC/APOA+SZuBIxyrbzHLA8DbwN9IZXsHAisltZPmQrb2UvfSav3MbL2kFaT06y+TgtdB7zMNWCDp28BpwDJfLwiOm0h9HwSOUm3v35vZRcfZfxVpEry9gbL6jKQ2MzvsQXANMMPMNpatKzg5iSuVIDj5WSRpLGmOZUkElKCZxJVKEJxASPoAqQJiljfN7LIy9ARBdyKoBEEQBA0j7v4KgiAIGkYElSAIgqBhRFAJgiAIGkYElSAIgqBhRFAJgiAIGsb/ABCCC6RpVme8AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(make2D('age_all', rdf), make2D('triggers_all', rdf))\n", "plt.ylabel('triggers')\n", "plt.xlabel('proposal_age')" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'phase: Triggers & Conviction')" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.loglog(make2D('conviction_all', rdf), make2D('triggers_all', rdf))\n", "a = plt.axis()\n", "plt.loglog(a[:2],a[2:], 'k',alpha=.5 )\n", "plt.ylabel('triggers')\n", "plt.xlabel('conviction')\n", "plt.title('phase: Triggers & Conviction')" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "T = time_periods_per_run\n", "plt.semilogy(rdf.timestep,make2D('conviction_share_of_trigger_all', rdf))\n", "plt.title('conviction_share_of_trigger')\n", "plt.xlabel('time $t$')\n", "plt.ylabel('conviction_share_of_trigger')\n", "plt.hlines(1,0,T, linestyle='--')" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.semilogy(make2D('age_all', rdf), make2D('conviction_share_of_trigger_all', rdf))\n", "plt.ylabel('triggers')\n", "plt.xlabel('proposal_age')\n", "plt.hlines(1,0,T, linestyle='--')" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "nets = rdf.network.values" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdoAAAFPCAYAAADqTw9fAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsfXm8HEW1/7e7Z+bem51AyMISMCBLWAUJmyEiIAQQWWWR5bEvCi4ssv1UFhdQEAUJj02E91CWBwZ4gYeC6AsgICBEAz6JELYQgpDk5ubeme6u3x9dp/pUdXVPz12Sm1DfzwduZqaX6p6e+tY553vO8YQQAg4ODg4ODg4DAn9lD8DBwcHBwWF1hiNaBwcHBweHAYQjWgcHBwcHhwGEI1oHBwcHB4cBhCNaBwcHBweHAYQjWgcHBwcHhwGEI1qHlvHwww9jo402WtnD6Df05/UcfvjhuOyyy6yfzZgxA3vssUe/nGegcfPNN2P//fdf2cNwKMDq9jtcneGI9mOKYcOGqf9830dHR4d6/R//8R8re3hNcc8992CrrbbCiBEjMGbMGOy555546623AADf+ta3cOKJJ67kEQ4sdtxxR7S3t2PYsGEYM2YMDj30UCxcuLBXx3rllVdQqVS090444QQ88MAD/THUQvSFLPpKNDNmzEClUsGwYcMwYsQIfOpTn8LDDz/c6+M5OOTBEe3HFJ2dneq/9ddfHw888IB6fdRRR63s4RXib3/7G0488URce+21WLx4MV577TWcdNJJ8P2P1+N80003obOzE3PnzsWCBQtw7rnntnyMMAwHYGSrDqZNm4bOzk58+OGHOOKII3DooYeis7Mzs93H/T459A0fr5nJoTSWL1+OM844A+PHj8e6666Lc845B41Gw7rtlVdeia222goLFiwAANx3333YaqutMGrUKHzmM5/B3/72N7XtuHHjcPXVV2OLLbbAyJEjcdRRR6FerwMAFixYgL333hujRo3Cmmuuid133916vueffx6bbroppk6dCs/zMGLECBx22GGYMGEC7r//flx11VW47bbbMGzYMOywww4AgBtuuAGbbrophg8fjo022gi33HJL7rW3cj3PPPMMtt56awwfPhxf/vKX1bXkIY5jnHLKKRgxYgQ233xz/OEPfwAA3H777dhll120bS+//HIcfvjhhccDgLXWWgtf/OIXMWfOHDXerbfeGiNGjMDEiRPxve99T21L1uuNN96I9dZbD9OnT8fUqVMRRZHyaLzwwguam7u7uxue5+Haa6/FBhtsgDFjxuDCCy8EFZV75ZVXMG3aNIwePRpjxozBsccei6VLl6pz5n3nH3zwAQ488EDMmzdPnfuDDz7A7Nmzse2222LEiBEYN24czj///Mw15+3bynPLEQQBjj/+eHR2duL1119X1vKll16KsWPH4rTTTgMAXHfddZg0aRLWXHNNHHTQQXjvvfdK3aMoivDtb38b66+/PsaOHYvjjz9e3aNly5bh8MMPx+jRozFq1ChMmTIFH374IYDWnttLL70U48ePx4gRI7DZZpvhj3/8Y9PrdlhBEA4fe0ycOFE8+uij2nvnnHOO2HXXXcX7778vFixYILbffntx2WWXCSGEmDVrlpg0aZIQQogLLrhA7LDDDuKDDz4QQgjx1FNPiXHjxonnnntOhGEobrjhBrHxxhuLRqMhhBBi7NixYueddxYLFiwQCxcuFJMmTRK33nqrEEKIr33ta+LMM88UjUZD9PT0iCeeeMI63rlz54parSbOPvts8fjjj4vOzk7t8/POO0+ccMIJ2nu/+c1vxLx580Qcx+LRRx8V7e3tYs6cOX26nuXLl4vx48eL6667TtTrdXHHHXeIIAjEpZdeah339ddfL4IgUNvfdtttYo011hCLFy8WnZ2dYvjw4eK1115T22+22WbiwQcftB5rypQp4vbbbxdCCPHee++JXXbZRZx44olCCCF++9vfijlz5ogoisSf//xnscYaa4hZs2apewdAnHDCCWLZsmWiq6tLzJ07VwRBkBnr5z73OSGEEMuXLxcAxF577SU+/PBDMW/ePLHhhhuq88+dO1f87ne/Ez09PeLdd98VU6ZMEeedd546VtF3zu89YZttthF33XWXEEKIJUuWiKefftp6D2z7Fj23tu+DrrHRaIgf/vCHYuTIkaKzs1PMmjVLBEEgLr74YtHT0yO6urrEQw89JMaOHSv+8pe/iOXLl4uTTjpJ7LHHHqXu0XXXXSc23XRT8frrr4vFixeLfffdV31fP/nJT8TBBx8surq6RKPREM8884x6pss+ty+++KLYcMMNxYIFC0Qcx+K1114T8+bNs163w4qHI1oHK9FOmDBB/O53v1Ov77//frHJJpsIIZIf+Cc+8Qlx+umni2nTpoklS5ao7Y477rjMxLb++uuryXLs2LHi7rvvVp999atfFWeddZYQIpkkDznkEI1s8vDHP/5RHHTQQWLNNdcU7e3t4oQTThBdXV1CCDvRmvj85z8vZsyY0afreeSRR8QGG2ygfbbtttsWEq25/ZZbbqlI5bjjjhOXXHKJEEKIZ599VowZM0YtUExMmTJFDBkyRIwcOVKss8464phjjlGLAxOnnHKK+Na3viWESIn27bffVp+XJdrHH39cff7jH/9YTJ8+3Xq+O++8U+y4447qddF3biPLT3/60+Kyyy4TixYtsh6fYNu36Lk1cf3114tKpSJGjhwp1lxzTbHzzjura5w1a5YYMmSIqNfravsjjzxSXHzxxer1hx9+KDzPE++++27Te7TzzjuLm2++WX324osvio6ODhHHsbjuuuvE1KlTxcsvv1x4vUJkn1u6/jlz5ohx48aJxx57LPeZcVh5cK5jhwyEEFiwYAEmTpyo3ps4cSLefvtt9XrhwoW49dZbcdFFF2H48OHq/TfeeAPf+973MGrUKPXf+++/r+07btw49e8hQ4aomNiFF16ICRMm4LOf/Sw22mgjXHXVVblj3HXXXXHvvfdi0aJFeOyxx/DII4/giiuuyN1+5syZ2GGHHZR77rHHHsOiRYv6dD3vvPMO1l13Xe08/J7ZYNv+nXfeAQAce+yxSoh2xx134IgjjsiIlDhuuOEGfPTRR3jrrbdw2223YfTo0QCA2bNnY7fddsOYMWMwcuRI/OIXv9Cu1fd9TJgwoXCcNqy33nrWcb/zzjs49NBDsc4662DEiBE48cQTtfMB+d+5DbfddhteeuklfPKTn8SUKVPwyCOPlBpfmefWxG677YaPPvoIixYtwuzZszFt2jRtzNVqVb1+5513tGOPGjUKI0aM0I5fdI/McS1fvhz/+te/cMIJJ2C33XbDIYccgnXXXRcXXHABoigC0Py5JUyePBk/+MEPcOGFF2LttdfGUUcdpdzaDisfjmgdMvA8D+PGjcMbb7yh3ps/fz7WWWcd9Xrs2LG4//77ceSRR+KZZ55R76+33nq45JJL8NFHH6n/urq6cNBBBzU978iRI3HNNdfgjTfewL333ovLLrsMs2fPbrrfTjvthAMOOEDFKD3P0z5ftmwZDj30UFx88cVYuHAhPvroI+y+++4qftbb6xk/frxSOvP7VATb9kR6u+22G7q7u/H000/jV7/6FY4++uim127DYYcdhi996Ut48803sXjxYhx33HHatZr3x3ydhzfffNM67nPOOQdDhw7FnDlzsGTJEtx0003a+YpgO/dmm22GX//611i4cCHOPPNMHHTQQdbYt+06mj23rcA8/oQJE7RjL168GEuWLNGOn3ePzH3nz5+Pjo4OjB49Gm1tbbjkkkvwyiuv4A9/+APuvvtu/OpXvyr13HIce+yxePLJJzFv3jx0d3fjoosu6tV1O/Q/HNE6WHHEEUfgu9/9Lj744AMsXLgQl19+Ob785S9r2+y111645ZZbsP/+++OFF14AAJx88sn42c9+hueeew5CCHR2dmLmzJno6upqes6ZM2fin//8J4QQGDlyJIIgQBAEme0ef/xx3HLLLXj//fcBAH/961/x0EMPYccddwSQkCYdB0iEXY1GA2uvvTZ838fMmTPx+9//PnPcVq9n6tSp6O7uxowZMxCGIe6880689NJLhdf45ptvqu3vuOMOzJ8/H3vttReAZGI/+uijcfLJJ2P06NHYfvvtm94zEzTGNddcE+3t7XjyySdx9913F+6z9tprI4qipouEH/7wh1i8eDFef/11XHvttfjSl74EAFi6dKlKkZk/f36hJ8LE2LFjsXDhQs3C/eUvf4kPPvgAQRBg5MiR8DzPqii37Vvmue0tjjjiCNx4442YM2cOuru7cd5552H33XfXrPW8e3TEEUfgRz/6EebPn4+lS5fioosuwpFHHgnP8/Db3/4Wf/vb3xDHMUaMGIFKpYIgCEo/t0CixH/iiSfQ09ODjo4OdHR0WH87DisHjmgdrLjkkkuw+eabY/Lkydhmm22wyy67WNNH9t13X8yYMQP77LMPXnrpJeyyyy746U9/ilNOOQWjRo3CJz/5Sfznf/5nKatp7ty5mDZtGoYPH46pU6fi7LPPVuTJscYaa+Cee+7B5MmTMWzYMOy///446qij8LWvfQ1AUjSiq6sLo0ePxs4774y11loLP/rRj7D//vtjzTXXxP3334/p06dbx9DK9XR0dOC+++7Dz3/+c6yxxhp46KGHmhZ5mDp1Kl544QWMHj0al19+Oe677z6MHDlSfX7sscfi5Zdf7rU163keZsyYgbPPPhvDhw/HFVdcgUMPPbRwnzXWWAPnnnsutttuO4waNQovvviidbt9990XW2+9NbbffnsceuihisAuueQS/O///i9GjhyJAw88EAcffHDp8W699db4whe+gIkTJ2LUqFH417/+hQcffBCbbLIJhg8fjvPPPx933XWX1YVu27fsc9sb7Lfffjj//PPxhS98ARMmTMCCBQtw++23a9vk3aPTTjsNBx10EHbeeWdMmjQJo0ePVguSt99+GwcccACGDx+OLbbYAtOnT8dhhx3W0nO7fPlyfPOb38Raa62F8ePHo7OzE5dcckm/XLdD3+GJsj4eBweHAcfSpUsxduxYvPLKK1h//fVX9nAAJKkrHR0dePPNNzMxZocE7h45FMFZtA4Ogwg/+9nPMG3atEFDsg4ODn1HvqTRwcFhhWLcuHEYMmQIZs6cubKH4uDg0I9wrmMHBwcHB4cBhHMdOzg4ODg4DCAc0To4ODg4OAwgHNE6ODg4ODgMIBzROjg4ODg4DCAc0To4ODg4OAwgHNE6ODg4ODgMIBzROjg4ODg4DCAc0To4ODg4OAwgHNE6ODg4ODgMIBzROjg4ODg4DCAc0To4ODg4OAwgHNE6ODg4ODgMIBzROjg4ODg4DCAc0To4ODg4OAwgHNE6ODg4ODgMIBzROjg4ODg4DCAc0To4ODg4OAwgHNE6ODg4ODgMIBzROjg4ODg4DCAc0To4ODg4OAwgHNE6ODg4ODgMIBzROjg4ODg4DCAc0To4ODg4OAwgHNE6ODg4ODgMIBzROjg4ODg4DCAc0To4ODg4OAwgHNEWIY6BjSYBV3wfWL4U6F4G9HQBjR4gbCSfx/HKHqWDg4ODwyBGZWUPYFDD94HddgN2mwqIOPkPHhA1cnbwAM9L//o+4PmAH8i/bl3j4ODg8HGDJ4QQK3sQgx5xDHQvTV97HlBpA6ptqVUrooSI4xgQAkAMCED+LwtFyL4k5SAlZzhSdnBwcFhd4Ii2FTS6E7cxR1AFqu3NiTGOAQggjhIipr9Cvp/7NXiABwC+biV7QfJvR8gODg4OgxqOaFtFHAM9nQkxer4kSgB+Bah19A/xxdJNHTMrmchYCJS3kn3msnak7ODg4LAy4Ii2tyDr1vOAoA2IelLyrbYDlerAj4GEWIqQTSsZsJNynpUs48mOkB0cHBz6DY5om2HRImD0aDv5cOu22gYEFaCnO4nXwgOqNSCoDQ7i0qxkkYq7SlvJHiNjZyU7ODg4lIUj2iI8/zyw3XbA9L2Bu3+dumSVaMlLYqVRA4jqyfttw5J9G92pOrlsHHcwINdKbibwMqxkJfCSVjKwaly/g4ODQz/DpfcU4ROfSPJov7A/EldsBAhJKBGQIRwhmDrZS/9GDZ10g2pK1IONfGg8ZcYVxwBiprxm/8WieRoUt5I1Yh5k98TBwcGhD3AWbRnEMdDdCY1YK7UkxYdIgYim0QPEYfKeFyR8q+KmzUBWISchQ9y0qrprYybuKp0Gxe+HScbOSnZwcFg14Ii2FTR6Epcwhx8AtfZEdUwwY7fVdv2z+vKUjIMK4FUkIbOYaZlcXAAZcjaLZdB/wKpBStxKFtxSlnHkwjQodg9csRAHB4dBAke0rSKOkzKMIkosVlL4UhEL5RaGrkxuG6ZP9nEMhD1AWE9el00PUjFUKpIhkBU1FRESwSBm04JeFSzGfi8WEmBQuvMdHBxWaTii7S3CemKZAonFGoXMSmXipyLrltDoSUh3INODtBgqK5gBRtAtWc8+MnFW38OgdG1brWRXLMTBwWHFwBFtEd54AzjtNODgg4ETTsh+zt3AfiWxaEUINOpIrFxGmkXWLSEKgTpPDzIs5BUNRVCWdKCmubqEPNd2kE0ZGgywFQsxFyQ2uGIhDg4OOXBEW4SttwZeein597LFFler/C+OU4VtRRJrHCfkSqRZqQJ+FWh0FVu3QLrv6pAeZHNtFxEWge71YHVtq5KalvzkXlnJrliIg8PqCpfeU4Qdd0yIdvhwpJOnJ1N8BOMKNqmG3cl/GoSMxdbTtxo9yX9+kFp33CKqtifFLkSUbBctTVyWbYbwarChlfQgApGzlh7ELUkiamDQuLbVdQbNtzWtZF4wJIxQuliIs5IdHFZJOIu2Gd56C1h7bUme7FbliZeiEOhZlvw7qCaqYiKMMJQWrg0eiknEtgsVzTD+g2H9AavnpKzFXgUyFnRvXdvKylzBru3+Kqnp0qAcHAYVHNG2Ai6AImK0qY2BZLuwnkx2bUMNxXEI1Fm+LR2v3aJMBrIipiiEPuF6Bk+X+Uo99ifHJW6WXgRW/QnbdPn2yrXt2e8brxbWG8u+1evQrP+SJTVtxUI09/Uq/v06OAxCOKJtFVoerJysyEr1KzKnVloRcZRYt0IkZFxrzx4rrCeKY4JfBdqHlBtH2fQgG2ET2QDG5JzjEs/Fx4CweUoVTOWyed/KELRv3KMBVG33uaSmmQblrGQHh1bhiLa3iEOZTyukNRuwFB3DytUUx0Ptcb2wAdS70tetCKBWRHoQ4Ai7VWQszVhvedgb17ZZLaw/LdH+KBZiCtaclezg4Ii2z6h3JyTneUDbEABe8h65hcnKhSet27iYRMMQqC9LX7fS53awpQflwRF2PgpTqppZoYQC13Z/VQvrVUlNsPtvWsnS7T5YvgcHh36EI9oidHcD668HnHoK8K1z2eQl/3r0bxk7BeSkUUnfV/FULyE9IOn0A0nMQY6CuGe53I5OJ5XIlVrzca/K6UGtwBF2ArNamIpB98a1bV4rt1B7QYZ9KhbCxuJKajqswhjEeSKDALUaMHUq8LlpUBMVxdgApI0CpLuYJhBOkArCeF+k6mQNnvYn3VwkseH68uRDyrlU+abQJyZKD6LOQatKelArUJNtHyfdsoStpRkBg4awNeFVC99toWu7NylVFtc2pSJVSowrr6Rm6TQoVyzEYXDCWbRlEMep25eQFwvlYikvSKxW3uGn0SMtTeO2U5yXx8Poq4kLJpk+wyQC+Ze/9thfTgxEHD6gyO7jPKl9HCzswVAtTCnHpbCrz8VCXElNh4GFI9pWEIZSsESmrbx1tjhqJMVSEAkhV9v0Y5ldfIAsMZvb85rJXiArT8XJWPLisTTJU+wsihLLmhYNvB+sehTMyVJof/pG+jTZyX9r79mI3WfvEZEAqzWxr26EXaZaWJlGGL2pFpZbLISfu+BcrliIQz/AEW1vQDmyQJKOE8s4rC2nVuXTenbFMZVv5O33igRQZs1kOocmvirZBYjHcVsRXTU7bvIPIAb0SdSw1IuIvb9Inf0pJHbNUsfqQeyrOmGvyEYY6px9LBbiSmo6WOCItrfg7fL8SiJSCuvQmr5X25PYFHc9N1Uck8WM5Mfa1pGNqdo6AhFha2k+beXEUysqPai/oUgdSImdCAUoR+z9bK2zP1ZitxG5+ZrH3QfDRL0qEfZAVQvjrm1yaNH5+losxFnJqz0c0RYhjoHbbwf23BOYMMG+Dc9/JRdxWE/Ii9yzRK5xmFaWqg3JJzOtAhXsljKQ3xFIS/NBQraVtuY/5FUlPWhlQRG70CdVjcgtxK5NviuA2DMCOWQJ3CQwwkB+14OVsPulWhjY/TUWUFqkKTb+lrCStTQoVyxkVYQj2iJcdhlw8cXAmDHA6/+X/ngU5OvMj1C6kKwrXI+99hJr1acfJzsmkFiosVEb2fMT4gxkk/JYpFZwUEssYELGPRzIylVNFKBm/Hh1TQ8a7OgVsVvc8PxlvxF7gRue/maI3deFc0DvnqnBQNiCXasQgCeYFW2eu4T1rI7n6dsL43u07s8XEF5KyC4NatBgNcnzGCDsuitQrQKf2SV5LeTSVLmQyMUrt6cfPikiueuJ//gUBBA3pMvTS98rgpDk2bB8FtWBLltqkUQcAd22lCIOczGBNEVIbWL+ePNcpvQy77VlcWF+zrdTm1kmj9VxQlnR12QK54qIPeOGZyQn3zb+0Qt4lmeqgNhVrWlmWRYp4gc6rUs9s3xc3O9MhxPyLYFyBUkMqFhyXsMSNh4eq3ZW8gqDs2jLwJre4yUWZKWWfUC567fWocdJVSy1rh8PXrapAAd3E1c79HgwWarwge5OKOu22obMqj6O9HNTgQ11XmMVribOWLeuufutqdUkCl/2bTLuL5hk3+Rzt7joOwqFc2DkBwux2yz2AXDDF1rsPhubB9U607RC+2xhMw9Y5iNhbNMfYIuVVbxYyCOPPILjjjsO7733HgBg9OjRuP3227HPPvsAAK688kpccMEFiOMYX/nKV3DNNdcAAN544w1sttlm+Mc//oEJeWHDFuCIthXw+sb84VbuXBbP5G5bWwcfcxsCF1Flzm+IqqhfLQmZ4AHVWuJOjkjpnEPeSu3ck1xHWRFUHEm3covx34GEJooCMhOaYO+pTSyLAdsCo2h79sctLtCHxQV9xixY7rrl6EvJyPRFSuy86MzKVsQrDxm5pJH9CrTncJA8Q1qBkoB5F/pAyt3LE29fkfFRArfeeiueeOIJXHzxxRg/fjw+//nP45lnnkFPT9LIpb29HXfeeScajQYOP/xwdHd3o1arYfLkydhrr71w9dVX9/rcHI5oe4NGT5qOQ2RHxOMHCfEQYcWRJOcmimOedwsgV3Gsnd9LyziapO356SqalMl56I14aqDSgxzKIbO4AFL3LXKsPre4WGGLi1hYSFL+z5qzrjbQt80eYBWGvCGahZxTLKRrMXsRAEOSVMZHHwWuugrYfHPgyitbn25ee+01bLTRRvj73/+OjTfeGNVqFY1GMocFQYCXXnoJzzzzDM455xwsWrSol9eZhYvR9gakxm10p5ZjbUhCpmE9ESfVIcmnDegYnpJj1LArjoMKMGREkuLTkMRM8VST+Oj8PV2JhUsE3ibb65HqmX6YjR6gUc9fHQYVoGNYSp5hPfmvSDzl++n5KD2oe6m0jDvKldxz6D2sM8xqvsgZFIsLYwyZ/c3xrerk2J+Q9yKOAES6J68QEdC1GP/7ZIC99koI9+GHgWefBf7wh9ZGcNNNN8H3fWy88cYAgLa2Ntx1113q8w033BA77rgj7rnnntYO3ARuNuwtiGjInVvvSgipbWjyeVhPSLh7GQAvIbPa0ISQ6l1AI8edXKkAlRF6Fx8iPp4b6/sJOVI8mBN4RcaONatTJERY1O+Wk2dYT/btXobc9CJCtS35L5LpS/VlQN1rLT3IOon2BSVdbEXzYK8mzRYm1gFxJjWb+HPfzDlcP49xRVxzLzfp3cZlLOQ+XLNzOCrcfJtunDz1VGv7P/vss7jiiitw+umnp8e8+WacfPLJCMMQP/jBD3D00Udjm222wdKlS7HWWmshiiJ85zvfwVlnndWnsTvXcRE6O4F11wFOPRn4fxchxxfk4DDIYFGOD6LDDcAByx+z9Kn7+x56dtLk1jWd0iZwajpNr15zkRACnuGWv+kXFZx0xlD1ep11gLfeKne8uXPnYptttsHUqVPx6KOPWrd58cUXsdNOO+Htt9/G+uuvjx//+MeYPHkypk2bhnq9Dr8PYTFn0RZhyBBgl12APXaXb8gfgF8BArrp7GFQPTplrJMaBajPo7TEm4mAqZfNuE8sXdIkWgLS+CulG/kVAHFaGrJSTaxXc4xRCEQ96WsSctE48+aXWOhpPp4vrdyCRyiOE6te7RMkVq6t8b2L7Tr0BqbISXMhW9zDouh9GJ/leEU0TutHgsscqgzZ006rtxEghMDhByzCC38dil/+Ehg/HnjssXL7/vOf/8R2222HbbfdNpdkAeALX/gCzjnnHIwePRrLli3DUUcdhWHDhkEIgblz52Ly5Mm9Hr+zaMuAl1vkoBistUQilWcMEpeuLQWoUdePmadOJpgiKM/Tm8x7QUKwsYx/FDUpoHSh9OSpy7kZ6YUh0FgO1dCgzH7kihZSDFK2t67DioVGXJJsBAzxjkFAGaUuLNvwY/K/GDjissKz/tOQO2dV0p7l37wgR6EVSveIbWPGk3MFZmVhuqj7O+VnxYEoiSxaIQS6l3WhY8RooL1A1GnBW2+9hU033RSf+MQn8NJLL+Vu94Mf/ADXXHMN3n33XQBJ7Pbiiy/GlltuiQMPPFCpkXsLR7StQMunVX6e5I+NdHnt4jwlr62pQBHhxnFyzDjSlb5m2Uc/SJXQtu5B6npkzWTPT/f1pAiqyFql/TPK43a7xar2kQrnwZQeNJDIxJ55MQjATlyW95sSl/HvFUZezYhL/tum2tUIi7azkRtL/fGAXleW0gpU0CKC/c0U4jCtXPbvlmC5frNmMoF/r02rQpU47ypEtpyKFr/3PkaOHQMAiKMI3cuWY+j4dVs+5kknnYSbbrop8/6TTz6JnXbaCQCruf5hAAAgAElEQVSwZMkSjB07Fr/97W+xyy5JcaIrr7wS559/PoQQOOOMM/DTn/60N5ek4Ii2NwgbsiCFSMjF8xICoVVtUNHTeJT16MkCFjm5qrbCGHlExGss86IYcZwIrkKz562XrzrmxTCCNtZGz5PiqhJEqDUmkOIpG7nza+1NelAucQFN3YVFxKX+rCLEpf4UWV1G/moZ4gJW3qInU8CCF6wwi1f0p1Vou5/s3tmKVHCipN68vtekDGSZcZnfFUOZesurIAT7Xt959f/Q3bkMkz69HZYt7UStrYr3//kmJmz7qZU7yD7CEW1fwPNpq+0s5Ue2zeOkC7CG8E1cxHmN5lstihGHQL0HWs9bm+o4jlNLGSLZJqjIClLk2pbXwpvTA1ny4tZCOnik5edo28w/BhBmLqT5opfuQvO1xyZnvs3qYq0X1l5e0VahZRGRaXdI7xWVYIxTooRI6xVr5FiWKI0xak0G5NvmYgHyuE2nYfaMrtDfzsCBqCeOYrz21DOotrdjw09vm2RnUHpgvZ58b6t4uqAj2r5CIzsvicd6fipgilmuGJUwIyJW5Q894wdIx84RTgHQyGulfYUecsnL5vai6wfsxEVudNonqDLhWR8L0X9coFmFhiVfaBVyItT+URJlrULf+O6NRgNlv1vTDWxth2dau2WJ0ng2zYL9Km4dS28W9a41Fh5lzsMXczRGqn2c+7vO9TevEiDKiRoNvDTrdxi97gRssN3W2XK1qxEc0RahsxNYd13gtJOBiy8c4JPlWF1lfrRU9owTMymeTXehqToGZCWrmm4pm/1u6X2t+lRBuUiOUMagyR1drekqaxOrc/egIqsw829YLB+k/24ZA2AV9ha2gv5Womzlmg2PgrXhgA/V7J0/72azd/UdlCjyb7bHU/dNAMJLf5OqiXzOsUxvCdDk90/mrVewzeABUU3Psi48f9+DmLDFZthg262S+afWmshpVYMj2iLEMbD/fsDXvwrsvLN8k7lQ1SoXUCvyKJTuZGEniDhKXM6Zqihe4tLNa2HH3cl+JXk4RSjdu8xNHdQkqRliKRPc7U0wBV15/W4BQ3zllYvlthqXJa8ApTaVbfPXV/SLVdhLIlR/uFXILSz0n1XYF1iJkhOUSZRl7oeFKOk6i4jSNi5adJok3nQ8hrXJLVlPjkEdJ05JugyB0v4wnp/cfdl3XCiM8go+W/kQ8v4vXfQv/PneBzBp509j/a23ABDIOW81WEA3gSPaMjAtLIItbkow47dW1a8lhup5QHVIvpXIOwPRcRWBkUvaS6xNOm6eS4anIXHVMSdOwG7d8mO0auWqDkZMPNUs3YenB8GTVngg5ymRjn1lWoW2XqwDaRX2BSuSKDURUROitI6TxVGJ3EqPj38/nDTlb4SPQVm1RKDNLFrz+ryUFLkVa7VK+bOB9By5hGpsZxuLdb+VByEEhBBY9M838fz9D2GLvT6LdbfcLPmwffjg+B2sIDiibQUm4WopMc3ESl4Sv81LmaHyhTwmSwKroq4/niybSCk1NvKm8eUJsDTy7kj25YUpqm3JuPKsW3Uc7iKG7DBUgZohbCSYG4furTushFWokSDsnonBPgkoy00SkUmUvVW8FhEl3TeyLnvdtJ0RWa/jm346NipST/9pHiTuFu4lgdLxeShHs5htxzHvm9xEROw6je1NzUPu70JtkPP5yp3ShRCI4xhv/WUOXvrv3+JTB+6LdSZvmnzYPnTgPVKDEI5oewPekccPEkKJQkbAXvIeuVI1y7GgiARgt57zLGezbZ7ppg5lGzxeFMOvJA+72eQ7itK0Hlrt04SSiz6QoWkV2iZZLc7spZYQYVXuHkRWWUyT/ooiSkZE/XGviMi4tdlKfDNj9Xso1WqNE7Y2hiKyNu+HPDadB4Cq7EbH5SlG2qHkvfQ8IAiSYytLm43Fen66HqHH7DP3hN62EC6lFw0yCzYOI/z9j0/hlSdmY8cjDsb4TZPi/R+HOGwRHNH2BWFDVkgSKdGR5cdJ16+kn9W79O1bSfFJDphODERWplWo/Uj7+PWqdns5xwpq6UTDrUVAFtIwhFBlYrkZ8VRBcwJbX91aR/NiG31FJjUE/UuUJvlkYoXo/0VFf8c36VnVLM0mlrBm8XISbUaggCI+W6NytbCRZVD5cfPctB47jnILx+n+VhL29GtVxGsZvyJr+bYoIN28cWa2X/FICDbEiw88gtefexG7/tuRGLvxJ5IP/arUVawiC+ABgiPaIrzxBnDaacDBBwMnnJD9nCamsJ7EGwGoHoukAo6lq2hAYXEn+RXm8kI68cVROlaCWRRDc00bFngc6WUf6VztQ1EIW7/cZo3mTeu+mdVqloZsRtBmDqUw/lvViNKEIhfD4uxTfJNbg0H561AkHvYvgfLjKxI01MPN3Lp+kCwW4+RUiKJiMtU8A3Jc2jlj+/aeD3jC+A74Nux3bFtgJx9Y7tPKgRACUSPEk7f/Gu/9/TXsdvIxWHvShsmHzWoFfMzgiLYIW20FvPxy8u9lH7W+P0+tKVQNQlqGFbtVCGSrS0HotZK9IEmbgZe1spvFZdV4DRc1b0ZvE3SZx8ir65w5tyWW28y6N63WirSkbcUGbJNdU3jsj0mUFpIBVvwksqLjm62MS8VAGeGUVeKqMeQ0AbeeI889S9fJjk1NN8iy5YTMVcPm+PiCQoVSQnZ+cx9ffz4EvxeWsQGWxQB3G5vf5+AgWxHHaNTreOy6m7F4wXv43OknYK0NJ6YbfEzjsEVwRFuEk08GbrwRGDYMeI/1YwqqaR6oTaikKkB5dgUxlUmMGsaP1csvk5g5tp/2vo3DLOn6vrQevfyyj5rFSC6sOD1GtS3Zr7487YdrW6Xy3rlAct1F/Wu5dRPW9TgwkZqytMpalMz6ojHQfjbBGrDyV9srK77Zyvj6QqBqPER2TVzGccjOSfegID5Kvz8v0I+v4rZRsljMs2w5mQaVlBziUGoubCTs6dfl+cl5lAVsWKmedDsDbAFokCqJKm1WLLmrzXFbxVQDO5XHcYx6VxdmXXEtujs7sddZp2DNieulG6zGBSf6Cke0zTB/PjBunJwELLmvQSWxJIs6+JjKYHM7bq0RzCIS2j7S0jStVpU2U7f8OAtEWNrxpKWoNSioJIRL6TVBLVUicxdd1OiFJZkHbpH47LWcZM0WfM1ybAe6exBXAQvDdVkqvgmdNDPxTe6u7IexqnEygs8jNm1sFgIFysddexMfzXMVk3ApivKPx9N4NMtWkjB3Ndvip74kYfgGcZtWKpG+By0VSSNVP7VWMyElsnJtFjBWCrES4ijC8sVLMPPSHwGeh72+fhrWXG+ddINVTYi4EuCIthVkCi4E+irWDyQ5VtjqOgR6ZNywTIGGsopjQM/VNVeTeaRLYwB091uGKFv9IXtsFza58GPY7o/tHrQay+XFM5pa07x7kJff4s8W3zTjfqXjm5YYbSvxzbLoz1QWEgCVjb9q8dGi2KvlXEEA6yJCEXNYQM6mm7iSWrdqXCEjY4t1qIiYpaLxfWxWKt0jTvQmqXJdQ8Y9TJ6bHNexjfgz36H5G+1f8o2jCIvfW4j7v/1DtA8dir3P/QrWmDCenc7FYcvCEW1vYLqHK+0AhE5qnp+QA7mYecefMjFJTjYEIl2aGESsp+UAchJASTLQDm4nSqo1HIvURcaRpyrkVaWqQ6T1yWo85y0eOMz0pDL3LU88ZcY3yZopPTFZ4psZ626AJpz+IFAzlaWVsZou5KZpL0Q0jMCKvjOKe/JFjfVamIWbcRVHKBU/5VXdIJ+DKEy9ENo55SJA5dA2IVXftxM6xZ89kXyufV/SW5FZmBihHDoXoJ9be90/iKMI7//zDfzXRd/DqAnjsPc5X8Ea48fpG7UNHXhl/2oER7R9QRynvWE9H2jrQOLWNGOPzMUcRakV6leT+K2ZQ6kUsH1wwyoRB3dZeWl8WLM0bb10mdCpNkS3KG1FMcidnMnzNapKUYlKuje2c5ugMVPrPyJqP0gnNR7fFFH+sdIbxCwHD1C5il7zWsz9hV7nggKKLPtCoHwcWny0IA6rxUdbjb9G+UTIyTQIAK/Crss4Tpn4KeW30yJL7WdzEzMSpoVq1Mgn1UCKo3jOrbY4lfeFnsUM6frIWrJErDbr1iTbgZmy4yjCWy//DfdeeDnGb7ox9jnnqxg5bm19o7wqdw6FcERbhDlzgOOPBw45BDj33PR9syoPWZUKFGfLmaysYK5GzRqRLiPqauPLSUhEKdHxXN04SvvUFv0oTAETgROfZrnnxHjrPUBoNK2vdugCMFvNZOXa7knvkV/JutT6Gt/UXOJecR4vTw9q5oIuAs/ZHIhUlpbHEqek0TQ+arEey5yfvs9CRbBBhHnHbjV+yhXFiKWVGmWtVH5dQTU5ZFlSJdJUfadpM3afYvNzZu1mFgbyOzafCc+X/+TkbHMbG/e1D+QbRxFee/rPuPeCS7Hhp7fFPueeiRFrr6VvtDo19lgJcERbhA02SHJpAeD9d4AhQwo2tsRL+KqffixxpLeC49u3FZRoBIxSidJCJMUx74FLooxIuraLSj+SophW4mpyIiu8LXldlOYDZAkXkJNMRRqMptu5xOSgxTWN+GYcA3FDt3KLYrm2+HqeeMp0QdMkoz4300xWAoHysWbio3kuZTOeGZSPxXLCLptjSvmpefHXVuOnGXcxt1LNfen8TE0s4uakGlShUqdI+KRIkMZDlaAMlzMfr2m5KwWy0N9XebjmeAxLNqM07rtlG0cR5j72R9xz/qXYbPfPYPq5Z2LYWqOz99HFYfsMR7RF+OIXgd/8BqhVgQ/eSx+2pgpXFo/NE0DRRGGmtwBZV625X9iTkiNP3VFkQqTLUJTjyhXS1BmIkxiQvM8nw0wsuGQcGEiPGbA4LY3LjMv6FXmvLYptQhimHYuA5qtvU4FcadMnQbKimsVwrUrcglzQ3oCra8nFXKYsoC2WWeZcZo5pX8iUj7/V+CknVCJI2/5EYEGQekSAFkgVyTWGDYsFHKRjEnE2rk+eJD/IxnmVaMozfo/yuyGPB78HFAfm12Zeaz9M13EU4YXfPIz/uvhybL3f5zH9vDMxbPQa2Q1dHLbf4Ii2Gf70J2CTTYCh7TIFx4AXSNFTE1VwUyEPV8PSsX0Z97SISTI5tUb6UF6uLhEpCS14fLM3Vaw0F6OcxOI4ccECiVBMRKkl6XmAX02teltHIBp/VE/bAHpeQsx5KU/8mrmVS7HWvuaCiigh9DLWc1nwfOKmaS/IWvW9IfUMmVpcs7ZzEeEUHbc38VPzGESoGSuV7W+6i8m70YxUPR+KVJW1yq7Xr7BUnjD5voXxe6T7oFm88lxK7WzEbbW4LNueF7ZQ5wgMK9rP3odeWrJRGOLp/7wXM79zBbY/7ADs+62zMGTUyOyGLg7b73BE2wo0axJyAhbZH1ulzYhRMsItyo8l5LlhbUpdbj3ztJEyhKKOzeKb5HKkmCZZ7jSp2Sxm2w+Tu2opvitivQ40TRo8dmuD6cqlxY1Hrm62WGhW6EFV72GiFXhZVbQZZ1ZjMdKDioRTprvVTA/SB6a7yZtZikVQ4iruli0gU2X5FqiD1bGbxE95XJITYmZ8EZqm0ASV1FLl11WGVINKStwZVbGXji+oIZ98GamLUFq9JrEGbBFH3h5mzWrvFxBuhlx53LZvlmzYaOAPN96OB79/NXY55kuYfu5Z6Bg5PLuhi8MOGBzR9gYm4Val6zFq6GIInuIDGPvk9aiVP8CwkUwohd1zisDigdw6iYUkcUPQYWvxV9QZKI4k+bHx2VJ98so4hnW9mhXfv+VUFujXyeOgsbDEctvyi1VkmiAU5NlqOc8kxMpb2Njio5JAeq0U5lZpHpn62XOWiceWip/yY+a4qHPJDtBJuWqJwRaQKsVtK5IIafuonrWGuQCKiDE0t/PScdACjtzJ6jhMwBUbbmS6D+TmV3MAI1zTfay5oZnLm7ZJ3mCvW5uqG909+J+fXI//uWoGpp58DKafdyY6hg/Lbli2dKpDr+GIti8wBTa8EXteeUFTUdgyLEIJv5Kmu6gGB9IazSOUOAS6JQFqhzdIV0vzySmxxi12IOvm1e6TdNGpFKaihYShguWpLDEMAvWaq4QjaY2WieXaiJT+NPvJkKXUSnzUhpYLNrQYl20pfspioEWx2Khhdx3zOKyt3WMeSdpIlfaJGun5TBKj8wDyt2jGYMn7VAVU1SfjWF6QnDNvEU3ue21B7OlkbFqzzchV+21bBJYliLdnWRceuPwqPHHDbfjs6cdj32+dhbahFiFnM6GkQ7/BEW0zzJoF7LQTMGpU8trMd7TGk3qBoCbdoQUTmS1nN6zrFZ1I6UsWCW2bJ9zS3NrVdMIEUsL0K2m5Q1OFSO7RMGy9BCOt9snaUjm+9HmJuCyATF6vHySxYZvrl8ZsFgRRk15OfJTDl2ps87vi1jARf7NYV6Zgg2n1ARqZUrpJqyKnluKnzeKx0tLNs1KV9WwI3dRYiNRaINW8fTh503dIFrRNuBRUk/OQu9gkvqCSjDtj0TICN3/z6jcnEhezZs360HJpSUSoCN1Lt+HXZCXbYqu2a/ES3HvhZXj6jnuw59dOwT7nnom2IR32jV0cdoXCEW0Rrr8eOP10YP31gbkv2bfJjW/CHo+lSUNZu8YkVWSFAtBLOjKXT5GKGUBh+Uctnuol8dSIWRilUbQCR2otk/XieZK0jUlddSpCdt8ii5XuAa/TTGSuLOgmREqTZlVaOtp3ZwjW8iziTIUqOWa1QLNYjhqZSiuqN0InTUzUi/ipebxmhR6aiZtaJVUg3SfMSa/hVrFm2RpkRSU/yZIM64ZbV25TrSWnCHmaHNJnjlJ5+GcknDIJXVm5YfYZ5KlzTeOyjGxzY7TJc7100b9w59cvxF8eeAR7ff007HPuV1DryCFYF4ddKXA+gyJMmQIM6QD23F1/n35kRd1pGt1pTJaTJ02ePCUnlOpaiGSCri9HbsUkvwJ0DE9FUN1L0x8PxRMBZPJr4zDZ1gukylcuCDQlLpJ/d1sKWeQhb2WsLGXpngKS2LByMcuFSXdn9sdfbU8sWaoq5VcByHva6EYqhvLTa8hLRRER4wayfiwkw7+HqJ7cr2ob4LNFj19JuitxdXO0lE3IYC5YRipxg0ULvNRi7E0uLVcNWwvcQyfsovipecwoTAnCVuiBREbWIhPSQiwi1aDNQqqSzOvLstYxfc+VKrNuJWGSfkBt6+sL20guOutdjFi9NMzi+VLV3kifd89Lnw8hUg+F+RlZwnEIZen6ASP7KL1fyuqH/L7lNYgIoB61yuKle8rEiCrmn7VmP3p3AX556tl49Q+zsdc3zsDVC65Grd2i4AdcHHYlw1m0ZWHGIRUo1mOJyWmWTQlrFcix5sqmEMmetiaBNnPnmkpcEosAWSK1uV0Be/yWXz+3qENZESqTP8yOoSz0HiiBWOE1kAVI5MW+C1vZx2pbfmzK3F61RUTzgg3JYFIyJeVwTLm+JMgq0fRei89aXMpl46fmcVtNockbWyGpsgWNtq+Ml1LlJrUbS6/h542Yl8YmXFKWrVxY2tS/ZJXa3MVkjVOslafD8QUULUL4WD0/JVIAKp+Xq5c9P3lfuZRzhFAtiKAWvfEWbvm3M/DGCy9j73O+ir2/eTqqbTluYBeHHRRwRNsqGj2sATnFYHhchq2a6eHuDeGGjbSUYgYlhDnWYgo+EAsg6tEnR17CkcdeySLP+7HGsXSlGrFOMzUmDOW1SOVxIC3USOamihD5MCYeX1rkAtKdV08nsKBS7BbLlH309JKMZo6prfAH3S8zxzQWclFA7uK8QiUh0EOCLE9O8lIAYyXvFuOn/FpJtWvmdaprsKTQWI/TW1Ilt26T9BpNaUznMkoZcoETfVdhjz2XVVnAIk0n4+QZyFxylW5GpOcx4oXR49ln5Mpit3QPNcKVz4Xmag6Sf/JtAJ2QrWSbEK0QAu/945+48cun4L3/m4e9zzkTe3/zNFRqBfOIi8MOGjii7S044VIRCAh7HCiopKtqretPW7q6bSWVRQNNLpQ205Mev2gly9N3zFUzLRRIHKWqRhW4n3qWG/WeAVVBiMetbeP35MRiKrI9GT+jRYmtZjJdC8/vLVIgK4VrI6cUJhs7V8oCevy7KD7LyZwXHcm1JNm9yHNtF0EjNNODweOyRgqN7Th9IVVr2gzYgsSSwtNMuKSKQMi4vlZEwrBsAXnvLSIm+v2ZIidPLnaUAMrowGUlVz9ZIPAUHxozLdQAgGL8PDZLBS34d8OPa4ighADemjMX/37kyfjw7Xewz3lfw+e/cSoq1QJviIvDDjo4ou0rwnpi1fFyi0AyedCPs2x5Qq2gO7OY4CXH4kUv/Ep20uArciL8oobvgFEuUv54hWEB0CTVkNdJrjZPpMRV1DScQEIRIrhKLVvgnxO7uS8tTMyOQBy2Clt5UPVnYbgTc+LjNL5I5gCbeblm/DSv0hYvEEGTP/eS1NrtC6SmKTQWsVAeSpNq1W5B55GkzfrM7GOm0TDhEvcCZUgTyIRRyLVsEzER+Ta6DauWYvzSpcsLUdDiLhYWcq1Cqfm5G9jzE88B96xoLmwWm6XXfPGpCZ+SfwsBzHvuBfz7ESdh2b8+wn4XfgN7nnUygjwlPeDisIMYjmhbARGKqrxThmSYxQYARQUNmjUVyBTKYK4hFaMyXG4aeRQ0nTerVwG6OywPtrKAImakXEtck6YbjvIM866bu87NOsu8qDsdD0ApRXGlLZlIbbC6li3pRUo5Ll2cVvcyi59SjFaVocwhU7NYhu9DEbGt0AO5fMuInfpKqkXpNVzdaxOYmWlf3MtD58u1bn29r7OybDk5UuhDpqKFDWlZsxxoP0hTsszSpOTBAXTtgCJXKSZUzx8TRama3CynlkqGUis97pbWCpxkrVkB4NU/PI1/P/JENJb3YN8Lv4k9zzzRIFhTze/isIMdjmiLEIbABhOBU08BvnGW8aEnQykUA5UTjoiZtVNgTdomDEKzMo1mAQgz5luU6kMWjyoPR4KpHJIiwgAsbkl5H9pzyifWu9PiGUSmeUIo270ymwUUwmOCNIsoLWrobsFWm8jnndNjCymef5znug7rLP2IYrRyws2rO0zbmf1+88adS4rc4i2I9dKzSXm3Rek1HFbhErJWqBpnmJ/LyuPmtu3Ic6O5jA23Lx0HsaXDVZB4LVRsnRFeRab7RAaRBtX03qpzyPd4DjctrMjjoRaV0H9L9FpasC8/8jhuPu50xGGI/S8+G5/7yokIAv4dZYVRLg67asARbTMcdSRw2snAp7ZN31M/YpZ2YCJsyN6mRLgF3X6A5Mda74EmLALS1bbNauFk4HlAleXUqok7zpKaBi89tiojF6cEZ3NHmZY1Ibf5O+sMxK3qMExSflrJ1aViFIB0nbN+tkAixMqzWLWxU3xWuvpoEsslOz6Gopxkw3XNwwm8rKGNwG3FF7Ta2sZ5M3mueaRaIvc4t3tNYH/OWxEu8e0zGgbDGgWS7YpETJrKmG2j1P/SA2LW1SaxXBzZydXzmJcC0C1awzUMT7de/WrW6jW9MLxIhYzVCgE8d99DuO2kr8HzPRzwnfPw2VOPMwjWAheHXaXgiLYsctN7YI8xEbRm4n5xlSZCbnlEOXlSPl5EFmkOUWntzHzpyhJAbLF0+STFibAh8xDLFmeg83IVcywnPVMs1QycWDQVtJ+tTmWmHJlxVnLxq4pGNuscAJWIrFiEQ2bOc57lGrNJ3nYOrlam8n8qRuvbU3/qPdI7kKeCLhubLUiv8RipWkVkNgu0YD9l4ZZQ5ReJmJR72fTSEHlylzEnUOkJqLSlzw8n0UotGbvWUEJ6RuDrBVuosIa6fvkej89Sri3VZjbdx8yaFQKY/R9341dnng+/EuCA734Lnz31OPiULcAUxxpcHHaVhCPaVsEtVUoPUWULC1STUZgQEhFurcOeLkNWFS9IUAhmQQDSbR0Xu63pXJlavjlWBl9k5HXqiSMWXywDT+aymiQVyQICRkySXH3wpFo6RwzV3ZX1CmROzeKnNFlSXJkLVqpt+bmuZURXeV1c8ixisxazWS3IhmobCrsH5aXXeH5CHE33NYVLFqLk96Qol9XMbS4SMeXGY1nMFsgSND+GadVycrWlhgU1qFKjtH1QS47NiTio6foFEkTx7k/cXcys2VgAj834Be674FJUalV88ZILsNvJRxcQrJee18Vhcdddd+GKK67A5MmTcfPNN6NSJA4bRHBE21toxOklLktK1bG5x7wgdSdpaSUklLLE5UhoBOir4moHYK3VGsj8VT9xyQqRP6kT4ki6dmNJ2DVW4YYdl8iIWxwedFdjBl66Hz8WiUJEnD8+Tu6ksObiFcCIe+WJzIzxlMm1Ncs4ErFQ9aRmRUByc2gNsRVN2iR4ykv7oeeLk75pxdPCjjcIUPuTBV2Q3qOES4YArihMUiaXVUvlaSJiAlKyNssd8vNn4rEsBpwhV2mheqTSr9u/VzO3mixdns5F7/H4uqryJI/HPUzUzUcS7MNXXY+HLr0S1fZ2HHj5RfjM8UckBGtJ69HI1sVhAQDPPvssdthhB/V6t912w+9///uVN6AWsGosBwYjgkpSCjGOZNlEqZCtUC9ML50sqNi4VVgjf0y2+KYJcuXWl+kuJO5641WlPKnM7V6aP/n7gV7SMV4OpR4lS0YYbkYat6BxM/eeGqtUDYsoLVJBY+QuZBqfOZmQtduzDEqdzPfRhiInPlNExvNuq0NSF2G0FMWk66XCLSpfWeeuceneNQs98Phv91K7a5nIJZLuVK2Jgp/eK+W+ryfXUe8CGux49N2pOHyoLzzM45hQLmTDa0KWvM3SLcplrRjnU6UVLSImvq3artNw+Vbk7yFI7ytV1qLjVIckv7co1BdmnpdeA8V7RQ/bb2jyONF9BaDqW1YIWFUAACAASURBVJOaHDJEUWlHsqitA2ik90c9x4xw6TmlZz0OEcUCMy/9MR696jq0DR2CL/3k+9j12MN0grXlslManYvDKjz00EPa6z//+c8raSStw1m0RYhj4KabgL33ThoL0KRArlKy1IpSe0jdSVZFXlI/bV9tLxbzALr7OlesZEmrAOQ4qlDlBIsUxypeWUmtcTPmRse0NUovqi5Fk2OeKCjPYvSkBaSKD9T1bc0FSxxn827zykia187dy/Dssbw816umLjYPzWKqqvcps3JNcqY6wrYYrbJWa/r94N2DWhUuETT3cUEuq9q+hIhJXY+RYmNzG/MiJAC00plmxybe6cnmMq62QcVduWuYcsTJCwXIMVSMGK2s4EXeKLouWqgoQVRyTVEkcM+Fl+OJ629G+/BhOOj738auRx+S3r+CIhVNwz4fU8yZMwdbbrmler3ffvvhgQceWIkjKg9HtEW4+GLgssuA0aOBN+exD1hah6qrG6RuXj6J24oycJCrWalg2TlsMUwOjXAN4RDFeem/3ApIfroYIFdfUb6uGrechBvG5M+rSvFtSXmsFhxkKRc8foGceCsVnRytYihTbMXuH1AiVYftx8sy2mBO8pCETIuWDLlK1za5BPOOnzmuOTQZx1ONxJFar/x+cwGeuX8zwVOZXFZz+yIRk1Zvukc/rvmsqOtnuadc7FREroC9Opi5kKH7T6QYMuLkubRU1UvFaJmLnipFESmSBgMCjTDGr775//DUrXegY+QIHPzD72LnIw+U+wb692YWrHBx2Kb4/e9/jyuuuAJbbrklvv/978NfRRYjjmiL8MgjwH77AXt+Drjn1+n7ZVSeJlmVdQNxpS8HpRrwZurkrsoVTfHFgJ9aZqFlMrfGy+Js+pBNfFCYc2pRTqqPyDJiLth6TxJfNsdG6lEQaYvkdc0QQ/V0NbFUJfxqsq9GHAUTeZmUGrrePJe0aUnTRA7IGG2Ys/DIWXRl8owt95pP6HnpQc1yWTnKiJjo2BmhEvselWvcKC5hbqNito3s54BhGbNFjCluIxV6LHTRHjWMMOtUV6pM4Sy/UwEooZ1fYRYu0GhEuOOMc/HMr+7F0NGjcMgVl2DHww6AImNeG9lmzbo47GoNR7RlEdZlqUKCManliUZMy6+ZOInvZytFaAMvKtGsqD0/vjnpm/0wVcI/dIu0bUgaO1P1e+PmY6XydlGUxrdqhsgnMzZTUOWl8WBNMQ3YCd34jKxCsiDacoptlLEu+WILyIp0/Iokcxa/JmLLeDDY/dFERMY4qK62CI1YKT+On00j47W5bddiLrLUeEuKmGjbjEvYcDMrsZlRKUyr/iRd0JrSl5Fr3n2mMqFc/aul8LBnnVpFknufLGAhUjWyVtOY7n8VKm4PoKce4raTv44X7p2JYWuticOuuhyfPnB6sg3PneW/L06wLg77sYAj2lZh674CSIvESIMwrV6tEUEgCxl4ulWqYqZ5kEUEeIyYzkeuOJqoyggqTKu1IicgMy5XaJlyF3ol2Y6EK2QxxDbhjZdOaNwVzO815RMXxW1pfFVZ1pBbSyR2oUVH3XBfAmlct5mlWmTBaeNmoqg88ucue5vqVYtphkC9jmzaksV6bvTo8V5ODLbnyhRNlanEpFnVBeUOM3myRuWmopisadmGdZ2cqYsTuXH5/VOFKbh6nLmMOemSm5tCOED6O1I5uXIspAwH0N3dwC3/9hW8/ODDGL72GHzpJ9/Hdl/YC6pAjaplLL1KSvAEuDjsxw+OaHsL011KsVggR3hCyCMs7uJlMV8+AfJWe1UudAmzlX245QY0J9y8uF4z2Fyw6pjMC0CuMV4hyCQ8zwNQSUKaeakuqhOLj2xTBQBeRVpzPH5LsV05udHYqPBE5hyV/LBAGNoLH1BqSWRZUGgoiL03c8H7Mnzg+Tq5ccs512ImVbZJbI30c6uHxlLpK0OaFpewEuTV02fSLIqSETwZCwdTMEeiJlX5ydJj2PMNTw0RMvQc5UoteXb5d2mm8JCVq3rReli2rBu3HncG/vrwoxg5fiwOu/r7+NR+ezCCRboIJ+ucxiEiuDjsxxOOaPsK64Ql/7R0a3PcqM3OZ2vMXkT0np+QESezItV0rd1wZZJ70CQTOX5rNSWKVbNtysSXg2qSckFlIZXlbbEGGvW0kQGBckshsoQMpF4HAWR64nKFqw1xLAtWsFilOm6OxZshDulWpdJ/ReIwWyigqOIWxRmp7q6qZuUjbelouSfW2tkWNbGtkhg9m9p2kqwrFX2bPHLNhDSMlCaba5jyh23WqwiNTkvt6XE4mQJ6B6VqLV0Meh6WLunCrceehrn/8xhGrTsBh1/zQ2y997TUI6MKVHjpgoeun/7t4rAfWziiLUJ3N3DhhcAhhwBTpkDVDVYxSea6tSGoJURBZRAJTcmwArTltGnjxzAJ1yZGoQpTRYIkcvWZpFCXoqOieC9vE6iOydzYyrWXM6mT1R5Uk9eNnizpmQUJaFyVWlpHWN2TJqUelcLT4q6mvFvbPQqkUjqvGITn6YsGbn01swgJvBWgaRkq69tLCcm0QAEjbsmeoSjULUACT4cyuwcplyeQEqIZlyWxkkmchqiuGbma9afJfQ4Y94vtC+geAO5O5u9T+EIjXUmmpss4kFauJOHF/1qKW487Da/+7gmssf56OPxnV2CrPT6TPkN+kP4Gg2p6jZxgXRz2Yw9HtEU4/HDg178GajXgw4Xp+2ZrOFvciq+Yq4aFYENRbmeeK9MmLDFhpiCZuYTaeSxxOK1fbRHhlnA9E6lTakRRBSVqSp8pQ0gK0FSQYr1mgXQfErTYxmaWcYxjoLsTKFpAmVaaOfbMd2IRa/F6x1S4wowx8mIkmZi5PK6Zd52XdkX3hZ4l6pfMr8fszUowiSKTA22JFZchVy22apzHXBgUxWSrtfQ7Jm0AT+8x3cOmypgWhCyt56NFH+KWY07F35+YjbU2nIgjr/sxNt9tR0awlXRBR/WNlcI4Tv/t4rAOcERbjOuvB04/HdhkE+D5P+mfKTGLJCWrKEZWjSJBBU0IZRTHpfM+tUEhJZcSIiiefmSrq0tiroosy8hLIvKSjIUFO6qpJ4CLiXgtWFvNYkAXM5nl7WznqhnpR5yw6X6o+LB5b33AE/Zrqcq61EV1dblwyVZxSQ3TtzcNoPHWuy2iJ7kfT+8yC2L4ldSKMhux87xVbuXaimrQwlBtY+nSRNtZ47KWzkicXG3lLVURClMQxe4vYFiv8lpgxGT9IHF9C6QlUiku7klBIsVQq6bKOMCid9/HL447Ff/436cxZtKGOGrG1dh0509DKe6Daupd0Dr0yDmARIUuDuvA4Ii2LDS3GqAUswqkJA1SwYpNkAPkkyDPjVWFJmwwhStM4UzNp2lybFowwyDcahusdWHzkKdGtbmegQLrDHqpxkwhfLpWimtKcYlNHW3GijVRVlty64qa2lMpRyBbVYruWaaTjDbI1B2uFcg301JkRScPWZWvWUvaSuoRixMb96jarsdFy1i5/HqoEhKv5avgyzhulcXsWS4rL58IZK1TcttWapb7YriGzdrQFK+NY+ZB4TFZprhXdcGF4WHqgKoeJQlz4fx38YvjTsW8p5/F2htPwpdvuAafnLItlICpImO2VI2NsgWoehotjlwc1sECR7StwrQ2g2q6GldWDJ8sGfmS6EbFAT12YAtpkwKZSMXMxQUKYr1GjK3IwqWxh4Z1o8GY+DmCWqL0tYGTnEn6poI3c0oWmwVYX1tb2ckobY7Ax8yrUJnXU6ml5SV7lmdju2S1CaR5vxWZBpRZBPD0H4u1p8bZJEZbY9akuocNlmqSuUmpMIkETjxmSakrPLdVOyezcvNi3DyOy5tpaNtUkekpyxcB5kLBdD+Ta9hWXpFbr1qbQukd8INsg4Vah764oBrF1ItWbvfOvPn45b+djteffR7jNv0kjvr3n2Dj7bdWIihU2tLvSoU+WBEa+t25OKxDARzR9haUyM/FFbX2lHQpNzLiVkoByjQVAOy5uFpBBDmuKMwKZgA0T6Ex4om5bfHCrNsRYFacIegpqi2s1L8eICy5orykXyzFUBBZ4o5kbDSvTZ4pXrEptlVhDhZrs8F2nWoMRvySvh9bw3PKOzYLMJA71VaJicN0BwNSgd0DwFh0VNokYaHYyiVRFmB4cfzsQoaHKihfWpU1NBYctlxZrijOs14R68RLpIZYz2knFTT36FD8mesSgireenUefnn8GZj//IuYMHlTfPnGn+ET20xOXb+VttRbYrqMuejJxWEdSsARbV+hVKEWtSqBclp9X1q1lFJjufW2soI28DrHnp/tbxvH6dhETrECQFoFtTTWzPfn1Zkob9c6ll7m4FY77A0UuADLnNyJoHLFUPI+w08Jl9yz1ripB7QPTUncFOjQNgrsfbNbEKFp9aecPrdFqumMxRhn81S180iSMws0EGlkamDzWK5cNCoL0ni2uUchDIHQUDNbO0tZXMMU0+R9fc0wg0m8VWlhKtETs2rNvHbz2is1zJ/zKn55whl46y9zsM6Wk3H0Tddigy03Sd3A5LFQhJvjMnZxWIcW4Ii2GWbPBrbdFmhv1+On1vxTwxosUwaRW6Bl8zE5ojBxeyrrxYjfaik00oLKm8xt1axMws3kWJIqNswhPu0EUIU4KPZnKxdIqHdrbj5AFMStAdSGZsVQqliFJ4tV+AWCKBqmn1q0ItK/x7wGBipmz4iL92UF7DmmQdUeo/V8GSNlVjUnW1u5Qz4esyiG1eVrfJ95i0by1pDi12oFV1KXsC09SHMNGylL1lxZ7gaW5RW5lkC9L3SrtmoqjZP3Xn9xDm4/4St4e87fsN62W+GYm67FeptvnD7XlbY05k+vo0b6jHKVsYvDOrQIR7RFuOMO4OijgU0+CTz/TPo+T5fJq/CjTQo5sTcbbBZCemJpHYNNrjlfXxnLmLuhaWI3FxC8VCCP/2WGxtJVqOYsxbXahgCIpVs3p+ITd8EVpbTw+rWI7WMy42VcfVxYF5nOIa3mag2IhV7GkQt48moH29y5HKawTtsvJ90pr6SjWVijsP0gs3K1jjaweA58AF4a26ZnPU/IprmOzRiv/D7Mak78ezJzeCusK4+tAlscsWfMT4/DVf61dsx79gXcfuJX8e7cVzFxu21xzC3XYZ1PbsjcyCRGq6evqQQpNZUgr4GLwzr0Es7vUYTttgNGDAf22lN/X8TJBEykFFSgqYx96cqtdaQpFN3LdPdXHioVoDIsRwBjSz+RFisXDdWXp0Rf1GqP3MFEuCJOJu62jnRy5wn91vG2p3E/7f1qqjy2NZ6n46oaz1GynXZpzKL3/JQsoxCoSUuRW2M0IRNJ0/3RyCnH28D3FzCOIY9TX643ljDzgun+x2HyfQNyQcZSnLR2ctLDIOLUXdm9FEqVq8pM1rMkSK/pPvKCFblhAlKIV4BYbk+LBV6Yglu5YSN17fKc1opUNVMHIX6/uPu33p39PviChS8gvCD1SoQNlkvt6Yp0ynP2gsTtz1N5pEv3/55+FnecdCbee/X/sOGU7fHtOX/C+Enrp2PhFaIAFicmtb50IYc98jwuDuvQeziLtiyiUK+VmqmcQ28zy04rT2eoMJWgA0iL2VNOnmFRAqlbktITqMybrQg+xYSB9P2iNJ8iJayqfESuzEh3fxKKrDit6AW5ji3XaoOquVtLrWo6Fr+mIoGWeTyy1GzVoaIwmeCbIaimdZOBtKoUdQTKU3GbqTccufF+ZuGZcXRr3q3hOi4UPrHiG2GD5Znyw0nLjtyntkUMeXi46xhIP9fEZTmKeMBwKQdAG8WKTbdxR9aqrXXg1Sdm4z9O/RoW/mMeJu08Bcfc8nOM3WAdPX1NSDc0LY6oWAWNheL/Lg7r0E9wRNsqMoUegnQCpDhlxv3qASqhPYdgtApOOUUwNOGIJQ7XtFcqjSWQc6SRokLnB9KYsS2Vht8Lm5qYYr2qnV2UPReQXGctp9Waur8etCpPNMY8MRTvIhQyK71SS++Njfyoi47Z6ACQhTBkKkemdZ6XWJ+eSUJIXdDkTje73ASVdBLXXOBS0OVX9Hxf7jaPQ10IZbp6M25ivoiypCJRXeCwnv2eSBTkkaLX4sKuUIqQxXWsKk9FqQVJqLYbMVXoxGt1G/MKUAkZ//XR3+POM76JRfNex8af2QnH3Ho9xqw7PiVQum+h3E+VW2SvPd/FYR0GBI5o+4KiuFJhQQMbLEKjPLRSAEMVg8+x8syKQ5nrW84mtAL3mRYHzQEVuhcinXBzlbvMlUsWlap6lANySZrXQDFW3kGIp2bpNySxzCtt+jWZ97heB8LlsMMHEKfWrfW+5sRo80o7WvvJetkSjLnHtyjHrWpxX15/Lf9YpqrY7JvMXcemcIy8CEB2P0pxM9N2aEFp6ev80n//D3791bPxwRtvYpPPfgbH3Hwt1lxnPHu+pCdEhUak27shj08LZSJcF4d1GAA4ou0LVL5snmqYVLxBumIG0jijzfpNdmQK0wC5sJVRTE5gt1TJnV2UjmRzfWcIV7rziio40XXU2tn1mpY8s6xMCyI3f5QpS/PEUJRCQzmueSUtyeKkVCCb21xZo6R+DnK+M6RWofkZNZdoGNejxW/ZYogWPxT/NesFB0FCkqoYhJdYm56nH4cse3L3q23pGuh88hnlcdhMkwLTNSy/C+5pCIIkb9yWQhVUcrws8jswuyDxtJ2I8oKhCPbFB2bhrjPPwYdvvo1N95iGY275OdYYu5Yecw1qjFDl8cirQHFf1aHH5cM6DBwc0ZYF74aTmTBkzMl0u/K0hTL1jRs9qbBGA0/RkV1uRFRMcnmWIoeZi8urKNnKS1pd3kTMZpEKmXakOuXIFJ5mnYvM6ybS97zUXZjXMi6vLq/10JaJNQ6llSVd5raCH4SKLEGorDpm+QZUjckW826SR2tVF5OAqJrd3paqRYshs8tOjyW9J6imhVLyYr48/m7r1sQXP1bXsbQaeSMDPlYuKOPH9AKoTk7S0vzzf83E3V8/H4vffgebf/5zOPrm6zBqzOjU0jWbBnhe8l2R+9xM5XFxWIcVAEe0zXDrTcDkycAWm8s3vJTwyFK1wRQ/NcupNWF1FdpAVk6NqUCZArNM5yCeY8n7c5apddzM5W0jXNUj1azvax7aktfLJ3pTDBXKGKm12hXLb+VCHFt1KVu+qe/LRYjFHUtjs5Zx9JPrzbT+o/htNRkbDzMo8VGQXZB4JCZjFiCplP1KNlfXjMdWZGMLqvVri3PzGKnVxe6lDRzikLl5JbhrmedC0/2odqT3i9+XoJbGTXmIIKji2ftn4Z6vn48l7y3EFtM/j6NvvhYjRo9Mn4VMBSjyprAwRbUteV+9dnFYhxUDR7TN8LtHgM02BUaNyn5GXWi4azivtq1W6LzNTky8+EOepepXEnejJ1hqjGldy3EJZnkXxULJwrS5vyl+S9dWWKDCY6RYogSjIptaKv6yxfy0ffy06IGNJMi69oJ00iWrhQpD5DabZ+Pi7lVTEFa2EpYZ78vrd8vHXrEokjM9adVAdYtU29ZyHhKF5Qq76LBSdCWEvnDRcm3l4kMRYoF72PMluUfZZ4AqODUMspak+/ozz6Ctow219ja88cLL+ORee2DYKAvBckuaBFaNrjTu6ldcHNZhpcERbVlkJqY8KwfQVLcU51QF2dmE4gVIJs68mCojLJOsbHmgFItTcbKcuKnnJ6TDXaNmByCjsk6h+5un3BRCuoLJii2Ki2mWcJAWQyiqPpVXl5k3I6jIGrnNim/QAkPI/SHkfZAtA62N7HNQG5Jap5qXwksJTYvRsudHUx2z/FrExWI7s1lAXnqPWWPb5knh29gWQrR4pFi36To2awXTtVvLPyZkHTXqeO7eBzDrip9h/BaTccy//wQd7dV0OxJV8faNFRmXJ/EWfd9kIbs4rMNKgiPaVpGph8vVxiJNrYnJIi15e5u1s8s7f7P+pmFdxvyKVMfSSjZTikxyzxtjYW1fL2uZewFUTm5eClFuXqyXFo+nCj6ZZgVecj+o/KHWF9jchggkBLoloWaKXPjZ+8c7C6nJ3ksmcoFsqo/aT35f1I2JK5OL8mhNyxXIz3sF0rgoCY34fTSFTmZ/YLJOvSAtQ2iCCkjwXFZ1brYItLmOqdOTut/pPX3u/v/GnV89F0NHr4Gjr7sCG+38aXhUDc02djpfpY3FZeU9pmfD84DqkKynwMFhBcERbV9gqllp8lWEWyCmyUNRiocJzUKWk6MAVKUlAllIRDxUdSo3NuqnBEwVc8zcYY/Ow6wSn1vEZEXIAhvkriS1rPXeGEUOaCxKDMUabtvi3TyVxwof8L2UcG0WcKMnm+tpv0l6ag11FaIc5zKFOMhiNcmd58uKyGI9G9tW21LPSW7qUtn0HubBAPK7LpFSmbvhiXitAjBpuZvWsmws8fxd9yLs6sQWe34Wyz78CKMmTkS1vUN+F8bzYFM9E2pDoEo9Ai4O6zAo4Ii2L+CxTZsLj2JiZis1tb+02qLQHh8FpAuRrE5eaapErLRZHEoTsnjp5EpE3fTRkMKpSo5bmZOPTZhVWNcZ6WSuFeZnRMhjbUXpQPCSmHZeClLbEKiC+TYBmCpYUWBlA8h8f7zetNmcwbY9AFQ6kiIeHEVtBlX5Tcp7NVTL1OnIdPVyN7Vqpp7TbMGvylrdvv0746k4VuU3hQxC7bWIQ0T1Op69eyYen3ErJmy5BY687keoBZ4+hmp78hx0Lys4pgEXh3UYRHBEW4Q4Bn7+c2DffYGJ66WEaFpjPKYKD5m2ZHmu3TzUuy3ClwKomr9e6pJUwquO5taxaZmrNJ+yru8c12be8bVdmSCqUkni4GGeRckqJvHcUPNYSoHbg0xhDABpv96cxg10LUCatmNa0YXjlMeBAODLNnyUj2y4WYkgzfQWT6aK8ZKfWns5Sfq2OK1NVGVN76Ftqa5yyCxhQ51tLg4ojYY/b+qY7F5llNge4qCKR6+ZgVmX/xij1xuPI6/5ASbtuF3WRRxUs2GP2hDpYmf3nrQOZhnSMop7B4cVAEe0RTj3XODKK4GRI4F33pBvysm8YihrbTAn1rKr7KLaw0A6CcMsnGDk8yo3XoGgiVyNYYhMLK5osiLRlbU+Mlc+i/wUnqIOQzyNx6+kbtQiMVRQS+N//Pq4lcVr2aYDto9Pc1v3ZLelBRbdZ0rXoQYBeRY0pfREjVTUY+bjmjC9I2b6GFl4mieC8p9Z2pDWaN3iYjYXZ2Eo3fEWNXpQSfZXHX5kg4ScrkRxFGL+n/6EoaNGoNLWhg/eegfrT5mCWntH2iiA3ycgfU8VtWDjDNqAiHsXfEnw0HvcltU/ODgMEBzRFuHBB4EvfhGYNhWYeZ9lAy8lFaqcYyPfTJcSluKjFXAwmwPQcSvpNrYUIa44jpu5fT0AvnSl8nMFyeRKqTZaC70gIcSipP4oTNW5uZCpUNSPlquabXG0OJJWmEXE5DOysrndqcYwFT0wCSWopPmcBG4B+4GMd+e4tc1FQlhPO/tQnmruokBa5iQ2ssVoyZvAOwLZvlMSJWkiKdYYXbsnpkCKbWNzMavhMvLVYtHs81oHVHF+w3UsAPzjqedwx2ln44P5b2LXk/8Nh/zwO6jAIGW6FtvxlTLf4nYPapL0WTlUW/3pVnPZHRz6CY5oyyITJ2OWoxIFWaxLk4SjMM3n47AVZ7AhCvN7epoIw4RkQlsRBzZOVXJRkmBG2UodUgwLV1neBakuNLFFlHZUsAigdCbteHJ8nte8tnOz/FYqHkETvOfLdI+g+BjU+NtKnpL4PT9r3eelxdiU2AQeo1V5tya5GK9tzSBM69WqPjeKjRTGgmmBRKQVpAX+TbU5WbAAHvzO9/H+q69i2wP2wVbT90BQq8EzLV9aSNpSijKpRBWkRS744oSV3TTT4KgSlKbULxFScXDoJzii7Q1MQYiZs0jpPbnqWhtK5Kty5HURoqIMpgvRZ6IiIuuicfFcTlIzm0UF1LYs1cXW37Wo01CjgUzVJIJy0TMRmE0MBeTHK1WuamxXxNI2pmCKp5HY2uk16gkh2wcOgFmkPK5qWmt5MVo1LoPA2oemr/PKTpqNIrTFgxFasD0DlC+c2ZddX5W64bDcclm2UogYXYuX4Klf/hrP3//fmDR1VxzwvW8nza9NNzTXNdDYze+IKkZp+7JnSksxYh4PjVzlItHzWeWvFn9zDg69hCPaviCTUwvd7UfgpEXWDE36eYIjcuV6rOBF7vktcVKyOIriyKZIKZBkqTUByLOE6TxN3HG2TkOATnokYtJcyhbQfaTJOCOGkmkxqg+rUfSijXWcsVZaYtekUpvitP4xVRiisogmtOITBa57ygGmnE8eo+1ehuJ77klBEMtb5ik+lDtqE3qZqS55qUyqMhZzJVMFJ8R6XBaQ97YDYSxw33n/D3+ccQs23nUKvnjpBVh3i02V/a1Qk3WvTYGcT00vKGRhsfyrHUDg68Vj/CAlUf6sKTW0p8dszXrI9J5TKTsMEBzR9hZlyiWWKezPjxc28gsEFEGL5bLC7b6MrebVY9auhXVIsR2fikxAINcyVMUvKky0U5ASk6dUtpKzzH8tujd5OciRFPSoGB8tikil3G4vzs/Hakvdoe9Wa+kn3ZK23qvqcGzBYLNkuYqW7qV1ASKttICnfRkVzGwFHsxKTHyhFPZIERrfnPJ6vfR7pHrMIoYIG4jDBua/OAdzH/8jho0di11PORE+kLXgbefnxSYIflWGC+qWfaSq2jdTspgy2yykoZo9NLJeIOrApYqnlPjNODi0AEe0zfDqq8CkScnvXBGrRbDEyyWacVRacbfSIcTmZiwEiwlTLWAlnmLxOltcM6rnWGElXGtFqTuZIUor0WOFC4os4rw8W5o0874Tgh8k11CghC2shNUMXFyUVwWp1iG/j6LKUwy1dr2p1AyArwAAIABJREFUQ910T5tpNzkwrdc4kpa5uZ+XPre83aJqUdeQQjJDOFdtRz0Mcc83zsfsm2/HkJEj8OUZP8ZWe38Onq3MY1tHjmDOjLO2Z0lXa3JgeHD8ihSlefK7oxg1LQ5YzWt+bYAhnmpLhhEZrmaXHuTQD3BEW4RZs4Dp04FPbw/8/rfJe9T7s1Irl5+at+K2EQsVXbC14QOgJmmtdKC0GOOohOLYPBa9xXJZeXF/062cN+6iWrq5ObmmoCeQqTleMtFGDSPG7DcXgJUhfTM/VYuh5hTa5w3lC9sZsnPQ8c19MzFastZzFgvmcbn7O5MSo20sCdRLFiywkEdYz/E0VFJLj5TJVN0pChGHDYTdy7Hkvffx2lPPYchaa2HyvvvA9w3VsVX05ck4s2dpHsGeCRI3cVW5J70gfCES1VNPBf0uaNymhiIWditXizPLaw97oKp8UYlV51Z26CUc0RZh/nxg++2BM04DzvlG/nY8b5TUxaZ6V1lLrOQeWZ5aPqwhXCqyuIp6m9L2ua3j+PgNZTQfuym4IdeaQLYSE7ci+ORltrNTQjEep84MKutaNl3cZju3PHU1iWniRpOGC9DHC6R5rRrJRYxs2XjpT7OfFJWwNAvdNyVPCWu+qge0D0st0wyBIvW8mFYeuW8h7JWh5H2ud3fjzjO+iT/d8Wu0DxuGo67/EbY9YDp8051Px/P95gufvHitWpRKnUHGJS5d17Ro0H4X0oOjSlj26GTsV7MxbvKQ8GIvZschlx7k0Es4oi0LW1NuEvBAWAiTwZO5qxByV4v7jlupZWBOppx0MuRqkLeI9S5Cua5Mj5GuJ0nVVIRW00pMJvI6DgE5Ii4/e3xtLGxBYxND8TZwtvOTO9VKlDnXHgRpbFL7mFlXcZi6eKtt0v1J7+XEsmlBY2t9p4mlAlYg3xJDpmfQlo+rngmRLopsil5yMfNFjBeo4htxWEccRnj3lb9j/gsvY+R662KL6ftY9rEIAYEknlpra15HmlzMtkWpH6TK/ijUe+kW9dk1e/VqLmTqT8saM1gLcVC8mBEzhQQcVijiOMbjjz+OLbfcEmuvvfbKHk5pOKLtDTKWJfuh856lkWHxlYHny3hqpRzphlR4wFKGj1TERfFVrZBGkLpRw0ay6i+TnsQnszzXsk1sZEsLApDptkPlJXnLOOs4mPrW9ATkWkws9Ub7TiuAWVCBwyxzaIvvcqsrjljDA4v7nqBZ/2G2ww1ZpIXlH5GSGwBrTWtyKWeqgaU5pl1LluA/TzkLz999P4aPHYOjb7gaW3xut/x9Mq5jmwKfFMJIvAUmuEBNKcSNUAIXvWVIlynP4zBbuaraBtXcgL9fqUHLCbZatDLVTXlOXHrQisauu+6K2bNnw/d9vP322xg3btzKHlIpOKLtK4oaaANQ4iQqn6f2Y3mdcVRMyGQRk2VpU/5S8wH+fispC3k9ZdX4jZhwFGbHoI1X/icEUqvOS4+hYoYdxa5vWxN4WkB4MrYZ5aUE2QiNLD6jWIO6D5a8USqt+P/Ze/NwO6oqffitqnPOHZPc3HszDyQhEJIQCJAwqzgAgiPaDthNi22j3Ti1bduKn/r52eoPQaWxFXsQaXHqbv3ZaqvYgoLMgoEYpkASAgmZ781wh+Tec2r4/qi9dq29a++qOvdeIJBaz8OTyzl1qnZN+91rrXe9C1G2OEfq8K4qiGECfJedR26O1hH7q5gXWFQ7atsPJ0iZ0hAAEMV1sIN9/fjjz3+N7Y8+jkVnn4nVF781/p57pUZGM9TQsZSUpGdC25YaNgAMNFl9r9KsPkynCBS1q1Alz6W6ILEyPKnVLHgRRIDyakmkgXu5FG4nxrVbVaMqZXnQc2KdnZ0YHo4XaL/4xS9w4YUXPs8jKmYl0I7VrMQlZnk5VJuFvlr3l2cciLkYgUklSPf0jMpOWilFkXIHI0M2Y6yOoxK3uJSg30jnCrmQQZZ2bUrE3joQyHOsUOcZfs0Zu5d6qPJr4PtA3eCRWY/FQMZxkxQC78WbpXVs3bWX5Jx5Y/pCrf6gXPehvXvx3b98Px765a9x/PmvwBs+83HMXrIYqcUXH7PSKN7iqdO4dGDnuXI9umHyZLm3CqTTD3wfYcAITVBBV8nPCnCl+l0ecqY6at3LJS1ruhYydI/i70tpY7Lrr78eH/zgB3H88cfjnnvuiQl4LwArgTbL/umfgI9/HDj+eOCO2yFF7U09WHXVI1MZQrUlP69Dnq5UObJMckDiDUtSkY1YxM3EOmYTmK79y5V1jGAtwnM2j5wTi0hIISufzU33EkwNAnipBs/pcTF9mRuOEk88yxsnD9b14nFK0Qs3IeYQuYYIbVGQADIQK17ZvFSqeQbUcqB4AEkemZqW19oh60LTA054Aor8o/DYGiS2UbOOx2/4WPs/v8Jvv/ZN7NuxExd94TM49U/fJr7kCygLkFpDx+L68fvseEALAyLjYo8xn3mpGt+Gh5iBdJg4K4RMqQ446oKOfhMh8V7pWroV1cvVc+OUzw98lOVBpelWAm2WVSpxWBIA/uU64M/eAVne41WK5VFN6lE6gJhqWWki4ZONkk815IX140ZiNZ4XluRepudBqlgZ5RRhCBlSvrOmTqApIlSrGkbN6lBkGyOFz6MIUneXzBS+4wL7lFfluXPabyYT2UAW4yFPAGobOkNEoMFYvlmm6yMrLGRHsF69YrXLXjW+n1yAguVuD+zciV997mr4hw7i+AteiaUvPxu1Nup+xM+BsW0Dn+VWLcArFzZhoqpFNc188ainJQAWKeLvgrYQtIaYRd7Wb2jeLPNadWUrCbquJqvqJSpp/J2TzSxYva5XZfwBJyEc0v+X5UFHvJVAm2U9PcDevfHfd9wKnHxSxsbEiiWmrpf8a/PIlJ9rnlTWS6m3SOMhatmntKFNRIwchVALTYtxS1a0ofbRBkKcdGMz7hnrpos+6NvTdaHzzgRlQ0kQYMmNWgQrZJ1rBmFJPyZnCSvnph3DlHOW0pMFcrQAY05rRCk6VopRnrbhoUO4/pK/wmM334quuXPw1mu/iJMuel38pZUZzJ8BXkrEc/uWa6YrpElVNU0q0hQ+Tm3nJM8MPe+pEDMPIYdaSJjIYKSFzKNOnsiZIx2NqlSTRavctqIS9ORzyhakdG/5PSoB94izEmizrK8P+MIXgHPPBc4/35ATcoVXI3J55EUiKhDC1c2JV9Y2D9VmpmbiNDbdW9At5W2z1Td5Fs3IQVL3IddNgJM8W5PyVF6f0EB4iXrHGRmqdwQRKodMJn8qxhWKSdkWxtSBptomvB4k22UqSGkLE1d4lqZcJp98repNGVZthZQQdBwkPVq1cK3jYHR4GIf27cPkmdPh1+tojIyio7tbpDOER0feJ+VgfT8JP9uM9JoBrebaUO9rYsPbuAL6tlSWpXu71EABMIeYpchFKIiLtAClZ6lmBl2vFv+GyFJSBKSihpbdSnwc7uUqKQaxDQfgsjzoiLISaMdithwsha6sQhGUTwMSMM6ZwMi7JZAgs5KYxL6bDVnZWsxlqTAhzM5F6iZzk45GKDF4fiZ1KEleytCQlq3luBX1TmmcQkkILmtt5yY9V/VUABmxU8Fy5+mdx6BLIXRdTYtye1GUAH5FgGkhkpewWocIo9YRHBxE39Nbcd2bL0UQhPjTf/5HLD1rleV6OEk0hrSlOTu8CGGLAzWZfCe0kiJanOkerz+q1f0yT1amH3zVywQS75NAvqEBq2y24ZprdSvV+Nrr7zblennKwRXbhvyzihp50fsaux4QCiZ+ljRqaS8qK4F2vGarEQXMq/es/USUPzJ4f1ZzGBCL/Cpg0HdljeL5MU3MTppkTZKPNjMCtZh4HMT7z+pWZDLefpDGqzcbqLYi8VSYxyAnPBEGplIenrvOlFFkKQAizSheKvdEDSQtmmwdBwCRgoosRhjIUyhbyfeSp5nP8m7U61h/65144Me/wPLzzsHJb7wQbrUlyZ+OMNY0ifSblKEUwRWRg64R8PpsPxaincfAj8zmxZq2JzJTEQ4DB+eUZKMlxExMZL1WV5Z0jWqfi5Axf96UPC2SZ0cHcv5eccJeWR70orYSaMdithyTXicKqJ5uM2YT1IcLVEkfNxgDgOn5VrbK18eYqrV0BZOS54JZD1hOOlEk/gwlD5JdPWo4R8OYJfAJMlQYpslQJk9Xz8/KyU7sl+vj8jC11GjO8tyq8TWj89LzwJUWIXjPxqJ7g7Q4aiYqUGmF0oWGzkXkTXc89jh2rH0Ay17xUvQ9tRXdR81F++RJ5v1VWhK9YH5tqOzH2HlJHM+Us+XnKt8R9j5Q5yIbU59Y4ZwwRZ4shVqN5EGxHRGbTMx9LkEZBeYQs1uFUltLv6Ocrh4O9jxV+MPETJfPEvNq+bPFS9dcLyG8lfaisRJo82z3bqC7G6B6uhRrsmoOY+aFl3XLIjGRlxqyFXeeyD9EzjhLWIIbiUw4gn2sk7mycsGm0iCyFLFJeAn6hEWlTyZwp7Zxtkbl3GToUHiiKcKOMK+SlKQo184HRrS8MN03B2ICzxOtcBIvHk5SjqV4/AKoFM9YV4KylO7IwwivTsgLhoGP33z9evzfT3wOs5YuwaXf/gaOWnZM/Huqry2yGCPmMyl0IUqeN4rgRAbGsw1EgWRhRb18lRyyyYu1vA+p8itYttNzt5rQhSwPqsW32jeEmKVHq9XquvQ88mfYsGCSTGu6VjleLVfS4ova0l7wVgJtlt1zD3DmmcCrXgn89P/GnymNAwQIFS7x0fM+IryZIndkkJhSmsuG0K6JgMSZmIBG5mETOhD/20zoOi8XbAyvi1xktWb/jU14gYMp5UJtrfKUoXLQ1hR9gPR1BSBzb1zByta/l7R2syIMjpfkaEMRltRDrTQeArmU4pMalQiDAIEfYO/WZ9A1ayYqtRq8FgqVR3FkhLYnYpdSpgN1kteNntWIxou0ypRUC9NBNAd8i3q9vL6cC53Qthyk8xjNRB5TGmJkhJEJXInwpHivjHEuPViRftHDxpwYppfIpQQ8yMsdI0mytMPKSqDNsr4+4JSTgQ9/EHjPZQV/JLwZqkt12IsHxOShSPfMCuZBdctkvzpq0b/N9BA1gRh5H3ru1nESj9n66JB3rAE26TgjUrukmPLHfkPVo+X7tunL2gCdxl0kxC49IcHEBdSSH94LVvHyWL2orNUtUDebOr6XdKwB1DpatyJazMXnOrRjGypVD7d89V+x6fcP4O1f/SJmLJxXIBTvAtBAm0Qn9HSFDgD8c0+Q20zlaDwUrLdulD2chTfOF4hFvd4wTBY8WSIygPBmOQmLEZ/gpsPI9O4QiOohZkeEjDmYk4ccAZIcRccBfcaOrXvffBGl9Btmi6qyPOgFayXQFjWjOg1NGAIkyOvgedNmyD/xTjUxDIvHnCf4kBfS1c0YGs7xOvlYbISwZsxxoNTx6udg65FLC47IsFjgpSY28tJYzBS61xu/69uYGp/LkGOA3HC0mLy3PPEk/v3P/wrbH34MK994Id71r9egpV30vXWrat0onTugelSp/TKrdcRj5iBPQEzem6ndIC3GTN4rMHbwLez1EmlK8/5dl9WQI5vRLNXDdMEMAcoBD1FTuQ9FVlitrkOeLt/WhcJANoEq/38dgLn3XWsty4NeQFYC7VhN1+NNkSks+SDykrhsIjFhm6mflEarby+ZSFI6r0zQgpve+YTXFeqsZRto5wE+Zw6H4nvKY5FXkpvv1MhQkSCCKWQoJyFc6WNU9HiZpRS6GiKPKjy8CFA8P5l3zTHXjUO2PAcLmNWc+ALA91WWMY1RLNxGh4YAALX2NtQPjcD1XFRb25IJmV9/ajivC1BQBIGrIxUyA+GJLAtAKaLgCUKRnmopBL5MxKUprzdgJUXs2jheHLGgUH9KiYrlvhGZBTPcClLkKAoxkzRqyqvlXmwF4Ex0mYu3eLkAUs8vlQdRCL+0w9ZKoB2vUX2gqa+oSaWo6D6DhhkcaN+OePnG4jGnlHsyhCMCX+R7GWOyUkO61pCYyzyPyepNec0goJVaCICvtkKqXnEBfppoMmUSyWhypkkP5jCuTYvWRJzi+Ui5nZ9uKqBPliaT+URR+qFrHZOIBhwpXrF/dx++/qZLsXXtOiw8bRXedeM/Y/qcGQWuBZC631QixHvoAglDeuQQEOZ4+pynYIuYKIAYpu9d1j7GAr5FvF7AEEZGAtBSf1pjK/PvdYCnvL/egSnLqwXU8DxfmNE+lYWBo4bGYfi7LA86rK0E2rGYVaGmEq/a9byR3pA8c99E1NDFLpjlsZcj9l/APOdco/wyZx8TsUMQXnSBjEpLvgSjsR8sVG/X9Btb/lmpNRXnp5eFWE+RSChsYnMrSbifMz5dl/XFJY/ZU3vlchY15Y+rLYXqXK3jE6Hvx267Azdf9Y84+51vw9JXvBRBBHTOmJ2ACy8VovxtU2F8AUROpE78nigfC+rxvy3t8bjy9JWV0LFnua+CuGbzfl0GpLKcCyr46vdZB195nByvl0LBKYBmYWzAzGjmLGM9TE9MYkXilHgCgTpnwEmDfiGQtZiuKV7aYWEl0BYxW4cRrlRjZQhroGlqkp7Vh1PXSi5SMmTajod/AY1hC8hyHgBjyy+LSdGrJABNQKiQmngYLIMEZgXaHDKUqcE7eaMyTB8hk8yllzrBSZfGmGpkU3rKWk2kSUc4Ja4BhEGA0eFDqLbUMDI0hNbJk1CpWhZpFFomoKcOMnR8muwrrWmGc5YRoz4IAIQqO3t0KD4mtb+LiHUcGMATKgDLsjHNg5Ws5Sa8XwJT+p3yG4pqsO3zvF6qr03V8rJQsuz8xD1SKsGL1Pww7RvQrouTLJY4eANquFjJ34rPTN6sCYDL8qDDykqgzbMrPw+cdmr8HwBl1S0nYjZx5OoK28hLlMdljNMsM4Kpo05yJsF+0370Up8UK5IJAZDmrOIxN5Hrkyt7xPvnCwFX6Bcr2ssMiFPiEyK/qYgqsN9QazlSaKq0JJNpqrYXzAt02BjzIgGG0g1uJPwAmAlYLOS37ue/wg//5mNY8rIz8abPfQK1tjZU2oU3aW1ubzGvRdSIhmrel8LgeujbE+x0I9PbcL4yJGrJ3RIzPWClV6kabAI5L/EEFQD22e/1EDLl7AVxkH4b+vG5hTr4slyxV02evyyvl95DWmDrJUUk86iIjTjJu6zkapEsOPRrYeQD6MxjqOdSeAHslOVBh4GVQJtnP/5h3LVn+rQx7oCFYzPzdxnenc3ywqtFFanIo6izeks5poJ6yb6vMn/l71ti8Ixotc885dxSG/IsmXdJK//AQIZqaTczMZWuPLS5G2+vL2r8evo6cG8OoVAmygjtZxmPLIg64cbIKH7xxWvx6y9fh+Ne+TJccv3XMXX2LHOo1sYsbm4QyfmRdCAi1hmIXS96jsIAqWYFpnPL8lzJFAAN08+BBDIBpHpUR3q/geG3LOxLC8xA3K8UU1oDX9Kxtnm9XPXJVFLEiVCKV0sh4jD9eQTtnaHrlUXCy/FmbVbmcZ83K4G2GdOZxjJ8zJoJIErCX9IL0S+xhUVoMg42nBSky/gREamZ8LKtITaFyLh3Y2Iu28Qz3GoMgkrvXC3ca1KAkprAGiDCQWaoN3XNWMSB8rcmookuDZnSa3bU8VMIOvDNreg4w5jSARkecegH2LdjJw7u24/pRy9Era0NDoGL5yWh0eTEgNZ2yPZsuuAELRz0ELXSJKDA4oC82yiKrweQsJj9hvCQxWdupUBvXPLyvOQ/EwjTsyvDsyYApjCyDsACfE3ha+45U6eiKLSDL+8+RWkDq9dL0QZDSRGJgKS8YfYO6KCfWgjonq1pLmlyCi/Lg55zK4F2rFZIkB9QhM2zVpJU+hKQjmszpRcms72A+udONjvalu/lE3amHKSvCv7rq3GbF5/ykNnvXC8+Ho2DJuaiQJJnFO41havJqK6UFi/GEiJGjmK1u6PDB/HT/+9q/OGHP8Hpf/Y2XPCJv0VbR1s6z5hrYv+Ok9Yj9qrpMi0+bqmV7CQTbpFWg3rdr+PFAA+ouVuqbw599d6kphsCT9cOwgoAG3K4fB/ck015v1q+k8CfwBeIr4sNfGUeN8z2evVcrdyHzkJmY+dpFPoc0LZD8cVmESvLg54zK4F2vGabiAFksmrz9mkTczeRqeg3KbEM/m8zAMTD3ewFt9bJ5qjV6CVCZHl6zUYJxiwylK81tBdWaWGTb5CAcxFgsZpYoHiVODQehunaVMdV+o7e8+3v4ccf+3+x+IxVeNuXPovJM6bF3XToGpiYyh6rCS2qVSzNFfdOywe2dCRARG0AbZ2BKLfHu9VYL4nI3VKuvNZuT11wEFRkK5UdqiDseVD4EHkkKhMAA0mUg3KrNslImaZoWICTLQp0KVW61o4nAjJapEYRsCji2SIjfDwBltcburRxWQm0zRrXXNVDyFIYX4Rk+USeR0wqwhTO+j7lETY00YoC+5KTiwh/GyevImYJjZM3ROUPMmwscsGeUOapj2iEp5YkXNrQ5SJboJKb3ETSUQ9PE2tVsscZUQRQyUo6QcUUrShoBw8M4NbrbsDjt9+No1adhAs++fdonzQJiCi8zK8RCz+byFO19jgKwEO4ZNT4gIulZJrDQEtcU/KEXTe5dsawtBOHHyMUi8AQadBxYsAkcQdrDW4OCHMSog7C9I6GzJNNiWiwUDZ/J4yREQbYEjgN2yleLeJnTPd6JZBGaeCVtfH6sWEAWST7nUjQLWUenxUrgTbPHn4YWLwY8BwDMFk693CzsYOtKlIWj1XfZyq/6iRhrSJAnDU+/uLmNacmQE4Robg5bJdNsCUVEhT7O4LwSHj+UniPNg9qZFj1yLIa2uut7Cqt6Vphk/dZbUkm0TDA1rUPYdvDj2Du8Usxe9kSOK4LhybTrPOm/J5JNYvC2iYSHHnYjRFI1jblzikXHYVpNbCiIUli+bqeWNiEbGEQievGQsejh5JaXJd5u6bngIMQz+Vm5XGbBWGgGADzRafjqGFrE2lL8WoN4AuHefuG2mFF6ETziFOEwSb4HeMyJ+k5XNq4rQTaLPvZz4A3vAFYeSJw1+/Eh9qkD0AhOHBg4B4DGW8bJ03kKsmTacaMDdcRg3itIMMwS/u3CHs5FRrmQJ3lddctvU65jRWkyavgHoWbLG64V1xri7eri+soFxeeGoqu1ATIixAuhVsRsu0cPHTL7bjh0ssxMjiI1Re/BRdf9xW0trdbcr2Uu0NSs1rYKHzppCf4WkdC0KPjOiKcyxulU55WNnIPVYa2klfMMaXPqtgnnKThAgEwGUVM9ByuiY2eAmJOWKL9sRpYW+OLFAhXEKsygQFwTi0wNdbgYM/viRR7ceJ9p8p5mHfPhVL4sQDDe2ECWQPnYqJBmOqlSy93zFYCbZZt3gysXgW89zLg/7lC+9LRnvuJJCm4yYTCQZsAncoVpM4yDwuHWthaC2uT6RKJgOrl5bGXZVhWHMcEqHoHHpIfRBSPMYuRHNTV5tucgEWsSceNzzeMklrLiSCR6dfcFEInIJOXM8RtX/sXDDzzDM5659vQ0tGB9t5eVNonJedlairAc2MmQQteXuMbWgYWPSdAPa5XE54eksiIkr8VY40itbxJLhbc2Mun56QZDgD3Wjlw6sZrcfOAmL8fkljFgHgsIEyAyZso2GqBZbmOJeXCwRWw7IsA1uDFyhr558O7FVaWB43ZSqBtxmR3EIP0ok4kSAn2I3n5lZUskr+b1i02Wd4CQFvx6rnbTGJSAWF+kxllAUU4U9ca5mYCJp6D1c2vs7ApP5RWzmAbj5LzIsu+H1EEDO/dh+2PrMdgXz96FszHvJUnwHP1/bG/SS0qR8DC2BDARGQC4v21dorr4Kt1tk5FnFKUDn9aTURjwgjSy65U4zB6GCTNFyQIhwkwk2oWH7+iYJVzXAeQoORyIHbV5ywFxFnvkQWI4x0l+8gCYVoAE1ObSFV5AAywsWneL2COvshNxuPdPkumkfxKy7cSaMdqlCf1G/bJo2hpj3H/PjBqqdV0qV+qyHfxXJPyt5hw+GT5rJjDcmHMG0SUeN8AZF7bcfI9aVO/Wt1DJpnK0Gft8PTaWC08zT1jfZFgC6HrjMwwROg3sPPhh9A1awb2bd2OkaFhHHXqKahUKsl1H+vCKYt4RTl8WlBwQXt98aKHjauMBawwi6uari/P3zoFvVUBinwBWW2Nx0epDbregbgnjgO0iMUBwiTfT14hPd+2MjWewjF5xxyIuadZFIjhxqndZkCY51VttcB6asPoqfLcucmLtV2X59KcpHyttEwrgXY8ZtRAZkb5t7zm69x0T1jm8MRkqhOqbCBOXXCM4WWkxy3l7KpicglF6JaXq7AVelPe0VjMSSbNlGhHJGT2DPWhtkYLOsHJcdNasNZSLUcqZIUAfvHZK3Hzl76K0Pfxsssvw5s+9wl4tJCh+00LAlr9A0kOWN+3rGNtNkfL9mEC5Ip4biLE4BaFwisWQhOy85RgPnNlKFv+lq4jlcDogiBjGTMx8mXKJIsEGCYpAp7fNE5jBu+Yi5kAkIDIa3SLADEtLAKxGLIx9LkyFI9kmQA4guoBG8dAH+dEqp5rK8uDMq0E2mbNyCIWuUeeZwx8Q59LV2ynEQt0UQfHibexMZptClVeFbIsgvKfRTzq1P6YFc3LmEhZBH7ytyKfyr29Qhq+Y51EDGFyLijAP1fEHmoxGAEyFx0FDdSHD+LWb9yA27/1XZz05jfioi9+NvZg5XZaONrUeIA3U6dtKqycRpb7iLGTR680sRf3WQIVS0c0XX5kuLay32rEFndO3B3I9dTSIgLnwI8/i6L4fGptqtdMRLKQCbwUuq8aWErv1ckIJyMZt1JfboswsLw8L+OR3mPYHBDrpTomwhPAFo4u4EQZY8zzYp9nkOVGAiYl4CpWAm0RM6lAkeyhjcih/15qqGqNL/bmAAAgAElEQVS1c7yMZixhZhvr2KsV74VragDPc4peJSk5Sh1fC+dSHWYUFCBSsfpWHu5NqUm5gsHJSFWSDAUohChlIqdTcNk5UVgdKDI5RVGEg/sPoG/zFjiuixnHLEStvT0p05GEGTaRUpkVB0ICQArh8jpVbtwz0HPU1ApPufbUqN6L+9i6DPiJPew4YsEjyE9BXSWj0fUZQ41wYgIAeR7SE92niLhHk3AYpGUcSVWKnlvO6KVrq4TkM8ahs/4VT5lyz7RvHlYWKRbb/hXmM8vX0u+KADGgetNZCwBFdjVjkUD7OqzMKcuDmJVAm2dbNgHt7fF/ZPJFcdg/9DdbfSohT8QvC7FjUyYmqiJKUiblKNHDFFGkhYRF6FkHSl2nOEuPWO+tKz1nlnu1teTK6lqUF26yNQMwHStF2OITEC0WSIGJLU7I63aglCgFcPHb667Hfd/9L7ROmYSz/+ISrH77m+BSKY0xbD5Rk54pN8oWPxQVoecrDNXzodAwXRcFcHmeljW550IFoR/XwEYhFMUoTm6SWtJRgYhEkVN2VTAhvWUOjiajvCkB5UQ1rqAQswR5BsrNeMfc8shacjzyBxmLiqww8mFmzSz6X6RWAm2e7d4OtOp1pDxfSBZp/+I5egkcNgxH+7fIROMycGUvO4XruBm7yQjQyxTEYB6UHB8Dbr1OVxHtd+JFglOxeMlVlXBlIjjZ+tqSQD8zf2QE93//PzCpuwuLz1iNgT196D3m2Fgqke/Tqn8sFkqcVMWVlvTz5zlak0DFeCdUucjTfi/LVwTpiitxybaEQQLE/LrWR0Re10nIV76ftOOjBRSBPMhTraqRCgpPN9NmUb8u/F3UwdIVYVmjVCnzliVwZpGv9GOy40RRQgST+dqc/Snzh3aPc71XsoxxHo7gewSrTpVA24wReUSpGxSrbY/laPUaUzjFWuAR2UN2C7EQYygnJ2vrhMm/I/aeFQDbCTfLiy7zV8jxCoRxNqycSBHzhfx6cTKUUfAfkM0JvArqIyP40Yc/jru+9R1Uai04/+Mfxqs/9jdwee6aQq/Uh5UzLk16zibQ5yU5QEa/WrqGTlrbWV880LNHzwM1puDnSfubEAKb4f5Kxi0LHRM7XjKZnSRFQKQqSjVQkwMqYeLMZAq1c9Yv9yzlc0TPfd75McBUPFCDVxuG4pnTyockCSvreGzBalIEy/W62TPgOOx4Occ8HEFWMfMi98VsJdCOx2Tu1gKKY13BpYBaMxkOzmgSnxcazmv5p5fFuCQ3KSZzmmCkQo4mqC7HSrksMm1yep4XAVEUYXRoGJvu/QP2bH4KC09dhXknnwiXh/xNnqbLusQQI9wfTR/DEYzaKEy+z2ovx9WTdM/ZUGakes46sLMQsL4Q0b9TmMiaN+5VhdfLOAbUL3aiOiYZjV9HN1Fl4l4sea2A+T0jchSXa9TDv/JfIP9ZzADpCCyCwJ5rHi7Oyy/LP9nffAGdN7bDHmQ1M8mbvgitBNrxmAkQU/qkBGBVNjFb9qWoIWl5RdpGNjRgxBViPTuinysHyKKCEkpfWTJHsEozRCWU60AepiE0qi8K9E47BCKAWZHKcROiEwcNmkiJSax30AHisHPFSyasKILfaODhX96Mpx/8IxatPhnHvuR01NrbEpLT800yUXgAutfjJMxbXjLCG0gQEckBpL4xl0akHHfgM+lJTwCup91TFiK2STryfK+8l2FaXYp3ZPJESU+g3Wu9jdy47oHD/uGhWp4m0cLPVD8L4dG6gJRSVELDzYI0HVsfC/taqYFvYp+Ftz1MzamIZ+/FGVYugbZZM4WFdUCU2xqUpCTw1uK/TXnHoq31rEQjR9Z9FmZEK2PgmrVgHrRGqPLFpEkTuH5Mah5va7zuCCC3qUP5fiw7qJChRLhXDxGnmMxCjlLrXjQyMorv//VH8If//BFaJ0/G6z5zBV7+gb+KtzGpeQFmrVdTUwFFTrGeNE2XurYGLWggCftSPac0V5uUI5i9x2fLkzHtl6cs2HcmD5ca2PMSLloQyrZ7TtKUoD4S/0vhdD28bNNMBtiCSzDQdZay9GChjb1IONZ2baDeH5531T1cOo4j/lWAtBmg1o4v9/EC9GZtxuVNDx6I/22fMqZd/e///i8uvfRS7Nq1CwDQ3d2N73znO7jgggsAAFdffTU+8YlPIAxDvP/978e1114LAHj66aexdOlSbNy4EbNnzx7f+aAE2mxbuxZ497vjxgIf+7ti4JplVFubCgkXzOFyM4WGXcE65mFcm0SkHpZk+Ur1OIaWfzw3nMU4Vo41ouZU6Zim1oHGHKSlZMirqrrPRlBswD80hNGBQRw6cACP3vI7dM6ajZPf8ibDNWUCDty43i/lWSnkCkupjl5TmMrRGvKv8nqxe2OKSvBFjmnBopT+uIlkHvEAGoxsRtEWRDEoBuyZIvlGvUZXlrZMRM53HJaKQIi/He0z7sHKf7XPOA8A7J65LsYO4M1eG+6dMjCPnOQ+pDD1SJjCPaC9M38zzW644Qb87ne/w6c+9SnMmjUL559/Pu677z6MjsbveGtrK37wgx+g0Wjg7W9/O0ZGRlCr1bB8+XKcd955uOaaayZk9CXQZtm8ecAzz8R/b3sK6OoSX2jhnkwz5GyK/s5xkVq4prwaR2UMy21ZfijruLx5gWnc9Cd5vqZxUoE/AYHMbUZaWFCIakSIJ3llwSEWL/wzSTDT8tAEiApwm8PcB/fvx3f+8gNY+9//g46ebrzrW1/D8le+RAVrqtukkCb3TG2yjNU29Vg2JjKBZOgnHjAtBpSFjiGfrzO2dc1mIGEGS4JWTV1oKKFhR4Tcq4YxO6p8IwdqXuKj5HbZQsKvJx4pTwOQVyo7HfHPxDnza1MhZjOVHXkAPHGvIwbwXNGMpQVkXpT9nfpc+2zCzDH8aVkAUBTIGvVlH6Sm6CN1yq6qZZZjsE2bNmHx4sV44okncMwxx6BaraLRiOcRz/Owbt063HffffjoRz+Kvr6+iRg0gBJos+3884Ff/zoOY/TvTJf4GAGKmUmphwsEKNsWYTFyc7KPDbafQvs07euF+2hEUYQoDBH4MZB5lQpcz8v51XNlqdWTeRtT7i61mfDM8kQSUt+zhRxPEwBQSmIUIXz6DeWFmWcue+iy0LEEQS2ET71ZeTRF/60nCGRyG1ocNAzfOxnRIEf5R/84+Z+Mdynk10aQxxSyE/ditc+U+2Z6v5+LBcALzwiW9P7NO3d5+OTnO3HuucDb3tb8fq+44gpcddVVCIL4eezs7MS3vvUtAMDFF1+MwcFBzJgxAz/60Y9w/vnnj+8kmB05/Oqx2E03AbfeCpx0EjC5O/HqZLstJpkoW8CJVX/ASU1jaC/lkyCFQXc3S6mJjLfBM7GOU/njKAkzu9V4/DLfWRFlGRlA5fuG5u+W0Kj8Deu2Q+HNCGrnGTpfqk01MWjZOR/c14+dDz2M6UcvwPC+/YDrYcaS49IhcUUu0U2uiRy60PGVGsZVFh6P1NpdMu5JhqHwzg05VS6CT/uj38heqFEcLtQXc/rijfKAEhgJNFnuz/Z9FMTHAKCqWYUJuPCyHfkbQIK4rB0NAGgktCiMNbMhtqdojJ5nNv020CIIetpB+T4aRwvB0g5X4yBLwHvCqe3Y0wdcfz0wdy5w1lnF93f//ffjqquuwuWXXy4/u/766/Ge97wHvu/jyiuvxCWXXIKVK1dicHAQvb29CIIAn/nMZ/ChD31ofOdSerTjMBsLGEACsM1KKtbNrGEASbcgLVfmCSF710NKvrAISJqUpoB4IvVa8gUprPlUg0KVV40/o3BoVgmUqYORJZd8YOcu3Piuv8aj//sbTJk9C2+59os45fWvNrOXZeN2S7hWb0CgK9voikqOo+bvpaqTozJ8U3l1N2n0oI9B2c5AANND2roEI5BeyCjlPdp908Pl/DvSM6Z9UoiYXz+9JZ7ev9aUzybWsuMmuWsKMXN2cq093pbkKKtCfpPLOBKz2nHijkDjYa+GhsURLVzCkL3mkfrKpzzcvO8M22X+1vDZi8w4HJmAtq1nCkZH48+//33g4ouL7fexxx7DypUr8dKXvhQ333yzcZu1a9fijDPOwLZt2zB//nx8+ctfxvLly3HOOeegXq/DHcczVQLteCzVto1ykGG6tpa6nZiYwKmmAqJRex7BSHrXpmYABWXPTBM21X1yYQ4CSupElFJvyvBcU9rFgAz32UCci0y4nuiD2kjpTQ/sHcANl/411t9yG6bOm4O3/OMXcdJFr0ufo54/NYEXBxESy9DbxiE5tsxbktVHVc8q6z7qAhe2BUces5vGTYskilwQMKYWUbQP6hgUqmQyRzzDrpM8Y/pCxXWSqA6QeL3EnNZDzTqvwNhj1ZqsfJGYITRtjFZTlMDCItZ/Y7xch/c1zIKc0PcRjIygUW+go6dbbh9FEQ5sfhq3bVyJyy8HTjsN+MlPih1v8+bNWL58OU444QTce++91u3mz5+PSy+9FJ/97GfhOA4GBwfR2dkpc7fLly9v6jy5lUDbrKXa2LmJ7J6tYD6ox6FVPazK9WxNWsOFxsLLX/QyEkC2SzN2DGK/zQpvmzoRkeUVnJsYtHBgbPnnkrdLAGvxOMMQA7t3Yecjj2DG0QtBEnhT5syFFHyncfJetUp+0Far6aTDzFFkXswo+UoNSGzkNyUMDPM2LxizgIFxU8M1SQGuFo4GIFWt+PsWOZChZp0cRexpIocpuVuW95a3oci7FooMAIXjuXdqyMumcrG6RzqR99y0QGnivjyLRtASCWa24zgI6nWM9u/Fwe07MdLfj8bQQSAK0dI1Be1zZqPzqKNQ7YgjH5G4pwObNqNtzlzUeqY1PYZnnnkGxx13HBYtWoR169ZZt7vyyitx7bXXYseOHQCAlpYWfOpTn8KKFStw0UUXSTbyWK0E2jy7/35g+XLAAxPRHwMokulejzSRjyPAdh3tPWV5vFDzYqWnQd4DoIigZ5mi3MQeBX1SaEr959l90cMwRNiIz9+tVOB6z0KRO9VBpiYw/TP+tQBe7nYoOVO+nas9O076nlHJlkLicpJIBoWqyfuWKlWhlmPXuyPpNcfagkaPJtRMIhbQ6oYtoWOT6AXfltoE8lAx1dHysHO1VUQXTGQocV1SjRj4ZSNSmLwx5u2aMp1oxVDc4d+LZ4lqaFNmAGv5Ch3e0zORDqMwhOO6iIIAo/v2YWjLMxhYvwEjfX2IIqDS1oqWnm50LpiPyUcvRG3qVDUUa4jA7b3/XoSBj96TVsVpkTHYZZddhm9+85upz++++26cccYZAICBgQHMmDEDt9xyC84SSd+rr74aV1xxBaIowvve9z589atfHdPxyUqgzbIf/AB4xzuA444D1thDDoeX2diTebfZUUHCxEYl0hf9DbaNVZdZBwr22zCCIusnSUlaDtqtYNeWbfjOu9+PjXfeg+mLF+Hib3wFS1/58vTxpOA9Oy+9RpnXs/Lcoa3LEM9R0u+NusTIjgzoQEXREF2wgxPZKIxoChmnaqENEQAlT+uo9bZ6xyM9z6vX4tJEaAo3u65Y4OmhYxsj+rkwbWHENcJTdbSGzwEk3myIpG5WnF9KVlH3ZAuOj4Oy8h33hJ+vayiGEASxZ+o4aAwO4eC2bTiwfgP2P74BI/39QBShOnkSOubMxuSFCzHpmEVonzMbnkl7nDeueJEqQelWAm2WPfYYcPppwLsuBb7wD9qX4iFR+tFqngyfjIBEN5Y/XLacpt+Iw806a7UZ/WSFWKXlUbMaJEjCENKTs8lSHXo0j1Yn/egAYRKZECBwcG8/Du3fj7bOTmxf/wS65s5F7zGL04xrk3YvIHLDhjAxlw9Urhlras6NJgeErF6UNXZPyVgaAF4/jpLftyiCmcCZiG800QdBvB9dQYurElmbCTwXYUYGYNy7T6URnGQxQVKasskAJ0e1QRKoEMXPj1MB6sPx95UWVhUg8sS8FInyxikgK3gu8h8G0EAC1BHUBUYExO8xfRYWPKaj/Um/b2a8xS0SJLBgdBQjff0YemoLDjyxEQcefwJDT29F2GigNmUKupYfhynHLEbnwqMwefEiVDNrW510bfcRaCXQNmPEMqYG7npejvJJxGoFxljaY5iEZZ2h1puV1JU8S1jQJHJgPCbr0cqNWtGZctAmxrGuzRw0VPYxN6+WAKJm2x5+FDe+63I8veZBzFq6BO/89+uw4IRlqqAFhdp9EnRw1V6sfJx6X1t5brX4/JQerLw3q+b18bFT/1/dqwmoTEcj+0hviXtAE52vs4AphZX1UDaFp10iM0WqyAgtDitCg5iLY3D9Y+q2A6ihY660RWFihOlmB3wBQ3lyW258Iky+r0hC/nqjAl3n2NQxqJC3zkLJqdQCREhZe4ay9qVYc88P5UsbQ8M4tHMXBjc/jX2PPob9j6zHgQ2b4A8NoW3GDHQtPRbdK5ZjynHHYNLChWiZ1gvXtUXL+PC8pPTwCAZW3UqgHa9J2T7eb1WY48VhUylxl7OfVFgxp5m6ZH4abqFbFXm5Aqxjk9wfwhggFfY0yyPzydjkkSrH0Mt0GCBonYi2rl2HG9/9Pmx9cB3mHL8Mf/pvX8Wi01ar+/OJnKVLOrJcNRfa5wIKjpPh3U2UaeH3lIlxcCUtArlQu95cotLWJs/0rBQpEWqMJuFpPYydtYjSNajpupOIRYpNPIHXWravY+Qotxo/C7RIqrQki8ZKLT481d06FSS16Zp3mzsVGgCTaqIJMEMGvIW69vB8rhbqzgRxDnrpbcIgQGNgEMPbduDAho3Yt+4R7HvoIexfvwH+8DDaZ87EpMWLMPX4ZTGgLl2Cjrmz4VUzKh1MY6hUtXaWpZmsBNqxmg6wjpgUPbFi930GUgxUqMyHt6uT5RtozgOW3hYnV/GJTUwC/HhkulYuLwkxHstUogNI4XjZc5NNKkGggqEMZ1IoE3KsURShfvAQBnbthuN6mDJrOqotE9k+i0+O4rBWeUoBgqEI8wGQDe4B1dNNNaLXmthz0yMVWeU/JjAzhZaLPD9+Q3iLepmOKxYjYfq+0nUYC0jyxhG0H1doJvOWg1KeMlDrkmtt6mdUm80XV15V83g1kGpqvF6ykHFcJFyBUFwCcY24V1sIPA3kOBhyvKmfG7xeQ442CkOM7j+AoS3PYP9jj2Pvg39E3wMPYuDxjYiCALWuKeg4aj6mLjsOU1csR/eJx2PyMUej1tm8ZjAAyPLFsZBAj3ArgbZZswlK5LWhs4WcyfReo1mme6HkrbhIyhAoR6WHS1Pmsnc6Uv6ZOE+Er9rZv46D/Tt3Yc0Pf4Id65/AceecjRUXvAot7SycTIIcFJKna1drNwNUigwl9kE5YkANc3KiE90nDlxA/r1pFnRt21dbNB3jkEUvWDpCZ4pnLhoKmCLjCHYcAZCkTqU0HHDVRgW2vrgKg5lANFTVv0glKwiQ4iQ0fzJQBEMqLeK5CZIFRsDKvXSyXxHPkyIj0pN1ksiSJAfmgChPI8j7h9RvIgD1/Qcw8ORT2LfuEey5fw367v8DDu3chcgP4NaqaJ0xA1OOORpTVxyPnpUr0H3CcrTOmD4ugQVFYEbhoZQ2FiuBNsvCEPj614FXnw/Mm6MBG/NEdC3UCIZVb6S2CzuszEk8HCCZcHSN2koL4IkVPxmt/MPQkON1EpEOLbS04c678b33fAg71z+BBatPxp9/6zrMXr402cDUNQiwk8EUEXyxDWDPEZtC63qeVu8MROej99ZVxuEbgNFJvPlU7eUEAQvPM8qQOeWyDaCvhI0dTZ5TYz3roWneqABOvF/Hg2zzlzqnJjxjRQoSAoRJL5k1P3DdpNctLQZ8TsZD8WNy82pxhMZ1E8wnollhEHU1IKV7HsII5I6D+tBBHNiwEf1r1mL3Xfdi77qHMNq/F+HoKOC6qE7qROf8+ehafhx6TlqJnpNWYMqSY5oM9WZYM2mu0pq2Emiz7CMfAb7yFWDyZGDHlgncMWMq8pUyfyGzrNYKKbIO2FebWepN1jyvNknleew6WUiycyPhsbEJ33Gw+6ln8N3LP4Infnc3Fp2+Gu+84RuYseQY83713LGu80uTsJRUNKg1yesgJmV90tf3AYh8My02uJcyXlAkY+QkhwElhSf5YszmTaeUpQzSlKnuPxqg0jacKMZJQmM9b12cQtYDC0IVRRz4gojX21ZbxD2hXsZIPPim67mRjMOtxn+HPgARKdE1la27YiBKIWae75ehZQMIOzG5ym80cGD9Buy+737svv0uDG56Eod274Y/NAxEEby2NrT09mDy4qPRvfIETFt1MnpOWoGWLr0Xa9ZCosiiJiOlVNqzYiXQZtl//zfwJ38CvPRs4Bc/075kxCDXS4cI9dKaoo3Y5e8FONheGpoQiYTE95siueT0i6XjmVjHtpcyK1yoWxjiqfv/gE2334neBfOx9OVnw6vV4tW4y1iKtF990tVzx7b+ttKrcxlA5oXObcYITXoZB5AGIMcV98LwLNCYmw0vK4QnA0ha9+tpOdFxLBR4mRDfB8liVio5xCm9FrcGwNGkLZsZj4EM5bUAEJrj9Mzo/IDCRvkXR7Tsc+JnKCBP3ZSbTRZLoeNgcONm7LjjTvTfvwYDT2zEoe07UD9wAJHvw6lW49zpnDmYsuw4TFt9CnpPPQWTFh4FN/WuU4QCSIfUm/Das+aK0p4TK4G2WeOeIPfWAKRX0JZm6pn75h6IhU1KockUe5atZovW26b6lXJBA9/APNYsJ3/58E034z/e/xH0bX4ay859Bd7xL/+I3jkzM8KM7Fzk6YzzESWyCw+xBgHL1YmQmaIbLRYYWeQmwAx0tmYBWb/hoEupCAK2wE+H0Ju7ACycqed0nXTzC91b5sCZKncS4Om4yfUrCugm9a1KC2QelZcRuRW1d65XUVMbhcxDDFgi8gKHgbEkONjHKhW9PAzv6sOu2+9A3/1rMLB+PYa3bMVo/14EIyNxqLezE60zpmPS0Ysw9YQVmHHmaeg5aQUqtZp5MSs1obU8ufyeRbz456ltAavsamnPm5VAO14LQ63lmmYmpnFqH4Hw0LQSm0KiFI00eYcf260kbeasikGM2KKfW/xHXBvaOJQ/HjF5jgwNY7h/LxzXQWdPN6ptranekoVMKEPFXgxTkTJpLNs8XSBhTDpucr1sixHy1nkDgzzwpN9Rblnp1eolhCJisHLiTLELYVl4EFCKFo0KWGqEo4pW3pNSlvKSzjiAWGSZaqBzwpMp0GARHUTmWlzeEYmuWSEvnJOfIJ5zVn7mVuLrEhYMEctzc9DwQ3iRj8Gnn8HD13wd+x56BCO7dqExPASEEbzWVrT09qJj/lxMWbYUPatOwayzzkDb9B6WI2fXicCaANLU8UuPmihDMyxMaH6x1bqXdlhYCbRjNR0c9fKLLM+XSxnynrbN6CfbpPWImBT6DCiybjEHv6KPAk366e0D38f2x57AE7ffDTguVr/jrZg8cwYUEADSoWcSM1Dyx1yeUZgtD8v1c3ldryzDakDxWEwsX5OZvE+AeYg0yUfNed+8440MdyNhi/PIhMmrboa5rAtucNZykfC6aYKnUCQdyyYFqddQ0/tRNJRNjSAiamjhiH07CXEN9D41ER4X4jJR4KM+MIidd/0evScuQxQEWPt/vox5rz4XvaesxB+vvAbzXnM+pp++Gk/99BeIQgfTzjwdU49fClchnRnebyk1GoqxadsQ499ULqQwwfnnIgxsIBiWdvhaCbTNWIqN2SQ4hqGQVtRUhgAo4T1e46ir0EwYIUc7tismNKqJJc8DGpBbbM1//Rg//Nsr0DZ5Es778OVY9dY3oFqtsP0Lr54mTSqvyQo9c/AkyUEF7LzE0wXskQBZ8iM8fDnJG8JwYw1X01g8TwszUk5bZ1GLa2ID+yI5XYo4UL5zTIx2ce9lI3onrWOsM+yVhgQivM5/Vzh0TCDKUgj0PEShymym9pOFzpF53F4L4ESIRkdQHxjApv/6b1TbWnHU6y/E9tvuwMPXfA3LP/hXmPWyl+CJG76LzqPm4ag3vAajBwZQndqDajXjvZbvKj2HQfJsmRbW5Hmn2Mc8dByqn7tuWbv6IrASaPNs926gu0slb5B0nwxvsRckBY5AslqdqEvtqN1a+MQOaIxSltfimqNFanttZCRm933vP/Gjj34Sg7v2YMVrX40/+7d/wuTprJ1VVp7XBoxKdxcDEJv6y9J4aZLN6uSSZzQxysWBdl35OALhLcv8rACFvLpbPTQt88HV5N7IHC0j4mQPnP3NvU+DV1ykB7Jfj7eRkQAW2sx6nk0MYerOAqiRDBpbGKhqY1nnKBtPiP9vaQeiCNHIMKIgwO77H8DG7/8XZr3kDMy74Dw8/ZOf46GvfA3H/Nlbcdx7/wL9ax/C7gfWYdGbXo+OOTPhyEVEE/le2Z5Puy9ygeVAkW6U35P3HanzBH1X1q6+KK0E2iy75x7gzDOBV7wc+J//LvgjEVblRAV+iambDfdegTSQUBlE6uUnD6QST5ymmrcsgpPNUmL6Wh5Oq7O759vfw4///tMY6uvHiW98Lf7s376Kzu5u874Vz9Si25widvB8lYnp2YSRLrENMMkkAGq9ct2Kyoy2/TYMkr69dA4EoLS4Ie+Ns4HzQvsmkQOlzCkjvJzFXKY0AxePKGoOPX9CtEERoNC0opVFEY8cmM7bQCistQNCHzkKQzSGh/HMb27H3jUPYuZZp2HGWadjy89+iXVXXYNJCxfgpM9cgY45s7Htt3cgDALMf815qE3qhEMVAoVKeiicnwO+bjWuLQ9CBqrsGXZdyAiRkanOtMRLe9FaCbRZtns3sGoV8DcfAP7qPenvCXzoBeZhwqJN1XUztS6rtSbgFPoGD4eFnXnZg4ngpJtfT8Tcee9ROR5fkZMM/AaG+vbiyfvWwHE9LD3vlWiZ3EUbs1V8hLQylYUlaSCOmSgAACAASURBVDXNW+fgbCVD6ZM6n/SaJI34PlvsGEhRdEwOnkVD/OQRkeYxz5lyBSzHFXqyBgZpVniZA3suwxtI8rCAcs10RrIvGMlcRtGrxVjSaDJ07FXjBUwgwJ4tDA/u2YuBxx5Fx8xpaJ3Wiy0/+wUe+so/ITg0iqV//W4svuRi9K9dh62/+g0658/Dgotei7bpvXCI0MV71+YZhXXHJSbDUj78WY2056+sXT0irQTaZk0JuZpyfcx4G7Ui+83qhGP7TeAnk5RiTpIzTC0ENDDXPRC9AD8KsWXtOmy+93541SqOPft09C46qrjEG01kUkifefIyD+zFIUCAXV8fKa/HRobiedia5sEbw9cW4JWiEYFy/oUaEUiCCwNPAtSQFitBsm2ep+w3VA9ZhhbFuXHFIltzCTkuBgQhbU9gbggb62Q/yf5G8g5kho4dKASgVG3tCKIwQH1gEDtuvRNb/ueXGN27F/MuOBcLLnod9j32ODbe+H30r30IM192No77y3di8jFHI2j4qHb1QLbJk9fTzQd4um7So81gT9O9zK3DdgFTWZCsXS3DwKWVQDt+0wHSWtsmXjz58rEyDJt6UzPHVWodBfGGC7iP0Qb7+vH0mj9i/45dmLZoAY4+6/S4FlAPfdtqKJVVPDGtw0SNKMvz5iUfxMrlk5ruiXDmsn6tOEM09IsBp0wDMHawQhqqq4sBrROR1UzyksQkJXnLlOxfljfKiFcS2AP1fhjztAaPmO4rXWvb9EBhTzpPn+peoSzcQt/Hoe3PwHOASnsrdvzuLjz2jW9i39p18FpbsPjSP8Wx77oEYb2O3fetwcj+QUw743T0HH8cXMVrrjJpywyjcjZ5ThRuz7h+JqKd1TLAGUBW68fSjlwrgXasptSvakQjMi6pF+ihJM1s7FtilsowYKjKBQJoPiSrG8v7uhWErovfXPM1/PIfrsLo8EGcfsnFePvXrkbN1uBZ0RlmOTW/kZy38ZwN4V8A1t6w8nsbGarguergCaS91maIKUp+loeZvaSNGM+JFvVEgTSIUk5UB3neW1cfW6qfLp13XkkSEbtYfjsQHauo1EbUx47092PX7XciGBrElCVHY8rio7Hz9rvw+PXfxu67f49KRwemn3Eqllz2LkxbfTKCkRE47R2oThJpB06QkoQn02KIj118V2sD4AKNg/b3C4AsqaNFbRYAF/Voeds9txLfE8cBWjpLL7Y0aSXQNmN67WfRpur02zBUW5+Ny1heltdiEuORPCMOSHrfWK3WN4oiREGAHes3YsvadWjr6sLy17wa1VZDqBZQNYRtIV06jjV3igRA4Mb6tmS85nJMhChaQAiwKJojJzaxyVu11S9yEM3qEyyHpoVzZbg1ak6hysR8BpDoDSN/HDpLWj7ntKBzgEoVvh+h7w9rsOfe+zC4aRO6lx2LmWefidZpvXjqxz/Dlp/fhIPbdqB93lz0rj4FC9/8ekxZvAgukfaozryZhRLlXIMgfjYI4Ek32caWp3OmBvRKK0l9c2IBF2A8e5X4nXGcGGQpD+yKpgp80VttSY5f2hFtJdDm2W9/C5y8EmitsdCYEEgn5iQvWtfLerJMskgNHoa1Q4jmJZksVdaTXaIThiFu+txV+PXV16LS0oI3fObjOOsv3gFPZ4bKekCXtUvz4lCZKVRqqrmUOsQ54dDkoFBVlTLIUPy4xjzvGAgpMrxqUkiyDVkD0Qhs7IxU5VXMUQx+bL0MiM5BPisZ4V2yomFjt4LQq2Jw05PYfcfd6H/gQRzauQM9J67ArHNegsnHLsbO2+7Atltuxf4NT2LywgWYuvIEzHr5yzB1ydFwOAuaQNX344VAXsiXzo3IV4hEVCPPo/QS0OUKVzZvWBHtqMCqGEU1vgSklRZRfiQ4DfT88lImCbZI/i6929JQAm22ffObwGWXAQsXAg8/mLGhIRxJ2qR8gqm15ZfZAEjUjIR3R0SUiBiuWthYCiW4jK2cX9YThiF+/pkv4JavfA2hH+Al730X3nz15+IcrD4em1ITjUHWryJjkUHXiXnjHDwdMUEHOnGJ70LkQLP0h40na6nnlQpNVILBWNO5ilraffCKlgGJsZg6EXlsEs/qCKMcl4V3uVeql4gx73Vk7z7sEsL3Bx5bj855szD99FMx4yVn4uD2Hdh5253Yeffv4bgupixfhmmnrsb0s85ES0eLSpDiDGy/Ya+FlYtKsHwwiwhZm1ro+3EFF8FTuw5lXRtF6MKUY2VeKEk4kqgM7/jjOHFEiN5Lr5YQqyhsrPxderelxVYWb2XZqlVAezvwynPM33NlGOqYAmgF+V4iip5nzTCPudcWBCy/xYzCiaR1LH8a4qef/Af89h+vQxRFOOf978EbP/9pVCoiL9YY1Yg4eaDDvlc2c4TnaQB7Xlak56cpNBsGwMgwZPgSiPNhdR+oI/EKvWp+OJf3Z+WTrdGzZp4veeF5+sYE4rJmNctjJa8UCdiGAQDW6EAZh8eeMVZCRoSqoB7/R4QqwaL2fR9716zD7rvvxaGdOzDl6AXoWXkCJi8+Gn133Ys9d9yF3ffej0pHB8JgFuqH6qiPBOhaeRK6T1iBZR94b3wsveEBrxdujGhhWYp6iIUm13yuMolSiriMDhsuquZ50u/8EUO9t2Y0Vr8ee6OpmlnGgnY8BqiCREX60HqTeK8m7vNosjAzgqyXBlnXEx216qV3e4Ra6dGOxcjDC/kEbriM9PJydqZtf3J13gTzWG9BVmtLwrphkOr4EkXAwO492PXERoRhiBnHLkbXzBmKjrk0xwEijSxC3osJeAI+aZqIJiJfCpfltTJE/WkidlwRmtbCnjQhNtMpRs+JchDl+WolxOsk4foi9bfU+D3k4V7jgNhCzU2Ame6bkh/ODjMPbNiI4S2bUW1tRef8uXAcBztuuwNbf/4r7LzrXrgVD20zZ2LS4qPjTjIvOQvdJyyDxxdIuk5yZukYjZ9FcAJWLsT3FQq5Teorq+yC8tKAUqZTFe3p6hYhDb1pgVeNn9XQB1LkJlZ+Q7luzl6ukFqV6JhFzzfvmQsk4FmpJrlryjdDhJAplG8KIdM1K73bI9JKoB2v6d1z3Go8SfA6TG6s1Vb8e9aUu4iCkx5WJgCT+TpAB/0oijC4px/9W7bC8yroWTAP7V1dKsDKco1KvE8ibTkOUG23h2rDQNQzhpC1sEaVK5OAAGM7E2GmMZLoIFNIspBnbWFej7WeMSvPy3OvyBgblcnoLFkAhVqZMW85bNThIMJI/170rVmLLf9zE7bfciv84bhpeKW9HS3TpqFzwXzMfuXLMfuVL0Xn/LlwvVg830qo8v3E+zMaS4VQ2ZBJkYp0vK2hYwrRO6resyeuQRQkGuL68b1KvH0gjk3XP2BjISPPn8DQcYAqNZdni9KKCIFLwK3FuyLugVeNjy092moSHaFUjvRoq+riMRVCFuchy9RClLnbI8tKoB2LpfrG5rCPeR2nlZEqgMLRXzwzeCY/Y2QqPpm5HvyGjx999JO441//HZVqFa/66Afxmk99LBGaSIlvmOQeRehSCz+namF1r5NvR+FwR4SSAUjVqMIdXCyeqM2s3ZNYTtsmfSe1hoNEhSsvfO64idRjkXHp5CrHQ+i46HvwIey55x7sW7sOAxufxKEdO9AYGEAUBKh2dWH+a1+NuReci56VJ6Da2YHQD+B2dMLNak6gMIizjHELTEpYXB3KKtvIIheU26TPK9UYlKLATi6jkioS+CBANorui/FV21SgluFmlym0iUiR48QLOQI7rwVAyLpIEeCysLDjsHROLYmkSMUyA7DKsh8W3VFENUrv9kiyEmibMb0sIS+HCiRgIgUExnu5RYg4gwxUHxnBjz78cdz1re+g0tKCV1/xEZz/sQ/blZx0lnKlRcwNBaT7qq0Jo1kpcQmQtDazmCJQT6dXMQAbA0dd5aoZk3KSjexzSgYo5kkG8NTdSIab6/E+FdB0k3ypAfwGN2/Grt/dgf4HHsTQ01vQOXsWupYvQe9JJ2LKkmMwsOFJHNiwEcPbdwJeFb2nrUbvqatRadUm5IC8US3MLFrAJZ1iss7VQuIib7phCx1DXeRxlq8iA0ljNIGqpwIbJ21BA3x+basi3aAz2kmFjbflq9RicOfMZxLAkEQxJ+mVy5sdKHlYRooikhWlB7jgBWchyxIrsRjn+erSuz2irATaPHvgAWDJsWKBzpRvHBdSjk4v7ck0JwEKKiFwDd6Z7+fX3MouM3Eoqz46iv/40Mfx+xu/j2pbOy785Efxqo98IBtg5WTlpKULudXr8XiaFcWg+lPZ/JyBVFYeVo5RgKNJzSkrLExAEQZJRKGZDkpjCTkzLzpsxCHUsF7HgY1PYvfdv8czv7oZfX94EAhDeO3taO3tQceCo9C1bCl6V6/C9LPPRNu0afFkrywGhJeot0vjXAEtH89OBFaNZ5NClWnxQ/uJv0j+36swNbKcnC7xFRxH7YRFiyiblCkHbSWK5CQNEkytKx1PBVfZJaiR7hwkvXMnSVcEWYAbJmkVAnFA1NiKaBXPzXKQ5eCqk/NK7/ZFayXQZtmPfgS85S3A8cuB399l2IDlrkz6tr4WtioqrZgnMoEwfqGFxxkGPkaHhlGp1XBg5y5UWlrQNXs2ZJ9R/bg6wNIEnpL9swATJxbxCdgUEqfFAA8/8zxs0ZIn5Rr5TQjYa6QjYodnLT5MpCgJdolaVOj76H/gQey+6x7s++M6DG7YiIM7dqIxcACRH8CtVjHttNWYc8G5mH7aakxaOB9eSwwajiTKFQg1N0YygBRswSWuMXlVtk5EnvDO6Byt11ADUzkm305UAnsP4Kj3iJ4DksE0gTnVfOvnzYEVoXp8qtuFm25AX2kxhJVb4zHxz/ScrVsVIWNWPSDrx6HmbLmQBR3XGE6mBYXGquafld7ti9LK8p4sO/FEYMoU4PzzoLwc0jgz1UkmON4wvZnaWUVkgoVkuVH+y61gZGgI33vv32DNf/4YrVMm442f/zRe+peXJJMrTRxZqjiIkvIQOhfJKI2SVblbFWVKljD5qCjD4c0BODO74SfgKs+lIibdML1ffUFhbJgNdczylPgCgXJ8Tj7IAgKMVYGP4a1bMPzUU3AQomVqF9pnzcRIXz/67luDvQ89igMbNuLQnj50zp+HOa+9ENNOPxXTzjg9HeoFkhKgQCuNocgEeT+mhhVKLSo7R3GKSQ5bnF+tjeWEBUkppRfsJF10JMOWlfAo25veAT2vy5jArgcEbnLsKAB8Fj7lPWppjHRNiLnc0i6u1Sj7zotz/W5b4s2ODCdgTODaGAXqwwm4OiJnWz8YH78qtKX90ZgoRb/nIWRJimoACJL7xAE3CJJFqyzvgfq39GrZc6rkbNm9HBksvdsXmZUe7ViMk5tkaNIi5CAneC10KvflJzmlgszjgwMD+N57Poh1P/0l5qxYitd9+mNYfu45+Z5olvGaYC60kZeHluFfJ5ZgtBFyRoeTvBXlYfNkCvnYKC9Kwg6mcLvpuEZCFJ1vohJVHxrC7rvuRt/v78f+hx/B0OancGj3bvhDMavXa2tDS28POo+ajynLlmHOua9Az8knoNbequ2Xogg1+xgJyKj+1uqpinCxqVGC3JcI/+bl//n50qSvEJKI+EaLnyB9zfSx6SSpRj0jdFwV9dSuUZFKYS/zUDCQPINA+rf8O8Wb9VT5Rd6ykoQm9LAyJ3gpABuxEDJTRHNcSLYxEbjIQwYST5WEWXj0x0SM0v8tvdsXjZVAOx7TS22oLlQPy9k8MW66aINBbMGvj2DPxs1ojIyiZ/4ctHdNgUPbm+pEqZSC1wzqk7aS52O1kNK0xYJH5T8kypGR29XVfvT6R/04AKyhah5+RgGQNVgYhti3dh2GNz8JhD5qUyajffZMtM+ehaGntmBgwyYMbdmKQ7v2wG/46DruOEw/60xMOX5ZfktART3L4IkamePsfnFWd149L+lYh9S0wZLf5Mc3NUjQxSfSP5RNA1J5YQ52+m9oQUnPH89P8t66FhlItWQorbmc1L6y73huNgrU7j3Edg4bbHsvIUBJNTVDCFnW1YrcMEVFZFmeeNckwAvAlQSoMNnORIwyhZP5tSxzty8KK4F2LNaMgpNu9VFBKipuvu/jqfsexLqbboZfb2DF6y7E0leek/aO+fh4yNjWGUhu7yfdcvS+sLwMx/SocCEOhRSmmdL0QGPv2iwlDGIo7TC0Hhzeug27br8dfX94AAPr12N4y1aM9u9FMDICuC6qnZ1onTEdk45ehKnHL0fvmWdg+mmnoFLx0sfRPF+7h8rIV1meYLxTJmSSE8omlnSqYxPbFzU70D1oW4OE1C40b5dCp7o2s2QXQxuLBhKaQlV8Ho10b13ezKAI6PJ3LitnS/11XU/7DXm5kdp5qyLaPkpvnJOiyKP1EqYyea1ehQE3B1xTCDmDGKXfC2qcoC/WSu/2BWsl0DZjYSDCUxkEJ5PsX1aJhU4sYvmu+sgh7NmwCQAwbdECeNUKvEolHUrlIWnKZQH5C4AitbCKNq/J68kyypkVFPAvYiJs3zg4jNEdOxA26qi2t6E2tQsje/qx/5HHsO/R9RjauhWHdu5B0GhgynFL0LPqFMx8ydlonzO7+HGoltNIGMrIV5r6DvN9UsjWFHIGIKULbaFuR+wrpdssvqfogs3D1k320RXgyAHaRsIiAQzdQ9Y7CRm7AxGZioCcSFfs+Jmgq5GxeBhbL0mid8D0eSqELBYIge7RepCdgyicT6xwh4hQLGzcLOCmQsfKzVE/K73bF6SVQJtlAwPA3/0dcNFFwDlnJ6td2U0mLyeqh0PdpKtJBvDs374D33n3+/Do//4GU+bMxluu+T845U2vh0IOIrKQ7fa5ldhrJDaqPuHzfFZFFPIX2S+FcHViURgCI0OQE4YufEDXgzxbr5Lr1YZhiH1/XIc9d92D/rVrY1bvtu2o7z+AyPfhVCqodU1B+5zZmLRkCea84mWYduoqtM+aDkc/drPhZ+ohTGBWhN2sq1xZ9y32RxN61iLMrSbiCzbLKwXjJTI24LctonR2tCknbJKINIalnQSgqQ6cPFVbb9080PUbAkAZgJE3mwot1wCnoi4gSNwiitQSIVfzaAnMZV5bLCAogqHX1qZAlrOP80LHWcCL0rt9AVoJtFl24YXATTfFk/NAv/YlAw1dsQhQc7cFQ8v7ntmGG//icqy/5TZMnT8Xb732Kqx8w2uyx8jF+Ykk1FQbOn5KLLzLSzPylJ/y6mEl+SeAKbQa+gFG+vsxsHEz+h9ci91334e+PzwAf2gIcB1UOzrROmMGJi1agK7lyzHtjNPQe+bpqHV25p9TXvgZLpvPDAsmuh60MLCem2/Il3I2emQIuzIPmPKnABK1Lj2M7Sb/RSxawr8nshiVW5nyvNRGjpjAyQ6S51cX4DBpLWd1IjLV/Oot/3RCFXEe+OLD8VRGtA10iQmsf0dqUPWRdGgZjggha0QpXysdkiFjFlbmHYF4ba0s9WGqVq5bIHRMBChDONkGuEegd/uBD3wA//zP/4zp06fjoYceQnd39/M9pEJWAm2Wff7zwCc/CcyeDWx4DNbwG6+l5ZOfTTRfs/6nn8aN77ocj992J3oWzMfbv/ZlrLjwvOyx6QBLuaqxiDMo50EvuvhtVt/XJuph/YMHsfue36Pvnnux7+FHMLjpSYzs2g2vpYZJRy9Ez8oT0L1yBaYsORYdc2ah0t6OKIrgUl2orSa4qBUSd2DGtZ+bFqzIC9eKc6nkiGFQCNcqdwikwq6mfZDOtMnjzfKarY0WXDMb2kiUonx0TfVidRlKU/ha3xcHZqAA6BqYy3oImbxnzgAnZjwdgz4j+UUeCua1tUZJRhYepwUSbWtlHds+M9gR5N3u3r0bM2bMkP//hje8AT/5yU+exxEVtxJo88z3zXKHin6x8GisL4SDlJSf42HP01tw419cjg133IPeRQvwjm9cg2XnviL7WJkNyDUv2/VE+JPpuJq8ErlvG5OU7ZvKf2TYOdlnGIY48PCj2HXnXdi79o8YePwJHNwuQr2NRhzqnTIFbbNnYfKxizH1xBMw46yzMPXEFXD1a8xzpDbmNvc2eTRBya1aQshc3MGq/Ryaf0u9f6UOcnbpkJKbzFK5kuOn+8smXV0ZSspJ+jB60bbzJoWoiIGoLc9rBV4NtG0NEgqHmQ0KVZxQJa+dJtNIuV8gG3RNzGW3CkRinxTqpXPmx3EromOP9ple6uN6jLBmys2GyXey3Ada6BjJNllzyRHq3e7duxc9PT3y///kT/4EP/zhD5/HERW3EmjHYymRCVXoIGGihmzSD+GP1jE6NISWjg7UDx1CpaUFtbY2bec5t4VyZzaBfe7x5oWu/UYisqFvyxshCJJX6PuIwhCu52F0/wEMb30GBzZswoFH12Nwy1aM7ulH49AhtM+aha7jl6P3tLhpeG3y5MKX1moEgJRXzNPxdQ2A1+zxSFPYusBBNkBZ95tVJiPGn8dOJk8srx43T05yLLrNGQ0S4jIeLXRsygfrYeYihCoSsOC5X6+ShIOzQDfFXBZ5W18jV3m1GNNSeduI5Xe9RBGKiFFuRVswMK/WccXHAlg54Jo8WEWmsYAdAd7tpz/9aXzpS1/CvHnzsGbNGnQWSR8dBlYC7VgsDEQ5THGRCYQh+p58Evfc8F2MDAzgmLNPw5JzzkbbpCYfFCnWYBFu8H2gcTB+QfNC17ysR9vWHxnBnnvuxZ5778P+dQ/BHxxEWB/F/sc3oDEwCLdWQ/uc2Zh+5mmYduoqTF2xHJOOmifUkHTPk+V+i5S0aNctu8yIyFWCWIUo8dBtZKw8VrCRacyOQ60EHbDcrF7Sw7Z3XDUnahS4YCCYJbRhrDc2eLx0PrYORpqcpPG6N9uf1wbW1pytno91klCuV0nufRahKgxYv1sGbtWWxOs0gi7MzGVAXThIj5YtEGiRy2t1PS7CIraRje/1PC3lwcmTdSDBV97bMYSRyY4A7/aFZiXQNmOBH3t+tHqttgkBAaghWI29GwYBojBC/9NbMXrwELrnz0VHd3cCmCbg4SAoX+RIesW5K12vmni89KLLfYdA/SBC38fBbdux/Xd3o/+BtXGod9t21PftQ9howKl4aJ89GzPOOh0d8+eiOmUquledgp6TT0qHenXjZU4y/GsiG4m8MMlYyhx3BCNwuc8GWBtMiivkMIh1830owgi2fbsVoCrEJ7JytKZQbWp/llC1cZ/Cq6TFQdF9KGF1XpObETUwgaltUWDrRKQLXGQRqoD09+SNQ+RHTaBLohWcuexVVY+W6pUdBwqzWCppMcCWYWQkC0xbGFmCrLg2VpBt0o4A7/aFZCXQZtnevcAHPwi8+U3A+a+Ckn8BcsFj/649+NWXvoo//vQmtPf24JJ//SoWrD4l+5iKeIRrZ/uS+b7QbmUTD6CMK4oiBKOjGN27D4d27MTwth3Y/+h69D+4FsPPbMfogQNo6ZqKzoUL0LVsGaadfiqmn3Eqaq0iVJYneNGMUSiWPMGUEpVuBK6WUqVCxxReqgL43HheE0jlNmEBeFmmUwC4gALsZ+HRpHLDIi+s989tQmIym3DlJ/ekGTlJrttcJM8rgZJvTx4q85CNCwxtO7qeNkKVSeqRQDmlHgUozRZMn3O1KCKD0eKNztn1EhCm66+zsblXK8PI9P864HIbI+CW3u1hYSXQZtnLXgbcfnv80gzt075kIUhXBYCn/vAgvvPu92HbQ49g3soVuOSbX8P8k1dmHysMgdGDIhztxmFcWyN52p7pDPuhi741D2LP3fdi30MPY3DTJozs3IX6wCAq7e3oWn4cZp51BiYfuxjtc2ajY85stPRMhVetps+Lr6ZlzaPTHMDxpgC2EKgtjMtVlmTIVQcmA/GLNxs3SRNK4CjgESsAZCBG6Ub7trF/TfunPGNWnlnWLRdkP2eFv5sBXyN72uKNKr9rIs8rvesCwGvrRCRZyhmEKrgAwvh7Dsqe+G0m6GrMZZJf5KFl8mBlnX0lPh4v6QFUj1k+TzZylLgWzYSMbVZ6t8+7lUCbZVdcAVx5JdDbA2zZbPZ4mB0aHML6W+/E5vseQHvPVKx625vRu2BB9gSpqDM5dmF+AGEYYvDxx7Fv7VrU9+7Fvocfwa6778OhHTsR1utwPA/VyZPRNmsWJi9ehKkrT8CMs85A9/JjY61em2dKk3N9FGoYy3SuBgY17SOygKJSi1qBMSdY1JQQpskz5MdlDONKBZlhWtNxsvKkVNJlAmB5XDeZiBExUDGAEPcam2E/FxLfyMk9u/zeZDDsjd6rk+QsjTnbJvK8xgYJTgKY9B75PpKm7ZYQchahKlUyRaSzmh10qQmDjGoZwsjyXdDyybzER+now3O1UEFWibCME2jJSu/2ebMSaPNsYADotKwGxWp/69p1uPtbN6I+NIxjzzkLJ1x4HtomddjzgI4DRPTyiG2kWLqDkb37sOuOO9F//xrsf+QRDD21BaN7YjnBSmsL2ufOgVupoKW3F13Ll6H31NWYfvZZaOmemhwjECHlIqQoLttoq4dV6jFzvDs6R65FbMoVF7WiIVKpx5unnqV50wSYJEJgDJ/meMG6B5/VmchWh1r0OjSp/Wzdl3XB4iSLBJvKVZ6cJHnNigfbZJ7XmLd1EvAjYEsxnxk4E0jZCFUuNE/YSa5foTCyGI+ep6XwNP+tJEdB82qhgWwe4I4DeEvv9nmxEmjHYY/fdge+994PYfeGTVh0xql457euw4wlx6Q3JEUgKpUJGggDH43BQTQGRRu2lhoqnR1wKxWM7OnD6P4D8IeGBSmpgtbeHrRN70Vtao+6ujcdS4agvbhBQJGyHu7tpiZ0LQ/NPSqqKQSgkMEy5SkNXjGF1xwk+UJTrWlRIDEZ1SGb9q2Pj3ujeSHbPM9NgjkRsQzgb6oJLlomRAuEPPZz6qk2vAAAFzVJREFUXvg5V+VK7Ic62thCx4F+fbMIU6bwMZDK83L9ZRPwcqZyijBFYWZR/mMjVDkix6qTqVwiRumgW0meVdoPlfNwYQrHNXi1XMgiL3Sc9fcYrfRun1MrgXYM9ujNv8UPLv9b7Nm0GYvPPh3vvOEbmHb0otR2YRhiaNOT2HX7Hdj74FrU+/fKEpmD27bDcV1UJ09C28yZmLT4aEw9YQWmn3UGuk9eiYrnqi9xphnCvJ7QirVNiLw/rOMmwJgCVDeZbEyEmGZMrysu0o9W8SjH4BUrLNuMfCNtq+SFbUQ3TloyjNVUc2ocmw6SprA7vwcF87S074kIP6cIXwbwpeto0tTOkpM01fYWzfPy0h++uNAJUbI8iC+ARNja1JeXe8xRqJGpaNEENbcu87R8zCIcLc9bPG8RVBC2EqLc5PNckB0r8DpAa+ndPhdWAm0T9vBNN+MH7/tb9D+1BUvOORt/fsN16DnqKIzu3Yfdd96FPffdjwOPPIrBzU9hdE8f/IMHAQBtM2egd9VJaJ85A5VJkzFlxQrMeMnZaO3tMR+oSC2snAD9dPkEgKZfvLFIDhY1JfSrgwnzHh1XzBnR2LxiOMnEpoA488Z05m6RsfuNePLPFMcAMrsqNWt5UYW8muDC+x1j+DlP5comkJFV22u6R0XzvHJMmu6yVKISpVSZYeYoYadzQpVkOfsqSMpnjpO0yKvVPlO8WjCvll0z4zucwZWYiLwtUHq3z4GVQJtlvg9ceSXWT+nGjV/6OvZtfQYLjlmEk45fAn/HThzasQONgQFEQQC3VkNt6lR0zJ2Dycceg56TT8KMl56Ozrmz4ZKoRdWiGUymCEh4MTEqa/LkudWK6ApErNvcetGcF5W376MJXU7CWWHUIJmsxlpykmWZxJ7USTCPkAFIlldsY9xmNU8v1FWJjWVcpUosvGu7x3zxQXnlvND3RISfs8qosnLdNjlJ0/NSNM8r92sD3haAmMgmiUgp0WggVDlatMlxAIfIUTrAevF+eCha92oprRBvIMbKrkFk+HvCrfRun00rgTbLLrsM0Te/iTqAa1unYl57DZ2T2tHWPQUds2dh8rKl6D7zTPS86lzUOoW8IOWIfKEvXAhgQ7W0J692tlEHGofE/5hWvAxcHAi2JLLrYQlUpEeohU+bfkwEmOkNwMdimSFIjfUKJB5tEa9YmgGsyBNqxgM2jn0MpUrNXjMumGITCMmqCbaOfZzh50wimwV8mw05F8nzAhbPmMLeoiTH1ImIGORKKocBu7JP8dyTB5vl1RoJUZH2/0XDxxNkpXf7rFgJtFl2442I3vlOjEzrQfT3f4kaGsDBIWDkYKwj3BB5K3roW9uBnulAW0dcKuO4cDonA5O6gCk9cKb2Aj0zgOlzgKnT4AJKLWyqtEf3NEw5TVuoj+dhi3jHWca9yMzON1kTAIGJk0w60tNy1XFnlZKMxyMupC+sD5t59kW94mbGo7QPzMgLcy81p4+v+ThZNcHc267k73+84eexCG00IydZJM9L8oy2BgmOob6W8q5Ue6sTqiSzWPOQCTA56CpeLDRQ1f9ff68mMk9rstK7nWgrgXa8FoYIRw/G/WqHBoBd2xDt3gEM7AMG9yMaGgAODQtwHk1WzI4DtHfGLej8RkzemDQV6OqBM7UH6OqF09ULdHTGwD25C6i1xvWwWS3pwjARTnccwTpuMieZOwl6qgeZtS+SYZRecoQ4tArkTwxOEq7TO+0UPRe/nlG7ahHZ1+U0x8KgngjiGB9D0VKlZhnLCtDrIWMk91xhYVsiIuMJP48JfDnRLbBvD+TneaVEo6VBguMkHq0Coszb5YQqx4MsNdPFOHSPWgFdjYWsR6ye1fCxZqV3O2FWAu14TMmRFpApDEPRgLqBsNEABvcDwwPAoYPA8CCi/X3Avj5E+/uBA3uBwQPx71w39qR94flWBKuypQ1o64DTMQnonAL0zoQz5yigYxLQMRmYNhduW3vGeBihxZRT4/WQEya/mCUCIfLBQAFAFgDHdZKBBJyUTbVSkYkwnUGdpUH9bHjFvKuSrWRICUkzIC6iLqXknW1kLHY+tmdkPOHnZlWuispJAvEYsvK8lFs1NUhwxGKG96al76i8RwdTAlgFdN0kZUPbcRZyKi30LIaMrVZ6txNhJdCOxTjA2lrQ5YXXFPKGIVTHjyHyvOHQAaBvB9C3C1H/LmB/PzCwD9HIMJyWVqDRQLRzawzggUbAaGkFOicDk6fC6eoBpk4DOibDqdXikHfnZKBrGtAzC27rBKxiC016OY3PTfuk5va2frMmGyuxazz2fHrFxrxwTki6aKMGfl/HUxM81vBzsypXReUkKT9ry/MSk9jUIMHx4v0qOVlxbclTVvYpSIup0DG/R674+/kEWWaldzsuK4G2GWuMxv8hSgAWyC/DULRXW82N5MmyesPqZsrDAnIiCgM/9oSHB4GhA8C+PYj29ol/98SAbMs3ExGo1hIDcXunOd88bTbQ1QtXeggFPI+xmJXwwvJulN8eK7ErBcgM+CYiJ5s6p+fBK+bh/CJdlYqWKk1ETfBYw8/NqFxB5D7z5CThmj1aPn5+DeWxPOa96rlkD4o6FJ0PkAO6h4NnK45berdjshJosywMgW9/G3j5OcD0bvGhhamqTyJRmAiS50kgAsjqDWscF29g7XqG0O/YAC7060D/nthz7t+NaN9uEcZm+ebGaDK5NYSmbFtHDMrkxXiVOKwtvOg49zwN6JkJTJ8FdHbF+Wbb+Rm9Yc0LmQgyEsAAmXmemUzrgsSu8dpz7RU/W6VK460JHkv4GUBhlSsK12bJSZLXalX/EsCrh4fpvGhxo1+/VL03z8+KzwB1m+fTswVK73YMVgJtln3qU8DnPgd0dwNbn2RfaJMsNfemvE1jVPUyc/O21FTANZf2KEzcRnriy6pRHK9lhd7EJBT6DWBfH7BnB6K9u4H9fQk4Dw/G4Dx6KCaDSXk+Me5KBai1xp7y1B443dOA7pi57dRagLZOoKsX6J0Nt6Nz4s6rWRsTsUvLI3MPeaxCFsZxPUde8USXKo23JrjZ8DPA3qMM8HUr8f9HjKmty0nS+dH4dc/VcUTkV/uOoiV6BQEBeYp5fDh6tuLYpXdb2MZRIHgE2Jlnxi/e6lXxiyCfa/HwhwEAHwgsvw8DYGQQyYTrqH/zl40aXIcQnrAttwsBULWJIynJ8WaQlSQxKt2b1K21Au2TgDkLix0n8P//9s7lR47ijuPf7tmdHXvfsy9jiBFGJHZWIBTJEhYcOCDfYokcHIzFCckkgQhLkSOZ04qTFUQMPkOkcLFAvnHlH4AICaFIPgQEDjLBxvbuzOzsrufRlUN1dVf3VPf0PGpnZvf7kVazM9PbXd3bXd/6vargVdZljHmrAjzYhli/Ky3oe3eA7/8jk8MebIcTvgshU0Rcv/wiP+Eng/ku7alZYLYoXdrFFWDpkIw35xOyszslOOcMmdaBdawJsmgCDUN5FoBEQc5ikbou4KacY5JV3GgCqJnbkWQVpx3LVKpkOoapVMmNJRGaaoIbTQAPovvRa4JViKWlJM6Pq6p8h4igTvgDDS9MCmzUo23WLVo1IUVgKce3cbVrHYvzukp4m4CnW8Nu+Hnk/9DOso2z26IrZN+W85MySSq0aHvF86K1sGMF+dDpiSJxl198yrqOUB2V+l0bJeudGNDekk7M6OyjhayO0+KW05PB2g8YPM+TVvLP/wPu/QSx/rO0oivr0qWdVt/cabw5LYbeL/TELt06VPdL0v1hI7HLtlXcz1KlbmuCgc7cz54/OEqb5SqSBBW7t9Vz6Kjzjwmp64Yu6/i+I5nH/vYAsvcZuy26tG7bQaHtlkic1PFrW+OLqOvbN6Tr1LRIgKnuz/OAxg6CUpXA9aUSeoDAsk50XWZFy57U3eBA5w9P4mQBKtGkw0zjHmiJN2/8LK3otPpm1VYlzhMFoDAJTE53F2/u+SR8QRhkYpftWHE/SpW6rQkGsruf1SIEabNcBVZtTMz1/4dxAQ//PFpm84q7j/1r0XYCiwFA6zYRCm2ntJtiUVkonikO5ONqU/uZOp8s68OmtrHhz+GaUFak3JQAOhdr3Q2udpHQ4aqBQ9oAZMjwdraAe7e7jzeb6ptn5oH5RTjzy9KlvfRwen1zVw0fcGKXLau411KlbmqCVZgoS/azymIWXut2yr3tuPJ4LTFtzbJNFN7Y9g7Mg5BhEFoAtG7NUGg7IVLbOgFZD+cl1/TFZ3hpdwM2GjIxCiLbBBhAm7iqcoUlLJfXDtV5qw5CdTo9ub6BqFhrv3frBh8wkfrm+3ek1Vy6D7FZkjHo7S0pzlq8GcDg4s2DSOzq2So2uMd7LVUCQjd0lppgJWi66Jvcz3pGsVF8Ncs2Mhjx73sgYTCA1vYNK7RuI1Bos9Co+bWtgHH0GHH9+qNcfRrE8YPptbOmetjELE1TvBNhR9RP12yW2tV2nWxcrE0x667c4KMr1sZ488Y9oHx/uOLNSYld3QhylsSuflrFvZQqqXPIWhOsJpfQr1VkWzdsL9C6v+A7J9xPvI3yDw2fD3n3XZgemudukFBo09jaAo4cAf74GnDpr7EvtY4EQJjO39Tiqnl/AWr/QTG5xZLmJU4rwtfnaO1XOU/keBZrV7ttG7CvxdoYb1Yu7UppsPHm3Urs6qdV3G2pkprpqV1NcDAzlGN2K6s+wckBjpDJVzCIOZzk8xsV4aV1S6FNxfOA078FLvwZeO45REaWwWXzX61eRifaESn3UuASA4KYaycxtaR1V/st4sPAPhTrIN5850ffavbjzZulMBlsN+PNxsSuDHHkThK7+mEVeyJsZ9ZVleAArtM60Ihs72qvAokDEbWd8ZqMQpw2gX1s3VJoe6Xpx1XbzQClOrFITV8CcVcSgLDzB/r+QMWFIJikP/aqu7/24wOzD8TaGG8ur0NUNnYv3mwzsatXqxhAsIJOW5e0G/69uhdMx1LesEgCVIKLO81DMArsU+uWQtstnqct1p7z3b4JAmta9xIIH17DJBBdt0m9tkyAHhxUc2sBZusciP3SAU7kpUU8AIOQozfrfJTYY2KdHG9e95PBLMebbSR2Ad1bxeoeDwQ4JS4MtLdu9ecp870wAuwz65ZC2ynxCSr0xdrTJoFQZM0m7rRNQe1qzA1so3Y1mPXG78wCawOIdhowiAe09/pnneIgKub6ZzEB32vW+YiL9UDizf1M7NLdt51YxREvVZq4Iry+QIoVm+YuHgFXsjsm/4f7AAptViL1s44vljkpcEnJSgCCCSri9ba9tEMJa8tx/cznsQyLsg87+hR2pgkadEtBt8iHxjr3Y3bDap2PmFgn1jf3O948UUBfErvgAI7QBqJtrGKB8P4BEL2XDddY327UyU+mV2XsASi07fj8c+DXx4Cc+kDd5CJ8H8/K1eth2y111w69Tja+0kcHUxiSBEzWOUT0deitc2Aggj7kYm093rz8EDC7AHcsF1rIWRO7gNBtDETvs1QrVWeErdk4e9y6pdCmce0a8PLLwLFfAV9+HvtS6wD1B0BfCkut4hH8iaETjX8nhEFUtf0ptzOFdXRoa51rrvf9Zp0PkVh7gJ1488IhOMuHgcUVYGYOKBz0r2QGqzU4h6wDuhEUWZ09at3uvTPqJ089BUxPAS+8IEdckVlbNIRA4uob+raRP+v0YRDSDV0zzJWcCcf4a+sH8Qdc/ypp0JC0ndbJ6Z2eYr8MFiLnafGcu7bONZEfqHXeQ6kakEGsPe0cW8/PBYCJceCRI/Ing1h7zQawcR+495Mfb9am7CxvALdvAf/+F0Qs3uyZ4s1zRTjLDwNLDwELy3BmilKsCweAXK71sTVd+1EWWQCoVYGaK1cDA4CdHXkf9GtWtAFBi7ZXItMytonD9qN2VbeO9FG+PuoHzIMB03ct//60zrZfg4Ze4aBhYHRtnfuvw2qd76Jl7dVqUozX70phXvfFWbm128WbCweBRZnw5SwcglNcBmbn4UzNAQcOSqs6l4MTv5dHmYOzg25BT1BouyVLHDZtCkMVW83tY6fCwAYN8f0lvtkFOGgwMoqxc09o11hrj1GgOxNrb2cbKK/LObTL96Uwl3xhrvhu7e0q8GBHJmwKvy0zRWkdL6wAC8vA/BKc2SKc6VngwKS0psfG/XY4wy3OXYrt8ePH8e2336Jer+PVV1/FBx98EHz3zjvv4K233oLneXjjjTfw/vvvAwBu3ryJ48eP45tvvsHhw4d7bjqFtlP0+ll9XuLUdVfdwU5hSOzDQQNGbtAwjNZ50G044fvgdOLHSz6m53nSKq6UgMoGUN6AqKwD5ZImzhVgqyr7s7Fx4OA0nLkFoLgEzC3KpK/ZIpyZOenKzU8gnDQDwbW1Ic5CiNb9dhm/PXPmDE6cOIG1tTWcPXs2IrSFQgHXrl1DvV7HSy+9hJ2dHeTzeayuruLUqVO4cuVKr6cCgEKbnfi8xOMF+RAGrh3NDbzL664S0lc4aEBfBw1CU0tHAEKPparvTNck/pndGKzXbALbm9I6rm7K0qlKCdgsBYItajXAzcHJ56U1PDkNZ25RxpXnF+BMzshMbdcNrWqDELcTZyVL8e3W/jaLjz4CHnkEuH4dWF7Ofn4zMzM4c+ZMRGjHx8dRr9cBALlcDl9//TW++OILXLx4EXfv3s2+8zbsY79lBzzYlnWrCiHC1XwcV44GVXyVkFFnLw0Od2vQIIDoogACyWOIbsXS7mDDzeVkCdNUdhetV68D2xVgsyJd2T/+F2JrU5ZOqTp/1wXyB/yJReakO3t6RlrIbi5x33GR/culCfz9qvz9u++Ao0eBcrm323ViYgKffPJJ8P6xxx7DM888g+vXr3e/UwNUhjQ8D+Lxo8AfXgP+dB6oliCqJemCqW4YHjpCCLGIKkfSZ6pSVmNk5ion3NYN3zvxsqbIeyf2Wfw7bR/+sRzHlZOBFJdkDNhx5Ge6JRskpQGAA1F7IMX43h2guglR3wEaTZnAVTgATM/DWQnjosq6/cc/xyOXoloFvvwSOHGi+8v54Ycf4vz582g0Grh8+TJeeeUVPP3006hUKlhcXESz2cTa2hrefPPN7g8Cuo7b4p39PXD2d8DqLwfdFEII2UPEE8vCV2fp4WArUa3Au38bR0/9Bj/8EDVfb96UK5lmweQ61vnqq69w8uRJ3Lp1C0eOHMG7776L1dVVPP/886jVap0vH6lBi7YN7rWPB90EQgjZV3jf34Aor0NMT8N96HGMLf8CH38sVytV0YAXX8wuslk4ffo0Ll68iGKxiGq1inPnzmFqagpCCNy4cQOrq6td75tCSwghZLiYnIZz6FHkCuFaxydPArdvA59+Chw7Jt9nYXNzE42GnOinVqthY2MDU1NTGNMymC9fvox6vY63334bAJDP5/Hee+/hySefhBACTzzxRE+nQ9cxIYSQPcvc3BxKpVLksytXruDChQsAgHK5jJWVFXz22Wd49tlnAcj62kuXLkEIgddffx1Xr17tqQ0UWkIIIcQieyiPnxBCCBk+KLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRSi0hBBCiEUotIQQQohFKLSEEEKIRf4Pgb/NYkgHqQwAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "snap_plot(nets[:1], size_scale = 1/1000)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }