diff --git a/Notebooks/dynesty.ipynb b/Notebooks/dynesty.ipynb new file mode 100644 index 0000000..ce2921b --- /dev/null +++ b/Notebooks/dynesty.ipynb @@ -0,0 +1,212 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('../')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "from marcia import Sampler" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "s = Sampler('nest','LCDM',['H0','Omega_m',],['CC'])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " niter: 13457\n", + " ncall: array([1, 1, 1, ..., 1, 1, 1])\n", + " eff: 9.987086623523126\n", + " samples: array([[80.23999493, 0.49198952],\n", + " [80.66235897, 0.47430777],\n", + " [79.07235218, 0.49822935],\n", + " ...,\n", + " [68.13935905, 0.29936104],\n", + " [68.16332073, 0.29913908],\n", + " [68.15512892, 0.29917214]])\n", + " samples_id: array([ 127, 159, 4229, ..., 213, 6, 387])\n", + " samples_batch: array([0, 0, 8, ..., 0, 0, 0])\n", + " samples_it: array([ 0, 0, 11300, ..., 3626, 3500, 3368])\n", + " samples_u: array([[0.96199975, 0.9799738 ],\n", + " [0.98311795, 0.93576943],\n", + " [0.90361761, 0.99557336],\n", + " ...,\n", + " [0.35696795, 0.49840261],\n", + " [0.35816604, 0.49784771],\n", + " [0.35775645, 0.49793035]])\n", + " samples_n: array([1000, 1000, 1000, ..., 3, 2, 1])\n", + " logwt: array([-115.19841679, -111.31181324, -106.55495582, ..., -20.96766983,\n", + " -20.96766645, -20.96766083])\n", + " logl: array([-107.59651483, -103.72961912, -98.95949847, ..., -7.24721944,\n", + " -7.24721284, -7.24720821])\n", + " logvol: array([-9.99500333e-04, -1.99900067e-03, -2.99850100e-03, ...,\n", + " -1.26218380e+01, -1.30273031e+01, -1.37204503e+01])\n", + " logz: array([-115.19841679, -111.29150593, -106.5462252 , ..., -9.97679294,\n", + " -9.97677609, -9.97675923])\n", + " batch_nlive: array([500, 500, 500, 500, 500, 500, 500, 500, 500])\n", + " batch_bounds: array([[ -inf, inf],\n", + " [ -9.19912026, -7.74256302],\n", + " [ -9.82181507, -9.19845375],\n", + " [-10.28852374, -9.8186884 ],\n", + " [-10.77598238, -10.27892672],\n", + " [-11.32023743, -10.76911155],\n", + " [-11.97107945, -7.51855016],\n", + " [-13.05068133, -7.75651972],\n", + " [ -inf, -7.7773138 ]])\n", + " blob: array([None, None, None, ..., None, None, None], dtype=object)\n", + " logzerr: array([4.42657374e-24, 3.06214417e-23, 3.19854656e-22, ...,\n", + " 3.41852258e-02, 3.44569711e-02, 3.49166284e-02])\n", + " information: array([-1.96043507e-44, -9.38141449e-43, -1.02358146e-40, ...,\n", + " 1.75209351e+00, 1.75213952e+00, 1.75218552e+00])\n", + " bound: []\n", + " bound_iter: array([ 0, 0, 0, ..., 25, 25, 25])\n", + " samples_bound: array([ 0, 0, 0, ..., 24, 22, 21])\n", + " scale: array([1. , 1. , 1. , ..., 0.95556304, 0.95556304,\n", + " 0.95556304])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "s.Sampler()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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NEToAG0iN4yhSY00AAMA+EDqAZJaaH+5Tc20AACD9InQAyYiHegAAgP8idADJJK0EjrRSJwAASD8IHYAdIngAAICUROgAkgEP8QAAALEjdAB2iqAEAABSCqEDSCIe3gEAAOLmZHQBSJvWrFmjiIgIubi4GF1Kuufv76/o6Gg5OCT/dwQ9evRgpfJ4cK8DAJB0hA4kSoUKFYwuIVVIiVaOHDly2PwciB33OgAASUf3KsDO0T0MAADYGqEDAMEDAADYFN2rkCjr1q3To0eP5ObmpiZNmhhdjiFS6kH9ypUrioqKkqOjowoWLJgi58T/4V4HACDpCB1IlJ49eyo4OFj58uXTtWvXjC4nxaVky8CePXsUHh4ud3d3QocB7P1eBwAgOdC9CoAkulgBAADbIXQAsCB4AAAAWyB0AAAAALApQgeQQLQGAAAAJAyhA0gAewgc9vAeAQBAyiJ0AAAAALApQgeA/6C1AwAAJCdCBwAAAACbInQgUTw8PJQpUyZ5eHgYXUqKMerbfycnJzk7O8vJKWXX8qS14xl7vNcBAEhurEiORDlz5ozRJdiNtm3bGl2CXeNeBwAg6WjpAKxgr9/62+v7BgAAyYvQASBOBA8AAJBUhA4AAAAANsWYDiTKoEGDdO/ePWXJkkWTJk0yupx0LSgoSE+ePJGrq6uqVq1qdDl2h3sdAICkM5nNZrPRRcD2QkND5eXlpZCQEHl6eib5ePnz51dwcLDy5cuna9euJUOFqZfR3YsWLlyo8PBwubu7KyAgwLA6AgMDDTu3kezpXrcHyf1ZCACwDt2rAFjF6PAFAADSLkIHAAAAAJsidAAAAACwKUIHEAe6FD2P6wEAABKD0AEAAADApggdQCz4Vv/FuC4AACChCB0AAAAAbIrQAQAAAMCmWJEcidK4cWPdvXtXWbNmNbqUdM/b29uyInlq0aNHD7tZLJB7HQCApGNFcjvBKrwJw7iF+NlL6ED6wmchABiD7lXAvxA4AAAAkhehAwAAAIBNEToAJAotQgAAwFoMJEeiVKxYUTdv3lTu3Ln1+++/G11OurZy5Uo9evRIbm5ueuONN4wux+5wrwMAkHS0dCBRbt68qeDgYN28edPoUpJVavz2/tGjRwoPD9ejR4+MLuU/UuP1Sm7p9V4HACAlEToAAAAA2BShA/j/7OFbewAAACMQOgAAAADYFKEDQJLQQgQAAOJD6ADEgzMAAIAtEToAJBmhDQAAxIXQAbvHAzMAAIBtEToAAAAA2BQrkiNRJk6cqIcPHypjxoxGl5LuValSRZGRkXJy4j9XI3CvAwCQdCaz2Ww2ugjYXmhoqLy8vBQSEiJPT0+jy0k16FqVvAIDA40uAYgTn4UAYAy6VwEAAACwKUIHAAAAAJsidCBRzp49q5MnT+rs2bNGl5Lu3b9/X3fv3tX9+/eNLiVe6bG7Gvc6AABJx8hUJErdunUVHBysfPny6dq1a0aXkyhp5QF5/fr1Cg8Pl7u7uwICAowux+6kh3sdAACj0dIBAAAAwKYIHbBLaaWVAwAAID0gdAAAAACwKUIHgGRFKxIAAPg3QgfsDg/FAAAAKYvQAQAAAMCmCB2wK7RypAyuMwAA+CdCBwAAAACbInQAAAAAsClWJEeiHDhwQFFRUXJ0dDS6lHSvZcuWio6OloMD3xEYgXsdAICkI3QgUfLkyWN0CQmWVscZZMyY0egS7FpavNcBAEht+OoUgE2k1ZAHAACSH6EDdoEHYAAAAOPQvQqJMmPGDIWFhcnDw0Pdu3c3upx07fTp03r69KmcnZ316quvGl2O3eFeBwAg6Uxms9lsdBGwvdDQUHl5eSkkJESenp5JPl7+/PkVHBysfPny6dq1a8lQoW2l5ZaOhQsXKjw8XO7u7goICDC6nAQLDAw0uoQkSWv3OuKW3J+FAADr0L0KAAAAgE0ROpDupeVWDgAAgPSA0AEAAADApggdSNdo5QAAADAeoQMAAACATRE6ANgUrU0AAIDQAQAAAMCmCB1It/iGHQAAIHVgRXIkSrFixeTl5aVcuXIZXUq65+XlJRcXF7m5uRldil3iXgcAIOkIHUiU7du3G11CnNJTK0eTJk2MLsGupfZ7HQCAtIDuVQAAAABsitABwObSU8sTAABIOEIHAAAAAJtiTAcSJSAgQHfu3FH27Nm1cOFCo8t5Tnr7Vn379u16/PixMmTIIF9fX6PLsTup+V4HACCtIHQgUXbt2qXg4GDly5fP6FLSvRs3big8PFzu7u5Gl5IkPXr0UGBgoNFlJBj3OgAASUf3KgAAAAA2RegAAAAAYFOEDgAAAAA2RehAupLeBpEDAACkB4QOAAAAADZF6EC6QStH6sffEQAA9onQAQAAAMCmCB0AAAAAbIrFAZEo3bp1U0hIiLy8vIwuJd0rXry4IiIi5OLiYnQpySKtLRLIvQ4AQNKZzGaz2egiYHuhoaHy8vJSSEiIPD09jS4n2TFWIG1JS6ED6Ut6/ywEgNSK7lUAAAAAbIrQgTSPVg4AAIDUjdABAAAAwKYIHUiU/Pnzy2QyKX/+/EaXku4tXLhQM2bM0MKFC40uJdmkpdYp7nUAAJKO0AEAAADApggdSNPS0jfmAAAA9orQAcAQBEYAAOwHoQMAAACATRE6kGbxTTkAAEDaQOgAAAAAYFOEDgAAAAA2RegAYBi6yAEAYB8IHUiTeFgFAABIO5yMLgBp04IFC/TkyRO5uroaXUq65+Pjo6ioKDk6Ohpdik306NFDgYGBRpcRK+51AACSjtCBRKlTp45h57a3Vo68efMaXYJdM/JeBwAgvaB7FQAAAACbInQAAAAAsCm6VyFRdu7caennTvcT27p+/bplTEd67WqVmsd1cK8DAJB0hA4kyltvvaXg4GDly5dP165dM7qcdG3Hjh0KDw+Xu7u7AgICjC7H7nCvAwCQdHSvQppib4PIAQAA0gNCBwAAAACbInQASBVoxQIAIP0idAAAAACwKUIH0gy+CU//+DsGACB9InQAAAAAsClCBwAAAACbInQgTaDbjf3g7xoAgPSH0AEAAADApkxms9lsdBGwvdDQUHl5eSkkJESenp5Gl5NgfPttfwIDA40uAelQWv8sBIC0ipYOAAAAADZF6ECqRysHAABA2kboAJAqETYBAEg/nIwuAGnTmDFjFBISIi8vL40aNcroctK1gwcPKiIiQi4uLqpQoYLR5aSoHj16GD62g3sdAICkYyC5nUjuwZP58+dXcHCw8uXLp2vXriVDhS/Gt93SwoULFR4eLnd3dwUEBBhdToozOnSk1L2OlMFAcgAwBt2rAAAAANgUoQNAqkZrFwAAaR+hA0CqR/AAACBtI3Qg1eJBEwAAIH0gdAAAAACwKUIHUiVaOfBv3BMAAKRdhA4AaQbBAwCAtInQAQAAAMCmWJEciVK7dm3duXNH2bNnN7qUdC9Pnjx6/PixMmTIYHQpdol7HQCApGNFcjuR1lbhpRsN4mL0KuVIu9LaZyEApBd0r0KqQ+AAAABIXwgdAAAAAGyK0IFUhVYOWIP7BACAtIWB5EgUX19f/fXXX8qVK5e2b99udDnp2rp16/To0SO5ubmpSZMmRpdjd7jXAQBIOlo6kCjnzp3TqVOndO7cOaNLSfdCQkJ07949hYSEGF1KqpJSrR3c6wAAJB2hAwAAAIBNETqQatBPHwAAIH0idABIswiqAACkDYQOpAo8PAIAAKRfhA4AaRqBFQCA1I/QAQAAAMCmCB0AAAAAbIrQAcPRPQZJxT0EAEDqxorkSJSRI0cqLCxMHh4eRpeS7pUvX15Pnz6Vs7Oz0aXYJe51AACSzmQ2m81GFwHbCw0NlZeXl0JCQuTp6Wl0Oc/hW2okl8DAQKNLQCqXmj8LASA9o3sVAAAAAJsidMBQtHIAAACkf4QOJMqNGzd07do13bhxw+hS0r2HDx8qLCxMDx8+NLqUVM8WIZZ7HQCApGMgORKlUqVKCg4OVr58+XTt2rVEHYNWDuusWrVK4eHhcnd3V0BAgNHl2J3kuNcBALB3tHQASFcIswAApD6EDgAAAAA2RegAAAAAYFOEDhiCLjAAAAD2g9ABIN0h1AIAkLoQOpDieCAEAACwL4QOAAAAADZF6ACQLtGiBgBA6kHoQIriQRAAAMD+sCI5EmXbtm2KjIyUkxO3kK01btxY0dHRcnDgO4KE6tGjhwIDA5N0DO51AACSjv+LIlFeeeWVBO9DK0fiZM6c2egS7Fpi7nUAAPA8vjoFAAAAYFOEDgDpGi1sAAAYj+5VSJRFixbp4cOHypgxozp06BDv9jz4Jd6FCxcsYwqKFi1qdDl2J6H3OgAA+C+T2Ww2G10EbC80NFReXl4KCQmRp6dnko+XP39+BQcHK1++fLp27Vq82xM6Em/hwoUKDw+Xu7u7AgICjC4nzUrsgPKE3utI3ZL7sxAAYB26V8HmCBwAAAD2jdABAAAAwKYIHQDsAi1uAAAYh9ABm+JBDwAAAIQOAHaDEAwAgDEIHbAZHvAAAAAgEToAAAAA2BihAzZBKwdSK+5NAABSHiuSI1Fy58793D9hO25ubs/9EymLex0AgKRjRXI7kZKr8PJNMtKCxK5QjrSNFckBwBh0r0KyInAAAADg3wgdAAAAAGyK0AHALtEqBwBAymEgORKlR48eunv3rrJmzWrpG89DnG3s3r1bT548kaurq2rVqmV0OXbnRfc6AABIGEIHEmX9+vUKDg5Wvnz5JBE4bOnq1asKDw+Xu7u70aXYpX/f6wAAIOHoXgXAbhGWAQBIGYQOJBkPbgAAAIgLoQNJcv/+faNLAJKE0AwAgO0ROgAAAADYFKEDAAAAgE0ROpAodKtCekIXKwAAbIvQAQAieAAAYEuEDgAAAAA2xeKASLAePXqoSJEillWyYVtca2O1b99e9+7dU5YsWYwuBQCANMtkNpvNRhcB2wsNDZWXl5dCQkLk6emZpGPRDQXpWWBgoNElwIaS87MQAGA9ulchQQgcAAAASChCB6xG4IA94D4HACD5EToAAAAA2BQDyWGVf3/7u2TJEj18+FAZM2ZU27ZtDarKPnCtjVW8eHFdv35defPm1ZkzZ4wuBwCANImWDsTrRd1NIiMj9fTpU0VGRhpQkX3hWqe8f97zYWFhevDggcLCwgysCACAtI3QAQAvwNgOAACSD6EDAAAAgE0ROhAnvu0FAABAUhE6ECsCB+wd/w0AAJA8CB0AAAAAbIrQgRfiG17gmfv37xtdAgAAaR6hA/9B4AAAAEByInQAAAAAsClWJMdzrG3lqFGjhqKiouTo6GjjisC1NlbM9e/fv7/RpQAAkGYROpAoBQsWNLoEu8G1NlbM9W/SpInBlQAAkHbRvQoWjOUAYsd/HwAAJB6hA5J4oAKswX8nAAAkDt2rkCi3b99WdHS0HBwclCNHDqPLSde41sbi+gMAkHSEDjuX2G9uN2/erPDwcLm7uysgICCZq8I/ca2N9e/r36NHDwUGBhpdFgAAaQrdq+wYXUWAxOG/HQAAEobQYad4aAIAAEBKIXTYmf79+xM4gGTAf0cAAFiP0AEAiUTwAADAOoQOAAAAADZF6ACAJKC1AwCA+BE6ACCJCB4AAMSN0AEAAADApggdAJAMaO0AACB2rEiORGndurXRJdgNrrWxuP4AACQdLR1IFBcXF8sPbItrbayEXH9aOwAAeDFCBwAkI4IHAAD/RegAAAAAYFOM6UCiHDt2TBEREXJxcVHp0qWNLidd41obKzHXv0ePHgoMDLRxZQAApB20dCBRjh8/rkOHDun48eNGl5Luca2NldjrTzcrAAD+D6EDAGyE4AEAwDOEDgCwIYIHAACEDgCwOYIHAMDeEToAIAUQPAAA9ozQAQAphOABALBXhA4ASEEEDwCAPSJ0AEAKI3gAAOwNoQMADEDwAADYE0IHEiVbtmzKmTOnsmXLZnQp6R7X2li2vP4EDwCAvTCZzWaz0UXA9kJDQ+Xl5aV3331XLi4uRpcD4F8CAwONLsEuxHwWhoSEyNPT0+hyAMBu0NIBAKkArR4AgPSM0AEAqQTBAwCQXhE6ACAV6dGjB+EDAJDuOBldANKmjRs36vHjx8qQIYMaNGhgdDnpGtfaWEZd/x49ejDOAwCQbhA6kCh///23wsPD5e7ubnQp6R7X2lhGXv+YFg/CBwAgraN7FQCkcnS5AgCkdYQOAEgjCB8AgLSK7lUAkMb8O3jQ/QoAkNoROgAgjftnCCGAAABSI0IHAKQjL+p+RRABABiN0AEA6RxBBABgNEIHANih2AakE0YAALZA6LATZrNZkhQREZGsxzObzcl2TLwY19pY9nb9O3XqZPW2U6ZMsWElthEaGirp//5eAQApw2Tmk9cuXLt2Td7e3kaXAQCpwtWrV5U/f36jywAAu0HosBPR0dG6fv26MmXKJJPJZHQ5iRIaGipvb29dvXpVnp6eRpdjCK4B10DiGkiJvwZms1kPHjxQ3rx55eDAUlUAkFLoXmUnHBwc0s23ep6ennb7oBWDa8A1kLgGUuKugZeXl42qAQDEhq95AAAAANgUoQMAAACATRE6kGa4urpq1KhRcnV1NboUw3ANuAYS10DiGgBAWsNAcgAAAAA2RUsHAAAAAJsidAAAAACwKUIHAAAAAJsidAAAAACwKUIHAAAAAJsidAAAAACwKUIHAAAAAJsidAAAAACwKUIHAAAAAJsidAAAAACwKUIHAAAAks3t27fVuHFjubu7q1ixYtqyZUus206bNk3ly5eXs7OzRo8e/dxr7dq1U65cueTp6anSpUtr3bp1Nq4ctkToAAAAQIK8++67mjt37gtf69Onj3Lnzq3bt2/riy++UJs2bfT333+/cNs8efJozJgxatGixX9eGzFihK5evarQ0FDNmjVLAQEBsR4HqR+hAwAAAMkiLCxMq1ev1ujRo5UxY0Y1a9ZMZcqU0Zo1a164fYsWLdS0aVN5eXn957WSJUvKxcVFkuTk5KSIiAgFBwfbtH7YDqEDAACkS5s3b1aTJk2UI0cOubq6qkCBAurcubPOnj1rdGlWCQsL0/vvv6+8efMqQ4YMKlu2rP73v/9Zte+RI0fUuHFjFShQQG5ubsqaNauqVaumBQsWPLfdgwcPNHjwYPn7+ytHjhwymUz/6eaUEOfPn5eHh4e8vb0tv3vttdd08uTJRB0vICBAGTJkUIUKFeTr66vXXnst0bXBWIQOAACQ7gwbNkz169eXp6enZsyYoc2bN+vjjz9WUFCQypYtq5UrVxpdYrzeeOMN/fjjjxo1apQ2bNigSpUqqX379lq0aFG8+96/f1/e3t4aN26cfv75Z82bN0+FChVSx44d9emnn1q2+/vvvzVjxgw9efLkhV2cEiosLEyenp7P/c7T01NhYWGJOt7ChQsVFhamTZs2yd/fXyaTKck1whgms9lsNroIAACA5LJgwQJ17NhRU6dOVb9+/Z577eHDh/L399fBgwd15MgRvfLKKwZVGbeff/5ZjRs31qJFi9S+fXvL7/39/XXy5En9+eefcnR0TPBxq1atquvXr+vPP/+UJMU8BppMJt25c0c5cuTQqFGjXtja0aRJE+3Zs0fSs+vo5ORk6f40ZMgQDRkyRIcPH1bdunV19+5dy379+vWTi4uLJk+eHGtdXbt2Vf78+eNsZWnSpIl69+6tRo0aJfRtIxWgpQMAAKQrY8aMUeXKlf8TOCQpY8aMmjFjhh4/fqyJEycaUJ11Vq1aJQ8PD7Vu3fq533fq1EnXr1/Xb7/9lqjjZs+eXU5OTpY/m0wmq1sP1q1bp/v37+v+/fvq0KGDvv/+e8ufhwwZIkl6+eWXFRYWpmvXrln2O3HihEqWLJmoev8pKipKFy5cSPJxYAxCBwAASDeuXLmiCxcuqGnTprFuU6JECb300kvaunVrsp7bbDYrMjLSqp/4nDhxQq+++upzAUGSSpcubXndGtHR0YqMjNTt27f1/fffa9OmTfroo48S/uas5OHhoebNm2v06NF69OiR1q1bpyNHjqhZs2Yv3D4yMlKPHz9WVFTUc/9+8+ZNrVixQuHh4YqMjNTSpUu1Y8cO1a5d22a1w7YIHQAAIN24fv26JClXrlxxbpcrVy7dvHkzWc+9a9cuOTs7W/Vz+fLlOI/1999/K2vWrP/5fczvrJ06tnfv3nJ2dlbOnDk1YMAATZ06VT169Ejwe0uI77//XtevX1e2bNk0YMAALVmyRNmzZ5ckNWzYUOPGjbNs++mnn8rNzU1z587VZ599Jjc3N82fP1+S9PXXXytv3rzKnj27Jk2apKVLl6pMmTI2rR224xT/JgAAAGmDh4eHJOnGjRtxbnfz5s0XTtOaFBUqVNCBAwes2jZv3rzxbhNXtydru0QNGzZMXbt21a1bt/TTTz+pb9++Cg8P14cffmjV/rGJbY0OScqRI4d+/vnnF762YcOG5/48evToWMdx/PLLL4ktD6kQLR0AACDdKFq0qNzd3S0Dnl8kODhYf/75p8qVK5es5/bw8FDZsmWt+okZgB2bbNmyvbA1I2aA9otaQV6kQIECqlixoho1aqRp06ape/fuGjp0qG7fvp3wN2il5FqRPCHHQepH6AAAAOmGm5ub2rdvr61bt+rIkSMv3Obbb79VVFSUunbtKkmaMmWKWrdurQ4dOsjT01NVqlTRzZs39d577ylr1qwqVaqUrly5Eu+5k7N71WuvvabTp0//Z/zH8ePHJUmlSpWK/2K8QOXKlRUZGalLly4lan9rJNeK5Ak5DlI/QgcAAEhXxo8fr1y5cqlNmzbPTd0qSTt37tSkSZPUrFkzy8xQx44d0/79+/XBBx/o1q1bevr0qerWratmzZrp1q1bKly4cJzdiWLEdK+y5ie+7lUtW7ZUWFiYVqxY8dzvf/zxR+XNm1dVqlRJ2EX5/3bs2CEHBwe99NJLido/Psm1InlCj4PUjzEdAAAg3bh9+7YuXryoTz75RD179lT58uW1YsUKVahQQT/++KN69uypggULasCAAQoKClK5cuV07NgxjRkzRhUqVJAkFSlSRCVLllS9evUkScWLF1dUVFS8586UKZMqVqyYLO+jYcOG8vPzU69evRQaGqqiRYtq8eLF2rhxoxYsWGBZo2PXrl2qW7euRo4cqZEjR1r27969uzw9PVW5cmXlypVLd+7c0bJly7RkyRINGjRIOXLksGy7YcMGhYeH68GDB5KkU6dOafny5ZKkRo0aKWPGjFbXnVwrkif3yuYwHqEDAACkG+vXr1enTp0sf75y5Yp++uknVahQQXPmzNHjx4916dIl+fj4SJIuXryoU6dOqUGDBpZ9Tp06pQ8++MDy59OnT6tDhw4p9yb+v5UrV2r48OEaOXKk7t69q+LFi2vx4sVq166dZRuz2ayoqChFR0c/t2+1atU0Z84c/fjjj7p//748PDxUpkwZzZ8/X2+99dZz2/bq1eu57mPLli3TsmXLJEl//PGHChUqZHXNsa1IfufOHauPkZzHQepB6AAAAOnGu+++q3ffffeFr+3cufM/vzt37pw8PDyUO3duSdKTJ0904cIFvfbaa5Ztjh07pgkTJtii3Dh5eHhoypQpmjJlSqzb1KlTx7Kq+D916tTpufAVl/jGl8SoW7eu9u7d+8LXBg0apE8++UQeHh4KDQ197rXQ0FDLrGLWSq7jIPUgdAAAALt17Nix59Z+OHnypAoWLCh3d3dJ0v3793Xr1i0VL17cqBJTjW3btsW7zT9XJM+fP7+kZwsZduzYMUHnSq7jIPVgIDkAALBbx48ffy50HD169Lk/Hz9+/IUrg+PFkmtF8oQeB6mfyfyiNjkAAAAgEW7fvq133nlHO3fuVL58+fTdd9/J399f0rMB8jVr1tSwYcMkPVsccMyYMc/tP2fOHL377rtxHgdpD6EDAAAAgE3RvQoAAACATRE6AAAAANgUoQMAAACATRE6AAAAANgUoQMAAACATRE6AAAAANgUoQMAAACATRE6AAAAANgUoQMAAACATRE6AAAAANgUoQMAAACATRE6AAAAANgUoQMAAACATRE6AAAAANgUoQMAAACATTkZXQBSRnR0tK5fv65MmTLJZDIZXQ4AGMJsNuvBgwfKmzevHByS9r0bn6sAYP3nKqHDTly/fl3e3t5GlwEAqcLVq1eVP3/+JB2Dz1UA+D/xfa4SOuxEpkyZJD27ITw9PQ2uBgCMERoaKm9vb8tnYlLwuZo8ihcvrhs3bihPnjw6c+aM0eWkaVzL1C89/h1Z+7lK6LATMU3/np6e/M8RgN1Lju5QfK4mj5juGA4ODlzHJOJapn7p+e8ovs9VBpIDAAAAsClCBwAAAACbInQAAAAAsClCBwAAAACbInQAAAAAsClmrwIAAIYpX768vL29lSNHDqNLSfO4lqmfPf8dmcxms9noImB7oaGh8vLyUkhISLqbog0ArJWcn4V8rgKA9Z+FdK9KxciDAAAASA/oXpUKhYaGKjIyUo8ePVK+fPmMLgcAAABIElo6UpkTJ06oefPmev311/XGG29o9uzZRpcEAAAAJAktHanI6dOnVatWLXXt2lWlSpXSvn37tGLFCrVv315ubm4ymUwym83xLjMvSU+ePNGTJ08sfw4NDbVl6QAAJEqzZs10+/Zt5ciRQ2vXrjW6nDShR48ekqTAwMDnfs+1TP3s+e+I0JFKREREaMKECWrXrp0mTpwoScqRI4e+/fZbhYSE6K+//lLhwoWtDh7jx4/XmDFjUqJ0AAAS7dChQwoODqY7sZViAsc//z0mfHAtUz97/jsidKQSTk5OunjxoipWrGj5XVBQkA4fPqwaNWrIZDKpQYMG+vbbb61q6Rg6dKgGDhxo+XNoaKi8vb1tUjsAALCtf4aNhLwGpBaEjlQgKipKZrNZlStX1t69ezVmzBiFhIQoMDBQc+bMUa5cufTXX3+pS5cuKl26tLp37x7vMV1dXeXq6poC1QMAAABxI3QY6OHDh8qYMaMcHR0lSe3bt5ejo6MuXryo8+fPa9KkSWrTpo0kKTw8XKVLl9bFixeNLBkAAKSghLRi3L9/33aFAEnE7FUGOXnypKpVq6YVK1ZYflepUiV9/vnnmj17tiIjI59bp8Pd3V2ZMmWSl5eXEeUCAAAAiUboMMiPP/6oCxcu6JNPPtHSpUstvzebzXJ2dlbJkiV1+vRpHT16VCEhIRo+fLiOHTtmafkAAADpG2M1kJ7QvcogGTNmVLly5VS+fHmNHj1aZrNZbdu2tXS1atCggcaOHauVK1cqX758un37ttavX6+iRYsaXDkAALC1pAQOulkhNSJ0GMTHx0f37t1Tnz59dP/+fY0dO1ZZs2ZVUFCQ6tatq3bt2qlgwYI6f/68nJ2dVaNGDWafAgAAVunRo8d/1vEAjEToMIizs7O2bNmizz//XB999JGmTZumtm3b6v79++rWrZskqVq1aqpWrZrBlQIAgJREtyqkR4QOg5QoUUJZsmSxjN+4fPmyIiIiVKhQIf32229q3ry50SUCAGBzAwcOVGhoqDw9PY0uJVVISuB47bXXFBERIRcXF8uxaO1IXez5fid0GCRz5sxydXXVgQMHNH36dB0+fFizZs3Srl27LB84BA8AQHr3z4VskTSlS5c2ugTEw57vd0KHAaKjo+Xg4KDs2bOrYcOGypw5s9avX6+yZcuqWLFicnZ2VqlSpYwuEwAAAEgWTJlrI5GRkXr69Olzv4uOjpYkOTg8u+y9evVSsWLFtGzZMpUtW1aSVL58eU2aNElFihRJ0XoBAICxbDGWg/EhSC0IHTZw6tQpBQQEyNfXV506ddLixYslPQsbUVFRkp4FEB8fH+3YsUMVK1aUJMtigK6ursYUDgBACnvw4IFCQ0P14MEDo0tJ8yIiIiw//0TwSD3s+X4ndCSzc+fOqXr16nJxcZGfn58uXbqkSZMmqVOnTpIkR0dHPXnyxNLakTFjRksLiMlkMqxuAACM8Oqrr8rLy0uvvvqq0aUYKjmCwbJlyzR37lwtW7YsGSqCLdjz/U7oSEZms1nz5s2Tn5+f5s+fr5EjR2rDhg3q0qWLDh48qLZt20r6v5aMOXPm6OrVq5YAAgAA7A8tEbAHPO0mI5PJpODgYN28edPyu4wZM6pz587q37+/zp8/r6FDh0qS9u3bp3HjxmnYsGGWLlcAAAC2QLCB0QgdySRmPEb58uUVFRWlM2fOWF5zc3NT69at5efnpx07dujevXuqXr26Bg8erLFjx8rR0dGosgEAgJ0geMBIhI5kEjMeo1GjRjp//rwmTpz43CAhT09Pvf/++zpw4IC2b98uSerWrZsKFy5sSL0AAMB4BAHYC0JHMitSpIiWLl2qRYsWaejQobpz547lNRcXF5UrV07ZsmUzsEIAAJAaGBE4CDkwCosD2oCPj4+WLVum1q1b6/r162rdurVKly6t+fPn69q1a6zBAQAADNOjRw8FBgYaXQbsDKHDRpo2bap9+/Zp4MCBGjJkiJycnOTs7KwNGzbI29vb6PIAAICBaHGAvSF02FD58uW1du1a3b17V2FhYcqdO7eyZ89udFkAAMBAqSFw0NqBlMaYDhvz9PRUoUKFVKpUKQIHAABINVJD+IH9oKUDAAAYZs2aNYqIiJCLi4vRpaR5/v7+io6OTtCiw7R4pCx7vt8JHQAAwDAVKlQwuoQUZcvWhRw5ciRqv5iaCB+2Z2/3+z/RvQoAACAFpPbuTD169Ej1NSLtInQAAADAguABW6B7FRLNbDbr7t27unr1qq5evapbt24pOjpaZrNZDg4OKlKkiF577TUG0AMAYrVu3To9evRIbm5uatKkidHl2ExKPMhfuXJFUVFRcnR0VMGCBZN0LMZ62Ia93O8vQuhAgjx69EgrVqzQsmXLFBQUpFu3bsW7T65cueTn56c+ffqoSpUqMplMKVApACAt6Nmzp4KDg5UvXz5du3bN6HJsIqVaDvbs2aPw8HC5u7snOXRIBA9bsIf7PTaEDlht3759evPNN3Xjxo3nfp8zZ055e3srd+7ccnR0lMlkUkREhM6ePatLly7pr7/+0oIFC7RgwQJVrFhRAwcOVNu2bRM0uwYAAEh5BA8kF0IHrLJw4UJ17txZERER8vb2VteuXeXv768yZcrIzc0t1v3CwsJ0+PBh/fDDD1q8eLF+//13dejQQV9++aW+/PJL1axZMwXfBQAAKYvxEcAzfNWMeH377bd66623FBERoRYtWuj06dMaOXKkqlatGmfgkCQPDw/VrFlTc+bM0dWrVzVmzBhlypRJv//+u2rVqqUWLVpoz549MpvNKfRuAABAQhCckBwIHYjXN998I0l6//33tWLFCrm7uyfqODly5NDIkSN1/vx59ejRQw4ODlqzZo1q1qypSpUqacGCBXr8+HFylg4AgGHS08N6enovMAahA/GKCQIBAQHJMg4jV65cmj59uo4fP66uXbvK1dVVBw8eVMeOHZUnTx717t1b+/fvp/UDAJBm8ZAOPI/QgXg9ffpUkuTklLxDgEqUKKGZM2fq6tWr+vTTT5U/f37dv39f06ZNU5UqVVS4cGF16NBBU6ZM0a+//qqHDx8m6/kBAACQMggdiFfMOhtHjhyxyfFz5Mih4cOH6/Lly9qyZYsCAgLk5uamK1euaPHixXr//fdVvXp1eXp6qnTp0urSpYvmzp2rixcv0hoCAEhV0vOq3un1fSFlEDoQr3bt2kmS5s6da9PzODo6ql69elqwYIFu3bqlTZs2aezYsWrcuLFy5cqlqKgoHT9+XD/88IM6deqkokWLqkCBAhowYIAOHDhAAAEAAEilCB2I19tvvy2TyaRdu3bpjz/+SJFzenh4yN/fXyNGjNC6det048YNXbt2TatXr9aQIUNUvXp1OTs769q1a/r6669VuXJlFS1aVF988YXCw8NTpEYAQNJ5eHgoU6ZM8vDwMLqUJDO6JcDJyUnOzs7J3h0aySc93e8JZTLz9bBdCA0NlZeXl0JCQuTp6Zng/WvVqqVffvlFs2fPVufOnW1QYcI9evRIW7du1aJFi7RmzRo9evRI0rPuWoMGDVLv3r0TPdMWgPQpqZ+FtjoW0j6jA0dKYrFA/JO1n4W0dMAq1apVkyTt37/f4Er+j5ubm5o2barFixfr9u3b+uGHH1SkSBHdvn1bgwcPVsmSJbVr1y6jywQAALB7hA5YpXLlypKkAwcOGFzJi7m7u6tTp046c+aM5s6dq4IFC+rKlSvy8fHRsGHDFBkZaXSJAIB0yp5aOST7e79IHoQOWCVDhgySpKioKIMriZuTk5PeeecdyxogZrNZ48ePl4+Pj/766y+jywMApDM8gAPWYaQRrHL58mVJUuHChY0txEqZMmXSzJkz5e/vr65du2rPnj2qVKmS1qxZo3LlyhldHgDg/xs0aJDu3bunLFmyaNKkSUaXk6YFBQXpyZMncnV1VdWqVY0uBy9gz/c7LR2wytmzZyVJhQoVMraQBGrdurUOHDigYsWK6erVq6pRo4aWLVtmdFkAgP9v8eLFmj17thYvXmx0KWnexYsXdfbsWV28eNHoUhALe77fCR2IV2RkpJYvXy5JqlmzpsHVJFyxYsX022+/qX79+nr48KHatGmjUaNGKTo62ujSAABpmD13rbLn947EIXQgXhs2bNCNGzeUPXt2NWnSxOhyEiVz5sxat26dBg4cKEkaO3as2rRpw5oeAAAAKYDQgXjNnDlTktSxY0e5uLgYXE3iOTk5afLkyfrhhx/k7OysFStW6PXXX9eVK1eMLg0AACBdI3QgTpcuXdK6deskSd27dze4muTRqVMn7dixQzlz5tTRo0dVqVIl7dmzx+iyAABpCN2LuAZIGEIH4vTDDz/IbDbL399fxYsXN7qcZPP666/rwIEDKlu2rG7fvi1fX1/Nnj3b6LIAAADSJUIH4rRy5UpJ0rvvvmtsITZQoEAB7dmzR61bt9bTp0/VtWtX9e7dW48ePTK6NABAKsY3/EDCEToQq7CwMJ05c0aS5Ovra3A1tuHu7q4lS5Zo7NixkqRp06apcuXKOnHihMGVAQAApB+EDsTq6NGjMpvNyps3r3LlymV0OTZjMpk0YsQIbdy4Ubly5dKJEydUqVIlff3114qIiDC6PAAAgDSPFckRq3PnzkmSSpQoYXAlzzObzTpz5ow2btyo06dPq1ChQipevLheffVVFS9eXCaTKVHHrV+/vo4ePap3331XGzdu1IABA/TNN99o7Nixat++vRwcyOgAkNwaN26su3fvKmvWrEaXkuZ5e3tbViRPKT169FBgYGCKnS+ts+f7ndCBWLm5uUl6tjhgavDgwQN9/vnnmj9/vv78888XblO5cmVNmDBBPj4+iTpHrly5tH79es2cOVOjR4/WpUuX9NZbb+nzzz/XiBEj1KpVK8IHACSjtPbAmprHc9SqVcvoEhCPtHa/JyeenhArT09PSc8e9o22evVqvfLKK/rss8/0559/ysXFRX5+fho2bJjeeustVapUSRkyZND+/fvl6+urBg0a6NSpU4k6l4ODg3r06KELFy5o3Lhx8vLy0vHjx9WmTRuVKlVK8+fPV1RUVDK/QwAA0qbUHMSQehA6UqHo6Oj/PNSazeYUryNHjhySpMuXLys6OjrFzy89e9/Dhg1Ty5YtdePGDRUtWlRLlizR3bt3tXnzZn322WeaP3++9u/frz/++EN9+vSRk5OTNm3apIoVK+rHH39M9Lnd3d01dOhQ/fHHHxo1apQyZ86s06dP6+2331a5cuW0ZcuWZHynAIDUjodrIPEIHanM6dOn1bt3b9WvX18jRozQmjVrJD0b7JyQ4PHkyROFhoY+95NQZcuWlYeHh/7++28dOXIkwfsnh48//ljjx4+XJA0cOFAnTpxQmzZt5O7u/p9tc+fOrW+//VZnzpxR/fr19ejRI7377rvq3r27Hj9+nOgasmTJotGjR+vKlSsaP368smTJouPHj8vf31+NGjXS+fPnE31sAAAAe0DoSEXOnDmj6tWrKywsTIULF9bevXs1YMAAjRgxQlLCgsf48ePl5eVl+fH29k5wPc7Ozpapcjdv3pzg/ZNqxowZGjdunKRnfSAnT55s1eC4IkWK6Oeff9bYsWNlMpk0c+ZMVa9eXceOHUtSPZ6enhoyZIguXLig999/X87OztqwYYPKli2bpBYVALBnFStWVP78+VWxYkWjS0nzVq5cqYULF1rW2ELqY8/3O6EjlTCbzZoxY4b8/f21YMECzZw5U/PmzdN7772nyZMna/DgwZJk9cxMQ4cOVUhIiOXn6tWriaqrYcOGkqQff/wxRbtYxTzYS9LYsWPVvXv3BO3v4OCgESNGaNOmTcqePbsOHz6sChUqaMiQIXr48GGSasuaNau++uornTp1Sj4+Pnr48GGytKgAgD26efOmgoODdfPmTaNLSfMePXqk8PBwFrlNxez5fid0pBImk0kXLlx4bqao/Pnzq0uXLvriiy80e/ZsffXVV1Yfz9XVVZ6ens/9JEaHDh2UKVMmnTlzJsXGMERHR6tLly569OiR6tatq48//jjRx/Lz89PRo0fVqlUrRUZG6vPPP1fJkiW1atWqJI+TKVq0qLZu3fpci0rt2rV169atJB0XAIC0hvEuiA+hIxWIaUGoVauWbt68aVkfQ5IyZcqkNm3aqEuXLlq9enWKJ2NPT0917txZkvTll1+myDnnzp2r3bt3y93dXTNnzkz0uhsx8ubNq+XLl2vt2rXy9vbW5cuX9cYbb6hmzZpau3ZtklpwYlpUNm7cqKxZs2r//v2qXr26rly5kqSaAQCpCw/VQNIQOgwU080nZt2HChUq6Pr161q4cKHu3r1r2S579uxq3ry5goKC9Mcff6R4ne+9954cHR21efNm7d2716bnCg0N1bBhwyRJo0ePVuHChZPt2E2bNtWpU6c0fPhwubq6au/evWrevLnKlCmjJUuWJGkaXH9/f+3bt0+FChXSxYsXVbNmTV24cCHZagcAAEjLCB0GOXnypKpVq6YVK1ZYfufj46MPPvhAn332maZPn67r169bXnv55Zf16quvGlGqXnrpJUtrx7Bhw2w6fe+nn36qv/76S0WLFlW/fv2S/fgeHh769NNPdfHiRX300Ufy9PTUiRMn1K5dO5UsWVJLly5N9Pt75ZVXtGfPHr3yyiu6evWqatWqRfAAANgNWoMQF0KHQX788UdduHBBn3zyiZYuXWr5fd++fTVx4kRNmDBBY8aM0fr163XlyhVNmjRJd+7cUaFChQypd+TIkXJ1ddXu3bu1adMmm5zj1KlT+vrrryVJX331lVUzVSVWvnz5NGHCBF25ckVjxoxRlixZdPbsWbVt21Z16tTR6dOnE33cXbt2qWTJkrpx44Z8fX1jXT0dAJA28DANJB2hwyAZM2ZUuXLlVKtWLY0ePVpLliyxvDZw4EBNnz5dly5dUps2bdSoUSMtW7ZMP/30k/LkyWNIvfnz51efPn0kPWvtSO4VuZ88eaIOHTro6dOnaty4sRo3bpysx49N5syZNXLkSF2+fFmjR49WxowZtXv3bpUpU0Zjxox5bmC/tXLlyqVt27ZZWjz8/f11+/ZtG1QPAACQNhA6DOLj46MKFSqob9++qlixosaOHastW7Zo7Nix2rdvnzp06KDFixfrt99+04IFC/Tbb7+pXLlyhtY8dOhQeXl56fDhw5ozZ06yHnv06NE6evSosmfPniyDxxPK09NTo0aN0qlTp9S4cWM9ffpUo0ePlp+fn27cuJHg4+XKlUtbtmyRt7e3zp49qwYNGiRqgUYAAID0gNBhEGdnZ23ZskUFChTQRx99JB8fH7Vt21ajR4/WSy+9JOnZehClSpVSuXLllCtXLoMrfjagfdSoUZKetXaEhYUly3HPnDmjL774QpI0c+ZMw1pzJKlgwYL66aeftGDBArm7u2vnzp2qUKGCfv/99wQfy9vbW1u2bFH27Nl16NAhtWrVSk+ePLFB1QAAAKkbocMgJUqUUJYsWeTs7KySJUvq8uXLioiIUKFChfTbb79J+r9ZrVKTvn37qmjRorp9+7amTZuWLMf88MMPFRkZqSZNmqhFixbJcsykMJlMCggI0MGDBy1jM2rVqpWoFV5feeUVbdiwQe7u7tq6daveeuutZO+aBgBp2cSJEzVz5kxNnDjR6FLSvCpVqqhWrVqqUqWKYTUw/iVu9ny/m8y2nIoIcfL19dW4ceM0ffp0bdmyRZMnT9auXbu0atUqBQYGqnnz5sl2rtDQUHl5eSkkJCTRCwXGmDt3rjp16qQcOXLo8uXLypgxY6KPtXnzZtWvX19OTk46efKkihUrlqTakltoaKjatWunDRs2yGQy6YsvvtCAAQMS3P1r69ataty4sSIiItS1a1fNmDEjxbuQAUjez8LkPBZSLx6iEy4wMNDoEpCCrP0sTH1fpduBmMXosmfProYNG2rXrl1av3692rVrp27duqlNmzYqVaqUwVXGLiAgQIULF9bt27c1Y8aMJB0rZrXxfv36pbrAIT0b67F27Vr16tVLZrNZH3zwgbp165bgblL16tXTokWL5ODgoFmzZmngwIE2nXoYAAAgNSF02EhkZKSePn363O9iwkZMt6levXqpWLFiWrZsmcqWLStJKl++vCZNmqQiRYqkaL0J4ezsrCFDhkiSJk+erIiIiEQd59KlSzpw4IAcHR01dOjQ5CwxWTk5Oem7777T5MmT5eDgoNmzZ6tGjRq6fPlygo7TqlUrzZw5U5L09ddfa/jw4QQPAABgFwgdNnDq1CkFBATI19dXnTp10uLFiyU9Cxsx/fmjo6Pl4+OjHTt2qGLFipJkeQC15foUyeWdd95R7ty5de3aNa1evTpRx4hZGLFOnTrKkSNHMlaX/EwmkwYOHKj169cra9as+v3331W+fHmtW7cuQcfp3LmzvvvuO0nS+PHj9emnn9qiXABIM86ePauTJ0/q7NmzRpfyH2mta9X9+/d19+5d3b9/3+hSEIvUfL/bGqEjmZ07d07Vq1eXi4uL/Pz8dOnSJU2aNEmdOnWSJDk6OurJkyeW1o6MGTNaWkDSUh9/V1dXdevWTdKzhfwS8439hg0bJElvvPFGstZmSw0aNNChQ4dUuXJl3bt3T02bNlXPnj314MEDq4/Ru3dvTZ48WdKzRRcnTZpkq3IBINWrW7euSpUqpbp16xpdSpq3fv16LV++XOvXrze0jrQW1lKSPd/vhI5kZDabNW/ePPn5+Wn+/PkaOXKkNmzYoC5duujgwYNq27atpP9ryZgzZ46uXr2aKmepskbv3r2VIUMGBQUFaevWrQne//r165KezeSVlhQsWFC//PKL3n//fUnPBsyVLl1aO3bssPoYAwcO1GeffSZJGjx4cJLHxgAAAKRmafNpN5UymUwKDg7WzZs3Lb/LmDGjOnfurP79++v8+fOWsQv79u3TuHHjbLK6d0rJnTu3evbsKenZ4n4Jbe24d++eJClLlizJXputubi46KuvvtL27dtVqFAhXb58Wb6+vurfv78ePXpk1TGGDRtmuR969uz53Kr0AACkZbR24N8IHckk5oG7fPnyioqK0pkzZyyvubm5qXXr1vLz89OOHTt07949Va9eXYMHD9bYsWPl6OhoVNlJNnjwYGXIkEH79u1L8ENzeHi4JCVpyl2j+fj46NixY5bwNXXqVFWoUEGHDh2yav/PPvvMMjPWW2+9pY0bN9qyXAAAAEMQOpJJzHiMRo0a6fz585o4ceJz/fw9PT31/vvv68CBA9q+fbskqVu3bipcuLAh9SaXPHnyWGayeu+993Tnzh2r982XL58k6c8//7RJbSklU6ZMmjZtmjZs2KDcuXPr9OnTqlq1qj7//HPLeJ3YmEwmffvtt2rXrp0iIyP1xhtvWO4PAIBx+KYeSF6EjmRWpEgRLV26VIsWLdLQoUOfewh3cXFRuXLllC1bNgMrTH5Dhw5VqVKldPv2bY0fP97q/YoWLSrp2dS56UGDBg10/PhxvfHGG3r69KmGDBmi1q1bKywsLM79HBwc9OOPP6pJkyZ69OiRmjRpQvAAAADpCqHDBnx8fLRs2TLNmjVL3bt31+LFi3Xy5ElNmjRJ165dS9VrcCSGi4uLvvjiC0nSd999Z3WIiFkMcP/+/TarLaVlz55dy5cv14wZM+Ti4qKVK1eqVq1aCg4OjnM/FxcXLV++XI0aNdKjR4/UsGFDxngAAIB0g9BhI02bNtW+fft09+5dDRkyRM2aNdPq1au1YcMGeXt7G11esvP391e9evX05MkTffDBB1bt06RJE0nP1utI7AKDqZHJZFK3bt20Y8cO5ciRQ4cPH1blypV14sSJOPdzdXXVihUr1KpVK0VERKhdu3YaNGhQuro2AAD7QRc1/BOhw4bKly+vtWvXateuXVqzZo327NmjcuXKGV2WTZhMJk2ZMkWOjo5avXq1Nm/eHO8+derUUe7cuXXv3j1t2rQpBapMWdWrV9dvv/2mEiVK6Pr166pdu7YOHDgQ5z4ZMmTQkiVLNGDAAEnSF198oZo1a+rkyZMpUTIAAIBNEDpszNPTU4UKFVKpUqWUPXt2o8uxqRIlSqhv376Snq3hEd/UsY6Ojmrfvr0kadSoUYZOHXzz5k1NmzZNM2fO1MaNG3Xy5Ek9efIkycctXLiwfvnlF1WpUkV3796Vr69vvOt5ODo66ssvv9TKlSuVOXNm7d+/X2XLllW/fv10+/btJNcEAEBKobUDMUzmxCwljTQnNDRUXl5eCgkJkaenp03PU6JECQUHB2vEiBEaO3ZsnNvfunVLr7zyiu7fv6+pU6eqX79+Nqvt38xms7Zv367p06dr9erVioyMfO71rFmzqmvXrurVq5cKFSqUpHM9ePBALVq00Pbt2+Xi4qL//e9/atmyZbz7Xb16Vf369dOaNWskPQuxQ4YMUf/+/dP0VMOAUZLzszClPlfTuxs3bigqKkqOjo7KkyeP0eVISrsPyg8fPlR0dLQcHBxS1f8jAgMDjS4h1UiN93tSWftZSEsHkpWnp6emTJkiSZo8ebJl1fHY5MyZ0zLj1fDhw3X58mVblyhJlnUx6tWrp+XLlysyMlJVqlRRo0aN9Nprr8nT01N3797VxIkT9dJLL6lly5Y6depUos+XKVMmrV+/Xi1btlRERITefPNNffHFF/FOqevt7a3Vq1dr69atKleunEJDQzVs2DC9/PLLmjVr1n+CEgCkNXny5FH+/PnTzQOYkTJmzCgPD49UFTjwPHu+3wkdSHZvvPGGqlSpoocPH6pv377xrlTevXt3Va1aVQ8ePFCjRo109+5dm9f41VdfadGiRXJ2dlavXr109OhRBQUFaf369Tp27Jju3r2rNWvWyM/PT2azWatXr1bp0qXVp0+fBK1F8k8ZMmTQ0qVL1b17d0VHR2vQoEFq3Lix/vrrr3j3rVu3rn7//XctWLBABQsW1PXr19WtWzeVKVMmXY6HAQAA6QuhA8nOZDIpMDBQTk5OWrVqlZYvXx7n9g4ODlq2bJny58+v06dPq1mzZvGOB0mKAwcOWBY0nDJlir7//nuVLl36uW0cHR3VrFkzbd68WadOnVKLFi0UFRWl77//XkWLFtX06dPjbaV4EScnJ02fPl3Tpk1ThgwZtHHjRpUsWVILFy6MN5w5ODgoICBAZ8+e1VdffaWsWbPq1KlTatCggTp16qR79+4luB4AwPPSateq1IxrConQARspU6aMhg0bJknq06dPvN2s8ufPrw0bNsjLy0t79+5Vhw4dbNJ16OnTp+rQoYOePn2qVq1aqWfPnvHu8+qrr2rVqlXavn27ypYtq5CQEPXq1Uu1atVK1KxSJpNJPXv21IEDB1SmTBn9/fffeuutt+Tn5xfv7FbSs6l133//fV28eFH9+/eXyWTS3LlzVapUKe3atSvB9QCAkWbMmKEvv/xSM2bMMLqUNO/06dM6duyYTp8+bXQpiIU93+8MJLcTRgx4jIiIUKVKlXTs2DFVrFhRu3btiref6a5du+Tv76+IiAh17NhRc+fOlYND8mXjbdu2qV69esqWLZvOnz+vLFmyJGj/mNaOoUOHKjw8XE5OThoxYoSGDRsmJyenBNfz9OlTTZw4UWPHjrWsx/Hmm2/qs88+syyeGJ+9e/eqU6dOOn/+vBwdHfXNN9+oV69eCa4FsAcMJE998ufPr+DgYOXLl0/Xrl0zupw0/a38woULFR4eLnd3dwUEBBhdzn8woDz13e/JgYHkMJyLi4tWrVqlbNmy6ffff1fHjh3j7ZJUu3ZtLV++XE5OTpo/f76GDh2arDXFzALVvHnzBAcO6Vm3q379+unUqVNq3ry5IiMjNWrUKNWuXdvqldj/ydnZWcOHD9fZs2f1zjvvyGQyafny5SpRooR69uypW7duxXuM119/XYcPH9Zbb72lqKgo9e7dW/3792eQOQAASDUIHbCpl156SatXr5aLi4tWrlypPn36xBs8mjZtqtmzZ0uSJk6cqG+//TbZ6tm4caMkqVmzZkk6ToECBbR69WotWLBAnp6e2rdvn8qUKaOpU6cm6mG/UKFCmjt3ro4ePaomTZooKipKgYGBKlasmL7++ms9ffo0zv3d3d01b948jRs3TpI0depUtWzZUg8fPkzU+wMAAEhOhA7YXI0aNTR37lyZTCZNnz5dXbp0iXchwLffftsylW7//v2tWuHcGn/++aekZ2NOkkNAQICOHj2qmjVrKiwsTP3791eFChX0yy+/JOp4r732mn766Sft2rVL5cqVU0hIiAYMGKAyZcooKCgozn1NJpOGDh2qZcuWKUOGDFq3bp3q16+v+/fvJ6oWALA3ablrVVrA9bVvhA6kiPbt22v+/PlydHTU3LlzFRAQEO+39x999JHeffddRUdHq02bNrpw4UKSaoiMjLSsMp4pU6YkHeufChUqpJ07d2r69OnKmjWrjh07plq1aqlDhw46e/Zsoo5Zq1YtHThwQDNmzFD27Nl1+vRp1ahRQ2PGjIm3JeXNN9/U1q1b5eXlpT179sjHx8eqaXkBAABshdCBFBMQEKAlS5bI2dlZS5YsUZs2bSwh4EViWkaqVaumkJAQNW/eXKGhoYk+f3h4uOXf3d3dE32cF3FwcFCPHj109uxZdevWTSaTSYsXL1bx4sXl4+Oj+fPn68GDBwk6pqOjo7p166Zz586pQ4cOioqK0ujRo1W7dm1duXIlzn1ff/117dq1Szlz5tSRI0dUo0aNRI05AQAgOdHaYb8IHUhRrVq10qpVq+Tq6qrVq1erVatWcQYPV1dXLV++XHny5NGpU6cUEBAQb9es2Dg7O1v+3VaDrLNnz64ZM2bo999/V7NmzWQymbRz5069/fbbypkzp958800tW7YsQeuQZMmSRQsXLnxu/EilSpW0Z8+eOPcrU6aM9uzZo4IFC+rChQt6/fXXdeTIkSS+QwBIn3gYBmyL0IEU17hxY61du1YZMmTQ+vXr9fbbb8cZJPLmzavVq1fL1dVV69ats6z/kVBubm5ydHSUpCS1mFijfPnyWrNmja5cuaKxY8eqWLFievz4sVasWKE2bdooT5486t69u/bu3RvvooAxAgICdOTIEZUrV063b9+Wr6+vZcB9bF5++WXt27dPpUuX1s2bN1W7dm3t3LkzGd4hAACA9QgdMIS/v7/Wrl0rZ2dnLV26VIMHD45z+8qVK+uHH36Q9GxGq/nz5yf4nCaTyTJ/dEoNrvb29taIESN05swZHTp0SB999JEKFCigkJAQzZw5UzVq1FDp0qU1d+5cyzodcSlcuLB++eUXvfnmm3r69Km6du2qDz74IN7QtmvXLtWqVUuhoaGqX7++FixYkJxvEwAAq9GqZJ8IHTCMn5+f5s2bJ0lWrc7ZoUMHy7odXbt21a+//prgc3p7e0uSLl++nOB9k8JkMqlcuXKaMGGC/vjjD23fvl3vvPOO3N3ddeLECXXq1EmFCxfWl19+GWd3M+nZeJQlS5Zo9OjRkp5du9atW8c5PW7mzJm1adMmtWrVyrLw4tChQ+OdvhgAbK1YsWIqUaKE1QuiInZeXl7KkiWLvLy8jC4FsbDn+50Vye1Eal4595NPPtHIkSPl6OioTZs2qW7durFuGx0drVatWmn16tXKmTOn9u/fr4IFC1p9rpYtW2r16tX69ttv1adPn+QoP0nu37+vGTNmaMqUKbp+/bqkZ7NhTZgwQW3atJHJZIpz/yVLlujtt99WRESEKleurJ9++kk5c+aMdfvo6Gh9/PHHlumImzVrpgULFiTrbF5AasaK5IgN376nPFYoTx9YkRxpxscff2xZTbtt27ZxtkI4ODho/vz5KlOmjG7duqWWLVsmaFD2Sy+9JEmJnso2uWXOnFmDBw/WH3/8oVmzZilv3ry6fPmy2rVrpzp16uj8+fNx7t+2bVtt27ZNWbNm1f79+1W9enWdO3cu1u0dHBw0btw4LViwQK6urlq7dq0qV66skydPJvdbAwAAsCB0wHAmk0kzZ85UxYoV9ffff8e7kraHh4fWrl2r7Nmz6/Dhwxo5cqTV56pSpYokadeuXUmu+9GjRzp06JBOnTqlv/76K951R+Li4uKiLl266Ny5cxozZozc3Ny0e/dulS1bVt99912c3aBq1Kihffv2qXDhwrp48aKqVaumvXv3xnm+gIAA7dq1S3nz5tWZM2dUuXJlxnkAsFu0cgC2R+hAqpAhQwatWLFC2bNn15EjR9SjR484Z3UqUKCA5syZI+nZmIaDBw9adZ46depIko4dO6bbt28nuM5r167pvffeU8WKFZUxY0ZVqFBBJUuWVO7cueXi4qICBQqoSZMm+vjjj7Vjx44ET83r7u6ukSNH6vTp0/L19dXDhw/Vt29f1a9fXzdv3ox1v1deeUW//vqrKleurLt376pu3bpaunRpnOeqUqWKDh8+rHr16unhw4fq2LGjunfvnqCWIwAAEouwZ18IHUg1ChQooKVLl8rR0VELFizQ999/H+f2TZo0Ubt27RQdHa3+/ftbNfVszpw5Vbp0aUnSqlWrElxjQECAvvnmm1hDztWrV7V+/Xp99tln8vX1Vd68edWzZ09t27YtQeuLFCxYUFu2bNHUqVPl5uamrVu3qlq1ajpz5kys++TKlUs7duxQ8+bN9eTJE7Vr105fffVVnNclZ86c2rhxo0aNGmVpcapSpUqc5wGA5BQQEKD69esrICDAkPOnpwff7du36+eff9b27duNLgWxMPp+NxKhA6mKj4+PPv/8c0nSgAEDFBQUFOf2kydPVoYMGbR3716tX7/eqnO88847kqSpU6davUaG9KxL1u7du63eXpJu376twMBA1atXTwUKFNCgQYN09OhRq/Z1cHBQv379dOjQIRUtWlSXL19W9erV9csvv8S6T8aMGbVixQr17dtXZrNZAwcOVL9+/eJscXF0dNTo0aO1adMm5cyZU8ePH1eFChU0d+7cBF0fAEiMXbt2afPmzcnS7dXe3bhxQ9euXdONGzeMLgWxsOf7ndCBVGfgwIFq1aqVnj59qtatW8fZDSpv3rzq37+/JGno0KFWtSZ07txZ7u7uOnnypLZt22Z1XZ988onV277I9evX9cUXX6hs2bKqVq2a1Yv0FS9eXPv27VPVqlV17949+fn5xdlK4+joqKlTp2ry5MkymUz67rvv1KJFC4WFhcV5Hj8/Px09elR169bVw4cP1alTJ/Xu3TtJY1UAAIhLemppQtwIHUh1TCaTfvjhB73yyiu6du2aevbsGec37h999JEyZ86sEydOaNmyZfEeP3PmzOrUqZMk6cMPP7T6oTq+wdkJERQUJB8fH/Xq1UsPHjyId/scOXJo27Ztlq5TMbNWxcZkMmngwIFatmyZZeX3GjVq6MqVK3GeJ3fu3Nq0aZM++eQTmUwmTZ8+XQ0bNtS9e/cS/B4BALAGwcM+EDqQKnl6emrx4sVycnLSypUrtXjx4li3zZIliwYMGCBJGj9+vFVdgkaMGKFs2bLp6NGj+uKLL6yqqUaNGtYVnwDTp09XyZIltWHDhni3jek6FbMaecuWLXXo0KE492nVqpV27NihnDlz6ujRo6pUqVK84cnR0VEff/yxVq9eLXd3d23btk1Vq1bVhQsXEvTeAAAAYhA6kGqVK1fOMh1u3759defOnVi37devnzw8PHTs2DGrHuBz5sypr776StKzblOXLl2Kd59WrVpZWXnCXL16VY0aNVK3bt3ine0qZpC9j4+PHjx4oIYNG+qPP/6Ic5+qVavqwIEDKlu2rG7fvi0fHx8FBgbGG86aNWumvXv3ytvbW+fOnVPNmjV1+vTpBL8/AAAAQgdStaFDh6p06dK6d++evvzyy1i3y5Ili6V5duTIkVa1drz11luqXbu2Hj16pFatWsW5Noj0bDVzW5o1a5Y6d+4cb+2urq5avXq1ypYta1kgMb7xGgUKFNCePXssrSQ9e/ZU27Ztdf/+/Tj3K1OmjPbv368yZcro5s2b8vHxIXgASDfo1pN68HeR/hE6kKo5OTlpzJgxkqRvv/1Wd+/ejXXbwYMHy93dXQcPHtSKFSviPbbJZNL8+fOVM2dOHTlyRN26dYvzgT9XrlyaO3dugt9DQsyfP1+TJk2KdztPT0+tXbvW0m2qY8eOcS4gKD1bA2TJkiWaNGmSnJyctGzZMpUtW1a//vprnPvlzp1b27ZtU5kyZfTXX3/Jx8eHKXUBAMmO4JG+ETqQ6jVr1kylS5fWgwcPNHXq1Fi3y5kzpz744ANJ0vDhw60aIO7t7a1ly5bJyclJixYt0sSJE+Pc/p133tHs2bMT9gYS6KOPPtKOHTvi3c7b21urV6+2tHwMHTo03n0cHBz04Ycfau/evXrppZd05coV1axZU5999lmcM39ly5ZNW7duVenSpfXXX3/J19c33m5dAJCa8YALpCxCB1I9BwcHffzxx5Kera0RV1eiDz74QNmzZ9e5c+fiDCj/VKtWLcv4jiFDhujHH3+Mc/vOnTvbvMWjZ8+eevLkSbzbVatWTT/88IMkaeLEiZo5c6ZVx69cubIOHz6s9u3bKyoqSh9//LF8fX119erVWPfJnj27tm3bppIlS+rGjRvy9/fXX3/9Zd0bAgAAdo3QgTThjTfe0Msvv6x79+7F+WDt6elpWVxw5MiRVn8b37dvX0srSZcuXbRu3bo4t3/nnXf0888/K1euXFa+g4Q5d+6cJQjFp0OHDpYuaD179tT8+fOt2s/T01MLFy7U3Llz5eHhod27d6t06dLauHFjrPtkz55dmzZtUqFChXThwgU1bNhQISEhVp0PAF6kW7duGjBggLp162Z0KWle8eLF9dprr6l48eJGl5Jo6b0Fyp7vd5OZJYftQmhoqLy8vBQSEiJPT0+jy0mUWbNmqVu3bsqXL58uXbokFxeXF24XHR0tX19f7dq1Sz4+Ptq6dascHOLP19HR0erUqZPmzZunDBkyaOPGjapdu3ac+4SHh2vq1KkaNmxYot5TfIKDg5U3b954tzObzerevbtmzZolk8mkzz77TB999JFV71uSLly4oICAAO3fv18mk0kTJ07UBx98IJPJ9MLtz58/rxo1aujWrVuqVauW1q9fLw8PjwS9N8AIyflZmB4+V+1Zen+4TcsCAwONLgEJYO1nIS0dSDM6duyoPHnyKDg4OM6B4g4ODpo1a5YyZsyoHTt2WN3NKma/Jk2a6PHjx2rcuHG8g6zd3d01dOhQ3b17V5988okqVKiQoPcUn2+++caq7UwmkwIDA9WvXz+ZzWYNGzZMzZo1082bN63av2jRotq9e7dlMP2gQYPUtWtXRUREvHD7l19+WRs3bpSnp6d2796thg0bKjQ01Or3BQBAbAiE6ROhI5W5ePGixo0bp7ffflvz5s1TcHCw0SWlGq6ururZs6ekZzNZxaVo0aKaPHmypGfjNE6cOGHVOZydnbVs2TLVq1dP4eHhatCggQ4ePBjvflmyZNHHH3+s33//XZcvX9bIkSOVI0cOq84ZlwkTJsQ7HW4MBwcHTZkyRbNmzZKrq6vWr1+v4sWLa9q0afHObCU9u76BgYGaMmWKHBwc9MMPP6h58+axTiVcrlw5bd68WV5eXtqzZ4/8/f3jnYIXAADYJ0JHKnLixAnVrFlT+/bt040bN9SnTx/Lw7U1D43/9OTJE4WGhj73kx50795dzs7O2rdvn3777bc4t+3Ro4caNWqkJ0+eKCAgQI8ePbLqHBkyZNDq1atVs2ZNhYaGyt/fXydPnrS6xoIFC2rMmDG6fPmyvvvuOxUuXNjqfV9k9OjRVm9rMpnUpUsX7d+/XxUrVlRISIh69+6tMmXKaO3atfGuAWIymfTee+9p3bp1ypgxozZu3Cg/Pz/du3fvhdtXqVJF27dvV9asWfXbb7+pTp06unbtWkLeHgCkOL5JB1IeoSOVuHr1qtq0aaO3335b69at05YtWzRr1ixNnTpVFy5csLpvfozx48fLy8vL8uPt7W2jylNW7ty51aFDB0nPFg6M6yHaZDJp9uzZypEjh44dO6Z+/fpZfR53d3etW7dOlStX1t27d+Xn56fLly8nqNaMGTOqd+/eOnnypOrUqZOgff9p8uTJGjduXIL2KV26tIKCgvTNN9/Iy8tLJ06cUPPmzVW7dm0FBQXFu3/Dhg21detWZc6cWfv27VOdOnV048aNF25bvnx57dy5U7ly5dLRo0dVuXJlHThwIEH1ArBf+fPnl8lkUv78+Y0uJc1buHChZsyYoYULFxpdSpKl12Boz/c7oSMViI6O1saNG1WiRAlLn/zo6GjVr19fBQsW1N9//53gYw4dOlQhISGWn7imQk1rxowZIxcXF+3YsSPOmZakZyFl0aJFlgAyZ84cq8/j6empDRs2qFSpUrpx44YaNGiQqL8LNzc3jR07NsH7/dPw4cP13XffJWgfR0dH9e3bV3/88YeGDBmiDBky6JdfflG1atUUEBCgO3fuxLl/tWrVtGvXLuXOnVvHjh1TjRo1dOnSpRdu+9prrykoKMhyrWrVqqVly5YlqF4AAP4pvQYPe0XoSAUcHBxUuHBhlS1bVvny5ZPJZJKDg4MyZcqkiIiIRHVXcXV1laen53M/6UXBggUtrRYDBw6Mt9tUvXr1LA/9vXv3tuqb/hhZs2bVxo0b5e3trbNnz6pVq1ZWLTr4bzVq1EjyIPO+ffuqf//+sY6xiE2WLFk0fvx4nT9/Xp07d5aDg4MWLVqkkiVLau3atXHuW7p0actCgpcuXVL16tVjHeNSqFAh7d27V40aNdLjx4/Vpk0bq1ZXB4CUxIMsYAxCRypRr149DR8+XJKe6zKUIUOG57pWrVq1SocPH07x+lKbYcOGKXfu3Dpz5oxVK3EPGzZMTZs21ePHj9W8eXNduHDB6nPly5dPGzduVKZMmbRr1y4NGjQowfWaTCYFBAQkeL9/mzp1qsqVK6ddu3YleN/8+fNr9uzZCgoKUsmSJXXr1i01b95cXbt21ePHj2Pd76WXXtKePXssq5HXqlUr1nVMPD09tXbtWr3//vuSpMGDB2vw4MHxjiUBAADpG6HDIH/88Ye++eYbffrpp5bpX00mk8xms0wmk6Kjo2UymZQpUyZLK8XQoUP1zjvvKEuWLEaWnipkzZrVshL3lClTtHnz5ji3j/l2v1y5crp165bq1auXoC5nJUqUsCy6N2XKFKsX4PunGjVqJHifFzl37pzq1Kmj5s2bJ2iAe4xKlSrp4MGDGjx4sKXbmY+PT5yri+fJk0e//PKL/Pz89PDhQzVv3jzWqYgdHR311VdfWVo5Jk2apK5duyoyMjLBtQIAgPQhyaFj1qxZql69uho1aqTBgwdr/vz5OnLkSDKUln4dP35c1atX16ZNm/Tjjz9q8uTJlm4uMYuxOTg4KDo6WuHh4YqIiNCYMWM0depUbd++XYUKFTKw+tSjYcOG6tu3r6Rnq3KfOXMmzu09PDy0YcMGvfzyy7py5Yrq1Klj9YrlktS8eXONGDFC0rNZtI4fP56gesuWLauMGTMmaJ+4rF27VqVKlVLdunU1ffp03bp1y+p9XV1d9fnnn2vz5s3KnDmzgoKCVL16dV28eDHWfTw9PbV+/Xp16dJF0dHR6t+/v/r27RtrmPjwww/1ww8/WKbf7dOnDy0eAIAEoTtc+pHk0PHZZ59p2rRp+vLLL1WpUiVduHBBn376aXLUli6dO3dODRo0UJcuXfTTTz9p7969CgsL+8/MQDFT5Lq7u+uDDz7QhAkTtHv3blWsWNGIslOtiRMnqlKlSvr777/l7+8f7/iXXLlyaevWrZYxCjVq1EhQa8Ho0aPVoEEDy5gFa9fQkJ6tAdK4cWOrt7fW9u3b1atXL+XKlUs1a9bUiBEjtG3bNqvGftSrV09BQUEqXLiwLl26pNdff13Hjh2LdXtnZ2fNnDlTn3/+uSTpu+++U7NmzfTgwYMXbt+pUyctXbpUDg4OmjFjhr788svEvUkAAJCmJTl0lC5dWsWKFVPx4sXVunVrjRkzRsuXL0+O2tKdJ0+eaPr06apfv75GjRolScqZM6dKly6tY8eOaeDAgfriiy8kPWvpCA8PV3h4uG7cuKH9+/cn+2rX6YGbm5vWr1+vYsWK6erVq2rYsGG8C9QVKFBAv/zyi0qUKKHr16+rRo0aVo+RcHBw0Lx585Q3b16dOXNGvXv3TtC392+//bbV2ybGnj179Omnn6pevXpyd3dXixYttHz58lhXFpekV155RXv37rWM2ahTp06ca6CYTCYNHjxYK1askJubmzZs2BBn96xWrVpZwsagQYO0evXqJL1HAEgsvjUHjJPk0DFixAg1bdpUP/30U4K6d9gjJycntWnTRu+9956cnZ1lMpn02WefafHixXr69Kn+/PNPzZ49W61bt5YkeXl5adSoUdq7d69ee+01g6tPvXLkyKHNmzcrT548OnHihBo2bBjvYoh58+bV7t27Vb16dd2/f1/+/v5avHix1edbvHixHBwcNH/+fAUGBlpda/369ZU9e3art0+qNWvWqHXr1vL29tbMmTNjDUh58uTRzp07Va1aNd27d0/+/v7xLr74xhtvaOfOncqePbsOHjwoX1/fWIPHe++9p169eslsNuvtt9+OdepdAAD+jbCYPiQ5dLz99tvKly+f1q1bpxYtWqhIkSKqV69ectSW7jg6OqpixYoqW7asJOn8+fP6/vvvtWbNGs2YMUPLly/XwIEDdfjwYZ0+fVrSs2+JS5QoYWDVaUPBggW1YcMGZc2aVUFBQWrYsGGsXX5iZMuWTVu3btWbb76piIgIdejQQZMnT7bqfLVq1dJnn30mSerXr5+2bdtm1X7Ozs7q06ePVdsmp1u3bql79+5q0KCB/vzzzxdukyVLFm3evFm1a9e2rMQe3/TClStX1t69e5UvXz6dOnVKvr6+un379n+2M5lMmjp1qmrUqKEHDx6offv2evLkSbK8NwAAkPqZzEkc2VmtWjX9+uuvz/3u8uXLDHa20p07d5Q9e3ZFR0fLwcFBq1at0vDhw7Vjxw7lypUr2c4TGhoqLy8vhYSEpKs1O/7t0KFDqlu3ru7fv6+aNWtqw4YNcnd3j3Of6OhoDRo0yNIF6NNPP7VMXxwXs9mst956S4sWLZKXl5eCgoJUvHjxePcLCQlR5syZrXo/trJkyRK1adPmha+FhYWpUaNG+uWXX+Tu7q41a9aobt26cR7v/PnzqlOnjq5fv67KlStr+/btL7zuf/75p8qUKaP79++rc+fOmjVrlmXyBCAlJOdnob18rtrazp079eTJE7m6uqpOnTo2PVd6/8b8+vXrioqKkqOjo/LmzWt0OckuIT0LUquUvN9TirWfhUlu6ahevfp/pg8lcMQvJutly5ZNkixrcezbt08vvfRSvA/KeLHy5ctr69at8vLy0i+//KKmTZvGO6DawcFBkydPtkyA8PHHH1u1qF3MdLPVq1dXSEiIGjRooOvXr8e7n5eXl+GTLbRt21Y7dux44Wsxs3z5+fkpPDxcTZo00ZYtW+I83ssvv6xt27YpW7Zs2r9/v7p37/7CrlwFChTQ//73P8uMVl999VWyvB8AaVedOnVUv379dPMAZqS8efPK29s7XQaO9MKe7/ckh47Tp09r+PDhevnll9WhQweNHz8+1oXD7ElkZOR/Vq6OmZFK+r+pcWP+effuXQ0bNkxz5szR+PHj5eHhkXLFpjMVKlSwLOa3Y8cONW/ePN5VyyVp+PDhli5TgwcP1rfffhvvPhkyZNDq1ast0/DWr19fd+/ejXe/AQMGqGjRovG/GRvy9fXV+fPnX/iau7u7fvrpJ8uCis2aNYs3eBQvXlyrVq2So6OjFi1aFOv1q1+/vmXChA8//FA//fRT0t4IAABI9ZIcOn7++Wf9+eefOnjwoPr27WvpJ2/PTp06pYCAAPn6+qpTp06WAcoODg6Kior6z/ZbtmzR0KFD9b///U9bt25l0HgyqFq1qjZu3CgPDw9t3bpVzZs3t2oK2WHDhunjjz+W9GzwszUPxP8eyN64ceN4p9LNmDGjZXFDIzVt2jTWQfeurq5atmyZJXg0bdpU69evj/N4NWvWtASKgQMHau/evS/c7v3337e0hrRv3z7eQesAkFTpvWuVPeDvMG1LcOiYM2eOGjRooFdffVVVqlTRhx9+qODgYD169Eg1a9ZU9+7d9fXXX9ug1LTh3Llzql69ulxcXOTn56dLly5p0qRJ6tSpk6Rng8n/PX1pyZIlVbNmTW3fvt0yyBxJV716dcuYji1btljV1UqSxo4dq549e1oeiI8ePRrvPoUKFdLmzZuVJUsWBQUFqWXLlnr8+HGc+9SsWVMDBgyw+v3YwtmzZzVy5MhYX3d1ddXy5cvVsmVLPXnyRG+88Ua8q7/3799fbdu2VWRkpNq0afPCGa1MJpO+/fZb1atXT+Hh4fLz89O+ffuS/H4ApD07d+7Upk2btHPnTqNLSfOuX7+uq1evWtXVF8aw5/vd6oHkUVFReuONN7Rx40Y1atRIxYoV071797R582bdvXtX33zzjTp37vzCb/Lthdls1ogRI3T27FktW7ZMkvTw4UPNmTNHgYGBevXVV7VkyRLL9nPmzJGvr68KFiwos9ls0wG19jzgcc+ePWrYsKHCwsJUp04drVu3Lt4xM0+fPlXDhg21bds25c+fX/v371eePHniPdf+/ftVt25dhYWFqUWLFlq2bJmcnJxi3f7Jkydq2LBhrOMrUsqhQ4dUrly5WF+PjIxU27ZttXLlSrm5uennn3+Osz9qWFiYKleurNOnT8vHx0ebN29+4XWIGTOyc+dOeXh46Oeff1bNmjWT4y0BL8RA8tQnf/78Cg4OVr58+eJd4DWx7OUb8oULFyo8PFzu7u4KCAgwuhybScsDylPifk9pyT6Q/KuvvtJvv/2mI0eOaNWqVfr88881Y8YMXbp0SSNHjlT37t2TpfC0zGQyKTg4WDdv3rT8LmPGjOrcubP69++v8+fPa+jQoZKeDRgfN26chg8frsjISKNKtgs1atTQpk2blClTJu3cudOq6XSdnZ21bNkyvfLKK7p27ZqaNWum8PDweM9VuXJlrV27Vq6urlq9enWsA6pjuLq6auXKlSpZsmSC31dyillDIzZOTk5avHixGjdurEePHqlp06Y6ePBgrNt7eHho5cqV8vDw0I4dOyxd1v7N3d1d69evtwS1Bg0a2OW3PwAApHdWh465c+dq0qRJevXVV58/gIODPvzwQ3366acJWpk5vYl57+XLl1dUVJTOnDljec3NzU2tW7eWn5+fduzYoXv37ql69eoaPHiwPvnkEzk5OTFtqI1Vr15dmzdvlqenp3755RfVq1cv3gHfWbJk0fr165UtWzb9/vvvat++vVUteT4+PlqyZIkcHBw0Z84cffjhh3H+t5E5c2Zt2LBB3t7eCX5fyeW3337T7t2749zGxcVFy5cvl6+vr8LCwtS4cWP98ccfsW5fvHhxzZ49W5L0+eefx7oSecaMGfXTTz+pfv36evjwoRo3bmx4yw8AAEheVoeOixcvqmrVqrG+PmjQoOdmZ7I3MaGhUaNGOn/+vCZOnPjct+menp56//33deDAAW3fvl2S1K1bNxUuXNiQeu1R1apVtX37dsu0rrVr19aNGzfi3KdIkSKWlouffvpJ7733nlXhunnz5po1a5Yk6csvv9T48ePj3N7b21u//fZbvOth2NL3338f7zYZMmTQqlWrVKZMGf31119q2LBhnOGtTZs2ev/99yVJb731lo4cOfLC7dzc3LR69Wo1aNDAEjxi/jsBAABpn9Whw93d/YUrDcc4cuSIOnfunCxFpWVFihTR0qVLtWjRIg0dOlR37tyxvObi4qJy5cpZ1uZAyqtQoYJ2795tmWmqZs2aunDhQpz7VK9eXQsXLpTJZNL333+vCRMmWHWuTp06WRYcHD58eLwP9Xny5NHmzZs1btw4695MMlu6dOkLB33/m6enp9avX6/8+fPr7NmzatGixX8mR/iniRMnqm7dugoPD1fjxo0VHBz8wu1iAk3Dhg316NEjNWnSRLt27Ur0+wEApE/2MkYnvbE6dNSuXVvTp09/4Ws3b95Uu3bt9OOPPyZbYWmZj4+Pli1bplmzZql79+5avHixTp48qUmTJunatWsqUqSI0SXatRIlSmjPnj0qVKiQLl68qGrVqsU7c1KrVq00efJkSc+m1Z06dapV5xowYIBlPEOfPn00d+7cOLd3cHDQ0KFD9dtvv6lSpUpWnSM5BQUFWbVdvnz5tGHDBkt3tcGDB8e6rbOzs5YvX64SJUro+vXrcU5fnCFDBq1cuVKNGjWyBA+m0wUA/BvBI+2xOnSMGjVKK1as0DvvvKMTJ07o8ePHun79ugIDA1WpUiXlyJHDlnWmOU2bNtW+fft09+5dDRkyRM2aNdPq1asN77uPZ1566SX9+uuvqlChgu7cuSNfX1/LjGOxGTBggEaNGiXp2bSw1q6zMXbsWPXv31+S1KVLF/3vf/+Ld5/KlSsrKChIixYtStEueP8cixSfUqVKaf78+ZKkKVOmaOnSpbFumzlzZv3000/Kli2bDh48qHfeeSfW7pgZMmR4buxIgwYNYu2WBQDx4eEUSB2sDh2lS5fWzz//rD179qhMmTJyd3eXt7e33nvvPbVv316LFi2y64HkL1K+fHmtXbtWu3bt0po1a7Rnz544pyVFysqdO7d27dqlpk2b6smTJ2rTpo0++eSTOMcmjRo1Sh988IEkqWvXrlq0aFG85zGZTPrqq6/UvXt3RUdH66233orzAT2Gg4OD2rdvrzNnzli6adna2bNnE7R9s2bN9NFHH0l6FqhiW+Fcehb0Vq5caWn5iLmOL+Lm5qY1a9bo9ddf1/379+Xn56dTp04lqDYAAJB6JGhxwNq1a+v8+fPau3evFixYoLVr1+rGjRuaOHGismbNavkWGP/H09NThQoVUqlSpZQ9e3ajy8G/uLu7a9WqVerXr58kaeTIkWrdunWsU+qaTCZNmjTJsnhgx44dLSvOx8VkMmnatGl6++23FRUVpXbt2lkGmsfHxcVFAwYM0O3bt9W7d2/r31wiuLm5JXifTz/9VLVr11ZYWJjeeustPX36NNZta9WqZemG+fXXX2vmzJmxbuvh4aH169erYsWKltaow4cPJ7g+AABgvASvSO7g4KCqVauqffv2aty4sbJmzSrp2cMboQNpkaOjo6ZOnapZs2bJxcVFK1euVLVq1XTx4sUXbm8ymfTdd9+pa9eulpaLBQsWxHseBwcH/fDDD5a1O7p166YvvvjC6jqzZ8+u7777TkFBQSpWrJjV+yVEjRo1EryPk5OT5s+fr8yZM2v//v3xDoRv3769xowZI0nq3bt3nOtyeHl5aePGjSpdurT++usv1a5dm1mtAFiNrlXpG3+/aUuCQweQXnXp0kU7d+5Unjx5dPLkScu4ihdxcHBQYGCgunXrpujoaL399tuaM2dOvOdwdHTU9OnTLV2SBg0apH79+unJkydW11mlShUdPnxY7733ntX7WCuxq4F7e3tbZuf69NNPdeLEiTi3HzFihNq2bavIyEi9+eabunr1aqzbZsuWTbt371adOnX04MEDNWjQwLL+B4C079q1azKbzelmdWYjBQQEqHv37ul6NfK0zp7vd0IH8A/VqlXT77//rkqVKunu3bvy9fXV+vXrX7itg4ODpk+frh49eshsNqtz585WrXVhMpk0YcIEy9S73377rV5//XVdunTJ6jozZsyoKVOmaMuWLcqdO7fV+8WlRo0ayp8/f6L3b9eunVq0aKHIyEgNGDAgzjFeJpNJc+bMUfny5fX333+rZcuWevToUazbx7R4tG3bVk+fPlXXrl0VEBCg+/fvJ7peAEDaR2tH2kHoAP4lb9682rFjh2W9iObNm8c6U5WDg4OmTZtmmZ2qT58++uyzz6yaVOGjjz7S2rVrlTVrVh08eFDlypXTkiVLEjQhQ7169XTo0KFEdYv6t7jGV1jDZDJp8uTJcnFx0datW/XTTz/Fub2bm5tWrFhhmdEqZpxMbFxdXbVo0SJ9+umncnR01KJFi1SmTBnW8gAAIA0gdAAv4O7urjVr1uidd95RVFSUunTpEmvwiJmdasSIEZKkjz/+WB988EGcs2DFaNq0qQ4fPqzq1asrNDRU7dq1U9OmTRPU6pEnTx5t3749zrUy4jNhwgQVL1480fvHeOmllzRw4EBJ0uDBgxUVFRXn9oUKFdKSJUvk4OCgefPmxdtS5ODgoOHDh2vPnj0qUqSI/vzzT/n4+Khfv34KCwtLcv0AAMA2TGbmubULoaGh8vLyUkhIiDw9PY0uJ80wm8364IMP9NVXX8nBwUErVqxQixYtYt3+q6++sjx0d+zYUbNnz5azs3O853n69Kk++eQTTZgwQU+fPlWGDBk0dOhQffTRR3J1dbW63iNHjqhz584JmuXJz89PP//8s5ycnKzeJy6hoaEqVKiQ7t27pyVLlqhNmzbx7jN58mR9+OGHcnZ21q5du1StWrV49wkLC9PAgQMtLTSFChXSjBkz5Ofnl+T3gPQrOT8L+VxNHmPGjFFISIi8vLySdUIae+x2c/DgQUVERMjFxUUVKlQwupwUFRgYaHQJVrHV/W4kaz8LaekA4hDTZahz586Kjo5Wu3bttGPHjli3HzBggObNmydHR0fNnz9fzZo1s+obeGdnZ40dO1bHjx9XvXr19PjxY40aNUqlS5dO0GxNZcuW1b59+zR69Girtp8wYYI2bNiQbIFDejZNdMwg9wkTJljVXWzgwIF644039PTpUzVp0sSqNTk8PDw0Y8YMbd68WQULFtTly5fl7++v3r17xzk+BEDqMnPmTH311VdJ7uKJZwu8Hj9+PEELvSJl2fP9TugA4mEymRQYGKgWLVroyZMnat68eZwrZHfs2FFr165VxowZtXHjRvn6+urWrVtWneuVV17R5s2b9b///U+5c+fWuXPnVLduXfXq1Uvh4eFWHSNDhgwaNWqULl++rCFDhrxwfZgSJUro0KFD+uijj+To6GjVcROiX79+ypgxow4fPhznlLgxTCaT5s2bpypVquju3bvy8fHRsWPHrDqXn5+fTpw4YVlrZdq0aapZs6auXLmSlLcAAACSEaEDsIKTk5MWL16s2rVrW6ZtjW0dD0lq1KiRtm/frmzZsunAgQOqXr261d88mUwmtW3bVmfOnFHPnj0lSdOnT1eNGjUS9CBdsGBBjR8/XlevXtX27du1Y8cO/fbbbzpx4oSOHj2qcuXKWX2shMqWLZs6duwoyfomb3d3d61fv15ly5bVrVu3VLt2be3bt8+qfT08PDR16lRt2rTJMjC9YsWKcbZKAUi/7LFrFZDaEToAK2XIkEFr1qxRmTJl9Ndff8nf3183btyIdfsqVapo3759Kly4sC5evKiqVatq06ZNVp/Py8tL06ZN09atW5UjRw4dOXJElSpV0t69exNct4+Pj+rUqaPKlSurZMmSydqdKjYx/9NfuXKl1S092bJl044dO1S9enXdv39fPj4+mjFjhtUzevn7++vgwYMqX7687ty5o/r162v58uWJfg8AgLSBoJn6ETqABIhZL+Kll17SpUuX5Ofnpzt37sS6fbFixRQUFKTXX39dISEhatSokSZPnpygaXHr1q2r33//XWXLltXt27fl7++fJqaJLVeunCpXrqynT59atX5JjMyZM2vz5s1q2bKlIiIi1KNHDwUEBCg0NNSq/QsWLKg9e/aodevWevr0qdq3b6+NGzcm9m0AAIBkQOgAEih37tzasmWL8ubNq5MnT6pevXpxBo+cOXNq27ZtlsHoH374oVq3bq27d+9afc4CBQpoz549ql+/vh4+fKjmzZtbNdjaaB9++KEkacqUKQoJCbF6P3d3dy1fvlwTJkyQo6OjFi9erPLly+vgwYNW7e/m5qbFixerQ4cOllXPDxw4kKj3AABIG2jtSN0IHUAivPTSS9q6daty5cqlo0ePxjtY3NXVVbNmzdLUqVPl5OSkFStWqEyZMtq9e7fV53R3d9fq1aufazW5efNmcrwdm2nVqpVKlCih+/fva+rUqQna18HBQR999JF2796tAgUK6OLFi6pWrZq+++47q1qKHB0dNWfOHPn5+Sk8PFyNGjVicDkAAAYhdACJ9Oqrr2rnzp3KkyePjh8/Lh8fnzhDgMlkUr9+/RQUFKSXX35Z165dk4+Pj8aNG2fVQoLS/40refnll3XlyhU1btw4VS+K5+DgoI8//liSNG7cOJ04cSLBx6hevboOHz6sFi1a6OnTp+rbt6969eqlyMjIePd1cXHRihUrVK5cOd25c8fS8gEg/eLbbiB1InQASVC8eHHt3LlTefPm1alTp1SnTh0FBwfHuU+FChV06NAhdezYUdHR0Ro+fLgaNWqk27dvW3XObNmyacOGDcqePbsOHTqk1q1b68mTJ8nxdmyibdu2atCggR4/fqx27drp4cOHCT5G1qxZtXLlSk2aNOm5KYytmUY4U6ZMWrlypTw9PbVv3z599tlniXkbAAAgCQgdQBIVK1ZMu3btkre3t86ePatatWrpzz//jHMfDw8P/fjjj5o9e7YyZMigTZs2WRb2s0aRIkX0008/yc3NTRs3btSbb75p9UDrlObg4KC5c+cqV65cOnnypPr375+ggfQxTCaTPvzwQ61evVoZMmTQ+vXrVa9ePavGihQqVMgymH3s2LH69ddfE3x+ALZRu3Zt+fv7q3bt2kaXkublyZNH+fPnV548eYwuxTCpvaXLnu93kzkx//dHmmPtEvVIvMuXL8vX11d//PGHChUqpB07dqhQoULx7nf8+HG1adNGZ86ckYuLixYsWKDWrVtbdc6tW7eqSZMmevLkiV566SUtWbJEFStWTOI7sY2tW7fK399fZrNZEydO1KBBgxJ9rH379qlJkya6d++efH199fPPP8vV1TXe/d566y0tXLhQxYsX1+HDh5UhQ4ZE14C0KTk/C/lcTX1S+wMnUoa160MheVj7WUhLB5BMChUqpN27d6to0aK6fPmyatWqpbNnz8a732uvvaYDBw6oRYsWioiIUNu2bfX1119bdc569epp586dKliwoC5duqQqVaqoU6dOqXLAdL169TR58mRJ0uDBgzVjxoxEH6t69eraunWrPDw8tH37dvXo0cOq1pOpU6cqV65cOnPmjAYPHpzo8wMAUi/CZ+pE6ACSUf78+bVz504VK1ZMV69e1euvv679+/fHu5+Hh4eWL1+uPn36yGw2a8CAAerfv79Vg56rVq2qw4cPq127doqOjtbcuXNVrFgxdenSRTt27FBUVFRyvLVkMWDAAEsLR8+ePbV06dJEH6t8+fJasWKFHB0d9eOPP+rLL7+Md5+sWbPqhx9+kCR98803WrVqVaLPDwAArEfoAJJZvnz5tGfPHlWsWFF///23fH19rVqJ3NHRUd98840mTpwo6dm38vXq1dNff/0V775ZsmTR4sWLFRQUJB8fH0VEROiHH36Qr6+v8ufPr379+um3335L1FiK5Pb555+rb9++MpvN6tatm65evZroY/n7+2vKlCmSpGHDhlm1dkmjRo30wQcfSJLeffddnTt3LtHnBwAA1iF0ADaQI0cObd++3bJGRJMmTfT999/H+9BvMpk0aNAgrVixQh4eHtq1a5cqVKigoKAgq85bpUoVbdu2Tb/88ou6dOmiLFmy6ObNm/r2229VtWpVvfrqqxo3bly8M2zZkslk0ldffaWqVasqNDRU7777rtVTBr9I79691ahRI0VERKhLly5WteyMHz9eNWvWVGhoqN54441UPe0wkN75+vqqZMmS8vX1NbqUNG/dunVatmyZ1q1bZ3QphkutXazs+X4ndAA2kilTJq1bt04BAQGKjIxUnz591KlTJz169Cjefd944w3t379fxYsXV3BwsGrVqqXhw4db9XBsMplUo0YNzZo1Szdv3tT69evVoUMHubm56ezZsxo+fLgKFSqk9u3bKygoyJDWDycnJ82bN09ubm7avn27Zs2alehjxUyh6+npqaCgIMssVXFxdnbW0qVLlSdPHp08eVItWrRI1FS+AJLu3LlzOnXqVJJbHVPrQ2ZKCgkJ0b1796ya1Q/GSK77PS36f+3dd1gU5/o+8Ht36QhoRAVBRLGBCIIN0ZhoVIwlMURNiIldMdZYv4IteixHsSR2jQlKbNijsRyMokaxoxQLoiIRwYqISF14f3/4YxOiiYi7O7vL/bkur5OzuwzPPszOzj3vOzMMHUQaZGJigp9//hkhISGQy+VYv349fH19cfPmzdf+rKurK86ePYsePXqgoKAAc+bMQb169bB+/fpSjwyYmJigc+fO2LhxI+7fv4/Q0FC8++67UCqV2LJlC1q2bAlfX1/s379f6+Gjbt26mD59OgAgLCzsrZbl6OiI//73vwCA//znP6UKZ3Z2dti5cycsLS1x+PBhfPjhh3j27Nlb1UFERLqDQVS3MHQQaVjx/SUOHTqEKlWq4NKlS/Dy8sKGDRte+7NWVlbYunUrdu3aBRcXF6SlpaFfv35wc3PDypUrS3VzvL8uq1+/fjh+/Diio6PRv39/mJqa4vTp0+jSpQtatGiBX3/9VavhIyAgAABw6tQpPH78+K2WNWjQINSpUwcPHz5UnefxOj4+PoiIiIC1tTWOHz8OPz8/HiEkIiLSAIYOIi1p164doqOj8e677+LZs2f46quv0Lt3b2RkZPzrz8lkMnTv3h2XL1/GvHnzYGNjg4SEBAwbNgyOjo4YO3YsLl++/Ea1eHl54aeffkJycjLGjx8PCwsLnDt3Dt26dUPz5s2xb98+rYQPJycnuLu7o6ioCL/99ttbLcvY2BgzZswAAISEhJQ6PPj6+uLw4cOoVKkSTp06hQ8++ABPnjx5q1qIiIioJIYOIi1ydHREZGQkZsyYAYVCgU2bNsHd3b1UJ/2Zmppi4sSJuHPnDpYsWQIXFxdkZGRg8eLFcHd3h4+PD9asWfNGO8zVqlVDSEgIkpKSMHHiRFhYWOD8+fPo2rUrmjdvjgMHDmg8fBTfQFEdIwyfffYZXF1d8fTpU6xatarUP9e0aVNERkaiSpUquHDhAjp06MDgQUREpEYMHURaplAoMG3aNJw4cQJ16tTB3bt30a1bN3z55ZelmmJkZWWFkSNH4vr169i3bx8++eQTGBkZ4cyZMwgMDISdnR0+/fRT7Nq1CwUFBaWqqWrVqpg3bx6SkpIwYcIEVfjo3LkzWrdujcjIyLd92/+o+D1XqVLlrZelUCjwf//3fwCAxYsXIzc3t9Q/6+npiSNHjsDW1pbBg0jPcO4+/ROuG7qDoYNIIj4+PoiJicH48eMhl8uxceNGuLm5YdOmTaUaXZDL5ejcuTN27tyJlJQUhISEwN3dHfn5+di5cyf8/f1Rt25dLF26tNRXZqpatSrmz5+PpKQkjBs3DmZmZoiKikK7du3w/vvv4+DBg2od+cjJycGtW7cAALa2tmpZZkBAAGrUqIH79++/8Qnq7u7uiIyMVAWPbt26lTq4ERGRbmLw0A0MHUQSsrCwQEhICKKiouDm5oYHDx6gd+/e8PPzK9UVropVq1YN48ePR1xcnCrIVKlSBcnJyRg1ahScnJwwe/bsUk9hqlq1KhYsWIBbt25hxIgRMDY2xrFjx/Dhhx/C29sbGzdufKNRhFcRQmDChAm4f/8+7Ozs4O3t/VbLK2ZiYoIxY8YAABYsWFCqu7r/lbu7O44cOQIbGxucPHkSkyZNUktdRKQZ3KEk0g8MHUQ6oEWLFrh48SJmz54NU1NTHDp0CG5ubhg6dCj++OOPN1qWh4cHQkJCkJycjBUrVqB27dp4/PgxpkyZAmdnZ8yYMQOZmZmlWpa9vT2WLl2KW7duYcyYMbC0tMSlS5fw5ZdfwtHREePGjcOlS5feePQjNzcXI0eOxPLlywEAa9asgaWl5Rst498MGjQIlStXRmJiYpkux9uoUSOsW7cOALBo0SLs2rVLbbURERGVRzIhxZ3BqFSEEJDJZGpZVmZmJmxsbPD06VNYW1urZZmkGTdu3MDw4cMREREB4MUJ5GPHjsXYsWPLNAVJqVQiPDwcs2fPxtWrVwEA1atXx5IlS+Dv7/9G69jjx4+xcuVKrFmzBnfu3FE9XrNmTfj5+aF9+/Zwc3ODi4sLzMzMVM8LIZCYmIhTp07h5MmT2L59O548eQKZTIbly5fj66+/fuP39ToLFy7E+PHjUbNmTSQmJsLY2PiNlzF+/HgsXLgQFStWxLVr11CtWjW110napc5tIber6rFmzRpkZWWhQoUKGDJkyBv/PEc6/nT16lUUFBTA2NgYrq6uUpejU1avXi11CQDefn3XRaXdFjJ06KD79+9DJpOhatWqagse/HLUP8ePH8f06dNx9OhRAICZmRm++uorjB49Gg0bNnzj5RUWFmLHjh2YPHkybty4AQDo1q0bli1bBicnpzde1sGDBxEeHo6tW7ciLy+vxPMymQz29vYAgLy8PGRnZ790J3YnJycsXLgQPXr0eOP3Uho5OTlwdnbGgwcPsGHDBvTu3fuNl1FQUAAfHx9ER0fjiy++wMaNGzVQKWkTQ4fhYeig0tKV4GFoSrst5PQqHZOcnIwGDRogMDAQd+7cgUwmK/Xdp8mwtGnTBkeOHMHu3bvh7e2N3Nxc/PDDD3B3d4evry+WLVuG9PT0Ui9PoVCgV69eiIuLw9SpU2FsbIy9e/fCzc0N33///RutZwqFAl26dEFYWBgeP36Mffv2YeTIkWjSpAmsra0hhEBqaipSU1Px+PFj5OTkwNTUFK1atcK4ceNw4MAB3Lp1S2OBAwDMzc0xatQoAMD8+fPLdAK8sbExVq9eDblcjk2bNuHIkSPqLpOIiLSEAVVaHOnQMZGRkejevTvee+89WFtbY+7cuahRo8Ybj3jk5eWVOPqcmZmJGjVq8IicnhJC4OTJk/juu++wa9cuVUAwNTXFJ598goEDB6Jdu3aQy0t/HOHKlSsIDAzEiRMnAACdO3dGWFgYKleu/Na1Pnr0CMnJyVAoFDA1NYWpqSlq1KgBExOTt1r2m3ry5AmcnJyQlZWF33//Ha1bty7TcoYPH44VK1bA09MT0dHRb9Rn0i0c6TAs3ImkN8XRDvXjSIeeql69OmrXro0WLVogKSkJkyZNwsOHDyGTyZCfn1/q5cydOxc2NjaqfzVq1NBg1aRpMpkMrVu3xvbt25GSkoLvvvsOjRs3Rl5eHrZs2YIOHTrAxcUFs2bNwqNHj0q1TDc3Nxw7dgwrVqyAmZkZ9u/fDy8vL/z+++9vXWuVKlXQtGlTeHl5qc7x0HbgAIBKlSqhe/fuAIA9e/aUeTkzZ86ElZUVYmJisG3bNjVVR0QAkJaWhpSUFKSlpUldit7Lzs5GVlZWqS+TTtpXntd3jnTokMLCQjx48ABffvklduzYgZ07d2L9+vWoW7cuUlJS0KRJE8ycORMKheK1y+JIh+ETQiA6Oho//vgjNm3apLocrrm5Ofr374+goCA4OjqWalkxMTHo2bMnEhMTIZfLMXXqVEydOrVU65qu27p1Kz777DPUr18f165dK/NyZs6cienTp6NevXq4fPkyjIyM1FglaQtHOnSPo6Mj7t69CwcHB6SkpJT65zjK8bKNGzfi+fPnsLS0LNN5bOWFlKMdZV3fdRlHOvSQQqGAvb09zMzMEBMTgwEDBmDgwIHYv38/jh49Ch8fHygUilLNvTc1NYW1tXWJf2RYZDIZmjRpghUrViAtLQ1hYWHw9vZGTk4OVqxYgbp162LRokWlWl88PT1x4cIF9O3bF0VFRZgxYwY6deqE+/fva+GdaFanTp0AAAkJCXjw4EGZlzNmzBjY2tri+vXr2L59u7rKIyIiKhcYOnSIUqlUnex6+fJlAMCRI0eQnZ2Nhg0bYteuXUhOTuZ8cnqJubk5vvrqK5w/fx6HDx/Gu+++i9zcXIwbNw7t2rXD7du3X7sMKysrrFu3Dhs2bICFhQV+++03NGrUCHv37tX8G9Aga2trWFhYAACeP39e5uVYWVlhxIgRAIClS5eqpTYiIqLygnuvEklNTcXhw4exZcsW1Q6hkZERZDKZag76wIEDERERgePHj2PYsGE4d+4c5syZ88Z3WKbyQyaToV27djh27JjqhnvHjh1Do0aNsHXr1lIto3fv3jh79iwaNWqEhw8f4qOPPsKQIUPw7NkzDVevOcXnk7zJeVGvEhgYCGNjY0RFReH8+fPqKI2IiLSMU/OkwdAhgbi4OLz77ruYOnUqvvrqKwwYMAD79u1TPW9iYoIRI0bgf//7H/bu3QsPDw8MHDgQY8eORVBQEOeS02vJZDIMHjwYsbGxaN26NbKysvDZZ59h7ty5pbp0bMOGDXH27FmMGzcOMpkMP/zwA1xdXREeHl6mS89K6cmTJ6oRjrLcIPCv7Ozs0KtXLwBAaGjoW9dGRGXDnUYi/cPQoWU3b95Ely5dEBAQgL179+LmzZvIy8tDeHi46jV9+vTBokWLsGfPHjRp0kQ1J79///5wdnaWqHLSR7Vr18bRo0fxzTffAACCg4MxePBgFBQUvPZnzczMsGDBAhw5cgS1a9fG3bt38fnnn+ODDz5AbGyshitXn59++gkFBQVo1KgRatWq9dbL+/LLLwEAO3bsQGFh4Vsvj4iItI/BVfsYOrQoLy8Pq1atQps2bRAcHIyKFSvCyckJkyZNwpEjR/D48WPV/ThGjx4Nb29vAOA5HPRWFAoFFi9ejGXLlkEul+PHH39E586dS31jwffffx+XL1/GjBkzYGZmhsjISHh6eqJLly44evSoTo98PH/+HMuWLQMAjB49+o3udfNP2rVrh4oVK+L+/fuqe5wQkfZwZ5FIP3FvVouEEDA2Nka7du1gYWGhuhypra0tcnJykJ+fr9opKv5f3o2c1GX48OHYs2cPLC0t8dtvv6F58+aqCxa8jpmZGaZNm4YrV66gV69ekMlk2L9/P9q2bQtPT09MmTIFp06d0qkj/9nZ2ejatStu376NqlWr4osvvlDLck1MTNClSxcAL27mSURE+okBVrt4coAWmZmZYcyYMahSpQqAF4FCLpfDwcEBVatWhbm5ueq1586dQ7NmzTjKQWrVpUsXnDx5Eh9//DFu3rwJHx8f/Pzzz6qLF7xOrVq1EB4ejtmzZ2Px4sUIDQ1FXFwc4uLiMHv2bFhbW6NOnTqoVasWnJycVCdwCyGQm5uLrKwsPH/+HEVFRTA1NYWZmRkqVqwIV1dXuLm5wc3NTS2Xd3727Bn8/f1x9OhRWFlZYc+ePSU+X2+radOm2LhxI2JiYtS2TCIiIkPG0KFlxYFDCKEKFPn5+cjIyEBOTg4qVqyIKVOmYN++fTh06BBsbW2lLJcMkKenJ86fP4+ePXvi6NGj+OSTTzBs2DCEhISoLi37OnXq1MHy5csxc+ZM7Nu3D/v378f//vc/ZGRkIDo6GtHR0WWqTSaToWnTpujevTu6d+8OV1fXN54SdeLECQwZMgRXr15FhQoVcPDgQbRo0aJM9fyTxo0bAwAuXbqk1uUSEZF2BQYGSnqzwPKEdyTXAXFxcfDx8UFycjJWrFiBWbNmISoqCk2bNlXb7+Cdc+nvCgoKMGnSJCxatAgA4Orqio0bN8LLy6tMy1Mqlbh27RqSkpKQlJSEO3fulJhuZWZmhgoVKsDS0hJyuRx5eXnIy8vDgwcPcOXKFVy5cgWpqaklllm7dm106dIFXbt2xbvvvvuPoxWFhYU4d+4cVq1ahfXr1wN4caWp3bt3qz1wAMAff/yBmjVrwsTEBHl5eWpfPmkO70iuexISEqBUKmFkZIT69ev/62s5HebfZWRkqGZRVKxYUepy9IY2Q8ebrO/6orTbQoYODSm+0d9fL9FZvCH4u1u3bqFHjx5o2rQpwsLCcPLkSTRp0kSt9fDLkf5JREQE+vXrh7S0NBgZGWHcuHGYOnUqLC0ttV5LWloa9u3bh927d+PIkSPIyclRPSeXy1GvXj14enrC2dkZQggIIZCWloaDBw/i0aNHqtcOHjwYc+fOReXKlTVS571792Bvbw+ZTMbzrvQMQ4d+Y+ggTeFoR9kxdEjoypUrmDFjBlJTU1GnTh107NgRAQEBAF4ckS0+gbxYQkICXF1dYW1tjcjIyDIfaf43/HKkf/Po0SMMHToUO3bsAAA4Oztj1apV8PPzk6ymrKws/Pbbb6rpW38fBfk7a2tr+Pn5YezYsfDx8dFobY8fP1ZNfSwoKOC9c/QIQ4f+YuAgTWPwKJvSbgv5Talm169fh6+vL7p164YOHTrg8OHDCAkJQUREBEJDQ6FQKJCfn686wRYAbGxs8Mknn2D27Nlo0KCBhNVTeWVra4vt27djz549GDlyJG7fvo1OnTrB398f8+fPh4uLi9ZrqlChgurcDiEE7t27h5iYGMTExODevXuQyWSQy+WwtLRE27Zt0apVq7e++V9pJScnA3jx2f37QQQiIiJ6GUOHGgkhEBYWhg4dOuDnn38GAIwfPx6hoaFYvXo1PvvsM4SHh6sCR2hoKNq2bQtnZ2ds3ry5RBAhksJHH32Edu3aYcqUKVi6dCl27tyJvXv3YtSoUZg8eTIqVaokSV0ymQz29vawt7dHp06dJKnhr86cOQMAaNGihVru/UFUnm3atAnZ2dmwsLBQ26Wty6sbN26ozheoU6eO1OXQK5Tn9Z3XY1UjmUyGu3fv4t69e6rHLCwsMGDAAIwePRqJiYkICgoCAERFRWHOnDmYMmUKlEql1o7QEr1OhQoV8N133yEmJgZ+fn4oKCjAwoULUbt2bSxYsAC5ublSlyi54vtzaOIkdaLyZuLEiRg8eDAmTpwodSl678yZMzh+/LjqwAi9GW1M4SvP6ztDh5oUnxrj7e2NwsJCXLt2TfWcubk5evbsiQ4dOiAyMhJPnjyBr68vJk6ciP/85z8wMjLi0VLSOe7u7jh48CAOHDgAd3d3ZGRkYMKECahfvz7WrVuHgoICqUuURFxcHLZv3w7gxcgQEWkez+cgbeG6pjkMHWpSHBo6d+6MxMREzJ8/H8+ePVM9b21tjW+++Qbnzp3DkSNHALy4wk6tWrUkqZeotDp16oRLly4hNDQUDg4O+OOPP9C/f3/Uq1cPK1euLFcjH0IIjB8/HkII1RXniEizuBNIZBgYOtTMxcUFW7duxaZNmxAUFFTiMp4mJibw8vLS2GU8iTRFoVCgX79+SExMxLx581C1alXcvn0bw4YNQ926dbF06dISl7c1VEuXLkVERARMTU0xd+5cqcshIiLSGwwdGtC2bVts27YNa9euxZAhQ7B582ZcvnwZISEhSElJkeRKQETqYG5ujokTJyIpKQlLliyBg4MDUlJSMGrUKNSqVQshISHIyMiQukyN2LZtG7755hsAwKxZs3iSJhGRgeLommYwdGhIt27dEBUVhfT0dEyaNAkfffQRdu/ejQMHDqBGjRpSl0f0ViwsLDBy5EjcuHEDK1euRM2aNXH//n1MnDgRDg4OCAwMRFxcnNRlqs2xY8fw5ZdfQgiBYcOGYdy4cVKXREREpFcYOjTI29sbe/bswbFjx/DLL7/gxIkTGrnxH5FUzMzMMHToUCQmJuKnn36Cu7s7srOzsWbNGnh4eMDb2xtz587FjRs3pC61zJKSkvDJJ58gPz8f/v7+WLJkCS/8QKQlPOJMZDgYOjTM2toazs7OcHd3V93BmMjQGBsbo3///oiNjcWxY8fQo0cPKBQKXLx4EcHBwahbty5cXV0xYsQI7Nq1S2+mYOXk5KBHjx548uQJmjVrhg0bNvBmgERE5QADr/oxdBCR2shkMrRp0wbbtm3DvXv3sGbNGrRv3x4KhQLXrl3D8uXL4e/vj8qVK6NFixaYMmUKTp8+rbrktC4RQmDEiBGIjo5W3bHd3Nxc6rKIiEhLGDzUi6GDiDTC1tYWgwcPxqFDh/DgwQPs2LEDw4YNQ/369VFUVISzZ89i9uzZaNmyJRo2bIhFixbh4cOHUpetMm/ePPz000+Qy+XYvHkznJycpC6JyCDZ2dnBwcEBdnZ2Upei98zNzWFpackDJDqsPK/vMqGLhxhJ7TIzM2FjY4OnT5/C2tpa6nKonEtJScHhw4dx4MAB7N27F9nZ2QBeXFY6MDAQU6dORZUqVSSrb8uWLQgICAAALF68WHXVKtJ/6twWcruqWTzKTLpg9erVUpeg80q7LeRIBxFpnaOjI/r27YstW7YgNTUVq1atQpMmTZCfn4+lS5fCxcUFM2fOlOTcj+PHj6Nfv34AgLFjxzJwEEmAgYN0BddF9WHoICJJ2djYIDAwEOfPn8ehQ4fg7e2NZ8+eYfr06ahZsyaCg4O1Mu1KCIHly5ejffv2yMvLw0cffYT58+dr/PcSEZFuY/BQD4YOItIZ7du3x7lz5xAeHg53d3dkZmZi7ty5cHZ2xrBhw3D27FmNnHR+7NgxtGzZEiNGjEBBQQF69OiBTZs28UpVREREamIkdQFERH8ll8vRq1cv9OjRA3v37sWsWbNw/vx5rFy5EitXroSrqyvat2+Ptm3bomnTpnB0dHzj+2YolUrExcUhKioKe/bsQUREBIAXNz2cNWsWvvnmG96Lg0hLAgMDkZ6ejnfeeYfz59/S8ePHkZeXB1NTU7Rp00bqcugVyvP6zhPJywme8Ej6SgiBI0eO4KeffsLOnTuRm5tb4vl33nkHjo6OsLOzg52dHSpUqAAzMzOYmZlBCIGCggIUFBTg6dOnSEtLQ1paGm7evInnz5+rlmFkZIQhQ4Zg6tSp5fKKIuUJTyTXPY6Ojrh79y4cHByQkpLCqSxvYePGjXj+/DksLS3Ru3dvqcsxOOoICX9f3w1BabeFHOkgIp0mk8nwwQcf4IMPPkBmZiYiIiJw8OBBnD9/HvHx8UhPT0d6ejpiY2PfaLk2Njbw8fFBq1atEBAQgDp16mjoHRARkSEIDAwsd6MT6sTQQUR6w9raGj169ECPHj0AvLhjeGJiomoE4/79+8jOzkZubi5ycnIgl8thbGwMY2NjWFlZwd7eHvb29qhRowYaNGgAuZyntRHpEo5yEBkuhg4i0lvm5ubw8PCAh4eH1KUQERHRv+BhPiIiIiKiUuBoXNkxdBAREZHkpLgZKFFZMHiUDUMHERERERFpFEMHEREREdEb4GjHm2PoICIiIiIijeLVq4iIiEgyAQEB2Lt3L0xNTaUuRe+5uLio7khOmleW+3YEBATgyZMnqFSpkoaq0l0MHURERCSZzMxMvPfee1KXYRB8fHykLoFeIyQkROoSJMPpVUREREREZcBzO0qPoYOIiIgkwR02ovKDoYOIiIiIqIwYnkuH53QQERGRZMLDw5GdnQ0LCwt89tlnUpej19hL3degQQOkpqaievXquHbtmtTlaBVHOoiIiEjrio8OK5VKFBQUQKlUSlyR/mMvpVPa0Y6srCw8e/YMWVlZGq5I9zB0EBERERGRRjF0EBERERG9JZ7b8e8YOoiIiEiruHNGhorr9j9j6CAiIiIiIo1i6CAiIiKt4ZFgMnRcx1+NoYOIiIiISI0YPF7G0EFERERERBrF0EFEREREpGYc7SiJdyTXUUVFRZDLmQmJiMhwvGonrHXr1igsLIRCoZCgIsPCXuqewMBArF69WvX/V61ahZycHJibm0tYlTQYOnTQjRs3cOLECfj5+cHe3l7qcoiIiN7aPx31rVmzppYrMVzspe7r2rWr1CVIhofSdUxsbCxatGiB+Ph45OfnAwCEEG+8nLy8PGRmZpb4R0RERETaxWlWLzB06JDU1FR8+umnGDRoEBYsWKA6YpGXl6d6TWkDyNy5c2FjY6P6V6NGDY3UTERERET0OpxepUOuXr2KatWqYc6cOSgoKEBQUBDi4uJgamqK9957D+PGjYNMJoMQAjKZ7F+XFRQUhLFjx6r+f2ZmJoMHERHpnIcPH6rOY6xSpYrU5eg19lJ3FY92DBkyBPn5+TAxMUGTJk0krkq7GDp0SEJCguoEMD8/PxgZGaFJkybIzMzEtGnTkJycjCVLlrw2cACAqakpTE1NtVA1ERHRv/u36SURERF4/vw5LC0t0bt3by1WZXjYS9338ccf4+7du3BwcEBKSorU5WgVQ4cOadasGUJCQjBv3jzI5XKsWbMGTk5OUCqVaN26NUaNGoVOnTqhc+fOUpdKRERUKpzPTvSnjIwMqUuQDEOHxP46Vcre3h4eHh7YuXMn5HI5nJycAABGRkZo164dKleuXO5SMRERERHpP55ILpGMjAzk5eVBJpOhqKgIAODo6Ii+ffvi5s2bOHPmDPbt26d6fdWqVeHo6MgpU0RERER6rjyOeDB0SODq1avo2LEjFixYgJycHMjlciiVSgCAv78/Vq9ejZo1a2Ly5MlYvXo1zp07h4kTJyI+Ph7vvfeexNUTERER0dsqb1MPOb1Ky/744w8EBAQgLS0NBw4cgJmZGYYNGwZzc3MolUoYGRnh008/hbW1NTZv3oxx48ahVq1aAID9+/fD2dlZ2jdARERUSuVtp4qI/hlDhxYJIbBv3z7Y29vjhx9+wA8//ICtW7cCgCp4FBQUwNjYGB06dEC7du0wZ84cFBYWwsLCApUqVZL4HRAREZUOAwfR6xV/TlavXi1xJZrH0KFFMpkMH330EapVq4ZmzZrB29sbQ4cOVQWPr7/+GhYWFqrL5ioUClStWhVyOWfBEREREZH+4t6sljk4OMDf3x8AoFAosGzZMnh6emLr1q1YtWoVcnJyoFAo8PPPPwMAAwcRERGRgSsPI4Pco5VQYWEhTE1NsWTJEnh6eiI8PBzLly/H0KFDMWDAACQnJ0tdIhER0RsrDztQROpm6J8bmRBCSF1EeVY8lSo/Px8jR47E+vXrYWpqiqNHj8LLy0ttvyczMxM2NjZ4+vQprK2t1bZcIiJ9os5tIber/+xNdp7y8/NV/21iYqKJcsoN9lL3leZvpG/nd5R2W8hzOjREqVRCCAFjY2PVY0VFRS9Nl1IoFCgqKoKJiQkUCgUsLCzw+++/o2HDhtoumYiI6K296dFa7hyrD3up+8rz34ihQwOuXLmCGTNmIDU1FXXq1EHHjh0REBAAuVyuGtn4K7lcjrVr12LVqlW4cOECAwcRERFROWWoV7TiOR1qdv36dfj6+sLExAQdOnTArVu3EBISgv79+wOAairV3w0aNAg3b95U65QqIiIibTL0OelEVHYMHWokhEBYWBg6dOiAn3/+GdOmTcOBAwcwcOBAXLhwAZ999hmAP4fWQkNDcefOHdXPF98EkIiIqLyIjY3F+fPnERsbK3Upeo+91H1v8jcKDAw0qCDP0KFGMpkMd+/exb1791SPWVhYYMCAARg9ejQSExMRFBQEAIiKisKcOXMQHByMwsJCqUomIiKSVFxcHKKjoxEXFyd1KXqPvdR9ZfkbGUrwYOhQk+KLgHl7e6OwsBDXrl1TPWdubo6ePXuiQ4cOiIyMxJMnT+Dr64uJEydi5syZL53jQUREpG8MZceISBcZwueLoUNNZDIZAKBz585ITEzE/Pnz8ezZM9Xz1tbW+Oabb3Du3DkcOXIEADB48GBOqSIiIr1nCDtERLpO3z9nDB1q5uLigq1bt2LTpk0ICgrCo0ePVM+ZmJjAy8sLlStXlrBCIiIiItJH+hw8eMlcDWjbti22bduGnj17IjU1FT179oSHhwd+/vlnpKSkwMXFReoSiYiI1EKfd4KI9JG+XlKXIx0a0q1bN0RFRSE9PR2TJk3CRx99hN27d+PAgQOoUaOG1OURERG9NQYOIuno2+ePIx0a5O3tjT179iA9PR1ZWVmws7ODra2t1GURERG9NX3b4SEyRPo06sHQoWHW1tawtraWugwiIiK1YeAg0i36ED44vYqIiIhKjYGDSHfp8g0FOdJBREREpaKJnZnKlSvD0tISZmZmal92ecNe6j5t/Y10ceRDJorvakcGLTMzEzY2Nnj69CmnexFRuaXObWF5267q6tFTIvp3mg4epd0WcnoVERER/SsGDiL9pSufX4YOIiIi+ke6ssNCRGWnC59jntNBREREL9GFnRQiUh+pz/Ng6CAiIqIStBk4Dh48iNzcXJiZmaFTp05a+72GiL3UfbrwN5IqfHB6FREREaloe4Tj8ePHePDgAR4/fqzV32uI2Evdp0t/I21/1jnSQURERJxORVQOaXPUg6GDiIioHGPYICJthA9OryIiIiqnGDiI6K80eUdzjnQQERGVMwwbRPRvSrONeNNREYYOIiKicoBBg4jUqXibkp+fX6rXM3QQEREZKAYNItIVDB1EREQGgAGDiHQZQ0c5IYQAAGRmZkpcCRGRdIq3gcXbxLehze3q6NGjNf47pFLcRyFEqadp0Kuxl7rPEP9Gxe/jddtVmVDHlpd0XkpKCmrUqCF1GUREOuHOnTtwdHR8q2Vwu0pE9KfXbVcZOsqJoqIipKamwsrKCjKZTOpyyiQzMxM1atTAnTt3YG1tLXU5kmAP2AOAPQDK3gMhBJ49e4bq1atDLn+7q8br63aV6w97UIx9YA+At+9BabernF5VTsjl8rc+qqcrrK2ty+2GoRh7wB4A7AFQth7Y2Nio5Xfr+3aV6w97UIx9YA+At+tBabarvDkgERERERFpFEMHERERERFpFEMH6Q1TU1NMnz4dpqamUpciGfaAPQDYA4A9eBvsHXtQjH1gDwDt9YAnkhMRERERkUZxpIOIiIiIiDSKoYOIiIiIiDSKoYOIiIiIiDSKoYOIiIiIiDSKoYP0Dq99wB4QERGRfmHoIL2Rl5cHAJDJZOV2p7uoqAjAix4QEalT8falvCuv3y9Er6LOzwNDB+mFhIQEDBo0CJGRkQDKZ/BITEzEtGnT0LdvX4SFheHx48dSl0QSuHHjBnbv3o38/HypS5HMH3/8gX379mHt2rVIS0vD8+fPpS5J7924cQNhYWFIS0uTuhTJ3L9/Hw8ePCiX3y9UUlFREQoLC0s8Vt7WiczMTKSnpyM1NVVty2ToIJ2Xn5+P4OBgbNy4EevXr0dUVBSA8hU84uLi0LJlSyQmJuL69esICQnB6dOnpS5Lq5KSkrB48WKMGzcO4eHhUpcjibi4OLRu3RoRERHlNnTGxsaiefPmmDp1KiZMmIAWLVrg22+/RVJSktSl6a3Y2Fi0aNEC8fHxqjBbXratxZKTk9GgQQMEBgbizp07kMlk5W7k5+bNm5gzZw769OmDsLAw3L17V+qSJHH16lUMGzYMfn5+mDp1Kn755RcA5WufIz4+Hh9//DFatWoFf39//Pjjj2pZLkMH6TwTExN4eXmhc+fOOHPmDObOnYvff/8dQPmYZvTw4UP06dMHX3/9NcLDw3Hq1CnY2toiJiZG6tK0Ji4uDm3atMH+/ftx+vRpfPHFFwgJCZG6LK36448/0LVrV/Tt2xcrVqyAvb39S68x9C/EjIwMDBgwAH369MHhw4fx5MkTDBo0CGfOnME333yDGzduSF2i3klNTcWnn36KQYMGYcGCBahZsyaAP6ezAoa/XgHArVu3VEe3g4KCcOfOHcjl8nLx3oEXO5nvvvsuoqKikJaWhuHDh2PZsmUAyte0u2vXrsHX1xdZWVmoVasWTp48iTFjxmDq1KkAykfwuHr1Ktq0aYNmzZohKCgIXl5e2LFjB7Kzs1Xvvaw9YOggnVa8YleoUAEtWrTAgQMHkJiYiMWLF+Pq1auYNGkSrl+/LnGVmnXv3j3k5OSge/fuqsdq1aqFxMREdOvWDd9++y0SEhKkK1DDkpOT4e/vjy+++AIHDx7EyZMn8cMPP2DRokXlaiczNjYW7u7umDdvHgoKCjBlyhT4+/tj8ODBCAsLA2D4X4iZmZl49OgR2rdvj0qVKgEApk2bhkGDBiEjIwPTp08v19ODyuLq1auoVq0a5syZg4KCAowfPx5+fn7o1asXFi5cCMDw1ysAqF69OmrXro0WLVogKSkJkyZNwsOHDyGTyQx+KuOdO3fQq1cv9OnTB7/++isOHTqEtWvXYsmSJbhx4wbk8vKxqyiEwJo1a9CxY0ds2LABP/zwA8LCwjBq1CgsXLgQEydOBGDYBzvz8/Px3//+F59//jnmz5+PPn364OOPP4ZMJsPTp09x+/ZtAGXfJpSPNYn0VvGHu02bNjh//jycnZ2xfft2JCQkoFOnTlixYsVbJ29dl5OTg4KCApw5cwYPHz7E3LlzsWHDBjg5OcHW1hZRUVEYP348Hj16JHWpGrFlyxa4uLggODgYCoUCANC8eXMYGxu/NOfWkF24cAHp6ekAgM6dO+PkyZNwcnJCcnIyFi9ejODgYACG/YUol8thbm6ummOsVCoBAH369EHv3r0RHx+PQ4cOATDc7YG6JSQkoLCwEAqFAh9++CHi4+PRpEkTODk5Ydq0aRg1ahQAw16vCgsLYW1tjXfeeQfDhw/HwIEDkZKSgqCgIHTq1AkzZsww2G1NUVERDh48CDc3N4wcORJCCBQVFcHPzw81a9YsV9M4ZTIZbty4odquAICjoyMGDhyIBQsW4Mcff8TixYslrFDzjIyMcPPmTZiYmKgeO336NC5evIjWrVujQ4cOGDFiBICybROM1FYpkZpkZ2fD2NgYxsbGqscUCgWuXLmCzMxMuLu7w8XFBQcPHkSrVq3w7NkzAIb1pZidnQ0jIyOYmJigefPmaNOmDb777jvs2LEDp0+fxo4dO9CtWzcAwKZNmzBx4kTcuXMHtra2EleuPikpKcjKykK7du2QkZEBGxsb1XNubm4wMjJCWloa6tevL2GVmpWSkoKHDx/Cy8sLrVq1wvHjx/Hjjz9CJpNhw4YNcHBwwNOnT/H999/jwIEDuHLlCtzc3KQuW2McHR1Rp04dfP/99+jevTsqVqwIpVIJIyMjDBkyBIcOHcKqVavQp08fg9oeaFKzZs0QEhKCefPmQS6XY82aNXBycoJSqUTr1q0xatQodOrUCZ07d5a6VI1RKBSwt7eHmZkZYmJiMGDAABgZGWHSpElIT0/H8OHDoVAoUFRUZHBH/eVyOWrVqoXGjRvDwcEBwIvvUisrK+Tn5yMlJQUtWrSQuErNK/7btmnTBrt27cL169dRr149AICVlRV69eqF27dvY/fu3QgICICdnZ3EFatfYWEhhBBo3rw5Tp48iRkzZuDp06dYvXo1QkNDUa1aNdy/fx8DBw6Eh4cHhgwZ8sa/w7A+PaT34uPjERAQgNOnT5eYU9ygQQM0atQIJiYmGDBgAC5evKi6gtOECRNw9uxZCatWr+IenDlzRnVVntDQUPzyyy+YOXMmnJyc4OHhoXq9l5cXLCwsShyd0XeXL1+Gr68v1qxZg2bNmmH27NkA/jx6LZPJIJPJUFBQoPqZw4cP4+HDh5LUqwnFPdiwYQMAwM7ODteuXcOiRYsghFDtINjY2KB///6IjY01uPN8UlJSEB4ejh07duDixYsAXnwWnj59il69eiE/Px9GRn8eO/Pz84MQwuCnw7ytv44C2dvbw8PDAzt37sSzZ8/g5OQE4MURz3bt2qFy5cpISUmRqlStUCqVqp5cvnwZAHDkyBFkZ2ejYcOG2LVrF5KTkw0ucBRr3749Jk+eDKDkumFmZlbiPe/atUv1OTQU2dnZAKB6n02aNEFqaio2btyoGlkGAFtbW3z88cc4ffq0wV20orgHCoUCRkZGCAgIQJs2bXDz5k2cOnUKISEh6NWrF9577z106dIFHh4euHnzZpl+l2F+gkgvXb58GW3atIGjoyNq164NU1NT1XMmJiZ48uQJbG1tceDAAezatQuff/451q1bh+fPn7/ypFp99PceWFpaqp5zdXWFubk5jIyMShzFDQsLg5mZGZydnSWoWP1iYmLQvHlzGBkZYfPmzXjw4IHqhE6ZTAalUons7GzI5XJYW1sDAIKDg9GhQ4cSIUSf/bUHmzZtQlpaGtzd3bFq1Spcv34dsbGxOHXqlOr11apVg4+PD9555x0Jq1av4it1LViwAMOHD8e3336LxMRE2NraYtOmTbh69So6duyIhIQE5ObmAgDOnj0LKysrTq36BxkZGcjLyytxZSZHR0f07dsXN2/exJkzZ7Bv3z7V66tWrQpHR8cS22J9l5qaisOHD2PLli2q+enF29Ti8+YGDhyIiIgIHD9+HMOGDcO5c+cwZ84cgzmwk5SUhKVLl2LWrFnYsWMHgD/n6BevG8WjHcXb2KCgIPTt21d1LpUhuHz5Mlq2bKnqAQC0bdsW48aNw+zZs7Fq1aoSl4utW7cuXF1dpShVY17Vg2bNmmHevHn48ccfSwRyALC0tISVlVWJmQdvRBDpgKysLNGxY0fx9ddfqx67evWquHTpkkhKShJCCLFu3TrRqVMncf78eSGEEIWFhUIIIXJzc7Veryb8Ww+Sk5OFEEIUFRWJevXqCVdXVzFgwADx5ZdfisqVK4uLFy9KVLV6Xbp0SZibm4vg4GDx8OFD0bBhQzFr1ixRVFQkioqKhBAv/u45OTnCxcVFnD9/XsycOVNYWlqKs2fPSly9eryqBzNnzhQFBQVCCCE2b94s5HK58PPzE5s3bxaJiYli0qRJonr16uKPP/6QuHr1uH37tnBwcBCTJk0SWVlZYv/+/cLOzq7E3zg+Pl64ubkJFxcX0bRpU9GtWzdhZWUlLl26JGHluuvKlSuiWbNmYtasWSI7O1sIIVTrlBBCbN++XTg7OwtPT0+xatUqcfbsWTFhwgRhZ2en2gbru9jYWFG7dm3RsmVLYWRkJNq2bSt+/fVX1fPr1q0TMplMODg4qL5nhBDip59+Mqge2NnZiS5duog6deqIli1bil9++eWl1xUUFIhGjRqJ/fv3i2+//VZYWFiIc+fOSVCx5kyYMEFYWFgIT09PER4eXuK5hQsXCisrKzFkyBDx66+/itu3b4vx48cLBwcHkZqaKlHF6vdPPVAqlUIIIfr27SuGDx8uLl26JDIyMkRwcLCwt7cXiYmJZfp9DB2kE3Jzc0Xr1q1FdHS0UCqVws/PTzRr1kxYWVmJFi1aiLCwMCGEEI8ePXrpZ4t3RvXdv/XAx8dHrFq1SgghxPPnz8Vnn30munTpIgYOHCiuXLkiceXqERMTI0xNTUVwcLAQ4kW46NGjh2jWrNkrX+/l5SWaNWsmTExMDObL8J960LRp0xKv++2330TLli1FtWrVRIMGDUS9evVEdHS0FCVrxKpVq8T7779f4rPduXNnsXr1arFu3ToRGRmpenzJkiVi0qRJYsaMGeLatWsSVKv7kpOThaenp6hatapo1aqVWLBgwSuDR0REhOjfv7+wtLQU7u7uwt3d3WDWqxs3bogaNWqIyZMni0ePHonk5GTh6+srvvrqK9VrioqKxOLFi8WFCxeEEH8e2DIUCQkJonr16mLy5MmiqKhI3L9/XzRq1Ej13VKssLBQFBQUCB8fH+Hq6irMzMxKhDBDMX36dNGqVSsxcuRI4erqKrZs2VLi+Y0bN4r27dsLCwsL4ebmJmrWrGkwn4dir+vB5s2bhaurq7C3txdNmzZ96x4wdJBOuHfvnqhSpYqIiIgQY8aMEX5+fuLSpUviwIEDYvz48aJatWpix44dUpepUf/Wg+Ijjps3by7xM3/dYdB3Z8+eFVOnThVC/Pllf+3aNWFjYyNWrFihel1hYaF4/PixsLGxEcbGxiI2NlaSejXh33qwfPlyIcSfIfvRo0fi+vXrIiYmRjx8+FCagjVk5cqVonbt2qovt1mzZgmZTCbat28vmjZtKqpWrSrWrFkjcZX6oaioSKxYsUJ06tRJnD17VgwePFg0b968RPDIz89XvV6pVIq0tDSRkpIi0tPTpSpbrXJzc8X48eNF7969xfPnz1VHcffs2SMcHBzEo0ePVJ8rQzmI9Xe5ublizJgxon///iI/P1/1Pnv37i2GDRsmxowZI0JCQlSvz8jIEI0aNRIVK1Y0qG3sXx09elSMGjVKJCQkiK+++kq4ubmJiIgIMWPGDHHy5EkhhBAPHz4UcXFxIjo6Wty7d0/iitXvn3owc+ZMVQ+ioqLE+vXrxaZNm956NJ2hg3RCUVGR+Pzzz8WIESNE165dxcGDB1XP3blzR3z55Zdi6NChQqlUGuyXQml7kJeXZ/BfkEK8eG8ZGRmie/fuolevXkKpVIrCwkLVe966dauIj4+XuErN+nsPCgoKDPozUOzWrVvC19dX1KlTR3z66adCJpOJ3bt3q47Ojho1Srz//vvi4cOHqnBm6D15GykpKaqDNkqlUgwaNEgVPJ4/f656vJihHeHPyckRQUFB4scffyzxeFRUlHjnnXdeOV3G0HqgVCrFqVOnSkzFnTVrlpDL5WLw4MHi008/FQ0aNBA9evRQPb99+3Zx+fJlCarVjpMnTwpXV1eRk5Mj4uPjxfDhw0WlSpWETCYTaWlpQgjDWw/+rjQ9UCeGDtIZ586dE5aWlkImk4k9e/aUeG7cuHGiTZs2Br9jwR68bMeOHUImk4kTJ04IIcrnzuXfe1AeJCUliW3btolvv/22xI6QEEL897//FZ6eniInJ0ei6vRbbm6uasRj4cKFqhGP4mmshujBgweq/y7ekUxOThYNGjQQT548UT1nKOeGvcpfR8avX78uqlevLvbu3at6bM2aNcLFxcVgpuy+zpMnT4Svr68qcHfp0kVYWlqKWrVqid27d0tcnXZouwe8ehXpjKZNm+LAgQMAgDVr1qguXQgABQUFqFevnsFcPeSfsAcv69q1Kzp06ICVK1ciJyenXN5/4e89KA+cnZ3Ro0cPODg4ICcnp8RlcO/fvw9nZ2eDvWGbJhUWFsLU1BRLliyBp6cnwsPDsXz5cgwdOhQDBgxAcnKy1CVqRJUqVQC8uCRs8eVR8/PzkZGRofpMTZkyBUOGDDHYG63+9fLSdevWRUxMDLp27aq6kpmtrS1MTEwM6ip4/6ZixYowNTXFuXPn0K9fP1y8eBFr166Fn58fAgMD8csvv0hdosZpuwe8OSDplHfffRdHjx5FQEAABgwYgEaNGiE/Px979uzBiRMnStww0FCxByWZmJigbdu2mDt3Lp4+fQpzc3OpS9K68twDX19fjB8/Ht9//z3s7OwQHx+P0NBQHD9+vMQlpal0FAoFCgsLYWZmhmXLlmHkyJGYMmUKTE1NcfbsWdSsWVPqEjXqrwctcnJykJmZCWNjY8ycORPz589HVFSUQd1k9VXE/780buXKlQH8eY+KqKioly7VbqiKbwZoa2uLDz/8EBUrVsS+ffvQuHFj1KtXD8bGxnB3d5e6TI2SogcMHaRz2rRpgyNHjmDDhg04ffo06tatixMnThj8BuCv2IMXir8cAwMDsX37dtX9GMqT8t4DNzc37Nq1C4MHD4ZcLoeDgwOOHTuGRo0aSV2azim+pv5fD0y86i7axXfXNjExgUKhgIWFBX7//Xc0bNhQ2yWrXWl7ALy450D9+vURHByMsLAwnDp1Ck2aNNFmuRrxuh4UB6/i/01PT8eCBQsQGhqKyMhIVKhQQftFa8C/9aG4F19//TWSk5OxfPlyNG7cGADg7e2Nhg0bGsT9aXStBzIheBcl0l3Fw76GeifY0mAPXux4Z2dnl4sjcP+kvPcgPT0dBQUFMDU1RcWKFaUuR+dcuXIFM2bMQGpqKurUqYOOHTsiICAAwIspVQqF4qWfWbt2LYYMGYILFy7Ay8tL2yWr3Zv2ICEhAa6urrC2tkZkZGS57MGhQ4ewfft2HDp0CDt37lTtdOq70vSheOc7OzsbFhYWAP48yGMIdLEHDB1ERER67Pr162jevDm6deuGunXr4vDhw3j27Bk8PT0RGhoK4MX5CyYmJi/9bFJSEmrVqqXtktWuLD24d+8ehg8fjtmzZ6NBgwZSla42ZelBamoqjhw5gtatW8PZ2VmiytWrNH3Iy8srcRT/n0bD9JWu9oChg4iISE8JITB16lQkJCRg27ZtAIDs7GyEhoZi9erVcHV1RXh4uOr1oaGhaN++PWrUqCFVyWpXlh60bdsWzs7O/xjG9E1ZetCuXTvUrFnToI7u8/Og2z0wnFhHRERUzshkMty9exf37t1TPWZhYYEBAwZg9OjRSExMRFBQEIAXJwrPmTMHwcHBBnXlr7L0YMqUKVAqlQZzYY6y9GDy5MkGdzVEfh50uwc8kZyIiEgPFR+h9vb2RkJCAq5du6aaJmRubo6ePXvi+vXriIyMxJMnT+Dr64uJEyeiffv2rzzHQx+9TQ/+eglZfcYevMDPgx70QO13/iAiIiKtuXHjhrC1tRX9+/cXmZmZJZ5LTU0VcrlcbN++XaLqtIM9YA+KsQ+62wNOryIiItJjLi4u2Lp1KzZt2oSgoKASN7czMTGBl5eX6p4Mhoo9YA+KsQ+62wPDGVcjIiIqp9q2bYtt27ahZ8+eSE1NRc+ePeHh4YGff/4ZKSkpcHFxkbpEjWMP2INi7INu9oBXryIiIjIQ0dHRGDt2LJKSkmBkZARjY2Ns3rzZIO5BUVrsAXtQjH3QrR4wdBARERmQzMxMpKenIysrC3Z2drC1tZW6JK1jD9iDYuyD7vSAoYOIiIiIiDSKJ5ITEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQEREREZFGMXQQkdq1adMGAwcOfOnxFStWwMLCAoWFhRJURUSkn2JjY+Hv74/KlSvDzMwMDRs2REhICJRKpdSlEZUaQwcRqZUQApcuXUKTJk1eeu7ChQvw9PSEQqGQoDIiIv1z7Ngx+Pj4wNzcHL/88gtiYmIwceJELFiwAP7+/igqKpK6RKJSMZK6ACIyLImJiXj27Nk/ho7WrVtLUBURkf4pLCxE//794e/vjw0bNqger1+/Ppo1a4bGjRsjNDT0lSPLRLqGIx1EpFYXLlyAQqGAh4dHicfz8vJw+fLlV4YRIiJ62dmzZ5GUlIQJEya89Jybmxs6d+6M8PBwCSojenMMHUSkVtHR0SgsLISFhQVkMpnqn5mZGZRKpSp0/Prrr6hfvz7q1q2LtWvXSlw1EZHuSUpKAgDUrVv3lc/Xq1cPycnJ2iyJqMw4vYqI1OrChQv45JNPMG3atBKPb9u2DYsWLYKbmxuUSiXGjh2LyMhIWFtbw9vbG/7+/njnnXckqpqISPdYW1sDANLT02FhYfHS80+ePFG9hkjXcaSDiNTq4sWLeP/999G4ceMS/9LT0+Hh4QEjIyOcPXsWDRs2hIODA6ysrNC5c2f873//k7p0IiKd0rJlSxgbG2Pv3r0vPVdYWIiIiAjVeXIffvghxo4dCx8fHzRo0ADnzp3DRx99hJo1a2LNmjXaLp3oJQwdRKQ2t27dQkZGBry9vV96Ljo6WjW1KjU1FQ4ODqrnHB0dcffuXa3VSUSkDypXroxRo0Zh1qxZSE1NLfHc4sWL8fjxY4wZMwYAEB8fDw8PD5w+fRrNmzfH//3f/2Hz5s345ZdfEBoaKkX5RCUwdBCR2ly4cAFyuRyNGzcu8bhSqURsbKwqdAghXvpZmUymjRKJiPRGVlYWRo0ahVq1aqFt27aIjo4GAISEhCA4OBhLly6FiYkJnj59ChMTE/Tr1w8AYGZmhtGjR8PS0hKmpqawsbGR8F0QvcDQQURqEx0djbp166JChQolHr98+TJyc3NVIyAODg4lRjZSUlJgb2+v1VqJiHTdggULULNmTZw8eRLXr1/HkiVLAAATJ05EQUEBBgwYAHt7e8THx6NZs2aqn4uLi0OLFi1U/+3u7i5J/UR/JROvOuRIRKRBSqUSrq6uOHr0qOpE8tOnT6Ny5cpSl0ZEpHdWr16NR48eYfLkyRBCwMXFBbdu3QIATJs2DS4uLujbt6/EVVJ5x5EOItI6IyMjLFy4EG3btoWXlxcmTJjAwEFEVEaXL19Go0aNAAC3b9+Gs7Oz6rn4+HjVc0RS4kgHERERERFpFEc6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIoxg6iIiIiIhIo/4fWiPO6ICa1TgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.corner_plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "res = s.Sampler()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Summary\n", + "=======\n", + "niter: 13457\n", + "ncall: 123076\n", + "eff(%): 9.987\n", + "logz: -9.977 +/- 0.035\n" + ] + } + ], + "source": [ + "res.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.8.8" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/marcia/likelihood.py b/marcia/likelihood.py index 864c3a3..6c03c81 100644 --- a/marcia/likelihood.py +++ b/marcia/likelihood.py @@ -122,12 +122,19 @@ def chisq(self,theta): return chi2 def logPrior(self, theta): - # if self.priors[0][0] < theta[0] < self.priors[0][1] and self.priors[1][0] < theta[1] < self.priors[1][1]: - # logPrior is independent of data for the most of it, unless otherwise some strange functions are defined - #if all((np.array(theta)-self.priors[:, 0])>0) and all((self.priors[:, 1]-np.array(theta))>0): if all(self.priors[i][0] < theta[i] < self.priors[i][1] for i in range(len(theta))): return 0.0 return -np.inf + + def prior_transform(self,utheta): + # Assuming self.priors is a list of tuples [(lower1, upper1), (lower2, upper2), ...] + theta = [] + for i, (lower, upper) in enumerate(self.priors): + # Transform the uniform random variable utheta[i] to the prior range [lower, upper] + theta_i = lower + (upper - lower) * utheta[i] + theta.append(theta_i) + + return theta def logLike(self,theta): diff --git a/marcia/sampler.py b/marcia/sampler.py index b49b57f..7a4dd86 100644 --- a/marcia/sampler.py +++ b/marcia/sampler.py @@ -1,3 +1,4 @@ +from typing import Any import emcee import numpy as np from marcia import Likelihood as lk @@ -7,8 +8,75 @@ from chainconsumer import ChainConsumer import logging import os +import dynesty +import pickle as pl +import matplotlib.pyplot as plt +from dynesty import plotting as dyplot -class Sampler: + +def Sampler(which,*args,**kwargs): + if which == 'mcmc': + return SamplerMCMC(*args,**kwargs) + elif which == 'nest': + return SamplerNEST(*args,**kwargs) + else: + raise ValueError(f'Unknown sampler: {which}') + + + + +class SamplerNEST: + + def __init__(self,model,parameters,data,bound='multi',sample='rwalk',sampler_file='sampler.pkl'): + self.data = data + self.model = model + self.likelihood = lk(model,parameters,data) + self.ndim = len(self.likelihood.priors) + self.bound = bound + self.sample = sample + self.sampler_file = sampler_file + + + def dynesty_sampler(self): + dsampler = dynesty.DynamicNestedSampler(self.likelihood.logLike, + self.likelihood.prior_transform, ndim=self.ndim, + bound=self.bound, sample=self.sample) + dsampler.run_nested() + return dsampler + + def Sampler(self): + if os.path.isfile(self.sampler_file): + return pl.load(open(self.sampler_file,'rb')) + else: + dsampler = self.dynesty_sampler() + res = dsampler.results + pl.dump(res,open(self.sampler_file,'wb')) + return res + + def get_chain(self): + res = self.Sampler() + samples = res.samples + return samples + + def trace_plot(self): + res = self.Sampler() + labels = self.likelihood.theory.labels + fig, axes = dyplot.traceplot(res,labels=labels, + fig=plt.subplots(self.ndim, self.ndim, figsize=(8, 6))) + fig.tight_layout() + + def corner_plot(self): + res = self.Sampler() + labels = self.likelihood.theory.labels + fig, axes = dyplot.cornerplot(res, show_titles=True, + title_kwargs={'y': 1.04}, labels=labels, + fig=plt.subplots(self.ndim,self.ndim, figsize=(8, 8))) + fig.tight_layout() + + + + +class SamplerMCMC: def __init__(self, model, parameters, data, initial_guess, prior_file=None, max_n=100000, nwalkers=100, sampler_file='sampler.h5', converge=False, prior_dist = 'uniform', burnin = 0.3, thin = 1):