{ "cells": [ { "cell_type": "code", "execution_count": 39, "id": "synthetic-damages", "metadata": {}, "outputs": [], "source": [ "# Loading Credentials from local file;\n", "# this cell is meant to be deleted before publishing\n", "import yaml\n", "\n", "with open(\"../creds.yml\", 'r') as ymlfile:\n", " cfg = yaml.safe_load(ymlfile)\n", "\n", "uri = cfg[\"sonar_creds\"][\"uri\"]\n", "user = cfg[\"sonar_creds\"][\"user\"]\n", "password = cfg[\"sonar_creds\"][\"pass\"]" ] }, { "cell_type": "markdown", "id": "supported-there", "metadata": {}, "source": [ "<font size = \"20\"> SoNAR (IDH) - HNA Curriculum </font>\n", "\n", "<font size = \"5\">Notebook 5: Example Case - Analyzing Gustav von Schmoller</font>" ] }, { "cell_type": "markdown", "id": "destroyed-fellow", "metadata": {}, "source": [ "In this notebook, we follow a more hypothesis driven and ego-centered graph approach to work with the SoNAR (IDH) data for historical network analysis. \n", "In this notebook, we investigate an example case in the field of economics. We are going to analyze the network of the German economist [Gustav von Schmoller](https://en.wikipedia.org/wiki/Gustav_von_Schmoller).\n", "\n", "\n", "\n", "We want to investigate two main questions: \n", "\n", "1. What are the connections of Gustav von Schmoller to Berlin Politics?\n", "2. How well was Schmoller connected within the academic community?" ] }, { "cell_type": "code", "execution_count": 40, "id": "british-strain", "metadata": {}, "outputs": [], "source": [ "import networkx as nx\n", "from neo4j import GraphDatabase\n", "from helper_functions.helper_fun import to_nx_graph\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "from itertools import count\n", "from matplotlib.colors import rgb2hex\n", "from matplotlib.colors import rgb2hex \n", "from matplotlib.patches import Circle \n", "import matplotlib.pyplot as plt " ] }, { "cell_type": "markdown", "id": "matched-entrance", "metadata": {}, "source": [ "# Who is Gustav von Schmoller?" ] }, { "cell_type": "markdown", "id": "parental-cemetery", "metadata": {}, "source": [ "We start off by gathering some general information about Schmoller. What was his profession? Where did he come from? Where did he work?" ] }, { "cell_type": "markdown", "id": "formed-rating", "metadata": {}, "source": [ "## When did Schmoller live?" ] }, { "cell_type": "code", "execution_count": 3, "id": "parliamentary-heavy", "metadata": {}, "outputs": [], "source": [ "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "query = \"\"\"\n", "MATCH (n:PerName)\n", "WHERE n.Id = \"(DE-588)118609378\"\n", "RETURN *\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "G = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "code", "execution_count": 4, "id": "another-montana", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date of Birth of Schmoller: 24.06.1838\n", "Date of Death of Schmoller: 27.06.1917\n" ] } ], "source": [ "print(\"Date of Birth of Schmoller:\", list(nx.get_node_attributes(G, \"DateStrictBegin\").values())[0])\n", "print(\"Date of Death of Schmoller:\", list(nx.get_node_attributes(G, \"DateStrictEnd\").values())[0])" ] }, { "cell_type": "markdown", "id": "danish-singing", "metadata": {}, "source": [ "Gustav von Schmoller lived in the 19th and the beginning of the 20th century and was 79 years old when he died." ] }, { "cell_type": "markdown", "id": "baking-chrome", "metadata": {}, "source": [ "## What was Schmollers profession? " ] }, { "cell_type": "markdown", "id": "starting-excellence", "metadata": {}, "source": [ "Now we know when Schmoller lived, but what was his profession? To answer this question, we need to retrieve the connected topic terms of Schmoller. Topic terms connected to persons usually represent the profession of the respective person." ] }, { "cell_type": "code", "execution_count": 5, "id": "nervous-native", "metadata": {}, "outputs": [], "source": [ "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "query = \"\"\"\n", "MATCH (n:PerName)-[rel:RelationToTopicTerm]-(t:TopicTerm)\n", "WHERE n.Id = \"(DE-588)118609378\"\n", "RETURN *\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "G = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "code", "execution_count": 6, "id": "applicable-boston", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Volkswirt\n", "Wirtschaftswissenschaftler\n", "Sozialwissenschaftler\n", "Hochschullehrer\n" ] } ], "source": [ "topicterms = [x for x, y in G.nodes(data=True) if y['type'] == \"TopicTerm\"]\n", "\n", "for term in topicterms:\n", " print(G.nodes(data=True)[term][\"Name\"])" ] }, { "cell_type": "markdown", "id": "meaningful-point", "metadata": {}, "source": [ "Schmoller was an academic, he was (macro) economist, social scientist and university professor." ] }, { "cell_type": "markdown", "id": "distinguished-stuff", "metadata": {}, "source": [ "## What geographic places are connected to Schmoller?" ] }, { "cell_type": "markdown", "id": "coupled-boundary", "metadata": {}, "source": [ "What are the places Schmoller has connections to? Where did he work? Where was he born, and where did he die?" ] }, { "cell_type": "code", "execution_count": 7, "id": "sustained-marks", "metadata": {}, "outputs": [], "source": [ "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "query = \"\"\"\n", "MATCH (n:PerName)-[rel:RelationToGeoName]-(g:GeoName)\n", "WHERE n.Id = \"(DE-588)118609378\"\n", "RETURN *\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "G = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "code", "execution_count": 8, "id": "chief-senior", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Place of Birth: Heilbronn\n", "Place of Death: Bad Harzburg\n", "\n", "Places of Activity:\n", "Straßburg\n", "Halle (Saale)\n", "Berlin\n" ] } ], "source": [ "place_of_birth = [target for source, target, attribute in G.edges(\n", " data=True) if attribute['SourceType'] == 'placeOfBirth']\n", "place_of_death = [target for source, target, attribute in G.edges(\n", " data=True) if attribute['SourceType'] == 'placeOfDeath']\n", "places_of_activity = [[source, target] for source, target, attribute in G.edges(\n", " data=True) if attribute['SourceType'] == 'placeOfActivity']\n", "\n", "# we need to refine the result of the places of activity a little further\n", "# currently there can be the node (2923000) of Schmoller in the results. Therefor we need to filter out the node of him\n", "places_of_activity = [\n", " place for sublist in places_of_activity for place in sublist if place != 2923000]\n", "\n", "# let's print the results:\n", "print(\"Place of Birth:\", G.nodes(data=True)[place_of_birth[0]][\"Name\"])\n", "print(\"Place of Death:\", G.nodes(data=True)[place_of_death[0]][\"Name\"])\n", "print(\"\")\n", "print(\"Places of Activity:\")\n", "for place in places_of_activity:\n", " print(G.nodes(data=True)[place][\"Name\"])" ] }, { "cell_type": "markdown", "id": "functional-sense", "metadata": {}, "source": [ "He was born in Heilbronn and he died in Bad Harzburg. He has professional connections to Straßburg, Halle (Saale) and Berlin. \n", "Let's also query with which corporations Schmoller is directly connected" ] }, { "cell_type": "code", "execution_count": 9, "id": "technical-encyclopedia", "metadata": {}, "outputs": [], "source": [ "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "query = \"\"\"\n", "MATCH (n:PerName)-[rel:RelationToCorpName]-(c:CorpName)\n", "WHERE n.Id = \"(DE-588)118609378\"\n", "RETURN *\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "G = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "code", "execution_count": 10, "id": "manual-constant", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Königliche Akademie der Wissenschaften']" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[y[\"Name\"] for x, y in G.nodes(data=True) if y[\"type\"] == \"CorpName\"]" ] }, { "cell_type": "markdown", "id": "protected-campbell", "metadata": {}, "source": [ "Schmoller was member of the Royal Academy of Sciences.\n", "\n", "Alright, in the next section we go on with his personal relations." ] }, { "cell_type": "markdown", "id": "golden-timer", "metadata": {}, "source": [ "## With whom was Schmoller in contact?" ] }, { "cell_type": "markdown", "id": "checked-trauma", "metadata": {}, "source": [ "Schmoller was an academic, he was a university professor, and he lived in different places during his life. This sounds like he was able to build quite some connections during his life. \n", "\n", "Let's see if this assumption is true. To which persons did Schmoller have direct connections according to the SoNAR database?" ] }, { "cell_type": "code", "execution_count": 11, "id": "bigger-inquiry", "metadata": {}, "outputs": [], "source": [ "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "query = \"\"\"\n", "MATCH (n:PerName)-[rel:SocialRelation]-(n2:PerName)-[rel2]-(t:TopicTerm)\n", "WHERE n.Id = \"(DE-588)118609378\" AND rel.SourceType = \"correspondedRelation\"\n", "RETURN *\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "G = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "markdown", "id": "velvet-republic", "metadata": {}, "source": [ "In the query above, we also retrieve the topic terms of the people Schmoller has a social relation to. These topic terms tell us the respective profession of the retrieved nodes again. \n", "\n", "Furthermore we apply a filter for `rel.SourceType = \"correspondedRelation\"`. This way we only retrieve people that Schmoller corresponded with." ] }, { "cell_type": "code", "execution_count": 12, "id": "announced-panel", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABGoAAARNCAYAAAAKHqaIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3wUdf748dfMtvTsQggdQg+QBoQuCgpS9PhZUAQPBUXU06/nKZbz9PTO8yx41rOcooIFUcFT9KwolhOVZgCR3kkI6cmW7GZ3Z35/5HYlEEIIm+wmeT8fDx+SnZ3Zz85uyrz3XRRd1xFCCCGEEEIIIYQQ4aeGewFCCCGEEEIIIYQQopoEaoQQQgghhBBCCCEihARqhBBCCCGEEEIIISKEBGqEEEIIIYQQQgghIoQEaoQQQgghhBBCCCEihARqhBBCCCGEEEIIISKEsa6NSUlJekpKShMtRQghhBBCCCGEEKLlW79+fZGu6+1q21ZnoCYlJYV169Y1zqqEEEIIIYQQQgghWiFFUfafaJuUPgkhhBBCCCGEEEJECAnUCCGEEEIIIYQQQkQICdQIIYQQQgghhBBCRIg6e9QIIYQQQgghhBCi9fB6vRw6dAi32x3upbQIUVFRdOnSBZPJVO99JFAjhBBCCCGEEEIIAA4dOkR8fDwpKSkoihLu5TRruq5TXFzMoUOH6NGjR733k9InIYQQQgghhBBCAOB2u2nbtq0EaUJAURTatm17ytlJEqgRQgghhBBCCCFEkARpQqch51ICNUIIIYQQQgghhIgYBoOBrKws0tLSuOSSS3C5XPXed9++fSiKwtNPPx287cYbb2TRokWNsNLGIT1qhBBCCCGEEEIIUaveKU9TcMQZsuMlt49l177/q/M+0dHR5OTkAHD55Zfz/PPPc8stt5z02D6fr/oxkpN58sknufbaazGbzae95qYmGTVCCCGEEEIIIYSoVSiDNA053pgxY9i1axdOp5OrrrqKYcOGMWjQIN5//30AFi1axNSpUzn77LM555xzAGjXrh3nnHMOixcvPu54L774IkOHDiUzM5OLL744mK0ze/Zsrr/+ekaMGEHPnj356quvuOqqq+jfvz+zZ88O7v/ZZ58xcuRIBg8ezCWXXILD4WjgmTgxCdQIIYQQQgghhBAi4vh8Pj7++GPS09N54IEHOPvss1mzZg2rVq3itttuw+msDvps2LCBZcuW8fXXXwf3veOOO3j00Ufx+/01jnnRRRexdu1aNm7cSP/+/XnppZeC20pLS/n+++95/PHHmTp1Kn/4wx/YsmULmzdvJicnh6KiIv72t7+xcuVKNmzYQHZ2No899ljIn7eUPgkhhBBCCCGEECJiVFZWkpWVBVRn1Fx99dWMGjWKFStW8OijjwLV06kOHDgAwIQJE2jTpk2NY/Ts2ZPhw4ezZMmSGrf//PPP3H333ZSVleFwOJg4cWJw229+8xsURSE9PZ327duTnp4OwMCBA9m3bx+HDh3il19+YfTo0QBUVVUxcuTIkD9/CdQIIYQQQgghhBAiYhzdoyZA13WWL19Ov379atz+448/EhsbW+tx7rrrLqZNm8ZZZ50VvG327Nm89957ZGZmsmjRIr766qvgNovFAoCqqsF/B772+XwYDAYmTJjAm2++eZrPsG5S+iSEEEIIIYQQQoiINnHiRJ5++ml0XQfgp59+Ouk+qampDBgwgA8++CB4m91up2PHjni9Xt54441TWsOIESP47rvv2LVrFwBOp5MdO3ac0jHqQwI1QgghhBBCCCGEiGj33HMPXq+XjIwMBg4cyD333FOv/f70pz9x6NCh4Nf3338/w4cPZ/To0aSmpp7SGtq1a8eiRYuYMWMGGRkZjBw5km3btp3SMepDCUSjapOdna2vW7cu5A8qhBBCCCGEEEKIyLN161b69+8f/Doc47lbmmPPKYCiKOt1Xc+u7f7So0YIIYQQQgghhBC1am1BlUggpU9CCCGEEEIIIYQQEUICNUIIIYQQQgghhBARQgI1QgghhBBCCCGEEBFCAjVCCCGEEEIIIYQQEUICNUIIIYQQQgghhBARQqY+CSGEEEIIIYQQIiIUFxdzzjnnAJCfn4/BYKBdu3YArFmzBrPZfNJjPP/888TExHDFFVcct23z5s3MmjULgAMHDpCYmEhiYiJJSUmsXLkyhM+k4SRQI4QQQgghhBBCiFpVVA1Dpyhkx1NIIsG85oTb27ZtS05ODgD33XcfcXFxzJ8//5Qe47rrrjvhtvT09ODxZ8+ezfnnn8+0adPqdVy/34/BYDiltTSElD4JIYQQQgghhBCiVqEM0jT0eF988QWDBg0iPT2dq666Co/HA0BKSgq333476enpDBs2jF27dgHVAZ5HH30UgF27djF+/HgyMzMZPHgwu3fvrvUxPvvsM0aOHMngwYO55JJLcDgcwce44447GDx4MO+88w4pKSn88Y9/JCsri+zsbDZs2MDEiRPp1asXzz//fENOyXEkUCOEEEIIIYQQQoiI5Ha7mT17Nm+99RabN2/G5/Px3HPPBbcnJiayefNmbrzxRm6++ebj9r/88su54YYb2LhxI6tXr6Zjx47H3aeoqIi//e1vrFy5kg0bNpCdnc1jjz0W3N62bVs2bNjAZZddBkC3bt3IyclhzJgxzJ49m2XLlvHDDz9w7733huQ5S6BGCCGEEEIIIYQQEcnv99OjRw/69u0LwJVXXsk333wT3D5jxozg/7///vsa+9rtdnJzc7nwwgsBiIqKIiYm5rjH+OGHH/jll18YPXo0WVlZLF68mP379we3T58+vcb9p06dClSXUQ0fPpz4+HjatWuHxWKhrKzstJ+z9KgRQgghhBBCCCFEs6QoSq3/PhW6rjNhwgTefPPNWrfHxsbW+NpisQCgqmrw34GvfT5fg9ZwNMmoEUIIIYQQQgghREQyGAzs27cv2H/mtdde46yzzgpuf+utt4L/HzlyZI194+Pj6dKlC++99x4AHo8Hl8t13GOMGDGC7777LvgYTqeTHTt2NMbTqRcJ1AghhBBCCCGEECIiRUVF8corr3DJJZeQnp6Oqqo1pjqVlpaSkZHBk08+yeOPP37c/q+99hpPPfUUGRkZjBo1ivz8/OPu065dOxYtWsSMGTPIyMhg5MiRbNu2rVGfV10UXddPuDE7O1tft25dEy5HCCGEEEIIIYQQ4bJ161b69+8f/Lqpx3OfipSUFNatW0dSUlJIjtdYjj2nAIqirNd1Pbu2+0uPGiGEEEIIIYQQQtQqVEEVUX8SqBFCCCGEEEIIIUSzs2/fvnAvoVFIjxohhBBCCCGEEEKICCGBGiGEEEIIIYQQQgTV1ctWnJqGnEsJ1AghhBBCCCGEEAKonrJUXFwswZoQ0HWd4uJioqKiTmk/6VEjhBBCCCGEEEIIALp06cKhQ4coLCwM91JahKioKLp06XJK+0igRgghhBBCCCGEEACYTCZ69OgR7mW0alL6JIQQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhJFAjhBBCCCGEEEIIESEkUCOEEEIIIYQQQggRISRQI4QQQgghhBBCCBEhjOFegBBCCCFaJ00vRNcL0PGjKHGodEdRDOFelhBCCCFEWEmgRgghhBBNyq/vwat9jqbvApTq/3QNRUnAqJyFUR2JopjCvUwhhBBCiLCQQI0QQgghmozXvwav9hYQi0InFEWp3qCArlfi5X382nYs6hUoiiWsa41Uul6BT9uIxiFAQyUZg5qFqrQL99KEEEIIEQISqBFCCCGakZSUFKKiooiKigre9t5775GSknLcfRctWsSHH37IsmXLmnCFJ1adSfMWCsm8/upGbrv133Tv3oYqr59+qe159vlLsdm6oLGDKu09LIbp4V5yRNH1Krzah/j0H9DRUfQoQMGvbMTr/xSDMgCzOg1FSQj3UoUQQghxGqSZsBBCCNHMLFu2jJycnOB/tQVpfD5f0y/sBAJr8WqfAbHBTJlx5/Tlx/W3sT7ndhQFHvr75yiKgqJ3xK+vQ9OLQ/Y8Iul8NISuV+HRFuPTv0fR22OgM6rSFlVpg0onFL0zfn0nbv8z6HpFuJcrhBBCiNMggRohhBCihVAUhfvuu4+hQ4fyl7/8pca2/Px8xo0bx5AhQxg4cCC33357cNt9993HjBkzmDJlCqmpqZx33nm4XC4AysvLufjii0lNTeWcc87hiiuuYP78+QBUVVVx2223MWzYMDIzM5k1axYOhwOA2bNnM3fuXMaMGUN2djaaXoim70bBdty6VVVl7Ng+7NxRwP59JXTt+Gf+ePvXDBkygoULF7Jr1y7OOeccMjIyGDx4MJ988klw3+XLl5OamsqgQYP4+9//jqIowTUcez46depETEwMMTExREVF0blzZ/bt2xdc77XXXsvZZ59N9+7dmThxImeeeSZjxowhJSWFJ598MviYKSkp3H333YwcOZJu3bqxZMkSnnjiCYYNG0bv3r355ptvQvBq1uTTvkbTt6PonXj91fV0SPojw4csYFDGQ1x26SuUlrpQaY9OBVXa2yF/fCGEEEI0HQnUCCGEEM3MtGnTyMrKIisri+zs7BrboqOjWbt2Lffff3+N261WKx988AHr168nJyeHdevW1Qh4rFu3jiVLlrB161a8Xi9vvPEGAH/961+x2Wxs27aNd955h2+//Ta4zyOPPEJiYiJr1qxh48aNdOrUiQcffDC4PScnh08++YScnBx0/QjArz1pjuLx+PjPh1vIzOoCQHGxk+whKXy/9hauu+46Lr/8cmbOnMmmTZt4/fXX+e1vf0thYSFHjhxh3rx5fPDBB/z0009ER0cfd+yjz4fRaOS///0vLpeLoqIiEhMTqaysDN53y5YtfPzxx2zevJnvv/+eAwcO8PXXX/Pdd9/xpz/9KRgAql6zh++//57ly5dzzTXXYDKZWLNmDX//+9+56667Tv4i1pPP56suedK/QdHbBc9fbdlIAIqejF/fjqYXSjaSEEII0UxJoEYIIYRoZo4ufVq3bl2NbVdeeWWt+/j9fm677TYyMzMZMmQIP//8Mzk5OcHtEydOxGq1oigKw4cPZ/fu3QCsWrWKOXPmANCmTRsuuOCC4D4rVqzg9ddfDwaNVqxYEdwPqgNKsbGxAOj4qZ7w9KtVX+xg6OBHGDVsASk92nDbHecAEBVl4uJL0gEfdrudnJyc4BoGDBhAVlYWP/zwAz/++CODBw+mT58+AFx11VXHPe+jz4eu6/z5z38mPT2d0aNHk5eXx8aNGwFYvHgxMTExnHHGGSxYsIAOHTrQoUMHVFXFYDDg8/kYPnw4AwcOpLS0lOnTq/vnfPDBB7hcLv7973+TmprKs88+y86dO4FQZiPtAt1da3Pl47OR7vlfNtKokGYjbd68mTFjxjB48GAGDBjAE088ETzOsdlIf/jDH/jyyy8jJhtJCCGEaG6kmbAQQgjRgsTFxdV6+2OPPUZpaSk//vgjUVFRzJs3D7fbHdx+dHNig8FQI9PkRHRd59lnn+Xss88+6VoUJQ50vUasZtw5fXn1jVkUFRaSmJhITIyFokInsbFmUDwotD3pGk7m6DWUlpayevVqunbtiqIoaJpW4xxER0fz2WefAfDOO+9gMBiA6myk9u3b89Zbb9GvXz8SEhJYt24d2dnZqGr1Z16LFi2ic+fOnHnmmTidTqBmNlJJSQlDhgzh4osvBmpmIwHccccdPPjggzzwwANAdTbS119/TWxsLF7/96Doxz03TdfxuL3858MtDB7SFajORhoypBuPLPg/LIZZDB8+nHnz5nH11Vfzyy+/cOaZZ7J161Y0TWPevHn88MMP9OnTh8cff/y44weykQDsdjsrV67EYrHgcDgYNmwYEydOpH///kB1NtIXX3yB3+8nJSWF8vJyvv76aw4fPky/fv24+uqrg69FIBtp7dq1jB07lkceeYQ1a9bw9ttvc9ddd/Hf//63Qa+1EEII0VJIRo0QQgjRCpSVldGxY0eioqLIzc3l/fffr9d+Y8eO5dVXXw0e4+j9pk6dymOPPRYM6tjtdrZu3VrrcVS6gxKHrtcMAJmMRoxGI5XuYwNDHozqUOLj48nKymLx4sUAbN26lY0bNzJixAiGDx/Ohg0bglk8gfuciK7rzJs3j40bN/L666/j9XprbB8+fHit+/n9fkpKSrj44osZMmQIVVVVbNu2rcZ9AtlIWVlZaJoGhC4bSVFUas1GGvQwZ4z4Bz17tj0mG6k/oIY0G8nlcnH11VfXmo0EcMEFF2CxWIiJiaFfv35MmTIFVVXp3LkzNpuNQ4cOBe8byEYaPHgwLpcr+PWQIUPYtWtXra+BEEII0ZpIRo0QQgjRzEybNq1GBszChQuP61VzrJtuuolLLrmEtLQ0unTpwjnnnFOvx/rzn//MnDlzSE1NpWPHjmRnZ5OYmAjAnXfeGSyPUVUVRVG49957g1kWR1MUIyZlLF5WgN6lxrao6CgcdkcwwAEaitIGlZ4AvPHGG1x77bU8/vjjGI1GXnvtNdq1awfA888/z5QpU4iJieH888/HZDIRExNT63NJTExk+fLlfPTRR/Tt25czzzyzxnaL5fjSIqjORtI0jSVLljBkyBDi4+Opqqqq9b4GgwFdPz775Vinlo3UFnSOy0Z69vkL8Pl9tEuqPheBbCRF9aDS9aRrOJmj13DXXXfRoUMHFi1ahNFo5Nxzz60zI+vYr4/ucxPYFshYOvpr6YcjhBBCSKBGCCGEaFYCU4pqc2yAYPbs2cyePRuA7t27s2bNGnTdB7iovvKvDmjcd999NfY7+uvY2FjefPNNoqKiqKio4IwzzmDevHkAmEwmHnjggWC5ztEWLVp03G1GdSR+bTsaO/ntFdnMunIYAFFR0TjsDtweN926qxzIvxmL4QoUpfpCvnfv3nzxxRe1PudJkyZxySWXAPDKK68wbNiwYDnSsefDbDbz73//m7S0tFqPde211wb/feedd/Lhhx8C1ZlE8+bNY8iQIeTm5hITE0NycnLwvrfeemswqGG1WrnhhhuAX7ORRo8eHcxGuuiii4Bfs5FGjhxJdHQ0drudQ4cO1RrkUumBoiSi6y4U5dcglI6OwrHNmasjOkY1q0Y20pw5c2pkI2maxpw5c9i9eze9evU6aTZSWVkZGRkZGI1Gfv75Z7799ltmzpxZ5z5CCCGEaBgJ1AghhBCtgKaX4tfW49W/BQJlRmaMykiM6jBUpV2t+5WWljJ58mT8fj9ut5uZM2cyfvz4Bq1BUcxY1Cup0t7FzwZ0VBQ9DqNBwWSxU+UtJTq6B1GGa1CVzvU65lNPPcU777yDz+ejTZs2vPjii3Xev3lmIxkwKhOo0t9CPTob6Zgsm+rAlI5RGYqiJAChy0a6++67mTVrFi+99FKt2UhCCCGECB2lrvTc7Oxs/dhpEkIIIYRoXnzaDqq0RYAPRW8bnB6k61XoSjEAZmU6RsPgJluTphfh09ajsRt0H+VlBgqOdCG17yRMptpLkJobr9eL3++vkY302GOPNSjQpes6Xu19vNo3qCShKDEUl1S/dm3btP3fa1mAqvTGos6pdULUsex2O/Hx8UB1NtJLL70kjXyFEEKIJqIoynpd12v9tEgyaoQQQogIkpKSQlRUFBaLBb/fz913381ll13G888/T2VlJb169eLbb79lwYIFx+27b98+srOzKSoqCt6m6Qeo0l5C0RNQlNgaGRiKYkahI7ruoUp/A5RojOrxGR2NQVWSMBsm/rrOGBeH3FspL7eTlNQyAjWhzUZSMKn/D4UO+PSVaHouqlqOoipouhsUC0ZlPCb1bBTFXK9jnmo2khBCCCGahmTUCCGEEBEkJSWFDz/8kLS0NH766SdGjRrFwYMHSUpKOum+xwZqdF3H438WTT+CqrSpc19dd4CiEGW4M9gbpqn9/PPPREVF0bt377A8fnOh63409rBv33qMRgNdOvdHVfrUK4tGCCGEEJFBMmqEEEKIZmjQoEHEx8czffp0KioqqKqqIikpiZdffpnu3bsD8Mwzz/D444+TkJDAeeedF9zX5/Mx5bzxFBVtw10J2UO788/nLsFsNlJV5eMPNy3nm292065dHBmZnTlypII3lp6L17+Tu+5cyCeffAJUN+t9+OGHMRgM5ObmcsUVV5Cfn0+vXr3QdZ2JEydy4403UlFRwS233MKmTZtwu92MGzeOxx57LDjZpz6sVisFBQX4/f5T2q+1URQDBvrgqfSCxYJB7RXuJQkhhBAihNRwL0AIIYQQtVu1ahVut5u33nqLtWvXsnHjRmbMmMEdd9wBwKZNm3jggQf47rvv2LBhA8XFxcF9DQYDr752J//9cRbrN96B36+x+JUfAVj4wmoOHizjp0138NGn17Nh/cH/7WXkX/96kpycHDZs2MCGDRv46aefeOGFF4Dqprrjxo1jy5YtPP3003z99dfBx7vllls466yzWLNmDTk5ORQUFPDyyy+f0vO12Wzouk5ZWVnDT1orous6inLs1CchhBBCNHeSUSOEEEJEmMBkooSEBJYvX87HH3/MM888g8PhwOfzBe/31Vdfcd5559G+fXsA5s2bx9tvvw2Apmk89o/FfPLJl2h+A6VlLmJiTACsWrWDCy4agNFowGg0cOn0QXz33R7AyJdfbGD27P/DbK7uczJnzhz+/e9/c/3117Nq1SqeeuopoHrc99HTj1asWMGaNWv4xz/+AYDL5aJLl6MmFNVDbGwsZrOZ0tJS2rZt27CT14pIoEYIIYRomSRQI4QQQkSYZcuWkZaWBsD+/fuZMWMGa9eupUePHqxevZqZM2ee9BhLlixh9Xdb+fyry0iM78EjD33Ozh2FAOiajsfjwevzYTIe/aeAF2hYyZGu67z33nv07NmzQfsH2Gw2KX+qJwnUCCGEEC2TlD4JIYQQEayiogKz2UyHDh3QNI3nn38+uG3s2LF89NFHFBQUAPDSSy8Ft5WVlZHUrhPx8WbKyly8tXRDcNtZ4/ry/ntbcTqcuN1elr2T878tPsaPn8zixYvxer14vV4WL17MhAkTgo+3ePFiAA4ePMiXX34ZPObUqVN56KGH8Pv9ABQVFbF3795Tfr6B8qfy8vJT3re1kUCNEEII0TJJoEYIIYSIYOnp6VxyySUMGDCA4cOH06NHj+C2jIwM7rrrLkaPHs2QIUOwWq3BbVdccQUOexWD0l5j2oXPM3r0r5ku1143mg4d4hk1/CkmTXiW1NT2JCQYUZQkrp13JxkZGQwaNIhBgwaRkZHBNddcA8CTTz7J559/zsCBA7n++usZNmwYiYmJADzxxBMYDAYyMzNJT09n0qRJ5ObmnvLzjY2NxWQyUVpa2sAz1npIoEYIIYRomWQ8txBCCNGCaXoubv8/UfQYFCU+eHv+kRJ0zUNCYhsum7aQCy/uybxr/olR7XPCY1VWVmIymTAajRw+fJihQ4fyxRdf0K9fv5Cu+eDBgxQWFpKZmSnlT3XIyckhKSnplHsBCSGEECL8ZDy3EEII0UqpSmcshmvx+F9GJxdFt6EoMVxy4SKczkq8Xh/njO/JVXMW1BmkAdi5cydXXHEFuq7j9Xq59957Qx6kgV/71JSXl9OmTZuQH7+l0DRNMmrqQdc1wImOH4VoFMUS7iUJIYQQdZJAjRBCCNHCGZQUog2349M24uMrNHL5evV0ykqqcFcOIaXbVFTFetLjZGRkkJOT0+jrjYuLw2QyUVZWJoGaOkjpU9103VX9ntdXoVP2v1sVDMpgTOooFLrI+RNCCBGRJFAjhBBCtAKKEofJMBqjPgqoAnQqtFJKi/Lo0jGG/03jjhhWq5Xi4mI0TUNVpaXesQKl6xJoqJ2m5+PxL0SnHEW3oiqdANB1H3424vetxahOwKSeK+dQCCFExJG/fIQQQohWRFEUFMWCokRhtdqA6glRkcZms6Fpmkx/OoHmHqgpLS0lOjqa3//+9w3aX1EUHA5Hrds0vZQ/3TOdd97K4aV/7ePpJ9cetZ8RlWQUOuDVPsWnfQXAfffdx/z58xu0FiGEECLUJKNGCCGEaKWioqKIjo6mtLSU5OTkcC+nhri4OIxGI6WlpdhstnAvJ+I090DNkiVLGDFiBG+++SYLFizAfExKV6D/TkOen0/7lnvuG45KpxPeR1GMqHpHvPqnGPWhp/wYQgghRGOSjBohhBCiFbNarTgcDrxeb7iXUoOiKNhsNsrLy9E0LdzLiTjNPVDz8ssvc/fdd5ORkcH7778PVGe1XHLJJZx77rkMGDCAsrIyPvzwQ7Kzs8nMzGTQoEFs2rQpeIynnnqKoUOH0rNnT5YvXw6Arlcy67d/5IzhS8jOeoRLp71MaakruM+jC75gSNbDDMl6mGvnLsPhcOPTNtZYm9/vZ/78+aSlpZGWlsb8+fPx+/0A5Obmcs455zBw4ECmTp3Kb37zG/75z38CUFFRwdy5cxk2bBgZGRn8/ve/D+4nhBBCnAoJ1AghhBCtWCBbJRJLjALlTxUVFeFeSsRpzoGaTZs2UVxczNlnn82cOXN4+eWXg9t+/PFHlixZwrZt2ygsLGTu3Lm8+eabbNy4kR9++IEePXoE75uQkMDatWt57bXXuOmmmwDQOMSCx8ax+sf5rMu5nQEDOvCPBV8A8OknW3nzjXWs+ub3rPvpdvx+jYf/tg4/OTXW98ILL5CTk8OGDRvYsGEDP/30Ey+88AIAN910E+PGjWPLli08/fTTfP3118H9brnlFs466yzWrFlDTk4OBQUFNZ6bEEIIUV8SqBFCCCFasejoaCwWC6WlpeFeynGOLn8SNTXnQM1LL73EFVdcgaIoXHTRRfz444/k5uYCMGXKFJKSkgD4/PPPmTJlCn36VI+Nt1gsxMfHB49z2WWXATBixAjy8vJwu92gV7Hk9V8YNewfZGc9wltL17NpYx6VlZV8+skWLrl0EAkJUSiKwlVzR/Lll3vR9coa61u5ciWzZ8/GbDZjNpuZM2cOK1euBGDVqlXMmTMHgO7du3POOecE91uxYgULFiwgKyuLwYMHs379enbs2NFIZ1EIIURLJj1qhBBCiFbOZrNx5MgR/H4/BoMh3MsJUhQFq9VKSUmJTH86RiBQ09zOSVVVFUuWLMFisfDqq68C4PV6WbRoEVAdnKuvqKgogOB71ufz8cOaTSx84SdWfXMr7drFsfTN9by88HtcLhc+n6+Wo+goSgxQe2Piuui6C00vpcr/BS7fYXTdyVvLZ9K310WoSi8UJXK+l4QQQjQvzeu3uxBCCCFCzmq1out6RE9/kvKnmpprRs37779Pv379OHToEPv27WPfvn189tlnwUDN0c4991w++ugjdu7cCYDH48Fut9d5/IoyCwkJUbRpY8Tj8fHqoh+B6mDQuLP7sOztHOx2N7qus+jlHzh7fFcMDK5xjPHjx7N48WK8Xi9er5fFixczYcIEAMaOHcvixYvxadvYue8Ovlr1PeBF0W1MOX8gCx5+G1fVv/D4n6agcDd79+49/ZMmhBCi1ZFAjRBCCNHKxcbGYjabIzJQEx8fj8FgiMi1hVNzDdS8/PLLXH755TVuGzlyJJqm1ej3AtCnTx9efPFFpk+fTmZmJiNHjmTfvn2kpKQAHNeoNz4+nr17D9KrVx8yBj7MhLP/SdagLui6jq7rTJo8gH6pyYwc9g+yBz0CaHTrbmXG9IdrHGfevHlkZGQwaNAgBg0aREZGBtdccw0ATz75JJ99/j4Z6Wfw+xs/J3toCtbERBTFyKOPXYTREM2I7CUMyfo7kyadxaFDO+s8H/fddx9VVVXBr//85z/z1ltvBbfJyHAhhGidlMAv+tpkZ2fr69ata8LlCCGEECIcDh48SFFREZmZmRFXTrNv3z7KysrIzMxsdoGJxuJ0Otm2bRu9e/cmMTEx3MtpUikpKbRt25b777+fKVOmANWZLna7nTlz5nDDDVfg9j+NTiUqSbgqXZSXldMuuR1Tzn2em28Zx+QpfdE5zJuvRfPxR9tZtmxZvR7b5bLjVx/FaDCRn+/njJGP8/Gnv6Nvv+PH22vkYVTOwGyYesLjKYqC3W6vteTrvvvuw+Fw8Oijj9bzzNTk8/kwGqXLgRBCRCpFUdbrup5d27bI+ktMCCGEEGERKDGK1OlPfr9fyp+O0lwzakJl9uzZwXKpPXv24HQ6SU9PB+DLL9dy9pj3GJn9MkOyHuCdt75HUWHJa+vZsP4gt/7hHYZnL+CbLzujKr2pqKhg+vTpDBw4kNGjR5Ofnx98nIcffphhw4YxePBgfvOb3/Dd6mWMHv4cKV0eJjPtIazWaC78fy/y25mLyfnpEJMmPMOAfn/jj3esQNHb4dN/4NFHH2Lo0KEMGjSIkSNHkpOTA8ANN9wAwKhRo8jKyqKsrIzZs2cHx30fbfPmzWRkZPD1119TVVXFbbfdxrBhw8jMzGTWrFk4HI7geZk7dy5jxowhO7vWv/2FEEI0AxKoEUIIIQSxsbERO2EpISEBg8EQkWsLl9YeqBk7diybN2+mtLSUxYsXc8UVVwS3DR48mP/+9wdyftrLp5+9yX1//hq3O5/fzu7K4CEdeOzxm8jJ2cykibeiKApr167l0UcfZcuWLQwYMICnn34agNdff53du3fzww8/sGHDBqZMmcJLLy/kh3XzuOba0SQnx/Hl1zexacsf2bGtgHv+9CHvf3gtazfcxhuvrWX3rjLQffx21hmsXbuWn376ifvvv5/rrrsOgGeeeQaA1atXk5OTg9VqrfW5rly5kpkzZ7J06VLOOussHnnkERITE1mzZg0bN26kU6dOPPjgg8H75+Tk8MknnwQDQkIIIZofyYcUQgghRERPWAqsraysDF3XW21w4mitPVCjKAqXXnopS5cuZenSpaxevZr169cDUFhYyFVXXcXOnTurg48lVezYcgH9ek5CVdZgMgxDVdoHjzV69Gi6du0KVI/6/vzzz4Hqcdvr1q1j8ODqZsM+n4/4hEoUzACMn5BKYmI0uq6T2r8dWYO7YbEYsViM9Onbjj17iujZJ4H163N4+KG7KCkpQVXVUxrZ/dlnn/HJJ5/w2Wef0alTp+C6KioqguVaHo+HzMzM4D7Tpk0jNja2oadWCCFEBJBAjRBCiHrR9AI0/QDgBaIxKD1RlIRwL0uEkM1mo6ioCLvdHnF9T2w2G8XFxdjtdhIS5H3X2gM1AFdeeSXDhw/nzDPPpG3btsHbr7/+eqZOncq7776Ly+ViwIABqKoJRYmu9TiBMd9QPeo7MMZb13XuvvturrrqquB2j/8l/NrB/+1X/We00+VE0/yYTepRx1Hx+TSqqjSmX3o733zzXwYPHkxeXh6dO3eu93Ps27cvW7ZsYd26dUydOjW4rmeffZazzz671n1OZcS5EEKIyBQ5H5cJIYSISH59P27/c7j9C6jSllKlLadKe4NK/9/w+Jei6VKO0lIEJixFYolRJK8tHCRQAz179uSBBx7gnnvuqXF7WVkZKSkpKIrCRx99xMGDB4PBmISEhHr3YZo6dSrPPvts8D3n8XjYvNEEijN4H03XcTgcqAYVg8FQY39d13G7vfh8WjBj59lnn61xn/j4+DrXk5KSwmeffcYf//jH4DSoqVOn8thjj1FZWQmA3W5n69at9XpOQgghmgcJ1AghhDghn7YVj/8ZNO0wit4JlS7/+68zit4ev56Dx/80ml4Y7qWKEDi2xCiSqKpKYmJiRK4tHALnIJJK1MJh3rx5ZGVl1bjtoYceYv78+WRlZbF8+XL69u0bnH40b948/vrXv5KVlcXKlSvrPPasWbO4/PLLOeuss8jIyGDIkCH8+H0xoKLrGgBOhwNd0zGZTLUcwY4tMYu//vWvDB06lCFDhhxXknTrrbdy9tlnB5sJ16Zr16588cUX/P3vf2fRokXceeedZGZmMnToUDIyMjjjjDMkUCOEEC2MjOcWQohWJCUlhaioKCwWC36/n7vvvpvLLruMOXPmsGbNGtLS0oKf2mp6IW7/P1D0BBQl5oTH1ChBIZYowx9QFHNTPZXTousaGvvwad+j6fsBP4rSDqMyCoOS2myeR2MoKytj9+7d9OnTJ+JKjCJ5bU2tpKSEvXv3kpaWhsViCfdyItaWLVuIioqiV69eITum1/8FXu0/aHpHigqKiYqKOq4RsK670JVyogz/h6p0CdljCyGEaDnqGs8tPWqEEKKVWbZsGWlpafz000+MGjWKcePGsXz5csrKymp8Ou/Tvgc4YZDG5/NjNBpQaYOm56LpO0Drf1z6/4n4fL7gp9xNSdcr8PhfRdP3AWYUEgADmp5PFa+iKPGYDbMxKN2bfG2RICEhAVVVKSsri7hgSCSvralJ6dPJ+f1+3G53jf41oWBUx6HjpNzxEYpBITY+KbhN173oSjEoCmZ1jgRphBBCNEjrzpcVQohWbNCgQURFRZGSkoLL5WLw4ME8/vjjbN68mTFjRjMsex5D0l/h6Se/Du5zzVVLuH7eUs4Z+xSjhz/GN1/vYuigR7h27koGD57Exx9/zPbt25k8eTIWi4V+/frxyiuvBPdXFIWbbrqJoUOHctFFF53S9JPTMXbsWD788EN03YHb/zwaeahKF1Qlmd9d+x7ffXcIVbFWX1TpCh7/82j6weD+TzzxBAUFBQ167Ly8PMaNGxf8WlEUHA7HaT+nxhLJJUaBtZWWlkbc2pqaplWX3kig5sSczupeMjExJ84IbAhFUdF853Lk0CQs5p4YDAVo+mE0PR9dKcGojCDK8AeMampIH1cIIUTrIRk1QgjRSq1atQq/38/333/P+PHjycnJAaobU372+ZvohmdwOdswZtTjTDg3ldT+1eNsN27M5bMvbyQu1sI3X+/il1/yefrZixk2MhYzkxg+fDhvvPEGkyZN4tVXX+WKK65g5MiRpKZWX7R07tyZtWvXMnbsWHbs2EHfvn1Pad2apqEoSr0vUAMTXAC82kp0ilDpFLztuRcuq3F/RUkAXcPjf5Mow3wUReWJJ55g/PjxJCcnn9JafT4fnTp1YtWqVae038mO2diZSDabjdLSUpxOZ8RNkAmszeFwEB8fH+7lhI1k1Jycy+UCaJRR1Xm5eXirutM24TwMBidgB1QU2pxwupQQQghRX5JRI4QQrcy0adPIysri3nvvZfny5cf1VnC5XMyd+weGDnqZs898isN55WzalAuApmtMOLcXRuOv2Qy9+7Rj+IgegM727dvZunUrl112GXl5eVx55ZV4PJ4ajS6HDx/OK6+8wrp167jppptqNPV8+OGHGTZsGIMHD+Y3v/kN+fn5ANx3331ccsklnHvuuQwYMICysjLmz5/P0KFDyczM5JxzzmH//v0A7Nu3j6SkJObPn8/gwYNZuHAhAF999QVjz/w/BvZ9ibvv+iC4nnPP+Scf/WcLAC+9uJqs9AcZkf0iQwct4JdtX/DAAw+Ql5cXPG+//PILDoeDOXPmkJaWRlpaGo888kjweGPHjuXmm29mxIgRTJ06NbieY2maxh/+8AdmzJiBx+Phxx9/ZNy4cQwZMoQhQ4bwn//8p87n05gSEhJQFCUiJywlJiaiqmpErq0pSaDm5JxOJxaLpd7lmPXlcrkoLS2lffv2mEym/2XjdUVVOkuQRgghREhIRo0QQrQygR41Afv27aux/a677qJD+858v+5KTIaO/GbKC3jc1VkpqqISE2vC7XYTZakedxsXawZcKFQHI5KSksjJySElJeW4x4LqMoQ5c+awePFi5s+fz/nnnw/A66+/zu7du/nhhx9QVZXnnnuOW2+9lTfeeAOAH3/8kQ0bNgSDHnfeeSePPvooAAsXLuSOO+5g6dKlABQXFzN06NDg9qVLl3LgwFY+WzUdp70tA/s9wOw5I+jdp13N537nB+T8fCcdOyZS6c5F0Yv405/+xIsvvljjudxxxx1omsbmzZux2+2MHDmS9PR0Jk+eDMCePXv473//i9FoPO78ArjdbmbPnk2PHj1YsmQJ5eXlXHfddXz00Ud07NiRw4cPM3ToUH7++edan09jMxgMJCQkUFZWFhwrHCmOLs3q2rVrqw1USKDm5JxOZ6NkXeXm5mI0Gmnfvn3Ijy2EEEKABGqEEEIco6ysjIyMDCymNmza9A3f/Xcv0y8bEtxuMlUHavTEX/fRlQpMykX069ePmJgYXnvtteC2bdu20alTp5M2f12xYgXr1q1j8ODBQHWJT2Lirw8yZcqUGpkpH3/8Mc888wwOh6NGeRNAVFQUl156aY3bLp52FqpaTGJiNP1Sk9mzp4jefdqhaVqwl8VZ4/pwzVVLmHLeQCZN7kqv3q5a17py5UqefPJJFEUhISGBGTNmsHLlymCgZubMmXWWJ02aNInLLruM+fPnA7B69Wr27t0b3B+qL8B37dpFUlJSrc+nsdlsNsrLy3G5XCHv8XG6rFZrxJZmNRUJ1NTN6/Xi9XpDXvZkt9upqKigS5cuIc/UEUIIIQIkUCOEEKKGu+++m1mzZvHSSz569dY4Y0yPGttNRhO6plPl8QCgowFmjGo6imLkgw8+4OabbyYvL48LLriAbt268fbbb5/0cXVd5+677+aqq66qdfvRF+T79+/nD3/4A2vXrqVHjx6sXr2amTNnBrfHxsYedwEbFRUNVN9mMKj4fNXNWH0+H8XFxfj8Pt56Zw7r1h7gq692MuncxfzzmblMPf+kS69zrbUZO3Ysn3zyCb/73e+IiYlB13UyMjL45ptvjrvvvn37an0+jS0xMTFY/hRpgZqjy58kUCOBmtoEgq+hDtTk5uZiNptp167dye8shBBCNJD0qBFCiFZk3759x5UipaSkUFRUFPx60KBB/Pzzz2zatI2333mO9/9zHr+9IhOAF1+eyY2/H4eiKlS6KxlzZnv+++PlmNVZKEr1BVGfPn34z3/+Q6dOnXjvvff48ssvg5kw3bt3D170JyQkUF5eHnzcqVOn8uyzzwZ7j3g8HjZu3Fjr86ioqMBsNtOhQwc0TeP5558/6XNXlDagc9y0oEBjYofdyd49xQwd1p3bbh/POeO7sTHHWetax48fz0svvYSu69jtdpYuXcqECRNOuoaA++67jwkTJjBx4kQqKioYNWoUO3furNF0eO3atWGdbGQ0GomPj6esrCxsaziRQGlWa+5To+u6BGnq4HQ6URSF6OjQ9YwpKyvD6XTSqVMnVFX+hBZCCNF4JKNGCCEaga478Gmb0NgBeAErRnUwKj1QlObzB75RPRuIwav/B10vBKIBA9ExTrxVhaD0wmK4DoPSs9b9x48fX6MEyG63B/89b948br31VhYsWMCjjz7KrFmzKCoq4qyzzgKqm+3+7ne/IzMz87jjpqenc8kllzBgwACSkpKYMmVKrdkoR1OwoSrd0fWi47YZDUaczkquufptysvcqCp07hrDgofvAuCmm25izpw5xMTEsGTJEu655x5uvPFG0tPTAZg1axaTJk2q8/GPdccddxAdHc348eP55JNPWLFiBbfddhs333wzVVVV9OzZkw8++ODkB2pEVquVAwcOUFlZGdIL3lCw2WyUlZXhcDhaZVaNBGrq5nK5iI6ODllARdd1cnNziYqKok2bNiE5phBCCHEiSl2f1mVnZ+vr1q1rwuUIIUTzput+vNpn+PSvAA30GBRUdDxAFYqShMUwE1XpFuaVnhpd9+DXtuHnF8CD22Vk//54unc7i8QEa7iXV28+bRdV/udQSEZRLAAUFhXi8XgwqAaS2yejKgo6hzCpUzAZxod5xeHl9XrZtGkTnTp1omPHjuFeTg1+v5+NGzeSnJxMly5dwr2cJnfw4EFKSkpqDWQKyMnJoU2bNnTrFpqftUVFRezfv59evXodNylPCCGEaAhFUdbrup5d27bm87GuEEI0gpSUFFJTU8nKyiI1NZVrrrkGr9db5z6LFi1ix44dx92u6xpe7V182ucoejtUOqMqNhQlEVVJRlW6gO7B7X8Ov76PP//5z7z11ltAdSlMoLFsJFIUC0ZDJhbDDCyG2STEXY7m605ZafnJd44gRrU3JnUmulKEpheg6350XScqKgrQcXsK0DmEUT3jf9lErZvJZCIuLi4iS4wiofxJ133ougtdr2ryx9Y0TTJqTsDtduP3+0PWW0nTNA4fPkxsbKwEaYQQQjQJKX0SQrR6gbHLfr+fMWPG8O677zJ9+vQT3n/RokUkJSXRt2/fGrf7tc14te9R6XLC8iZFSQRdpcq/mL/85W4UxRyS5+Dz+eqcMhRqiqIERyR369atWV0wmgxDMOjJeLWv8eubUA2lWMxmVLUKt6szibG/xaCkNavn1JisViuHDh3C4/FgsVjCvZwaApOpnE5nyJvGnoiu62jsx6etxq9vBDRAR1X6YFLORFX6oCiN/70opU8n5nJVT2sL1XuisLCQqqoqUlJSQnI8IYQQ4mQko0YIIf7H7Xbjdrux2Ww4HA7mzJlDWloaaWlpPPLIIwC88sorrFu3jptuuomsrCxWrlzJ5s2bGTNmDEOzzyM74zX++dS3wWNec9US/u93bzNpwjOk9X+Aq2e/AcSh6w5mz76Ef/7zn8etY/PmzWRkZPD1119TVVXFbbfdxrBhw8jMzGTWrFk4HA4AZs+ezdy5cxkzZgzZ2bVmTTYqm82Gz+er0XemuVCVrlgMvyXacDelBf8Pb+VMFN//kX/ofND6ywXwUWw2G0BEZtVYrdbgZKqmoOs+vNoyPL5/4td+RtGTUemMondG0/Lw+F/C438RXXc2wVokUHMiTqcTVVX/lyl3evx+P/n5+SQkJBAfHx+C1QkhhBAnJ4EaIUSrN23aNLKysujQoQM9evTg3HPP5f7770fTNDZv3szq1atZvHgxH3/8MXPmzCE7O5unnnqKnJwcxo8fT0pKCp99/gbfrZnBN6tv5eWXvmfb1iPB42/Zks97H8xjw8Y7+Omng3z5xQ4gFo2C49aycuVKZs6cydKlSznrrLN45JFHSExMZM2aNWzcuJFOnTrx4IMPBu+fk5PDJ598Qk5OThOcqZoSEhKCI5Kbr3iqPB1R6EliYm9AicgpR+FkNpuJiYlp8HlJSUnh559/BqozHSZOnMicOXPw+/2MHTuWDz/8sMFrq638KdCUuSEWLVrEtGnTat2m6zpebQU+7QcUOqEqySiKAajOMFMVGwqd0diHx7+oRjnUV199RUxMDFlZWaSlpTFhwgT27dsHUOc5mDt3Lt9+Wx34nT17do3A7okCNad7TlsCp9NJTExMSAJZR44cwefz0blz5xCsrGXS9FK8/i/w+J/H7X8aj/91/Np2dN0f7qUJIUSzJYEaIUSrt2zZMnJycigsLMTtdvPEE0+wcuVKrrnmGhRFISEhgRkzZrBy5cpa93e5XMyd+38MHbSIc856msN55WzalBvcPuX8/lgsRsxmI1lZXdizuwiFaNA9NY7z2WefcfPNN/Ppp58yYMAAoPqi8/XXXycrK4usrCxWrFjB7t27g/tMmzatyUo+jqWqKlarlbKysrCOkT4dmqYB1Rf8MTExmM1mCdTUwmaz4XQ6qapqeC+WsrIyJkyYQP/+/Xn55ZcxGAwhWZvVaqWqqipY7jJ16lQWLFgQkmMfTScPn7Yahc51lDYq6P5k/NpufNrPNbYNGDCAnJwcfv75Z9LT07nllltO+pgLFy5kzJgxta9HMmpqpes6LpcrJD8XvV4vR44cwWazhazfTUui616q/Mtx+x/Eq3+KphWga+X4tW14/Atx+x/Er+8P9zKFEKJZkkCNEEL8T1RUFOeffz6ff/75Ke1311130b59O75feyVrNtxG9tBueNw+ADRdw++rotJdCYDBoOLzVfe0gJoXWX379sXv93P0tD1d13n22WfJyckhJyeHrVu3snTp0uD2cI8lDpQ/Bcqxmhu/v/oT38AIX6vVSkVFRfB2US3QQLWhQayCggLGjRvH+PHjeeKJJ2oNMCxZsoThw4czaNAgBg0axBdffAH8OqY9NTWVzMxMRo8eHTzm+PHjGTt2LNOnT+f3v/89UDMrZvv27YwcOZLMzEzS0tJ49NFHAaiqqmL+/PmkpaWRmZnJhRdeGFxHRUUF06dPZ+DAgYwePZr8/HwAfNoP/OPRdYwZ9SQjhz7KxRe8SH5+BQB/++snzLxsEedPfo7BmY9QXmbBp686YQBz/PjxbN++Pfj1119/zRlnnEHPnj258847g7efKDvG4XBw++238//+3/+rUZp5rCNHjnDhhReSkZFBeno6r776anDbt99+S3p6OhkZGfz+97+ne/fuwcyn7du3M3nyZIYOHUpmZiavvPJKrcePRJWVlei6HpJATX5+PrquN8tsmkCj/MB7/+jfG6frq6++Ijt7CFXaEnz69yh6B1Q6oSgJKEocqpKEqnQGXcPzv+b5EPlN84UQIpJIM2EhhPgfTdP4+uuv6du3L2lpabz00kuMHj0ah8PB0qVLgxd5CQkJlJf/Ou2orKyM9PRhGE1F/Lz5EN/9dy/TLxsCgKqoGAwqToeTmOhfP5HVlQpQagZZUlJSePzxx5k0aRKVlZVMnz6dqVOn8thjjzFy5Eiio6Ox2+0cOnSI/v37N8EZObmjy5+aY/+GQEAmkN1htVopKCigoqIi2JtFVAcxo6OjKSsrIzk5+ZT3v/TSS/nd737HX/7ylxPeZ+LEicyYMQNFUdi+fTvnnHMOhw4dYuPGjaxatYpffvmlRqndG2+8Qa9evVi5ciU7d+6koOD4UsJnn32WqVOn8sc//hH4tc/Ogw8+yJ49e9iwYQNms5mioqLgPmvXrmXTpk107dqVa665hqeffpoHHniA115/lb27K/nmu9+jqiovPP8dd972Potem1W935r9fL/mVpKS4tB1HZ3D6JShUPN9pGkay5cvZ9CgQcHbDhw4wDfffIPdbqdXr15cffXV9OnT54TnKlCauWLFCjp37szIkSNJT09n8uTJNe530003kZaWxr///W8OHz7MkCFDGDx4MH369GHGjBm8+eabjBkzhn//+9889dRTQHVj8pkzZ/LGG2+QmpqK3W4nOzubkSNHkpqaesI1RQqns7o/0OlmwHg8HgoLC0lKSoq4Jtr1FWiU/9NPPzFq1CjGjx9PUlJSSI6t48KvbUSh6wkzuxQlAXSFKv9rRBnurPU+QgghaicZNUKIVi/QoyYtLQ1N0/jzn//MPffcg67rpKenM3LkSGbNmsWkSZMAmDdvHn/961+DzYTvvvtuFi58jeGD3+KB+z/kjDE9axzfbLbg8/nwVFWXOunooHtRlXbHraVr16588cUX/P3vf2fRokXceeedZGZmMnToUDIyMjjjjDPYunVr45+UelJVlcTEREpLS5tl+VOg9CmQURMXF4fRaJTyp1pYrVbsdjs+n++U950yZQpvvfUWeXl5J7zP7t27mThxIgMHDmT69Onk5+eTn59Pz5498Xq9XH311bz22mvB+48YMYKPP/6Y2267jbVr12I0GoPlTwFnnnkmCxcu5J577uHLL78MZgZ9+OGH3HzzzZjN1VPXjr54HT16NF27dg0+xu7du9F1jY8+3MaqL3cxcug/GD5kAf96/r/s21fM3r17cXvcTJrUn6Sk6uCroiigK8Cv5Y2//PILWVlZDBo0iKqqKh577LHgtksuuST4vdS/f/8a5Y21WblyZXCfukozV65cybXXXgtAx44dmTJlCqtWrWL79u1ER0cHy6ouvPDC4LnZsWMHW7du5bLLLiMrK4sxY8bg8Xgi6udOXZxOJ0aj8bSDK3l5eSiKQseOHUO0svAZNGgQ8fHxvPTSS/Tv35+srCwyMjLYtm0b77zzDuedd17wvh6Ph44dO3LgwAGgOqiZnp5OZmYmo0aNQtM0dF3D6y3n/373LcMGL2DY4AU1+rI9uuALhmQ9zJCsh7l27ofY7UVo+s4aa/L7/cGstrS0NObPnx8MnOfm5nLOOecwcOBApk6dym9+85tgf6aKigrmzp3LsGHDgtlgkgEphGiJJKNGCNGqBRp61mbRokW13n7++edz/vnn17jt559/RtMP4vY/haInoSjVFwkvvjwTHSgoOILT4eTFl2eicQSVbix65ZHgJ5H33Xdf8FgdOnRg48aNwa8feOABHnjggXqvr6nZbDZKS0txOBzNLqvm2IwaRVGwWq3BwJP0APmVzWbj8OHDlJWVnfKn8rfffjsffPAB48aNY9WqVXTq1Om4+8yYMYN//OMfXHDBBWiaRkxMDG63mw4dOrBlyxa++uorVq5cyR133MGGDRsYOXIkP/30E59//jnvvvsuO3bs4KOPPqpxzIsvvpiRI0fy2Wef8dBDD/Hyyy/z+uuv17nWoycFGQwGfD4fiqKi6yp3/PEcZs8ZFdzucrlYv349breb2Ljo4O26roOiA+bgbQMGDKhR1niyx6yPQIAxlHRdJykpKSwNykMhFP1pKisrKSkpoUOHDphMphCtLHxWrVqF2+3m73//O9u2baNjx454PB78fj+9e/dm/vz57N27lx49evD2228zYsQIunXrxuLFi1mxYgWrV68mPj6e4uJiVFVFp5itvxzhhYUzeea5Ljz84Oc89PfPWPTaLD79ZCtvvrGOVd/8nvh4C3PnLOGhB9by4MPpNdb0wgsvkJOTw4YNGwCYPHkyL7zwAtdffz033XQT48aN4+6772b//v2kp6czceJEAG655RbOOussFi5ciKZpXH755bz88stcc801TX5ehRCiMUlGjRBChIiqdMWszEBXCtD0XzNMFCA2NhZPlROv7wAKbbEYfttiggCJiYnNdvrTsRk1UJ054vf7m+XY8cYUHR2NxWJp8Ov8xz/+kSuvvJJx48bVmllTVlZGjx49AHj55ZfxeKqzUQoLC4PToh566CESExPZs2cPe/fuJSEhgcsuu4zHH3+cbdu2UVxcXOOYu3btokOHDsyePZt7772XNWvWANXB1ieeeCLYHPno0qcT+c1vxvPC899SWlqdtePx+NiYcwiLxYLm1465twOFdseVPYXK+PHjeeeddwCw2+0sXbqUCRMm1Hq/F198Eajut/LRRx9x9tln069fP1wuF9999x0A77//fjCLrF+/fsTExNTIXtq2bRsVFRWN8lxCSdM0KisrT7vsKTc3F4PBQIcOHUK0svAIZIvee++9LF++nLPPPpsrr7ySp59+mtzcXGJiYjAajVx77bU8//zzADzzzDPccMMNQHXm2fXXXx8MwLdt2xYAXXfRp18bsgZ1AWDY8O7s2VOMz+9j5cptXHLpIBISolAUhavmjmTVl/vR9JIaa1u5ciWzZ8/GbDZjNpuZM2dOMCts1apVzJkzB4Du3btzzjnnBPdbsWIFCxYsICsri8GDB7N+/Xp27NjRiGdRCCHCQzJqhBAihIyGwSi6Fa/2KZq+h0AxUFS0TmWlnYryUXRKvhRFaTkTRAIlG2VlZXTteuJ+BZHo2IwagPj4+GDgKSEhIVxLi0iBHj5+v79BU5vuuusudF0PZtYc7YknnuCCCy7AZrMxadKk4EXhwYMHueaaa/D5fPh8PiZPnsyIESNYvHgxjz32GAaDAU3TWLBgAVVVVTUmU7399tu88cYbmM1mFEXhySefBODOO+/kj3/8I1lZWZjNZnr37s2yZcvqXPuVV9xOQeHPnHt2dQmGputc/tsszp3cGb/mRzuq9E9XyjApMxrte+Gee+7ht7/9Leeddx5ms7lGaebRnnrqKa699loyMjLQdZ2HHnqIgQMHAtXNm6+77joUReGss84iOTmZxMREjEYjH3zwATfffDMLFizA7/fTvn173n777UZ5LqEUKH07nYwah8NBeXk5nTt3DtlksnAJ9KgJGD9+PGvXruXLL79k3LhxPP/880yePJl58+YxaNAgpk6dSllZWY3ASO1Uoiy/nhuDQcXv82OvsON2u4Hjz78SoksOXdd577336Nmz58nvLIQQzZhSV0+B7Oxs/URpukIIIeqm6UfQ9MOAF4VYcg+ZKCqyk56e3iLS6Y9WWlrKnj176NevX9gnUZ2KwsJCDhw4QEZGRo3XZM+ePdjtdjIyMppV4KmxOZ1Otm3bRkpKSjCQEim8Xi+bNm2iY8eOtZZWnS5d1/Fqb+HT16LonUFROZKfj9vtxul00qNHD2JiYtDIR6UTFsO1wRLIxrBlyxaio6MbfMFqt9uDmRKrVq1i9uzZ7N27t1HKqZrKkSNHOHToEJmZmRiNDQsMbN++HY/HQ1paWrM+FykpKXz44YfBQI3P52P//v306tULgGuuuYYePXpw1113AQQzWm677TZuuukmABYvXszzzz/PZ599Fix9atu2LV+u+pD58+fy3Q+3oygq33y9iz/e/j7LV1zO6v8e4u/3f8mqb28iLs7CvKvfJLmDyoMP3snf78/B4XDw6KOP8txzz/Huu+8GyxWnTJnCxRdfzHXXXcdFF11EdnY2d911FwcPHiQtLY0HHniAG2+8kauvvhqDwcBzzz2HwWCgqKgIu90ezMYTQojmRFGU9bquZ9e2TTJqhBCikahKe1SlffDr5GQ3hYVbKCwsbJQLyXA6evpTcwrU1JZRAwT71Didzmb1fBpbbGwsJpOJsrKyiAvUmEwm4uPjKS0tbZTvL0VRMKkXoWsafn09fr8ZXdeIiY3B6XRQVVVEVLSKqnTDYpjdqEEa4LR7KC1fvpzHH38cTdOIiopiyZIlzTowAdWBRLPZ3OAgTXl5OQ6Hg+7duzf7c3Esv9/P7NmzKSsrQ1VVunbtykMPPRTcPnfuXN555x2uvPLK4G1XXHEFubm5jBgxApPJRFxcHN988w2qEoeiRKNTjEJ1U3wd0DWdyVMGsmdPOWPHVGevDR7clTv+OAyjOhzICR573rx57Nq1Kzj9bOLEicE+M08++SRXXHEFb7zxBj169GDYsGEkJiYC1Zl3t99+O5mZmSiKgsVi4YknnpBAjRCixZGMGiGEaEK7du3C6XSSnp7e4i4Edu/ejdPpJCMjI9xLqbe8vLzg2OKj+f1+Nm7cSHJyMl26dAnT6iLTwYMHKSoqIjMzM+LewwUFBRw8eJCBAwfWaNAbSrquobGHcvunOFwbiI6Opri4CJOhO927zMSg9kdRzCc/0GnavHkz8fHxpKSkNPpjNRebN28mNja2QVlGuq6zdetWNE1j4MCBrS6T7m9/+xuHDx/mmWeeqdf9Nf0Abv/TKHpbFCUKl8tFeXk57ZKTMf4v8K3rOrpyGIPSH7M6u97ntLKyEpPJhNFo5PDhwwwdOpQvvviCfv36Nfj5CSFEJJKMGiGEiBDt27dnx44dlJSUnPLknEhns9koKyvD4XA0myyUE/VaMRgMJCQkUFZWJoGaYwT61JSXl2OzNU6z3Iay2WwcPHiQ0tLSRhurrCgqBnrjLLdQUjyEnr26cnj/RlQ1hk7JfTFGN36QBk4/o6al8fl8VFVVkZyc3KD9S0pKqKyspGfPnq3uvA4cOBCj0cinn35a731UpRtmZSZVLEHXo/BUVf/c/DVI40ZXClHpgVm97JTO6c6dO7niiiuqyw29Xu69914J0gghWh0J1AghRBOKj48nJiaGI0eOtLhATWJiIoqiNKvyJ03TTpgVYrVa2b9/P5WVlURHR9d6n9YoLi4Oo9FIWVlZxAVqAuUZjRmoCXC5XERH24iytCMmpi12u52Kioome69IoKYmp9MJ0KCJT7quk5eXR0xMTMS9p5vCli1bGrSf0TAIRbfh01bi177HEm1Bw1ddB6XEYFLOw6iOPuUywIyMjGY7Hl4IIUIlsnKWhRCiFUhOTsbtdjeLcbenwmAwBKc/NRd1TS+yWq0AzXLseGNSFAWr1UpZWVlwvHkksdlsVFZW/m/6TOPQdR2Xy0VMTAwmkwmTyYSqqk060l0CNTUFAjUNmfhUWFhIVVUVnTt3DvWyWjyDkgK+WRTlXY5Bm4FZvRyLcR7Rhj9hMpzd6L2ahBCipZJAjRBCNLE2bdpgMpk4cuRIuJcSclarlaqqquBFU6SrK6PGaDQSFxfXrAJPTcVms6FpWpMGJuorEGBrzNfN4/GgaRoxMTEoioLZbMZsNmO326mr918o6boecT2Cwqk6wyn6lM+J3+/n8OHDxMfHk5CQ0Eira9kcDgd+fyJxsUMxqpkYlN4oSsuabCiEEE1NfsMLIUQTUxSF5ORkKioqqKysDPdyQspqtQbLn5qDujJqoPr5VFZW4vF4mnBVkS8+Ph6DwRCRr7PZbCY2NrZR13ZsmY3FYsFoNKJpWpMFKTVNk4yaozidzgaVPRUUFODz+SSb5jTY7XaMRmOjNfAWQojWSAI1QggRBklJSaiqSkFBQbiXElKBJryReAFfG7/fX+cn8IF+FZJVU5OiKCQmJlJeXt5kGSSnwmaz4XK5Gi3A5nK5UFU1eGEaCNQATZJlFDjnEqip5vF48Pl8p1z25PP5OHLkCFartUElU6Jac2ogL4QQzYUEaoQQIgyMRiNt27aluLgYr9cb7uWElM1mazblT5qm1ZlRYzabiYmJkUBNLWw2Gz6fD4fDEe6lHCcQYGusgGGgP00gUGKxWFAUBYvFIoGaMHC5XMCp96fJz8/H7/dLNs1p8Hq9eDweCdQIIUSISaBGCCHCJDk5GV3XKSwsDPdSQqo5lT+drPQJqp+Pw+FocQG105WQkICqqhH5Ojdm+dPRjYSPfjyoDtg4HI5Gb7IsgZqanE4niqKc0sStqqoqCgoKSEpKkpKd0xAITMbHx4d5JUII0bJIoEYIIcIkKiqKxMRECgsLI3J6TkMZDAbi4+ObRRZKXc2EA5qiOW1zpKpqRE/5slqtuFwuqqqqQnrcoxsJB1gs1ZNtzGYzuq43epaRBGpqCvSnOZXzkZeXB9DoY9xbOofDgaqqTTaWXgghWgsJ1AghRBi1b98en89HSUlJuJcSUjabDY/HEyxJiES6rp+09AkgOjoai8USsQGJcLJarXi93lZV/nRsI2GoGahRFKXRy58kUPOrQIbTqZQ9VVZWUlxcTHJycjAbSjRMoD+NvBeFECK0JFAjhBBhFB8fT0xMTIsb1d0cyp8CWUz1GedrtVqx2+34/f7GXlazkpiYiKIoERnEslgsxMTEhPw9eGwjYajOIjMYDHi9XmJjYyVQ04Tcbjeapp1SoCYvLw+DwUCHDh0acWUtn8/no7KyUsqehBCiEUigRgghwiw5ORm3201FRUW4lxIyRqOR+Pj4iA7UBIIuJ8uogersDF3XKS8vb+xlNSuRPuXLZrPhdDpDWv7kcrmIjo4+LkhisVjweDzEx8fjdDobNagngZpf1ZbhdLL7l5WV0b59++CkLtEwgUw6aSQshBChJ4EaIYQIszZt2mAymVpcVk2klz+dSkZNbGwsJpMpIjNHwi0w5SsSX+dQ9xeqq8zGYrFQVVUVzC5ozKyaQKCmPu/dls7lcmEwGOrdEDg3NxeTyUT79u0beWUtn8PhQFGUegfJjqbrOrruQtPL0PXKRlidEEI0b/JRghBChJmiKCQnJ5Obm0tlZWWLacpotVo5cOAApaWlDfpDvrGdSkYNVD+f4uLiejUgbk0C5U+R+DpHRUURHR1NaWkpycnJp3282hoJBwT6GMXFxaGqKna7PRgoCjXJqPmV0+msd9lTRUUFdrudbt26yfdwCDgcDmJjY0/pXOq6D03fjlf/Ck3fR/Vnxjqq0hOTchaq0hdFqd/PZCGEaMnkt5QQQkSApKQkVFWloKAg3EsJGaPRSFxcXMSWxZxKRg1UB2o0TWtRJWqhEHidIzXbyGazhWy8el1lNoGJT16vl7i4uCbJqGntgRpN06isrKx3gDA3NxeLxUJSUlIjr6zl0zQNl8t1Sv1pdN2FR1uIx/8ymlaIondCpSOK3hFNO4zbv5AqbRG67m7ElQshRPMggRohhIgARqORtm3bUlxcHJILykgRKH+qrIy81PZTzaiJj4/HYDBEbEAinGw2G263G7c78i6wQjn9qbZGwgGByU+B8qfKyspG+14OBBlbe6CmsrISXdfrlVFTUlKCy+WiU6dOrf68NURKSgqpqalkZmaSlpbGokWLWLFiBddff3299td1Hx7tVTR9DwpdUBVr8HVQFIX8wypTJryPT99GlfYmiqJE5DQ5IYRoKhKoEUKICJGcnIyu6xQWFoZ7KSHTWCOSQ+FUM2oURSExMZHy8vJgRoOoFijxicTX+ejyp9N1okbC8GugJtBQGBqvT41k1FQLZDidLFCj6zp5eXlER0fTpk2bplhai7Rs2TI2btzIa6+9xg033EBZWVm9GzJr+nY0bSeK3rHW922nTol8uvJGVL0Tfm3Laa/V5/Od9jGEECKcJFAjhBARIioqisTERAoLC4NBhOYukqc/nWpGDVQHJHw+n3zSewyTyRTR5U9Wq/W0y5/qaiQM1aVPUB2oiYmJwWAwSKCmkTmdTkwmEyaTqc77FRUV4fF46Ny5cxOtrGUbNGgQMTExmEwm7HY706dPZ+DAgYwePZr8/HwA0tLSWLt2bXCfRx+7hxuv/wpd1/n9jcvITHuQYYMXMO7MJwHYv6+ELh3u/t97+tc+bZqm8Yc//IEZM2bg8Xj48ccfGTduHEOGDGHIkCH85z//AWDfvn0kJSUxf/58Bg8ezMKFC5vuhAghRCOQQI0QQkSQ9u3b4/P5KCkpCfdSQiZQFhNp5U+BYNipBGoSExNRVTViAxLhZLVacblceDyecC/lOIHMrtN53epqJAzVQROz2YzH40FRFOLj4yVQ08jqCpwFaJrG4cOHiYuLIzExsYlW1rJ9+eWXeDweYmNjWbt2LY8++ihbtmxhwIABPP300wDceOONPPvsswBompMX/7WKa68bx6aNeXz99U5+2nQHazbcxrvvX3Pc8RWqv18rK+1ceumlGI1GlixZQmVlJddddx1Llixh/fr1fPjhh1x77bXB7+vi4mKGDh3Khg0buO6665rmZAghRCORQI0QQkSQ+Ph4YmJiWtSo7lCPSA6VQEbNqUwsUVWVhISEiHsukSAUwZDGEh0dTVRU1GlldtXVSDggMKIbqr+XPR5P8OtQkkBN9fev2+0+aaCmoKAAr9cr2TQhMG3aNLKysrjnnnt4+OGHSU5OZvTo0XTt2hWAESNGsHv3bgBmzZrFp59+SklJCZ98+jHJybFkZnWhR8+2eL0a116zlBf+9VXw++poilL9M3ny5PMYMWIECxYsQFEUVq9ezd69e5k8eTJZWVlMnjwZRVHYtWsXUJ2VeumllzbR2RBCiMYlgRohhIgw7du3x+12t5jpQoGymEgrf/L7/Q0a0Wu1WqmqqsLlcjXCqpovs9lMTExMxL3OATabDbvd3uDeFXU1Eg4IZNQAwT41jfF9LIGa+gXOfD4f+fn5JCYmEhcX11RLa7GWLVtGTk4Oy5cvZ8SIEVgslhrfDwaDIfj9FRsby8yZM3nllVd47tmXmXd9Frquk5gYzZoNtzJxUi9+3pzHGSOfJj+/5veIrldnO5511lg++eST4M9aXdfJyMggJycn+N/BgwfJzs4OPmZr/p4QQrQsEqgRQogIY7PZMJlMLSqrxmazUVlZGVFTgTRNO6Wyp4DExEQURYnYgEQ42Ww2nE5no2SRnK7Tzfipq5FwgMViwev1omka0dHRwR4eoRYI1DQk0NhSBC7e68qoOXLkCH6/X7JpQsxutxMdHX3Sn5833HADTzzxBOvX53DRxZPRKSX3UDGHDuYz5swUHlpwEVZrNHv3FNfYT6e69Pcvf/krEyZMYOLEiVRUVDBq1Ch27tzJqlWrgvddu3atNHcXQrRIrfc3vBBCRChFUUhOTqaioiLi+ro0VCROf/L7/Q0K1BiNxohunBtOkVrmBtXlTxaLpUHvwZM1Eg44ekQ30Gh9aiSjpjqjJioq6oTfw16vl4KCAtq2bUt0dHSt9xGnTtd1nE5nvTKUevToQWpqKldddRWxlrOpdBfxyy8HmDXjLc6fvJgzRjzBuRP7M3xE9xrHh19/791xxx1ccskljB8/Hl3XWbFiBX/5y1/IzMykf//+3HfffRKoEUK0SEpdP9yys7P1devWNeFyhBDi5HTdjl/fA7gAI6rSBYUOLeqixefzsXnzZmw2GykpKeFeTkhs374dv9/PgAEDwr0UAHbt2oXX66V///6nvG9BQQEHDx5k4MCBdZbCtEZbtmzBZDLRt2/fcC/lOLm5uRw5coSMjIx6jxUGcLvdbNmyhZSUFNq2bXvC+zmdTrZt20bv3r1JTEykqKiI/fv3h/x9EjhuRkbGSScetVSbNm0iPj6eHj161Lp9//79FBcXk5aWFpzIJU6fy+Vi69at9OjR46SjzisqKkhNTeXHH3/E5/PgV5YQn5hHfGzfWrPBdF1HV3IxKIMwqzOCvWqEEKKlUhRlva7r2bVtk5+AQohmQ9fLqfK/Q6X/b1Rpr1OlLadKexu37zE8/mf+F7xpGYxGI23btqWkpOS0RgpHkkgrf2poRg1EduZIuJ1uL5jGZLPZ0HX9lF+3+vRDgZojugESEhKA0PepCUwsa0nB6VPh9Xrxer0nzHByu90UFxfTrl07CdKEmMPhAH7twXQizz//PAMGDOD3v/89DoeDkpJy4qKuxJowApQ8NL042ItG1zU0vRCdQJBmmgRphBCtnvwUFEI0C5pejNv/T3z6OhS9HSqdUemCSmcUOqHpRXj8z+LTNoZ7qSGTnJyMrusUFhaGeykhEWnBDU3TGtzjw2w2ExsbGzHPJZJE2ut8tJiYmAaVP9WnkTBUN85WVTVY+mQ2m7FYLCEvf2rtpU+BwNmJAjV5eXkoikLHjh2bclmtgt1ux2KxnDST67rrrmPbtm1MmjQJj8dD79696dChO2b1CizGazGoPdGVw2jkoSv5GNR+WIy/+18mjaWJno0QQkQuCdQIIZpESkoKqampZGZmkpaWxtKlS+u8/9ixY/nwww8B0HUfHv8r6FSi0pGJ45/no/9sAeCv933MsndyUBUrip5ElbYETc+rcay5c+fy7bff1vl4TzzxBAUFBafxDEMvKioKq9VKYWFh8BP05iwQ3IiUPjWnk1ED1QGJSG2cG06BYEgkBmqg+nWz2+3B8ez1UZ9GwgEWiyWYUQO/9qkJZR8NCdQ4URSl1t4zLpeL0tJS2rdvf0rlbaJ+HA5HvfrTFBYWsmPHDoxGI6mpqSQmJgLVo7cNSh8shjlEG/5OtOE+og1/x2K4AoPSUzJphBDif+SnoRCiySxbtoyNGzfy2muvMWfOHIqKiuq1n6bvQtfzUUk6btuf75vMJZcOAkBRogAVn/ZdjfssXLiQMWPG1PkYkRiogeqsGp/PR0lJSbiXEhI2mw2Xy1XjQjZcTiejBiI7cyTcrFYrFRUVpxQMaSqnWv5U30bCAUeP6IbqQI3f7w9pY3AJ1DiJjo6u9fs3NzcXo9FI+/btw7Cyls3tduPz+eoM1Oi6zv79+zlw4AAJCQmkpqaeMBNNUUwoSgyKIgE1IYQ4lgRqhBBNbtCgQcTHx9O9e/dg1gzUzKIBWLlyJcOGDaNv3zO59+7vaz3WNVct4blnqrNlpl24kBFDFpM9+Ea6devKoEGDjjvuCy+8QP/+/cnKyiIjI4Nt27bxwAMPkJeXx7Rp08jKyuKXX35prKd+yuLj44mJiWkxo7ojafrT6WbUREVFERUVJYGaWgSCIeXl5eFeynFiY2Mxm831fg96PB40TTtpf5qA2jJqILR9alp7oOZEgTO73U5FRQUdO3Y8re9tUbtACd+J+tN4vV527NhBUVERHTp0oFevXvI6CCFEA0kIWwjR5FatWoXb7aZPnz513u+XX35h9erVlDju4ewzFjFy1BamnDewxn2OLiZY9u+5AJSW7Wfi2Z/w5z//+bhj3nbbbWzbto2OHTvi8Xjw+/386U9/4sUXX2TZsmWkpaWd9vMLtfbt27N3717Ky8uD6ePN1dHlTx06dAjrWk43owaqM0eOHDmCz+eTMoujxMbGYjKZKC0tPelkmHCw2WwUFBTUK1jncrmAkzcSDrBYLGiaFnxPmEwmoqOjsdvtIXvP67reaoM0brcbv99f6+tx6NAhzGYzSUnHZ1+K0+dwODCZTMEx9EdzuVzs2rULv99Pz549g0F5IYQQDSMZNUKIJhPIWLn33ntZvnx5sHTkRK688kqMRiNxcUamXZrFV6t21theUlJCVVXNEhqv18+MS99l9uxLuPDCC4875tlnn82VV17J008/TW5ubr0vvsLJZrNhMpkisjSrISKh/ClQknO6n/ZGcuZIuNlsNioqKiKyv9KpvG5Op7NejYQDjp38BNUZCA6HI2R9alpzoCYQODs2o6a0tBSXy0WnTp1OOwAranei/jTFxcVs27YNRVHo16+fBGmEECIE5DeZEKLJLFu2jJycHL755hsmTJiA0WiscRF3orHN1b1pjm/YaraY0fxajT4Y189byoABSdz8h1tqPda7777L3/72N5xOJ+PGjePjjz8+vSfVBBRFITk5mYqKipD2uQiXSOjtEnjfne4FXUxMDGazWcqfamG1WtE0LSKDWEdn/JzMqTQSBoLZBscGajRNC04rOl2tOVBTW+BM13Xy8vKIioqKyAyulqCqqoqqqqoaZU+6rnPo0CH27dtHXFwc/fv3bxYffgghRHMggRohRNj07t2btWvXAtVlTjk5OTW2v/766/h8PtyubJYv28zYcTVLpWJjYkH59YLob3/9hLKyCv7x+LWoivW4x/P5fOzZs4dhw4Zx5513cu655/LTTz8BkJCQEJEXlAFJSUmoqtoietVYLBZiYmLC2qcmVBk18Gvj3EjMHAmnuLg4jEZjxAaxbDYb5eXldTY8PtVGwvBroOboaWCh7lOj63qrzRpxOp3ExMTUCFQVFxfjdrvp3Llzqw1gNbZAf5pARo3P52PXrl0cOXKE5ORk+vTpI+WfQggRQq3zt7wQIiLcfvvtfPTRR6Snp/Pwww8Hm/8GpKamMmrUKLIHX8GkKX2ZPKVbje2KomAymvD5fHiqqnjg/k/Zsb2QkUMfJysri+nTp9e4v9/vZ/bs2aSnp5OZmcnhw4e59tprAbjpppuYM2dOxDUTDjAajbRt25aSkhK8Xm+4l3PabDZbWEdbB4IqoQrURGrmSDgpioLVaqW8vDyko6lDpT7lT6faSBiqs7SMRmONjBqDwUBsbGzwYvd0aZrWKgMStQXONE0jLy+P2NjYk5bTioZzOBwYDAaio6OprKxk27Zt2O12unfvTteuXVvl+1EIIRqThL6FEE1i3759x93Ws2dP1q9fX+v9v/rqqxpf+/U9ePz/Al3jsy9uDN7+8uJZFBQW4LCX4Kj6AyZ1AiZ1Uo0/Go8+1rffflvr482dO5e5c+fW/wmFQXJyMoWFhRQWFtKpU6dwL+e02Gw2cnNzKS0tDcsY3UAWRSiyEo7OHJHeDDVZrVaKioqoqKiIuEbYcXFxmEwmysrKTlguc6qNhAOOnfwE1Vk1R44cCUkT69Za+lRZWYmu6zUCNYWFhXi9Xnr06BHGlbV8gf40ZWVl7N27F4PBQL9+/U4p20wIIUT9SUaNEKJZMCg9sRh+B0oUmp6Lph9B08vQKSE+3oFfK8HnmXhckKYliYqKwmq1UlhY2OzLbMJd/hTKjBpFUUhMTIzYzJFwSkhIwGAwRGz5UyDj50TfT6faSDjAYrEcly0WHx+Prus4HI4GrzegtQZqAj1+AsEBv9/P4cOHSUhIOOHIaHH6vF4vbrcbl8vF7t27iY6Opn///hKkEUKIRiSBGiFEs2FQuhNluA2L8XqM6jAMagoGdQDxMbMpL76Ww4e6t/iLl+TkZHw+HyUlJeFeymkLZ/lTKDNqoPq5+P3+kJW2tBSBIFZZWVlEBrFsNludZWun2kg4IBCoOfo5x8XFoShKSPrUtOZAjdFoDE7WOnLkCH6/n86dO4d5ZS1beXk5hw4doqKigrZt29K3b19MJlO4lyWEEC2aBGqEEM2KoqgYlJ6YDRdiMczGYpiByTCEjh2643Q6W3yfkPj4eGJiYlpEU+FwTn8KZTNhqH5dVFWN2MyRcLLZbPh8vpBkkoRaoGyttsyuhjQSDjCbzei6XiMIqaoqcXFxIQnmtdZAzdGvh9fr5ciRI7Rp00YmDTUij8fDxo0bcTqd9OnTh5SUlFbbyFoIIZqS/KQVQrQIbdu2xWKxkJeXF+6lNLr27dvjdrubfVAqKiqK6OjosJQ/hWo8d4CqqsHMEVFTQkICqqqGdcrXiSiKEpz+dGz5U0MaCQfUNvkJqgN6LpcLn8/X8EXTOgM1fr+fysrK4Otx+PBhdF1v9v26IllFRQVbt26lvLyc/v37h6WfmBBCtFYSqBFCtAiKotCpUydcLldEXhCGks1mw2QyUVBQEO6lnDabzYbD4WjySVahzqiB6gwhr9cbkZkj4aSqKgkJCREbxAqUPx1bktTQRsLwa6CmtobCwGm/R1pjoCbwesTGxuLxeCgqKiIpKSl4rkVoHTlyhJ07d2IwGOjYsSMdOnQI95KEEKJVkUCNEKLFsNlsREVFBT9pbakURSE5OZmKigoqKyvDvZzTEpiS1NTBtVBM3jlWYmIiiqJEbEAinGw2W8QGsU5U/tTQRsIAJpMJRVGOC9TExsaiqupp96lp7YGavLw8FEWhY8eOYV5Vy6NpGvv27ePQoUPYbDa6dOmC2WwmLi4u3EsTQohWRQI1QogWI5BVU1lZ2eKzapKSklBVtdn3qglX+ZPf7w9pNg1UZ+fEx8dLoKYWkRzEUhQFq9VKWVlZjfKnhjYSDhzTbDYfF6hRFIX4+PjT7lOj63qr6xPidDoxm81UVVVRUlJCcnKyNLQNsaqqKrZv305xcTGdOnWiZ8+euFwuFEWRCU9CCNHEWtdveSFEi2ez2YiOjiYvL69FZ9UYjUbatm1LSUlJk5cNhVo4yp8aI6MGqp+Lx+Np9plOoWYwGEhISIjYAOqx5U+n00g4oLYR3VBd/uR2u0/r/a5pWqvLqHE6ncFsGoPBIKU4IeZwONi2bRtut5tevXoFs5XsdnswE0w0Ll2349N+wuv/Bq//ezT9QIv+O0YIUTf5qSuEaHE6deqEx+NpESOs69K+fXt0XaewsDDcSzkt4Zj+1BgZNVCdOQLhmWQV6axWK1VVVcESlkgSHx+PwWAIvm6n00g4oLaMmsBjAaeVVdPaSp98Pl8w6FVeXk7Hjh0b5fu3tSoqKmLHjh2oqkpqamrwZ7KmabhcLil7amS6XoHH/xaV/r9Rpb2BV/sAr/4ubt/TuP2P4dN+CfcShRBhIIEaIUSLY7VaiYmJafFZNRaLBavVSmFh4XETa5qT6OhooqKimjTborEyakwmE3FxcRKoqYXVam0W5U+BbBpoWCPhAIvFgs/nCzauDoiJicFoNJ5Wn5rWFqhxOp1AdS8rk8lEu3btwryilkHXdQ4cOMD+/fuJj4+nf//+REdHB7c7nU50XZdATSPS9FLc/n/i1zeg6O1Q6YKqdEalMwqdQHdS5V+I1/99uJcqhGhiEqgRQrRInTt3pqqqiqKionAvpVElJyfj8/maffaQzWbDbref9tji+mqsjBqoDki4XK5asylaM6PRSFxcXESXP/n9fioqKk6rkXDAiUZ0A6fdp6Y1BmrsdjuaptGpUycpwwkBn8/Hjh07KCwspH379vTu3fu4n4mB96gEak5NSkoKqampZGZm0r9/fxYuXFjr/XRdo8q/GB0nsaZHcDprBnUVReGDFftZt9aLV1uOX9/bFMsXQkQI+U0nhGiREhISiIuL4/Dhw8062+Rk4uPjiYmJafZNhZt6+lNjZdRAeEq5mgubzYbb7cbtdod7KcdJSEjAYDBQWlp6Wo2EA040ohuqv2+rqqoaHMxrjYGaiooKYmJiaNu2bbiX0+y5XC62bt2Ky+WiR48edOnSpdb3k8PhICYmRsrMGmDZsmVs3LiRd955h9/97nfk5eUddx+NfWj6IVROnCH2wfubWb82D4jCp31T78fXNK1FZxQL0RpIoEYI0WJ16tQJr9fb4rNq2rdvj9vtpry8PNxLabCmLn9qzIwai8VCdHS0BGpqEQhiRWJWTaD8qbS0NNi49nSYzWbgxIEaaHifmtYWqMnLy0NVVTp16tSqnndjKCkpYfv27QD069ePNm3a1Ho/XddxOp2STXOa0tLSsNls5Obmsn37diZPnszQoUPJzMzkpZcfAiw17q9pGrfd+m+u+O2rfP7ZNv7z4RYeXfAFI7Jf4dVX30LTy3j44YdJS0sjLS2NOXPm4HA4ALjvvvu45JJLOPfccxkwYID8DhKimZNAjRCixYqPjyc+Pp78/PwWnVVjs9kwmUwUFBSEeymnxWq14nA4mqT8ye/3N2r5ROC5NPeJXKFmMpmIjY2N2AsIm81GZWUldrv9tPrTQHWpl8FgqLX0KSoqCpPJ1OA+Na0pUON2u8nPz8dmswUz78Sp03Wd3Nxc9u7dS0xMDKmpqXW+x10uF5qmBYOKomG+++47kpKSyMzMZObMmTz++OOsXbuW//73vzz6yL/Zse3XCYFut5fLZyxGNSgsfm0WE85N5bzzBzL/tnNYs/42Lv9tBh99/C6vvfYaq1evZvPmzfj9fu6///7gMX788UeWLFnCtm3b5PtFiGZOAjVCiBYtkFXT3Ccj1UVRFJKTk6moqGjWY6FtNhu6rjfJRbymaY2azh/4A7k5Zzk1FpvNFrE9fOLj4/F6vSEJ1EB1dtWJnmdCQoJk1NTDgQMH8Hq99OrVK9xLabb8fj+7d+8mPz+fdu3a0bdvX0wmU537SH+a0zNt2jT69evHmWeeyf3338+uXbvYunUrl112GVlZWYwZMwaPx8e2bb/+bfL/zvsXmZkd+MOtI9BqLVvS+WLld1x22WUkJCSgKArz5s1j5cqVwXtMmTKFpKSkJniGQojGJoEaIUSLFhcXR0JCAvn5+cdNX2lJkpKSUFW1WfeqiYmJwWKxNHpZTCC7qjEDNdHR0VgslojNHAmnSO7ho6oqRqMRp9MZ7DFzOk40ohuqg0I+n69BwVVd11tFQ12/38++ffuIjY2lffv24V5Os+R2u9m2bRsVFRV069aNbt261SvI53A4iIqKwmg0NsEqW55ly5axfft2li5dypw5cygsLCQpKYmcnJzgfzt2P8LUC3oG9xk5OoXPP9sOuhHDMd/fuq6DoqFgrvNxJbAmRMvR8n/LCyFavU6dOuHz+Zp9aVBdjEYjbdu2paSkpFmX2zTF9KdAwK6xL3StVisVFRUtOkDYEBaLhZiYmIjsUwPVwRWj0Rjs+3A6LBZLraVP0PA+Nbqut5qMmoKCAux2O927d28VzzfUysvL2bZtGz6fj759+9Z7rLmu6zgcDrnoD4FAz5h33nmHmJgYXnvtteC2Xds7UVHx68/B628Yyllje3H5ZUuoqKhuuB6fEEVFhRudclQlhQkTpvLWW29ht9vRdZ2FCxcyYcKEJn9eQojGJ4EaIZoxXdfR9Fyq/B/i8S/C438dr/87dL3hY19botjYWKxWK0eOHGnRF83t27dH1/VmXebVFOVPgfdAY08ysVqt6Lou5U+1sFqtOJ3OiAsqBjJVYmJiQvIetFgsaJpW6/M0m81YLJZT7lMTmOTS0gMXPp+Pw4cPYzab6x1gEL/Kz89n165dWCwW+vfvf0pBl8rKSvx+v/SnCZEHH3yQ1157jRdffJGlS5eSkZHBwIED+b8bH8XrjcOvlQGgqAp/+vN5XHRxFlMmPkdJiZOZl2fz1pvrGZH9LEtfszN58mR++9vfMnLkSNLT0wG4++67w/jshBCNRalrdFt2dra+bt26JlyOEKK+NL2QKv9baPo+UAygRwE6KJWAAaMyCpM6GUWpuw69taisrOSXX36hY8eOdOrUKdzLaTS7d+/G4XCQnp7ebEsjfv75Z6Kioujdu3ejHD8wmrZXr17BMpzGsmnTJuLi4ujZs+fJ79yKuN1utmzZQrdu3SLqIjywLqjOUsvIyDitgEhFRQU7d+6kX79+tV4oHzhwgJKSEjIzM+v9OH6/n5ycHLp06dKiy4EOHjzIgQMHUBSF1NTUE04nEjVpmsa+ffsoLS2lTZs2dO/e/ZR/FxQUFHDw4EHS09OD08tE49D0XApKH8Lj8WG1pmAx1Sy51PUqNPIxqWMxqb9p8QFaIVobRVHW67qeXdu25vlXvBBh9M477zBo0CCysrJITU1l5syZdd4/JSWFn3/++ZQfR1GUYOr9lClT2L17d3Cbphfi9j+DRj4KnVHpiKrYUJU2qHRG0ZPw6V9TpS1B1xtWQrJv374TNqRbtGgRO3bsaNBxwyU6OhqbzcaRI0eaZKpQuCQnJ+Pz+SgpKQn3UhqssUuGmiqjBiAxMZHy8vIWPXWsIaKiopp0HHt9uVwuADp27IjP5zvt8qe6RnRDdfmT3+8PPm59tIaMmqqqKgoLC4N9q0LR2Lk18Hg8bNu2jdLSUrp06UKPHj0aFLB3OByYzWYJ0jSBwgIj+Qd/Q2xMF0zGIjQOo+klaHoRGrnoSjlm9f9JkEaIVkg6hAlxCg4fPszvfvc7NmzYQNeuXdF1nZycnEZ/3I8++ij4b13X8fhfB/yoJEEtv7cVxQh6F/z6Rnz0xmQYHdL1LFq0iKSkJPr27XtK+/l8vrA2JuzUqROlpaXk5+fTpUuXsK2jMcXHxxMTE8ORI0ea7eSHQECtrKyMtm3bhvz4gaBJU2Qc2Ww2ioqKsNvtJCYmNvrjNSc2m43Dhw+H/efC0ZxOJ6qq0r59e44cOUJpaelplX8ELnRP1qemoqKC2NjYeh2zNQRq8vLygOrzE2hqK+pmt9vZs2cPuq7Tp08fEhISTutY8vOq8dntdnJzc7Fae9M2YQI6ufi0TehKKWBGpTdGdQCKcvqNzYUQzY9k1AhxCvLz8zGZTMGLR0VRGDRoEADff/89Z5xxBpmZmWRmZvLZZ58F93v77bcZOXIkKSkp/POf/wzefnTWTG1fBxydlTN23Ej+eMcSxp/1Bv373s/dd30QvN8D939CZtqDDB+ygJFD/0F5WSw+fRWKonDvvfeSlZVFv379WL58eXCfH3/8kXHjxjFkyBCGDBnCf/7zn+Me3+PxMH36dG699VZeeeUV1q1bx0033URWVhYrV67E7/czf/580tLSSEtLY/78+cGshdmzZzN37lzGjBlDdnatmX1NJioqirZt21JYWBhxvTFCqX379rjd7mbbGyU2Nhaz2dxo2RZNmVETHx+PwWCIyAlH4RaJ059cLhfR0dEYDAYSExMpKyujrhLxk1FVFZPJdMKMGqPRSHR09Ck1FG7pgZrKykqKi4tJTk7G6/XWO4DVmhUUFLBz506MRiP9+/c/rSCN2+3G5/NJI+FG5vV62bt3LxaLJdgsW1W6YDZMwWK4HIvhEkyGQRKkEaIVi4yPsIRoJjIzMxk2bBjdunVj7NixnHHGGcyaNQtFUbjwwgt59913GTVqFH6/v0aDSJfLxffff8++fftIS0tj9uzZDf8jSLdz6KDOylU3Yrd7GNjvAWbPGUGbtjE8/eTX7D34F6KjzdjtbqKjTeh6PlB9UZqTk8P27dsZNWoUY8aMwWw2c9111/HRRx/RsWNHDh8+zNChQ2uUapWUlHDRRRdx0UUXcdNNNwGwePFi5s+fz/nnnw/Ac889R05ODhs2bABg8uTJvPDCC1x//fUA5OTk8PXXX0fEH9wdO3akpKSE/Px8unbtGu7lNAqbzcahQ4coKChotp+K2mw2CgoK8Pv9IQ+oNGVGjaIowQv++o7FbS1iYmIwm82UlZVFTPaXy+UKrsVms1FaWorT6Tyti1aLxXLCQA1AQkICBQUFaJpWr/dkSw/U5OXlYTAYSE5OpqCgoEX34Tlduq6zf/9+iouLsVqtpKSknPbPy8CHRRKoaTy6rrNnzx78fj99+/Ztkg8NhBDNj2TUCHEKVFXlvffe46uvvmLcuHH85z//ISMjg48//pgBAwYwatQooDooYrPZgvtddtllQHVmTOAiuqF0vFx0UQaqqpKYGE2/1GT27CkiPiGKlB5tuHrOEl5e+D0Ohwej0QD/+2P+6quvBqBfv34MHjyYH374gdWrV7N3714mT55MVlYWkydPRlEUdu3aBVR/snbGGWdwww03BIM0tVm5ciWzZ88O1rTPmTOHlStXBrdPmzYtIoI0UH3RFMiqOVE5QnOnKArJyclUVFRQWVkZ7uU0SGNOf2rKjBqozhwJRb+Tlshms0XMCHO3242macF+KAkJCaiqetqZXScL1MTHx6PrOk6ns17Ha8mBGofDQVlZGe3bt8fr9aLresT87og0Xq+X7du3U1xcTMeOHenVq1dIfqY5HA6MRqOUmzWiQ4cO4XA4SElJkfMshDghCdQI0QBpaWnccMMNfP755/XKWDj6F7HBYAg2szUYDMFP991ud70f3xL16x9jBoOKz6fh81bxzrszmTEznYMHSxk1/DE2b8qr8zi6rpORkUFOTk7wv4MHDwZLlMxmMyNGjGDFihWndSEVaZ/MdezYEaguZWup2rVrh6qqHDlyJNxLaZBA+VNjBGqaMqMGqhsKK4oSUSU+kSKSRpgHGvoGAjUGg4GEhISQBGq8Xu8JG0rHxcWhKEq9x3QHAjXNdapbXXJzczGZTLRv3z4YuJJAzfGcTidbt26lsrKSnj17hnSSod1ul7HcjaikpISCggKSk5NrfKAnhBDHanm/5YVoRLm5uXz//ffBrw8dOkRhYSGpqan88ssvwW1+v79ef9z37t2btWvXArBkyZJ6rUEhCpTjP531+RT8momhwztz7fWDSU1NZsvPefC/P+pfeeUVAHbu3MlPP/3EiBEjGDVqFDt37mTVqlXB46xdu7bGhcBLL71EQkIC06dPD/Z1SUhIqHFhNX78eBYvXozX68Xr9bJ48WImTJhQr+cTDmazmaSkJIqKiur8pLs5MxgMtG3blpKSkmbbj8dqtVJeXh7ybAu/34+qqk2WkaCqKgkJCRKoqUVcXBwmkykipj8FGgkfHVi32Wx4vd7TyoY6WUNhg8FATExMvfvUtNSMmvLychwOBx07dkRVVZxOJyaTCZPJFO6lRZTi4mK2b9+OqqqkpqaG9GK/qqqKqqqqiPtwpaVwu93s37+fuLi4FjvQQAgROhKoEeIU+Hw+7r33Xvr160dWVhZTpkzhb3/7G0OGDOHdd9/llltuISMjgyFDhrB+/fqTHu+xxx7j2muvZciQIRQWFtZrDYoSD2jHNbgsL3cza8YbnD/pVSaNfxmbzcK48W2BTsG1Dxo0iPPPP59//etfwU9zVqxYwV/+8hcyMzPp378/9913X41jK4rCM888Q0pKChdccAFut5t58+bx17/+NdhMeN68eWRkZDBo0CAGDRpERkYG11xzTb3Pazh07NgRRVE4fPhwuJfSaNq3b4+u6/V+b0WaQPlTqLMt6tsLJJRsNhtVVVWnNIa5tQiMYw/3CPNAI+GjAyChyIayWKqbgdZVapmQkIDL5apXULKlBmpyc3OxWCzBHkFOp1OyaY6i6zoHDx5k3759xMXFkZqaSnR0dEgfQ/rTNB6/38/u3bsxGAz07NmzxX3/CiFCT6lrmkF2dra+bt26JlyOEKI+PP7X8OubUak93VkHHI5S3J79uCouJLXvBdjtdvnj6xiHDh3iyJEjDBw4sMXWie/evRuHw0F6enqzLJXYtGkTsbGx9OrVK2TH3Lt3L06nk7S0tJAd82R8Ph8bN26kY8eOIS1TaAnsdjs7duygV69ewUlQ4fDTTz/Rtm1bunXrVuP2Xbt2UVlZSXp6eoOO6/V62bRpE926daNdu3a13idwDnr37n3SctrAffv27dtiSlRKSkrYu3cvPXr0oE2bNvj9fnJycujcuTMdOnQI9/LCzufzsWfPHux2O8nJyXTp0qVRLvT3799PaWkpmZmZEkgIsT179lBWVkafPn1azPetEOL0KYqyXtf1WsfiNr+/2oUQmNVpqHTDzyF0veantLqug24nNtZOQuw0PJUpQPX4TlFThw4dUFW1xWfV+Hw+SkpKwr2UBgk0mw1ltkU4MmqMRiPx8fERUeITaeLi4jAajWE9N4FGwrVlcASyoerb7PdYJpMJVVXrLLOMjY1FVdV69alpaRk1uq6Tl5dHdHQ0bdq0AQie60C/oNassrKSbdu2BZvPdu3atdFee4fDEeyZJELnyJEjlJaW0rlzZwnSCCHqTQI1QjRDihKNxXANJuUcdKUcTc9DIxeNXHTyQInCbJhNQux5DBgwkF27dlFaWsquXbuCjYxF9cVzcnIyJSUlzXY60snExcURExPTbJsK22w2NE0LaflTY4z8rg+r1Yrb7T6lxuGtgaIowX5EdWX5NqZjGwkfzWq1oijKaQWSzGZznYEaVVWJi4urV5+alhaoCfQK69y5c/A2aSRcrbS0lG3btqFpGv369aNt27aN9lg+nw+32y2ZtyHmcDjIzc3FarXKqHkhxCmRQI0QzZSiWDAbJhNt+DMWw5WY1WmY1UuxGG8gyjAfo5qBoigYjUZ69epFt27dqKio4Jdffqn3dJHWoH379hgMhhafVeN2uyNiss6pio2NDXmz2XAGagBpKlwLq9WK3+8P28+m2hoJB4Ri+pPFYqmzRw1Uj+murKw8aTC9JQVqNE3j8OHDxMXF1Sj5crlcREVFheX7NFLk5eWxZ88eoqOj6d+/f6MHrQL9aSTjI3S8Xi979uzBYrGQkpIS7uUIIZoZCdQI0cwpigWDOhCjOhyjOhSDklLrH/Dt2rWjf//+GAwGdu7cSW5ubtg+vY4kgaya0tLSFtvo1WazYTKZmmVWzdHZFqEqfwpH6RNUZ1XExMRIoKYWCQkJGAyGsJ2b2hoJH+10m0FbLJaTTpgLXCCfLKumJQVqCgoK8Hq9NbJpoDpw1lrLnvx+P7t27eLw4cMkJSXRr1+/Jpl8ZbfbUVW11Z73UNN1nT179uD3++nZs2erDjoKIRpGAjVCtCKBT+aSkpLIz89n+/btLXY89akIZNXk5eWFeymNQlEUkpOTsdvtzbLEK9TlT+HKqIHq5+J0OpvtyPTGoigKiYmJlJWVhSWA7HK56rxADUx/amhWjdlsxu/315ktExMTg8FgOGlWUUsJ1Ph8PvLz87FarTXKbbxeL16vt1WWPXk8HrZt20ZFRQVdu3ale/fuTfY6OxwOYmNjm/37KlIcOnQIh8NB9+7dQz6dSwjROkigRohWRlVVunfvTs+ePXG73WzdurXZNpoNFYPBQIcOHSgvL29ww9BI165dO1RVbZZZNaFuNhuujBqQ8qe6WK1WfD5fsASjqdTVSDjgdJtB12dEt6IoxMfH1zujpjlOcTtafn4+fr//uClorbU/TUVFBVu3bsXn89GnTx+Sk5Ob7LH9fj8ul0v604RIaWkpBQUFJCcnBxtkCyHEqWrev+WFEA1ms9kYMGAAUVFR7N27l/3794d0sk5zk5ycjNFobLFZNQaDgaSkJEpKSppdNoeiKNhstpCVP4UzoyYqKoqoqCiZ/lSLxMREVFVt8nNTVyPho9lsNjweT4PKnwKBmvqUP3k8njoDOi0ho6aqqoqCggLatm17XLaB0+lEUZRWlYVw5MgRdu7cidlspn///k3eJ0b604SO2+1m3759xMbG0qVLl3AvRwjRjEmgRohWzGw2069fPzp06EBRURFbt25tsX1aTkZVVTp06EBFRUWTf6LfVJKTk9F1ncLCwnAv5ZQFyp9Ot9lsINATzmwEq9WKw+GQCWzHUFWVhISEJs82crlcJ2wkfLTA9KeGrM9sNgP1C9RA3X1qWkKgJtC8/dhsGqgO1ERHRzf7jKH60DSNvXv3cujQIWw2G6mpqcH3SlNyOBwoitLqsphCze/3s3v3blRVpVevXs36e1QIEX4t/7egEKJOiqLQuXNn+vbti9/vZ9u2/8/em8dHUtf5/8/qM3135+gcnftO5gSGgVFUYAAFb0VFcDg8WQ+EXfiK+3PxAgVXZddbVxCEQURlFTkEBxgvkHsmM7nTue9O0kn6Th/1+yNbRTLpZHKnk6nn4+FDJt1d/enqqur6vD7v1+vdxPDw8EYPa0PIyspCq9XS19e30UNZE/R6PXa7HY/Hs+mqp1bL/hSPxwE2NNjRbrcjiuKm7MK11jgcDqLR6LpaECVh4GSTKo1Gg9lsXtYxqFar0Wg0JxVqDAYDGo1mQUFSOnc36yQwHA4zMjJCVlZWUlEiGAyeEoLB1NQUzc3NjI2N4XK5KC0t3TBxyu/3YzQaTwlxbC3p6uoiHA5TWlq6LgHQCgoKWxvliqygoABMr+TW1tZitVrp6enB7Xafciv+UlWN3+/fsi3Ms7OzicVijI6ObvRQloTU/Wl8fHxFIlMqVNRILceVnJq5rDS0dzmcLEh4Jg6Hg3A4vKxQ7sW06IbpDlhbuaKmv78flUpFbm7unMfC4TDxeHzLdx7y+/00NjYSiUQoLy8nJydnw8aSSCQIBAKK7WmFDA0N4fV6cblcyr5UUFBYFRShRkFBQUaj0VBeXk5BQQETExM0NDScNNhyqyGt8m7VrBqz2YzRaNyUVVOrYX9KhYoamP4sk5OTm66yaa1Rq9Xran9aTJDwTKQw6OUISTqdblFd9iwWC9FolHA4nPTxzSzUBAIBvF4v2dnZaDSapI/D1g4S9ng8tLS0oNFoqK6uxmazbeh4AoEAoigqQcIrwO/309fXh91u31DRTUFBYWuhCDUKCgpzcDqdVFdXo1KpaGlpob+/f0Na5m4EgiCQm5tLIBDYstaU7OxswuHwpvt8FotlxfanVKiogekJ/2pk7mxF7Hb7skN7l8pig4QltFrtsrs/SRU1J7uWniynZjMLNX19fWg0GrKzs5M+vti8oM2IKIp0dXXR3d2N1Wqluro6JT6nlMmmCDXLIxqN0t7ejk6no7i4eKOHo6CgsIVQhBoFBYWkGI1GampqyMjIYGBggJaWlkWV7W8FMjIy0Ov1W7aqxuFwoNVqN12rbsn+NDExsWzhMFUqaqTMHcX+NJf1bGG+HGHAbrcTDofnrXiZD71ejyiKJ+26ptfr0el084p4oihuSpFmcnISn89Hbm7uvOdfIBDAaDRuys+3ENFolJaWFkZGRsjJyaGsrGzDr0ESfr8fg8GQMuPZTIiiSHt7O/F4PKW+UwUFha2BItQoKCjMi1qtpri4mJKSEoLBIA0NDadEW2GpqiYYDG7JibQgCDidTnw+37KyNjYSh8NBPB5fdiWKVFGz0TfUgiBgs9kYHx8/ZarVFotGo1l21cpSWWyQ8EwcDgewdPvTYlt0w+s5NcmOjc0q1PT19aHT6cjKykr6uCiKWzJIOBgM0tTURDAYpKSkBJfLlTLfnyiK+P1+JVNlmfT19eH3+ykqKjql2skrKCisD4pQo6CgcFLS09Opra1Fr9fT3t5Od3f3ls/WSE9PJy0tbctW1WRlZaFSqTZdVY3FYkGtVi97Ei9V1Gy09QmmKzPi8fgplwO1GJZbtbJUlhIkLKHVapfV/WmxLbph+jiPx+NJhdTNKNR4vV6CwSB5eXnzjj0UCiGK4pYSasbGxmhubgagqqqK9PT0DR7RbILBIIlEQrE9LQOv18vQ0BBOpzPlvlcFBYWtwcbfqSooKGwK9Ho91dXVZGdn4/F4aGpq2nTVGEtBEATy8vIIhUKMjY1t9HBWHbVaTWZmJmNjYye1YqQSM7s/LacSJVUqamC6akKlUm3Jqq2VstyqlaWw1CDhmTgcDkKh0JKEJJ1OhyAIi7KQLpRTs9mEGlEU6e/vx2AwLDih3UpBwqIo0tvbS0dHh2wjTsVOVko+zfIIh8N0dnZiMpnIz8/f6OEoKChsURShRkFBYdEIgkB+fj4VFRVEo1GamprweDwbPaw1w+FwYDAYGBgY2JL2FKfTiSiKm+47XIn9KZUqalQq1bp2ONpMaLVaTCbTmu6bpQYJz2Q5OTqCICy685NWqyUtLS3pMS6KYkocvxKiGCEaf5Vw/EeEYrcRin2Lqfj/khCnQ+hHR0cJh8MLVtPAtFCj0WjkyqPNSjwep62tjaGhIbKysqisrEza4SoV8Pl8pKWlodVqN3oom4ZEIoHb7UalUlFaWrqpRFMFBYXNRer80isoKGwarFYrtbW1mM1muru75TC9rUheXh7hcHhLVtXo9Xrsdjsej2dTWdmsVuuy7U/xeBxBEFLm5trhcBCNRuVqAoXXcTgcBIPBRQkby2ElHYZ0Oh0mk2lZ9qfFfh6r1Yrf758jEicSiZQ5fmOJJkLxW4mKv0JMeEDUgBgnJr5AOHYn4dgvGRjowGQyyeLWfGyFfJpQKERjYyM+n4+ioiIKCwtT5rtKht/vV6pplkhnZyfhcJjS0tJNLyoqKCikNopQo6CgsCy0Wi0VFRXk5+czPj5OQ0ODXEa9lbDb7RiNxi1bVZOdnU0sFmN0dHSjh7JoVmJ/SiQSKWF7krDZbAiCoFTVJGGtuz8tJ0h4JssRkvR6/aKfb7FYSCQSc0S85VqfiouLqa6uZteuXWzfvp0HH3yQe+65h0svvTTp8x955BFuuukmAA4fPsyePXtmPR5LNDGV+DmCaECFC0GwIQh6BMGAihwE8giGXsJofQRXfvJ23BJSHs+JQk1xcTHHjx9f8mfdCMbHx2lqaiKRSFBZWUlmZuZGD2lBQqEQ8XhcEWqWwPDwMF6vF5fLpQQwKygorDmKUKOgoLAisrOzqaqqQhAEmpubt6SgkZeXRyQS2VRixmIxm80YjUaGh4c3eihLQrI/LTWINx6Pp5RQo1ar163D0WZDr9djNBrXTKhZTpDwTJaTo6PX64nFYouqYJsvp2YlGTW//e1vOXr0KPfddx/XXHMNIyMj8z73Xe96F//5n/+Z9DFRjDCVOIggpiMIyfehCPh8JkyWIdIMjQuOayU2tFRgYGAAt9tNWloa1dXVm0L8kBZWFMFhcfj9fnp7e7Hb7eTk5Gz0cBQUFE4BFKFGQUFhxZhMJmpqakhPT6e/v5/W1tZFBWZuFmw2GyaTiYGBgU1lEVos2dnZhMNhJiYmNnooi2a53Z8SiURK5XvAdOVIJBLZ0uHcy8Vut+P3+1c98HolQcISy7E/LaXzk1qtxmg0zsmpWY0w4dNOOw2LxYIoikxOTvKhD32Ibdu28cY3vpHBwUGABatt7rn3W5y5+yfsPf0HfPDSuxkenhaTnn+ug31nfpuzzvhPTt/xTf7wvw0YjS76Bh/lve99Dzt37mTHjh388pe/lLdVXFzMv//7v/ORj3yEM844gx/84Aez3uuhhx5i3759FBcXz3lso4nH47jdbvr7+8nIyKCqqmrT2GF8Ph86nW7TjHcjiUajtLe3o9PpKC4u3ujhKCgonCKk1t2qgoLCpkWtVlNSUkJxcTGBQIDGxsYtZedwuVxMTU0tuAK9WXE4HGi12k3VqlulUmGz2ZZsf0q1ihpYe4vPZkaqWlntfbNaFRx2u51gMLhoYVqv1wOLE2pgOqcmEAjMEohXQ6h59tlnCYfDaLVaXnrpJb797W9TX19PbW0t3//+9xd87fHjx/n3f/8Of3z8Sl567f+xbVsO/3r9wwB899vPcP2/nc9zL/0bT/z5Gt528TZ0Ghs3Xv8w27YVUldXx1NPPcXNN988y9I0ODjIQw89xD/+8Q++8Y1vUFdXJz8WDAZ5/vnnOXz4MDfffHPKWGwjkQjNzc2Mj4+Tn59PcXFxyonAC6Hk0ywOURTlHL6ysrKU+/1QUFDYumyeXxQFBYVNQUZGBjU1Neh0OtxuNz09PVuiCsVisWCxWBgcHNwSn2cmgiDgdDrx+XybqqrD4XAQi8WWZH9KxYqa9ehwtFlJS0sjLS1t1a1hKwkSnslS7U+SULNYYUeqepkpTqxEqLn00kvZvXs3X/7yl/nd736H3W7njW98IwUFBQCcffbZuN3uBbfx7LPP8ta3VZCbO53B8rFPvIFnn25h0jdJWXka37ztSb7+lUc5cqQfV37W9Gue6eITn3wfALm5uVxyySU8++yz8jbf+c53YjKZyM7O5u1vfzuHDx+WH7vsssuA6cobh8NBb2/vsj77ajI5OUlTUxNTU1NUVFSQnb1wBk+qEYlEiEajilCzCPr6+vD7/RQVFWEwGOY8LooiCbGHWOIoscRR4mIHori17hEUFBQ2htS6W1VQUNgSSD59p9PJ8PAwTU1NhMPhjR7WisnLyyMajW66dtaLISsrC5VKtamqaqxWKyqVakmT+FSsqIHXg2m3kmVwtZDsT7FYbNW2udIgYQkpR2exx6BGo0GlUi26osZsNiMIwiwxcqUZNUeOHOGvf/0rF154IcAssUqtVi9qPwuomE6heX1ML7/8MjtPE7jj2+ditmj42pef4davPjnjRfOfd9FodF4b2nLGt5YMDQ3R2tqKVqulpqYGq9W6oeNZDtLxpOTTLIzX65XbrKenp896TBRFYvEjhOPfIRz7HlOJg0wlDhKJ/Yhw/Hai8RcUwUZBQWFFKEKNgoLCmiAIAgUFBZSXlxONRmlsbNz0tiGz2YzVamVwcHDLtSNXq9VkZmYyNja26nkga4VKpVpy96dUrKgBxf60EA6HA1EUV3XfrDRIeCYOh4NAILAk+9NihRqVSoXJZJqVU7Ma1qeVcN555/Hkn9oYGOoD4Kc//gunn+EkEAig02RRVOTgve+r4nOfP5eXX+pCFOOct7+Iu/7nMWDa5vT4449z/vnnA9Pn5KOPPorJZMLj8fD4449z3nnnbdjnm49EIkFnZ6ccKFtVVSVXSG02/H4/Go1mxRVlW5lwOExnZycmk0muOJMQRZFo4jGmEr8EMYRAHirpf4ILRJFo4tdEEw8hilvrXkFBQWH9SL27VQUFhS2FzWajtrYWk8lEV1eX7PXerOTl5RGLxbZkVY3T6UQUxU312ex2O7FYbNG5FalaUaPX6zEYDEr3pyQYjUZ0Ot2qCTWrESQ8k6WKbHq9fkmVU1arlWAwKF83RVHcULFx+/btfOObX+Wdb3uI03d9kxdfbOfjn6ohMyOTJ57o4/3veYhL3/sgP/nR3/nK196OKIzy3f+6gbq6Jnbu3MmFF17I7bffzrZt2+TPY7fbectb3sK+ffv44he/yI4dOzbs8yUjGo3S0tLC6OgoeXl5mz6r5FTMp/nNb37Daaedxu7du6murubyyy+f97mJRAK3241KpaK0tHSWMPqTn/yE73z3eqKJZxBwIQiWOcKpIJj41Mf+xg9+8DNiiWdP3LyCgoLCohAWWoXcs2eP+PLLL6/jcBQUFLYqoigyNDREf38/Op2OkpKSVZsorTdtbW34/X527NixqW/Wk+F2u+XPloqVJyeSSCQ4evQoGRkZFBYWnvT5r776KtnZ2bhcrnUY3dLo7+9nYGCAXbt2odFoNno4KUVvby/Dw8Ps2rVrxefc2NgYHR0d1NbWJs2cWA4NDQ2o1WqqqqpO+tze3l48Hg+nnXbaorbt9/tpbm6mrKwMu91OfX09BoOB0tLSlQ57RQwM/4Cx8WfxetPQaLTTYmOaQe4iZDKbsFq0iMIkaerPoxJyk24nPz+fH/7wh7z73e9ez+EvGr/fLy8wlJSUyMLcZiUajVJXV0dBQQFOp3Ojh7MuDAwMsHPnTl599VUKCgoQRZEjR47Mew62t7fj9XqprKycYw8TxTjh+DdA1CAI818/PvHRBzjtjDyu/cw2DOpbEITNWX2loKCwtgiC8IooinuSPZb6d+EKCgpbAkEQyMnJobKyElEUaW5ultvAbjby8vKIx+ObKs9lsWRnZxOLxRgdHd3ooSwKqfuT1+s9qf0pkUggimLKimuK/Wl+7HY7oiiuSgv51QoSnonD4Vh0G3GdTkcikVi0xdBkMqFSqeRckY22PsG0oPvXZ234JvPIckaxWFTodXpEUcRms2EypxGJ9BJLjKNTXTOvSAPT5+VqCWarzcjICC0tLahUKqqrqze9SAOv59OcShU1g4ODaLVaMjIygOn7EUmk+dOf/sRpp53Gzp072b9/Py+88AJer5df//rXvOlNb2L37t3U1tYiCAITExN8+Suf5+b/9wiCYCAeT3Dz//sDZ+y+gzN238HN/+8PxOOv59IIqIEpxidf5JprrmH79u1s376db33rW/JzGhoaOOuss9i+fTsf+chHOPvss3n00UeBaYHp0ksvZe/evezYsYNvfOMb67fTFBQUNhxFqFFQUFhXzGYztbW12O12+vr6aGlp2TSZKBJGoxGHw8Hw8PCGB1uuNmazGaPRyPDw8EYPZdFI3Z9OZn+SunWlaqXQalt8thJmsxmtVrsq+2a1goRnspTuT0vt/CQIAmazWc6p2WihpqWlhRdffBGzOZ3E1Afp69qLwWAF1SBGs4804wQmc4hIqIqxoQ+gUc1fZRSJRPjjH/+46Oqi9UIURbq7u+nq6sJisVBdXZ2yYtJS8fv9qNXqLfN5FsOuXbvYu3cvhYWFXHrppfzXf/0Xo6OjDA8Pc+DAAQ4ePEhdXR3ve9/7+NjHPobdbudb3/oWR44c4ciRI5x++ulcf/312Gw2RPH135m7/ud56o728fyL/8bfnr+eo0f6uOt/np/95qKW2269k0QiwbFjx3juuee49957eeKJJwA4cOAAn/vc5zh+/DjXX389L730kvzSK6+8kuuuu44XX3yRV155hSeeeII///nP67LPFBQUNp7UvFtVUFDY0qjVakpLSykqKiIQCNDQ0LAqK+XrSW5u7pauqgmHw5vmO7HZbIvq/iRlfKRqRQ1MT/gnJyc3dY7TWmG325mYmJAFt+USCoVWLUhYIi0tbdEZQ5JQs9hAYZjOqQmHw0Sj0Q0TakRRpKGhgVdeeYXMzEyKi4vx+0Ok6d7AyMBlNNefi0n/KdI012LSfhmD7jJGPCpCodC82wwGgwApZYONxWK0trbi8XjIzs6mvLx8S1kR/X4/JpNpw6uy1hOVSsXvf/97Dh8+zHnnncdjjz3Gzp07eeKJJ9i1axe1tbVEo1He+MY30tLSIlfeAPzHf/wHwWCQ73znO//3lwQwve+eeaaFA1fuJZ6I0t7eyvsv3cYzz7Sc+O4888wRPvGJTyAIAlarlQ9/+MMcOnSIyclJjh8/Lufl7Nmzh507dwLTgvLhw4e57rrr2L17N3v37qW/v5/GxsY13lsKCgqpwtb55VFQUNh0ZGZmYjabaW9vp62tTc4O2Qw3kAaDgfT0dIaHh3E6nWi12o0e0qrhcDjo7e1laGgIm8220cM5KZL9aXx8fMGcGmmCn8pCjd1uZ2hoiMnJSblKQ2Eah8OBx+NhcnJy2RaUcDhMPB5fE2HAbrczMDBANBpd8HogZbgsRaiRcjJ8Pt+GCDWJRIL6+nqOHz9OTk4OVVVV9PT0oFaryc7O5tixY6TpS8hw7JXHlpOTxsjICP39/ZSVlSXdbiAQQBCElKnuCAaDuN1uotEoJSUlc1oyb3ZisRihUGjLfa7FIlmPPvOZz1BbWyv/XRRFOjo6iMfjCIIg/0bcfffd/PnPf+bZZ5+VKzEFIY1psWaaWCJOX18fKkGFPi1JDo0wxcmmW8nO50QigSAIvPTSS1vq/kJBQWHxKBU1CgoKG0paWhrV1dVkZWUxNDREU1PTkiYwG0leXh6iKG7arJ35EAQBp9OJz+dbcDU8lbDb7USj0QXtT1KVSqpan2C6skCj0Sjdn5JgNptXvG+kCo7VrqiB1+1PJ7NnqVQqtFrtkq5zBoMBtVq9IUJNPB6nrq6O48ePk5eXx5lnnsnw8DCRSASbzYZarcbv98/pjqPRaMjOzmZ8fJxAIJB024FAAKPRmBLivNfrpbm5GYDq6uotKWZI18dTKZ8GoK+vj+eff92SJAV619bWcvToUf7yl7/g8/l47rnnOO2007BYLBw6dIg77riDRx55ZJaQKJAJqBDFGOeeV869dz9PwBciIzOLBx94jf37K+XnioiAyAX738Zdd92FKIr4fD4efPBBLrzwQqxWK9u2beNXv/oVMB12f+zYMWBanH3Tm97E7bffLm+vp6dny91vKCgozI9SUaOgoLAg0wGtMUCzZjfTKpWKwsJCrFYrnZ2dNDQ0UFhYOKv8OBXR6/VkZGTg8XjIycnZUqteWVlZDAwMMDQ0RHFx8UYP56TYbDYEQcDr9c47CdkMFTWCIGC32+Vw5FSYwKYKgiDIlVPL3TdrESQsYTAYSEtLw+v1kpWVteBzl9qiWxAELBYLk5OT63pcRKNRjh07RktLC4WFhezZs4eenh6i0Sg6nU7OGktLS6OgoGDO651OJ8PDw/T19VFZWTnrMVEUCQaDZGZmrstnmQ9RFOnv72dwcBCz2UxpaemWupbPxO/3IwhCSlnN1oNYLMaXv/xlurq6MBgMJBIJbr31Vs4880x+/OMfc+211yIIAnl5edx///0A3Hbbbfj9fi666CJ5O3/7298QBB0qckiIQ7znvZW8+oqbA1f8AY1Gy4UXVfPRj++b8c5+1EINt9zyQT772c/KbecPHDjA2972NgB++ctf8tGPfpRvfvOb7Nixgx07dsiVrAcPHuSGG26QX2exWLj77rvJyclZh72moKCw0ShCjYKCwhxEUUSkj1jin8TEV5gWalSohR1oVG9ARTGCsPpVCXa7ndraWjo6Oujs7GRycpLCwsKUnljn5uYyOjrKwMDAotpDbxbUajWZmZl4PB5cLlfKT1zUarXc/SnZhBE2R0UNTJ8HIyMjTE5Obgrr2XricDgYHR3F5/NhtVqX/Pq1CBKeicPhYGBggFgstmCuiU6nO2n49YlYrVbGx8eJRqPrItRMTU1x9OhR3G43RUVFnH766fj9fiYmJtBqtahUKjn8OicnJ6l9Sa1Wk5ubS09PD5OTk7O+s3A4TCKR2FDRIB6P09HRwcTEBJmZmRQWFm5pcdTn82E2m7f0Z0xGUVERTz311Jy/h8NhysvL+f3vf09VVdWs/fLss88m3dZXvvIV4nEfgyPfJCH28//dci4ZGZmYTa8vEIiiyE/vvhABIzrV+9Gbzdxzzz1Jt1dcXMwLL7yAIAg0NDRw7rnnsn37dgBycnLkahsFBYVTj9S+W1VQUFh3RDFGNPG/hGN3EhNfQRAzUOFCEJ3EE41EYj9iKnEforg29iSdTkdlZSV5eXmMjY3R2Ngo2xVSEZ1OR2ZmJiMjI0taId8MOJ1ORFHE4/Fs9FAWhcPhWND+tBnChGF6Qq5Wq5XuT0mwWCyo1epl25/WIkh4Jou1P0kVNSdrKT8TKacmEAisudgYDod57bXXaG9vp6SkhNNPPx2VSkVPTw9paWkkEglZGFWpVGRnZ887+c/MzESn09Hf3z/r75Idai2/j4UIh8M0NTXJCwJFRUVbWsCIx+OEQqFTzvY0H4lEgvb2dgRBmGPbOxldXR4G+y5maiofs9mPwehDFCcRRR8JhhDpQ0UeevWnEYSFxfbnnnuO3bt3s3PnTi677DL+53/+R8knU1BQABShRkFh01NcXCx3IJK45557EASBH/zgB0va1tVXX81/f/9aYom/8/WvHON3D/UjCNOrwgMDfi6+8CEEXJx5+k1MBO5BFOfvTPPyyy9zxRVXLPh+R44c4aGHHprzd0EQyM3NpaqqClEUaWpqSunuSlIZ8sDAwAaPZHXR6/XY7XY8Hs+KO+2sBzPtT8lI9fbcEidafBReZ2Zw9FL3zVoGCUsYDAb0ev1JhaSltuiG6TwvjUYjB/CuFcFgkCNHjtDV1UVpaSm7d+9Gr9fT1dWFKIoYDAZEUUSlUhGJRLBarQtO/lUqFbm5uQQCgVkCViAQQK1Wr4kN7WRMTEzQ1NRELBajsrLypFa1rUAgEEAURUWo+T+6uroIhUKUlJTIAd+Lobe3F6/XiyEtg8D4ezHqbkKrehMqlRNBlYlG2Eua5nr06k+jEk4uuFx00UUcPXqUuro66urqePe7372Sj6WgoLCFUKxPCgpbgLy8PJ588kkuueQSYFqoOf3005e8HZEACXEUgXfw5a/OtvHk5dl48tBnAHjh5S+SoIWE2IJaqEm6rT179nDw4MEF3+/IkSM8+uijfPCDH0z6uNlspqamhq6uLnp7e5mcnKS4uDjlbDg6nY6srCw5q0aahIlijITYSkx8CVEcB0GDmirUqtMXdQOXCkhhoKOjoyk/mVGr1bI9JJn9abNU1MC0/WlsbIxAIKBMrE5A2jd+v1+uMlkMaxkkPBOHw8HQ0NCC9qeZLbql/14MJpNpTYUan8/HsWPH6Ovro6ysjO3bt6PX6xkdHWViYoLc3FyGhoawWq1MTEyg1+tRq9UnPUYzMjIYGhqir69PFlSDweCG2J4GBwfp6+vDaDRSVla2pEn6ZkbKp1GuJzA8PMzY2Bgul2tJFsqhoSGGhobIyMhgcnISs9mMw14FVK3dYDcpCdFLPPEKcZpAjCIIdjTCmaiEKgQhte7hFBRSldReVlRQUFgUV199tex/bm9vJxAIyOFzU1NT3HTTTezdu5ddu3Zx4MAB2RrS19fH/v37qa2t5ZJLLsHjaWc6NFjFJz76AD/+4d8AePaZFt5yzn9x9p5vs2f3t/jNQ68hYObw3+7itNNOmzWWPXv28Je//IXDhw+zZ88eYPqm6IILLpCD8m644QZGR0e55ZZbOHToELt37+a6665L+tk0Gg1lZWUUFhbi8/lobGxkcnJyDfbiysjJyUEQBLm8Py62E45/k0j8buKJ1umy6MQIUfFJwvFvMhV/GFGMbvCoT47ZbMZoNDI8PLzRQ1kUDoeDqamppF1mpHanm8HeYLVaF6wOOpWx2WyoVKolW8PWMkh4Jg6HA1EUFxzfclp0w7T9KR6PEw6HVzLEpIyPj1NXV8fAwMAskWZqaoqenh7MZjOJREKuTJOqMxYTTisFtYbDYcbGxkgkEmtuQzsRyerS19dHeno6VVVVp4xIA9MinNFoTPmKwrXG7/fT29uLzWZbUiiv1+ult7cXu92OVqslGo2Sn5+/hiPdnIhilKn4/xKOf5Oo+BRiwosoBoknOojE7yUUv41YomWjh6mgsCk4ta/WCgpbhHPPPZdjx47h9Xq59957ufLKK+XHvvWtb2Gz2XjxxRc5evQoeXl5fPOb3wTguuuu481vfjMNDQ18//vf529/PQ7MveHefVo+z/zlOv758o089uS/8MUvPMK4V8e+Nwr4/T7q6uoA5DG8+c1vnvX6gwcP8sILLxCNRlGr1Rw6dIj9+/dz3XXXccEFF3DkyBG+973vLfgZs7KyqKmpQa1W09raSl9f36rbQoqLizl+/DgAH//4x/nb3/626NdqtVqcTidjY2O8+c17+f0jN4EIKsGFSshAEMwIghUVeQhiDjHxOaYSv1rQPjaTz3zmM+zevZvdu3ej0+morq6W/x2PxxEEYcnhpAtxzz33cOmllwLTVTXhcJiJiYlV2/5aYbfb5xU44vH4pqimgdnVQQqzUalUWK3WJYtYax0kLGE0Gk9qf9LpdAiCsORcK6kaYr5218tldHSU+vp6hoeHKS0tlUUaQLY85efn4/F4MJvN+Hw+MjIyiMVii578OxwOjEYj/f39BINBRFFct4qaqakpmpqa8Hq9uFwuSkpKTinBIpFIKNV5THcxa29vR6fTUVJSsujX+f1+Ojo6MJvNuFwuhoeHSU9PT+nuWV6vF4PBwOc///lFPf/w4cOzApc7OzuX3JFNFONMJR4iJv4dQcyevt8RLAiCCZWQjkpwIYhaphL/QyzRfNLxSIt9CgqnKqfOr5SCwhZGEAQ++MEP8uCDD/Lggw9y+eWXy4898sgj3H///fKk/pFHHsHtdgPTXQ0+/vGPA1Bams+55xciJLkstLX28r53/4Qzdt3Buy75Cd6xIK0tHkDFlVd+QK7mueeee7jqqqvmTITOPvtsQqEQZ599NrfeeiuvvvoqR44cWfJNgMFgoKamhszMTAYHB2lubl7yivRi+fnPf86b3vSmJb0mOzsblTpOLD4AogFBSG7LEAQVguginjhCLPFa0ufEYrFZ//7hD3/IkSNHOHLkCHl5efz2t7+V/73W4oPD4UCn06V0TpCEJHAkmyQnEolNNTmz2+1MTU2ldJj2RiEFRy9FsFjPCg673Y7P55uVHXYier1+ydcvrVaLVqtdVaFmeHiYpqYmRkZGKC0tZdu2bXKlidR9zOVy4fV65WoaQRDIzs5e8uTf5XIxNTVFV1cXwLpMdKVKzKmpKcrLy0/J1saSMHYqCzWiKNLR0UE8Hqe0tHTRv5vhcJi2tjb0ej1lZWVyFp3L5VrL4a6YBx54gLPPPptf/epXixKETxRqloJ0vxJL1BFPvIIg5iMIyfevIJgQRDtTifvXrCmFgsJWYfPcsSooKCzIVVddxS233ML27dvJyMiQ/y6KIj/60Y/kSX1jYyMPPvhgki1Me4ZF5lap/L8bH2X7znQee+oq/vHiv+LKtxMORwGRK6/8CA8++CDhcJhf/epXXHXVVXNev2/fPvLy8ti2bRv33Xcf5513nvxYY2MjN9xwg/zv0dFRMjMzCQQCPP300+zbt4/TTjuNHTt28OCDD6JSqSgqKuLzn/883/zmNzn77LMpLi7m5ptvlrfR0NDAWWedxfbt2/nIRz7C2WefzaOPPgpMB/5eeuml7N27lx07dvCNb3wj6f4899xz5df87Gc/o6amRu7M0NTUJI/9oosuYufOnezYsYODBw+Sm+tHFGP89S89nP+W71FT+XW+9O9/lLc7MDDBhz/0C970hv9i72kH+cY3vyRXBkmfY+/evXzqU59KOq6F+N73vseZZ55JaWkpv/vd7+S/v/DCC5x33nmcccYZnHHGGTz22GPyY7/85S/ZsWMHO3fu5L3vfW9Si5MgCPz617/m4osvpra2lmuuuUau3pmYmOD9738/1dXV7N+/nyuvvJIbb7wRWNh2t5bMZ3/aTBU1MD3Zh5N3EDoVOVlw9ImsR5DwTBZrf1qqUCNVoUjBsCulv7+f1tZWvF4vJSUl1NTUyCLN1NQUvb29WCwWHA4HHo8Hk8mE3+8nKyuLWCy25Mm/1WrFYrHQ1dWFWq1e87yx4eFhWltb0Wg0VFdXn7Lt7qXr7qks1PT39+Pz+SgsLFy0YBuNRmltbUWlUlFRUUEkEmFsbIzs7OyUt83dfffdfOlLX2Lnzp384Q9/AKZbi3/4wx/mkksuobq6mre//e0Eg0GOHTvGT37yE375y1+ye/dubr/9dnk7/9//9/9x2mmnUVVVxd///nfg9WqbG2+8kdNPP52f//zntLa2ctGFH+Ss0x/gDXu/w1NPNsrbMGhv4OtffYKzzvhPdm77Br//3zYgTCzRwJ/+9CdOO+00du7cyf79+2lra0v6eea7V5mamuKTn/wklZWVnHPOOXz2s5+Vq4EB7rjjDvbu3cvpp5/OO9/5TgYHB1d7VysorBmKUKOgsEUoLS3ltttu4z/+4z9m/f1d73oX3/3udwmFQsDrq4sA559/Pr/4xS8A6Ozs4vAzvcDcldpwOEFZqRO/z8//Pvwi7rYRIIhADoWFtdTW1nLddddRW1tLUVHRnNd3dHSgUqm46667OH78OM899xx79uzBarWSnp7Ogw8+KK/IPPDAA7zrXe/CZDJx+umn8/e//53XXnuNQ4cOceONN8oTM41GQzAY5ODBg9x777387Gc/o7l5upT2wIEDfO5zn+P48eNcf/31vPTSS/JYrrzySq677jpefPFFXnnlFZ544gn+/Oc/L7hvb7rpJp555hmOHDnCSy+9RGFhIbFYjHe/+9184hOfoK6ujmPHjvGOd7wDW3oLoKKjY4RDz36Wf750I/fc/QJtrdMtrj9+zQN85rNv5u/P38A/XriRp/50nKf+/LpwNjk5yYsvvshdd9214JiSYbVaeemll7jvvvvkzJ/x8XGuvfZaHnjgAV555RUeffRRPvWpTzE+Ps7x48e5+eabeeqpp6irq2P79u187nOfm7PdJ554gt///vfcc889PPbYY8Tjcb7+9a8D8LWvfQ2Hw0FTUxO/+c1vZtnFFrLdrSWS/enESfJmq6jRaDSYzWZFqEmCWq3GYrEset+sV5CwhMlkQqfTLSgkLaeiRhJqEonEiiuturu76ejoYGJigsLCQqqrq2dNPiXLU1FREUNDQ4iiSCKRQK1Wk5OTs+zJf15eHj6fb01ydiREUaSrq4uenh6sVivV1dUb0l0qVfD5fBgMhnnDrbc64+PjDA4OkpWVNWshayHi8Titra3EYjHKy8vR6XT09PSg1WpTviqrrq6O0dFRzj//fK655hruvvtu+bGXX36ZBx54gMbGRqLRKAcPHmTHjh1ce+21XHnllRw5ckRe+BodHWXfvn289tpr3HLLLXzhC1+QtzM6OsqZZ57Jq6++yrXXXstHPvIhPnhZGS+++gXuvvcjfPSqg3g8ry/MqNUqXnjlJn778Mf57L88hGdIYGD4Txw4cICDBw9SV1fH5ZdfnrRb6EL3Kj/96U/p7u6moaGBQ4cO8fLLL8uvu//++3G73fzzn//k1Vdf5ZJLLuHf/u3fVn1/KyisFafmFVtBYYvyyU9+cs7fbr75Zr7yla9w5plnolKpEASBL3/5y9TU1PDf//3fXHnllTzwwAOUlJTwlnP3AbE5K7W3fuOdfO4zD/H97/2TXbtzqa7JIhwZQyOchyAIXH311Rw4cID77rsv6bgOHz5Mf38/JSUlqNVqfvGLX3DVVVcxMTHBt7/9bfx+P+95z3t49NFHueeee7jzzjsB8Hg8fPSjH5VXRMfGxmhububss88G4EMf+hA1NTXYbDaKioo4fPgwNpuN48ePy/avPXv2sHPnTmA61+Hw4cN4PB55bJJwdeGFF867X88//3yuuuoq3vnOd/L2t7+d0tJS6uvricVifOADH5Cfl5GRQSg2jkql4a1vqyAWj2OzGaiqdlJ/vAe/f4i//qWNkRk3Lz5/gMbG47z1oul/z8wXWiqXXXYZMG016+/vJxwO89xzz9HR0cHFF18sP08QBNra2nj++ee55JJLyM3NBeBTn/oUu3btmrPdQ4cOcdlll1FcXCx/J9LNzrPPPsv3v/99ANLT03nPe94jv+6RRx5hcnKS3/72t8B0cGqy7a820iReyqOQ2GwVNTBdmdHT07Pk7kCnAg6HQ26xazAYFnzuegUJz8ThcDA8PDzvcafX64nH40s6LkVRxGg0EgwG8fl8y6oQEkWRzs5O+vv78fv9FBQUzAnWlSxPhYWFqFQqPB4Per2eUCiEy+VCo9Hg9/vlluFLQWph7vf71+ScjEajuN1uAoEAubm55OXlrer2NxuiKOL3+xctUGw1wuEwnZ2dmEympN0AkyGKIu3t7YTDYcrLyzEajXi9XgKBAEVFRSkv+N91111ceeWVCILA+973Pj73uc/R19cHwFvf+la5WvOss86SrfDJMJvNvOMd7wCm7ytmihxpaWlyx06fz8eRI8c5cNX1CIJATW0OO3fl8cI/O3nTW6b3+VXXnAVAZZWT3afl8+ILQwiqPnbt2kVtbS0A11xzDZ/+9Kfx+XyzxvHss8/Oe6/y7LPPcuDAATQaDRqNhg9/+MPygtEjjzzCyy+/LHdBjcVip2xVncLmRBFqFBQ2OZ2dnUn/LuXGANx2223cdtttc57jcrl4+umn5X+LYoKpxC+IiY387K4Py1kz+y+o4njTl/AMD6NWq9Hpx/H7THR16CkpifORj3yEj3zkI7O2fe6558orG9dccw1f/epX+d3vfsf27dvl59hsNp577jnuv/9+/vd//5djx44xMTEhZ8P8y7/8C+9617t4+OGHEQSBysrKWauwaWlpCIKAy+XCbDYzNTVFS8t0N4FkgaFS15+XXnppSSX3Dz/8MC+99BLPPPMM5513Hj/5yU8oLCyc59lqVGo1BoMWv89Heno6arWKnp4+UE1fcn/98IfIyszAYDQCg+g1H5VfvZLSdGkSKk18JGvCzp07+etf/zrn+c8///yStu90OhkeHl50FYNkuzv//POX9D6rgTSJDwaDchVFIpFIudbuJ8Nut9PT08P4+DjZ2dkbPZyUwm6309XVJYdmLsR6BQnPRGrTPTExQXp6+pzHZ7boXmyljyiKaDQajEYjk5OTS17ZlzofDQ0NEQqFyMvLmyPSzLQ8ZWVl0dPTI1fTSKHp0uTf4XAs6f1h+ruQrFODg4OrmvURCARwu91yDslyxrfVCIVCJBKJU9L2JB3vgiBQWlq66PO/q6uLyclJiouLsVqtJBIJent7MRqNKS94TU1N8cADD6DX6/nlL38JTIuX0j3hTLFarVbL1dbJmLk4oFarZ2XnmUymE/bn7H2bSCSYmBgnGJhvf4nA2i6ciKLIl770JT760Y+e/MkKCilIakvCCgoK64ogqNCprkAt1CDSgyiOy9U1AmCxCiToQ6NxYTFcy+RkmMbGxgV/6BfD+973Pv7617/yne98h6uvvlr+8R8fH6e4uBhBEPjzn/88r3cZpm8iCgsLycvLo6SkhDvvvJNYLMarr77KsWPHgOnWtm9605tm+a97enoW9CzHYjHa29vZu3cvN998MxdddBGvvfYaVVVVaDQafvOb38jPHR0dRS2UIRAjLS2NSCTCVHQ6xC8jK4OSEhe7T8/me3f+jYHBAYaG+mluHqCrY3U7uMzkDW94A62trTz77LPy31566SVEUeS8887j8ccflz////zP/yStLLrgggv49a9/zdTUFDabjbvvvpsLLrgAmBbkpJvB8fFx2QsPC9vu1ppk3Z82Y0WNTqeTV3MVZqPRaBZtf1rvVtAwPZHRarXzfnfLadEtXY8tFguBQEAO910MkpVjcHCQqakpsrOzk7aonml5ikajjIyMoNFomJqaIjc3F5VKJWf+LGfyHwgESEtLk7vnRKPRJW8jGaOjozQ3NyMIAtXV1YpI839I1QkWS/Jw+62MVHFXUlKy6EyZ/v5+RkdHycvLk0WZ4eFhpqamyM/PX1exdzn84Q9/oKqqit7eXjo7O+ns7OSpp56atXiXDKvVuuzOjhaLhd27d3L/fceJJaZ44YVmjtX1s2dPAZlZ000j7rv3RQDaWj0cPdLHmWfb2Xf2Wzh69Kic+3fvvfdy2mmnzTlWF7pXOffcczl48CCxWIxwOMyvf/1r+XXvete7+NGPfiRfgyORCEePHl3WZ1RQ2AiUihoFBYVZCEIaetVVxIVGYonDJOhBFAUQRAyGbLwje+j1FLGtthCDIYv29naampooKipKumo8k0svvXTWas7Pf/5z9uzZg9Fo5N3vfje/+MUv6OjokB+//fbb+fSnP82Xv/xlzjzzTNnCNB9qtZry8nJ++tOf8pnPfIYf//jH7N69mx07dsjlrgcPHuSGG25gx44dwPQNxt133z3vynQ8Hufqq69mfHwclUpFQUEBt99+OxqNhj/84Q989rOf5Wtf+xoqlYobb7yRKz5yPiCi1+lRqVXyTbJOq8NisfC9H7ybb976F97/rgdBiGM0WvjS//duolE9iURi1VuOOxwOHnnkEW666Sauv/56pqamKC0t5Y9//CPbt2/n9ttv58ILL5RXHH/605/O2cbFF19MXV0d+/btI5FIUFZWxrXXXgvALbfcwjXXXEN1dTW5ubns2bNH3tcL2e7WGmkSP9P+tBmFGpgWnfr7+4lGo5uuImitkSqOwuHwvLam9Q4SnokUwpvs2JNWq5fSolsSZqxWK0NDQwQCgUVNwKPRKG1tbYyNjZFIJMjKyqKysnLO5NXj8ciWJ71eP6uaRq/Xy536pHya5Uz+g8EgaWlpFBQUUF9fz8DAwAIViidHFEV6e3sZHh7GYrFQWlp6ymaxJMPv96PX60+5a8fw8DBjY2Pk5eVhtVoX9RqPx8PAwACZmZmyzSYajTI4OIjdbt8UYtfdd989J+dF+u3+y1/+whlnnJH0de9973vlMOHLLrtMtlIvlvvvf4CPffxd/Pd3X0Ct1vLjn32Ayuoiuc4mFktw9p5vEwxN8f0fXoozS0+a5iLuu8/F5ZdfTiwWIysri/vvv3/Othe6V7n22ms5evQotbW1ZGZmzrq/OHDgACMjI7zlLW8Bpq+fn/70p9fFgq2gsBoIC00K9uzZI84MZVJQUDi1mL4++BCJIKADrASDQZqamsjOziY/P59oNEp7ezt+vx+n05kSK05+vx9BEOjs7KShoYF/+Zd/oaWl5aRC0mogiiJTiV8QF5sIBa1MTvhIz8hATCTwer0Iqul9Y7FoCYUHGBl4Pxr1tIc7Eomg0WjIysoiMzMzZbtKNDY2kkgk2LZtG9FolHg8TlpaGpOTk5xzzjl897vflStuNpKRkRG6urqora3FYDDw6quvkp2dnfJtVU8kFArR0NBAYWEhWVlZGz2clGJqaopjx47hcrnmFVvHxsbo6OiQj4P1xO/309zcTElJSdLrz5EjR0hPT1+0UDE5OUlrayvl5eW43W5ycnJOmsEiWUInJydJJBLY7fakIs3U1BT19fWYTCYqKyuJRqMcO3ZMtjzM/AzSNf9k4nky6urqsFgslJSU0N3dzcjICNu2bVtWBpNU8ejz+VLm9yfVOHr0KDabjeLi4o0eyroRCARobm7GarVSXl6+qNdMTEzQ1taGzWajrKxMPo66uroYHR2ltrb2lA6kXohgMEhXVxeRqR5yCv4XszkPjep1UcugvQGP93bM5ulzPMEAKqEcverjq3K++nw+LBYLkUiEd73rXXzgAx/g4x//+Iq3q6CwHgiC8IooinuSPaYsOSgoKMzL9A+odZbz2GQykZmZyfDwMBkZGRgMBiorK+UVzWAwSGlp6Yau3j333HPcdNNN06LJ1BRf/OIX8Xg8mM3mNRc/BEFAp7qMSPxu0gztBAIq/D4ftv8L7zMa0wiHB4nFIdP+acKT0+XGVquV3NxcvF4vAwMDDA4OYrPZcDqdKbeKl52dLXeLiUQiXHzxxcTjccLhMJdffnlKiDQwXW3R3d2N1+slLS0NURQ3ZUWNFL46Pj6uCDUnoNPpMJlMeL3eeYWajQgSljCbzbL9ab6cmuVYn2bm1Cwk1ITDYVpaWuRW9fOJNPB63pk0oR8cHJSraYxG46zx+/3+ZV2XpqamiEajcnVTbm4uo6OjDAwMLFlICIVCuN1upqamKC4uTvnskI0gHA4Ti8VS7jdkLYnFYrjdbnQ6HSUlJYt6TSAQoL29HaPROCvLJhQKMTIygtPpVESaJCQSCQYGBhgaGpq2nxfswWovZCrxCxJiGIF0BOH131xRDCMKHlQUoVddvmqi6gUXXEAkEiEcDnPBBRdw9dVXr8p2FRQ2GkWoUVBQWDIulwuv10tPTw+VlZUIgkBBQQEmk4muri4aGxspLS3dsPDCiy66iIsuukj+99jYmNy+saioaM2zCwTBiF79CWKJf2A2P0kg0Ec87kOr84Ogw5BWQ39PBfrCUsrL7Xg8Hnp7ewkEAhQWFlJQUMDIyAgjIyOMj4+TlpYmtxVNBaHB4XDQ19fH0NAQlZWVvPLKKxs9pKRI7a29Xi9OpxMg5bt1zIcUTLtZ7Vtrid1up6+vj6mpqaQCRDAYXPcg4ZnY7XZGR0eTtofX6/VLarMtZ4YJAhaLZcFjIhAI0NbWRigUkp8/n0jj8Xjw+XwUFhai0+mYmprC4/EgCAKJRGJWFVokEiEajS7r+i59Vkmo0Wq1ZGVlMTQ0RHZ29qIrnsbHx+no6ECtVlNVVbUhtrbNgGS9PVWChKVuTfF4nPLy8kVdKyORCG1tbWi1WioqKmado729vajVatkGpfA6k5OTdHd3E4lEyMzMlLvBQToq4TqiiaeJi8cQEQhEbwJxFFEwohXejkb1RgRh9boYvvDCC6u2LQWFVEIRahQUFJaMRqPB5XLJ1QqS8JGeno7BYMDtdtPS0kJ+fr48Qd5I0tPTMZlMdHR00N7eTmZmJgUFBWs6aRcEPVr1+dhN5zDUf4hIMIYgqAlOZFJRsZeRwSa6u7vlzipWq5WOjg46OjpkK4RUYePxeOjp6aGvr4+MjAyysrLW3cIx+7MJOJ1Oent7Z3VVSkUcDgfd3d1ypsZmFTnsdjuDg4PzdhA6lZGEQ6/Xm7QzVjAY3NB9JuXUTExMzBGJpUopURQXJSTNFGqsViuDg4P4/f45LWd9Ph9tbW1Eo1FUKhVGo3FekSYSidDb24vVapUrtgYHB+UueRaLZVbGh3QuLTdIWBCEWdevnJwcRkZG6O/vp6ys7KTb6O/vZ2BgAJPJRFlZ2SmXvbIU/H4/Wq12WbayzUh/fz8+n4/i4uJF/S7FYjFaW1sBqKiomJVtNDExweTkJAUFBUrm0QxisRg9PT2MjY2RlpZGZWXlnIotleBCr76ShDiOKA4AMRCMqChEEJTzVUFhsWzOpUUFBYUNJzMzE6PRSE9Pz6zOIwaDgZqaGqxWKz09PXR0dCypM8laodfrqaqqIjs7m5GREZqamlbcrWoxqFQ6nJlnMeF1EQoUEQhMT5SKioqIxWL09vbOGl9eXh5er5f6+nr8fj8ZGRlUV1fLXUxGRkZoaGigpaUFr9e76uHDiyUzMxOVSsXw8PCGvP9isf+f5Wx0dBTYvBU1J+sgdCqj1+sxGAxJuz9tZJCwhNlsRqPRJP3udDodoiguuvPRTKFGao8rVU1IjI+P09raSjweRxCEBUUamM7gEASBoqIiYNqeNDIyIr/XiZlOfr8ftVq9LLFYapM+8zzUaDRkZ2czPj4uW7SSEY/HcbvdDAwMkJGRQWVlpSLSnASfz3fKVNOMj48zODhIZmbmomxwiURCFjPLy8tniVlSQLVUzaowzejoKPX19Xi9XnJzc6mpqVnQVqcS7KhVNahVO6Y7YioijYLCkticd6wKCgobjmR3ikajDAwMzHpM6r6Ul5fH2NgYTU1NS8phWCsEQSA/P5+Kigqi0ShNTU14PJ41f9/09HQ5bDeRSBCJRDAajbJoNDk5KY8vNzeX6upq1Go1ra2tshBmMpkoLi5m586duFwuIpEI7e3tHDt2jIGBgVVrcbtY1Go1mZmZjI2Nrft7LwWtVovFYmFsbAzYvBU1MC06SceQwmwcDgd+v3/OsShZbTay6ksQBBwOBxMTE3O+u6V2fpop1KhUKsxms3z9gOmJlNvtlv8tZYjNJ9JIlqf8/Hz5OYODg8RiMWD6mDtR5PL7/cue/AeDwaSimdPpRKPR0NfXl/R1kUiEpqYmJiYmKCgooLi4eNOKruuFZFE7FfJpIpEInZ2dGI1GCgoKTvp8ySIVCAQoKSmZc0x6PB7C4bASTv1/RCIRWlpa6OzsJC0tjZqaGvLy8pRzUEFhjVHOMAUFhWVjNpvJyMhgaGiIcDg85/Hc3FzKy8uZmpqisbGRiYmJDRjlXKxWK7W1tZjNZrq7u3G73fLEZC2QBBhRFJmcnJQnj7m5uej1erq7u2dN4IxGIzU1NTidToaHh2lsbJRXmjUaDTk5OWzfvp3y8nIMBgP9/f0cO3ZM7sSyXjidTkRRTPmqGofDQTAYJBKJbOobS7vdTiKRmDUxV5hGqpw6sapmI4OEZ+JwOJJ+d5JQs1ghWxJqpOPYYrEQCoWIxWIMDQ3R2dkp2zQkW8J8Is1My5PUdntmNY1KpZoTVByLxQiHw8sSahaqbpJyQHw+35wKocnJSRobG4nFYlRUVKSEnXYzsBKL2mYikUjgdrsRBIGysrJFXeO7u7uZmJigsLBQvnZIxONxBgYGsFgscyyFpxqiKDI4OEhDQwPBYJDCwkKqqqo21HqtoHAqsXnvWBUUFFICl8uFSqWip6cn6eM2m42amhp0Oh1tbW1zqm82Cik4MD8/n4mJCRobG9dU5EhPT8dutzMyMiILNSqViuLiYiKRCP39/bOer1KpKCgooLKykkQiQXNzMwMDA7NW1G02GxUVFWzfvh2n08nk5CTNzc00NDTg8XjWvPJCr9fLnymVqzwkgcPn823qihqLxYJarU5q8TnVMRgMpKWlJRVqNjJIWGI++5MkoixVqJE+j5Qd09LSQm9vL3q9nkQigU6nW1CkgbmWJ2BWdZ7U1W8mK82ngfmrmzIzM9HpdLOqaoaGhmhtbUWn01FdXX1KVIesFiuxqG0murq6CIVClJSULKqr48DAACMjI+Tk5CS1NQ0MDBCLxRZVmbOVCQQCNDY20tfXh81mY9u2bYoNTEFhnVGEGgUFhRWh1WrJy8tjcnJy3gmkXq+nurqa9PR0+vv7aWtrIx6Pr+9A5yE7O5uqqioEQZgjhqw2LpcLQRBmiTJms1nuepIsn8FisVBbW4vD4aC/v5/m5uY51Ut6vZ78/Hx27txJUVERgiDQ3d1NXV0dPT09SaudVovs7GxisZicAZOKaLVaDAYDk5OTm7qiRhAE7Ha7HD6rMBu73Y7P55tVHZcqYdczv7uZoqYgCOh0ukULNdJrJaHGaDQyPDxMR0cHRqORaDSKVqs9qUgzPDw8x/I0NTXF6Ogo8Xhcvq6fiN/vl/NxlsrJqptUKhW5ubkEAgHGxsbo6Oigt7cXh8NBdXX1KROIu1r4fL4tL2x5PB7GxsbIy8ubFXg9H6Ojo/T395Oenj4newmmBdPh4WEyMzO3vMA1H/F4nJ6eHpqamojFYpSVlVFaWqrkQSkobACb945VQUEhZZC6EJ0YLDwTlUpFSUkJBQUFcin7eoT5LgaTyURNTY0sJLW0tCw6M2Ip2O12HA4HPT09sybaLpcLnU5HV1dX0gm4Wq2mpKSE0tJSwuEwjY2NSbN1VCoVmZmZ1NTUUFVVhc1mw+PxUF9fT0tLy5pM8M1mszxZTGUsFouc2bCZsdvtxOPxdbW4bRYcDgeiKMoWS8lqkwpCDSxsf1pORo0oinR2dsoiTyQSWZRIE4lE6Ovrm2V5gulKAskemJWVlXQbfr9fDjFeKoFA4KSvzcjIQK1W8/e//53R0VHy8vIoLS3d1ALrRhCNRolEIlva9hQIBOjp6cFmsy2qffbk5CRdXV1YLBaKi4uTPqe3txdBEJKKlKcC4+Pj1NfXMzw8jNPpZNu2bXOsYQoKCuuH8sunoKCwYqRg4ampKQYHBxd8rtPplO08TU1NcsjrRiOJIcXFxQSDQRobG9fEYlJUVEQoFJq1n9RqNYWFhXP+fiIOh4Nt27bJ2Tqtra3zCg9ms5mSkhJ27NhBXl4ekUgEt9vN8ePH5dLu1SI7O5twOJwyGUTJkFZbN3u+i9VqRaVSKd2fkmA0GtHpdPK+kSyGG9nxaSaSde3E706v1y/Z+iSKIm63W64mmJiYQBTFk4o0AJ2dnXMsT5FIhNHRUWKxGGlpaUknvolEgmAwuKzJvyiKi6puCgQC+Hw+uePdYibgCnPZ6vk0sViM9vZ2dDodJSUlJ31+MBjE7XaTlpZGWVlZUrHQ5/MxPj5Obm7uKVc9Eo1GcbvduN1uNBoN1dXVFBQUbGqrsILCVkARahQUFFYFi8VCeno6g4ODJ510mM1mampqMBqNdHR0zKkw2UgyMjLkTB23271gldByyMnJwWAw0NHRMesz22w20tPTGRgYWLDSSMrWKSwsxO/309DQsOCkXavVkpuby/bt2ykrK0Ov19Pf309dXR0dHR0LtsNdLA6HA51Ox9DQ0Iq3tVaoVCqMRuOmz3dRqVRYrdZN/znWCqkzVjweT5kgYQnJ/iSJKhI6nY5oNLqo64woisTjcdra2piYmCAjI4NEIoFarSYnJ+ekIs3w8DB+v3+W5QmmOz2FQiF0Oh3Z2dlyIPFMAoEAoigua/IfCoUQRXFB0czj8dDS0oLD4aC2tha/358yvwubDb/fL1/zthpSx6ZoNEppaelJxYSpqSna2trQaDRUVFQkfb7Ujlun051yYdVS1e3ExAQul4uampqUEbcVFE51FKFGQUFh1ZBaWc4XLDwTqURf6mzU0tKSMraUtLQ0qqur5bE1NTWtWs6LwWAgMzMTn8/HyMjIrMekFaz5LFAzycrKoqamBr1eT3t7Ox0dHQvm/kiTxMrKSjkUcGJigqamJhobG1cUCCwIAk6nE5/PJ1cxpBqJRAK73U4oFEqJVvErwW63E41GV0Vk22rMtD+lSpDwTBwOB/F4fFZl11JadE9NTdHd3U0gEMDpdDI+Po7ZbKasrOykx7VkebLZbLMsTydW08w3UV2NIOFkE0BRFOnu7qa7uxuLxUJNTQ2lpaVyByqFpePz+TCbzSl17K8W/f39+Hw+CgsLTypExWIxWltbSSQSlJeXz1spMzY2RjAYlJsjnAqEQiGam5vp7u7GaDSybds2cnJytuQxo6CwWTk1rkYKCgrrglS9MTExsSgbjGSZKikpke1GqTL5lMZWXl5ONBqVxYyVolarycjIQKVSMTAwMEsc0Wg0FBQUEAgEFpX5kpaWRlVVFXl5eXi9XhoaGua0tp3vdQUFBezYsYPCwkJEUaSrq4u6ujp6e3uXJWRkZmaiUqlSNqsmHo/LXvvNbhuy2+0IgqBU1STBZDKh1WoZHx9PmSDhmVit1jn2p8W26JYqA6LRKDk5OYyMjKDRaKiqqiI9Pf2ktr5klieYzqYJBAKy5Wm+CgW/34/BYFiWHSIQCKDRaOZU/ESjUVpaWvB4POTk5FBeXo5arcZqtWI2m+dcIxVOTjweJxQKbUnb0/j4OIODg2RmZs4SG5Mhte2ORCKUlZXNGw6cSCTo6+vDZDKRnp6+FsNOKRKJBP39/TQ2NhIOhykuLqayslIJ61ZQSEEUoUZBQWFVyc7OJi0tbUmWofT0dKqrq1GpVDQ3NycNyt0obDYbtbW1mEwmurq6aG9vX3HHKqPRiM1mIxqNzvms6enp2Gw2+vv7FyWYCIJAbm6uvP9aWloWve/VajVZWVnU1tZSWVmJ1WpleHiY48eP09raOseicbJtZWZmMjY2ljKVUTNJJBLo9XpMJtOmF2rUajUWi0URapIgVY4NDw8TjUZTTqhJ1rlrMS26w+Gw3IXF6XQyNDSEVqulqqoKrVaL1WolGo3OW/knWZ4KCgpmVRVEIhH5nDUajfO23xVFEb/fv+wuQsFgcE41TTAYpKmpiWAwSElJidwVT8LlchGNRlNW/E1Vtmo+TSQSobOzE6PRuKjW2Z2dnfj9fkpKShY8bgcHB4lGo6dEO26fz0djYyMDAwNy5l1GRsZGD0tBQWEeFKFGQUFhVZEqUSKRyJIySwwGAzU1NVitVrq7u+ns7EyZlVQpF8blcjE+Pk5DQ8OKKn+MRiNqtRqTycTg4OCcz1lYWIggCHR1dS1pmzU1NbJdq7GxcUk2JIvFQmlpKTt27CA3N5dQKERbWxvHjx9ncHBwUeHDTqcTURRTcmIVj8dRq9U4HA6CweCWsD+Fw+E1bb2+WbHb7QSDQbnLUKoh2Z+k6jetVotKpZr3mAwEAjQ3NwPTQvjIyMgskQaQJ6LJKurC4bBseTpxUjYwMIDP58NkMpGXlzev7SEYDJJIJJY1+ZcqPGZ+F2NjY/JnkiqCTsRsNmOz2RgcHFyxOH4q4fP5lt1CPVWRqmMEQaCsrOyk9qSenh68Xi/5+fk4HI55nzc1NcXQ0BDp6elban+dSCwWo6uri5aWFkRRpKKigpKSkqRZVAoKCqmDItQoKCisOlarFbvdzuDg4JLaXKvVasrLy8nNzWV0dJTm5uaUmVALgkBOTg5VVVUANDc3n7TD1XxIq/x2u51YLDZH2NDpdLhcrqQ5NguhUqkoKCigoqKCeDxOU1MTAwMDSwrk1Gq15OXlsWPHDkpLS9HpdPT19VFXV0dnZ+eCApVer8dut68o72atmCnUwNawP8Hm/xxrgcVikTN8UiVIeCbJuj/N16J7cnKSlpYW1Go1LpeL/v5+2e40szJGr9ej0+nmCDWSrTGZ5SkSiTAyMkI0GpXD4OdjJVUakmBsNBrl0NaOjg5ZXF6o6snlchGPx5d9rT0VkVqob6Wsle7ubkKhECUlJScNzB4aGpLbS2dnZy/43P7+fkRRxOVyreZwU4qxsTHq6+sZHR0lJyeH2tpauQuigoJCarN1ruIKCgophVRG3Nvbu+TX5uXlUV5eTiQSobGxMaVaKptMJmpra7Hb7fT19S0rBFnyyqtUqnlXjLOysjCbzfT29i55+1arlW3btuFwOOjv71+W4CUIAg6Hg6qqKmpra8nMzMTr9dLU1ERTUxOjo6NJxZjs7GxisRijo6NLer+1JpFIoFKp0Ol0W8L+pNVqMZlMiv0pCYIgoNVqlyQSryfSeX+i/enEc3R8fJy2tjb0ej0ul4vu7m40Gg2lpaVJQ1EtFsscoWY+yxNMV9NMTk5isVjm2I5OxO/3o9frl9W2WBJq0tLSaGtrY2hoiKysLCorK0+6om8wGEhPT5etbAoLs5IW6qmKx+NhdHSUvLy8kwoMXq+X3t5eHA7HSa1MgUCA0dFRsrOzTyr+bEakTKuOjg50Oh3V1dWnVFiygsJWQDlbFRQU1gSdTkdOTg5er3dZQovNZpPbZLe2tjIwMLAGo1wearWa0tJSioqKCAQCNDQ0LCo8WUKr1aLVagkGg+Tl5RGPx5PahYqKikgkEnR3dy9rjCUlJZSUlBAOh2loaFh29o/BYKCwsJCdO3dSUFBAPB6ns7OTY8eO0dfXN2tCbDabMZlMKWd/kipqANn+lKoT+cUiWXw2++dYC7RabdIKk1TB4XAQi8Xk8en1+llCzcjICG63G6PRiMvlorOzE51OR3Fx8byTSqvVSiwWk4WRcDhMf39/UstTOBzG4/HIIds2m23B8fr9/mVP/qUqvNbWVnw+H0VFRbK9czHk5eUhimJK/QakKlIL9eVmCaUagUCAnp4ebDYbubm5Cz7X7/fT0dGB2WymuLj4pNvu7e1Fo9GQk5OzSqNNDURRZGhoiPr6enw+HwUFBVRXV6dcXpeCgsLJUYQaBQWFNSM7Oxu9Xk9PT8+S7DcSer2e6upq0tPT6e/vx+12p1RWQWZmJjU1NWi1Wtra2ujt7V305zQajXJXGrvdztDQ0JwcmLS0NPLy8hgfH192BUh6ejrbtm3DbDbT3d0td41ZDmq1GqfTybZt26isrMRsNjM4OMixY8doa2uTBTmn00k4HF6SeLXWSBU1sHVsQ9LnUKpqZhMOh0lLS8NgMKTsd2y1WlGpVPJ3p9frSSQSxGIxhoaG6Orqwmq1kpeXR3t7OzqdTq5AmU/gmJlTI4rivF2eYLqaZnx8HKvVelLbRzgcJhaLLVuoGRgYkLs3VVZWnrRbz4no9XoyMjIYGRlJGStsqiIJf1shbyUWi9He3o5Wqz2p8CJlqun1+kVl2Hi9Xvx+Py6Xa1ldzFIVKaC7t7cXi8XCtm3bcDqdSsttBYVNiiLUKCgorBlSZko4HF52hYVKpaKkpISCggImJiZobGwkFAqt8kiXT1paGtXV1WRlZTE0NERTU9OiAl4NBgPhcBhRFOWqmmThy9nZ2RiNRnp6ehYV6JsMKQy5oKAAn89HQ0PDiiewFouFsrIyOXw4EAjQ2trK8ePHmZqaQq1WLylMeq2ZWVGj1+sxGo0pO4lfLJIYoQg1swkGg6hUKnJycmbZi1IJyf7k9XoRRVFujdvR0SFbN3JycnC73bJIo9VqEUVx3kmXVqslLS0Nn8/H8PAwgUCAwsLCOXYlqZpGFEUyMjJOKsCsJJ+mp6eHjo4ObDYb1dXVyxZ7pKBjpapmYfx+vxxWv5kRRZGOjg6i0ShlZWULWuSi0ShtbW2oVCoqKipOaqeT2nEbDIYt0/EokUjQ29tLY2Mj0WiU0tJSysvLt6SlS0HhVEIRahQUFNYUm80mt5teScaA0+mksrKSRCJBU1NTSk2yVSoVhYWFlJWVybk6J8tokYI1Q6HQrByGE8UYaUU8FostK+9nJk6nk5qaGvR6Pe3t7XR2dq64Qkmn05GXl8fOnTspKSlBq9XS19fHyMgILS0tSwpDXitEUUQUxVmrrA6Hg0AgsOltQ3a7HZ/Pt2wRbysyU6iJxWKy0JBqSPYnv9+PVqtlcHCQnp4eMjMzycrKoq2tbZZIAywo1MC0gDoyMkJvby92uz1pQPDAwABerxebzbaoEFW/349Go1lSMHMikaC9vZ329nasViu7du1a0aRRq9WSlZXF6OhoSgn1qYQoigQCgS2RTyPlJxUWFi5o2YnH47S2thKLxRYtTHg8HiKRCPn5+Vui0mRiYoL6+nqGhobIzMyU8+kUFBQ2P4pQo6CgsOYUFBTI3T5WgtlspqamBoPBQHt7+5KsRuuB3W6ntrYWo9FIZ2cnHR0d8woh0s2nlCeRm5tLIpFI2t3EaDSSnZ3N6OjoioOV09LSqKqqIjc3l7GxMRoaGlYlx0MQBNLT06mqqqKmpobS0lJ8Ph/PP/88zc3NjI2Nbdh3JX0HM1eZt1r3p1SymW00wWAQg8GA3W6fZS9KNWw2GyqVirGxMfr7+/F6vTgcDjIyMpKKNLA4oUbKjSosLJzz+MzqRqfTKQebL8RS82kikYgsptvtdlwu16qIBzk5OajVavr7+1e8ra1IIBAgkUhs+nyaiYkJBgYGyMzMXNAmJ4oi7e3thMNhysrKFpXBEovFGBgYwGazbfrOR9FolI6ODrmaqKqqiqKiok1fTaWgoPA6ilCjoKCw5uj1enJychgbG1vx6rZWq6Wqqkq2GrW2tqZUNxBpcpWXl8fY2BiNjY2yGDMTvV6PWq2e1RElIyMDj8eT9PPk5uaSlpZGV1fXiltfC4JAXl4eVVVVqFQqWlpa6O3tXbWW2kajkdLSUvbt20daWhrBYJCOjg7q6uro7+9f9yoW6XPNrKjZKvYno9GITqfb9J9jNZGyn1QqFVarNWWFGpVKhcVioa6ujvHxcVwuF3q9ntbW1qQiDZxcqAkEAoRCIWw2W9IOTf39/YyOjuJwOMjLyzvpGKPRKJFIZNFCi8/no6mpiampKSoqKjAajRgMhlXpNKPRaMjOzmZ8fFwOKFZ4nZVY1FKFSCQit24/Wdemrq4uJicnKSoqWrTo0t/fTyKRID8/fzWGu2GMjIxQX1+P1+slNzeX2traTf29KygoJEcRahQUFNaFnJwcdDod3d3dK66sEASBwsJCiouLCQQCNDY2ptSNuyAI5ObmUlVVhSiKNDU1Jc1rMRgMs8r4c3Nz5+1uolKpKCoqYmpqir6+vlUZp8lkoqamZla+TjJRabnk5uaSnp6O0+mkoqICk8nEwMAAx44dw+12r1tHnmQVNbC17E+Tk5MpFbS9UYTDYeLxuLy6brfbmZqaSqnrg0Q8HmdsbIyJiQkyMzOxWq20tLTMK9LAwkKNVC2TlZWVNKcjFAoxNDQk28KkXJyFWMrkf3h4mNbWVjQaDTU1NVitVoLB4KoG2zqdTjQazapdA7cSfr+ftLS0k2a0pCqJRAK32w1AaWnpguJeX1+f3LJ7sTkzoVAIj8dDVlbWkmx8qUQ4HKalpYWuri4MBgO1tbVyfpOCgsLWQxFqFBQU1gUpWFi6WVoNMjIy5KqQ5ubmVdvuaiFZtWw2G729vXOqf6TOTxJ6vZ7MzExGRkaSigdms5msrCw5KHQ1kPJ1KioqiMViNDU1MTg4uCo2Jb1ej91uZ2RkBLPZTHl5Odu3bycnJwe/309LSwv19fUMDw+vqciQrKIGtk7XJLvdjiiKK7bFbQWk80kSB+x2O4IgpNx3HI1GaW5uRhAEOXB9YGAAURTnFWlgfqFG6vKkVquprKzE7/fPqZAbGBhgdHSUjIyMk7Y6lvD7/ahUqgVtJYlEgs7OTrmNcnV1tdxuPBaLrWpbYLVaTW5uLj6fL2Vbr28Eoiji9/s3te2pu7ubUChESUnJgiKix+NhcHCQzMzMRR/HMN2OWzp+NhvSAk5DQwPBYJCioiKqqqo2reCkoKCwOBShRkFBYd2w2+1YrdYVBwvPxGg0Ul1djcViobu7m87OzlWz8KwGGo2GsrIyCgsL8fl8NDY2yhNqo9FIIpGY1SUqJycHYN7uJi6XC51OR2dn56pmvlitVmpra7Hb7fT19dHS0rIqrXCzs7OJxWJyuLJer8flcrFjxw6Ki4tRq9X09PRQV1cn36ivNvNV1KR6C+fFYjab0Wg0KSdGbATBYBBBEOQJjFqtxmKxpNR3HIlEaG5uJhKJUFVVhd1u5+jRo5hMJlwu14IVETPbzM9kaGiIQCBAQUEBGRkZ8sRdIhQKMTAwgEajweVyzSsEnYjf78dkMs27Yh+NRmlpaWF0dJTc3FzKysrk8+xE0Wy1yMzMRKfTKVU1MwiFQsTj8U1rf/F4PPIxZLPZ5n3e+Pg43d3d2Gy2pBlM8zE5Ocnk5CS5ubmbruLI7/fT2NhIf38/drudbdu2LbnFvYKCwuZEEWoUFBTWlYKCArk95mqh0WgoLy8nNzeX0dFRmpubU87OkpWVRU1NDWq1mtbWVvr6+uTJ5ExxQqfTyd1NkgklarWawsJCeQV+NdFoNJSWllJSUkIoFKKhoWHFXZvMZjMmk2mO9UulUpGRkUF1dTXV1dU4HA5GRkZoaGigublZblu8GkjCXbKQRYfDgd/vT6mco6UiCAJ2u52JiYmUCtfeCKR8mpnCgsPhIBKJpES3oFAoRHNzM7FYjMrKSgRBwOv1ypU1arV6wWtXsoqaUCgkT+LS09Mxm80IgjCr4mRgYICRkRGysrLIzs5e1Fjj8TjBYHDeyb9kOw2FQpSVlc3JvAkEAqhUqkUFFi8FlUpFbm4ugUBAESf/j82cTxMIBOjp6cFqtS6YmxQIBOjo6MBkMlFaWrpou48oivT09KDX63E6nas17DUnHo/T3d1Nc3Mz8Xic8vJySktLFy2yKigobH4UoUZh0yKKfuKJRmKJOuKJZkQxfPIXKWw4aWlpcgej1cyNkAJyy8vL5RbZqWYFMRgM1NTUkJmZyeDgIN3d3USj0Tm5MDk5OQiCMK8QY7PZSE9PZ3BwcE0mn+np6dTW1mIymejq6qKtrW3FrdUjkci8nYlMJhPFxcXs3LkTl8vF1NQU7e3tHDt2bFWqr6SKmmSVCFup+1M8Hj/l7SCSUDMTaYV+o7/jQCBAc3MzAFVVVSQSCdra2khPT6e4uFhusb5QJduJQs1My1NRUREwfZybTCb5WAiFQvT29qLX68nPz190Vxjp+pzMTjMyMkJzczMqlYrq6mrZRnji6w0Gw5rkZ2RkZJCWlkZfX98pL07CtFCj0+lW1AJ9I4jFYrS3t6PVaikpKZn3eZFIhLa2NrRaLeXl5UsKpx4ZGSEcDm+qdtzj4+PU19fj8XhwOp3U1tYuWGmkoKCwNVGEGoVNR0IcYSr+G0LxrxOJ/4KpxEEi8bsIxb/OVPyPiGJqTc4V5pKbm4tWq12VYOETsdls1NTUoNVqaW1tTdrueiORQoFLS0uJRCL09/fPaTer1WrlqpqZtqiZSKvvXV1dazJRkQJNCwoK8Pl8NDQ0LHv12uFwoNPpkgYqz0Sj0ZCTk8P27dspLy/HYDDI4cPt7e3L7hi2UEWNZH/a7CvzFosFlUq14WLERnJikLCEVqvFbDZv6Hc8OTlJS0sLGo2GqqoqYrGY3IK7pqaG9PR0WbBdSkXN0NAQwWCQwsLCWZYOi8VCIBAgHo/LnZ5ycnLIyspa9Jh9Ph+CIMyyLknVCV1dXVgsFqqrq5NWzIiiuOpBwjORhPlwOMzY2NiavMdmwufzbbp8GlEU6ejoIBqNUlZWNq8lKRaL0draCkBFRcWSrEvS8W+xWJKKianG1NQUbrcbt9uNRqOhurpa/q1XUFA49VCEGoVNRULsJRz/b2LiKwhiFiohDxW5qIQ8BNFOTPwb4fj3SYgrs2sorC0qlYr8/HyCweCKrTXJ0Ov1VFdXk56eTl9fH263O+U64jgcDnmVrK2tbU62Tk5ODiqVao6II6HRaCgoKCAQCDA8PLxm43Q6ndTU1KDT6XC73XR2di55XwqCgNPpxOfzLaqrlCAI2Gw2Kioq2L59O06nk8nJSZqbm2loaMDj8Swph2ihihqYrkbx+Xyb2v6kUqmw2WyntP1poUwUh8NBKBSaV/hcS7xeL21tbej1eqqqqpiampJFGik42OFwyHlVi62okSxPDodDrgyTkNoVDw0N0dPTg8FgID8/f0mVCH6/X25zDq9PmIeHh8nOzqa8vHzeSXM4HCaRSKyZUAPT36nRaJRDmE9VwuEwsVhs09meBgYGmJycpLCwcN7AaanqLBqNUl5evqhOZSe+RywWS/l23KIo4vF4aGhoYHJyEpfLRU1NzZqePwoKCqmPItRscoqLizl+/Pisv11yySVyi8N77rmHlpaWVX/f8fFxvvWtb636dmfy8ssvc8UVV8j/FsVJwvGfI4gaVOQgCLNvEAVBi4o8REJE4r9AFNc+oyTZ/l8MP/7xj6murua0007jb3/7Gw899NCsxwVBWHb1wGYhPT0di8VCf3+/XPK/mqhUKkpKSigoKGBiYoKmpqYNmaQthE6nY/v27TgcDoaGhmhsbJQnmxqNhuzsbLxe77z2pvT0dGw2G/39/asS/DsfaWlpVFdXyxlADQ0NS7bYZGZmolKpliwqSXaNnTt3UlRUhCAIdHd3U1dXR09Pz6K+03g8jiAI805SpUnuZq+qsdvtRKPRlGxFvR6cGCQ8k43q8DUyMkJ7eztGo5GqqirC4fAckUYan0qlIhQKLUqomWl5ShaqajKZUKlUuN3uJbcxlt4nEAjIk/9gMEhjYyN+v5/i4uKT2kikY3CtJ5oul4tIJLImgv9mYTPm00xMTDAwMEBGRsa8wbiiKNLe3k4gEKCkpGTJx1IkEmF4eJiMjIxV7Ty22ki5Vd3d3ZhMJmpra2X7s4KCwqmNItRsQR5//HHKysqA5Qs1iURiwRWqlQg1i52U79mzh4MHD77+usSrQABBWNinqyITURwmnmhc1vjWg+9973vcd999vPbaa7jd7jlCzXJYC7FjrSkoKJBLk9cKp9Mpt55ubGxMOWuIyWQiKysLl8tFPB6nqalJFjOys7NRq9UL7p/CwkIEQaCrq2tNxylZDaqrqxEEgZaWFnp7exdd2aJWq8nMzGRsbGxZlSsqlYrMzExqamqoqqrCZrPh8Xior6+npaWF8fHxea9Z83XKkTAYDKSlpaXcsbFUbDZbSraiXi+SBQlL6HQ6TCbTun7HQ0NDdHV1YbVaqaysJBgMJhVpYPr8sFqthMPhRVmfBgcHk1qeJARBkIPLzWazfJ1YLIFAAFEUMZvNeL1empubEUWRqqqqRQk+gUAAtVq95AqIpWK1WjGbzQwMDKRUt7/1xOfzodVqN02r5kgkQkdHB0ajccHOTd3d3UxMTFBYWLgs21JfXx+CIOByuVYw2rVDaqrQ2NhIJBKhpKSEioqKNT9nFBQUNg+KULMFkao8fvGLX/Dyyy9z3XXXsXv3bg4dOgTAHXfcwd69ezn99NN55zvfKWd4fOUrX+EDH/gAF110EbW1tYyPj3PjjTdy5plnsmvXLvbv3y9PBj/zmc8wPj7O7t27ecMb3jDrfU8ch/TfN998M3v37uVTn/oUH/7wh/nNb34DwLe+9S1sNptsT6itraWlpYXDhw+zZ88eAIaGBnjrRR9l7+772LP7W9z0b/8LwPPPdbDvzG9z1hn/yem7bufXD74KgG9Swyc+cS179+5l586dfP7zn5e3f+6553LTTTdxzjnnUFpays033yyP+atf/SrV1dXs3r2b0047TZ7wPP/885xzzjns2rWLXbt28dRTT8mveeihh9i3bx/FxcX84Ac/kP8+37770Ic+hNvt5sCBA1x88cXccsstHDp0iN27d3PdddfN+T6bm5u5+OKL5W394he/kB8TBIGvfOUrnHnmmXz1q19d7CGSMhgMBrKysvB4PIuyxCwXi8VCbW0tBoOB9vZ2ent7U6ZUXsp3UKvV1NbWYrVa6enpoa2tDVEUyc7OZnx8fN79o9PpcLlc+Hy+dVlVllb8srKyGBoaoqmpadGBxk6nE1EUV2zVMpvNlJSUsGPHDvLy8ohEIrjdbo4fP87AwMAcISgej5/U4+9wOPD5fJtS8JSQJvunulAzH3a7nWAwuC4d4fr6+ujt7cXhcFBeXk4gEJBFmqqqqqSdWxwOx0mFNlEU5Y5vySxPM/H7/Xg8HrKzs5c80fX7/YiiyMTEhFwRtBQrxlrm05yIy+UiGo2uqQU0lfH7/ZummiaRSNDe3g5AaWnpvAK61KVsqblKEn6/H6/XS05OTkp2SZJy3wYHB0lPT2fbtm2kp6dv9LAUFBRSjMUncilsOq655hruvfdebrzxRt7xjncAcP/99+N2u/nnP/+JSqXixz/+Mf/2b/8mV6688MILvPrqq3Ip6s0338y3v/1tAH7+85/zhS98gQcffJAf/vCH7NmzhyNHjix6PJOTk7z44ovytp5++mk+8IEP8PTTT7Nt2zZeeuklioqK8Pv9VFZWzqoiOHjwbkpKLTz+5LSQ4fVOT1q/++1nuO5fz+VDHzodQRCYmJi2QXzhpmc5583p3H3XHxFFgSuuuIK7776bT3ziE8D0Ss1f//pXfD4fZWVlfOxjHyMjI4M777yTgYEBDAYDPp8Pg8HA2NgY733ve3n44Yd5wxveQDwen9VNKBgM8vzzz9PZ2cn27du5+uqrMZvN8+67X//61xQXF/Pb3/6W7du3c8899/Doo4/y29/+ds4+i8ViXH755Rw8eJDq6mp8Ph979uxh3759VFdXA9MT/ZdeemnR30OqkZeXh9frpbu7W/5Ma4FWq6Wqqoqenh45gLO0tHRJwYRrgbTqHAqF5Dbjw8PD9Pb20tDQIK+Y9/f3U15ennQbWVlZjI2N0dvbi81mW/MbU5VKRWFhITabja6uLhobG8nLyyM7O3vBVXu9Xo/dbmdkZITc3Nwl5WUkQ6vVkpubS05ODhMTEwwPD9Pf3y9PYrOysjCbzSetqIHpSfLAwABer3dZE4NUwW6309XVRSgUWvW2yKnMfEHCM3E4HPT19TE+Pr5mbXqlsF2Px0NWVhYFBQX4/X45o6aysnLea4507nq93nnFRWkV3m63L1iNIOV/mUymBcWc+ZiYmMDj8SAIApmZmUuqyEkkEoRCoUW3AV8pZrMZm83G4OAgWVlZp1Tw6tTUFFNTU+u2r1dKd3c3wWBwwbyZ0dFR+vv7ycjIWHY1TE9PDzqdLuX2SywWo7e3l9HRUfl6sNlCoDcDCXGYhNiJKAYRBCMqoQSVsHl/1xVOXRSh5hTjkUce4eWXX+b0008Hpn80Zrb8u+SSS2b5hZ944gl++MMf4vf7V7zSfOWVV8r/vX//fm6//XYikQi9vb3cdNNNHDp0iKKiIs4777w5rz3r7NO587/u4ItfeIQ3vbmMCy+antC/+S3l3H7bk9Qf6+bit+/kjW+cnsg+/mg9L7+Uxg/+63RAIBgMzgqT+8AHPiCHb9bU1OB2uyktLaW8vJwrr7ySiy66iHe84x1YLBaef/55amtr5cohtVo968b3sssuA6arhhwOB729vVRXV6/KvmtpaaGxsVF+D0BuPS2JGlddddWytp0qqNVqXC4XnZ2djI6OLilHYakIgkBhYSEmk4nu7m4aGxspLS3d8MA+o9E4q2LG6XRiNpvp6OjA7XajVqsZHx9fcOW0qKiIxsZGuru7ZevjWmOz2aitraW7u5u+vj4mJiYoLi5esHRbqhAaHR1dNUFEEATsdjt2u51wOIzH42F0dJSxsTGMRiOTk5MnvRk2GAzo9XrGx8c3tVAzsxX1qSTULBQkLKHX6zEYDHi93jURaqQuNtJKvlTpthiRBqZzqdLT03G73UxNTc35/kRRZHR0FJg+3xfaVk9PD8FgcFkT3XA4zPHjx0lLS6OwsHDJ50MwGEQUxXW9rrpcLrlCIVWtLmuBlE+zGSb7IyMjjI6OkpubO2+r6cnJSdkuKLWbXyqjo6MEg0FKSkpWvBiwmoyNjdHT00M8HicnJ2dVFisUZpMQ+5hK/JGE6AZEEFUgJAABlVCBTvV2VMKpc31Q2PwoQs0phiiKfOlLX+KjH/1o0sdnTgK7urq44YYbeOmllygpKeG5557j8ssvn3fbGo1mlkf8xJDPmdsuKSkhkUjw4IMPsm/fPvbv38+VV15JUVER+/fvn7PtN+w7l+deuopn/+zlgYMv8+1vPc0zf7mOz33+LVx0cRWPP3qUf/387zj/gkq+cft7EUWRX//uMmorvpd0FXCml1utVhOLxVCr1fzzn//kH//4B8888wxnnHEGf/rTn+b9vAtta6n7bj5EUSQzM3PByqXNUvK8EBkZGYyMjNDb24vdbl/zFdGMjAwMBgNut5vm5mYKCwvnDTRcD4xG45xVdMlq0N3djcfjoa+vj7S0NLZv3550G2lpaeTm5tLX14fX613WKvpy0Gg0lJaWMjY2Rnd3Nw0NDRQUFMy7P81mMyaTiaGhoTURRNLS0igoKMDlcjE6OorH46G3txeNRoPVaiUrK2teIUkKdY7FYhteabVcZraizsvL2+jhrBsLBQnPxOFw0N/fTzQaXdXKs0QigdvtZnJykvz8fLKzs5ck0kg4nU6ampqSCm1SlUxFRcWCVqZAIEBHRwcOh0MWixbLxMQEjY2NTE1NccYZZyzrHF2MaLbaGAwG0tPTGR4exul0pqTdZS3w+Xyo1eqUz6cJBAJ0d3djtVrJzc1N+pxgMIjb7SYtLY3S0tJlhelKFWdGozFlrESRSITu7m4mJycxmUwUFRWdUiL6ehEX24nEfwaiFoG86ePn/w4hURRJiD2ExR+gV38StVCysYNVUFgkipS7xbFarUxMTMj/fte73sWPfvQjOVAxEolw9OjRpK+dnJxEp9ORk5NDIpHgJz/5yaztBoPBWZUi5eXlsgXn6aefZmhoaMGxnX/++Xz5y1/mggsuoKCggNHRUZ566qmkQk1n5yAO25lc+qFC7vjPd/Paq9Mhpq0tw1RV5nD9DRfxqX95Ay+/2M3IiIeL317Md//TLQtHIyMjdHR0LDgen8+Hx+PhLW95C1/96lfZvn07x48fZ9++fTQ0NPD8888D03kXJwukXGjfnciJ39FMqqqqMBqN3HffffLfmpqaZlmvtgoFBQXEYrE1DRaeiSSEWCwWurq66Orq2rAwSumm7cSsF5VKRXFxMWVlZVitVurq6uju7p53O9nZ2RiNRrq7u9c9ayU9PZ3a2lpMJhNdXV1yS9VkOJ1OIpHIvMf9aqBSqcjKyqK2tpbCwkKsVivDw8McP36c1tbWpG2sHQ4Hoihu+owXu91+0u5BW42FgoRnshbdn+LxOC0tLUxOTlJUVLRskQamzw1BEPB4PLP+LnXAUalUJ201LIWwlpaWyufaYo6FwcFB2traiMfjlJSUzDuhPhmBQACtVrvuYkleXh6iKMq5e6cCUpVlKncIisVitLe3o9VqKSkpSTpWqWW9RqOhoqJi2Ys1Q0NDRKNRCgoKVjrsFSOKIkNDQzQ0NOD3+ykoKKCqqiplRJrf/OY3nHbaaezevZvq6uplLSYC/OQnP+HOO+886fOuvvrqWTmOq7VdmO4KG4nfjSCaUQkZc44xQRCm/y4aicTvRhRXfg/d2dm57AW+a665hm3btvGhD32I3//+93IsBDArn1NBQRFqtgAXXHAB+fn58v9migif/OQn+drXviaHCR84cIArrriCt7zlLezcuZMzzjiDf/zjH0m3u2PHDj7wgQ9QW1vLWWedRUnJ6wp0eno6V1xxBTt27JAtQV//+tf5zne+w+7du3nssccW9M/DtP2pu7ub888/H4BzzjkHi8WStGz58OHD7DvzG5y95+e85x0/5fs/vBSVSsUPf/A3Tt91O/vO/A733P0KX7v17SQSEb74H6cTj9nYtWsXO3bs4G1vext9fX0LjmdiYoL3vOc97Ny5k+3bt5OTk8P73vc+0tPTefjhh/nXf/1XeZ+98sorC25roX2XbD8EAgF27do1J0xYo9Hwxz/+kQcffJCdO3eybds2Pv3pT69LGOZ6YzQaycrKYnh4eNHhtCtFyoTJzc1lZGSE5ubmDdm3Uq7GfIHB6enp7Nu3D5PJxEsvvTSvqCQIAkVFRcTjcXp7e9d0zMmQutnk5+czOTlJQ0ND0gmxw+FAp9OdVMxdLQwGA8XFxXL4cCgUoq2tjePHjzM4OCiLWkajEb1ev+m7P22VduNL4WRBwhIzLW6rQTQapbm5mWAwSFlZGZmZmcsWaWC6IsxsNs8RaqQuT7m5uQsKIIFAgPb2dhwOBwUFBVitVoAFq2qkgNe+vj4cDgc5OTnyubAcAoHAhthJ9Xo9GRkZeDyeU0KkjMVihMPhlK6qleyA0Wh03ky4WCxGa2sriUSCioqKZQt80WiUwcFBHA7Hhu+TYDBIU1MTvb29WK1Wtm3bJouwqcDAwACf/vSneeSRRzhy5AiNjY3cdNNNy9rWtddeyw033LDKI1zadqe7wkYQhIW/d0GwABFiiSMrHt9yGRoa4ne/+x3Hjh3j17/+9RyhZrlIDVMUthbCQp1P9uzZI7788svrOBwFhfkRRZFo4kmiiadQkYsgzP0xF8UwcXGIkcE3MeopwmazUVRUdMqUQW92YrEY9fX1pKWlUVVVta7vPT4+TmdnJ4IgUFJSIk9w1ou6ujqsVivFxcXzPmd4eJhXXnkFo9FIZmYmpaWlSVfn+vr6GBwcpKKiYt0/h0QoFKKzs5NgMEhmZib5+fmzVkmHhobo7e2lpqZmURPslXD06FEcDocsHktVMx6PB5/PhyAIpKenk5WVxfj4OENDQ+zcuXPT2p8AGhsbUalU634ebQThcJj6+nqKiooWtcLZ19e3Kt9xJBKhtbWVaDQqV71NTk7idruXJdJI/OMf/8Dj8fDWt74Vg8EgT/pMJhN+v3/Bz1lfX8+xY8fYu3cvpaWlwPS1xWKxJF0wmJqawu12y3k2OTk5HDt2DJPJJL9+KcRiMY4ePSpva72JRqMcO3aM9PT0Ba+lWwGv10t7ezvV1dUbnrM2H1K4+3zHbCKRoLW1lUAgQGVl5YoEls7OTsbGxti2bduGtbiWrFfDw8NotVoKCgrWzYa8FF577TXe/va309bWNuf3909/+hNf/OIXicfjZGVl8dOf/pTy8nK+9rWv8fDDDwPT143GxkbGx8e588478fv9fPvb3+bYsWN8+tOfJhAIEA6H+eQnP8n1118PTFfU7Nmzh89+9rO4XC5ee+01nE4nl1xyCYIg8NhjjzE8PMzpp59Ob28vX/nKV+TtPvfcc3z2s58lkUgQjUb50pe+xIc//GF+9rOfceedd6LVeRETAvf/6mqqqrNpaR7mpn/7X0ZGAkSn4nz2ujdz5dVnAWDQ3sBXvr6fR/8wwejoKP/5n//J+9//foLBIFdddRX19fVy84mHHnoIgLvvvpv//u//BqYXpB599FFCoRB79uzhU5/6FI8//jjBYJC77rqLc845h1gsxtvf/nZGR0cJhULs3buXn/70p0QiEc466yxaWlrYvn07H/7wh7njjjvke7p//dd/pbCwkBtvvBFp/v34449z2223EQ6H0el03HnnnZx99tkcPnyY6667jjPOOIPXXnuNW2+9VW4co7C5EAThFVEUk5ZRbd67UIVTDkEQ0KreioCeqPgnRBIIohnQIBIFIQCCDr3qIxQXnoExbZi+vj4aGhooLi6eN7xOIXXQaDS4XC66uroYGxtbV4+53W6nuroat9tNa2vruk80pAnZQmRlZZGfny93uGlqaiI/P39OjkRubi7j4+N0dXWxbdu2DQksNBgMVFdX09/fz+DgIJOTk5SUlMg34pmZmfT39zM8PLzmE6oTuz4JgiC3Ng6FQnL48OjoKCqVCq/XuyW6P61FFksqstRMFLvdzuDgIBMTE8sOLw+FQnIVQGVlJSaTaVVEGpjO0JKyptLS0ujs7ESj0ZCfn09TU9O8q/KBQAC3201GRsYs64fFYklaUePz+Whvb0cURcrLy7HZbCvuIrQR+TQz0Wq1OJ1OhoaGyMnJSfnslpXg9/tRqVRrLnQvl4mJCQYGBsjIyEgq0oiiSGdnJ36/n9LS0hWJNMFgkNHRUXJycjZMpJmYmKC7u5upqSmysrJwuVwp24Fs165d7N27l8LCQs4991zOOeccDhw4QDwe58CBA/zlL3+htraWu+66iyuuuIIXXniBW265hVtuuQWAj3zkI7z1rW+dc19dXFzMoUOH0Ov1+P1+9u7dy1vf+lZqampmPe+8887jmWee4f3vfz8dHR0IgkA0GuXpp59O2lDkjjvu4KabbuLDH/4woijKtumbbrqJxsZXsTt/SjTiJB5PEIvFufrAffzPPZdTXZ1NMDDFG8/+LmedXUxV9fR1zWIRefHFv/Lcc6/ywQ9+kPe///08+eSTciUwIFfWHj58mG984xv8/e9/JycnB7/fj0ajIRQKMTo6yr59+7jttts4ePAgX/jCF/jHP/6BWq3mgQceICMjA1EUueqqq7j77ru59tprefzxx2d1zW1sbJQFLOn9JNxuN1//+td58sknsVqt1NfXc/HFF8sW+Pr6en7605+yb9++lRwOCimMYn1S2FQIgoBWfR4G9X+gFd6LSpWNIJhQq1xohcum/64+A5j2+ldXV6PVamlra6O7u3vDMkgUFk9mZiYmk4ne3t51L+VMS0ujpqZGbuPrdrvXbQxGo5FwODwnN2UmgiDInSJyc3Mxm810d3fjdrtnZdKoVCqKioqYmpo6qeVvLREEAZfLRVVVFYIg0NzcTF9fH6IoolaryczMZGxsbN4sm9VAFEUSicS8N8wGg4HCwkJ27txJQUEBOp2OkZER/vnPf9LX17dpLRRrkcWSqiw2SFjCZDKh0+mWbXELBAI0NzcD0zliqynSwHTgttSme2BggFAoRGFhoXwMzyfUtLe3EwgE5N89CYvFQjQanWUp9Xg8tLa2otFoqK6ulidcK+0iFAgEADZUPMjJyUGtVm/otW898Pv9mEymlLHTzCQSidDR0YHRaJzXBt/b24vX6yU/P3/FVSc9PT1oNJoNq+Jqb2+nra1NrmKceb6mIiqVit///vccPnyY8847j8cee4ydO3fyxBNPsGvXLmpra4HpLJUjR47MEnr/4z/+g2AwyHe+85052w0Gg3zsYx9jx44dvPGNb6S/vz9pDub+/fs5dOgQ//znPzn77LPZu3cvL7zwAocOHZLjEGZy3nnnceutt3Lrrbfy4osvyr9v559/Pldf/Ql+/INX6e8bx2jU0drioalpiAMfvoe9p3+LC879PpFIjKam163Wl36oBkhw9tln09/fTzgcZteuXTQ2NvKZz3yG3/zmN7Lg99hjj3HllVfKx5bZbJZ/a8xms1zFcvbZZ+N2u4HpxaFvf/vb7N69m507d/LMM88s2BRkPp588kncbjdvfvOb2b17N1dccQWxWEy2jVdUVCgizRZHEWoUNiWCYEarfgN69bWkaa5Hr/4EWvUZCMLsG3WDwUBNTQ3Z2dl4PB4aGxtPWrWgsPEUFBQQjUYZGBhY9/dWqVSUlpaSn5/PxMQETU1NczqYrQVGoxFRFE+az5ORkYFer8fj8VBRUSGPs7GxUZ5kwfQNhJT5M/PvG4HZbKa2tpbMzEwGBwdpbGwkFArhdDoRRZHh4eE1e29JnD3ZTbNarcbpdLJt2zZ27doll7AfP36ctra2TRfgvdpZLKnMYoOEZ2K325mcnFyyEDs5OUlLSwsajUYOBl1NkQams1YsFgsjIyN0dXWRnp6O3W6XRdxkn9Pv9+N2u3E6nXO6fc3MqRFFka6uLrkDT3V19SyBa6VdhILBIGlpaRs6SdVoNGRnZzM+Pi4LR1uNeDxOMBhMybbcUuYRQGlpadKKzqGhIblD13KrtyTGx8fx+/3k5eWt+3E3MjJCfX293GWvtrZ2w/NxlsL27dv5zGc+w5///OdFVZ3ffffd/PnPf+bgwYNJv9d///d/Jycnh9dee42jR4+yd+/epPdP559/Pk8//TRPP/00+/fvZ//+/bP+fSLXX389jzzyCFlZWXzuc5/jS1/6EgAPP/wwX//6bQSCCd564Q958k+NTEWjOBwGnvjzR/nnyzfywis30dx2C+9+z055e2lpZuD161QsFqO0tJT6+nouvPBCDh06xK5du0567zezekvq+grwwAMP8Pe//52//e1vsh1sOfeRoijytre9jSNHjsj/6+/vl8+ZzXSsKSwPRahR2PIIgkB+fj4VFRWyXWS9QkwVlofJZCIzM5Ph4eF1EUmSkZ2dTUVFBbFYjMbGxjUPmD1ZoLCEIAhyIK7X6yU7O5vq6mq5YmVgYECe0LlcLnQ6HV1dXQtW6qwHUpVPeXm5vE/Hx8ex2Wx4PJ41q3aTJuJLsX8VFBSQn59PQUEBubm5BAIBWltbOX78OENDQ5smtM9ut+Pz+TbNeJfLYoOEZyJ1+FqKAOf1euWQ4KqqKvR6/aqLNDB98y9VywWDQdnGtJBQ09bWRigUoqamZs5kVafTodfrGRsbo7m5mZGREXJycigrK5vz3JV2EdqoIOETcTqdaDSadesiuN5I4nsqTtR6enoIBoOUlJQktSGNjY3R29srB16vBFEU6e3txWAwLLsDz3IIh8M0NzfT1dWFwWCgtraW3NzclKxuSkZfX5/cyRSmq5s8Hg+1tbUcPXqUpqYmAO69915OO+00LBYLhw4d4o477uCRRx6Zt3PV+Pg4BQUFaDQajh8/zt/+9rekzysqKkKtVnPvvffKQs0999yDVqtNWoHV0tJCWVkZn/rUp/j85z/Piy++KHcTO+usfdz8hZvYf0Ehr7zSRUaGGoNBw1N/6kL7f9fj5qYhJidfv5fUCPsQhNnXvt7eXtRqNe95z3u488478Xg8jI2N8fa3v51f/vKX8rzB7/ef9L50fHyczMxMLBYLExMTPPDAA/M+d6HOrxdddBF/+tOfqK+vl/8mdddVODVQMmoUThmsViu1tbV0QNOtawABAABJREFUdXXR29vLxMQExcXF6HS6jR6aQhJcLhder5fu7m4qKys3ZAwWi4Wamhra29tpb28nJyeHvLy8NbkZ0+v1qFSqRXW8cjgcDAwM0N/fj91ul1uNd3d309/fL+fB6HQ6CgsLaWtrY2BgYM5K+0Zgs9lmnYeCIDA1NcXo6OiaZMIstqJmJpI1JhAIyF3BvF4vHo+H3t5e+vv75fDhVM2HgOnjZGhoiImJiXXNe1pPpLympX4PJpMJjUaD1+tdlO1Cqm4xm82Ul5ejVqvXRKSBaWFlfHyceDyO2WyWtysJNSeKjlI1TU5OzrzWD7VaTV1dHeXl5ZSWlib9zFIXoeXm9kxNTRGNRlPinFCr1eTk5NDb24vP50vJypOV4Pf7EQQhJUSxmYyMjDAyMkJubm7SCg2fz0dnZydms3lVssmGh4eJRCJUVFSsi0gitX8fGBiQFx/WUyBaLWKxGF/+8pdloSmRSHDrrbdy5plnct9993H55ZcTi8XIysri/vvvB+C2227D7/dz0UUXyds5UYj50pe+xIEDB7jrrruorKzkzW9+87xj2L9/P3//+9/Jzc0FpqtA3/SmNyV97ve+9z2effZZWXT+/ve/Tzwe5+qrr2Z8fByVSiQnL8h1N+xDn6bld3/4JDff9Ae+d+dh4okETqeF+391FaI4LbBoVLvnvMexY8e4+eabgekFni9+8Yvk5eWRl5fHF7/4RS644AJUKhV6vZ4//vGPC+7fK6+8kj/84Q9UV1fjdDp505veNO+93YEDB7j66qv5zW9+I4cJS1RUVHD//ffzsY99jFAoxNTUFG984xs588wzF3x/ha2D0vVJ4ZRkZGSEnp4euZ1xKqbyK0znKHR3d887sVgvRFGkp6cHj8eDxWKZt83oSpmZe3EypI4fJSUlsybho6OjdHd3yzeRdrtd7oZRU1Mz70rYRjA6OkpPTw8dHR1kZWVxzjnnrPp7BAIBmpqa5LDUxdLb28vw8DC7du2aJfIEg0F5pS2RSGAymXA6nTgcjpRcTa2rq8NsNi+rg89mYGxsjI6ODmpra5d8bHd3dzM6OsquXbsWrLgaHBykr68Pq9VKWVkZKpWKyclJ2traSEtLW1WRBqaP2d///vdkZGSQlZXFtm3bSEtLw+/309zcTGVl5Szh4ZVXXqG1tZXzzjsvqY1kdHSUuro6hoeH2b9//7wTy/HxcdxuN1VVVcuq1JBenypdiBKJhNzBpbq6eqOHs6o0NzcjimJKfS6pO5nFYqG8vHzO9TAUCtHc3Cx31FnpOROLxTh+/Lgsnq41fr+frq4uwuEw6enp5Ofnb/mg9s3C2NgYA0NPku58GqulELVqbrdLUfQj4kWnvgqNameSrSgobAwLdX1SrE8KpySZmZnU1taSlpZGe3s7nZ2dW94esBnJzMzEYDDQ29u7oUHQgiBQWFhIcXExfr+fxsbGNck+MBqNi85QcjgcGAwG+vv7Z9maMjIyqKmpQafT4Xa76e7ulr37nZ2dG26BmklGRga1tbXk5+fT2dnJkSNHZoUirwbLqaiB160xJ5YkG41GioqK2LlzJ/n5+cRiMTo6Oqirq6Ovr4+pqalVG/tqYLfbmZiY2LJB6ksNEp6J3W4nkUgsaH/q6+ujr68Ph8NBeXn5mos0UoZMWlqaXHEg5QxJ3+HMCbDUuSknJwen0zlnW729vXR2duJ0OikuLl7w/JKqNJZbERMIBBAEIWXEYCl0PRAIbKmspkQiQSAQSKkqoVgshtvtRqvVUlJSMkekiUajcthuRUXFqpwzAwMDJBIJ8vPzV7ythYjH43R3d9Pc3EwikaC8vJySkhJFpEkRPB4PHR0daNVnkGG9HpVKRULsIyEOkRBH/+//+0BQoVN/QhFpFDYVilCjcMoi5Qzk5uYyOjq6ZpNvheUjCSRTU1MbEix8IhkZGfIKppT1sJpIJciL7TTkcrmIRCKMjo7O+ntaWhrV1dVyiHZbWxtOp5NgMLimwb3LQafTsWfPHvLz8+no6KC+vn5ev/ZyWE5GDZy8M5BarSY7O5vt27dTUVGByWRicHCQY8eO4Xa7k7ZD3ggWI0ZsZpYTJCxhsVhQq9VJJ/GSYDI4OEhWVpY8+VxLkQagv7+fUChEUVGRbG2RjsFkGTWNjY3E43F27Ngx6++xWIy2tjaGhoZwOp3U1tbO26ZbQuoitNRzRSIQCGAwGJb9+rUgIyODtLS0OYL2ZiYQCCCKYsrk04iiSEdHB9FoNGm1aTwep7W1lXg8Tnl5+arYzcPhMB6Ph8zMzDVtwe71eqmvr8fj8ZCdnc22bduWVJmpsLYMDg7S3d2N3W6fPra020lTfxG95pNoVGehVlWjUZ2NXvMp0tRfQKNKnQo0BYXFkDq/pgoKG4AUzFpVVYUoinPCWBU2HrPZTEZGBkNDQynRKlnKg7FYLHR1da1qUO9iA4UlbDYbJpMp6TErhWiXl5cTjUYZHBwkkUjQ39+fEvtxJoIgUFNTg9PplCeYXV1dq1LlJm1jOd1ApGqUk43DarVSXl7Ojh07yMnJwe/309LSQn19PcPDwxtarbeQGLEVWE6QsIQgCNjtdsbHx2edP9LEU8raKCwsnCXSGAyGNRFpAoEAQ0NDZGRkkJmZSSQSweFwEAwGiUQic4SayclJOjo6yM/Pn5UrEwqFaGpqwufzUVRUREFBAYIgYLFY8Pv9Sa9XiUSCYDC4osl/MBhMCcvTTGaGr4+NjW30cFaFVAsSHhgYYHJykoKCgjnfvyiKuN1uwuEwpaWlq5Zf1Nvbi0qlWrPctampKdra2mhvb0er1VJTU0N+fn5KiZCnOr29vfT19ZGenj6ru5ggqFELFejU70GvvgKd+t2ohfI54cEKCpsB5YqjoMDr7YMdDgf9/f00Nzen3GT2VMblcqFSqejp6dnooQDT7V/Ly8vJyclhZGSE5ubmVbG8GAwGBEFYUgv5vLw8pqam5q3ukcJ7TSaT3HJaap2aSmRmZmI0GnE4HPJ+PbHl+HKQ7CLLucGez/40HzqdDpfLxY4dOyguLkatVtPT00NdXR3d3d2LCopebQRBwGazMTExseUE6Egksqwg4ZnY7Xbi8bhcaZJIJGhra8Pr9ZKfny9PBGeKNKtl3ZhJIpGgs7MTjUZDQUEBer2eaDQqr957vd45Qk19fT2iKLJ9+3Z5O+Pj4zQ1NZFIJKiqqpqVR2OxWEgkEknPqZVWaUihzqkm1MD0eWw0GrfMIozP58NoNG5oC3SJiYkJBgYG5DylE+ns7JQFQ6lN/EqZnJxkYmKC3NzcVT8PRVFkeHiY+vp6fD4f+fn5VFdXp0RAtsI0UrXj0NDQrGpHBYWtiCLUKCj8H2q1mpKSEkpKSgiHwzQ2Ns6xlChsDFqtltzcXCYmJlKmMkAQBFwuF2VlZfLxslK7i5S1sRShxmq1YjabZb9+MrRaLZWVlRQVFWEwGKirq6Orq2tFY11t1Go1mZmZjI+P43Q65UDl5uZm+vr6lj3BWklFjdlsRqvVLrk1u0qlkm1y1dXVOBwORkZGaGhooLm5edakez2w2+3EYrEVi16phmRVXYk4YLVaUalUeL1eYrEYLS0tTE5OUlRUJAfzrrVIA9NVCeFwWG5bO9MeMm2rG6G310d/X5CRkRBer5fOzk45MBymbVNutxuDwUBNTc2c/SJlmiS7Tq20SkP6LlJ1QpuXl0ckEll1u+p6I4oigUAgJappIpEIHR0dGAyGpC2V+/r6GBsbw+VyLbuT2IlIuUt6vX5OJtNKkcKOe3p65MW77OxsRQRIIZJVOyoobGWU9twKCieQnp6O2Wymo6ODzs5OJiYm5JtnhY3D6XQyMjJCb2+vPLlKBex2O9XV1bjdblpaWsjPz0/aeWWxGI3GJeeJ5OXl0dLSwsjIyII3rzk5OVgsFp555hmee+45VCoV+fn5KXMj6nQ6GR4eZnh4+P9n78zDGyvr9v852ZemSbql+75PZ4UZdmRHUEAFBEEQRAEBURF9EXn1RfEVgVdcQeDHogLKIsgiioIzKPuwzNZ9S9s0aZu0SdMszXp+f9RzaKd7pzPTmcnnuuZimCQnJyfnPDnP/dzf+0tBQQF1dXU4HA4GBgbw+/2UlpYuOqh0Txw1gCyyJJPJJW3DaDRiNBopLCzE4/HgdrtlO31WVhbZ2dl7PZTSbDajUCjw+XwrKoB0T9mTIGEJhUKB2WzG7XYTCASIRCJUVFTI4se+EGmCwSADAwNkZWXJDhqtVguAs9/HW294+cc/OtBq9IRCIV54zotSNUZxSYwzzqgnkUhgt9vx+XxkZmZSXFw847mqVCoxGo2zCjV6vX7Jv3OhUAiFQrFX80L2BLPZLAvamZmZK+b3Y7GEQiGSyeR+F2qSyaTszJQ6oU3G7XbL+U6ztYxfCsPDw4TDYcrLy5ftdyuZTOJyuRgcHJQX7CZ3UkyxMpDOudHR0T2+z0qR4kDhwPylSpFiL6PRaKiurqagoACfz0dTU9OKCQc9VJGChSORCIODg/t7d6YghfdarVYcDgddXV1LziUxGAzEYjFisdiCX2MymTCZTHO6aiSMRiMnn3wyaWlpfPDBB7S3ty/qvfYmWq0Wi8WC2+0mmUyiVCopKSmhoqKCaDRKc3Pzor/7RCKxRyKr1WolmUzuccCxSqUiNzeXhoYGKisr0ev1uFwudu7cSVdX114dXxQKBenp6SvGjbZc7EmQ8GQMBgOdnZ34fD6qqqpkkWZ0dHSvizRSyZNGo5nSvUar1dLvCPGT29/inbc9pJvUWKwKcnJ0ZGWp6e/3svVtkSf/2MauXU2Mjo5SVFREaWnpnCKEyWQiGAxOGSdEUSQQCOzR5D8YDGI0GleM6DsTBQUFxGKxFReovhhWSj5NX18foVCIsrIyWVSU8Pl89Pb2YjabKSoqWrb3TCQS9Pf3k5aWhtVqXZZt+v1+mpqaGBgYICMjg1WrVqVEmhWIFEgtLZymRJoUhwopoSZFilkQBIHc3Fxqa2tRKBS0tbXtUQlGij3HZDJhtVoZGBhYcRlCSqWS8vJyCgsL8Xq9tLS0MD4+vujtLDZQWKKgoIB4PL6gSYjBYGDTpk3yCnNTU9OydlraE2w2G4lEYkrZocVikbttOBwO2traFpwJtFQnjITRaFxS+dNsSJkxVVVVNDQ0kJOTg9/vp62tjaamJlmkWm4sFgvRaHTR59VKZk+ChCXC4bCcXZKVlSU7jkZHR+UyotlEmtLSUnbt2iXvy+mnn87ll19OIpHghBNO4MUXX5z3/S+++GLeeuutaa7NkeEIT/yhB5UKikssGAxaeTxxu92kpSmprrXxj783880bfszpp5/Oaaedxrp161i3bt2swp/JZEIURZRKpTzp//jHP05vb++SJ/+iKC7Ld7G3SUtLw2w2MzAwsF8DvveEsbExdDrdfm0N7fF48Hg85ObmTuuAFAwG6e7uxmg0LqvrBSY6/MTj8WURf+LxOHa7nfb2dgCqq6spLS3dK2Jsij1DKkkNBoOUl5dPyd1KkeJgJyXUpEgxD1KXn6ysLAYGBpY8AU+xPEirzg6HYz/vyczYbDaqq6uJx+O0tLQs2sUglfYsNnjWaDRiNpsZHBxc0CQkJyeH/Px8OcC4o6ODvr6+/S5EpqWlYTQapzlnVCoVFRUVlJaWEgqFaGpqWlCG1J46aqTOQKOjo8suoGi1WgoLC1mzZo3cjrm3t5cdO3bQ19e3rOOM2WxGEIRlE5z2N8sRJBwMBmltbUWpVLJ69WpZ/FuISDMZn8/HqaeeSl1dHQ899NCCz7dgMMiNN97IqaeeOi1o9ZVXugEBg35iWzq9jlg0RjAUZGxsDL1eTzAQIL/AiHdE5LPnX8S2bdvkP7OVuKWlpU2bPP/+97+nsLBwyUJNOBxGFMUVGSS8O/n5+SQSCQYGBvb3riyJPXU+7SmhUIje3l7S09OndVwaHx+no6MDtVpNZWXlspaXRaNRuSPangqCw8PDNDY2MjIyQl5enty6PsXKIxqN0trayvj4OBUVFcvmpEqR4kAhJdSkSLEAFArFtBIMt9u9v3frkESj0ZCXl4fP51t0lsu+wmQyUVdXh06no7Ozc1FOLKVSiVarXZLzIT8/f8GuGkEQ5BXEtLQ0OR9mJQiRNpuNSCQyo8snMzOTuro69Ho9drudzs5O4vH4rNvaU0cNLF/502woFAqysrKoq6ujtrZWzkxpbGykra1tWvvopSB9zwdL+dOeBglLLiaVSkVtbS25ublEo9EpgbwLEWmGhoY48cQTOeWUU/jZz342o4PA7/fzpS99iU2bNrFmzRq+9rWvEYvFsNvtXH311Wzbtg2Ayy67jKuvvpqPfexErr3243yw7QFi8YmyRL1OjyiKDAwMEg6H0Wq06PQ6cnKyUSgVOF3THTStra2cccYZbNy4kbVr1/Lwww+jUCimTfQ3bNhAT08PiUSCNWvW8NxzzwHwz3/+k9ra2nnL8pYj1HlfYTAYyMjIYGhoaMWUfC6UcDhMIpHYb0JNPB6ns7MTtVo9rdNOLBajo6MDYK+UCTocDrnV+lKJRCK0t7djt9vRarXU1dWRn59/wOYVHexEIhFaW1uJxWJUVVVNc2+lSHEokBqdUqRYBBaLhfr6etLS0ujt7aWjo2POSWKKvYPNZkOn09Hb27vfHSCzIeUcSU6sxZwrBoNhSUKNwWDAYrEwODi4oPfS6/Xk5ubi9Xoxm81ThMj92fHMYrGg0WhmzaPRarVUV1dTWFjI6OjonKVbe+qogQkXgkql2iduFKPRSFlZGWvWrKGgoIBIJEJnZye7du3C5XLt0eTSYrEwPj6+34W45WBPgoS9Xi8dHR1otVpqamrQaDSYzWYCgQA7duxYVCbNZz/7Wc466yxuvfXWWZ9zww038LGPfYx3332Xbdu2MTQ0xN133834+Dg6nW7K+blr1y5+9ctH+ex5v8bt6aKr631i0ZjctWtwcBCDceI6t1qtE8dAq+Qf/3hWLnu69tpricfjXHTRRdx9991s3bqV119/ndtvv52WlhbZPSCNEclkEqPRiF6v58knn+SrX/0q7777LldccQV/+MMf5nUbBINBVCrVlE5VK5n8/Pz/iF4HlqtGEsz2l/vDbrcTi8UoLy+fcm1ILe1jsRiVlZXTMmv2lEAggNfrxWazLekck77rpqYmgsEgxcXF1NbWLjqYPsW+Q+rAlUwmqa6u3u+ZTClS7C9SQk2KFItErVZTVVVFUVERfr+fxsbGFZPvcaggCAJFRUUrMlh4MpITq6SkhLGxMZqbmxckwOj1erm0Y7FI1v6FHpe8vDx0Oh09PT2yE8hoNGK32+nu7t4vWQ6CIJCTk8PY2Nisx0sQBGw2G3V1dahUKjo6Oujp6ZlWnrQcjhpBELBarXul/Gk2JocPV1RUoNPpcDqd7Ny5k+7u7iW12pZCcg8GV81Sg4Q9Hg9dXV0YjUZqamrkrI9gMIjX6yUajVJdXb1gR8CZZ57JE088gdPpnPFxURR5/vnnueOOO1izZg1r167lnXfeYevWrSQSCeLxOAMDA3JQ5pFHHklbWxejo34s5kKcri6GhoYYGRkhGApitVqpKK8gzfTRxEVQCKxuOFUue/r1r39NW1sbzc3NXHjhhaxbt47jjjuOSCRCc3PzlDbdkmgnlZPU1tbygx/8gKOPPpobbriB9evXz3sMpCDhAwWtVktmZiZut3vBWVcrgUAggEaj2S+CmMvlkgOrJ3/XoijS1dVFKBSivLx8r5wHDocDtVq9pO5RwWCQ5uZm+vv7SU9PZ9WqVWRnZy/7PqZYPgKBAK2trQiCQE1NzYrPvkqRYm+SSs1KkWKJ5OTkYDKZ6O7upqOjg5ycHAoKClI22n1Eeno6FosFl8tFRkbGil7NzcrKQq/X09XVRUtLC8XFxXMG4kk3JuFweNErSXq9HqvVytDQEDabbd4JpyAIlJSU0NraitPppKioiKqqKgYGBnA6nQSDQcrKyvb5RCwrKwun08ng4CBlZWWzPk+v11NXV0d/fz+Dg4OMjY1N2d9EIrEsLYOtVitutxu/3y8LHvsCKSNHcsO43W6Gh4cZGRnBYDCQnZ1NRkbGgsYdjUaD0WjE5/Mta8vc/UEoFFp0d5aBgQH6+/sxm82Ul5fLx0zKpJFapUej0Wmr7aIoysJKPB4nkUiQTCb54he/SEFBAccddxyPPfYYmZmZxONxgsEgXV1dfPDBB8RiMW677TYKCwtJJpN0d3fLTsBYLCaLsoIgYDKZyM3LRKcfQKfVodGoMZvNiIikm9IpLrJgME6duCQSSTQa1bT9zcrKksuqdn8MPmrJDUyZDH3wwQdkZ2cvKAcskUgwPj5+wHXKycvLY3h4GKfTSWlp6f7enQURCAT2i5vG7/fjdDrJzMycJnL09vYyOjpKcXHxXilNGRkZIRgMztvNbHcSiQROp5OhoSHUajUVFRX7dNxOsTT8fr9cXlddXb2i7+tSpNgXpGaUKVLsAXq9ntraWjnfo7m5edEhsCmWjtT9YaUGC0/GaDRSV1dHWloaPT099PT0zFq2tdTOTxL5+fkkk8kFW/snZ9QEAgEEQSAvL4+amhpEUaS1tXWfO5eUSiVZWVl4vd55y30EQaCwsFDe35aWFjkXaDlKn2Dflj/Nhk6no6ioiDVr1lBcXIwoivT09LBjxw4cDseCOqFZLBaCweAB5STYnaUECff399Pf34/VaqW4uJhoNEogEKCnp4f333+fYDBIXl4ebrebbdu20d7eTnNzMzt37mTbtm188MEHbN++ncbGRlpbW+VSxsHBQc477zzOPPNMPve5z+FyuVCr1SiVSkwmE/n5+Zxxxhk888wzlJeXYzabMZlMVFdXs3HjRtLS0igpKaG2tpb09HQyMzM54ohabDlWBIUKtUqNSqVi167XeOud3844GY6MJygonDqBl1aif//738v/1tLSgt/vl11IgUBAdmZJ5SrPPvss//73v2lsbOTFF1/kr3/965zHVRqjDrRVb41GQ05ODsPDwwdEKWAkEiEWi+1zoSYajdLd3Y1er6e4uHjKYy6XC4/HQ15e3l5xqSSTSfr7+zEYDGRmZi74dVI57NDQENnZ2axatSol0hwA+Hy+aSWpKVIc6qQcNSlS7CEKhYKioiLMZjN2u53m5mYKCgqw2Wz7e9cOejQaDbm5uTidTsbGxlZ85waVSkVVVRVOp5OBgQHC4TDl5eXTbkjU6onJ2VKFGp1OJ1v7bTbbglq5FhQU4PP56Onpoa6uTg4drauro6enB4fDgd/vp7S0dJ+1hpXEo6GhIQoKCuZ9flpaGvX19fT19TEwMIDf7yccDi/qJn82JGfLyMjIspRT7QkKhYLs7Gyys7MJBALyMRocHCQ9PZ2cnBzS09NnLAuyWCz09/fj8/nIycnZD3u/5wSDQURRRK1WywGrkstlsuMlHo8Ti8Xo6+tjeHhYbk0tiW2BQACHw4FWq6W4uBiv10s8HsftdmO1WlGr1ej1epRKJSqVCpVKJf9dqVSiVqupra1l7dq1HHbYYeTm5vLlL3+ZzZs3o9PpyM7OJi8vj/vuu49vf/vbHHPMMUSjUQwGA/fcc8+sZVsqlYLTTi/nz89PlB0GQ0Hc7l4M+jQ02qljRTgcQ6lSkJNj3G0bKl544QW+/vWvc+edd5JIJLDZbDz55JPyc8bHx/F6vfK5bLfbuf7663n11VfJyMjgiSee4Mwzz+TNN9+Uu+3tjjRGHUilTxK5ubl4PB76+/upqKjY37szJ1I+zb7M6kgmk3R2diKKIhUVFVPGPMmNlJmZuUcBv3MxODhINBqd01E5Gela93q98iLagXheHooMDw9jt9sxGo1UVVUty+JKihQHA8JcQZyHH364+N577+3D3UmR4sAmHo/T09ODz+cjPT19n05qD1WSySRNTU0IgkB9ff2iMyv2F16vF7vdjkKhoLy8fJrI1N7eTjwep66ubknbj0QiNDY2kp2dLTuP5sPv99Pe3k5eXt60m2+3243D4UChUFBWVjatnfDeoqurC7/fz5o1axYljvh8Pux2O42NjaxZs4bVq1fv8b5Ix2cl2uhjsRgejwe3200sFkOj0ZCdnU1WVta08rfGxkbZWr6/SSaTcwotM/29v7+f4eFhampqZrzeBUFAqVSiVCoZGBggEAiQl5dHQUGBLLQEg0F6e3tJS0ujtrYWrVaLUqlkaGiIvr4+GhoaljUUVRqnRFGkvr5+3onI+Hicn/30bbZ/2I0hLcE/N/+a44/9AtU1a+TPHA7HGBwIctVXDuOwwxc3WQ6FQuzcuZNAIEBDQ8OSFxakfJKGhoYlvX5/43K5cDqdK35Sb7fbGR0dZe3atfvsPXt6evB4PNPGO7/fT0dHByaTicrKyr3ymxuLxdi1axfp6ekLEtHcbjf9/f0kk0ny8vLIzc09YO4FDnWkMVf6rlPxASkONQRBeF8UxcNneizlqEmRYhlRqVRUVFTg8Xjo6+ujqamJ4uJirFbr/t61gxbJ0dTR0SHnshwIWK1W9Ho9nZ2dtLe3T3NhGQwGBgcHEUVxSTeckwMzF9otQyq9GBgYkPdPIjs7m7S0NLq6umhvb8dms1FQULDXb4ZzcnLwer0MDw8vyl5vsViora3FbrfjcrnQarWUlpbOexySopuk2AfEAR1KoRxBmFjFNplMcvnTShNq1Gq1PEHx+XzyxMXpdJKRkUF2drY8EZ3cGWy52uhOFlwWIrpI/50rnFkQhCkuFklMMRgMGAwGSkpKpjwu/V2pVMpuAKvVyurVq6dcW6Ojo/T19ZGdnU11dfUU0cRiscir8suZ49Pf308kEpn2frOh06m47vpNfO8WFy3NbjZtvJZ0s4lEQmQ8HMM7EkalVnLl1YsXaWBifIlGo4RCoT1yaRxoQcK7I7n2nE4nVVVV+3t3ZiUQCOxTN83w8DAej4fc3NwpY10oFJLb15eXl++18d/pdCKK4qxOLonx8XF6enrk/J7i4uJlySRLsW+QhFKLxbJXz6cUKQ5UUkJNihR7gaysLNLS0uju7qarq4usrCyKiopSKwV7CbPZjNlsloOFDxQXk06nk8UEh8MxJTTRYDAgiiLhcHjJ+Q9SYKbL5aKkpGRBr5FaXtvtdmpra6fcOEnBvQ6Hg8HBQQKBAGVlZcvejnUyaWlpGI1GBgcHF52DIIl4aWlpBINBWTidKfg0KfYSS/6NhNi+2yNKVMLhqBWnIghmLBYLXq93yQLa3kbqUGW1WgmHw3L48PDwMAaDgZycHMxmMwMDA4yOjk4rC0smk4sSWiYH6861T5OFFElw2b2caPe/zzZe+nw+WXyaiXg8TkdHh3w9Tf6MUnCwwWCY0WKv0WgwGAzLGrgsladlZ2cvqjwzLU3Dx880U1EVZ8ilZ3AoychwGKtVxwUXNXDY4XmYTEu/9gRB2KPxJRaLEY1GD9gSOpjIwsrNzcXhcKzY8tloNEokEtlnxzkUCtHb2ytnLE3ej46ODlQqFZWVlXutPCUUCuHxeLDZbLP+toiiiMvlYmBgAIVCMe06T7Hy6evrY2hoiMzMTEpKSlbk72mKFPublFCTIsVeQpqES3kku3ejSbG8FBUV0djYiMPhWHBN+0pAqVRSUVEhd6QJh8NUVFTIbpY9mUhpNBqysrLkldGFCCoqlYri4mK6urpmdCgpFAqKi4sxmUz09PTQ3Nw8q/ixXNhsNrq6uvD5fItyskjigeQmkVqO+3w+iouLZTdJPNlMNPkwiFoE8qfcMIpinDhbSSRa0CqvxmKx4PF48Pv9e6XLyXKRTCblQOb09HQ5w6a3txdBEBgaGsLtdlNWVjZFdJmrHHomwcVoNM4ruiynQD1fkHAsFqO9vZ3x8fFpJRs+n4+urq5ZRRoJq9VKf38/0Wh0jwMtk8kkdrsdjUYzrztgd3w+H4lEgtLSdI44wkZVVdWynnPS9xmNRpckth7I+TSTyc7OZmhoiP7+fmpra/f37kxDCnzeF46aRCJBV1cXKpVqisMhHo/T3t5OMpmktrZ2ry6GOBwOVCoVeXl5Mz4uhYBL3caKioqWzRmYYu8jheAPDw+Tk5Oz4NLsFCkORVIjW4oUexFBECgoKMBsNtPd3U1ra2uqfnovodVqyc3NxeVyyWU6BxK5ubkYDAa6u7tpaWmRnTWhUGiPVgonu2oW2obWarVisVhkS/JMkzir1YrRaKS7u5vu7m78fj/FxcWzTspLS0t58cUXp2RZHH744dx1112ccMIJc+6PxWJBo9EwNDQkT7xPOOEEbrzxRj75yU/O+rpEYiKMVRIVqqurGRwcxOl0EggEKC0tJc0UoaL8SP707GU0rJ5eQiIIKgTySOIhkngYk+lrKJVKufxpbGyMtLS0GT/fQo/DXCQSiQU5Wnb/+0yCi+TS8vl8jI6O4nQ6EQQBm82G1WqdVWjZG4LLUgkGg8DMXYYikQjt7e3EYjGqqqqmuCMWKtLA8gYuTy55Wuzxc7lcshssHo8vqyAitQM3GAz4/f4lde2Z67s4kFAoFOTl5cn5ciutrDEQCKBUKqe1jN8bdHd3E41GqampkcUPqYxQOo/3ZmmRz+djbGyM4uLiaddoIpHA4XDg8XjQaDRUVVXts6y0FMuDKIryokt+fv6sYlyKFCkmSAk1KVLsA6RuNL29vTidTvx+P2VlZan2g8tMbm4uw8PD9Pb2UldXd8CJYenp6dTV1dHZ2UlnZyfBYHCPb87VajXZ2dkMDg6Sm5u74Jvs4uJiGhsb6enpmTV0VqPRUF1djcvlwuVyEQwGKSsrW/aJmyAI5OTk4HA4CIVCC96+5KiRJsiCIJCbm0t6ejp2u30iOLlo+38em/u4KMgiKToQ6cRiseDz+Rb1GSYLKIFAQO4wNJvQMj4+jiAIczpcFAoFKpUKURTR6XRzdiia/G8KhYLh4WG2bt2KwWAgkUgwNjYmhw+v5I4boVAIQRCmXRfhcJj29nZEUaS6unqKqLEYkQaQj6XX690joWapJU/SPodCIYqKivjwww/JzMxcVtdAMBhEq9ViNpvl734p29Dr9StCwNtTMjMzZRHXbDavqN+OQCCA0Wjc6/vkcrkYHR2luLhYvn5EUaS7u5tAIEB5efleXQARRRGHw4FOpyMrK2vKY16vl76+PmKxGDabjfz8/IPivDuUkAQ/v99PUVHRAV0ymSLFviIl1KRIsY9QKpWUlZVhNpvp7e2dMy8jxdJQKBQUFhbS1dWF2+0+IG8ENBoNNTU1cotpr9dLZWXlHk3ScnNzcbvduFyuBZeFqdVqCgsL5c4fu984SwiCQH5+PiaTSXYDFRYWLurYDw4OcvXVV8utYL/1rW9x6aWXAtDc3MzXvvY1uZ35VVddxY033gjAa6+9xu23347T6eSzn/0st99+OwC33norf/jDH1Cr1USjUTZv3ozJZOKtt97iW9/6ltzq9tvf/gbZ+W+RTMCTT7zPlqs7GBjw8/VvnMhXrj0OAL36G7i9t5OWpgWMqJT1dHV1yW6CkZERuUX0wMAAaWlpOJ1Obr31VpxOJ+Pj45x++ulcfvnlwERpzoMPPsg777yDx+Ph85//PJ/73OdQqVR8/OMf5xOf+ATvvPMOtbW13H777dx55528/fbbRKNRVq9ezS9+8QssFgtf+tKXUKvVtLa2MjY2xrZt2xZ8vAEyMjLIy8vDZDJhsVjkrl6Tw4dXolNCEuomT1oDgQAdHR0oFApqamqmiJGLFWkkLBYLLpeLWCy2pDIPqeRJq9UuuuQJJsJUtVotNpuNUCi07KUmgUBAdlNJ18NiCYVCK859slSkcayrqwuv17tifpfj8TjhcHiv74/f759y7Us4HA58Ph9FRUV7vSmC2+0mEolM6SQVjUbp7e1ldHQUg8FAZWXlihyXUsxNIpGgvb19xtywFClSzE5KqEmRYh+TkZEhBw13d3fLK1greRX7QMJqtZKeni7fdB6ItesKhYKSkhLGx8d577332L59O3V1dUu+QVWpVOTk5DAwMEBubu6CXTpZWVmMjIzgcDhIT0+f0wFmMpmor6/HbrfT19eH3++ntLR0yvE/77zzpkyi29raALj++utpaGjg2WefxeVycdhhh7FhwwZqa2s555xz+NGPfsT5559PX1+fXNoC0Nvby7/+9S/GxsaoqKjgiiuuIDMzk7vvvhuXy0U4HJZbvI6MjPDpT3+aZ555hqOPPppEIoFvtB2VbgcgMDLi58W/XcGwJ8bh637CscdnYTROlHx5PB6CQRXJ5MT79vX14XA4gIkWtpIrRbLt33jjjVx33XUceeSRJJNJLr74Yo4//nhOPvlkVCoVer2ed999l76+PtavX8/3vvc90tLSUKvVqFQqtm+fcPncdttt5Ofn88EHHwDwX//1X/zsZz/jRz/6EYIgsG3bNl577bUllcQIgoDZbMbn81FWVkZGRgahUAi3283IyAgejwej0UhOTg5Wq3XFOAxCodCUSavf76ezs1NuNz75HF2qSAMT44jkMJhNpJyLPSl58vl8hMNhSktLZVfY3hBq9Ho9ZrMZr9dLOBxelHsvEokQj8cPqkmz1WrFYDDgdDpXzDm/L/JpotEo3d3d6PX6KaHzg4ODck7Z3l70iMfjOJ1O0tPTMZvNiKIod64DZPF/JXwnKRbHXLlhKVKkmJsDbwaTIsVBgFQyMjAwgMvlkrvnHGi5KiuVoqIimpqa6O/vX3C3o5VIUVERbreb8fFxWltbKS4uXvJKlM1mw+1243Q6qaioWPDrSkpKaGpqore3l8rKyjmfK3UDGRoawuFw0NTURFlZmVz28fTTT0/LqAF45ZVX+L//+z9gIlPnzDPPZPPmzQiCQDwe5/zzzwc+aqU7NDQEwPnnn49CocBsNsslY+Xl5VRWVnLppZdy1FFHsWrVKrRaLa+99hr19fUcffTRwITDzWo1MR5Xo1AqOPf8dQTGAhiMSvQGJY89+hzVtROTk7GxMYzGTAwGk3xMpJvN2tparFYrGo2G2tpaysrK2Lp1K3fccYf8OcfGxhgYGCAzMxOFQsGll16KTqejqqoKq9WKw+GQQ0wlJxHA888/j9/v5+mnnwYmJsdr166VHz/vvPP2KLfEarUyPDzM2NgY6enpcsvrwsJCPB4Pbreb7u5u+vr6yMrKIjs7e7+Wa+4eJOz1euUJZmVl5RQxY09EGpjocKbVavF6vYsWasbGxhgaGiInJ2dJXYScTic6nY6MjAyGhoZQqVTLKtSIokgwGJxSkuX3+xcl1EiOsgM9SHh38vPz6ejowOPxLKkcbLkJBAIoFIq9dpylchRRFKmoqJBFRUmgt1qtS3KELRaXy0UikaCwsJBQKERPTw+hUAiz2UxxcXGqTPwAJRqN0tbWRiwWo7KyMpUplCLFIkkJNSlS7CcEQSAvL4/09HQ5aDg3N5f8/PzUqtEeotPpyMnJYXBwkKysrAN2MqHT6TAYDGRmZhKJRLDb7QSDQYqKihZ9jqhUKmw2G06nc1E5L1qtlvz8fBwOByMjIwuy4Ofk5Miusba2tmVrc6zVarFarbjdboAp7hylUkk8HkepVPL222/zxhtv8Pzzz/PjH/+Yf/zjHzNuT8AEwn86Q2VZsWZYaW9rR0DEZDaj1+lRKMDebUcQ4qSlTUyW1Wq13KkiFotNcQ0lk0kEQWDr1q2zTq5n2m+JyWKtKIrcc889nHTSSTNuZ0+FXZPJhEKhwOfzTbmBViqV2Gw2bDYbfr+foaEhBgYGGBgYwGKxkJ2dvV9uuCeH13o8Hnp6ekhLS5vWKnhPRRoJq9XK4OAgiURiwdtIJpP09PSg1WopKChY9HtK7paysjIEQZDzSeZqf75YQqEQyWSStLQ0NBoNOp2OsbGxaR3e5tuGQqHYJwG3+xKz2UxaWhoul0sWVvcnEyLx3sun6evrIxQKUVFRIYfGj42NYbfb5ZD0vc34+Dhut5vMzEyGh4cZGhpCqVRSXl6+18utUuw9xsfHaW9vJ5FITMsNS5EixcJIJXGlSLGfMRqN1NfXk5WVxcDAAC0tLYyPj+/v3TrgycvLQ61W09vbO2cg60pGoVCg0+nkLjaSK6a1tVUu/1kMOTk5KJVKnE7nol9nNBrp6+ubIirMhcFgoK6uTj6vY7HYrPt8yimn8MADDwAwMDDASy+9xEknnSR3Hnnqqafk5yqVShKJxKzbGhsbw+1287GPfYxvfvObVFRU0NTUxFFHHUVTUxNvvfUWwH9KlRIohVXAxCQ4Go0Sj8cRFALmdDPWDCsFhSY6OsfwDHt4/PE3AWhpacFutwMTJS6Tzy+TycRxxx0n5+UAct7QYjn77LP56U9/Sjgclj9bc3PzorczG5Ibaa5g5PT0dCorK1m9ejW5ubkEAgHa29tpbGxkaGhI7qy1L5CChEdHR+np6cFsNk8TYpZLpIGJnBqpS9ZCcTgcRCIRuWvbYnG5XOh0OnmCGggEsFgsRCKRRW9rNqRMGknoM5lMjI2NLWqclIKED8ZFhYKCAmKxmOzc218kEglCodBec9oODw/j8XjIzc2VHYLhcJjOzk60Wi2VlZX7RKiSQuK9Xi+Dg4NkZmayatWqlEhzABMKhWhtbSWZTFJTU5MSaVKkWCIpoSZFihWAlElSUVFBNBqlubkZj8ezv3frgEapVMo26uHh4f29O0vGYDDIE9TCwkLKy8sJh8M0NTUtOgRUqVSSm5vL6Oio7E5YCIIgUFJSQiKRoK+vb8Gvk87rsrIyRFGks7MTr9c77Xm/+MUv2L59O2vWrOHUU0/l9ttvZ9WqVahUKp577jl+85vfsHr1atauXcu//vUvjEYj0Wh0xvccHR3lU5/6FGvWrOHEE08kKyuLz3zmM2RkZPDMM89www03sGbNGg477DDef/99VIrjAJFoPEK/ox+VeqI7UoY1A4VCwVeuXcu9v9zFN776L0aGJ8Qhp9MpH/tdu3axfft2EokEwWAQURR57LHHaGpqYvXq1axevZoLLrhg0V2iAG666SbWrl3Lxo0bWbNmDccee+yyCjUwIUbEYjE5C2M2NBoNBQUFrF69mtLSUpRKJX19fezYsYPe3l5ZTNqbhEKhKaGnk0s1YHlFGpgQ0TUazYK/O0kklBxli0Vy0+Tl5SEIAuFwmHg8TkZGBvF4fNlcNYFAAJ1OJzvBTCYTyWSSUCi0oNeLokgoFDpoJ19paWmYzWYGBgb2qRC5O9IYvTeEmlAoRG9vLyaTifz8fGBCqJZCuZfj+lkIXq+XpqYmgsGgXBJeUlJyQGbLpZggEAjQ1taGQqGgtrb2oHPdpUixLxHmWkE5/PDDxffee28f7k6KFClisRh2ux2/34/FYkndtOwhra2tjI+PyxP/A42hoSH6+vpYs2aNXEozPj5OZ2cnkUiEgoKCRZUsJJNJdu7cKU9mF4PT6cTlclFZWYnZbF7UayORCN3d3QSDQbKysigqKlryaq3X66Wrq2veYMKenh5GR0dZs2bNrM8RRZFI/G84Bx/F61WTYbWRTCbxjnhJikkCYwGysvWo1WEGHKcy7LHi8/kwGAyYTCZCoZC88pxMJlGpVFitVqxWK2lpaSvecZBIJNi+fTs5OTmLzqIIhUIMDQ0xMjKCKIqkpaWRk5ODxWJZ9s8tiiJ//etfEUWR1atXU1xcPOXx5RZpJPr6+nC73axbt27O8zWZTNLY2IggCNTX1y/63BZFkaamJgDq6+sRBAG3201vby8FBQX09/dTX1+/LJOebdu2YbVa5fyueDzO9u3byc/PJy8vb97XS0KxFEJ9MBIKhWhubiY3N3dJJWzLgdPpZGBgYN5zb7EkEgmam5tJJpPU19ejUqlIJBK0trYSjUapqanZJ5Nrj8fDv/71L2KxGMccc0yq5fZBwOjoKF1dXWg0GqqqqlLZQilSLABBEN4XRfHwmR5LjYgp9goHaqnJSkCtVlNVVUVhYSGjo6M0NTXh9/v3924dsBQXF5NIJBZd7rNSkG6YJzsWdDodtbW1mM1mHA4HXV1dC15tVygU5Obm4vf7F+3IycvLQ6fT0dvbu+iVZq1WS01NDbm5uXg8Hpqbm5fswrBYLGg0mnlLE5LJ5LwTdkEQ6Gwroq25mlybHo12GL0+glYXITMLcnITCAoFw4NnMThgIiMjg5qaGtRqNaFQiP7+fnp7e8nIyKCoqAiTycTw8DBtbW3s3LmT3t5eAoHAih0TlUolJpNpSY4fg8FAaWkpa9asobCwkFgsRldXFzt37sTpdC6pPG8mRFGkpaWFkZERSkpK9plIAx+VP42Ojs75PIfDQTQaXXLJk9frZXx8fEpGWSAQQK1Wy4G/y1H+JLWSn+zSUKlUGAyGBY8HB2uQ8GQMBgNWq5WhoaFlO48Xy9jYGAaDYdnFi+7ubqLRKBUVFahUKtntOD4+Tnl5+V4XaSKRCG1tbWzfvh1RFDn++OMpLCxMiTQHOF6vl87OTnQ6HTU1NSmRJkWKZSA1KqZYNkRxlFhiC+H4/xJO/Beh+M1EEg+SSLYhivvPPnygYrPZqKurQ6VS0d7eTl9f37IGSh4q6PV6srOzcbvdC7b2rySk0N/d912pVFJRUUFBQQFer5eWlpYFT+Sys7NRq9WLFq8EQaC0tJRoNCq3TV3s6wsKCqiqqpJXdaVg4MVuJycnh7GxsTm/00QiMe/N/8DAAM3NLWhVx5Nu+CFe94moVXVEI1kEx8qJhj5H44enUl11Onl5eTidTrntckZGBunp6TgcDhobG+nt7UWj0VBfX095eTlpaWkMDw/T2trKzp076evrm7fEaH9gtVqJRCJLFs6koOpVq1ZRWVmJwWDA5XKxc+dOurq6Fi0ITiaZTNLR0YHL5cJms1FeXj7lccldtTdEGpgoO1GpVDOW7ElIJU82m21JZSqiKOJyudDr9VNyOcbGxjCZTHLI62zlfothtnbPJpOJQCCwoN+YYDCIUqmU9+tgpaCgAFEUl5Qvtackk0mCweCylz1JLecLCwtloc1utzM2NkZJScleDQmXjqVUtqtUKmloaFiQiyvFysbj8dDV1YXRaKS6uvqAdC+nSLESSV1JKZaFWOI9YuLTQAJBtCKQCyRJiHYStKAQitAqL0MQUq35FoNer6e2tpb+/n6GhoYYGxujrKwsVfO7SPLz8xkZGaG3t1dug3ygIE2IZhMkcnNzMRgMdHd309zcTFlZ2bxlSQqFgry8PHp7e/H7/Yu6OTcajXKb7IyMjCVNJNLT06mvr6e7u1veh8WW+GVlZeF0OhkcHKSsrGzG58zXrScQCLB9+3bUajXr1q0jHIoRCdeSbmhgyPlPFAoFRxxxBK3Nf6Wvr4/jjjuObdu20dTURDwelzuidHR0AOB2u/H7/XJOSXFxsdxVyev14na7GRoaQq1WTymP2t9I54vP59ujsUUQBMxmM2azmUgkgtvtxuPx4PV6ZcE0IyNjwWJKPB5nx44WPG4/Wm06RiNT9k9qz200Gqd1flouBEHAYrEwMjJCMpmcJvwlEgnsdrvcHW0pSG6aySJUJBIhFovJQpFSqVwWR43k0tldZDGZTAwODhIIBOYdDw7mfJrJaLVaMjMzZRFuXzoEQqGQXE64XEzOd8rJyQEmwtBHRkYoKCggMzNz2d5rd4LBID09PYTDYaxWq3yt7ovW3yn2LoODgzgcDsxmM+Xl5Qe1M0oUx0iI7YiiH1CjUOShoBRBOHg/c4r9S0qoOUQpLS1Fp9Oh1WqJRqN885vf5Etf+tKSthVPfEgs+QcEchAELcjRBAoEJn74k7gYTzyATvkVBGHmtsDf+973WLVqFRdccMGs7/XII49w9NFHU11dvaR9PRBRKBQUFRVhNpux2+00NzdTWFgo32ilmB8pWNhutzM8PLxXb0j3Bnq9fk7nSHp6OnV1dXR2dtLR0UFeXp4cSDobUjcmp9O56FXUgoICfD4fPT091NXVLenGTKVSUVVVxeDgIP39/bLItNCJiVKpJCsrC7fbTWFh4YytsJPJ5KwtsmOxGI2NjYyOjrJhwwasVisdHR1otVr5TzgcJi0tjby8PLq7u6mvr2fDhg2kpaXx4Ycf0tnZSWlpKcPDw4yPj5Obm4sgCIyMjMj5LTk5OdhsNjIyMkgkEoyOjk4RbTQajSza7K/Jr1qtJi0tDZ/Pt2yr21qtlsLCQlkklfJW+vv7yczMJDs7e0qb8smIokhL8xBPPrGVpsYR0k0mwuPjqFUCA+eaOPbYIhTKyF4XaSSsVisej4exsbFpImh/f7+c67GU62A2N83uzheNRrNsQs1M15iUpzQ2NjbneJBMJgmHw+Tm5u7xvhwI5OXlMTw8jNPp3CetqiV278y1p0SjUbq7u9Hr9XI2kdvtZmBggOzs7L32fUplx5JAXVFRgcFgoLGxkYyMjENC8DuY6e/vZ2BgAKvVSllZ2YrPZFsqojhGNPlXEuIHQAJEAQQR4iKCkIVacSYqxexZeClSLJWUUHMI8/TTT9PQ0MCuXbvYsGEDZ5555qJXBEVxnKj4NALZEyLNLCiwkcBBPPkmauUpMz7nBz/4wbzv98gjj5CVlXVICTUSkgvBbrfT19fH6OgopaWls05EU0xFWhl1OBxYLJZ90tFiuTAYDPh8vjkdIhqNhpqaGnp7e3G5XASDQcrKymZ1qQiCQF5enhy4u5hwYKmbU3t7Oy6Xa4/CNm02GyaTia6uLlpbWxckMklIzp6hoaEZ9yGRSMwoBoiiSFdXFw6Hg9LSUkpLSxFFkbGxMVnE02q1BINBYrEYNTU19Pf309XVxapVq6iurkan07Ft2zbsdjtms5lgMChfi1I7ZSnDRnLYSILN7qLN0NAQg4OD+1W0sVgscmvp5SxpUSgUZGVlkZWVRTAYZGhoSBapTCYTOTk5mM1m+fsWRZFnn2nij3/4ALVKoLo6D71Bx8DAAEqlhpf/2sFf/9LCx8/MoK4+Z6+LNDDhNlEqlXi93inXieSeWmrJE8zspoEJQUWlUskOIq1Wy/j4+NI/BBOT9Wg0OmP4uFKpxGg0zlumJjk9pJLMgx2NRkNOTg6Dg4Pk5ubOKi4uN4FAAL1evywlJNJ4J4qi7Hjw+Xz09vZisVgoKipahj2ejvQesViMnJwc8vPzUSqVdHd3A+y3kOYUy0Nvby9ut5usrCyKi4sPYpFmlPHEvYh4EcRsBEH10YK0AKIYIJp4BFE8B7XyY/t1X1McfKS8WiloaGjAarXS39/P1q1bOeqoo1izZg1HHXUUW7duBSZqmLOysvjOd77D+vXrqa2t5f333+dLX76QTevv5/hj7mVgYCLwdtdOJyef8AuO2ngX69fczi9//hoACjGbyy+/kauuupKTTjqJqqoqLr30Ujlk87LLLuNXv/oVAM899xyrV69m3bp1NDQ0sGXLFh5++GHee+89rr/+etatW8crr7yyH47W/kWlUlFZWUlxcTGBQICmpqYlhYAeqhQXFxOPxw+4YGFpUjRfhohCoaC0tJTi4mLGxsZoaWmZ04mTmZmJVqtd0vFIT08nMzOTwcHBPc7+MRgM1NXVkZGRgcvloq2tbUF5HFqtFqvVitvtnjFbY6ZSFZjoptLd3Y3FYpHr6aV8DslNoNVqSSaT8sQ2KyuLrq4u2dVQXFzMhg0b5PbpkUgEURRRKpVyuYxOp0MUReLxuJzZ4nK5ZMFNajG9du1aSktL0ev1DA0N0dLSws6dO3E4HMuWq/TUU0+xfv161q1bR21tLRdddNGUx6XuWZPHk9LSUnbt2rUs7w8TZXNlZWWsWbOGgoICIpEInZ2d7Nq1C5fLRSwW428vtXLueQ1YzCLVNfnoDToS8QRiUsRo1JGVpSEWD/KnpxzodDmLFmnuvfdeBEHgww8/nPLvkz/rCSecwIsvvig/Jn2fPp9P/r1KJBL09PSg0+lmXeCw2+3cf//9s+7LbG4amHBUTBZ/JPfrnjBbPo2EyWQiGAzOGRQunY+HkhMiNzcXpVK5pFyupSCK4qzOp6XQ19dHMBiUndSBQEB2o+0NF0QsFqOzs5POzk5UKhW1tbUUFRWhVCoJBoOMjIzs81KyFMuHKIp0d3fLInVJScl+F2lKS0upra1l7dq1NDQ08Mc//pFHHnmE8847b4+2K4oikcTvcTr7OeOUZyZEmt0QhDQE8ogln+fVzY9y+OEzNu9JkWJJpISaFLzxxhtkZWWxdu1azj33XG677TZ27NjBD3/4Q84991z55nB4eJhjjz2WDz/8kCuuuIKTTz6ZK7+yiq0fXMeGDUX85p7XASgpzeCll6/hra038u83v8FDD75FS/Pgfxw3CXY1fsBLL71EY2Mj77///oyCy/e+9z3uv/9+tm3bxvbt29mwYQOXX345hx9+OL/4xS/Ytm0bp5wyszPnUCA7O5u6ujo0Gg2dnZ309PSkgoYXgMFgkIOFlxqcuj+YLVB4NrKzs6mpqSGZTNLa2srw8PCMz5NcNaFQaM6w1NkoLCxEpVLR09Ozx12NlEolZWVllJaWEgqFFixC5uTkkEgkZvyMMzmQRkdHsdvtJBKJKe29/X4/giDIHXZ0Oh2JRIJoNIpCoaC6uhq/34/D4ZC3VVhYSGVlJfn5+USjUdxuNyqVCoVCQTgclvNaBEFAqVSiUqlwOp1TBBvps2dmZlJZWTlNtGlubmbXrl309/cvWbRxuVxcc801PP/882zbto3m5ma+9a1vTXmOVqtFr9fvE+FXpVKRm5tLQ0MDFRUV6HQ6nE4nr732JvfdOyHsZ9uyZIdSNDbxG5SIJ/D6vFjMBqxWC3/7S6e8zXg8vqD3fuihhzjppJN46KGHFrXPFouFRCIhO07m6/IUj8fnFWpGRkbkTk+TicViRCKRKRN1jUZDMpncow5EgUAApVI5aw6RdO7P5aoJBoNoNJpDyskphWX7fD6549XeJBwOk0wm5e9jTxgeHsbtdpObm4vFYmF8fJzOzk7UajWVlZXLnifidrtpbGzE7/dTUFBAXV3dFFGvr68PtVp9yJTOHWwkk0m6urrkXKOVlDH09NNPs337dn7/+99z+eWX4/F49nibSXpIinby88p5+ZVrZ32eIKgBI4nkh7M+J0WKpZASag5hzjvvPGpqajj++OP54Q9/SGtrKxqNhpNPPhmAU045BY1GQ2trKzCxCveJT3wCgA0bNlBYWMiatRZAzfoNhXR2TgyKoVCMK7/0OOtW/y8nHv9zXM5RduyQVqJEzjnnRHQ6HRqNhg0bNtDZ2cnunHTSSXzjG9/gzjvvpLm5ea92IjhQkVo0T253fCB2NdrXSPbrvr6+/b0rC0atVqNSqRYlLhmNRvkm2W6309vbO6OYkpGRIU+UFyu2qFQqioqKCIVCDA4OLuq1s5GZmUl9fT1arZbOzk56e3vnFCHT0tIwGo0zvv/ujppIJDLlJnOy5d/v92M0GmVhR6vVIoqiLFTn5+djNpvp6OiYMlkuKiqioKCAjIwMufWxlI0zOjqKKIrk5eWhUCiIRCIYjUb0ej1Op5Ndu3YxMDAw5fNNFm3WrFlDaWkpWq2WwcHBJYs2AwMDqNVquaxLEATWr18vP/7WW29x7LHHct5553HWWWfx0ksvyY89+eSTHHXUUZSWlsqOx5dffln+LRgaGkKhUPDUU08BcMcdd3DzzTcD0NrayhlnnMHGjRtZu3YtDz/8sLzdP/3pT9TV1XHiiSfy1FNPcfjhh/Peu71EohOCy6jXN5Hz4+7hsT/czB+fuokHHvoKbW3/nghDtRm5+tqNfPvb32Xjxo3ceuut8x6HXbt2MTQ0xIMPPsgf//jHOTNfXnnlFTZt2kRlZSU333wz6enpKBQKWltbOeecczjzzDO5+OKL+fnPfy6/prS0lJtuuolNmzZx1VVXce2119LU1MS6deumrexOdtNIYqHETM4XqRxtT3JqAoEARqNx1tXvtLQ0FArFvELNoVL2NJmcnBxZaN3bLFc+TTgcpre3F5PJRH5+PrFYTA4+r6qqWtbOPOFwmNbWVnp7ezEYDNTX18uZXRJer5dgMEh+fv5BHTh7sJJIJOjo6MDn81FcXLxixbb169djMpkQRRG/388FF1zAqlWrOOaYY+QObg0NDXLFAMBPf/pTrrzySpLJJNdcc43szjn2mNNB0NDb46Uw9xb5+X9/uZkjD7+Ljevv4IzT7qGzw42AlSQO4KNFg9/97nesXr2aNWvW8OlPf5qhoSFgogz1yiuvpLq6mmOPPZbrrrtuym/ET37yEzZt2sSGDRs466yz9kvnuRQrg9RIeQjz9NNP09rayh//+Ecuv/xyRkZG5nz+5NwCpVKJTqdDYMIlo1QqiMcnVoe/f8tfyMlJ4y9/u5znX7qEdRsKGB//aODS6fRTtjPTSujdd9/NAw88gEaj4fzzz+eBBx7Yw097cCK1O66uriaZTNLS0sLAwMAeuxsOZlQqFfn5+YyNjc17zq8kpBKbxaBWq6mqqsJms+F2u2lra5u2Ii8IAvn5+YyPjy/JVWO1WrFYLLhcrj3O0JDQarXU1tbK+93S0jLntm02G5FIZIobZLJbBT7KaZBq6svKyuTH4vE4oVBoiiCsUqkQBEE+XlqtlrKyMkZGRqaJQsXFxZSWljI+Po5Go8FgMBCLxVCpVLKIlZubi81mIxQKEQ6HycrKwmAw0N/fz86dOxkcHJwmSKlUKjIzM6mqqmLNmjWUlJTMKNrMJ+CtXbuWTZs2UVxczHnnncfPfvYz2YE0MjLCpz/9ae644w7ef/99Hn300SkZYKFQiLfeeostW7Zw0003EQgEOO6443j77beJxWK8+uqrHHnkkbz66qsAvPrqq5x88snE43Euuugi7r77brZu3crrr7/O7bffTktLC4ODg1x55ZW88MILfPjhh/J4NTqqo7ZuIqtFRMQ7MsLjf/gea1d/itNP/S8+99nb+eDD5/AM96JQTEwAx8OwdetWfvjDH855DAAefPBBvvCFL1BaWsq6dev485//POtzm5qaePPNN9m2bRsvvPACL730Emazma9+9at86lOf4sknn2Tbtm389a9/5R//+If8Or/fz7vvvsuDDz7Ir3/9a+rr69m2bRtPP/30lO2PjIwQiURmLJsaGxtDoVBMEUT2tEV3PB6Xw7FnQxAE0tLSZhVq4vG4LDYeaiiVSnJzc/H7/XvUbn4hBAIBtFrtHrmWEokEnZ2dslNRFEVZZK6srFy2HKpkMonT6aS5uZnx8XFKS0uprq6etv1kMonD4cBgMBxwYf4pJq799vZ2AoEAZWVlZGdn7+9dmpXNmzczPj6OWq1m69at3HXXXTQ2NlJfX88vf/lLAK677jruueceYOLe4N577+Xaa69l+/btbN68maamJrZv386fnrsIQUwjkUwgIhIKh+jqcvHFLzzKw7/7PFs//DYXXLiByy59dEKUFBVIQs2uXbu46aab+Pvf/86OHTtoaGjgq1/9KgD33Xcfvb29NDU18corr/Dee+/J+//oo4/S2dnJ22+/zQcffMCZZ57JN7/5zX17EFOsGFJCTQrOP/98TjvtNJ544gmi0SibN28G4J///KccpDkbSqEBUZh60+IbDVNSkkleno0e+xhvv9lDYGyMSCwECAjMH1ra2trK6tWr+drXvsbnP/95WflOT09ndHR06R/2IMVkMlFfX4/FYqG/v3/BGR+HKtIk2eFwzJnHsJIwGAyEw+FFi3CCIFBYWEh5eTmhUIjm5mZ5xV7CarXKLo+liHxSkGBPT8+iXzsb0n5XVlYSi8Vobm6e1cpssVjQaDTyahUgix7Sym1fXx/Dw8NoNBrZHSPh90/ka00WaqRSpcnXUVFREQaDgY6OjmnnzapVq7BYLHK4cH5+vvwcURTp6+sjGo1SXV2NwWDA4/EQj8cpLCyUz8XZBBuYEG2ysrKmiTYDAwM0NTXR2NiI0+mcUbRRKBT8+c9/ZsuWLZx44on85S9/Yc2aNYyMjPDWW29RX1/P0UcfjV6vn+aWuPDCC4EJt4jVapUnWw0NDbzzzju88sorfO973+ONN94gEomwdetWjjnmGNra2mhububCCy9k3bp1HHfccUQiEZqbm3nnnXfYsGEDVVVVuN1ujj32WABMJisazcQqf1ZWFghhvN5+Nr/2G/7y19t4+tnvEU/EGHJ/dJ59/PRzZzwndicWi/H444/zhS98AZjIRJur/OkLX/gCKpWKtLQ0LrzwQv75z3+iVqt57733+N///V8+97nPceSRR8qTVIlLL7103n2R3DQGg2GamwY+6sw02Y0g5Xks1VEjlezMV05jMpkIh8Mzllgdivk0k8nOzkaj0ez1rJrlyKfp7u4mGo1SXl6OSqWiq6uLUChEeXn5sn1/Y2NjNDU14XK5yMjIYNWqVbOKMENDQ0SjUQoLC/d7nkmKxRGLxWhra5PPn4yMjP29SzNy3nnnsW7dOr7//e/zpz/9CYvFwjHHHCM7Z4888kjZwX/JJZfw8ssvMzIywssvv4zNZqOmpobMzEzGx8e58MILueuuuxgeHmZwaIhhzzBiUmTUN8qbb3RQV2+jrn7CUXTpZZvYsb2fsbHxSV1vJwSjM888U+6keNVVV8lRD5s3b+aSSy5BpVKh0+n43Oc+J7/u+eef55VXXmHDhg2sW7eOX//619jt9n1wBFOsRFJdn1IA8OMf/5jDDjuMF198kW9/+9sEg0GMRiNPP/30nIFvSsUGYom/IvLRxOKm75zKFZc/xm8ffofK6myOOXZiNWd0tJtY1IQozr9KdNNNN9He3o5KpcJisfDggw8CcOWVV/LNb36TO++8k7vuuuuQzqnZHaVSSXl5OcPDw/T19dHU1ERxcfGK/VHdnwiCQHFxsexAOhC6T+j1ekRRZHx8fNaMibmwWq3odDo6Oztpa2ub1uI9Pz+fzs5ORkZGFr3iqVarKSwspKenB7fbvayrbWazWe521tPTg9/vp6SkZEr2jCAI5OTkyOG7BoNhiqNGcsFEIhFycnKm1dX7/X6USuUUkUKhUKBQKKYINenp6RQUFGC32xkaGprSyloKzWxra8PpdFJUVERtbS3d3d2Ew2G5bbfUjSsWi+FwOHA4HGRmZlJeXo7H48HhcMgOnKysrBlLBCTRJisri3g8jtfrxev14nK5cLlc6HQ6uXvU5HOloaGBhoYGrr32Wurr69myZcu0lW+LxcLQ0JB8/CZ3uZnsgDzppJN49dVXefvtt7n33nux2Wz88Y9/ZN26dXKIclZWFtu2bZu2/88//zwwUZLV398vC2TmdD1u90ciokqlwmi08Nlzf0wkEqGismJauYY1Y2Hdyp5//nlGR0fl0t5kMsnAwAB9fX0L7nojiZi/+93vOOqoo2Z8zkIm2JKbpqKiYtpjkvNl93BhhUKBWq1eslAzNjaGIAjzli1NzqnZ/bdDEnsOxdInmPgOpE55Pp9vRpFtTwmHw8Tj8T3KpxkYGGB0dJSioiLS0tLkzn4lJSWL6u43G/F4nP7+fjweD1qtlqqqqjnL02OxGAMDA1gslmXJ3Umx74hEIrS3txOLxaiqqlrR35/UyVbikUcemfL7JQgCkUgEr9dLJBLhk5/8JHfccQdvvfUWZ5xxBo2NjQA8/vjjfPDBB7z//vvcedefePW1CzCZzAgKgeycHCzWYdTq6dNnURRBTAJ71oVQFEVuueUWvvjFL+7RdlIcHKSEmkOU3dXZyspK2any1ltvTXt+aWnplNXsE044QbbqqYQT+fylr3DJpZsAWLe+kPe3/deU1yeSo4RCXr7znR+iVOTg9/tJT0/nkUcekZ8z+e/PPvvsjPv9yU9+kk9+8pML/pyHIpmZmaSlpWG32+nu7mZ0dJTi4uIDqh31vsBoNMpdizIzM/dZ29WlMjlQeClCDUyIPXV1dXKL92AwSElJCQqFAovFgsFgwOl0kpGRsehVz6ysLEZGRujv78dsNi9rRw+phGtgYACn00kwGJy2MpyVlYXT6WRwcJCysjLZlRKNRnG5XIRCIcxm8zSRB5DHo8mfWalUyrkykykpKcHhcGC327HZbFOElIyMDHJyctBqtfT19VFcXExdXR39/f0MDQ3JQpvUhry+vp6BgQEGBwfx+Xzk5eWRm5uLy+Wir6+PgYEB8vLyyMrKmvX7UKlUZGdnk52dTSwWw+fzTRNtIpEIfr+fE044AZgIwnW73ZSVlVFSUkJTUxNvvfUWRx11FCaTifb29nmdiyeffDKf//znqa2tlbPNvv/97/PlL38ZgJqaGgwGA7///e+55JJLAGhpaSE/P58jjjiCL3zhC7zzzjusWbNGFm4O25jHzp0fuVOysopQq3X09G4l17aGYCBINObDZMpCqZy4XssrPhI0+vv7Ofnkk2lpaZm2vw899BC/+tWv+NKXviT/21VXXcUjjzzCf//3f097/qOPPsoFF1xAJBLhySef5Ac/+AE+n4+GhgYeffRRWaiZKxx1JgfofG6auZwve9L5ScqnmS8bxGAwoFQqZxRqQqEQOp3ukP4tyczMlMehyW3ll4v5OnPNh9/vp7+/Xx6LXC4XHo9HHkf2lJGREfr6+kgkEuTm5sr5W3PhdDpJJpMHxIJIio8Ih8O0t7cjiiLV1dUHhJNOCmKXBJlgMEhLSwuRSITe3l78fj9dXV0AfOpTn+KKK64gmUzyu9/9DpPJJGfVHXXUUSQSCRoaXmNoMEBBfi4CAiqlkiOOKOUrX/4jrS2D1NTaePR3W1m7rhCTKYpCyAYmXDsnnngiP/7xjxkYGCA3N5cHHniAU089FZiYQz322GNccMEFxONxnnjiCbkM9uyzz+bnP/85n/70p7FarUQiEVpaWli7du1+OaYp9i8poSbFHqNWnA6EiSffRBSNCFjlmxdRjCAKIwgKLZnmG9BXZNDT00N7ezsZGRkUFRUta6Bdigm0Wi3V1dUMDAzgcrnkuuLlavd5sFBYWIjP56Ovr4+qqqr9vTtzotVqUSgUhEKhParxVyqVVFRU4HK55FKZiooKtFotBQUFtLe34/F4luSKkSb9vb29VFZWLnkfZyM3NxeTyURXVxetra3k5+djs9nkrkpZWVkMDAwx5tfSY/fS3T1IevoIxaV6jEYd2dnZ01Z+pTKP3f9dqVSiVquJx+PE43F5nMrMzCQnJ4ehoSE8Hs8UV5LZbEahUGA2m4lGo/T29iIIAkVFRZjNZnp6eohEInKug9/vp6ysjMzMTPr6+nA4HOh0OoqLi8nLy8PpdNLb2yvf6M0l2MCEoDWTaNPd3c1tt93G4OAgBoMBhULBbbfdJgcKP/PMM9xwww0Eg0EUCgXXXHMNJSUlc34XRxxxBB6PR3aonHzyydx8882cdNJJwISA9MILL/D1r3+dO++8k0Qigc1m44knnmB8fJybbrqJG264gfT0dD75yU+iVqtZv6GIp5/8KFxeqVRxyed/zJ///FO2vv8sAmC2ZPO5C25l2DMhxBmNHwmCTqdzxt8Tp9PJli1beOyxx6b8+8UXX8zll1/OLbfcMu01tbW1HH300YyMjPDZz36WtWvXMjIywv/7f/+P7373u6xatQqFQoHJZOKhhx6aUahZs2YNNTU1NDQ0UFtby9NPP83w8DCRSGTW62Mu54tWq11SPkoymSQUCmGz2eZ9rtT5bKb3CQaDh3ywv5QL19XVhdfrXXbHaiAQQK1WLylDJhqN0t3djV6vp6SkBI/Hg9PpJDMzc9YW8ovZdm9vL6OjoxiNRkpKSha0YBAOh+VxcqUvhqT4iGAwSEdHB4IgUF1dveTFoeVGFEVZiJn8RyqPnrywMjo6Knd+lBymaWlpcrMChUJBQ0MDRxxxhPx7Z7fbOffcc+Xf/Y9//CyOODKX3p6PQsSzs9N48JGLueyS3xOPJ8nKTuOhRz6HyChKYT3wNjDhYL399ts59dRTEQSB8vJy7rvvPgCuvvpqtm/fTn19PVlZWdTV1cnbv+SSS/B4PHzsYx8DkAOOU0LNoYkwVx7B4YcfLk4OOEqRYjZEUSQpthIX/0VC7PhPoFYSBC0q4ThUik0oBIv8XJfLxcDAAEqlkqKiolR5zl4kGAzS3d1NJBIhLy+PvLy8VI34JIaGhujr65vSqnml0tLSgiAIc+ZGLQa/3093dzeiKFJWVobZbKa1tZVIJEJDQ8OSOnMMDg7icDgoKyvba9d1IpGgp6cHr9eLyWSirKwMlUrFls1d/O6Rd0gmVKjUagYHB9CoNajUSg47PIerrzkRs3nqDae0v6tXr57iAhoeHmbnzp1otVrWrl07ZeLscDh49913KS0tZf369VOup46ODsLhMA0NDXR2djI6OkppaSmZmZkkEgl6e3sZGRmRS4g0Gg3FxcVkZmbKomE0GsVqtVJYWMj4+LjsItJoNOTl5ZGZmbmoazgWi8nlUdKKvV6vl29ed59A9fT0MDIywtq1a5e1O0symaS7uxufz4fJZJJDix9++GEefPBBXn/9dXbuGORXv9hKTo4BvWGiTNY74mU8Mg6ilKGiQKdT8e3vHIPV+tG+//SnPyUnJ4fPf/7zy7bPMHHD39HRIQdC79ixA5vNtmiHgCiK7Nq1C7VaTW1t7YzPmesadzqduFwuNmzYsKjvf2xsjLa2NiorKxdU+iKNiZOviWg0ys6dOykqKpoiTh6qNDc3k0gkWLVq1bL+nu7YsUMe0xaDKIq0trYyPj5ObW0tkUiEzs5OTCYTlZWVS95HURQZGhqSu10VFBSQnZ294O21t7cTDAZpaGhILcodIIyNjdHR0SE7WZcreHqhJBKJGcWYSCQyzVGoUCjQarUz/tFoNHOep36/n9raWrZu3TrnWJ4UBxlP3AMkEMTpv72iGEVkAJXieNSKcxZ8bYyNjWEymYhEIpx99tmcf/75UxyfKQ4dBEF4XxTFw2d6LDVqplgWBEFAKdSipBZRHEUkCKgQsCAImmnPzc/Px2q10tPTQ3d3NyMjIxQXFy9ruUSKCaQ2zX19fbhcLnkVf1//+K5UsrOz8Xg89PX1yS14VyoGg2FZO1Wlp6dTW1tLV1cXHR0d5OXlkZ+fT1tb2zS3yELJycnB6/XKx3Nv3JxLeUzS99bY2MiuHQle2+LEmKZDoUigUkEwlCTDagBRoKM9ys/vfpdvfPNITKaPzn2/349Op5s29kiOmmQySTQanSLUZGdny2Vzu2f6WK1WRkdH5eDFzs5O7HY7giCQkZFBWVkZFouFnp4eotEo4+Pj2O12/H4/xcXFrFq1isHBQTlnIi8vj5qaGsbGxnA6nfT09MglUQstUVOr1eTk5JCTkzNFtHE6nTidTgwGgyzaaLVarFYrHo+HsbGxZcm0gI+60IyNjVFUVMQDDzzAU089RTweJyMjQ+7st3qNjau+chgPP7gNjztEZpbhPwGNAuMRGBz0UFtbyHXXb5oi0gDccMMNy7Kvu+93T08Per2e/Px82XHi9XoXLdQMDw8TjUYpLi6e8fH5nC+TOz8tZvxebDmNVHbl9/vlcplDPUh4d/Lz8+no6Fiy+3AmJGfAUpyvUilreXk5yWSSrq4u9Ho95eXlSxZpQqEQPT09ctnoYu/RRkdH8fv9Kef0AcTo6CidnZ3odDqqqqr2qPPYXEwuUdr9z+6dYFUqFVqtlrS0tGlizFL37ze/+Q233XYb3/zmN+cdxxWCDZ3yOqKJJ0liR0QBooaJxegoCBrUwtmoFMcv6lo75ZRTiEQijI+Pc8opp3DZZZct6bOkOLhJOWpS7Fcmr9ZIluKV3PbvQMfr9dLT04MoihQVFS1LzfrBQCAQkHND9tQivjfxeDz09PTQ0NCwrEJbMpmkt7eX4eFhzGYzsViMWCy2ZFdNOBymubkZq9U6ZWW4tLSUF198cUrg354yPj7O88+9zxOPt1NekYkxzcDAwADBQJBEIjFhdzalYTabcfaPUVubxXVf28QjjzzC17/+dWw2GyqVCrVazRNPPCE7Gfx+P83NzezYsYO//e1v/OlPf8Ln83H//ffz7W9/m87OTrZv305VVRWrV6+W9yeRSLB9+3Y5tDiZTNLR0cHY2Bjl5eVySGwsFsNutzM6OkokEkGlUmEwGOQSxUgkgsPhwOfzodVqKS4uljNPnE4noVAIrVYri95LmYxFo1F8Pp8ccgzI2Sl9fX3YbLZ5S6AWQjwep6Ojg1AoRElJyYJK93y+cd7b6uSfr3TT1zdMNBZh9epCKirhYyfUk58/fxnPcmC32xkZGaG2tlYW69xuN729vdTX1y+4JGAhbhrJ+TJbOKs0Ts0X3ro7UhhofX39gl+zu7Ojv7+fwcFB1q1bt6LF7H3JnroPd2d4eBi73b6o82ry62w2G9nZ2bS2tiIIArW1tUuayEqlmYODg6jVaoqKiqaFW8+HKIo0NTUBUF9fn3LxHgCMjIxgt9sxGAxUVlbukbgmiiLRaHRWMWb3zoYajWZWZ8xKycQSRRGRAeLJHYiMABqUVKBU1CEIqYXPFEsn5ahJsWIRBAGbzSavMEtlASUlJal65r2A1WrFaDTKHXSkThCH+mpXWloaGRkZDAwMkJmZuWLdRpMDhZdzHxUKBaWlpRiNRvr6+ojH48RiMdxu94JyLXZHr9fLobgZGRnL5sqYCa1WS3NTjNw8M+PjYWKxKIFAgMj4hPihUqnkSW1efhq7dg3h7J/I3/jYxz7G9773vRlLQqSbw+rqas4880wAfD4fd9xxB9/+9rfJycmROyRN7gCjVCpJT0/H6/VSWFiIQqGgsrKS9vZ2uru7EQQBi8Ui28rdbjcOh0MO/JUEw7y8PCoqKvD7/fT29tLe3o7FYqGwsJC6ujp8Ph9Op5Pu7m5cLhd5eXmLFmw0Go3stIlGo1OcNlJHJq1WS0ZGxpLdjlJr10gkQnl5+YLLCy0WHaecWs4pp5bjcPQzMODisMMOo6WlBa/Xs0+EmtHRUYaHh8nLy5viqLJYLPT29uLz+RY8ofZ4PESj0TmFLykXZjbXylJadIuiSCAQWHSu1e45NcFgEL1enxJpJlFQUEBraytDQ0MzZhQtlkAggEqlWpRIEw6H6e3txWQyYbPZaGtrI5lMLlmkGR0dpbe3l2g0SlZWFoWFhUuaKLvdbsbHx/eo7CrFvkMSn00mExUVFQv6zpdaopSenr6oEqWVgiAICOShUebN/+QUKZaJQ3t2lmLFIIXfSu1pm5qapgSFplg+NBoN1dXVDA4O0t/fT1NTE6WlpYd8SOTkYOG9EYS7HOh0OgRBmLF973KQnZ2NwWCgs7MTl8tFIpEgKytrSTfqeXl5eL1e2XkweRsdHR1cddVVuN1uVCoV//u//8vHP/5xYOJm6Ec/+hHPPvssw8PD3HnnnZx77rnARPirtIpdWVnJQw89xOioQHNzC2++9Uui0XEikXGKCg+ntPRYkskk1oyPxAtBEFCpFLz1lgOYcHpIpSwSpaWlXHjhhbzyyisUFBRwyimncN1117Fz506uvfZafD4f69atw2AwcPvtt3PZZZeh0WjQ6XT09vbyhS98gVtuuUUuf5LCeyWxpquri4qKClkYys7OxmQyyeVPoVAIh8PB2NiYfF1K5VAul4umpiZsNhu5ublYLJZpgo3ksFksGo0Gm82GzWYjGo2SlpbGrl27aGtrw2g0YjQa5fKohYo2kUiEtrY2EonEHrV2VatVCIJAMpnEZrPJ3ez2pgA4ueRpchv2if1Rk5aWhtfrnfbYTIiiyMDAAEajcc5xNhAIyF2XZkKa0CxGqAmHwySTyUWX05hMJkZGRhgfH0en0xEKhVJZcruRljbh1BsYGCA7O3uPV/7HxsYW9T1J5YRKpZKSkhI6OzuJRCJUV1cveqErFovhcDgYGRlBp9NRU1Oz5OYDiUQCl8uFyWTaq9doiuVBEuXNZjPl5eVTxNj9XaKUIsWhTkqoSbGiyMrKwmw209vbS39/P16vl5KSkhk7YKTYM2w2GyaTie7ubtrb27HZbOTn5x+yK6ZqtZr8/HwcDsdenwQuFYVCIU+a9hZSplEikaCxsRGDwcBhhx22aMFUEARKS0tpaWmhv79/Si7HxRdfzJVXXskVV1xBU1MTxx9/PM3NzXLZY3p6Olu3buWNN97gs5/9rCzU/PznP5fL9W655RZ+8pOfcP55X6Op6SXqao/lsA2fwjfqY2RkiL6+ATJmEBWMaWp67KNkZMG///1vLr74YrRaLWVlZTz77LPARNnTW2+9xY4dO3jnnXeQSoR//etfc/jhh7Nt2zZgwiXxwAMPyO/xhS98geuuu05u2+v1euWxS6lUUlVVRVtbG52dnVRWVsqTdmliJHVpC4VCeDwewuEwxcXFZGRkkJubS0ZGBv39/bhcLoaHhykqKsJisWCxWGQnjJRNkZ+fv+RwbI1GQ1VVldzlRxIlHA4HDodjQaJNKBSivb0dmHAl7ckYLk2ApVI2h8PB4ODgXr1GJWfZbI4Ai8UiO6Hmc7ctxE0jiiLBYHDectTFtuhearvnZELNO297+OuLr6NQqhkPeznt4wby85OoVIfmb8RM5Ofn09zczODg4B6VzUoT4sWUftvtdqLRKFVVVTgcDjmjZrHftbRAlkwmyc/PJzc3d48WyFwuF/F4nKKioiVvI8W+Qeo2KInITqdzQSVKFotlxZYopUhxMJESalKsONRqNRUVFfh8Pnp7e2lpacFms5GXl3fIigh7C4PBQF1dnTzxkYKGV0orxn1NTk6OHFBrMplW5PlmMBjw+/179T3UajXr1q0jGAzS1taGwWBYUrCg0WiUW1lLq/GiKLJt2zYuv/xyYCK/YN26dbz99tucddZZAFx44YUAHHnkkTidTnlV/3e/+x2PPfYY0WiUYDBIdXU1550rYrOt4p2tj+Aa6Cc3t4bMjAoyMzLIseUQDoXRGyafzwIiIolEgo0bN/LYY49NK1u49NJL5ZtOQRCYLcstIyODjIwMduzYwX//93/zxBNPUFFRATBj4KxSqaS6upq2tjY6OjqmiDWCIJCXl0d6ejp2u52xsTF8Ph+xWIzR0VE5yLOsrIysrCz6+vro7OwkPT1dzpCQBBuXy0VnZycGg4G8vLwlCTYKhYL09HTC4TCVlZXk5uYSiUTk8qjJok1GRgYWi0UWbQKBAB0dHbI4tadlrJOFGqlcq7+/X3YsLTezlTxNRhKMvF7vnGUvkpsmLS1tTjdNMBgkmUzO6zrSaDSLctQEAgE0Gs2CXVDxeJI/P9PCP1/tZmTEi9msQ6/X4fEE+O3Dzbz4Qi9XfHkDVVUpdw0gB3EPDg6SnZ29ZOfAYgW1gYEBfD4fRUVF+Hw++e+LcdONj4/T29srO3mWo+Q8EokwNDREVlbWIXsfsdJIJpPT3DBSiL3b7ZbH7r6+PhQKhSzGmEymaWJMyuGeIsW+ZeXNQlKk+A8Wi4VVq1aRmZnJwMAATU1NU2rmUywPCoWC4uJiKisricViNDc3MzQ0tL93a78gCALFxcVEIhEGBwf39+7MiF6vJxaLTbMdLzeCIHDYYYeRm5uLw+GgublZnkwshoKCAjQaDXa7fcGvkSYL0gQ9Ho/z73//m3vvvZe//e1v7Nixg+9+97uMjo7iGXaQnl7DCcdfjyktm+bmv/Pe+4+xfv16zOlmRv2jJBMfrQoGgzEK8k2Ew2GAGSfPaWlpskinUCgmQgRnEGsUCgV6vZ4f/OAHXH311axZs0Z+zGq1EolEprmfJosXUhekyUiOpoKCAtLS0ggGgzidTpqbm+XAX5PJRF1dHUVFRQSDQZqamujv70cURTIyMqivr6esrEwujWhubmZ0dHTBx3/yZ4hGo/Jn0Gq15ObmUldXR0NDAwUFBSSTSfr6+ti5cyetra10dHTQ1NSEWq2mpqZmWbLGJgs1MFEuplAo9so4FY/HZy15moxGo8FgMODz+ebcnuSmma9EaraJemlpKbW1taxdu5bKykquvfZa3nnnHfnx3/zmN9x9990APPLII5x33nnAhNvi/vvvJxAIyNssLS1l165ds+5DMiny+99u5+8vd5KXn0ZJiQWtTkSrhYwMLWVlE+LM3Xe+RVvr8JyfZ/K+ALz44osUFhby7rvvzvm63bHb7Ss+9D4/P18W5JbK2NgYCoViQcLj2NgY/f39WK1WuSGDzWZbcJc+URTlMkop4Hu5rlWHwyF39kyx74jH4wSDQUZGRnC5XNjtdlpbW9mxYwcffvghTU1NdHZ2yuVtPT09civ3I488kpqaGtasWcP69etZtWoVlZWVFBUVkZOTg9lslsuuU6RIsW9JCTUpVjRS7XV1dTUAbW1t9Pb2yjfsKZYPs9lMfX096enp9PX1yZ1CDjVMJhNWq5WBgYFFlRjsKyYHCu9t9Ho9paWlmEwmkskkbW1ti54cKxQKSkpKiEQiJBIJBEFg3bp1/Pa3vwWgubmZ7du3c+SRR865HY/Hg9FoxOfzsXXrVu6//35isRglJekgejCn53PCCRdwxMbzGR6xo9VpGQs6efbPP5BFClEUiccSHHVMIeFweN6JkVKpnCIWpaenEwqFZJEsHo9z3XXX8YlPfILDDz98ykTNYrHI5U+7o1KpqK6uRqPR0NHRMU0AUygUFBUVUV1dTUZGhjwZa2lpweVyIYoigiCQk5PDqlWr5CDsXbt24fV65Vbgq1atorS0lEQiQUdHBy0tLYtyY0mlRTOJEZJoU19fz6pVq8jPz2d4eJh33nmH3t5e+XXLMYbsLtQolUqysrIYGRlZ9jFKKnkqLS2dd2JitVoJBoOzjhPJZBKXyzWvmwYmhBqdTjdjsPvTTz/N9u3b6ejo4MILL+SrX/0qb775JgBXX3013/jGN6a9xm63c9999y2q3fMH7zl58w0HxSVmlEoFGq0GMSkSDodRa9QgQHq6FrNVy333vk8ksjCx+PHHH+faa6/l5ZdfZtOmTQt6DbDXxejlQqfTkZmZidvtXvJvhiSozXfORaNRurq60Ol0pKen43A4sFqtFBYWLvh9mpubcTqd8mLYcglhkgswLy8vlUmyzIiiKAfOSwH0nZ2dNDU18eGHH7J9+3ZaWlro7u7G6XQyNjaGIAiYzWYKCgooLy+nrq6ONWvWyM0TjjjiCA477DAyMzNJS0tb1HeWFAeJJz8kntxKItmIKIb34qdPkeLQJVX6lOKAwGQyUV9fL7eM9Pl8FBcXLzmDIcXMqNVqKisr5RsBKWh4Jea17E0KCwsZHR2lr69PLmVZKUwWavZFAHR+fj5erxer1UosFqOvr49gMEhJScmCS8PS09PJzMwkGo0iiiKPPfYYV111FXfffTcqlYrf//7307IZpG41MCHm5Ofnk5OTw8knn0xmZibHHXcc27dvx2RKQxSaeO7Ff8ihs2d94msAjI150OkMjI+PEw6H8fuTlFdYKS42Mz4+Pm+3M6VSKU+cotEoGRkZXHzxxaxevRqr1cqPf/xjNm/ejNPp5C9/+QtKpZLLLruMm2++GZVKNWP5k4Qk1khlUFVVVdO6/aSnp1NfX09fXx9utxuv10s0GpVLFDUaDWq1mtLSUrkcqqurC5PJRFFREXq9nszMTDIyMhgeHsblctHe3k5aWppcZjUXkz/DXCvkksCg1WpZvXo1GRkZ+P1++vr65DJCqTRrKRO43YUaQC6pGxoamvH4LgWpVflcJU+TsVgs9Pf34/P5ZnQzeDweYrHYlBb1MyGd6wsJ6/3MZz7Dv/71L+666y6eeeYZ/ud//odAIMBdd9015XnXXnst3d3dXHTRRdTX18v5S08++SRf/vKXcblc3HjjjVx33XUAtLS0cNHFX2BszAckOPro81m/9uO8/+HzeH0uzjnrBgACgRF++evLueD8+9m5Y4jDN87tnPjNb37DXXfdxebNmykvLwfg1Vdf5ZZbbmF8fJx4PM53v/tdudzxhBNOkEshMzIyuOeee+Y9JiuBvLw8hoeHcTqdlJaWLuq18Xh8QQHxoijS1dVFMpkkJydH7tIz3/kFE9dOf38/brcbjUYzY6e7PUEURRwOh1yamGLxzFSiNLmL0mRXpyAIcjnS7iVKGo1mxt9mSbAPBAKUlJQsSaBLiF3Eki+TFLsm/asAqFAJR6JWnIQgLC2EOkWKFNNJCTUpDhgUCgWFhYVYrVZ6enro7OzEarVSXFx8yLeXXm6kTjTd3d10dHSQnZ0ttxo+FNBoNOTl5dHf34/f719RHbGUSiUajWafOGpgYhKekZHByMgIDQ0NeDwenE4n4XCYioqKBbcJV6lUshuloqKCV199ddpzpJbgQ0ND+P1+EokE77//vuxIeO6556bkHvh8Pjo7O/np3d/nT099njff6KOuNh9D2oSFv6dnByeecClKlYrOziGKi2xc8eUNjI+Pc+aZZ3LNNddM24fJJVpKpZIjjjiC3//+90SjUYxGIw888MCU5ycSCcbGxmhqapLDPCWksSocDs+Y16BWq6murqa1tZX29vYZQ3dVKhVlZWVyyLrP56O/v59wOExJSYk8uUtLS6O2thaPx0N/f78czpyfny87UDIzM/F4PAwMDMiCTX5+/py5KBaLhabGLt4atSOgQqNVUlmVQXr6R9+7y+XC6XRO6xoyPj6O1+tlZGSE3t5eeWIpBREvdNyeSajRarVYrVbcbvey5JfF43F6e3vnLXmajE6nQ6/XzyjUJJNJOZtmvtyZcDhMIpFYkPNFo9HQ0NAw7TzcnV//+tdcf/31/P73v2ft2rXyv4dCId566y3sdjsNDQ1cdtll6HQ6PvvZz7F+3ZWsWbOKaDTMPfd+meKiVdTXnchjf7gBxIlj/+7WF1i75hQyMtLZstk+p1CzefNm3njjDd5///0pQt+GDRt4/fXXUSqVDA4Octhhh3H66afL53JXVxevv/46KpVqUSWT+xNJoBgcHCQ3N3dRZUSTSxrnQhLJpd8mnU5HRUXFvC4cKe8vFouRk5NDQUHBsv+Wj4yMEAqFKCsrO2TuE5ZCPB6fVYzZ3R2oVCrRarVyDtLuYsxi37e9vZ1wOEx5efmSOgPGE9uIio+CaEQgf8p5J4ox4rxOItGKTnkVgrBy7plSpDiQSc1uUxxwSBkOUoeUsbExCgsLyczM3N+7dlCh0+mora2lv7+fwcFBxsbGKCsrO2Q6cNlsNjlYuL6+fkXVZxsMBjljZV8guWoGBgYoKirCYDDQ3d1Nc3OzLCLMxS9+8QvuuecebrvtNpLJpDyZkTrdjI6OMjo6Kn8mtVqN1WrFbDZjMplm7CYRiUSw2+0YjUYsFjPHfSyd7Jxq3t/qwzMyilajZNPhXyIaTRAMxCkpNvLZCwvJzNTL+UPzCXAKhUL+3ucqsTGZTJhMJjkjIC8vT+6M0dPTg9frnTVYc7JY09bWRk1NzYzPzcjIIC0tjZ6eHjweD4ODg0QiEWw2G0VFRbL7Jzs7G6vVitPpZGhoiJGREXl8lB7PysrC4/Hgcrloa2vDZDKRn58/TSgYcAX487N2/vlqKwZDHzqdHgEBQQmbNhXwybOqGY+MMDg4SEZGxrRyIZ1OR15eHnl5eYTDYTmIeLJoIwURzyXazCTUwMQ16vV68Xg8e7yKP1+Xp9mwWCxyl5vJn2GhbhpYXJCsVqudNTNpd2YSfyTnSmlpqRyInEwmaW9vxem8k3+9/p9Sv0SMIXcPGZYqigrX0ti8mU0bz+a991/gi5ffjV6vxuOeWyyura1lcHCQxx9/nBtvvFH+d7fbzRe/+EXa29tRqVSMjIzQ2toqlz9edNFFB+TiS25uLm63G6fTOUWwnQ+pTGWu39aRkRHcbjdWqxWPx4NCoaCysnLOTjvRaJS+vj58Ph96vZ6Kiopprr3lIJlM0t/fLweLHyzccsstDA8Pc++99wITOUtnnXUWu3btYtWqVQB88pOf5NRTT8XhcHDnnXciiuK0ltYvvPACVquVmpqaaWOYWq1Gq9WSnp4+LbhXugYeeeQRXnzxRZ5++ulF7f/w8DBnnXUWwWCQU045BUEQuPrqq5ck0iTFfqLi4whiFoKg4ytX/pGLL93IscdOOI4FQY1APkmGiCR+h1Z5DYKw/wS7PT1moVCIiy++GLVazUUXXST/vszmYEyRYm9x4P0SpkjBRx1SpBVru93OyMgIJSUli15pSDE7giBQWFiI2Wymu7ublpYW8vPzsdlsK0q42BsIgkBRUREdHR2ysLBSkEJMk8nkPlm91Gq1cgaDzWbDbDZTV1dHZ2cnHR0d5Ofnz+lCuP7667n++uuBiRKLxsZGvF7vlNyatLQ0CgoKMJvN83YLSSaTdHZ2IggCJSUl/3GHGLjk0jrO/2ycHdsH6e7yEYslyc4xsGFDHomkH6fTic/nw+/3o9fr5y3DUSqVJBIJFArFvNkTOTk5+P1+gsEgg4ODstNvIaVDGo1GLoNqa2ujurp6xmMgtc02m804HA6Gh4cJhUIEAgHKysrkSZhKpaK4uJisrCx6e3ux2+14PB5ZZJMEm8kOm9bWVtLT08nLyyMtLY3ubh8//+nbJJMi+fkmFEqBrKwJQS6RSPLeVidvvtHBZ87LY1VD8bytePV6vdw2XBJtpFDLyU6bmUQbSTDbfZJjNBoxGo0MDQ2RnZ295DFJKnnKz89ftBBtsVh4771Odmx/n0RcjVaroqY2A4XSTXq6aV6XBCyuM5NSqaSlpUXObZuNeDyOKIrThJrJTg+lUkk8HkcQBKzWDD599q8oKJy6v+4hN0ce8Rn+/sovMZkyyM4uISuziHA4Nm+b7ry8PJ544glOOOEEAFms+cpXvsLZZ5/NM888gyAIVFdXMz4+Lr9use2lVwoqlQqbzYbL5VpUR7JAIIDRaJx1LA+Hw3LAdTgcJplMUlNTM+v5Ioqi7KwTRZHCwkJycnL22m/2wMAAsVhsxZUJ7yknnniiXBoI8Nprr3HEEUewefNmKioqCIVC/Pvf/+a//uu/+MQnPkFjYyORSGSKiJpMJvnb3/7G2rVrOfrooxdUorRcvPLKK5jNZu677z4SiQTnnHMOl1122ZK2FUu+BqgRhInx4977L5zxeQpySIp2kthRsnCxcqXwyiuvYLVa5Qyw0tJSTjnllD1aCEgmkwiCcNDfM6fYO6T8iSkOaHQ6HTU1NRQVFREIBGhsbGRoaGhBq40pFo6UESRlMrS3t6/IoN3lxmw2yyvmK+nz7stAYQlJiJECc7VaLbW1tWRmZuJ0Ouno6Jgx5FvK3+jv76epqYnR0VEGBwdpb2/HarVSXl7O2rVrqa6uJjc3d0EtXfv6+giHw5SWljI4ODgl/FWvV3PEkYVceFEDl3xhDR8/o5Icm5Hc3FwMBgN2ux2v17ugcjZJqNFoNPN+/xkZGej1ekRRZHh4WHbgWK1WOSNndyZ39Fm1ahU333wz27dvp62tjfHx8Vk7+kjlK4WFhahUKhwOB1VVVWzZsmXK2GcwGKitraW0tJTx8XGam5vp7e2VQ1oVCgU5OTk0NDRQWFhIKBSitbWVDz5o4mf/9wZanZLcvDQMRj2xaIxkIkk0Os6tPzyVZNLD+Pg4L77g5pxzPsX5558vv+97770nCzdnnnkmnZ2dwET+yIsvvoher+fmm29my5Yt1NfXY7PZiEQi9PT0sGPHDtrb2/F4PFPCZBUKBYlEQt6GhPTapXS1go+6PBkMhkWLsT09Pv7vzvd47Hc9bH6lm+YmN++/5+SeX73N3Xc10t4WX9Bv0djY2IIEHYDnnnuOp556at4Jl0qlmtLxaS5qampISzPS0vYqif90SHO7e/CPjhCPxykpqcdgMPPSS7/kyE2fBmDUF0GpcnLyySfPue3CwkI2b97MvffeK69C+3w++Xr9xz/+QUdHxwI++YGBzWZDpVLR39+/oOcnk0lCodCs35PUuU3qPheJRKioqJh1nAyHw7S2ttLb24vRaJSvr701SYxGo7Kjbm+4dfYX8XictWvX0t3dzY4dO7Db7bz88st8/vOf589//jONjY385S9/Qa/Xs3nzZq699lr0ej2dnZ1ceuml3H333Xzxi1+kv7+ff/3rXzz44IOcddZZ/O1vf2NgYIATTzyR9evX09DQIF8X0WiUG2+8kYaGBtauXcunP/1peX/8fj8XXHABq1at4phjjpF/h3fu3Mlxxx3Hhg0bqK+v52c/+xkwUXZ444038sYbb3Deeefx9NNP43K5OO+881i3bh1NTU0899xzrF69mnXr1tHQ0MCWLVtobW2V3ULxeByz2cwdd/yQhLiNZ57s5QuX/B6A007+FS/9pRGABx94k3Wrf8wRh93JxvV30NoyRjT+Otdcc438+3bMMcfIn+Wll17imGOO4bDDDuOoo47i7bffBmDLli2sW7eOq666ijVr1rB27Vqam5sBaG1t5aijjmLt2rV79Zh961vf4o033mDdunXceuutOJ3OKcdsd37yk5+wadMmNmzYwFlnnSW/x//8z/9w/vnnc9ppp1FfXz9vd8AUKWYj5ahJcVCQk5Mjlxn09fUxMjJCaWnpsrSbTDGBSqWivLyc4eFhent7aWpqmpKRcbBSWFhIY2Mj/f39Cypj2BdIN+nhcHifrT5rNBq5ZMZms6HValEoFJSWlmIwGOQW3hUVFahUKvx+P6Ojo3LWjCAIGI1GSkpKKCgoYHBwUK69XwwejwePxyMLR8PDwwsKfxUEgdLSUrZu3YrP56O2tnbe95KEGp1ON69Qo1AoyMrKIhQKEYlE5JBbi8VCb2/vrOVPTz/9NA0NDQA888wzfPGLX+RXv/oVgiBw+eWXz5gBZLfbefjhh7nmmmtwuVz09/eTSCSw2+3k5+dTWlo6ZbU9MzMTi8WC0+mUQ4kLCgrkciiFQoHNZiM7Oxu3281zf96Jy+mhuNRCLKZEp9Mx5h9jfHwcvV5Prq2Sru4POOywj+Ny+vF6/ezcuVN+vy1btsguipdeemnO46bX6ykoKKCgoIBQKCSXR0122kjlFDMJgRaLBa1Wy+Dg4JLC5fv6+kgkEgvq8jSZri4vd//f22g1SkrLLIRCITIy9CCASIBkUs9zz3YSiyk451M1s25bCtSd6zo+77zz0Gq1BINB6uvrefDBB+c9f0tKSigpKeGII46gtrZ2zhIAlUrFX/7yIued+0V+/otnUCohLc3K6ad9HY3aiF6n5/DDPsE//vEANTVHI4oi0ViCnNz4goTVoqKiKefE7bffzjXXXMP3v/99Nm7cOKWt/YGOUqkkNzcXh8OxIAEuEAggiuKsz7Pb7USjUTQaDePj45SVlc34XKnD2ODgIEqlkrKysn1ShiS5dpYr0HtfEo1GZ82Lkcaa+vp6/vKXv3DCCScQDoc544wz+OlPf0pZWRkvv/wyp5xyCsXFxezYsYPy8nJ6e3tpaWnh//2//8dRRx0FwJ///GcOP/xw2Z3zta99jbPPPpvvfOc7AHJnwB//+Md0dXXxwQcfoNFo8Hg88r5u3bqVHTt2UFRUxJe//GV++ctf8qMf/YjS0lJeeeUVtFotgUCATZs2cfrpp7Np0ya+/OUv8+9//5sXXngBnU7Ho48+OuX35nOf+xz3338/Rx11FIlEgmAwSHp6On6/X27xvWrVKl795ytc940j2bK5kxNPrEJkYgFmZGSEaCzGzTe9wLZdN5GXZyYSiROPh9m27R02b95MU1MTCoVC/oydnZ388Ic/5OWXXyY9PZ3GxkbOOOMMuVNgY2MjDz/8MPfddx8/+tGPuO2223jssce455579voxO/HEE/nBD34wpWTq4YcfnnLMJvPoo4/S2dnJ22+/jUKh4N577+Wb3/wmjz32GADvvPMOH3zwwbJ1VUtxaJISalIcNEhlAcPDw3LHory8PHJzc1OWw2VEauXY3d1NV1cXmZmZckbGwYjUhtjlcpGVlbXgle+9iUajkcN59yV5eXlytsnkzibZ2dkkk0l27txJa2urnC8jZc2kp6eTnp4+5RwJh8M4HA7MZvOCyxXD4bDcRSg7O5vm5uZFhb/q9XoMBoM8OZ+PyY6ahbS1zs7OZnBwkHA4jNvtJjc3F7VavaDyJ5jo6PPuu+/yzDPPsHr1ar7+9a+j0+lkV42E1NFn/fr1VFZW8tvf/haVSsWrr77KT37yE0ZHR/n617/Ot7/9bWBiNfLrX/86Ho+HSCTChRdeyOmnn87tt9+O3+/n/vvvByayQ9asWcNFFzxAQVEGsWgEj9uDTqdDRCQYChIKh8jLq8Pt6cBoNDIWfJ/MjDry8kUaGxtZtWoVW7Zs4TOf+Qww4Rp68cUXZ7zR3bVrFyeddBJ9fX0cddRR/Pa3v8VgMGAymbj++uvZtm0b7e3t1NfXc+ONN5KVlUUsFiMej1NeXk51dTUlJSU0NjbS2dnJueeey2c+8xm+//3vs3PnTs455xx++9vfzpor4PV6uf/++9HpdGzYsGHe71ciEolz76/fw2BQYTbriEVVhIIhxsfHSSaTJBNJMrMyUShUvPRiOzU1mdTVZ8+4rd3zaU444QRuvPFGPvnJTwITE/XzzjuPT37yk7KLRsoNE0WR//mf/5G3ddlll8nPGR8f58EHH5xSIrV7MO/k/6+qquLFF1/kxz96ncxMPSo1eNyeCZeEAF3dH3LkkZ9BoVDg7B+jtiaLlpaXuemmm2b8XJP3BSbEGslZBdDe3j7j67Zs2TLl/0tLS6dMvg4EpHGgv79/XkFN+v5ncqMMDAzg8/lQqVREIhEKCgpmFF/Gxsbo6ekhEomQmZkpO+32NlImV25u7oosOU8mk3OKMbt3UdJoNGi1WoxGo1yedPrpp9PT04PP5+Okk06ioqKC2tpaXC4Xb775Jueee+60962qqpJFmpk4/vjj+fa3v00oFOLEE0/kxBNPBCYycP7v//5PPpaTJ/jHHHOM7FI88sgj+cc//gFMuCu/8pWvsH379olr0+nkrbfeYnx8HIVCgclkmnXB8qSTTuIb3/gG5557LmeccYY8Rp900km8+uqrdHd3c9VVV3HHHbcRDI7z6istXPHlDdi7uwkEAhPNJtoz+diJVXz5i49z5idWccaZ9ZSWpVNWbiYWi3HFFVdw0kknyePZyy+/TGdnJ8cff7y8H/F4XM6Nq6mpYf369fLnfOGFF/bJMdu+fTt1dXWzfmcz8fzzz/Pee+/Jvx2SA0nizDPPTIk0KfaYVOlTioOOzMxMVq1aJQdqNjc3y10VUiwPWq2WmpoauSVpc3OzfMN5MCLdiPb19a2YsjqDwbDPhRq1Wk12djbDw8OMjY0xPDxMV1cX27dvp7+/n/T0dAwGA7FYDJPJxOrVq2XX1e5CXnFxMYC8kjYfUgmAUqmkvLwch8MxpeRpoej1ejIyMhYk1igUCpLJJGq1mlgsNu93r9FosFgsKBQKuYMVfFT+NDmHYzaOOOIIOYNEXrXczc3z61//mvr6erZt28bTTz+N0WhErVaj1+t56KGH+OEPf8j//M//0NTURDQa5aKLLuLuu+9m69atvPHGG/z2t78lFotxzjnn8Mwzz9DY2Eg8Huf+++/n3HM/SySiJDvbQnZ2NjqdDv+Yn2HPMN3d3UQjUepqj6Svb8JBMzCwC4u5lqOPPpYtW7aQSCR4/fXXZffEXOzatYuXXnqJxsZG3n//fV555RUAbrjhBk4++WS2bdvGQw89RFdXF++99x6h0IQY8o9//INEIoHFYmHXrl38/e9/55lnnuEPf/gDjz76KK+99hqNjY386U9/mnVckro8XXrppXzve9+bd18ns3PHEGP+CGbzxARIrVGjUCoIh8MTeTNazX/EVAVpaRpe+ftEK9tkMjntHBobG0OtVi/K/anRaOTQ0plIJBJzltPMRlGxmS9fdRgeT5i+nmFEIB4PcffPLmZ42MG6tWfRYx8lL9/EFVeu55e//CXHHnvsot7jUEChUJCfn08wGJy35CEQCGAwGKaNj2NjY7JTLh6Pk52dPa00Lx6PY7fbaWtrA6C6uprS0tJ9FsTscDhQqVT7Nb9NOtelsPuenh7a2trYuXMnH374IY2NjXR0dNDX14fH4yEajaLT6cjJyaG4uJiqqioaGhrkMqSqqiqKi4ux2WxYLBZOO+00XnvtNV577TU+9rGPAROiwauvvjrrODffdXfuuefy73//m4qKCm6//XYuueSSeT/nTNlSADfffDO5ubl8+OGHbN++nQ0bNtDb24tWq523G97dd9/NAw88gEaj4fzzz5c7yZ1wwgn89a9/5aWXXqK0tJTq6kp+99sPiMcTaLQRRkZGSIpJMjMyKa8o54mnLuf7t55JMBTl9FPv4eW/bcdimXAiX3jhhezYsYNVq1YxMDCAKIp8/OMfZ9u2bfIfp9OJzWab83PuzWO2adOmBf02744oitxyyy3y59i1axdvvPGG/PiBmrWVYmWRctSkOCiRWtpmZGTQ09NDS0sLNpuN/Pz8VOvIZUIQBPLz80lPT8dut9Pa2ip3eDnYHEwKhUJeEXa73XvcYWY50Ov1ch7TvjjeUoemZDKJ3W6nv7+fgoIC1Go1FosFs9lMeno6CoUCh8PB0NAQbW1tlJeXzxjaq9VqKSgokEsV57PpSyUA1dXVBAKBJYW/xmIxxsfHqa2tZWRkBIfDQUlJyazPlyZP0sQnFovNu3Kck5OD1+uVVwmlskyp/Gk+9480kdfr9WRmZtLX10dbW9uUvJbZuPLKK+UW30ajkTfffJO2tjaam5vlbj8w0THL5XJx9tlnc9ppp/HII49w5plncs8993Dfbx7hiT8Mo9aESf4nr0SlUsnfYVpaGtk56/H6BggERrD3bOfEj53JMcdU8Mtf3s0RRxwht+mej0996lPyzfSGDRvo7Ozk1FNP5fnnn+fdd9/l//7v/0gmk/h8Prq7u/niF7+IwWBg27ZtnH322XJ2xMaNGxkfH0en03HaaaehUCj47ne/i1qtxuFwABMulDPPPJOuri4qKiq44447SCQSPProo0QiEe666y4eeeQRHn/8caxWK7t27cJisfCnP/2J3NxcotEo1113HVu2bCEW1WO1lPL6m6Nc9LkfArB9+19obH4NEMmw5vKZT/8XJlMm23b8kedeaOeZ53S4XA7eeuutKeV+C82RkXj11Vf5zne+w+joKCqViv/+7/+Wv9sTTjiBjRs38vrrr9PX18f5558vu7FuvfVW/vCHP6DT6RAEgc2bN89YKrZ+Qy7f+OZGHnnodRyOOMmElvM+cy8CMD6u4KyzKzjplDIMhrmDuA91MjMzGRgYkNvWzzRGS2NqdvZUt1U0GqWrq4toNIpKpcJisUwL6x4ZGZHF5tzc3GVpUb8YvF4vgUCAkpKSve6mXUiJkoTURclkMs3aRWkxHHXUUdjtdv70pz/JgfjHH388l112GRaLhbKyMl577bU5t5Genj4lQ6ujo4Py8nIuu+wyqqqquPzyy4GJDlI/+9nPOPLII+UynvkcGT6fjzVr1qBSqXj99dd58803OfXUU6mpqeHdd9+dcz9aW1tZvXo1tbW1uN1uNm/ezDHHHIPNZuPvf/87VqsVq9XKYYcdzU/vvItjjs1FpVZh0pjQarTk5uWiUqrp7hpm46YSNm4qobtzmO3bejli45fQaUOcfvrpnHLKKbz44ot0dXVx2mmnceutt8ruS5goUdq4ceOcn3NvHbNdu3bx73//m4suumjG5+5+zCZz9tln8/Of/5xPf/rTWK1WIpEILS0trF27ds73T5FiMaSEmhQHNWazmVWrVslWcZ/PR0lJyYooXzlYSEtLo66ujr6+PlwuF36/n7KyshmzNQ5kLBYL6enpOJ1OrFbrvB2D9jYGgwFRFOXckL1BLBabMWsmOztbDvPNzMyc9rqioiKMRiM9PT00NzdTXl4+42Q0OztbnnCkp6fPeiMtXbuFhYXodDoaGxuXFP4qlS9JDqmBgQG5NGsmpAmINAGSsiLmIi0tDYPBQCAQIB6Py62j09LSFiTUbN26VbagS6Vj8XicgYEBksnknK/V6XSkp6ezatUqeWLicDhIT0/n2WeflW8mx8fHiUQiNDY2cs455/Dd735X/l7HIwGSyThKpRGjUYNKqUKpUpKflz9hTxdArdZSWFhHS+ubRMZDZGbkcNRRG7n88g+mZJHMx2wrnqIo8uc//1kWe772ta8xPj5OIpFAFEU+/PBDnnjiCb75zW9ywgkncO655+LxeDjjjDPYunUrp512mixgStt877332Lp1K2azmZNOOok//OEPXHvttajVaiKRyJTjP1OuwX333Sdnc934jb/x9LPfxmKeEGy3bfs7Y4EhTjvlW2RlZmPvfYu//u3XfPb87yEIMORu44kn3+TwwyunfP5oNEo0GpVXkyWuv/56brnlFvn/7Xa7XDqwYcMGtmzZQnNzMwaDgVNPPZXTTz9dFn96e3t56qmn5FKwa665hszMTO6++25cLhd6vZ6xsbE5xwyDMcp5F5SSm1vO0OA48XgSo1FNRWUGGs3BWeK63AiCQEFBAV1dXXi93hmFaEn4njw2iqJIV1cXgUAApVKJyWSirKxMFnoikQi9vb34/X4582tvjf+zIbXjlsTkPUUKSZ7pTzQanTLuzVaiJP1ZbrFKp9NxxBFH0N/fL5eubty4kf7+/ikB6nNxySWXcNlll/HUU09xww034HA4eOyxx9BoNAiCwM9//nMAbrrpJr7zne+wbt06NBoNlZWV87aXvuWWW7jkkku47777yMvLY+PGjdhsthnFs+uvv57LL78cvV7Pvffey6233kpXVxcKhYK0tDS+//3vo1arWb9+PWazmU2bNhGPx9m4cRPf+94Yxx6/mvT0NBIJEZVKhU6nI5EQ+fIVjzPqG0ehECgoSuPW/z0Hp0PPlVeeQjweJx6Pc8YZZ3DkkUeiUCh49NFHueKKKwiHw0SjUY455ph5hZonn3xy2Y+ZVBo6uQxrtmNmMBh4/PHHpzx2ySWX4PF4ZKdVMpnkmmuuSQk1KZaVlFCT4qBHqVRSXFwst/Jua2s76HNV9jVKpZLS0lLMZjM9PT00NTVRXFy8LDdxK4mioiKampro7++fktGyP5jc+Wm5btSlFV5JnJFKq3Z3zYiiyK5duxgdHZ31O5a6IHV2dtLW1kZRUdG0lWOpvXZzczN9fX0zhjVLHaMsFgs2m42urq4lhb/ChFAjlQjl5eXh8/no6emhvr5+xrFA+jfpv7OVmuxOTk4OoVAIQRAYHBwkOzsbq9VKX1+f7PyYieeee457772Xl19+Wf43tVpNZWUliUSCQCBALBabdZUvEong8/mIRCIIgoBWq0WtViOKIrfeeitnn302BQUFuFwuCgsLycrK4vjjjycvL4/HH3+c22+/nbq6ajrW2nnj9Z20tP6JK774syn7IpVhlZWu51//fpyc7FWcdEoparWaiooK7r//fm6++eYFHafZOPvss7n99tu59957USqVfPrTn+bcc8/lqquuwu12U1dXR2FhITARVvzMM88AE6Ug7e3tdHR04PV6SSaTjI6OIooip59+OhaLhXg8TlVVFYODgzMKfbPlGmzevJlLLrnkP+4iLQ2rTsLh2AVAc8sbOPpb6Olt/M+5IqLTfZQ5UlJ8OJmZ01d5d8+nkfjFL34hCzOA3O0LJnKE/uu//osdO3ag0+kYGRmhtbX1/7N35uFxlYX+/5zZ12Qm+77vXWjpBhTKUjYB8Soi4r1wKwoqIAqConAVFESUyyKbipdFLZvIjwtcvMrSQrUUWronafZtMkuSmSSz7+f3R+45ZpqkTdq0tDjf58nTJpnl5MxZ3vf7fhdOOukkAC699FKCwSB5eXk0NjbS1dVFVVUVNTU1XHnllZx77rlcdNFFMy5WJBIJRkZGsFqtFBVZOEisUhoHgNVqxWAwyOT+/ter6T5/m802YS1JJsnMzKSmpkZufBoaGsJutwPI19OPQ706PDxMJBKhtrZ21u+fSCQOSMZMhkKhQKvVotPpyMzMnFJpfbT/5v1zk9RqdYqdfnIe0xlnnMG2bdtSHr9ixQqam5tTfjbdNVKr1XL//fdz//33p/x8/7ynyd8vXbqUN998E7vdjsVioaqqSt4/0uMkS+ZZZ53FypUr5fvYz3/+c0wmk/xlMBjw+Xy4XC5eeOEFmcBRKBRs3fohRWU7SfJ3ErFc3tpwg0yKvb1xQmkkiuOIQgit8muU5lfy0UcfTbs/zz33XM4999wpP99/303+/gc/+MG87rO9e/dOu237P++rX/0qX/3qV+XvJ2eCAdx4443ceOONU15n/8elkcahIk3UpPFPA6liWmpG8Hq9lJaWfuJbi44mrFYrRqOR3t5eent7GR8fp6ys7Kh55o80dDod+fn5OJ1OcnJyPlYPsrR6GAwGD4sQi8fjsmJmfHxclpKbTCaKiorIzMyc1l6Ul5eHw+EgGAzOaD/S6/U0NjbS09NDf38/gUCAsrKylFVPiTSx2+1kZWWlhPHF43G6u7vRaDRUVFTIjUDFxcWHRE55vV759RUKBeXl5bS1tTE4OChn5kzG/tan2Va0W61WbDbbRDtONIrH45GJmv1VNfs3+rzxxhusWrUq5fVMJhP5+fkkk0n27t1LcXExFRUV1NfXU1lZyS9+8Qui0WhKzXEikcBoNFJfX8+DDz7Ifffdx4YNG1AqlZSUlPDyyy/LEvGvf/3r/OAHP5Dl39GIjtde/Qvx+ES1usloAmEiG8UfmGipqapayoaNT7Nk8Rc56aQJ0uT000/nzTffnLWiZiY8+OCDfPe73+WEE06QCSeLxcJ7772H0+nkG9/4BgDbt2+nrKyM999/H5VKhdVqxWQykZOTIyv6bDYbTqeTRCLB6OgobrcbQRAwGAzTTvhmUvlMRkWlha0fTbZciJy6+nIqylaRm5uLSv2P610yKaJS6cjOnnq8+nw+lErlnI7lb3zjG1x88cXceeedmM1mzjvvvJR8BelYysnJkbdfqVSyZcsW/v73v/POO++wbNky/vd//3fatqWRkRESicQUlU8ah4aioiI6OzsZGRmZQlT7/X50Op18ffF4PNjtdgKBAHl5edTW1sqh8X19fQSDQdkG9XGF98bjcRwOh0zaT0YsFpuRjNn/PFKpVGi1Wkwm0xRVzMetVj2eMDAwwNDQENnZ2bKNNxAI4PP58Pv9+P1++Z6u0Wgwm80yMSNdd0RRZHR0lP7+foLBIGq1muLiYpLJJE6nUybhXa4M4mKcopJOUDhIigYEFIhEgCiCkI1WuQ6lMLOdOI000pgbPhmzpzTSmCUUCgXFxcWyuqa7uxuLxUJZWVl6cDBPkNq3XC4Xdrsdv98/Y6Xo8YjCwkLZrtPQ0PCx5fEIgoBerycUCs3peaIoEgwGGR8fn1E1YzabD0qu5efnyyu8NTU1Mz5OqVRSU1ODw+HAbrcTDAaprq5OscYVFBTIlcwLFixAqVTKFoBEIkFNTQ3JZJL+/n4MBsMhTSKDwSDxeDxlcmEymcjLy2NoaAir1TrlGJ1MKCmVylkTNQqFgtzcXBwOB0qlEqfTKbelTSZq9m/hgX/YAMLhMNdeey3hcJiOjg5OPfVUmpqaaGlpobOzk7vuukteddZqtWzbtk3+v1arlVfeYaJJY+3atXR3d+NwOLBarQQCAbKyslAoFGzYsIHrr79e/nuXLa8lr2Acg+HTuIfHCAVDZGRmTEwO/RCLxijIX8hXv/wqV311Cbl5E+qR2267jdtuuy3l75n8N05emX766adTHjf5e7PZzOOPP57y+3vuuYff/OY3aDQafvzjHwOwePFi1qxZI2cNhMNhFi9eTCAQwGg08pOf/IQLL7yQLVu24PF45OBKKaD1YFayyTjjjDNYv349l112GaesLuAnd20kJ2fiOGxoWM3f/vYCBfkLUKkKicejDA/3U1hYQzAYp6DAREbGP47373//+xQXF3PmmWdiMpnmdA0ZGxujoqICnU7Hhg0bUsg5mFBV7W+nkSZtp59+Oqeffjrvv/8+e/funULUSKoNs9k8p+ynNGZGZmYmJpMJh8NBdna2fI6J4gQJKlmiQqEQPT09uN1uCgoKqKmpQa1WyxNxabJ8KBX08wVRFOnp6cHr9ZKdnY3NZkshY/Y/n6RrkdVqnaKKSauZDw+iKNLX18fw8DAmkwmNRkNHR4dsp4MJ0lkir81m8xRyL5lMMjIygsvlkkOWy8vLycjIoK+vD6/Xi8Vioby8HLfbzfi4j9LSz2HWGYkn95AU2oEIYEGlOBEFlQhCOgMyjTTmE2miJo1/ShgMBhoaGnC5XDgcDpqbm2UrQBqHD0EQKCgoICMjg56eHtrb28nPz6e4uPi4DxpWKBSUlJTQ3d097Srp0YTBYMDj8Rz0cZNVM16vV17dPJhq5kBQKpUUFBQwODgoT4wPhMLCQgwGAz09PXJujUSaSBaoffv2yeoWh8OBz+ejvLwcg8FAV1cXiUQiJa9hLpDyafYnY4qLixkfH5ctUPuTMzChTpls+5kNcnNzcTqdKJVKwuEwY2NjKfYnQRBS8mKkf6PRaEozkFKplPMYsrKyKCsrY3BwEIPBMKNlazrk5eXJNel9fX3s3r2bjo4Orr32WgoLC/nlL3+Z8vhXXvkdm/9uY/0fduBweBkZCaLXa/D7Q3i9HrJzMvnGdcs5cdnsqtEPF5///Oe58847ufrqq+UJx3RZAxkZGXL4qCAImEwmWUUlNaGoVCrGx8fZtWuXbJE6GGnz9a9/nV27dtHU1ER2dg5FRVVEohPn0dIl5zEy4uCV/74TpUqFKIqsWvkvWK0VJBJJyspTVZu7d+9myZIlhMPhOavhfvazn3HttdeiVqtpbGycQrZIxO1komZ8fJxLLrmEUChEMpnkxBNPlOvTJ2N0dJRoNDqtuiyNQ0dxcTFtbW10dw/isCexD/omjtGom3POLSCRSNDZ2YndbicvL4/q6mri8TjNzc1Eo1Fyc3MpLi4+KuTGgSxKXq+Xnp4erFYrQ0NDskVJq9WSkZHxsVuU/hkQj8fx+Xw0Nzfjcrlka5KkbM3JyZFVMzMttsTjcYaGhhgeHiYej2MymSgtLcVisTA+Pk5rayvJZJLy8nJycnJk+7HVapWLFNTKk4CTjuJfnkYa/5wQDlQ3unz5cnF/r2UaaXzSEA6H6evrw+/3YzabKS8v/8QF4X6cSCaT2Gw2hoeHMRgMVFZWzqmK9lhFe3s7wWCQhQsXfmzWrpGREfr6+li4cGHKMTtZNeP1emU/vUqlkiXrBwrvnS2SySR79uzBYDBQW1s7q+dEIhG6uroIhUIUFRWl2IBsNhsul4v8/HxcLhfZ2dlUVFTg8Xjo6emhuLj4kKtgpeakpqamKb/z+XwymShln8CE1WnPnj2Ul5czOjpKIpGgoaFhVu8niiL79u2TrSSiKJKfny+3CU2eoCsUClkNM1kVM9kWMRnj4+N0dXXJ+30uEzhRFHE4HHR2djI8PEx+fj61tbUzqpQikTi7djp5770OhpweAsExVq4q4bIvnoVOd/RUiNIxsGDBgoNeP5qbm1EoFDQ2Nso/6+rqYnx8nKamJrRaLX6/X7bSxeNxFAoFFotFDpeeLpTU5/NhNpuJRCKcf/6F6LSLqapYS0GhCbd7RA5/FkWR8bEI42MRvvzVJZx08j+OqWQyycknn8yf//xnenp6aGhoOCjJOR0khdrSpUtTtlU6t6RA6rlAmqBJbSxpzA8ikTi/fvxdNv/dTmamBa1ORTgUYmzUR1Z2Fg0NBsorg+TkWqipqSEUCjE6OiorHObbYnsoFiWtVsvg4CDxeJwlS5ZgNBrTKuSjgGg0KluY/H4/gUAAm81GMBiksrJSLscwGo0HvQ9EIhFcLhdut5tkMinnvplMJjkgemhoKGWcFo/HaWlpka+naSVUGmnMPwRB+EgUxeXT/S6tqEnjnx46nY76+nqGh4cZHBykpaWFoqIi8vLy0itC8wCFQkFZWRmZmZn09vbS2tpKSUnJx6pEmQ+UlZXJwcIHqng+kpA85qFQCKVSmdLQJA24jUbjIatmDgaFQkFBQQE2m23WNcNarZaGhgb6+vrkPIbKykqUSiVFRUUMDw/zwQcfUF9fT1lZGbFYjP7+foxG4yHnZiSTSfx+/4zPN5vN5Obm4nK5sFgs8t8xWVGj0WimDfCNRqOyGmayMiYSicjZEnq9nnA4jMlkkhvDysvLZVJmrhMeqf66u7ubzs5OamtrZ912IgiCfDx0dHTIEveamhoqKyunbItWq2LlqhJWriohGo3ywQcfMDAwQGdnG6WlpSmZQkcSkz+LgyEvL4/+/n75mPR4PIyNjVFcXCyTPGazGbPZTGlpKT6fj9HRUcbGxvB4PCiVSjIzM8nKyiIjI0O+D5x99tnyZ3z22Wfzwx/eyRuvd/HhB4MMD/snwji94yBCWUUmX/7KEhqbUq9zCoVC3ocKheKQz0mJmJUsCxL8fv8h2WN8Ph/BYPBju5Z9UhGJxHnskW007/WTZVWTaVViNpsY9cQwGE1oNQreebuTgiIdX/tGGS6Xi2QySVFREQUFBYc0BpGysWYiY/ZXj0ktShaLZUpejHTeeb1ePB4PJSUlH6v96pOOcDgskzI+n09WcSqVSnQ6HZFIhJycHBoaGmY9hgoEArhcLkZHRxEEgezsbPLz8+XrhmS7C4VCU5TPPT09xONxGhoa0iRNGml8DEgTNWmk8X/Izc0lMzOT/v5+uXmhoqLiqFdfflKRmZlJU1MTvb299Pf3Mz4+Tnl5+XG7KqfT6cjLy8PlcpGTk3NIq+KHA1EUZY/5ZOvRfKtmDgaJ4BgcHKS+vn5Wz1EoFFRWVmI0GrHZbLS2tlJdXY1OpyOZTBKJRDAYDCgUCrq7uxFF8ZBaniT4fD5EUZyxhhtSLVCNjY0oFAqZ/AiHw0SjUYaGhhgYGEghZyarUie3lUiTHp1Oh1KplAfaZWVl7NrZxe5dY8SiYDCqqanJorBobhlOFouFyspKenp66OzslNthZguj0cjixYvJysqio6ODPXv2MDo6SkNDw4zki0ajoampSc7R6ezsJDMzk9LS0iOuQpwLUZOdnY3dbsflcqHVahkYGJiR6BMEQT5XysrKZNJmdHRUJm0kpc2WLVumHIPrrlrC+ReU89e/bMdiySM7O5OS0gzKyjIPeLz6/X6MRuMhH9PS/o5EIvKEKxwOy1aGucLlcqFSqaatkT4ecPvtt+N2u+Vso9dff51Pf/rT7N27V1YIXXTRRXz2s5/lK1/5yry857p161i+fDnXX389r7zyCkVFRaxcuTLlMa+/2k5b6wiVVVbGxgQC/gDPPvc9mhrPpr7+VDweN53dL/GXtz+gonI9n7+0nuLiYoqLi/noo4945plnWLBgAZdddhl33HEHfr+f++67jyeffJLXXnuNp556atoWpf2vSxIZ88QTTxCJRLjnnntkMuZgx6AoigwMDKDVamXrSxqHD1EU5UYmiZiRFlhUKhVms1lWvKhUKjo7OzEYDFRVVc2KLBsfH8flcsmh5QUFBeTl5aWMuYaHh7HZbCgUCmpra1PukQ6HA6/XK9uP00gjjaOPNFGTRhqToNFoqKmpkRPwW1tbKSgooLCwMK2umQeo1Wpqa2sZGhrCZrPR0tIi13ofj9g/WPhIIx6PT1HNSNkr0iDraBNGkqpmYGAAr9d7QDJkf+Tl5WEwGOju7mbfvn0yqbRw4ULGxsYYGBhgfHyckpKSw7LLeb1eFArFAfdNMpkkKyuLffv2EQqFsFqtRCIR2tvb5Qm/0+nEZDKRkZEhV8dOtipN18QiCAK9vb2YzWba25zs3G5jx44BDIZBjEYDiYSIIEBdXTaf/0ITZeWzPxckm01PTw9dXV1UV1fPiayZrHZrb2+nv7+fsbExGhoaKC0tnfa1TCYTRqOR0tJS2UbV3NxMQUEBBQUFc3r/uWAuRM3kMOdIJDLrOvfpSBtJjeN2u1NIm8lKG7U6yYKFFhYsqJ3VcZpIJAgGgym2v7liMlEjwefzAVPrvg+GcDjM+Pg4RUVFR+zzO9I488wzuf766+Xv3333XVatWsXGjRtZsGABiUSCv/3tbzz00ENH5P1feeUVli9fnkLUBIMxNm7oo7B4IjDabDYTDocpKmxkwLaX/LyFE3XIwx1YLPl8tLWLb95wLq2te8jIyKC8vJzvfe97RCIRHA4HY2NjeL1edu/eTX9/P16vl66uLuAfFiUpy2qmFqXMzEz8fv+c7rkjIyOEw2Gqq6vT46DDQDKZJBgMyqRMIBBIaWSSgqdNJlPKdSQajdLe3k4sFqOmpuaA91hRFPF4PLhcLkKhEBqNRs5fnKyIicfjcjNnZmbmlEUzn88nNzGmsxvTSOPjQ5qoSSONaSA1wNhsNhwOB6Ojo0fEK/7Piry8PMxms6wGyM3NpaSk5LibJEhVxz09PYyMjByRAU0gEJDJmclZMxkZGbJyJhQKHdak73AhqWrsdvuciBqYmFQ2Njayfft2mpubqa+vp6mpiV27dvHhhx+yYMGCw17F9Xq9mEwmeYI8nVVJsgOEQiGcTid1dXVYrVZycnJkqbjRaGThwoVzug5kZWVhs9no7h7j97/rxaDTUFJqRhAEcnIm9pUoithsXu695+98+6ZV1NbNPmA2KysLURTp7e2lq6uLmpqaOU+mMjMzWbp0KVlZWbS1tbFt2zY8Hg8NDQ1TFIXSxE+yrGVlZTE4OIjD4cDtdlNSUoLVap3hnQ4dcyFqYOKYbGtrw+l0snz58jkTfZNJG1EU8Xq9sj1qMmmTlZVFMBiUa8RnA7/fD0wNtp4LVCoVCoUihajx+/2o1eo5q5tcLpdMbh2vOOWUU+jp6ZEzrt59911+9KMf8fTTT3PdddexY8cOMjIyqK6uTlHCQKoyZt26deh0Otrb2xkYGODkk0/mmWeeQRAEBgcHufLKK3E4HFRUVMj3q7/85S+8+uqrvPXWW/z2t7/lpptu4sorr2TvHhexWAK1euLYValUGPQGrNZKmlvepbTkLPQ6NZBkQdPp2Ab38Mb/bGfbRy+zePFidu3axR133EFjYyOXXXaZHJCdmZmJ1WolmUxyzz330NraisVi4U9/+pOc4XXvvffypz/9iXg8TnFxMU888cSUfK+nn36aZ599FovFwu7duykuLubhhx/m5ptvprOzkxUrVvDMM89gt9sxm81py9MckUgkUqqyA4GArHTS6/VkZWXJxMxMdetS618ikaC2tnbGe08ikZAbnGKxGHq9noqKCrKysqbcD3w+n2xpKi0tnXJ/jcVi9PT0yBlJaaSRxseHNFGTRhozQKVSyTe6vr4+2trayMvLo6ioKO3VnQfo9XoaGxsZHByU5bmVlZXHncQ2KytLzjeyWCyHbTWaTjUD/8ia2V81E4vF5Md9XKHGgiBQWFhIX1+fvEI3F0itSiUlJQiCQFdXF/F4nHA4jF6vPyjxINUV63Q6RFHktNNO48477yQcDuPz+eSJjKQ+krZZWnE2m82yMqapqYn29na5DjcSiaDX68nOzsbpdM6p+Ul6H50uk9899TesFgNKZRy1Wk0oGCKRSKBUKidIm1wDPl+Exx7eyo9+cgYWSyqx8Nxzz/Gf//mfjI+Pk5GRgclk4pZbbuGiiy4iOztbrmuVlDUH22f7WzVUKpVc/9va2kp7ezsej4dFixZNGcibTCaZbFCr1VRUVJCTk0N/fz/d3d2YzWbKysrmNTR8rkQNTJBukUjksO080uQ4MzNzWtLGbrej1+vlsOGD7Xu/348gCIetftNqtSnH42xzoiYjFovhdrvJycn52K4f8wG9Xs/KlSvZuHEjF1xwAYFAgPPPP59vf/vbwEQ1/BlnnDGr19q7dy9vvfUWCoWCpUuX8tZbb3HOOedwww03sGbNGn70ox/R3d3NCSecwPnnn895553HxRdfnEL+ALhcAVSq1MUHk9mESpmFP+AmFBxHTMYoLKgjJ7uKzs5XsA962bZtGxdeeCGlpaWYzWYKCwtZunQp+fn5+P1+ysvLyczMZOfOnezevZvS0lKuvvpqHn74Ye6++27+8Ic/0NXVxZYtW1AoFDz++ON85zvfYf369VP+1q1bt7Jnzx5KSkq46KKL+NKXvsTGjRsxmUyceOKJ/PGPf6Suri4lZD2N6SE1MklWpmAwCExcPwwGA3l5eTIxM5tzLRgM0tHRAUB9ff20NvxYLCY3OCUSCcxmMxUVFdMumIiiiN1ux+l0otPpqK2tnfKakkJTIoaOt8WzNNL4pOH4vSunkcZRQkZGBk1NTdjtdoaGhhgbG5PtAmkcHgRBoKSkhIyMDHp7e9m3bx/FxcWHHBr7cUEKFrbb7YdUbTsb1cxMAzuJ2AoGg3NWs8wnJCLDbrfP6dxIJpN0dXWhVCpZvXo1Pp+PXbt24XK5KCkpwe12pwQfwsSAeLIaJh6P8/Of/5yysjJ5It/b24sgCAQCAVQqFSUlJWRlZcmEzIHqYysqKujs7MThcKBUKuUwYWDORA1AX0+MaDSJyaQmHE6QiE9sYzgUxmj6x2TdbNYyNhph6weDnHNetfzz3/72t9x///28/PLLssVOmkxKyMnJQRRFmSypqqo6IGEwnVUDJj7HlStX0tnZSXt7O++//z51dXXU1NTI0niTycTo6CixWCzlZ42NjYyMjMih7Hl5eRQWFs4LsS1NGGZL1PT398vWsJGRkXlTnE1H2gwNDRGJROjo6EClUsn2qJlIG7/fL2cwHQ60Wq2sqIlGo0Sj0TlfO4eHhxFF8RORPXLGGWewceNGMjIyOPXUU1EqldTW1tLc3MzGjRu55JJLZvU6//Iv/yJfb0488US6uro455xz2LBhg1xjX1VVxdq1a+e8jT6vD6PRTJa1HJM5gWd0gPq6VSxYsIq/vvkIhYWF7NixgyeffJK8vDw0Gg1qtXraY2X16tWUlpYCcNJJJ/Hmm28C8Oqrr7Jt2zZOPPFEYOJ6OdM1efXq1TIJs3TpUioqKmTlzMKFC9mzZw8nn3zycbeAcjQQjUZTiJlwOAwg22wLCwvlRqa5nut+v5/Ozk6USiV1dXVTVHLhcFhucBJFEavVSkFBwYyfUzgcpqenh2AweEAFs8PhwOfzpfMZ00jjGEGaqEnjmIQoJkjSTTI5gEgMgUxUikYE4eMhR5RKJaWlpWRlZdHb20tnZydZWVmUlpYe16uQxwokMqyvrw+bzcb4+DgVFRUzyoGPNej1evLy8hgaGiInJ+egg1pJNSORM5NVM4WFhXJD02wsLNJg6uMmaiRVTW9vL2NjY7OWyff19REOh6mtrUWtVmMymdDr9fLfNTAwgN/vp7S0VCZm9p+si6KIUqkkOztbVsm8+OKLvPDCC3Ig8UsvvURPTw+33nqrrKz58Y9/zIUXXkhvby/Lly/na1/7Gm+88QbBYJCf/OQnCILA+Pg4t912Gz6fj3A4zOmnn85vf/tbNm/ezPXXX08ymSQWi3H77bdz+eWX4/V6uemmm9i9ezfhcJgzzjgDnfpC8vPNPPv8rRQV1WOztRAIjlJXu5rP/suNKX9LTo6eN//aw9pzqlAoJj7/O+64g//6r/9KyUFauHChXMH89NNP8/rrr/PSSy8hiiKPPfYYH3zwAW+88Qbvv//+lO3MysqaYtU499xz5e0Ph8NceOGFfOc732Hbtm2sWrWK9evXs2bNGjIzM7n77rsJh8P87Gc/S7E5CYJAbm4uVqtVVspJTTHzoWpRKBRTGmumg5QrU1VVhdfrZXh4+JAbdA62TSaTSSakDAaDHEI8MjKCSqXCarVitVoxmSZySpLJJIFAYF7IaI1GIx/LksJpLoqaZDLJ8PCwnLV0vOPMM8/k2muvJTMzk9NPPx2ANWvW8Pbbb/O3v/2Nhx9+GJggwScfR9IEW8LkfaFUKqdUVs8WhQUmYrF/vM/42DgOhwO9Xs+CBasZHunA4ehgzWmXo1ZryMgoZG/LW3JQ+MEw03aKosjtt9/OVVddNefXmPy9dK0tLi6e1d/7Scfk4F+/35/SyGQymcjOzsZsNs/63j0TpOwhjUZDbW1tyjjI7/fjcrkYGxtDoVCQk5NDfn7+Ae2Obreb/v5+FAqFrJqc6X0dDgfZ2dlkZ8/efptGGmkcOaRnmGkcUxBFkURyBzHxDURxHBAABQgJYglQCiegUXz6YyNsjEYjTU1NOBwOnE4nXq9XJnDSODxI1ouRkREGBgZoaWmhvLz8iORdHAkUFRXJwcLTtR8Fg0HGx8cPSTVzIKhUKjQaDaFQ6LD/hsNFVlaWrKqZDVHjdDoZHBwkKyuLQCCA2+2mra1NrlJ2u904HA66u7tJJBKUlJRgNBpTAnylzJTvfOc78iTj3nvvRa1Ws2XLFp577jkWLVqExWLhzDPP5I033qCwsBCHw8GKFSvYu3cvMDGYPfnkk7n77rtZv349Dz74IL/61a94/vnnKSkp4cUXX6SlpUWe1N17773ccsstXH755YiiKFd333TTTTKZk0wmueyyyxlyvs5pp11EMplkbMzJ+ed+l3AkwMuv/IDVJ3+OvPx/5ADoDWpGRrwEAlHMZi1DQ0MMDg6yatWqWX0GeXl5WK1WotEovb29026nxWKZYtUIh8O89tprmEwmYrEY5513Hjt27OCss85i7dq1vPzyywiCQENDA3/84x954okn8Pv9056fKpWK8vJycnJyGBgYoKenh+HhYcrKyg5rlVZSNx0IUp27RKDo9Xo6OjrweDxHZPIhHQ8GgwGLxYLFYiGZTMr2KLfbzfDwsEzaSCTBfOSdabVakskk8Xgcv9+PUqmc0/51u93E4/Ep2SXHK04++WR6e3v505/+xA033ABMEDXr1q1LIT9qamrYunUrMKEg2LBhA6eeeupBX/+ss87iqaee4vbbb6enp4e3336bs88+G5hYbJCuARL+9Yq1nHrybUSjJkIhP06nE5VaRUlpCQrlMl7+fz9DrdaRkZFDLJagqGghL7zw+KwtWjPh4osv5qGHHuKzn/2sHIq+b98+TjjhhFm/hkREZGRkHLfNjIcDURTl4F/pSyLCpAWFgoICeWFhvjA6OkpPTw96vZ7a2lp5TDA2NobT6ZQVooWFheTl5R1wzJBIJOjr62N0dBSz2UxlZeWMn6WUS6PX6w9JFZxGGmkcGaSJmjSOKcSTG4glX0cgB4WQuoojigkSNBNO9KFVfgOF8PGQI4IgUFRUhNVqpa+vj56eHjweD2VlZceNAuRYRk5Ojhw03N3dTXZ2NqWlpcd8LpBSqaS4uJi+vj7cbjeZmZnzppo5GAwGg+yH/zghqWqkcyIrK4tEIpFiU5L+PzY2RldXF0ajEb1eTygUIhAIEAwGqa+vp6ioCJ1Oh9vtZufOnXg8HpYvXz5jAOtLL70kK0xgQmVy8skny7k+mzdvpqenh0996lMp29vZ2UlOTg4mk4mLLroImLARfOc736GsrIyamhruu+8+brnlFmpraznppJOAidX7u+66i7a2NtasWcMJJ5yA0+nklVde4W9/+xs//elPEUWRQCCIQb+A8bFxEskk+fkLSYoiyaQCS2Yhg46uFKIGJujpSe26U3DKKafg9XrR6/XyhHMyMjMz0ev1eDweTjjhBO666y7ZvjET4ZNIJLjlllvYvHkzoijidDrZuXMn559/PjfddBPXXnstn//85/nNb35DUVERpaWlsopjJhiNRhoaGqbYoQ4152s2RE1fXx+iKFJeXi4HAuv1elwu1xEhaiSCdPJkTaFQpJA24+PjMmkzNDTE6Ogo2dnZKJXKeavoPpS676GhIQwGwycmJF+n07Fq1SoGBwcpKioCYMWKFQwODnLppZfKj7v66qv5/Oc/T1NTE3V1dbMmQR966CGuvPJKnn32WSorK1MIlSuuuIJ169bxxz/+kZtuuolPfepTeDxuzr9gMf/98j5Uaj8KhUK+rpWWLsDn97DkhHMn2tMG/Vx04Tn8x49+x2233XZY++GKK65gZGREVhUlk0muvfbaORE1AwMDKBSKj1WleTQhKd0mNzJJqiutVovFYpHzZeYa1j1bjIyM0NfXh8lkkkPhpYDgcDiMVqulrKyM7Ozsg1qp/H4/PT09xGIx2U4+07VBFEW6u7tJJpNUVVWlc2nSSOMYQpqoSeOwUVFRweuvv54ySToUJJJtxJL/g0ARgjD10BQEJQL5JBkhmvgdWuUNCIJi0u8FfD4fJpOJCy64gIcffpjq6uopryPhjjvu4Ac/+MEhkyt6vZ76+nqGhoaw2+20tLRQXFx8XDdnHCvQarXU19fjcDhwOBz4/X4qKyuPevX0XGEwGAgEAvz973+noKAApVIpq2Yk5cyRsMoZDAbGxsZIJpMfyyBLImOkL4/Hg8PhoKSkZMrEWqPRoFQqGR8fp7i4mIULF8oTzNbWVgoKCqirq5Mfn5mZidls5u2332bjxo2cfvrps548SANqqbln8eLFvPfee1Me19vbmzL4FgRBDmdesGABt9xyC0qlkhdeeIEHH3yQF198kdNPP53Kyko++OADvvnNb3LSSSdx7bXXkkgkePDBB6mqqkKj0aBQKLnn7o8wGHRoNRrM5kyKiorweX0olSpCoaAcKgwQicTR6lQYDBMrn3l5eRQXF7N161bOOeccADZv3szevXtlYmk6K4dOp6OoqIjPfOYznH322bS2tvLNb36Tc889l7vuumvKPrj//vsZHR3lgw8+QKfTcc0118hqkdNOO41wOExOTg5bt25l5cqV7Nmzh9zcXOrq6g5KuuTk5GC1WuWcL4/HQ3Fx8Zxb0g5G1Ljd7mnr3PPz8+nt7Z1zffxsEA6HUSgUM95HFAqFbH9KJpNs374dmFgh93g8qNXqFHvUXCC9ZzAYlCvlZ4uxsTHC4fCsLDbHEzZu3JjyvdRQNhnZ2dls2LBh2uc//fTTM35fXFzM22+/Pe3zVqxYQXNzs/z9yy+/zLe+9S2WLbew6b0oXZ0x6huK5HuYWq3lzh+9RTSaoL/Py4KFuXz92k9x+w//bcb3v+OOO+T/r1u3jnXr1s34/Y033siNN6baKg/2GtLv3G43wWCQp5566hOrFk4kErJSxufzEQwG5UYmg8Egk/cmk+moKIpcLhc2m02uyh4eHmZoaIhYLIbBYKCqqgqLxXJQIlYURXncJI2jDjZustvt8hjrk2CBTCONTxLSRE0axwxi4gbicQMa9YEPSwU5JEUbSXpRUjXtY954442Dvt+dd97JzTfffFgqGEEQyM/Px2Kx0NfXR39/Px6Ph/Ly8vQN7zAhKZcyMjLo6emhra2NwsLCI5I1cahIJBIpDU2xWAylUkk0GkWhUNDQ0DBvqpkDQVrND4VCR4zMSiaTKcqYyQqZWCw2ZXt8Ph8wMbmZbFVSKBRyJfvkQWR7ezswQfzuj9zcXFavXs2WLVvYtm0bjY2NswqHlQa5KpWKU045hY6ODv76179yyimnEIvF5Ppvm81GIpGgubmZWCzGwMAA8XictrY27HY7wWCQhQsXcs0113DllVei1WrxeDycdNJJnHbaaVRVVfH888+zdOlSPve5z/Hyyy/z+OOPo1QqGRkZYflyMx9tC6NSqVApVUSjUXT6/7s+iOJEM9W+t/F6R1jQdDnnf6ompS3mhz/8ITfeeCMvv/yyTGJNnnzW1NSwe/duub73pZdewmKxUFhYSGdnJ0ajkU996lOYTCaeeeYZYKpVY2xsjMLCQnQ6HYODg/z3f/833/jGN+Tf//u//zuPP/44e/fu5Ze//CW7d+9mx44dmM1mVqxYcVACUsr5ktqh+vr6GBkZobS0dNbH7IGIGulzkyxPkyFViLtcrnknakKhEDqdblbnuCAIKJVKmpqaKC4uZnx8XM6zGRoamjNpI5GLHo8HmFs+jcvlQqPRHDfW0uMNn/vc51ixYgUdHR2sPcfK4hMq2LsrQH/fOErlxLGSSIhotUo+dUENF1xUi0bz8atGk8kkg4ODGI3GTxRJE4vFZFLG7/fLSjipfS0/P18mZo62etdut+NwODAajWi1Wvbu3UsymSQjI4PKysoZVaT7IxqN0tPTg9/vn7USeXx8HKfTSW5u7ifq804jjU8K0kRNGvOGzs5Ovva1r8l+/J/+9Kecf/75clDnyMgIQMr30v///d+/wNvv/ImrvrqGl17cwbLlZXywpReHY5xLPr+Eu376aQAefGADf3xhB/F4FL3uv/nVr/7IkiVLpmzLZJXPnXfeyXPPPScPpjds2CBLi0855RQUCgUbN26cdfjpdNBqtdTV1eF2u+V8laKiogPKTdOYHUwmE01NTfT392O32/F6vVRUVBwx+fHBIGXNeL1e2fqhVCrlnJmMjAzsdjtutxuFQnFUPv/JzU+HQ9RIZMx0VqX9yRi1Wo1WqyUzM1MmYSRCRqFQ0NraSiKRmHIOOJ1OxsfHUybow8PD+Hw+ysvLZyROS0pKWLBgAb29vfT39xMMBqmoqJAHorFYjEAgQCwWIxaL4fF48Pv9jIyM0NLSQiwW49577+X73/8+Pp9PloQ/+OCD8ueo1+vJyMiQCbfa2lreeecdnnrqKdRqNYIg8IMf/ICysjIeeughNmzYgEajQavV8vDDD6NQKHjwwQf57ne/ywknnCBXgN95x89QKAQSSXGiqSccwWK1gCAAAqFgCJerl4yMAgQETj45tQr3mmuuwWAwyGG/eXl5GAwG7r//fmDCqnX22WezYMECioqKOOGEE3A4HAC88MILchuM0Wjk17/+NTDVqnHDDTdw6aWXsnDhQkpKSqY02lx55ZVUVlby5S9/mUWLFlFcXMyLL77IRx99RDgc5sQTT5xV25ekRPR4PNhsNvbt20dOTg7FxcWzIntmat2SLE8VFRVTzjlBEMjLy2NwcJBQKDSvmRKhUGjW5E8wGJTzaSYrbRKJhGyPklbSJdImKytrxnNaoVCgVqsZGxtDrVbP+tyXLB4lJSXp+9MRgpTNFA6HaWys4+KLa4lEErQ0D+N0+kGEvDwDCxblodcfOxkwLpeLWCxGVdX0i2DHCyKRSEojk9SOplAoMJlMMhl6KI1M84n+/n4GBgZkNU8wGJQbnOZynRodHaWvrw+AysrKWZEuErFjMBjS9etppHGMQhAPYIRfvny5uG3btqO4OWkcj5BIka985Stcc801fOUrX6GlpYU1a9bQ2tpKIBA4IFFTWVnJs88+wGc+b0chFHHu2kfIyzfzuz9cgc8XobHuJ7z2xlXU1eXjGQ2Rl2dGoYjy7sY+7r6zmS1btiAIQor1SdqmoqIiqqqq5KYFn8+HXq9HpVKlPH4+Ia3sjo6OYjAYKC8vT1dbzhM8Hg/9/f0AlJaWHpVmgulUMzBBjkg1vfurZuLxOHv37sVgMKTYeI4kdu3ahcVioby8/ICPm0zG7E/I7D8JVqlUKWqYyf+fzUpdZ2enHCoL4PP5aG9vJysrS7ZcRCIRWlpaMJlM1NbWTnmdeDxONBolFovh8/lobm6WLTmCIMgWs/3h8/lwOp3U1NRgtVpRq9Xyl1R5q1arD0oODA8P09/fj9FoZGRkBIVCwaJFi2a9yilh+0cOfv34R1gsGoKhMYwGo1wzDvDyK3dy7tk/4vobTmXZ8qI5vfZsMDAwwNDQEAUFBfPW4rJ7925sNhuBQACFQsHSpUuprKyc9eQ/kUjgcDgYGhpCoVDIdqiZnt/X18f4+DiLFy9O+bnb7aa3t5fS0tIZa6bj8Th79uwhKyvroOfIbJFIJNi5cyfFxcWzCuSV7A2LFy+e0U4xmbQZHx9HFEVZ+WK1WqeQMfv27aO3t5eKioqUVrADobu7G6/Xy6JFi4757K/jETabjb6+Pnw+H2VlZdTX1x8X+zkWi7F3714yMzOPK6JGFMUpjUzSfVqlUslKGbPZjF6vPybISVEU2bt3L52dnWi1WgoLC+UGp7movBOJBAMDA7jdboxGI5WVlbNaxBJFkba2tv8jEhs/toWvNNJIAwRB+EgUxeXT/S6tqEljXiCKIjt37uTLX/4yAE1NTSxZsoQtW7awaNGiAz5Xp9Nx6RfOJyo+Jf/sc5ec8H9BdjoqKi3s2N5Fbp6G9/8+wGOPbGF8LISgEOjp9rJ9+3Z5stXR0YHFYiGRSDAyMkJubi6VlZV86Utf4txzz+Xiiy+e8wRrrlCr1VRVVTE2NkZ/fz/79u0jPz+fwsLCdEjbYSIrKwuTyURPTw+9vb2Mj49TXl4+74PgYDAokzOBQECuf57c0HQg37pKpaK4uJj+/n5GR0ePir1Ar9fLgcKiKE6ripmJjNFqtZjN5imEzOHs18zMTIxGIw6HQw4V7u7uRqfTUVZWRiKRIBqN0tLSgs/nIzs7m/7+flkRI31Nt5gQDAYpKCggEAgwPDxMZWUlubm5KQSM3W4nMzOTJUuWHNbAXNoHxcXFeL3eGVu9DoYTlxVyw7dX8uwf9jLqSeIe9mDNysTjDpMUBc4/9zauvf6kI0LSwASxKYUES7bCw4V0rS0uLmb79u1s2bIFp9PJiSeeOCvrp1KppKSkRLZD9ff3y+1Q0xHo01mfDmR5mgyVSkV2djYjIyMUFRXNS+7EdEHCB4LP55NbymaCUqkkKytLPmfGxsYYHR1laGgoxa4kkTZqtZrx8fFZLzhEo1FGR0fJz88/LsiD4w02m00mL4uKiqipqTlu9vPg4CCiKB7zddwTIe2BFGJGui5oNBrMZjNmsxmTyXTMWdBFUcTj8bBt2zaGh4cpLCxkwYIF5Obmzvk4CQQC9PT0EIlEKCwspLCwcNb3OukYra6uTpM0aaRxDCNN1KRxxDFd0OVkTEhPrRBPIjIxKdPpJgaygiBgNOgxGk2IooLrvvEqf3nrGyw6QctgfxYLGm6lsLBQbtSRbuCJRAKXy4XZbOZXv/oVu3btYtu2bfzwhz/kkUceYcGCBcDEymJmZqa8sr7/v4cT/GqxWDCbzdhsNpxOJ6Ojo5SXlx9xouiTDo1GQ11dHS6XC7vdTiAQoKKi4rD264FUMwUFBWRkZMy5USUnJ0euGs/MzJx3kk4iY6Sv0dFRHA6HTHBMhkTGSAPXyYTMfE8iEomEvA06nU4mXzweDz6fj9LSUnbv3k0ymcTj8eByuSgsLGR4eBilUimTLTqdbkYFzL59+4jH43IdbyAQIBKJpKgxfD4fZrP5sFdPpf2jUCiorKykvb0du91+SGquBQvz+MlPz2TXLhtv/mUXOl0GoqinvEJPSakBizV28Bc5DJSVlclhk1JD1+HAZDIxPDyMyWTirLPOYvfu3XR0dDAyMsKKFStm/fo6nY66ujpGR0ex2Wy0tbWRlZVFSUlJCqmhVCpJJpOIoih/rpMtTwdDfn4+w8PDDA8PzwtRJd3LZkvUzFRnPhOUSiXZ2dlkZ2fPSNqMjY3h9/tnTdS4XC7ZCpbG/MJms8n3pLy8PGpra4+bJshgMIjb7aagoOCYm7gnk8kUUmZyI5NOp8NqtcrEzLG6v5PJJG63G7vdTldXF/F4nOXLl1NXV3dIYwOn04ndbketVlNfXz8nZbh0DcnLyzssy38aaaRx5JEmatKYFwiCwJIlS3jmmWf48pe/TGtrK7t27eKkk07CarUSi8Xo7OykpqaGZ599durzyUMhlCOKI9O+dkZGJgIq4vEElkwVKmWcP/xuwo87ecBdV1cn36wbGxspLi5mbGyMyy67jM997nO0tbUxNDTEypUrMRqNuN1uRFGUiZ7p3ns6Amemf/efFCqVSsrLy8nKyqKvr4/29nZyc3MpLi4+blbZjkVIlhcpaLi9vZ2CggKKiopmPTE/XNXMbLaxtLSUtrY2HA7HIa1SiqJINBqdURkzWW0SDoeJx+Oo1WpycnJSCJn5aJpKJpNT1C6SJWny95NJWZiYnHZ1dWG1WqmqqiI7Oxu1Wi23bixatIiGhgbUavWsB6zl5eXs27cPl8tFfX09AwMDuFwugsEgVVVVcgvVfExGpfM0mUySm5tLZmYmAwMD1NXVHdKERqEQWLq0FL0+QDwep7S0lM7OTnQ6LWNjYwQCgSPablZeXo4oitjtdvk8OlRIkwO/309eXh7Lli2joKCAbdu28e6779LQ0MDChQtnffxZrVYyMzNxOp1yllFhYSF5eXlyEC9MkIEqlYqRkRE572g2n4VUszs8PExBQcFhk6ehUOiAjU/7PzaRSByy1XYm0mbfvn3Y7Xba29spLi7GarXOaLWVlKZWq/WYndAer5AWZKT2rerq6nnNQjrSGBgYQKVSHdb1YL4Qj8dTGplCoZBMzur1enJzc2U705FoUZxPxONxhoaGGB4eJhwO43a7yc7OZuHChYdE9sdiMXp6evD5fFit1jkriiORCH19fRiNxnQuTRppHAc4tq9waRwXiMfj6HQ61q9fz9e+9jUeeOABVCoVv//97+Wq6oceeohzzjmH3NxcLrzwwimvIQgCKsWZRBP/BUy1OgiCQFlZAbf+4Gw+de6vsViNfP6Srx9wuxQKBaFQiC996UuEQiGSySQnnngiV199NTqdjltuuYWvf/3r6PV6NmzYgNlsJhaLEY/HZ/xXmgzvPxmVoFQqZyRxioqKGB4eZnBwELfbTWVlZXo14zBhMBhobGxkYGAAp9OJ1+udsWJSUs1I5Mxk1Ux+fr5s1ZlP/7rJZCI7OxuXy0V2dva02yWRMdNZlfYnY5RKJVqtFoPBQFZWVopNKR6P09zcTF5e3pwGgKIoHpB8kX42XduOIAiy2kUK4p2sfpFIo02bNlFbW8uyZcvk92xvbyczM5OmpqY5E2JSS4fL5SIrK4uysjKMRiP9/f20tLTI4a7z0fAzmRyACVVKX18ffX19h5U/lJeXR09PDzChyJDqwO12+7RZPfMJiawZHByUm+sOBRqNBo1GIxM1giBQUlJCdnY2W7dupbm5GafTyUknnTTra51CoaCoqIjs7GwGBgaw2WyMjIxQVlaW8lkkk0lsNhtms3lOhFx+fj5jY2O43W75/nSomEswsRRYPR+ZaJNJm7GxMbxeL2q1GpfLhdPpRKvVykHEk7dveHiYZDJ5yJ93GtPDZrPhcrmIRCJyRt7xpJyVVFmTz7GjiWg0mtLIJCnVFAoFRqORgoICOfj3eFngikQiuFwu3G43yWQSg8FALBajoKBArtqeK8bGxujr6yOZTKZkv80WyWSS7u5uAKqqqo6JrJ400kjjwEiHCadxWHA4HDQ0NOB0Og979UgURWLJN4gl30ZBPoKgnfJ7URghHoP+7nOJRsyUlZXN+WY1H0gkEgckdCb/u/8ENxQK4XA4iEajZGVlUVpaKts8ZlLrKJXK9E31IJg8iCkpKSE3N5dQKMT4+PgRU83MBlJAo0ajobS0dAohE4lEUsgYhUIxbYCvTqc74OqhlBOVm5tLSUmJrBQ7GAEznZpMEIQUsmV/+9Fsg3gjkQitra04HA4KCgpYvHgxSqVSDlWdbTvFdEgmk7S0tAATmVgKhYJgMEhXVxfd3d1YLBZOP/30Q3rt/f+GvXv3UlFRQXZ2Nl1dXTidTnQ63SENliWIosiePXvQ6/VkZ2fT09OD2WzG5/PNWcp+qO/f09PD6OgoZWVlh0xaSKu7+wf8iqJIV1cX27dvRxRFlixZQl1d3ZyvY+Pj4wwMDBCJRFAqlYTDYRYvXszg4CB+v5+mpqY5K5taW1tJJpOyBfZQsXv3bjIyMmZlu+ru7iYQCBw0s20uEEWRbdu2MTQ0xKpVq7BYLLLSxufzIYqibA2xWCz/p9zSHbWA838GSCRNIpFAqVTOOlj6WIEoijQ3N6NQKGhsbDwq44xwOJxCzEi5aUqlUlbKSMTM8TbuCQaDstVdEASys7OxWCwMDAwQi8WoqamZM4knkdLDw8MYDIYZF6MOBikDrKamZlYNfWmkkcbRQTpMOI0jgl/+8pc89thj3HffffMi8RUEAbXiAgQsxMS//p8NSgUoQIiBIKIQajHpPkdDvYWenh65WaG8vPyoBvUqlUpZ3XAwTJ4wS//W1NQwODiIw+Ggu7ub3NxcjMaJFpiZyNO5WLD+GUOLLRYLOp2OvXv38sEHHwCQm5uLSqU6oqqZydhfGSP963a7cTqdDA8PYzabUSgUaLVa9Ho9FoslhZCZDXE0EwEzPDyM0+nE4/HMeCxNJloMBsO0BMx8kFeTV+9WrVpFT08Pw8PDWCwWBgcHsVgsh0zSwAShVV5eLmfGlJSUYDAYaGhooLu7G5/PR19fH6WlpYd1PuyvqJFqkA0GAzabTVYRzRWCIJCbmytvu6SKUqvVDA4OHlJg8Vzfv7KyElEU6e/vRxCEQyKdTCYTHo+HaDSash8EQaCmpoa8vDy2bNnC1q1bcTgcrFq1ak73i8zMTMxmMy6Xi66uLvr6+lAoFPLnfyj2s/z8fHp6ehgfHz/kCYt0Ds5FUTPfKotQKIQgCBgMBiKRCCqVipycHHJycojH44yNjeHxeHA4HOzbt4+RkREWL1487xXl/6yQSBrJlpebm3tckTQAQ0NDRCIRamtrj8h9UWpkmlyVLS0OqNVqTCYT+fn5mEymY6aR6VDg9XpxOp34fD6USiUFBQXk5eURj8fp6OhAFEXq6urmbGsNhUJ0d3cTDofJz8+nuLj4kPaRx+ORLZ9pkiaNNI4fpImaNA4ZN9xwAzfccMO8vqYgCKiVq1GJK0iK7STEHiCGgAWlYhEKYWLVV6GCmpoaOVAtGAxSXV19zCX8Q6o6YTIKCgoIh8P09fXh9/vR6/Uy4TSdOmfy/wOBiXyL6ewoMDG5nA2hc7iByccCJNWM1+vF7/fLExdJQr1gwYJ5VV1JZMx0hMz+yhiJgGloaECv16NUKlm4cOGMk8tEIkE4HJ4x/+VATUgSQRcKhaa1IGk0mmlzlI4UBgYGCAaD8uqdNGF0u90olUrKysoO+z3MZjM5OTmyBUqasBYXF2MwGBgZGZGvDYeaybE/UaPRaEgkEpSWlrJv3z76+voO2aqUm5uLw+FgeHiY/Px8+vv7ycrKwuPx4PV658W6dSAIgkBVVZVMgEgrwHOBNPHw+/3TEm8ZGRmsXbuW5uZmmpubeeONN1i5ciWlpaWzfg+FQkFhYSF6vR6n08nu3bspKCg45P1utVoZHBzE5XId8qRlLkHCkUiEWCw27yop6XpnsVjkmncJ+5M2W7ZswWg0EggEaGlpQafTkZWVhdVqPSbvm8c6JJJGo9EQjUaxWCxzOqaPBcTjcRwOh6wunQ8kk8kpjUySVVyr1ZKZmSlXZR9rocVzhdTg5HK5CIVCqNVqucVOqVQSCATo7OxEEATq6urmTI4ODQ1hs9lQqVTU1tYe8mckjTNNJtO8hKinkUYaRw/H9wwtjU8sBEGDUliIkoUHeMxEa4nRaKSnp4fW1lY5uPd4gU6no76+nqGhIQYHB2lubqa4uJjc3NxZDZ6TyeRBrVeRSCRlFWt/HG5g8tFGIpHA5/PJliYpa0av16eoZsLhsKy6CoVCFBcXz1pZEYvFpg3wjUQiKflEgiDIZExmZmaKZWkyMZBMJtHpdLS2ttLZ2UlOTs60BMx02UdS7pFarcZsNk9rSZJImuHhYfr7+ykqKvpYw0LdbjcjIyMpq3dFRUVs2rQJURRZuXLlvFnOSkpKGB8fp7e3l8bGRrxerzww9vv99Pb20traSmVl5SENdAVBQKFQyJ+NtF8FQaC4uJiBgQE5IHKuUKlUZGVl4Xa7WbhwodzapdFoGBwcPOJEDaSSNb29vQiCMKdrqERAzkTUwMQxvHjxYgoLC3n//fd57733qKmpYdmyZXMiiqX3KiwspKioiM7OTjIzM2cdJixBaj2y2WwEg8EZw3cPBKmaezbXaSmfZr4VNX6/H41Gg06nm0LUTIakoGloaCAzM1O2R9ntdux2O3q9Xq78TpM2B4dE8hkMBkKhEEajkcrKyo/93jhX2O122Sp8qJBC4Sc3MkkLCZKtU2pkOtI246MFKZR7aGiIaDSKXq+noqKCrKyslNbBzs5O1Go1tbW1c7o+xeNxent7ZcVfRUXFIS+oScpWhUKRzqVJI43jEGmiJo3jHhkZGTQ1NdHd3U1PTw9+v5+SkpLjyv4j1ST29fUxMDCAx+OhoqLioINmqXFkNpNyURTl6uSDBSbPpNqAAwcm7//vfAX/7a+amZw1I+XN7D8IlCYmg4ODDA0N4fP5qKyslFe1JBJrOkJmOjJGq9WSkZGRkh2jUqmIx+MpZItU7z35Z5IaY3R0lP7+fqqqqlLqp41G44yZMHM5jqUJZzAY/NiImlAoRH9/P2azOWX1ThAEIpEICoViXgkISZ0jZcd4vV6MRiMqlQqLxSJboTo6Og45P0KhUKQoamBCWZWXl8fo6CgDAwOHnHeUl5eH2+1mdHSU/Px8bDYbubm5DA8PMzY2dlQCxxUKBdXV1XR2dtLT04MgCLOukRYEAaPRKJMRB0Jubi4XXHABH330EZ2dnbhcLlavXj2F5EomRbo6PQwPBRERyczUUd+QjcfjIRAI0NDQQENDA0NDQ9jtdpqbmykoKJhTk1NOTg4OhwOXy0VlZeWsnjMZoVBIrpM/GHw+HyqVat5JEMlOpVQqCQaDMz7O5XKhVqvJyspCoVCQm5tLbm4usViM0dHRNGkzBwwODuJ0OjGbzQSDQbRaLTU1NcfVeAMmVBYjIyNyQ+BsEYvFUogZ6biTlKySjclkMh03wb+zRSwWkxucEokEZvNETuL+qrzx8XG6urrQarXU1dXN6b7g9Xrp7e2VGwEPt7mwv7+fUChEbW3tJ4YoSyONfyakiZo0PhFQq9XU1dXJK12BQICqqqrjSlqr0Wiora3F4/EwMDBAS0sLhYWFFBQUzMsqiKScme3KzGwCk0OhELFYBIXKhs7Qiko1joiCWLiIcLABUbTOWq0zOTB5smrG6/XKYYOSaiYjIwOTyXTQ/ZJMJrFarSQSCTo6Oujs7MRqtWIymWYkYyRJtrQ9giCkZMKMjY3J/z9YEK/UhCR9X1FRQUdHB1ar9YhkkEgkVDAY/FgaxRKJBF1dXSiVypQVZlEU6e3tldtmXC7XIdWVzwSLxYLVasVmsxGLxVLCXSXrWW9vL4ODgwQCASoqKuY0iVAqlSkZNYB8TFZUVNDS0kJ/fz/V1dVz3naDwYDJZGJoaIiGhgY5aFyn02G328nMzDwqq6AKhYKamho6Ojpksma2x5DJZMJut8uBqgeCSqVi1apVFBYW8uGHH/KXv/yFxYsXy8G+m/9u443X2/F4QhP9f+LEOaXTKaiugbyCCSJBaqvKysrCZrPJtrrS0tJZbbdSqSQnJ4ehoSGKi4vnTGyGw+FZT3D9fv+8254m26mka/V0+18iuYuKiqaQCWq1mry8PPLy8mYkbSR71PF0Lz1SkEgai8VCMBiUc5iOR/uwzWaTG9YOBEmRK4X/SsotqZGpqKhIDv493siq2SIcDssNTqIoYrVayc/PnzZvxuPx0Nvbi8FgmNOxIbXwuVwu9Ho9tbW1h50j5Xa7cbvdFBYWHhV1ZhpppDH/OP7uLmmkMQOkaliTySTbHSoqKo67CuysrCwyMjIYGBjAbrczOjpKeXn5nEPoDhezCUxOinYiid+TFIcRRTXJpAYxmSCRbEMUW4hFGgn7zyEWE4jFYgSDwRlDbvfPe5FWq6VJuJRBsr8FKx6Pz6iMmZzhk5mZSTweZ2hoiFAoJLdtSWSMRL4Eg0HZTrU/JMJFq9XKUu79G5EONjCLx+PYbLbDCjKdCVJj1IFW148k+vr6iEajU1YRnU4nwWCQuro6xsbGGBoaIi8vb15X+EpLS+VmjP0biCTZt8vlYnBwkH379s0p02oyUSNN6KVjRKvVUlRUhM1mw+PxHJL1Mi8vT24FysvLw+FwUFhYiMPhYHR09KjZOSeTNd3d3VRXV8/qGJVIiEAgMOsJgdQ09f7777Nz584J5Zszl03vDpKbZ6C0LPV9HfZh3t3gp6JSz4oVUfnnarWayspKcnJyGBgYoKuri4yMDPn8PhDy8vIYGhpiaGhozvaPUCg0q3uLpNw73Crw/TG57lvKy4lEIlNsXENDQ7KK5kCYTNpEo1E5iHhwcJDBwUEMBoOstPlnJG0kkiYrK4twOEw8Hqe+vv643Bder5fx8XFKSkqm3K9CoVBKI5N0nVOpVJhMJnJzczGZTBgMhk+8jcbv9+NyuRgbG0OhUJCTk0N+fv6Mn7lkPTabzVRXV896MUCyaQeDQbm18XBJr8nK1sLCwsN6rTTSSOPjQ5qoSeMTB4vFQmNjI93d3XR1dR1WUv7HBZVKJVcX9/X1sW/fPvLz86ddFZXwxz/+kZ/+9KeIokg4HObEE0/k2WefnfE9KioqeP3111m4cOYcIAnbtm3jgQceYP369QA8/vjjPPTQf6LV+bnvgfNxOUU+f+lSkDctB1FMIup7sVjfQau4ir4+O5s2beKaa66RyRWPx8Po6Cgej0ce/Eq5HWeccQabNm1CrVZzxhlncO+991JSUkI0GiUajZJIJEgkErJSSBAERFGUSZP9/1Wr1eTn5zM6OorT6ZRXmsxms6zq0Wg0Mhk0HQEzH8dQXl4eIyMjDAwMyA1Q8wkpSPloY2hoiNHRUYqLi1PUA1IdvbQyr9fr5c9gPsM31Wo1GRkZ2Gw2AoHAtAqG/Px8DAYD3d3dMpE7G4vPZKJGUkxJihpgigVqrivsFosFjUbD0NAQlZWVuFwuOfvAbrfLCpIjhVdffZUf/vCHKT8bHBxEFEW6u7sPSL6sW7eOZcuWsXr1au68804EQeC+++6b1fvq9XrOPPNM2tvbef65zfz9vXYWLi7DaEpVt/z6N9cxNuZCpzfx5oY4z72o4cUXn+GUU06RH2M2m2lsbKS8vJz7778fn89Hfn4+BQUFM06YJCJ4ZGSEwsLCWU+sKioquPfeeznzzDMP+lifzydv33zC7/ejVCrR6/Uy8R2NRlOImlgshtvtJicnZ07HpEajSSFtJKXNPytpI5E0OTk5RKNRQqEQ1dXVh5Rt9HFDFEVsNhtarZbc3Fw5+FciZiYT0lK2jNTI9M+CsbExXC6XfI4VFhaSl5d3wHPI6XQyODhIZmYmVVVVs76vS2MByX46HwuLUi7N/srWNNJI4/hDmqhJ4xMJrVZLfX293MwgWaGON49uZmYmCxYskCWxY2NjlJWVTZk4ORwOrr32WrZv305paSmiKLJz58552YZ4PM7y5ctlkgYmqtmfeOoCli23sv53HbzxRvMEUTMJgqAAsYgkHcSTf6O3V8Gvf/1rPvOZzzA+Pp6SNVNaWorJZEKj0SCKoiyvliYhUsWn3++XM2SSyaScuyM9RqFQpNinJme+SHXYRqORuro6hoeHCQaDZGZmUl5eLpMyRzowWRAESktL6ejowOVyzftql8FgkOu5j5YkPxAIYLPZsFgsKRkwkuVJpVLJpIzUNiNVhc7nOalUKsnPz5fJjensLNKEvru7m+7u7lkRuUqlMoWYkZpeJAiCkGKBqqqqmtN2S1Xdg4ODxONxcnJyGB4epqSkRA4rns/msv1x8cUXc/HFF8vfj4yMsGzZMr71rW/R2dlJTU3NAckaQRDQ6/VEo9E5T9xFUaS6uobx0S6ycxPY7TaCQT8lxSUolAqZkD3rzKtZseI8HA4n42NJFi5cNu12SBMeq9UqE7IlJSUzqpIk8tbtdk+bBzGdnUgiRmYbJKxQKOZ9ojvZTiXt8/0DhYeHhxFFUbYcHgo0Gg35+fnk5+dPS9oYjUaZtPk4A8yPFCSSJjc3l2Qyidfrpby8/LisOE4mk/T399Pf3092dja7du2SLcA6nU62BZvN5k/kZ3kgiKKI2+3G5XIRDofRaDSUlpaSk5NzUNJlstqqoqJiVuOHRCJBX18fo6OjmM1mKisr5+1e2NfXRzgcnnM+ThpppHHsIU3UpPGJhUKhoKysDJPJRF9fHy0tLYfc/PJxQgpLzcrKore3l46ODrKzsyktLZUnEE6nE7VaLYdyCoLA0qUTxMn777/PLbfcIq/s/uIXv+Dcc88F4MUXX+Tqq6/G4XBw8803c/311wMTK8Zf/OIXeeedd1i0aBFXXHEFN998M9u2beOyyy6jq6uLr65zUVGZT0uLE583zKplv2D1adXc9dOL+OpVz9La4kStUlBdY+XX/wVf/eor2GyDnHrqqZSUlPDzn/+c/v5+/vM//5PR0VGi0SgXX3wxZ555ppz90tHRIa9EazQacnJy8Hq93HfffbLq4NOf/jTf/va3UavVrFixgs997nNs2rSJpqYmHnrooRkzdvLz8xkaGqK5uZn29naKi4vlyZSU5XOgWvPDCUzOyMiQJ5LZ2dnzOiieHCh8NI71eDxOd3c3Go0mJRsGJghEqR57MmlUWFgo13XPR003TMjHo9GoHDJ7oNpsjUZDfX09AwMDuFwugsEgVVVVMxJbk8OEYUK9I9lNJOh0OoqKihgcHGR0dHTWYbwScnJysNvtDA0NUVBQwPDwMJFIBKPRiMPhIDs7+6isjCYSCS677DIuvfRSbrjhBtrb29m3bx/r16/n/fffJxKJsHjxYh5//PEU1ZLJZCIajaYcy/feey9/+tOfiMfjFBcX88QTT1BQUMAdd9xBc3Mz4+Pj9Pf388zTrxMKJlm4sA6n08nI8AiBQICy0jLCkYn9LFk/1SoViUSY7R85OOPMCjZt2sS1114LwOmnn44oinIeVGVlJVu3bqWnp4eRkRHq6+vx+XyYTCb+9V//lba2NiKRiLxNubm5vPvuu9xwww0sW7aMHTt2cNddd5GZmZnyHtLkdjbki0SozOdnJ4W+S9d7yaY6mahJJpMMDw9jsVjmTfUymbSJRCKyPcpms2Gz2T5xpM1kkkalUsmWxCNJms4n4vF4SvCv1ESk0WgoLy+X1TKfpEamuSKRSDA8PMzQ0BCxWAyDwUBlZeWsVIyiKNLf38/IyAi5ubmzvpf5/X56enqIxWKUlJQcFpG6P4aHh/F4PBQVFc27ii+NNNI4+kgTNWl84iFlm3R1ddHR0UFRUdG8BfQeTZhMJpqamuSmEq/XS2lpKVarlRNOOIGVK1dSVlbGGWecwamnnsoVV1yBIAh89rOf5eWXX+aUU04hkUjg9Xrl1wwGg7z//vv09vaycOFC1q1bJ0++vF4vH374IQAbN26Un/PCCy9QXpHLH57/FxYtWsDvn/mQN95o5rkXvgzAn17agcft45XXLycYDOJ2+7Hbu/jXK9byu6ff5Mc//jGiKNLS0sKdd97Jt7/9baqqqojH49xwww2sXr1aDhZdsmSJbAtpamrihBNO4KKLLuKHP/wha9asIRqNsnbtWlpbWznnnHNQKBREo1E++uijWe3TRCLB2NgYnZ2dhMNhtFotWVlZxOPxlMBkr9ebMlGfDIVCcUiByVKttM1mm7MC40CQJo+hUOiIEzWiKMoDzoaGhhTSKhgMyquM+8u5tVotOTk5coX3fEzqpOM6JycHtVp90NpsQRAoKyvDaDTS19dHa2srVVVV02ZBTbY+wcSEdfJ5JEFSZ0jZAHNRNKlUKrKzs3G73RQXF5OVlcXIyAjl5eX09PQwPDx82A0gs8H3v/99RFHk3nvvRalUUldXx0033UQikeCdd97BZDLxve99j3vuuYe7775bfp7JZEIURZlk/cMf/kBXVxdbtmxBoVDw+OOP853vfEdW5n3wwQds376dnJwc3t3Yi8jEZyLZEQcGBti3bx9GkxGlSskb//swb294kkQ8TjwhsuqkJzn5lEK++MUvsn79es444wxefPFFHn300ZS/p76+nkgkwuDgIDARolpbW8tDDz0kT7hvvvlmnnjiCZqamgBobm7m17/+NSeffDKRSISqqqop7yG13x0I8XicUCg07xlD09V9a7XaFJWX2+2WCekjAa1Wm0LaSEqbyaSNdO4fj6TNZLuTwWCgr6+PnJycg4bvfpyIRqMpxIxUIS81swmCQFFRESeeeOI//SQ+Go3KDU7JZJKMjAwqKipmfc+U7n2jo6MUFBTMKhxfFEUcDgcOhwOtVktDQ8O82ueCwaBsv03n0qSRxicDaaImjX8K6HQ6Ghsb6e/vx2634/f7qaysPO7aGhQKBcXFxVitVvr6+uju7sZisVBWVsYrr7zC3r17effdd3nllVf4xS9+wc9//nOamprkLAelUpmy0v/FL34RQM7qsNlsNDQ0AHDllVceYEuSCExdpe3t66Wr6wP27hnkW9f9kROW5nLqaWUkEgk0mgQKhQKLxSK33DgcDn71q1/Jgb5SqK+kzCgoKCAjI0NumEgkEvKKtwSfzycTNQff7lQolUqys7OxWCz09/fj8XjkGu/9JxeiKM6ozpncCnWgwGQghbyJRqO0traSSCSwWq1TyJ1Dya9RqVRoNJqjEigs1WGXl5enDDinszztj4KCgv/z5w8SChqx233E40lycvQ0LcjDZJrb5M7r9crNXbm5ufKk8WC12dnZ2ej1erq6umhra6OsrGzKivl0RE0ymZxii5EsUK2trQwMDMy59jk3N5eRkRGZwHK73YRCIUwmkzxpPJLNKi+99BLPP/8827Ztk/8ulUrF+++/j9vt5q233kKr1RKLxTjhhBNSnisRvBJZ8Oqrr7Jt2zZOPPFEYIK0mGwXueCCC+T9PKmATX6t+rp6Ojo6CIVDIMJFF36LhvpTGPWMMjISwGS00tbWhsFg4IwzzgDgC1/4Atdcc03KawmCQE5OjkwWSkqlV199lVdeeYVoNEogEKCoqAiXywVAbW0tJ598MsC07/HVr351ViqVyYG/8wnJTjX5nNNqtfLEXBRFXC4XRqNx3t97Omi1WrkefTJpMzAwwMDAACaTSVbaHA/KjckkjcVikQOq50v9N18Ih8MpxIykqFIqlTJRJgX/xmIxmpubKS8v/6cmaUKhEC6XC4/HAyA3OM2FMJEyYKRA5tmQoZFIhJ6eHgKBANnZ2ZSVlc3rtTyRSNDd3S3nG6aRRhqfDBxfs9Q00jgMKBQKKioqMJlM9Pf309LSQlVV1VEZyM43DAYDDQ0NuFwuHA4Hzc3NlJSUsHDhQhYuXMh1110nrw4fCJMzFpRKZUrd9IH3iwAkp/y0v6+fDAs88MhJ9PUk2P7RMM+t38hr/3suZlMmKpWKjIwMNBoNiUSCzMxMfv/73095nZaWFgD27NmDwWCQCQ1JxfDMM8+g1WpRKBQoFAqUSiV9fX0kEgkCgQBOp1P+3eTHzPS9FLqXmZkpHxuS3Uz+iwUBjUYz69XhyQTOTP/q9XqCwSA7duygqqpqispLqVTOSa0jwWAwHHGixuv1Yrfbyc7OnkJsOBwOQqHQAetJVSo1HW0x3vifzWg0ZlRqJYIAyYSISqXg1DVlfOZf6tHrDz6xE0URn8+XYv0rLy+npaWFgYGBgyqWDAYDjY2N9PT00NfXRyAQoLS0VB5IK5VKOQdJOg4AOfB3MvR6PQUFBXKA8lyyLCZXdefl5WG1WhkeHqayspLOzk6Gh4ePmEKitbWVr3/967zxxhvTKnd+9atfUVRURDwep66ubsrEZjL5CBOfye23385VV1017ftNvr5YLFOzXhRKBYWFhTidTuKJBNH/m4QKCoFIOEFBoQkITXne5HNIqVTKNiXp2lZfX89f//pXnnjiCZ5//nmWLFnCK6+8wqOPPkogEJCJsYNhtvk0giDMe+isz+eTFRIT9otx/vcNG237XBQUeMjKUlFYHOfU0xbM6/vOBpNJm3A4fNyRNna7XSZpcnJyaG9vR6/XU11d/bGqcCfntEk2JumYlhqZ8vLy5ODf/bd1cHBQVtT8M8Ln8+FyuRgfH5db0PLz8+es9kokEnR2duL3+ykvL5+VDc7j8dDf3w9AVVXVnG2xs8HkxsXjbQEyjTTSmBnpszmNfzpIUubu7m45m+RITX6OJARBoKCgAKvVyocffshrr73G6tWrKS8vZ3h4mOHhYRoaGmhpaeH999/n5JNPlq1PhztQEFAhChOTJHOGDu/4RI7EsmXL6Ot3o9fpuOTz9fzLZwVWr/oVJHUUFdUTCr0kT3Bqa2sxGAxs2rSJL33pS+h0Ojo6OuTBJkzYg/R6vawEKikpYcWKFTz99NNce+21cjiiQqEgKyuLRCKB2+2WbQ6zxWTCBiaIhu7ubqxWK6WlpajV6hkJnwORQDqd7qATuvLyctrb28nPz5dtV9OROpFIBL/fn0KmpXwm/9d+pVarcbvdckihVqudltw5nElHNBqlp6cHvV4/ZZVZIsqys7NnJCmSSZHnn9vLO2860emUZGYKWKz/kJzHYgne3dBHT/cYN3x7JUbjgQfTgUBAlq9L0Ol0FBYWYrfbGRsbO2ibhkqloqamRp6oSdk6Go1GPi4SiYS8D6X9MF1OSWFhIWNjY/T19bFgwYI55RhJVd3j4+MUFBQwOjoq29ikCeSh5CIdCD6fj89+9rP89Kc/ZeXKlVN+f/HFF/PLX/6S9evX09/fz44dO9Dr9bJaRoJGoyEQCMjPeeihh/jsZz+L1WolEomwb9++KUocgMamHLZt/z39tgJOXf15+edKpRKTyYRCEPAHAkQiEQQE4okky5YXYrGqCYVCbNq0idNOO42XXnqJsbEx+fk1NTVs3bqVtWvXyg14BoOBzMxMsrKy0Ov17Nq1i8cee0zOmxodHU3Ztvr6+pT3eP755/H5fLOa4Pn9foxG47yunCeTSUKhEAUFBYyNhXnqtzto2+cmkYiSFGOMjYXZt89NJBxn72645uvLyMn9eNqJpHOwsLBwRtJGskcdC6SN3W7H4XCQk5NDQUEB+/btk68LR1LJNh1EUUxpZAoEAimNTJmZmXK+zMHuMX6/n9HRUQoLC49LG9qhQhRFucEpEAigUqkoKiqSM4fming8PqHyC4VmRbgkEgnZgmsymaZV6s4HpMbFkpKS43LhMY000pgZaaLmEwhRFBEZJJEcAKIIggmlUIsgHF8hukcS0gp6b28vNpsNv99PRUXFvE+Ajga0Wi1lZWX8x3/8B3feeSdarRalUslPfvITli1bxssvv8xNN91EIBBAoVBw3333cfbZZx/mu2oAEVFMcuZZtTx4/wZWnvgLTl1TTdNCE7fcuAm1Ziug4BvXLyU/v4G6qit56slXueKKK6iqquKXv/wlDz/8MPfccw+PPvooyWSS7OxsHn30UUpKSoCJ2mKr1YpSqaSgoICysjJefvllbrzxRj73uc8BEzkNTz75JA0NDXKWzYIFC0gkEnI7lGRTmfz9dD+TvjcYDLhcLnkAVFRUhE6nk5um5oLZEDzhcJiWlhaamppkpZBGo0Gv1095jkKhkLd3JrWOWq2W/erTDeI//elP8/DDD9PQ0DArtc7kSYpU2SyK4pQa0mQySW9vL2q1+oDV25v/PsAPf/hNqqoaOHHppwn4AzS3vsn//uUxbvv+6+h0RkrLMvjFf/4rIyPfp7Z+QrJ+44038vTTT/P666/z0ksvsXHjRm6++WZeffVVBEGYIumXiA4pM0Y6vye/xmQIgkBxcTFGo5He3l45t0b6GyWiRhpsx2Kxaf8+yQK1b98+bDYb5eXlBzpEUjC5qruuro6MjAyGhoaoqqqira2NoaGhec8fePTRR+ns7OSxxx7jscceS/ndpk2buPXWW7njjjtYvXo1giAQjUb52te+RmNjY8pj1Wo1yWSSSCTCFVdcwcjICKeffjowcWxce+210xI1Op0KcBKPVsmqJZhQ1QiCgFKlYtPfnuaDD14gkQS1SuCDDy1cfPHFPPfcc1x77bUIgsCaNWtSiMP777+fr33ta2RmZvKFL3xB/vn555/PH/7wBy699FIyMjJYtGgRzc3NKBQKfD5fyjn+k5/8hOXLl8vvISkS7Ha7/JiLLrqIz372s+Tm5rJp0yZ+8YtfkEwmCQaDKS1o8wGpLU8UNTxw3/t4PGFKyzOIRqN43HFUqgQZGQrMJdkMDQX4xc83893vnUJ2zvRkjcvl4nvf+x7vvfceGRkZJJNJ1qxZw9133z2vzUbTkTaS0kA6P61W68dG2kwmaYqLi9m3bx8wsaBwNLZHUoNKNdmBQEA+DvV6vWxjktoR5wKbzYZarZ73Y/FYRTKZlBucIpGIPEbKzs4+ZMItGo3S0dFBNBqlurr6oOdGIBCgp6eHSCRyRHMRpcbFzMzM43LBMY000jgwhANNOpYvXy5u27btKG5OGoeLeLKdWPJ/EMXBCXeKKIAgAkqUwgmoFZ9CIcy/7PJ4hsvlYnBwEI1GQ1VV1bzL1I8motEo/f39jI+PYzAYqKiomPdaWPm9En8kLn6AIKZWG4fDYT7a/hHJZJLq6nJM5iCuwU+RjFdQXFw8RSqcSCQIBoMpX5MbddRqNQaDIeXraK0KTh5sFRQUyJO0wyGBpvtZOByWG65mE0ooYSYSKJFI0NHRIdcSSwST9J5r167lkUceobq6Wt4GqeZceo3930cibYaHhxkfH6eyslJemZRIHSmcUSIYpkMyKfIfP3iHnbv+TEfX37jy3+5lyDXEX958kFBojDPO+Hca6k8mEBjj5/d9nnVXPMc9954vqwKmI2p+//vfo1AoqK+vn/J+wWCQ1tZWcnJyZMJkJqJmMsLhMF1dXYTDYUwmE36/n8bGRgwGA6Iosn37dgoLCw9oJZCyLmpra+cU7Ox0OhkcHKSpqYl4PE57eztlZWV4vV58Ph8LFy78WOXtkUiEtrY2RFGkvr5eJgNDoRAtLS1UVFTMGOI8HZLJJCeddBKXXvIA3Z2jFJdmoFAIRCIRPG4P2TnZKBVK2toGUShiXLGumrPOOmXeiPVQKMTAwICca7Rw4UL5WHr77be5/vrraW1tBeC6667jvffe4+qrr+aGG24gkUiQnZ3NRx99RHV1tfyaXq+Xjo6OOX/2B4NEKOzZqeDDrXZKSiZeOx6PMzw0DEzYw/Lz8xEEAafTT21tFt/81qoprxUMBlm6dClXXnklt956q9wc9fjjj3PhhRfO2Jo2V8Tj8RmP11AoJCttpOu+RNpYrdajcpxPJmlKS0tpb28nFApRW1t7xBQKUiOTRMxIVlXJKje5kelw9oHH46Gnp2fO5+TxiHg8Ljc4xeNxjEYjBQUFZGZmHhZJEolEaG9vJ5FIUFNTc8BjQsqHstvtqNVqKisrj+gxJF2XmpqajsuFxjTSSAMEQfhIFMXl0/0uraj5BCGW+IhY8lkEMhAoRkCYIGsAUUyQYDfJRBda5ddRCLkf78YeQ8jPz8doNNLT08O+ffsoLS0lN/f43D8ajYaamhpZRdDa2kpBQQGFhYXzvpqjVlxMMuklKTaDmIsgTBBCOp2OosJChoY7CYV7UYhfpLryHAYGBujr68PtdlNWViYTSEqlErPZnKKGSCQShEKhFPLG6/XKK4wqlWoKeTNfFbSTYTQaaWpqYmBgQA7OraysnFU+xVxRUlKC3W6nuroag8FwWCQQ/KPVQlLgTCblRVEkGo2mKEKUSiUPPPAA27dvJxqNkpmZyXe/+13y8/Ox2+184xvf4Oyzz+bDDz8kHo9z4403smDBAhQKBa+//jr/7//9P9RqNcuXL+ftt9/mzTfflDN9NBoNWq0WjUaDbSCIy+Wjrm4pb294HFFMYjQZcbq6OPecq+np2UFD/cn09OykpLgBjUbHt771PQqLtNx3331T9lssFuO2225j3759qNVqnn/+eVnp8cwzz/DYY48RCoXQarX8+te/nmLX2bhxI9/61rdYuXIlW7ZsQa1W8/vf/54777yTvXv3kpOTw2233UY4HJY/GymnZnLLznSYbIGay0A6JycHh8PB0NAQ5eXlGI1GnE4n1dXVspR/LoTefEOr1VJXV0d7ezvt7e3U1dWh0+lkm6Lf75/TpFChUPDhhx8SDsd54blmtrxvQxBAoxYYH48SCntRKdUsPbGC+oYQHo+dcDg8bUPXoUCv11NXVyerPLZt24ZKpaKsrIxTTjmFnp4eXC4X+fn5/P3vf+eaa67hvffe44YbbmDHjh1kZGRQXV2dQgDu3LmT66+/HkEQSCQSrFu3jptvvpn//u//5vbbb5czwR555BHOOOMMOjs7+drXvsbw8DAqlYqf/vSnnH/++fz6179m9+7dPProo3z44YesWrWKp59ez4dbM9n20RPYHbWsXHExL/+/n2K3dxGLR8nNKeOyL9yOXm8mP99I895hhlwB8vJT99ezzz5LVlYWt912W8pn++1vf1v+3uFw8M1vfpP+/n5CoRCXX345P/jBDwDYunUrN9xwA4FAAKPRyC9/+UtWrFhBb28vy5cvZ926dbzzzjtcc801rFmzhi9/+csEAgGWLFlCZ2cnt99+OxdddBF6vZ6ioqIU0qa/v5+BgYEUpc2RIG0mkzRlZWV0d3cTCASorq6e1wl2NBqVSRm/3y+TUlJQfmFhoUzMzJfNKplMMjg4iMFg+ESTNJFIhKGhIUZGRkgmk2RmZlJQUDAvn18oFKKjowNRFKfN5pqMaDRKb28vPp8Pq9VKeXn5ESVPent7icVi1NfXp0maNNL4hCJN1BwjePXVV/nhD3+Y8jOXy4UoijidzoM+PykOEhNfQCAPQZiYsOrVNzI8+jNMJi2CoESggCRuIomn0SlvRBDSH78Ek8kkh4n29/fLQXFH25c+X7BarZjNZmw2Gw6Hg9HRUcrLy+d14CkIWrSKK4nzPnHxXZKiXSYGC4pgaDiPHVurKMjLQim4qa+vx+12Y7PZaG1tJS8vj8LCwmkHGFI2xeTtlbIZJpM30jkiPWc68uZwCSqFQkF5eTmZmZlyjXNpaemsQgTnAqnlx26309jYeNjbLQWpSi1eoijKhI5araaqqoq6uroUguf222/HYrGQTCZZv34969ev56GHHkIQBLxeLw0NDVx11VXs2bOH5557jieeeILW1lZefPFFbr/9dvR6Pa+//jrJZBK73S4HKk9uwersiNDfHyAnR41SqWXz3/+KWqNDp81Ercqlu/vFiVaN3h1UVi5Fb1DR2x+msGh6Iq6lpYXvfve7/Mu//AsPPvggd911F+vXr2fTpk28+OKLvPfee6jVan7961/zla98Zdrq9paWFp555hmeeOIJrrvuOs477zy2bNlCSUkJF1xwATt27KC0tJR9+/axZMkSdDodarX6oESNFGC+b98+BgcHZ90ao1KpyMrKwuPxUFxcTEFBgazuycrKksOGP85cD51OR11dHW1tbbS3t1NfX49Wq5XVR4f2mir+/csn8OnP1PHRVjtdXR4GBiI0NBRz9jmNFBZNXNPeffdd2tvbWbx48bxOUKxWK2vWrOG9996jq6sLn89HUVERK1euZOPGjVxwwQX4/X7OPvtsfvnLXwITRJ/UCDUZv/3tb1m7di0PPPAAgJx988Mf/pDf/OY3cmaYlOnzr//6r1xzzTV85StfoaWlhTVr1tDa2pryGm+99RaLFy/mrbfex6g7j56e7Zx22kRz34UX3IDL6SGeiNPbu5H3Nq3nvHO/jiAIKBQCO7Y7OO9TNSnbuH37dlatmqq0mYwrr7yS//iP/2DNmjVEo1HWrl3LihUrOP3007nkkkt46qmnWLt2LW+99RaXXHIJnZ2dwEQ9+IoVK2RyddmyZdx4443827/9G9u2bZv2ffV6/RTSxuPx0NfXN8UedaikTTyexOMOEYsl8PrcBIMeWW3X39/P2NgYpaWlB820OhgmB//6/X75WiHd27KzszGbzTLxeyTgcrmIRqOf2BYgaQzg8XgQBIGsrCzy8/PnTUUcCATo6OiQ1ZoHWqCRCPlkMnlU1EtSMHJpaem8EdZppJHGsYf0TP0YwcUXX8zFF18sfz8yMsKyZcv4xS9+Mavnx5KbAJVM0swEBdkkRRtJsROl0HA4m/yJg0qlora2FofDgd1ul8NEj4R64mhApVJRUVFBVlYWfX19tLW1kZeXR1FR0bxNbgRBjVq5BpW4miR9iKIPASU6Qy7E9jHs2k6GKcjg4CA6nY7c3FwyMzMZHByUB1ilpaWzCjeWVh4nD0qkJozJ5M3w8LCsKpEqbCd/6XS6QxoYWywWObukr6+P8fFxysvL522VV6FQUFpaSldXF8PDw9M278wFBoOB4eFhOfNDChuGCXm9Xq+fkunyxhtv8Oijj6aEFldWViKKIgaDgS984Qs0NjbS0NDAgw8+yPLly9m8eTNnn302J510EtXV1SxZsoTNmzdz1llnpZBA8XiccDiMRm1nX3MXOblaSooXMjrWg1KlpbCwiURcQTAYoL+/m86ObZx7zjcmVD8HiAWqqqpiwYIFGAwGTjrpJF577TUAXnvtNXbt2iVPCBOJBMPDwynZIhLq6+tZsmQJACeeeCJ9fX1yTtKyZctwu92ccsopcvuYFAop1SEfCEajkfz8fFwul0ygzgZ5eXkpVd16vV5W1YyOjuJ0Og+YA3Q0IJE1krKmvr4ek8nE+Pj4Ae0uB0NWlp5zzqvmbLGKHTsm8qkKiyb2m9lspqSkhGAwSFdXF7W1tfM60TUajVRXV8v20YGBARYsWMCbb75JRkYGS5YswWg0UltbS3NzMxs3buSSSy5JeQ1RFFm0aBGPPPIIJpOJM888kzPPPBOAs846ixtvvJFLLrmET33qUyxcuBCfz8fOnTv58pe/DEzYGJYsWcKWLVv49Kc/TSgUwmaz8eabb3Lttdfy6KNPsWTxMuKJGNlZE8qqHTv+ly0fvoaAiEiCnOx/HBsajZLh4YO3wP3ud7/j/vvvZ2xsjHvvvZeLLrqIjRs3Mjw8LD/G5/PJSk2NRsPatWsBOPvss9FoNLS1tWE2m9HpdHIukNfrZe/evXzpS18CYPny5SxevPiA2zKZtAkGg7LSZjJpIwURz+Z+5vVG+OB9G2/+tRu/P0o4FMLnD1BXn8sXLitGpbIzPDxMQUHBnK+9oigSDAZTiBnp+qlWqzGZTLLC40hZkfdHLBbD6XRisVg+cQGzXq8Xp9OJz+dDqVSSn59Pfn7+vBLXXq+Xrq4u1Go1dXV1M9qtk8kkNpuN4eFhDAYDVVVVR0TdOxl+v5/BwUGsVuthjxPSSCONYxtpouYYRCKR4LLLLuPSSy/lC1/4An6/n29+85ts3boVmFjh+u53vwvwf3Lpr+IaakGl0vDjuy7k3PMap7zmtq39fOfGlwkGohiMCu5/UMvqk+4G4JFHHuGhhx7CYrFwwQUX8OijjzIyMgJMTNzuvvvuiQmWRsMDDzzASSeddJT2xMcDSYLc3d1Na2sr5eXlKTXNxxsyMjJYsGABg4ODDA0NMTY2RllZ2bwGRQqCEiVVsqIG4IQTtPT09DA+Po7RaGRgYACtVktGRoZca9nX10d3dzcZGRmUlZXNeYAj+fkny5FFUSQcDqeQN5IkWnqOXq+Xn2c0GtHpdLNST6nVampra+VcIymPY74yKCwWCxkZGdjt9sOur5XsU+FweFaTg76+Pm688Ua2bt1KZWUlmzdvlidWk/32UguSNBGJRCKEw2EKCwvJycmRG7dmIiSCAQPvvOWmoCCThQtXs2fvBnRaIyeffAk52VXsba6no3MLY+MuMjNLcTrdJJIhxsZEhoeHp7ReSZXvgiCkbJcoilx11VX8+Mc/TvkbpYDJydi/pn7/7xOJhJx34PP56OrqIplMzprwLCoqSrFAzeZYk4g0qZK7oKCAnp4eQqEQ2dnZ8s8/7hYXvV5PbW2tTNZImT2BQOCwr4xsGzwAAQAASURBVDESubi/RU9SJLjdbnp6eg5avz5X5Ofn4/P5yMnJIS8vj+XLl3PXXXehUChYtGgRer2eNWvW8Pbbb/O3v/2Nhx9+OOX5gUCAs846i4suuogPPviAn/3sZzz55JP84Q9/4IEHHmDPnj288847XHrppdx000188YtfPOD2nHXWWbz++us4nU6WL1+O1/uf9PZupapqwsbX27uL9z/4f5yx5ltUVzcwMPARW7e9Jj8/mRRRa6Yec0uXLuXpp5+Wv7/yyiu58sor+fznP08oFCKZTCIIAlu3bp1yLdqzZ88Bt1mqD5+MQyXUpGt1cXFxCmnT29uLIAhkZGTISpvpzkmH3cdDD3zA+FiY7FwDmSoBpTJJTm4WkYiK++/7O+UVSv7tykWzshQmk0m5kUn6ku4vWq1WJkdMJtMRn7TPBLvdjiiKMuF8vEMURZmgDoVCqNVqSkpKjkgL3tjYGN3d3eh0ugOGSYdCIbq7uwmHw3KG3ZGucI/H43R3d6PRaOYUUp9GGmkcnzg+fR2fcHz/+99HFEXuvfdeYKJ1IplMsmfPHjZv3swzzzzDn//8Z2BCLv3Fyy/kw+1X8dQz/8ZV/76e4eF/yM6jsSjBUITLL3uKO358AVt3fJcf3nEBX/zCI0SjUXbv3s0999zD5s2b2bp1a0q1aVdXFz/5yU/485//zEcffcRvf/vblOaMTzLMZjNNTU0YDAZ6enpkSevxCkmt0dDQgEKhoLOzk56enhmrnucDFouF6upqgsEgarWacDgsD2pgYiDf2NhIaWkpgUCA5uZmHA7HYe9niYjJzs6mtLSU+vp6li5dyoIFC6isrCQvL0+u4ZVyfHbu3ElLSwu9vb0MDQ2lDLynQ35+Po2NjahUKjo6OhgYGJi346O0tFTOFjgcSOTMbFQfMLGCqNFoKCgoIJlM8qtf/QqYUPeNjo6iUCimEFLJZJKqqio2b94skxvPPPNMymPWrl3Lhx9+KH9fW5dNRoaOUDBGZeUS+vv3MDi4j5LixgmlQt0Kdux8jcKCWgoLizEaTJSVWYjFYvT392Oz2fB6vQwMDODxeKbUckv49Kc/ze9+9ztsNhswQYC7XC7UarVMRM8W0uBbqVRSX19Pbm4uY2Nj9Pb2pgRfzwTJPheJROb0uebl5RGNRhkfH8dqtaLVanE6nXLrk8PhmNPfcaRgMBiora0lHo9js9nkoNT5gFqtnkLUAGRmZlJcXCzXPc8nMjMz0el0uFwuLBYLl19+OU6nkzfeeIPs7Gy8Xi+nnXYajzzyCBaLZYq1xO/3MzAwQHV1NevWreNHP/qRfA60tbWxaNEivvWtb/Fv//ZvbN26FbPZzJIlS+Rzp7W1lV27dsmLImvXruVnP/sZS5cuRavVsnLlSezY9RLV/0fUhEJ+lEotJpMFo1HPR9vfSNme36+/GrNp6nH6pS99iaGhIX72s5/J1c+SShEm7oOnnXYaP/vZz+TnSHld9fX1RKNRNmzYAMA777wj52XsD2mx4LnnngMmLFc7d+7k61//OkuWLKGhoYGrr756SovakiVLCIVCXHDBBXR1dQHIhM3ChQtpbGwkLy+PUCjE97//fdatW0dnZydut1v+e8bGwjz4wAdEYwlKyzNJJML4fX70Bj0WqwWTUYk5I05He4Atm/3TtvolEgnGx8cZHBykuLiYl156ifb2drq7u1m3bh333HMP5eXlLF68mIULF1JeXk52dvYBSZp169bxyCOPzPj7w4G0OJGXl/exEUXzhWQyydDQEHv37qWnpwdRFKmoqGDRokXk5+fPO0njdrvp6urCYDBQX18/I0kzNDREa2sriUSCuro6iouLjzhJA8jjtqqqqnQuTRpp/BMgrag5xvDSSy/x/PPPs23bNvki/NZbb8k5ERkZGVx++eW89dZbnHrqqf8nl36BaPJxGpsKWXxCER9+0MuFFy0EJiZfu3a6UakUnH7mRIPDWWtr0WiUtLW1yb57KTz3qquuYv369QD85S9/oaurizVr1sjbF4/H5VDFTzokyavdbsfpdBIMBo+KrPVIQgrHdTgccjhuaWnpEVMMLVq0SFYxVFZWkkgk6OzspKGhAZVKhSAI5OXlYbVaGRgYwG63y2HD89mUAhOqCZ1Ol/K3RiKRFOXN+Pg4brc75Tn7W6ek81Kv19PQ0CArlXw+H5WVlYctbdfpdOTn5+N0OsnNzT1k/7mkEgoGg9N+vmeffXaKNWXPnj1ceumlNDU1kZOTwwUXXMC7775Lf3//jAGXg4ODVFRU8J3vfIfVq1eTkZHB2rVrZSVFIpFg165dKau6KpWC8z5VzfPP7qWishC9PgNrVhFK5cS21Nev5L9fvZe62tV0tDtYvqKK0fEc/H4dCxYs4O9//zsKhYKRkRG6u7uJRCI4nU4SiUSKUkaqGL744otJJBJEo1FZwRCLxWZFsEiQrGOJRAJBECgrKyMajfLBBx+we/duFi5ceNC2OLPZTG5uLkNDQ1it1lnZETIzM+WqbovFQn5+Pv39/UQiEXJzc2WrxrFwTZLsQO3t7QwNDWE0Gucl8FilUqUQytL5l0gkKCgokO9J810/nJ+fT19fHz6fD7PZzKpVq+jr66O0tJSRkRGMRiODg4NceumlU57r8/nYuHEjt912GxqNBkEQeOihhwC49dZb6ejoQKVSYbFY+K//+i8A1q9fz9e+9jUeeOABVCoVv//97+X78llnnUVfXx/XXXcdJpOJz33uAv74x99TWLAIgOLihRj0Wbz2Pz8iw5xNRcUJ2GwTbTAezwiRiI+TV08lUIxGI++99x633norNTU1WCwW9Ho9K1as4Pzzz5e368Ybb2TRoon3MpvNPPnkkxQUFPCnP/0pJUz4pZdemlHh9bvf/Y6rrrqKe+65h0WLFqFWq7n77rv593//dxKJBKeddhovv/wyl112mfycnTt3AhPK3ukgXZMlZYXb7SYUCjE+Pi6Pl7Z9OM74WJiy8kz8Pv8/SBqLhXgsjmfUg1qtpqmpgL9v6uPsc6rIzdOlNDJJxJU0Ec/OziYnJ4fLL7+clStX8sADD8xpki6RSEcKNpsNlUolE7rHI2KxmNzglEgkMJlM864E3h9DQ0MMDAzI4eDT3fNisZhsfbZYLPNqfz4YHA4HXq+X8vLy47qdNI35gSgmSdJLIrkbkXFAg4J6VIoFB43BSOP4Qbqe+xhCa2srp512Gm+88QYrV66Uf75s2TIeeughTj31VADuuusuRkdHueOOO8jJySEQdBAVf4YgFnDh+b/ium+u4cKLFqJX34jT/VNamvv58hXP8+7mr5NhzkCni7Kw8RFe+X/vsGHDBvbs2cMTTzwBwK5du1i7di0jIyM8+uijfPDBB/zud7/7WPbHsYTx8XF6enoAqKioOOygwWMBoVCIvr4+2aJQVlZ2RGwUmzZtoqenh+rqaiwWC5FIBJPJNG22hNfrlSeiVquV0tLSox6YGo1Gp9SFT17p1Wq1U8ibQCBAX18f8XickpKSw/aNJ5NJ9u7di1qtpqGh4ZBX6vbt24dCoaCurm7Oz00kErS2tiKKoqwemgyfz0d7ezt5eXlYLBbZ6nTHHXfQ2dnJH/7wB7Zv385jjz3Gb3/72/1eO8mTv93B1g/tFJeYUatTVwaTSZH+vlEERYivfLWRpSc2TTkOkskku3btwuPxUFhYKE+m1Go1GRkZZGZmYjabpx1Ed3d3MzY2RlNT06wzqHbt2kVWVpacCxMIBNi5cyeCIKDT6SgrKztowHQikaClpQWFQkFjY+OsLFAulwubzUZTUxNarZa9e/ei1+upqKhg79690yo6Pk74/X7+9re/4ff7+cxnPnPY56/UoiIRBYlEgp07d1JSUiIvGPT09ODxeOY1xFNSsRqNRmpqauRtkSZKAwMDRCIRLBYLpaWl8rVTFEX5WJltePRsEA6HaW5ulm2jm/8+wFP/tZPSsgwGbQMEAgFq61JtGsmkyMaNf6a4NMIzz9w/b9tyKPD7/bIdqqWlhUWLFvHee++xevVqAoGArNw599xzWbduHcuXL+f6668HSPl+fHxctmgqFApZ2XTHHXfQ1tbG+Pg4nZ2dlJaW8uMf382vHu1Eq4NtHz2P3d4CiBQX13HhBd/G5wvw5luPoNMZGBnpxx/wc/sPfs3pZ06cxwqFIqUm22g0UlVVxZNPPsl3vvMdLr74Yu688075b/zXf/1X2traiEQi1NTU8OSTT2K1Wtm4cSM33HADy5YtY8eOHdx111289NJLKX/jfGFsbIyuri7KysqOy/bKcDiMy+XC7XYjiiIWi4WCgoIjHpgrZRNaLBaqqqqmved6vV56enpIJpOUlJQc1f0r3W+zsrKOqet9Gh8PkuIAkcTziKILUAMaIAlCGNCgFs5DpTjtqKi80jh8HKieO219Okbg8/n47Gc/y09/+tMUkgYmVr7/67/+C1EU8fl8PP/885xzzjmyXPr3v/tvlEI9ra0d7NltZ+WqCvm5SoWCZcuqSSTgg/cHGBsb4/XXPyQWVVFfX8/pp5/On//8Z9kKMNm2cO655/K///u/NDc3yz+TcnL+2ZCZmUljYyNarZauri5sNtu0EunjCXq9nvr6ekpKSvD5fLS0tKSERs4XFi5ciEqlYnx8XG6t8fl89Pf3T3lsRkYGTU1NcqbH3r17U5qdjgY0Gg0Wi4WioiJqampYvHgxixcvpra2luLiYvR6PYFAgMHBQTo6Oti1axf9/f1otVrC4TCtra20tLRMkfHPBZJVTZKwHyr0ej3B4MFDRKdDb28v0WiUqqqqKWRHMpmkr68PrVZLcXExt956K0uWLKGpqYlt27bx85//HJgI5t2fpAFQKhV8+StLufCiWkZGQvT3jeN0+nG5Agz0exkc8LJ8RQk/uvMc1JokbW1tUxqWpAFIXV0dTU1NLF68mIqKCkwmk5wxsGvXLvbt24fdbsfv/4etoaysDKVSSW9v76yPLYVCkbISrtFo0Ol0VFZWYjab6evro6+v74Cvp1QqKS8vJxwOz9q2lJOTg0KhkKvW8/Ly8Hq9xGIx8vLy8Hg8s7a3HQ2YTCYWLFhAJBJh165dh22vnMn6NPmzkHKipJXu+YC0r6XrFkxMInU6HZmZmSxYsIDi4mK8Xm+KbTMUCskKgPmEZCWTXvfkU0q46OI6urtGcLrGycjMkEkaURTxeiP09Y7z5S9fzlNP/ee8bsuhYPPmzSxZsoTFixfzxS9+kezsbL7yla+wZMkSCgoKqKys5Nxzzz3o63z729/GaDSya9cudu3axR133CH/btu2bTz77LO0tbWhVCr526YP0evN7G1+jWRSwQXn38ZlX7gXlcrIa68/yujoKMmkiG2wjQvO/y5fuOReujoDlJSU0NjYyJIlS6itraWwsBCz2SwTq1/4whf49Kc/nULSADz00ENs27aNPXv2sGDBAtm+DtDc3Mw111zDzp07ueiii+Znp+4HURSx2WzodLp5byU80ggEAnR1ddHc3Izb7SY7O5sFCxZQXV19xEkam82G3W4nOzt7WpJGFEUGBgbo6OiQF0+OJkkTi8Xo6elBp9Olc2mOAP74xz+ydOlS2YYpZfPdcccdB212PBjGxsbk8dB8ISH2Ek48CmIAhVCCQshHIVhRCNl87ap3+dWjzUSTrxBL/jllPPLKK6+k2NBnwh133MHNN988b49L4/CQtj4dI3j00Ufp7Ozkscce47HHHkv53aZNm/jmN78pryheccUVKbLkCbn0IArlKL996ovk5qYOEDUaFc+9+GW+c+PL+P1BdDoFd939UxwOB01NTXz3u9/l5JNPnmJbqK2t5Q9/+ANf+cpXCIVCRKNRVq9ezYoVK47CHjn2oNVqaWhoYGBgAJfLRSAQkMNVj1cIgkB+fj4Wi0Vu0/B4PJSXl89b25XVaqWkpITBwUF5kpmXl8fQ0JBs85kMhUJBYWEhWVlZDAwMYLPZZDvUx9VeoVarZaWGhHg8PqVxSqvVEgwG2bFjB83NzVRXV1NQUCArb+ZyrEgNQVKw8KHIqw0GAyMjI0Sj0Tm9t9PplGtqpxsk22w2IpEI9fX1KBQKHn300Tlvm0ql4DOfbeCc86rZtdNJf9848XiSvDwjJy4rJDtnQtqdkaGls7OTtrY26urqZJuPlCMkfSZqtZrs7Gyys7PlFhav18v4+DgOhwOHw4FSqSQjI4OMjAzy8vKw2+2zbtiSQoUlqNVqBEEgmUxSU1MjWyRDoRBVVVUz7u+MjAxycnLkRpaDTUKUSqUcnFtcXExubi5OpxOn00lZWRnDw8M4HI55D9Q9HBQWFlJSUoLH46Gjo4O6urpDzlNQqVRytbz0Gvt/FoIgUFVVJeeG1NXVzcvkTtrXLpeL8vJyQqGQPAEWBIGCggKysrLkiZ7b7ZaPzyNB1KhUKvm6LAgCF3+mDr9/gDdeHyIS1mEb8AEiSVGksMDE1V87kRUrj3zA6Wxw7rnnphAxFRUVvPTSSyxcuJBwOMwll1zCgw8+yLe//e0Dvs7rr7/ORx99JJMmkwmJ8847T1a7rlq1iu6eLuLxInp6PyIeCzM03EIymSQSCWEy5hMOhUkmEtTWnER2Th5qtRavN3ZQa/cFF1zACy+8wNe//nU5PBsm7F3r168nGo0SCARSlIy1tbWcfPLJs91dh4Th4WFZzXMsfOazwfj4OE6nE7/fj1KppLCwkNzc3KOipBVFkb6+PtxuN3l5edO26EnZeqFQiLy8PIqLi2elhJzPbezp6SGRSFBbW3tU3/ufAQ6Hg2uvvZbt27dTWlqKKIqy5fLOO+/k5ptvPqwxvkTUSAUws8VMrYmiGCGSeBpBNCII0xc2CChRUEw8+RZKoRqlMGF7feWVV1i+fPkUMcCRhhRKP9tr0uR7fRppouaYwa233sqtt9464+8nNzNMRk1NDW+//TaiKBJL/pV48i+IYgRB0BKKPSA/btnyUjZs+ncQoqi5GpdzIvdgdHSUCy+8kG9+85sIgsAdd9yRMpjYf3D1zw4pn8JsNtPb2ytX9c53nsrRhlarpa6uDrfbzcDAAC0tLRQVFZGfnz8vA75FixZhs9nw+/2YzWZEUcRqtcqrf9P5zrVaLTU1NYyNjTEwMEBbWxs5OTkUFxcfNU/4gaBSqTCbzSntRolEglAohMfjob29na6uLux2O/n5+SgUClQq1RTb1IHyRUpLS2ltbcVutx+SjULysQeDwVkPNnw+n0wOTUdg+Hw+uXFoPiajBoOak08p5eRTpq+aNplM1NXV0dHRQVtbG7W1tej1erxeL4IgTNsuJQiCXOVeWFhIIpHA6/XKX6Ojo8CErWhoaIgVK1aQlZV1wEHw/uQATJA10WgUQRAoLi7GaDTS09NDa2srVVVVMzZflZSUMD4+Tl9fH42NjQc9x6Q8GqmqOy8vD4fDQVFRkfz/YDB4zOQWqFQqcnJyiMVihEIhOjo6qK2tPaTBlzRhi8ViMxI10s9qa2vZt28fnZ2d1NfXHzbZrFKpyMrKwuPxkJubSzKZnJJBpdFoqKqqklWCLS0tqNVqFi5ceFjvvT+krJzJCIfDaLSjXP31RmqqT8TtDiKKYM3SUVaWedxM1nU6HRdddBGvv/463/72t1GpVCnh7LPNk9q/rS0UDBAOBlAIAv/ymZuprFyK2+0mHotjNBlRCAqaWzWoVFq8417C4QR6/URgd0ZGxozn03e/+11ee+01zjzzTDZs2EBRURGbNm3i8ccfZ/PmzeTm5vLss8/ym9/8Rn7OkV5kiMfj2O122fZ5LEMURTweD06nU24ULS0tldWDR2sbenp6GB0dpbCwMIVwkzAyMsLAwAAKhYKampqPZb86HA58Ph8VFRVHrdr9nwlOp1Ne5IGJscPSpUu57rrrADjllFNQKBRs3LiRN954g4ceekhW2dx3332sXbsWgJtvvpl3332XaDRKTk4OTz75JOXl5Vx33XWMjY2xZMkSDAYDmzdv5s477+S5555Dp9MhCAIbNmzAYrEgCAI/+tGP+J//+R/OP/98brnlFm666SZ2795NOBzmzDPP5Oe/uBIUfux2E9+58Sm6OiZU8F/44onc8r2zAWhpdvCpc3+FzeZh1Unv84ffbeavf/0rr776Km+99Ra//e1vuemmm1i1ahXr1q0jGAySSCRYt27dtAqZe++9lz/96U/E43GKi4t54okn5Dy4wcFBLrjgArq7u6muruaPf/wjBoOBO+64g+bmZsbHx+nv7+f999/n/fffn7ZFeDpr6JFSHf5/9r4zTLKqQPu9lXPOsXOaCAxhiEMQEFERBGRdBNeFbw2gIChiYj/Dp5hAhGUVWVBERFcQMxlFhswww3Ss6sqxq6or57r3+9HeQ1Wn6e7pnu4Z6n2efp7pqe6uW7dunXvOe95wOGL9VzttrAooigKfczYoKFBj/gSGSWDGs8gFqCqABijKBCH3UnAoG2y2mZ2oYDCIL3zhC9i7dy+AGeKneXLRxvxQq9UQi8WYnJzExMQEzGYzzGbzYTMxXgharRYKhQKBQAChUAjT09OrElzH5s2Ew2GYzWZMTU2hp6cHlUoFk5OTGBgYWHAS0lxZzdaLW63WDSntZquDZTIZeb3hcBjA2zu/xWKxxc7F5XLnJW/Y9iqDwYBYLAadTrfs94E9p8VicUm5SqzEWigUziuxbjQa8Hq9EIlE805s1wpsAwdbAd3b24tsNrtgyPFscLlcqNVqqNVqADMLv0wmA5FIhL179+Lvf/87sU2xC53Zi3wulzvHziYQCFr+T6VSYXBwEG63G+Pj4y05KrP/ltPphMvlIoTLYhCLxVAoFIQgY6+JaDQKu92OeDyOcDhMslQ2AqRSKTKZDLq6ujA5OQmXy7WiHeFmooZ9T+YjaoAZYoUlayYmJjAwMHDQO/NGo5Es2AAsSP6wTYHxeBylUgn79++H0WiE2Ww+6MVntVpFtVqdcy25XC5Uq1UMDg7CaFTAZj88NwxomsZzzz1HFCg9PT3EZh2JRPDMM8+QjL7zzz8f3/nOd/DDH/4QFEUhkUjMey/I5XKgmTKMJiV6e0/G8//4FSRiIyiKB6lMhHI5BYOhA0KREAqFAhqNBh5PEsefoMbHPvYxnH766XjXu94FhUIBuVwOhULRQnaz7ZwsWZNOp6FUKqHValGpVHDvvfcegjP3NiKRCBqNxoau4240GiQguFarQSwWo7OzE2q1+pDOnWiahtvtJmUKszck6vU6fD4f0uk0FAoFOjo6DnlWHjCTiROJRKDT6VYte6uNVmzbtg3HHXccHA4Hdu3ahZNPPhmXX3457rzzTtx111144YUXCMl6zjnn4LLLLgNFURgbG8OZZ55JWiVvuukmfPe73wUA3HPPPfj85z+Phx56CHfeeSd27NhBVDqpVAo/+MEPEIlEIBaLkcvlWua+YrGYjH3//u//jtNOOw333HMPaJrGhz/8Yfz03u/iox8bwL9d8QDOefcgHnr4owCAROLtlsX9+6P4018/DooCdh73bTz+xCM455wL8b73va8lF+vTn/403ve+9+ELX/gCAJANrGY88MADcLvdePHFF8HhcPBf//Vf+OxnP0tKZ1599VW88sorUCqVOOecc/CLX/wCV111FQDgpZdewuuvvw6dTkdahP/6179CoVBg//79ePe7300iEPbv34///u//XnPV4eGINlFzBIGiKPC5O8FjjkGDHkEDLgBlUFCCx90KCvaWm6FIJEJPTw9+8pOfkGBEdqLRxoEhEokwMDAAv9+PSCSCfD4/b57H4QY+n4+uri6k02n4/X6Mjo6uyoJj8+bNCAaDSKVSkMvlCAQC6O3txdjYGGmCWmgyxOFwYLPZoNVq4ff7iVzZ4XBs2F0mVmWhUCjg9XqRTCZhsViIMma2bSoejxPyhsPhtJA2jUaDqC+WAw6HA5FItKQMk9kS6/nUD8FgENVqldS8H0qIRCJC1uzfvx/lchm9vb0r/lus7U6r1WJsbAw8Hg/VahXBYBDBYBACgYDYpBQKBbhcbkurFDBD1BQKhTl/e2BgAD6fD8FgEIVCAU6nc875ZMda1gJ1IBLOYDDA5XIhnU5DrVZDp9NhamoKFosFJpMJoVAI+Xx+3eyBsyGTyZBMJkmOj8fjIcqa5Vw77Hg6u/lpoeYcoVBIxpWJiQn09/cflIyaVfz5fD4oFIpFx5tKpQKFQoGBgQHSRpZKpWCz2QhJuBLMzqcBZogrt9sNvV5/0OHl64UPfvCDEIlEqFar2Lx5M77yla8AAK666ip88IMfxNDQEPr6+nD88ceT3/nBD36Az3zmMyT77LTTTsMPf/jDlr/LqhDEYjEuvng7CvkGSqUMHvzV58Hj8cChODjj9CthMHSQ36E4PMhkMlx08U58/zYPrrvuOiiVSmSzWaRSKQAz1wKrzms0Grj55psJWfP444+ju7sbfX190Ol0OPXUU5eUB7EaKJfLmJqagl6v35D3w1qthlgshkQigUajAblcTnKlDjXY5sl8Pj9v+HgulyMV2AsR7YcC1WoVHo8HYrF4XktWG6sDDoeDRx99FG+99Raee+45PProo/jOd76Dffv2zflZt9uNyy67DKFQCHw+n1iQTSYT/vznP+POO+9EPp9fNJdNqVSip6cHH/nIR3D22Wfj/PPPb1FKXnHFFeTfjz32GF5++WV873szGWPFYhFGiw75/Ca8uNuD3/3x31EsFVGr1iASv32Pe+/7t0AkmplLb9tuhNs9Mu+xnHrqqfjc5z6HYrGI008/Haeffvqcn3nsscfw6quv4uijjwYwcx9uVpbNtpu63W7y2HnnnUdI9MVahIFDYw09XHF4ryjbmBcUJQCPuw08bFvSzyuVSigUCsRiMUQiEbITaDKZ2j7BA4DD4ZCdeNYy1NXVtWEWSwcDtsknGAwiGo0Sdc1Cdo4Dgc2q8fv9OOWUUxCJRJBIJNDT04OxsTG43W709fUtuohjA5CTySSCwSBGRkZgMBhgNps37LXK7rT7fD6EQiFkMhl0dnYSIoYFwzAol8st5E0ikQBN08jlcpiYmCBqIvZ3xWLxAXciJRIJWegthnA4vKjEOpvNEuvNWoc7LgShUIj+/n68+uqr8Pv9KyZqmmEymZDJZFAqlTAwMPDPINa3LVJsmHM6nQYwk60hkUhAURQEAsG8u1BcLhddXV2IRqMIhUIolUro7u6eo8aw2WzIZrPw+XwHbPdSKBQQCoWk3ttoNGJqagqxWAxWq5WoalbS8LUWYMfAfD4PnU5HiECXy4Wenp4lkzXNihoW86mbmiGRSNDd3Q2Xy7ViJU8zjEYjRkZGwOPxFh1ncrkcAECj0UAoFEKn0yEQCGBychJyuRwOh2NFdqx8Pg8Oh9PyufT5fMjn8zjqqKMOSyWn1+td8DGtVotnnnlm3sdUKtW8VnA2VJht77n55pvhdDqRyxWh/h2F7s4P4D3v/iQEwlYL6AcvvBnVagOhYA6XXrYJNF2A1WrFWWedRX6mVCohl8shm83iscceI41zEokEH/3oR/HpT38aUqkUv/rVr+Y95l27dmF2g+pCdvaVIBgMgsPhHFKV41JQKpUQi8WQSqXAMAw0Gg2MRuO6WTRrtRomJiZQLpdJCyULhmFIzhi7iblex8mOlTRNo6urq51LcwiwefNmbN68GZ/85CcxNDSEZ599ds7PXHbZZfje976HCy64ADRNQyKRoFwuw+fzkSa6zs5OvPDCCySQeDa4XC5efPFF/OMf/8DTTz+NY445Bn/5y1+wdetWAK1kPMMwePTRR9HV1QWaplEoFFChv4bp1MycYyqeAI/HmXNvEAl5Tc/HQaP+to20GRdddBF27tyJxx9/HN/61rdw77334oEHHmj5GYZh8KUvfQn/9m//Nu/fmGM3bdoUnP1azj333HlbhEdGRo6INdNaof3pbwPA28GImzdvhkajQTQaJen7bRwYOp2OqAzGx8cRjUbX+5BWBaxFg138jY+Pw+fzLbibfSBs3rwZDMPA7/eTQFVgZvHLVlwvBWwjhE6nQywWw/79++ddMG8UsAv3jo4OlEolDA8Pk11aFqzVSavVwm63o7+/H9u3b8emTZtw1FFHwWazYWpqClNTU/D5fBgZGcEbb7yBkZER+Hw+TE1NoVAotGQ7ADOL1mq1uuguDxvouJDEutnyZDabV+ekrBACgQAGgwFisRihUIgQKAcDp9MJmqYRCAQgEAig0+nQ1dWFbdu2ob+/nxCB0WgUo6Oj2Lt3LyYnJ5HL5VCr1RYkDUwmE/r6+lCv1zE6OjrnWHk8HhwOB4rF4gHHDIqioNfrkc/nSeaQRqMhZJ7JZCKLyY0AkUgEHo9HSEKNRoOOjg7kcjm43e451+lC4PF4oChqDlFzoDGItSzk83l4PJ6Dao6Ty+WgKGqOemo28vk8+Hx+S6DwwMAAeY+Hh4cRDAaXPX6ySimWkKHpmSY0pVK5oa0uhxosSaPVauF0OlGpVOD1uvHBS5w4ZkcHotESYrEC6nX6n8R4HaFgDvFoAZd+aBPOPKsTWq0WTzzxRMvfZS2oPT092L59O/r7+0lGQyQSwdjYGPbs2QOXy4V4PL7kTJ3VQC6XQyaTgclk2jBq3nw+D5fLheHhYUxPT0Ov12Pz5s1kg2I9UK1WW6rTm0maSqWCsbExcg8cHBxc17wvVh3Z0dGxaqUObcyPUCiE3bt3k++DwSCmpqZIm2Nzi2A6nSbV6Pfeey9R2GazWQgEAphMJtA0jbvvvpv8jkKhQLFYJPMvNuPvtNNOw3/+539i8+bNeOutt+YcV6VSwTnnnIMvfelLeOutt/DGG2/g5Zdfxr69VUikFew41o4Hf/EW9AY9jEYjqtW5y3mGYe8zbDGDouX1uFwumEwmXHnllfjqV786rwLwfe97H+666y4yv2bbHJeLdovwyrExRvU2Ngz4fD46Ojqg1+sRCATg9XoxNTW1YPtLG29DLBZjcHCQKCcKhQI6Ojo2rNJjOWBVIeFwGLFYDJlMBg6HY0m5J81gVTU+nw99fX3IZDLwer0YHByExWJBOBxeMhnALnJZO9Tk5CQUCgUcDseiAb3rCa1WC5lMBq/XC4/HQ87jQtcIRVHEpnPssccSBZHBYGhR3qTT6ZYab7FYTFQ3jUaDhBzPp4aqVCrweDyQSCQLSqwDgQDq9Tq6u7s3xO5esVjEli1b0Gg0MDk5iY6ODmg0mhX/PTZzhyV+2OuaoiiSOcQSaZ2dnURxk0qlEAwGwePxYDQaoVAo5uTmyOVyDA4OYnJyEm63GyaTCRbL2008KpUKarUakUgEKpVqUeuCTqcjWU0dHR0wmUxIJpOIx+Mwm82IxWIkUHQjQCaTtai52EYun89HwgeXogbh8XhLtj41Q6PRoF6vIxAIIBAIrCiQG5jZDZTJZCgWi8hkMguGis5nPWMJNrVajVAoRBQGVqt1STZj9rPbbJ0Kh8NIp9PYsWPHEXF/WQ1Eo1GEw2FoNBo4nU6Uy2VMTEyAYRhs3z6E448XwTWRwjNPe7F/Xxy1Og2ZXIBzz+vGzp126PRLW5g3jwkWiwWNRoMQpGzLHADSEshm3KxFxglbG82S1+sJhmEI4V8oFMDj8WCxWKDX69edQGKvBdbW2/wZTSaT8Pv9pDnuYCyKq4FMJoNYLEbGjDbWFvV6HV/96lfh8/kgFotB0zS+/vWv46ijjsJnP/tZnHHGGRCLxXj22Wdx22234YILLoBarca5555Lxu8tW7bg4osvxtDQEHQ6Hc477zz87W9/AzBzD/rwhz+MLVu2QK1W4+GHH8ZFF12EUqkEmqZx9NFH44ILLiD3ycnJSQAz6q+rr74ad9xxBy688EJwuVyIRCJ8/wc3QK3eg5/94gp85tr/xfHHfA9cDgeXXHY0brjxzJbXxlBJUJQGFDUzH7788stx5ZVX4te//jWuv/56BINB/OIXv4BAIABFUbj99tvnnJ/LL78ciUQCp512GoCZTYJPfOIT2LZtaY4NFu0W4ZWDWmyXaceOHcxsuWYb7ywkk0mEQiHUajXodDpYLJZ1CVU73BCPxxEMBsHn89Hd3b1h2lhWA6zyhV082O32ZV0T09PTePzxx+F0OjEwMAC32w2r1QqTyQSPx4NUKrXsCRPDMJiamkI4HCbqApPJtCFIhfnAMAyi0SgikQj4fD46OzuXJP30+/2YmprC0NDQnAV9tVptIW+KxSJqtRrq9TomJiZgt9vhcDhabFMcDofsMg4ODs5LcGUyGbhcrgWbMQ41WEVSR0cHVCoV3G43crkcnE7nQQVMMwyDkZER1Ot1bNq0ac4COB6PIxAIYPv27eSxZDKJ1157jTRGMQwDDodDwkcVCgXZEWUVO4lEAgqFAp2dnS35K/v37yfWrsXIC7/fj0Qiga1bt4LH45HXv2XLFkxPT8Pn861bQ8lsxGIxBINBbN26tWWMmJqagt/vh0qlQldX1wHJmpGREfD5fBKWzBIerG/+QAiFQohGo7BYLCtShFUqFezbtw+FQgEWi2Vey121WsW+ffvmDSdtRrFYhN/vR6FQIKHji90f2M9fX18facx76qmnkM1mcf755x9UdeyRAtZiyKq22KYxiqLQ19c3ryqBYZg1sYxVq1VC2uRyOUIwsoHgbFPgatybEokEfD7fuhIMNE0jmUwiFouhUqlAKBSS7K+NcP8tFouYmJgAAPT19ZH7ZqPRgN/vRyqVgkwmQ2dn57p/lqrVKoaHh8l9YCOcvzZWH7VaDfl8HoVCgShk2bW4UCiEVColZDDbDMWCYRooN24HgxQ4WHi+wzAVMFQSIu6nwaGsa/6a2jg4UBT1GsMwO+Z7rK2oaWNRaLVaqFQqRCIRUudtNpthMBgOS1/8oYLBYIBUKsXk5CRGR0dht9uh1+vX+7BWBVKpFIODg4RoyOVyJOh3KWjOqhkYGIBarUY4HIZKpYLT6US1WoXX64VQKFwywUVRFAwGA6n8jkQiSKVScDgcG0Zd0AyKomA2m6FQKODxeDA2Nrak5jCLxYLp6Wn4/X709/e3PCYQCCAQCFpUTrVaDcViEYVCAQzDIJ/Pt1iuUqkUisUiCT/lcrktu59siLFYLF53yxML1tojl8vB5XLR09ODyclJYslbafgjRVHo6OjAyMgIgsHgnNYrlpxpNBrk32wgMFst27yzzrYEsaHErE1FKpXC7/djZGSEkLg8Hg92ux0ejwfxeHzR12AwGIgFjr1m0uk0aYRiF60bgahhycdCodByXer1eqIG8Hg86OzsXPS65/P5LdYnlhRb6mLbarWiVqshHA6Dz+cvm9ArlUqgKAp2ux3T09MolUpziFI2n+ZAGV4SiQQDAwNIJBIIhUIYGRmBXq+HxWKZV3mQz+dJ3TwAoqDatGnTui8sNwJmkzTswpzL5aKvr29BdeVazV9Y62Rzyx87JsTjccRiMaLKYQldNvNqOWg0GgiHw5DJZOtC0tTrddLgVK/XIZVKYbVaSc3wRgBrweJyuejt7SWEXaFQgMfjQbVaJWHs633MDMMQNUU7l+bIAcMwKJVKhJTJ5/Ok3psd1w0GA2QyGaRS6QE3PSmKCyH3ClQad4NGBBSjB0W9fd+YIXwyYKgcBNS/tkmaIwBtoqaNA4LL5cJms5FgxGAwiEQiAbvdviEXwRsFLKHh9Xrh9/uRz+cXtbkcTmCJBrVaDZ/PB6/Xi1QqBafTuaTFw+DgIAkD3rFjB3K5HHw+H/r7+9Hd3Y2RkRG4XC4MDg4uS63DqlO0Wi0CgQAmJiZWpPo5VGCvkUAggEgkgmw2i87OzgUXFzweD1arFT6fD6lU6oB2Hz6fD6VSCYfDgUqlgk2bNqFer6NYLCIUCiEYDBJ7CrvryOfzieomkUigXC5j8+bN6z6RZZHNZiESich1xuFw0N3dDY/HQ/I/Vqr8kUgkMJlMiEaj0Gg0LYtuduLcbLlh81Oq1So4HA6USiUhSKrVKjKZTEsoMTsxUyqVSCaTGB0dhdPphFarhUajwfT0NMLh8Lz14CxEIhGp6jaZTJBIJFAoFIjH4zAYDLBYLPB4PJienl536Ty7AM3n83NskgaDAQzDIBgMEpJsoWuMx+O1hBQ2k2ZLtVU4nU5Su8vj8ZZl22QzR2w2G7EmdHR0tPxMPp8Hl8tdcuuOTqcjJDW7CcLaoZrPQz6fh0QiIdff6OgoISjf6ZhN0hQKBbhcLvB4PPT19W0IIosdS9n8inw+T9Q24XAY4XAYXC63RYW3FOtuNBpFrVZDd3f3IXgVb6NarZIGJ5qmoVQqYTQaV1wysFbIZrNwu90QCATo7e2FQCCYo2Tt6+vbMCGmbENgd3f3hrVut3Fg1Ot1FAoFQsw05wby+XzIZDJCzKyEoAUADqWFiHsNavRfUcerYEADYABQABhwKCf4nH8Fj9O+RxwJaBM1bSwZIpEIvb29yGQyZBGsVCpht9vbN5YFwOPx0NPTQ0IOi8Uiurq6NmSF5krAVibH43GEQiHs378fVqsVer1+0RuQRqOBzWZDIBDA4OAgbDYbvF4vWWz29PRgdHQULpdrRRJghUKBoaEhUp+YyWRgsVg2pBKMy+Wio6ODVAAPDw8ThcZ80Ol0SCQSCAaDUCqVSyL+JBIJMpkMaJoGj8cDn89HuVzGwMAA+vr6QNP0HNsUW1Ot0+kwMTFBFhzNteGHGuxCZ/a5oSgKnZ2d4HA4iEQioGl6xSGrZrOZWIiGhobItddMDjRDIBDMGyYsEAig1+uJeqRQKJAMi3Q6TUgKVr0zODgIh8OB/fv3E9JyIcyu6jaZTBgfH0cymYROpyPjzXrvbrPE1EKtY0ajEQzDIBQKEbJmPsxW1KyEqGEzKMbHx+HxeOZkVSyGUqlEFGtsLbrVam0hf1dSjc7lcsln3e/3k1Bwh8MBqVRKmj5YK1Uul0MoFILT6XzHZ8bNJmlY9QS7AN8IJM1scDgcQsYAM4s6lrTJZrMkbFwoFBLiRi6Xz7nGWbJEo9EcsuugWCwiFouRUFG2wWkjzmWmp6dJtXVvby94PB6pu87n89BoNBtq02x6eprMfZab+9fG+qJcLrfYmFhSn8200+l0xMq0mmMSRSkg4F4MPnMuGowbDFMERfHBoaygsLgyu43DC22ipo1lo13nvXyYzWbIZDJ4PB6Mjo6SENwjBewEw+/3IxAIIJVKHbCxYGBggEj/TzjhBKRSKYRCIRKo2tXVBZfLBa/Xi66urmUfE6v60Wg0RAmWTCbhcDg2zC5aM9RqNaRSKbxeL3w+HzKZDJxO57wLUbvdjtHRUUQikSUREqyFrFQqQSQSYXJykjRRURRFdnTZXdF6vY5qtUoyNEqlEpmos15qLpc7h7xZ64aKfD4PmqbnVfKxC30ul4tYLIZGowGHw7HsCQuHw4HT6cT4+DjC4TA5v4sRNayUeSHMDiBlF2gs4bJv3z5SW83j8RCLxaBSqRa0QCmVypaqbrlcDqlUilgsBp1OB6vVCrfbjVQqte7jjEwmQywWA03T8xKuJpOJVONSFDXHcgbMEDUMw6Ber7dUZC+3PYnD4aCnpwdjY2OEBF7KQrPZ6mQwGBCPxxGPx2G1zsjKa7UayuXyijOSxGIx+vv7STj16OgodDodlEolCTIGZlr3Go3GoiTeOwGzSRq2SUwgEKCvr29DqifnA4/Hg0ajIcrIcrlMSBtWhQeAqObYsHKW2GSvv7VENptFLBZDNpsFh8MhYfYbkQgD3s7tkclk6OnpAZfLJcQ7wzDo6OhY9zGxGZVKBT6fD1KptN3gtsHBEufNxAx7D+LxeJBKpdBqtZBKpZBKpYfEvkZRcvCo7Wv+PG2sH9pETRsrAlvnrdVqSVBjMplccpPFOxHN7S9erxf5fB52u/2I8SILBAL09PQglUohEAhgeHgYZrN5Qf83q6oJBoOYnp6G0+kkaoLe3l6S6REMBhEOh1dsZxEKhejp6UE6nUYgEMDY2BhZzK53G8VssAuNWCyGUChEQnNnExNSqRQ6nQ7xeBw6ne6ABAlL1LBkS7lcXnRBEwgEwDAMNm3a1LKQpWmakDbsVzweJ+QNh8OZl7xZrd2dbDYLiqIWldmzn6loNAqaphe11CwEuVwOvV6PWCxGCDSWHJhdKy0QCEg+yVLRvEDr7Owk77XP54NarUYqlcLTTz+Nbdu2kQX7bAWTwWBAIBBAsVgk1gq3243p6WloNBpIJBLSgrOeu2symYw0wSz0vpnNZjAMg0gkAoqi5rQzNYcuHwxRw/6t3t5ejI6OYmJiAgMDA4suOmdqnMvkMygUCqFSqUhGEIfDIYqhgyWANRoNlEolyYRjW4u2bt1K2tlMJtO6W9rWE7NJGtbiIhKJ0NfXt+HG9OWAbfhrVuGxxE0sFkM0GkWlUkEsFkNXV9eKrv+lgGEYTE9PIxaLoVgsgs/nE6XsRt6MY8PLFQoFsYT5fD4kEglIpdJFbcXrAZqmMTk5SdR+bRXExkKlUmkhZorFInlMLBZDrVaTbJl2jXoba4XD947WxoZAu857eWBl2eFwGNFolFihNtLk4WCh0WigUCgQCAQQDocJCTP7eqAoiqhqxsbGcMIJJ5CQ4WQyCa1WC6PRiHK5jEgkApFIdFAVzCqVCgqFgmRCpNNpWK3Wg2oKWiuwnn+Px4OJiQkYjUZYrdaWiZzVaiXBwn19fYv+PYFAAC6XSwgYq9W64KJ5enoaqVQKFotljtqAw+GQ3SIW7EKWDS0uFoskv4D9nea6cLZxaiWT0mw2O6f+ej5YrVZwuVyEQiHQNL2iSbDVakU6nYbP58Pg4OCC5ABryzmYFhmW4Ha73SgWi+jt7SWV86VSCYFAAEKhsKXulyXJ2apulUoFkUhE8nUsFgtcLhcSicS6Bpmz18piRA0wE5RN0zQJW22uimcJxVqtBpFIdFBEDQCSWzE2NoaJiQn09/cvuMCvVCpgGKbls2A0GpFOp5FMJqHX65HP5wlJebBozoR7/vnnMT09jYmJCRQKBdLO9k7FbJImnU7PsbgcKWhW4ZnNZjQaDeTzebz++utgGIY0BPF4vJZx4WCULjRNI5FIIBaLoVqtQiQSkQytjU4ihMNhRCIRqNVqdHZ2olQqwePxoFwuw2QywWKxbLjXEAwGUSwW0dPTs2EVSu8UsPbvZmKGtdtyOBzyOWSJmY1MWLZxZOHIuau1sa6QSqUYGBggdd6sdLtd5z0XrGSZtUKNjIyQhdaRAh6Ph87OTmg0Gvh8PoyOjsJoNMJisbQsstVqNaxWK0KhEFKpFPR6PVHkKBQK8Pl8EoTLNkEdDAHI4XBIQxWbCZFIJOB0Ojec114ikZDQZVZ63tnZSY6TDRb2+/1LDo71eDzYtm0bTCbTvI/X63X4/X6i0FgKWC+2WCwmajqGYVCpVFqUN6lUClNTUy2/M5u8WYyAqdVqKJVKS5b7s/XsgUAALpcL3d3dy1KvcblcOJ1OuFwuRKNRkhMyn/WJteUczFgnEokwMDAAr9eLdDpNdtWNRiOEQiEymQySySSmpqbIIo6maYRCIZKXYjab4fF4kMlkoFQqIZPJEIlE1rUql8fjQSQSLZhT0wybzQaGYRCPx8HhcMh73UzUAAvb0JYDsViM7u5uTExMkPrr+c4RmznQPD6wk3XWapbL5SCVSld1ISgUCqHT6WAwGFCpVPC3v/2txSbzTgOrMmRJmunpaXi9XkgkEvT29h7xCycul4tGowGFQoEtW7ZAoVAQtU0ulyNtfmzYOGtlXcp5qdfriMfjmJqaQr1eJ5bXw2VOEggEiLrU4XCQzDw2VHqjBR0DIPdDk8m0IRr63mk4UEW2QqEg2TKrqQpuo43lok3UtLGqaNd5Lx1KpRJDQ0OYnJyE2+2GwWCAzWY7os6TUqnEpk2bEAqFEIvFkE6nWyqzKYpCf38/wuEwxsfHccIJJ8DpdGJ4eBiBQIAoIbq6uki48ODg4EHvPrGZEMlkkrRPGQwGmM3mDTXh53A4cDgcUCqV8Hq9GB0dhdVqJaTB7GDhhRbjbJVqo9GYNwOEhd/vR6PRWJFdqBkURREZf/PCcjZ5k06nSQ4D+zuzrVPsa2JruZfTNGcwGMDlcuH1ejExMUEyC5YKpVIJjUaDSCRCFi3zETXATMDnwZLSXC4X3d3dRDkQj8dB0zSOOuooQtywrTHZbJbYYUqlErq7u6FQKEigslKphMViwfj4OKnuXi/IZDISQnog2O120s5CUVRLbXW9XgewOkQNMGNx6+rqgtvtxuTkJLq7u+dc92zb1Gxpu9FoxOTkJFKpFEql0oqtmQuhXC6TnKVUKgWBQACtVovh4eENG4y+VmAtLSxJk0ql4PV6IZfL0d3dvaHG7LUCS8pKJBKicNFqtYQcL5VKZFxIJBKIx+MkzJsNJp5NJrI2qmQyCZqmSS7WRsxwmw8Mw5DGSaPRCKPRCJfLhWw2C5VKtWDG23qjXC6THJ3VHjfamAu2IruZmDmYiuw22jiU2HgjWBuHPdp13kuHQCBAf38/gsEg4vE4CoUCurq6jigZLJfLhcPhIOqaiYkJaLVa2O12cLlcaDQaWK1WhMNh0lpjsVgQCoWQTqehUqlIe1ZzE9RqTM61Wi2USiXC4TBisRhSqRTsdvuGy4BgST2fz4dAIIBsNgun0wk+nw+73T5j4Rj3IRKh8MbrUZRLNcjlQpxwog1bthrg93vA5XJhtVrRaDTmnYhMT0+TiuC1UhcJhUIIhcKW81utVlvIG1Y5woIlb9jd3uXaBFk1icfjwfj4+LItEna7HdlsFj6fDxwOZ1GiZrXsnmztNk3TcLvd4PF4OOaYY0g+j1wuh9VqRa1WA5/Px9TUFDKZDFKpFKanp5FOpwnJIZfLEY1Godfr101VI5PJkEgkWkJ5F4PD4WjJrDGbZ1osVlNRw0KlUsHhcMDv98Pv988hMkulEoRC4Zxzp1KpIBAI4PF4iMJpNcHmHkmlUrz00ktwOBw488wzEYlE3lH3VJakUavV6OjoQCKRgN/vJzkkR0rG24EQj8dRrVYXJNFZVSPbpNZcAx6JRBCJREhoPIfDIXZVlvAxGo2HVc4GTdPweDzEwiwWizE8PAyapuFwONbV7rkY2FwaDofTzqVZI7AV2SwxsxYV2W20cajQJmraWDO067yXBjaPQSaTwev1YmRkBJ2dnUfcBFwmk2FwcBCRSIRYeVhSpLe3l6hq2NrPVCoFv99P5NsikYg0QXk8nnl3v1cCHo9HWrjYXBCFQgGHw7GhrlM+n4+enh5MTU0hGAySoGG5XIG9b5bw1z/9HQqVCiqVGDwuB8lkCW+9FQfDVHHqLhVOOXXmd4vF4pwJea1Wg9/vh1QqPeTKC7b2uFlmX6vVWsibfD4Pt9sNqVSKPXv2QCgUzlHeLEa+qNVqcDgcuN1uQtYsddeMx+PBbrfD4/Egl8tBrVaj0aCRz1fBMIBQOLNQPFDz03KhUCiwbds2VCoVjIyMQCgUYtOmTS3XPJ/PJ/X1DocDIpEI6XQar7zyCkZGRsjOYTweB5fLRW9v77pc0yyJkc/nl0wCOp3Oljao5opuiqLmJc1WCr1ej1qthkgkQiyFLMrl8rwLWIqiYDQa8dprrxG1wmoin89DIBAglUohlUrhqKOOglQqRU9PT8s9Va1Ww2azHVHkPotmkqazsxNTU1MIBAJQKpXo6up6x5A07LWpUqmWZONpJnSBmYUrW+0+MjKCdDpNGpycTue8FeAbGY1GA263G7lcDjabDdVqFaFQiLRFbmTCye/3o1QqLese1MbiYCuyWWLmUFVkt9HGocDhMzK3cdiiXee9NKjVaojFYkxOTmJiYgJms5nsJB8pYHMn1Go1fD4fJicnoVKpYLfbSVZNIpGAwWBAR0cHRkdHEQwGyS63QqGA3W6H3+9HKBRa1TpLNmdpamoK999/P37605+SXICjjz4aDz744KK/39HRgT/84Q/YvHnzkp4vHA7jwx/+MJ555hls374du3fvnncRu2vXLtxwww04//zzAcwsKpuDhl99pYRXXkpCoxNCImagUr09SZXKOAiHcvjj72Po6ekDX0ChWCwim82ip6eHHGu1WoVcLsdzzz0353p79tlnccMNN+DVV19d0us6GHi9XuzYsQOJRAJKpZJ491nCht31Zb9vttMIBII55E3zRFipVKK3txculwtjY2Po6+tb8qRNo9EglUph3z4XxsdojI+Oo1isgQLAF3DhcNI4/UzFqpNcAoEAJ554IqrVKvbu3QsOhzOn2UahUEAkEiEej2NgYAASiQTHH388/H4/zGYz6vU6UqkU9u7dSxqi2DGZ3V1fawiFQvD5fOTz+WXtdLNkTSgUQrFYbPl8sJ/N1YLFYkGtVkM0GgWfz4fBYCBB2QtlSGi1WpTLZfD5/FU/j/l8HnK5HKOjoxAIBKTFBpi5luVyOWkCymQyMJlMMBqNRwx5MZukYTNqVCrVO06JEA6HSQj8csEwDDKZDGKxGCqVCpxOJ7Zu3QqhUIhCoUDsUsCMKqe5BnwjXkv1eh0ulwvFYhEmkwnJZBKlUgkGgwFWq3VDHjOLZDKJZDIJs9l8xG3EHSo0Gg2yecMSM+tdkd1GG2uJNlHTxiFBu857aWADRf1+PyKRCPL5PDo7O4+4nReJRIKBgQFC3g0PD0OlUiEcDsPlckGn00EikcBoNJIWG3Z3UK/Xo1wuIxaLQSQSrWprE0VRaDQauPXWW/Hoo49CJBJBIBAgnU6v2nOwFcMWiwXPPPMMAGDPnj3L+hvsdfK354bx5OP7YbHIIBJJUCqV/rlw5AGgkJ5OQyYTwmRS4ef378XlV1pRLBaJgmXPnj1IpVLweDyw2WyHdCeSpmlQFLWkBVc2myVKh+bPAjtpm517w4LP588hb/r6+jAxMYGxsTH09vYu+TUXCxL89tcpcKgstm7rgUY7QxpUqw28+koIe954Hdd8WoJjj1v+YmoxcDgcnHTSSfjHP/6BiYkJNBoNdHd3tzQMsa17hUIBUqkUer0e0WgU5XIZXV1d0Ov1eOONN0huUHOGhUwmg0KhgFKpXNNAbZlMtqRA4WZQFIWOjg4wDINAIACKotDT0wNg9YkaYMZyVa/XEQgEwOfzIRaL5zQ+zT4+kUiEer2OarW6aru1lUoFtVoN9XodkUgE/f39c5RQHA4HZrMZWq0WwWCQWEftdvthH046m6SJRqOkav5g87MON5RKJbJ5sZzxudFokAanWq0GsViMjo4OaDSalvPHMAyKxSIJJo7H46R5jR0bFArFipv6VhO1Wg0TExMol8tQKBQkdLynp2fDX/OlUokohM1m83ofzmGDdkV2G+90tImaNg4pmuu8/X5/u857HnA4nH9aWuTw+/0YGRlBV1fXYRPwt1Sw5B2rrslms6R1qLu7G0ajEWazGdPT0/D5fBgaGiK7IzabDeVyGX6/H0KhcFVbHdgd9aOOOgqNRoO0IE1OTsJms+G1117DjTfeSDIkvvOd7+Dss88GADz88MO46qqrEIlEcMMNN+BTn/oUgBm1zYc+9CE8/fTT2LJlC26//XZcc801eOWVVwAAH/nIR/C5z30OADA8PIyPfvSjyOfz2LJlC5HxAkAkEsE111xD5NNdnafCZjkXFKeCu3/yMXR1Ho9odBRWax92nXoVGIaBWqMGj8dDIlGCa7yIzVvfzlVhLU+sZ5vFl770JTz00ENQq9XYtWsX+f/LLrsMF154IS6++GLceuut+MY3voFUKgUul4uhoSE8+uijUCgUuOyyy5DNZlEul/Ge97wHt956KwDglltuwf79+5HJZOD3+7F79248+OCD+MEPfgCFQoH3vOc9874n2WwWYrF4DmHJZi6IRCL813/9F375y1+Cx+ORz9C1114Lq9WKbDZLGh3YxyORCDKZDDZv3nzAdhOPJ42779qDQPAJVKp5bNl6A9jbp0DAhcUiQ6lcw0/++3WIRDxs2dqqrKEoCrlcDjKZDFNTUzjnnHPwnve8B1/72tcWfV4WrO3p3HPPxYc+9CGcffbZxK4HzCg7wuEwotEYBHwtCoUa8nkhcrkpUrNuMpmQyWTQ0dEBLpeLfD6PTCaDbDaLUCiEUCgEPp9PFmYKhWJV7RBsoDCbq7NUUBSFzs5OBINBBINBTE1NQa/XrwlRwz7XxMQEPB4PIYEXWgAUCgWo1WpUKhXE4/FVU/ixhFYoFAKHw0F/f/+CPysQCNDV1YVsNksazg5ni/Fskmbmuo5Cq9XC6XSuO1lwqBEMBgmxvxTUajXS4NRoNCCXy9HR0bGggoMNU5VKpTCZTKBpuiWwnB0beDweCSWWy+WH/NqqVCqYmJhAqVSCQCBAJpOBQqFAR0fHht/IajQamJycBJfLRWdn5zvuGl4qFqvI5nK5kEql7YrsNt5xaBM1bawLpFIpBgcHSetOu857LrRaLSQSCcnVsFgsS65MPpwgFArR19eHRCKBbDaLN954A6+88grOPfdc8Hg8dHR0YGxsDOFwmCyEmpugJicnMTAwsGoTx23btuG4446Dw+HArl27cNJJJ+Hss88m5MIll1yCRx55BCeddBIajQaRjQMzFp3du3fD6/Vi8+bNuPLKKwnBls1m8fLLLwMAPv/5z4Omaezbtw+5XA47d+7Eli1b8O53vxuXX345rr32WlxxxRV48cUXcdJJJ5G//5GPfARf/vKXceqppyKRyGHL5hOgPqcLPZYd/wxbLeFdZ90IuVyOarUKlVpFFttanRivvJzAwJAF1WoV6XQaW7duBU3TEIlE2LlzJ+6++278/ve/x2OPPYY9e/ZALBbjggsuIM9/5pln4qmnnsLFF1+Mp556Cps2bcIrr7wCp9OJfD6Pvr4+lMtl/P73v4dMJkOtVsM555yDv/zlLzj33HMBAC+99BJef/116HQ67N27F9/4xjfwxhtvwGg04hOf+MSc94NdODQTSbPx0Y9+FMViES+99BJUKhUYhsGf/vQn5PN5DA0NgaZplEqlFuWNXC6Hz+eD3+9HZ2cntFotBAIBFAoFJBIJhEIhKIoCwzD4zcPDEIu5EEuEqNYLyGQzMwGz3BnikMPlgMcDFAoxfvmLtzC0SQ8ud67kOhAI4Oyzz8ZVV12F66+/fqmX5Mz7p9WCz+dDKBRCIBDA6/WiUCj8syWJgmeyjr/86WVQkILD5YKmaaTT0zhhZwGXfuhYWCwWTE9PIxqNwmaztWRY1Go1ZLNZZDKZljBnqVRKSJuDrZ9mifh8Pr/ssG728z49PQ2/3w+KotaEqAFAdujHxsYwOjq66E5tPp8Hn88n7Wur1RrHZgvFYjHYbLYlkfQKhQJDQ0OIx+MIh8PYv38/TCYTqak/HDCbpGFD9vV6PRwOx3of3iEHS6SywfuLgVWZJpPJGYJerSah5MsBh8Mhn3lgZmxg1TbZbJbYTdkKY5a8WctFc7lcxvj4OPL5PMmmstvti94TNhL8fj/K5TL6+vra89smtCuy22jjwGgTNW2sK9p13otDLBZjcHAQPp8PoVAI+XweHR0dh1Xw31Kh0+lw0kknIZVKYWRkBAqFAsceeyxkMhn0ej1isRjUajVZ8HG53JYmqIGBgVWZLHI4HDz66KN466238Nxzz+HRRx/Fd7/7Xbz66qt49dVX4XQ6oVarkc/nIZPJWhadH/rQhwDMKGjUajWCwSAGBgYAzJAsLJ588kncfvvtoCiKKFCefPJJnHTSSXjrrbdw+eWXAwBOOOEEbNmyBcDM7v2zzz6LqakpAECtRqNYTCGR8KOv9zhwOBwcd+z5KBQqSE+n0dnZCbHobcuGWMxDLNIATb+du/HAAw/MmfA+88wzuPTSS8ni8GMf+xi+/vWvA5ghar71rW+hUqkgGAzixhtvxJNPPgmn04nTTz8dwMzu4Y033ogXXniB1Czv2bOHEDXnnXceUSo8++yzeM973kOyXa6++mo8/PDDLe9HLpcDwzAL7ghPTEzgkUceQTAYJMoYiqJa1Dn1eh233HILnnvuOVQqFWzduhV33XUXBgYG8C//8i+gaRrxeBzFYhEPPvgg7rvvPvz5z3/+p5phM5SyC9HbawFFAQI+HwzDwOV+E395/Ha89z2fgU7XDbpBQy4Twu/PYGI8hYHBVkuey+XCRRddhJtvvhkf+9jHyHG95z3vITkLxx13HP77v/8bAoEA9913Hx544AHI5XJMTEzggQceIISBSCSCUqn8Z+V9Ds8+ncObe2JgGBpGE5cQMHI5g5deCmF8rIhrPn08tFot4vE4jEZjy4KBz+eTql/WCsEuzGY3xrD5Nsu1+bBV6yshaoAZ5YjFYoFEIoHP5wNFUWu2q8+OLT6fj1hH5nuuXC4HiUQCi8WCkZERJBKJVckpyufzSCQSqNfrGBwcXPLvsQHHGo0GwWAQkUiE2KEOpBpbb8wmaQKBAKampmAwGGC329f78NYcqVQJsWgejQYDuUIAm02BYDAIkUi0aK5TPp8nOUUcDgc6nQ5Go3HVPht8Ph8ajQYajQbADGnCjg3JZJLcj5prwGUy2arN34rFIsbHxzE1NQWJRAK5XI7Ozs5lE1DrhampKaRSKVit1lVV/h5uWKwim8PhEKs7S8wciXPcNtpYCdqfhDbWHe0678XB5XLR1dWFeDyOYDBIrFBHolVMKBTi1FNPRblchsfjgVgshtVqhcViQSaTgc/nw+DgIJkECoVCdHV1YWJiApOTk+jp6Vm1CeLmzZuxefNmfPKTn8TQ0BB2795NbCSNRgNjY2PQarWw2WxkUtG8887lclGv18n3B2tdYzNdXnnlFfD5fMRjBfznV56D1f7PyR/DgG5Q0Gq0oNU0aIbG1NQUFAoFhCIhGAbgC/igqBl1D03TcyxPB0JnZydomsZDDz2EnTt34swzz8RHPvIROJ1OnHnmmQCA73//+5iensZLL70EkUiEq6++usW+tdzzkM1mweFwFvy9N954A729vYsu/m+99VYolcoWRdO3vvUtfOMb34Ber8drr72Gn/zkJ9i0aROeeeYZPPnkk3jsscfA4XDwbx+9BuNjD0KtvhKFQhHVahV+/178/fn7ccnFX4HDMUB88w26AT6fg1NP24ann/5rS7D0jh07cP311xOSBpi5Rh588EFCkFxxxRW499578R//8R8AgBdffBFvvvkmCZLlcDjQarVIp9Po6upCV1cX7rj973hrXwaDQ2YUCjMLG7lMDlCAQimHrlICxdRx549exQ03HgcghUgkMq9CoTnMWSqVolAo4JJLLsE111yDD3zgA8hmsyQDSCQSkZ33+UKJZ4drsxaL5ebUsGADex0OB0KhEMbGxlZE+CwVAoEARqMRoVAIExMTGBgYaFk8MAyDQqFA8rTkcjni8fhBbzKwDT2xWAwdHR0rynDj8/no7OwkFmO3202C2DdijsPsCm6fz4dkMgmTybSiAN3DCV5vGn/9sxt73oj+87phwDCAVAoMbRbigg8cM+/1lE6nEY1GUSgUiDVKr9ev+QKXzbliw7bZQGL2mo1Go2S8bs63WQlyuRxGRkYQjUah1+thsVhgt9sPG4VYsVhEIBCAQqE4ItXQi2EpFdksMdOuyG6jjYVxeIx2bbwjwNZ59/T0gGEYTExMwOVyoVKprPehbQgYDAaSVTA2NoZ4PL7OR7Q20Ol06OnpgVQqBU3TiEQiGBsbg0ajQalUQjQabfl5uVwOh8OBbDaLYDB40M8fCoWwe/du8j2bi9HZ2YmdO3difHwc2WwWJpMJU1NT2L17NxKJxLKe46yzzsJPf/pTMAyDXC6Hhx56CO9617ugUCiwZcsW0jD18ssvY9++feR1nnLKKfjWt74FAFCpRajUUkgk4iiXymjQNOr1OnQ6HZxOJ7QaLe7/+TXw+11IpVJITOXR06uBWCyGz+cDMLOYno0zzjgDDz/8MGlT+J//+Z85j3/1q1/FWWedBbvdjmQyiccff5wQNel0GmazGSKRCKFQCL/73e8WPA+7du3Cn/70J3It//SnP53zM9lsdlkNJMPDw9i+fTv6+vrw6U9/GgDw2GOP4YEHHsD27duxfft2PPbYY3C73QBmyI8Pf/jDUKvVcLvdeOKJJ/DhD38YQ0NDGBgYwIUX/htSqXGo1CoIBHxEosN4/oWf4fRd14DHU6BeqxMlV6PRAI/HAU0zc45LpVLhj3/8I8k2AmbIt+9+97vYvn07tm7diqeffrolWPrkk09uafth/45EIoHf70ehQMHvY2CxSJBKpUCBAt2gUSqXAMwQQWKxGKBqAEPjb88FiU3nQOPqvn37cMYZZ+Cb3/wmPvOZz8DpdGLLli3YtGkT7HY7BAIBEokEXC4X9uzZg4mJCcRiMRQKBSJfnw2ZTIZSqUQm7MsBuwClaRo9PT0kw2s1g76bwb6GgYEB1Go1uFyuluMuFouE7AQAo9GIarXa0kS2EuTzeYRCIfLcBwOZTIbBwUHY7XYUCgUMDw8jGAyuiWVspWA3IGaTNGaz+YgnaV59JYRvf+MfGBmegtUmh80uh82ugM0mRzqdw+N/juHXD02iVpt5v2iaRiKRwP79++F2u1Gv1+FwOLBlyxaYzeZDrkJgA4ctFgv6+/uxbds2dHd3Q6fToVqtIhgMYnh4GHv37oXH40EymSSZIwdCJpPBK6+8QtrrBgcH4XQ6DxuShs2lYUnTIx1s6LXX68X+/fvx5ptvwuVyIRaLodFoQKfToaurC1u2bMHWrVvR1dUFg8Fw0JbaNto40tFW1LSx4dCu814YbLaP1+tFIBBAPp+H0+k8os4Lh8MhdayNRgO9vb2kKaxcLhOLS/MunU6na2mCWk4F8GzU63V89atfhc/ng1gsBk3T+PrXv46jjjoKAPDb3/4Wn/3sZ1EoFAAA1113HSQSCWq1Gkql0pKe48tf/jI+9alPEVvT5ZdfTqxBP/vZz/DRj34U3/rWt7BlyxYce+yx5Pd+8Ytf4LrrriO/V6vx0N9zORwOGygAao0GYsnMeak3SqhUC9DrzShXqohGMnjPe20oFApIpVLI5XI4/vjjW45rz549OP/887F7925s27aNhAmzC0dgxv5077334owzzgAwQyY89dRTZFF17bXX4uKLL8bmzZths9kIgTMftm7diptvvhknnXQSFAoFzjvvvJbHq9UqyuXyos1eRx11FCYmJpBOp6FSqTA0NIQ9e/bgRz/6EakUZxgGd911Fznm2VAoFOjr64PL5UImk2lpEBGJZixCYrEYQqEIWo0N2WwEAkEFPC4PyWSS/Hyj0UCtRoPDmTvxdDgcsNlsOOecc/Cxj30MP/7xj0n73S9/+Uu8973vxTe/+U1885vfhE6nw0MPPYRwOIwHH3wQ8XgcDz74IPbt24f9+/fjrLPOwlNPPYWTTjoVPd1nIhp7E416A6ee/FGoVE7weDz4A3vw7HM/R61WAU0DZ51+NV56kcJ73tuNZDKJSCQyL1EHzOQIXXTRRfjxj39M3pNoNDonJPpb3/oW8vl8S0h0NBrFAw88gHq9jkwmQ1rOgBnigN2FX64NgLVq1Wo1cDgcdHfPvA63270mrS/lchkMw0Cr1cJgMMDtdpPnYsOh2dcEzNy3RCIRYrEYsYmsBGwWVm9v75IDZBcDRVEwGAzQaDQIhUKIxWJIpVKw2WwHdZyrgXg8jkAgQEgar9eL6elpWK3WVVUgdHR0ECVIuVzGKaecgrvuumvBvJDzzjsPd9xxxxySdDZ27dqFG264Aeeff/6yj8ntnsY9P34DBoMUInHrVDyXz0Es5sBuN+D11yKQyfk4810GxONx1Go1SCQSdHV1QaVSLXuRyzAMfvjDH+LHP/4xgBnl2I4dO/Cd73xn2fa42ao5LpcLlUpF/k61Wm3Jt0mlUgBa1XgymWzO/GVqagovvvgiKpUKhoaG0NPTs2qNaocKXq8X1WoVfX19R5yNp9FoEJXMYhXZMpmMWF7baKONleHIGj3aOGKwUJ33Rphcrjd4PB56enoQjUYRCoVm2n+6uta0WvdQQ6/Xw2w2IxQKwel0YtOmTQiFQgiHw0QNsmPHjpZJqtVqRblcRiAQIEF0K4HT6cTjjz++4OMnnnhii+IGAJLJJP70pz+Ral+LxQKv10seb/43MLO4u+++++b9+0NDQ3jppZfmfcxkMuGXv/wlgJkd/T17xnDXHW+BYQT4/I3/CzTN2b3eN3Hizg9CpdYgGsnB6RRBIs3jjTf2QS6Xo1QqLbhQ+cY3voFvfOMb8z522WWX4bLLLiPf33XXXS2PO51OYjGajVtuuWXO/33yk5/EJz/5SfJ9cxMSG9S82HvZ29uL97///bjqqqtwzz33kAU7S6QBwPve9z58//vfx86dOyEWi5HL5RAMBlvyP7hcLnp7e3Haaafh29/+Nq666ip0dHTg788/Apt1OxiGAUUBcrkeF7z/evz8gc/jtFMvh9m0FelMGo/87v/iXWdeBaGwGwIBFx/84AdbbCajo6P43ve+h4ceegh33303nnrqKdx///343e9+h49//OM49dRTiZKqUqngS1/6En72s5/hqquuwq233oqXX34ZQ0ND+NnPfoabbroJer0ehUIWZlMXLrn4Okx63sDDD/9fXHTht+CafAuvvf4grvzIdyGTKjEx8SZ+88gt+NfL7kNiqkwyn0wm0xwrTC6Xw7ve9S488sgjLSSbSqWaExL9+OOP49xzz4VCocDIyAhefPFFCAQCYq1jMzbYUGKWqMnn8wdF1AAzC0zWyuN2u9Hd3b2qZA1LuorFYojFYjgcDvh8Pni9XnR2diKfz0MkErV8hgwGA/x+P8mvWglYpcTg4OCqLnB4PB6cTid0Oh38fj88Hg+mpqbgcDjW5d7BkjQqlQpOpxOTk5PIZDJrFhL7m9/8Bps3b0aj0cApp5yC3/72t7j00ktbfoa1l/7pT39a9eefjT/9fhwSCX8OSdOozyyCJRIJOFwOFErgsd/tgdnaC7tdh87OzoPKOvnyl7+M5557Dk8//TSMRiMYhsEjjzyCVCq1ZKKGPU8HgkAgINlXAFpqwBOJBOLxOLFEssRNPB7Hyy+/DIFAgJ07d8JisRx2iot4PI50Or3kIPCNjuaK7Hw+37Ih1VyRLZPJDsumuTba2MhoEzVtbGjMrvP2eDyIx+NwOByHTZjcWsFkMkEqlcLj8WB0dLSlrvdwB5tFEY1G4fP5SKCkRqMh+TAMw+Doo48mu1Vste7Y2BhpgjpUeQxsKHYoFCKh2Ha7fc0yNGKxGEKhEGQyHj530y7c85O3EInmYTBISNvQpk2nobd6Mvz+DAx6KT59/QkIhSZII9Qbb7yBgYGBDZ0Dlc1mwefzD7iQvO+++/C1r30Nxx57LPh8PtRqNSwWC2666SYAwE033YRbbrkFxx57LDgcDiiKwle/+tU5Qa0cDgcf+9jHMD4+jrPOOgt8Ph8nnHACLr303xCLFkH9kwlTKPT4t4/+APfdfwOOP74Mm/UYJBJe1BsS2PRS8HgcsjAEZq7NgYEBUBSFu+++Gx/4wAfgcDhgNpsRDAaRz+dxzjnn4JRTToHX68Wll16Kt956C2q1GsVikSwo5XI5xsfHAcyQAhwODw77MWBoBl2dR0EgEEEgaCAeH0MqFcZP7vkUeW2NRh3RmA/p9CY4nDO2vXA4jK6urpZzIJFIcMopp+DOO+/EqaeeSoiIpYREswoQnU4HgUCAzs5OmM1mEkoMAD6fD5lMhlSBL3WnnMvlgqIokvvE5XJJfpfX6yVql9W6nsvlMiiKImOITqdDrVZDOBwGj8ebNxSZrUmPxWIrWqA1Gg0MDw9DrVbD6XSuyuuYDVaVmUgkEAqFMDw8DIPBAIvFcsiUmc0kTUdHByYnJ5HNZuFwOA5KDbkUlMtllMtl8t41q8H8fj92796No446iihFdu3ahWOPPRa7d+9GOBzGJZdcQuynzXjooYfwve99D4888giefPJJPPjgg1CpVNi7dy+sVivuuOMO3HDDDXC5XNiy5Sjo1P8Ku0OJN998Ai+8+Bs0/nldn3zS5dBpe1Bv1PGd712Cgf5T4fHsxTN/K+ArX/kCPvWpmc90R0cHPvKRj+CJJ55AJBLBDTfcQB5bCPl8Ht/73vewZ88eEnpNURQuvPBCAPOr5m699dYFz9NyIZFISGgsTdMk34atAX/22WcxOTkJk8mE008/HVqt9rAjaQqFAlH9rkaw+KHG7IrsfD7fMuZKpVKoVKp2RXYbbRwitImaNg4LzK7zHhkZadd5Y2bhNjg4CI/HA6/Xi3w+f1iF7S0GVlUTDocRjUZht9shlUqxc+fOmdYdlwsURaG7u5uorNi2lpGREdIEdahkx1wul5Blfr8fk5OTqx7gWavV4PV6kc1myU40j8fDzV9U4y9/duHll0NgaICd2/L5XJxzTjfOfFcXKpUsarUazjjjDIyOjqJYLGJiYgJKpRI2m23DhYyy+T1LUUkIBAJ87Wtfa1HjNIPP5y+oEpqtbOJwOLj11lvxiU98AqlUCmazGY26FLd+6wUcc9RlqNXzYGgGcrkW13xqJr/H59sPi3kb0tM0Lv3CIH7+4NzXsmPHDgAzC6N9+/bhvvvuwwUXXACapiGRSPDQQw+ho6MDf/7znyESiXDllVfiyiuvbCELfvWrX7X8HYqiUCrXkc1moVTNnCehUAi1SgWnfRve994bwePxUKvVMJWYQixSRiwWwPBwCqlUCl6vF41GAxqNhtj8uFwufvOb3+Ciiy7CpZdeil/96lfg8/krColmG5EsFgsJyWXti16vFxRFQSwWt9ggFhu7+Hw+UdQ0LxB6e3sxPj5OyJrVaFcplUqkop2F2WxGrVb7Zz5QYU4bEYfDgV6vRyQSQaVSWfbuss/nQzqdxplnnrnm45ZOp4NKpUI4HEY8HifNNIvZDFcDs0kat9uNXC5H1D5rBVbh5na7cfbZZ+Pss88mj7300kt4/fXXF3x+v9+Pv/3tb8jlcuju7sbHPvYx9Pb2ksdvvfVWPP7443jyySfJePXKK69g3759sNlsOP/88/Ev//IvePbZZyGTyTA0uBUDfXvh7DgVPd3HYmhwF2iahtc3gl//71dw0Qe+TT7ffD4XH73yTggEedx00+W48soryWetWCxi9+7d8Hq92Lx5c8tj82F4eBhCoZBk3c3GfKq5v/zlL4SMPdB5Wg44HA7kcjnkcjn0ej2ef/55ZLNZ9Pb2ore3F9PT05ienoZAIGipAd/INqJ6vU5yaRaylW40HKgiW6lUtiuy22hjHbFxR7w22pgH7TrvueDz+ejt7SWERqFQQHd392EvQWXbwGKxGPx+P4xGIwQCASiKwrHHHgsul4tEIgEOh4NUKgWHwwGBQACBQICenh6irOnt7T2k14ZUKsXAwABRLAwPD8NkMsFkMh0UgZZOp+Hz+UDT9JxFjcksw5X/th0fuGgAfl8G1SoNsZiHrm41RCIeKpUK3O4gaZ+Ix+PEPx6NRsmuutls3jA7ZMViEfV6fV0UPxRFoaOjAxwOB5FIBAaDAZ++/njc/v0XEIuVIRJVoNbMEMTlUh0cjh0nHP8f2HEcBzxe+oB/P51Ok4DJe++9d8WB6Y1GDZOTL0OpOAWxqQnU6lXodA7weAL87fkHEIm6MThwDCgOhWjMC4tVh02bbTj33HNw//33I5fLYXh4GDabDQAQiUTQaDQQDAZx55134uqrr8bFF1+MX//61/OGRH/84x9f8rHyeDyo1WoMDg5CJBKho6MD9foMyRSPxxGLxUhbDJtTNps8nI+oaTQaEIvF6Ovrw9jYGFwuF3p7ew/aclAqleZVbdrtdkSjUZIXMht6vR7RaBSxWGzeZq3F8Oabb4LL5WLr1q0rPu7lgMfjweFwkMZFn8+HRCKxZorV2XYnl8uFQqGAzs7ONbc0swq3crmMiy66CLfddhs+85nPAJhRgy1GPlx88cXgcDhQKpUYHByE2+0mRM0tt9wCh8OBP/3pTy3qsJNOOgk2mw31eh2bN2+G2WxGpVJBLpeDxdqBSNSNaLQP0cgEdr/8EHK5JChQKJezqNWKAKUAwzBwOnYgn8tBq5VAqVTC7XaT6+NDH/oQgBl1jVqtRjAYPKgA6qWo5labTEulUnjppZcwPT2NnTt3ktdWqVSI2mZ6epoE9rMNa0shdg81vF4varUaBgYGNsx9tBntiuw22jj80P4UtnHYoV3nPRcURcFqtUImk8Hr9WJkZAROp3NN62sPBQwGA4xGIyGh2IWPQCBAd3c3CfxlF5xWqxV6vR5SqRQdHR3weDzw+/1rZiNYCGyAJzt5jkQiSKVSsNvty87RYLM+pqamIJFI0NnZuaD6RakUYcvWuY/5fD5QFEXOg0QiQblcRldXV4tdI5lMwmKxQKfTrTvxuZR8mrUEe744HA7i8Th0Oh2+9JWT8LtHX8HoSB0B/8zxSaV8vP+CflgsNDLZGCGYFms2uu2223DBBRdArVbj3HPPXbFlUavVolQK48GHbgRFAZd88Mvg8fjQ6ey46MIv4okn7sLjT9YBhoZG048v3vwlhEJBpNNpHHXUUUin0wiFQoSUqtfroCgKxWIRlUoFt9xyC2688Uace+65+OIXv4jrr78eg4ODsNlsCwYzHwgsgdJoNGA0GokNojl0NBAIAADZTWe/WHUQ0ErUADOkQ19fH8bHxzExMYG+vj5IpdIVHSNN06hUKvO+LxRFQaPRQKlUIhwOQyKRtFyjfD4fGo2GfJaWutjJZrPweDzo6upa8XGvFBKJBP39/UgmkwiFQkSxarVaV22xNh9JUywW0dnZeUjvUyKRCOeffz7+8Ic/EKLmQKRe83jL5XKJFQQAjjvuODz55JPYu3cvbDYbqtUqYrEYsZfSNI1UKkWUZBwOBzweBYCGWCTG40/+EMcf9yF0dR4HmVyK226/GCaTATKZGhRFQcAXIp8vQ6fngGEYjI6O/jO0vEY2A8RiMTgczgEblYaGhlAulzE+Po6+vr45j69ENbdS0DQNv9+PvXv3olar4YQTTmixYQqFQuj1euj1ejAMg2KxSGrAWWKXbZ1ix4f1tMNHo1GSsbRRbPmLVWQLBAJIpdJ2RXYbbWxwtImaNg5bsHXemUwGgUCA2DjsdvthryZZKdgdv8nJSUxOTsJgMMBmsx22N2CWlGMrXE0mE9m11Ov1mJ6eRrFYRG9vLyKRCPx+P1KpFJxOJzQaDcrlMiKRCEQi0br4xdlqTjbA0+VyQa1Ww2azLSmbo1QqYXJyEuVyGUajEVarddnvZTweJ9YC9jklEgkJfOXz+XA6ndDr9QgEAvD7/ZiamoLdbl8VC8lKkc1mIZFI1n1Xz263g8vlIhKJQCYr4+gdGnzgIifkcjUYhoFQyAOHQyESiaBWnznPv/vd7yCRSP4ZQDzzfrENVMBMy9fll19Ovv/mN79J/j07eLq56rqjo2NOFfx999+F23+wG0AJGs3b79fgwE5YzEMoFAqoVkQYHDLinHf34v7778VVV131zxYrIbG99Pb24vjjjyfNLI1GA6VSCb/97W9RKpVQKpVw3333tVQ7C4VCuN1uXH311RCLxahUKkT1Nvt1sGBVb/l8noTGsmoFlsSsVqvIZrPIZDJkN52iKKTTaTAMA4fDQXbSm4+Hz+cTZQ1L1qxk0cQuThciRIvFIgYHB1GtVuF2u9Hf39/yPEajEclkEolEYsntRSMjI6hUKqTRbT0wn2KVtUMdzD2kmaRxOByYmJhAqVRa9QDopYCmaTz33HPzEhWzwTAMUSGkUilUKhWUy2WEw2Hs378f+XwefX192Lp1Ky688EJ897vfRV9fHxqNBjgcDnQ6HYRCITQaDUqlErZt2wYejweLRYdaVYRcvoRypQCjsQNmixlv7PkL6o0a+HweactRqpSolpW4+JJjcP/P+bBarTAajaAoitzfgBkLy8jICDgcDu644w7YbDZ84hOfIG1XrFrtuuuuw9VXX42HH34YBoMBDMPgd7/7HbZu3XrQqrmlolgswuVyYXJyEiKRCMceeyzMZvOCP88GDkulUpjNZkLssuRuKBRCKBQCj8cjapvl5F8dLPL5PMLhMNRq9ZoEYS8VpVKphZhhxzGKoiCRSKDT6Ui2zOHWotVGG+9UtImaNg57LFTnbTabN5Qs9lBBIBCgv78fwWAQ8XgchUIBXV1dh+2N2WAwwGAwIBKJIBKJtKhjnE4nhoeHEYvF0Nvbi2QyiUAggOHhYVgsFpjNZrKTKRKJDvmigIVcLsfQ0BC5RjOZDCwWy6KWPZac4vF46O3tXZGypFKpIBQKQalUtkjWWRKhVCqR3Xt2V316ehrBYBDj4+NQqVSw2WyHnPhk6z83ShijxWIBh8OB3+9HOBz+Z6ZP6+2T/XzJZDI4HA74/X54vV50dHSsKVG6ZasRn75uJ26/7XlMupOwWTmQK8WgaQb5HIWpqSq2bJXjPz5xDMRiPs477zxyPBwOByaTCcFgELlcroWY43K5pMmjGdVqFcVikZA3pVIJ6XSaPM7hcEhTUvNXM+Emk8lIvfV8EAgE0Ol00Ol0pM6b3U0PBoMYHR0FwzAIh8OQyWSQy+Ukq4wla8bHx4lyYLlkTXPj02yUy2XUajWoVCoolUqMjo5iYmICAwMD5HPC5u7E43GyqD7Q842OjkKn0y26YD0UYMlxrVZLiFtWsboSRcXU1BQhaex2OyYmJlCpVFY1+HkpYDNqqtUqNm/ejK985StgGAb1eh3VahXJZBKVSgXVahX1eh0TExOoVqvI5/MIhULweDwAZlQKrN2Oz+dDr9fj/PPPR19fH6666ir85je/gcVigUwmIxlGIpGI1NRXq1UUCnkYDFIk4mWcc/bH8Yc/fhsisRx9vcdDImm9R+VyFZiMIgxtmrlXqFQqonTq7e3F0NAQKpUKeDwedDodRCIRhoeH0dXVRY4ZmCFVRSIRPvGJT0AikeDUU08FhzOj0jnllFOwa9cuXHvttbj44ouxefNm2Gy2lta31QJrZY5EItBoNBgaGlq2nWo2sVur1VoUedPT0+Q1s6SNXC5fEzsSm0sjEAgOqXL3QBXZMpmsXZHdRhtHAKjm3brZ2LFjB9O8C9hGGxsdtVoNoVAIyWQSfD7/HV/nPT09TWwvHR0d60ZUHCzC4TDeeOMNqNVqHHPMMS3EQSwWQzAYRFdXF9RqNWq1GgKBAKanpyGRSGC32xEIBFAulzEwMLDuNeaVSgWBQACZTIbU/jYvgOr1OrxeLzKZDJRKJTo6OlakKmEYBuPj4yiVSti0aVNL6HalUsFbb721YIAnTdOIx+OIRCJgGAZGoxEmk+mQ+e4zmQxcLhf6+vrWVdUzG/F4HI8//jg6Ojpw4okntkx+s9ksUXHI5XJyXep0ukMygS8UKvjdoy/h9deS4PHkEAq4GNykx9AmGarVBDo7O6HVapFMJuH1etHT0wOlUgmapvHWW28tGjJ6INA0jXK5jFKp1ELiNFtE+Hw+JBIJxGIx8vk8EokEduzYsSwSMB6Pw+PxkHrsl19+GWq1GjqdjpAjSqWShKGOjY2Bpmn09fUt63MfCoUQi8Vw1FFHzSFZEokEfD4fNm3aBJFIhHK5jLGxMXC5XPT395PPGXs9dHR0HNDatm/fPvz9739Hb28vdu3ataEC8lnitlqtQqvVwmq1Lvn4pqam4Pf7W0iaarW6aoHPBwJN06hWq+SLJWKav2aDz+dDKBQS5VfzvwUCwYoXvAzDEKIeANRqPR5+yAevJw2rTT4vmZfJVJDPVXH9jTvR3b00exhN09i5cydeeOEF1Go1lEol8tlkG6+a5/0CgYCobsRiMfn3aisZ2SD8VCqFdDoNtVqNnp6eNZmflUolQtzkcjli92muAZdKpQdNoLOlBrlcDoODg2s6t6hUKi3ZMrMrslmlTLsiu402Dj9QFPUawzA75nusrahp44hCu867FWq1GhKJBG63Gy6XCyaTCRaL5bCzQhkMBuj1esTjcYTDYRLEyj6WSqXg9/vJznpXVxfS6TT8fj/Gx8eh0WhQqVRIE9R6LoSEQiF6enqQTqcRCAQwNjYGrVYLm82GYrEIr9eLer1+0FW18Xgc+XweHR0dc16vUCgEl8tFsVic93dZpYVWq0UoFEI0GkUikYDVaj0klamZTIZI9TcSDAYDrFYrWYT39PQQ8opV1LA5EUajEY1GA5FIhKgU1hJSqRDvfd9R6B8YJ3X2LEZHy6QyVqPRkMwnpVIJDocDs9kMv99PyMHlgg2ilEgkLaQEu1Bkv9iciVKpBI/Hg2q1CqPRSAgc9muhzyefzyf2BoPBgHQ6TUJFZ4cSy+VyqFQqRKNRjI+Po7+/f8nNZqVSacGGk3w+Dx6PR/6WSCRCT08PxsfHCbnI5XKhUCggFosRi8UWJWpY9YZEIoHJZNpQJA0wcw9RKpWIRCKIxWLEHnOgAP9mksZms2F8fBz1en1Vgp5ZNBqNRYmY2ZktMy1KM0SMXC6fl4hZi7Etm83C7/ejUqm0qBQ/da0R99/7Jt58MwoejwOlUgiKQ6FUqqGQr0GhEC6LpAFmPosvvfQSgBl11OxrnmEYVKvVOQROIpFoydXi8/lzCJzZyrilIpPJwOv1olKpoFarwWAwoKura802jthxhLV2NdeAs8pcdoxg1TYrIVmi0Siy2SycTueqkjRsRXYzMTO7IlutVhM72EYMLm6jjTZWB22i5h0EhqmAhh9gKgD44FA2UNShDS08VGjXeb8NoVCIgYEBBAIB0grV2dl5WJ0HHo8Hq9WKZDKJSCQCk8lEJkasWmhkZATBYJDUYqpUKsjlchI2TdM08vk83G43+vr61l0KrFKpoFAoEIlEEI1GMTY2Bh6PB7PZjN7e3oOa+LE5CiqVasFFokQiWZCoYcESnwaDgbTCsPk1a0miZLNZyOXz7zKvN9jzWSgUMD4+jt7eXvB4PELUNO/SWywWNBoNxGIxcLncNbe1sFW38XgcarWavEcOhwMjIyMIh8Ow2+0wmUzw+/3I5/OQyWTQ6XSIxWIIh8Orunji8/ng8/ktFhfWclev1yEWiyEQCJDNZpFMJsnP8Hg8sthiSRyRSETGrFqtBrFYDC6XC4FAQFrVmkOJM5kMMpkMqdOORqPYtm0b9Hr9ARc25XJ5wUDfXC4359qXSqXo7u6Gy+UijUAURcFoNMLr9SKbzS5o8/F6vSgWizCbzRtKPdYMDodDsmqaA/wdDse8x9xM0litVoyPj6PRaKC3t3dZQcmsLWkhIqZZsQXM3AtY8kWpVM4hYvh8/iEdUyqVCoLBmfBuNlOv+TqQSPj4j08eg3Aoh+efD2BiLIlarYHODjVO3eXE4JAOfP7qLsIpioJQKJxXdTEfgZNKpVpyoFiScjaBM998ojkIn8fjEfK9p6fnkJHwbOCwTCYj43GzTSqTyQAAGadY8uZA86NcLodwOAyNRnPQTVhsRTZLzMxXkc0qZtoV2W208c5Cm6h5B4BhcqjRf0ed+QfA1AAKAAOA4oBHHQce5zRwqJW1jmx0tOu8Z8DhcOB0OiGTyeD3+zEyMoLOzs4NuzCYD0ajETqdjlhymhsixGIxTCYT8b2zk2Eul0uChX0+H/L5PFwuF3g8Hnp6etbrpRBwOBxotVqSJcROnhezpB4IDMPA6/WCw+EsWg8sFouRSCRaAm8XAptfk0qlEAqFMDY2BrVaDavVuuoy60qlgkqlsq6hjIuBy+VCLBZDp9PB7XZjbGwMfX194PP54HK5c+wUdrsdjUYD4XAYXC53zV+XzWZDJpOBz+fD4OAgUbuwBI5WqyVNX5FIhJAKZrMZXq8X6XQaKpVqzY6PDba0WCyo1Wrkc1iv11vUN6VSac4uP0VRCAaDEIvFsFqtoGm6ZRHZnF1ht9tJxa9KpcK+ffvw7LPPkipjNttsttJyscYnliCYLztJoVCQpjm2vUmj0RAb1XxEDU3TGB0dhVgshkaj2XAKstloVgOyOVazw9GbSRqLxYLx8XEwDDNvVlCtVluUiGl+b4GZ95clX9hA1NlEzEYATdOIRqOIRqOkkXGhrCKKomC1KXDphzatw5G2gj2Ps8naarVKbFMsgZNOp1uCzVn1DkvcsFaver0OhUKBYrEIPp+P3t7edVU3c7lcqFQqMsaxweUsacMSxmKxuEVx07yxU6vVSBDycm2tzRXZLDEzX0U2S8ysd5h+G220sb5ojwBHOGgmhUrjv8EgBYrRg6L+GShLAQxTRx0vo97YAxH3/4BDWdf3YNcI7Trvt6HVaiGRSDA5OYnx8XFYrdYlt5KsN1i1STKZRDQahclkapnwmc1mkskzNDTUsmvOhvmybR2vvvoq6vU6BgYG1uOlEExNTZHK1jPPPBP1ep0owAwGAywWy7JlzSzpcyDVlEQiIYvSpVpCNBoNVCoVYrEYotEo0un0qufXsCGzG/WzyeFwQNM0FAoFenp64HK5MDY2ht7eXggEgnlzL5xOJ2iaRiAQIG0wa3l8TqcTExMTiEQisFpnxnWr1Yrp6Wn4/X4MDAzAaDQiFAqhWCxCIpFAo9EgGo2S8Om1JrJlMhnC4TAajQa4XC6xNDWTx6xNg829yefzJBycbUQTCoWoVqtzwou5XG5LxW9HRwf27NmDfD5PcnLYppjmCnD2/ZtP0ZbP58mxzweNRoNarYZgMIhAIAC73Q69Xo9wOIxSqTTnb4bDYaTTafT09GxIq99CYNWA7DiQyWRIeH8gEIBSqYTJZML+/ftRr9dht9uRzWYxNTXVQsTMrrBnFVILWZMOh0Ura2mtVqvQaDSw2WwbhkBaKdjzP3tMZsnVZgKHtYXG43FwuVyySSISiTA0NIRqtUre542wWdYcXA6gpQZ8amoK8XicqHLY8SkUCoGmaXR3dx9QmduuyG6jjTYOBhv/rtfGsjE9PQ2LxYKrrvoYvv19JxjkwYF1RknTBIrigYIJDJNGufETiLnXI5Oh8eMf/xif+9zn1ufg1xDtOu8ZiMViDAwMwOfzIRQKkRyTw2ESbDQaEY1GSVZNsyqGoig4nU6MjY0Ri0czOBwObDYb1Go1/vGPf+DVV19FqVTC5s2bD/lEul6vw+fzkYyN5hwZlUqFUChEFGDLCcQul8sIhUIki2QxsCRXsVhcMlEDgGSaNOfXJJNJkl9zsMhmsyTgciOCy+WSnX65XI6+vj5MTEyQQNnZuRjAzLXZ2dmJRqMBn88HLpcLtXrpuRPLhUKhgE6nQzQahUqlIjkGNpsNXq8XyWQSer2e7Pp3dXWBoihYLBZMTk5ienp6zUPYWVKiUCgsSMo12zTY81UoFIjdgN3pBzDHoiEUCueQN9u2bcPExAS4XC56enpQqVSQyWSQzWZJLXm1WkU6nYbT6ZyjNsvn80RRtRCMRiNqtRpisRhpBWLHrNm776yaRqvVLvtzuN6gKAoajQYCgQAejwfPPfcc4vE4UZCxRRQOhwPRaBQAiEVQLBbPa006nLM2yuUyAoEAstksxGLxhgtCXwvMJlfZIHyFQgGDwQCJRAKXywWhUAiTyYRkMkkUKxRFzWuhEgqF60pWsFlbrJUyn88Tq1Q4HMbU1BRSqRT6+vqQy+XIGMWiXZHdRhttrCbarU9HIO6880785je/wf79b2LccwVEwtbJIU3ToCiq5WbYQAgC6r0IBRzYsWNHi6T1SERzAwPbavNOrPNmq1PZAN7l5AesF9j6bYVCga1bt8455kAggHg8jv7+/gV3qBuNBl544QUEAgF0dXWht7d3VUiGpSCXy8Hj8aBerxNJ/HwoFArw+/0oFotQKBSw2+2LLuQYhsHo6Ciq1So2bdp0QOKNYRi88cYbMBgMBxV0WygUEAgEUCgUSMvWSpUBDMPgzTffhFqtPqRVp8uB2+1GpVLB0NAQ+b9SqYTx8XFEIhGoVCqccMIJ8/4uTdOYmJhAoVBAd3f3mrawNRoN7N+/HzweD4ODg2S8HxsbQ7lcxqZNm4gigm0wAoDh4WHQNI1Nmzat6YKJpmns2bOHBJwvFfv27YNcLkdHRwdcLheq1Sp5L9iMjeb2KXahBLythorFYpBKpdiyZQsUCgV4PB7ZSR8bG0MoFGoJBWa/2EXnUmyTHo8HqVQKHR0dKBTymE6Po28gD4obAUCjmJfhuWdy6Oo8BVzuTCZPd3f3ss/jWmF2Y9J81iQW09PTmJycRL1eh1KpRLFYhM1mI+f3YBuTNjIajQai0SgJsbZYLNDr9e84ZUQ2myVB+KwVjrUH9fb2gs/no9FozLFQlctlVCoV8ndY4mM+Ame9r59kMom9e/cSdRE71jQaDXA4HHA4HAiFQvB4PFKRzTYxtSuy22ijjYXQbn16h+Hee+/Frbfeim988xP442NBXHSxE1//v3/B8HAU2UwJgUAa9//8cvyff/8l+R23O4Fb/u9beOYpCul0Gtu3b4dEIsELL7ywjq9k7UBR1JxWm2Qy+Y6r89br9cQKNTY2BpvNtmGzQViYTCbSQhQOh9Hb29vyuNVqRTqdbsnomA0ul4udO3dCLBYjHA6DoiikUik4nc412+ViGIa07bBNMYt59aVSKQYGBpBIJBAKhTA8PExCU+d7TbFYDMViEV1dXUtSR1EUBbFY3FLzuRKwx5lKpRAMBjE2NgaNRgOr1brsc1ksFtFoNDas7QloVdSwEIvFJMNncnISmzZtmnc3ncPhkIagycnJNa0pZvOZXC4XIpEIIUMcDgeGh4cRDodhsVhIUxJLjFmtVrhcLiSTyTW3aLEWpOWAz+cT1dLs92K+jI3m6nCWwKnVanC73eR1NwcXSyQS9PX1obu7m+ykp9Npohbo7u5GJpOZk1sxGx0dHajX6/AHRmHveAWU8E0USnJIJTNNbtPZ19C3KQebpYzJiWOglx3ajBLW9rgQEbOUxiSBQIBcLodqtYrTTz8dRqMRL730EtLpNDQaDbFzHakLVHbMq9Vqy64uP1LAMAzJYWJJmWKxiMnJSUgkEvT29hKlFNtYNHtzhf2MziZwMplMS17bfASOSCQ6JNdXtVolVkuLxYJisYh6vY5arYZCoYB6vQ6RSIRarUasVGwN+JF6/bfRRhtrjzZRc4Rh7969SCaTOP300+AL9eD++9/CRRefBAB45WUfdr/8WSiUQlSrFTzz/CfB4XDw9JMT+MLn/4APfqgLF15wNY477mXs2bNnfV/IIUK7zvvthiyv14tAIIB8Pg+n07lhZeh8Ph8mkwnpdBrJZBJms7lFwdGc0RGNRhfcrefxeNi0aRO4XC6p79y/fz+sVuuq74hWKhV4PB4UCgXodDrY7fYlTd4oioJer4dKpUIwGEQkEkEqlYLdbm9ZjJZKJYTDYajV6mVZaiQSCdLp9Epe0hyw+TXs7nJzfs1SJ6rZbBYANrRlYD6iBpixVg4MDCAej2P//v0LkjVcLhe9vb0YGxsjdc5rpWRTKpXQarXEAsU2KBkMBsTjceh0Omi1WiQSCZjNZkJySKVSEsy9losMmUy25EBrFnw+n+zAc7ncOTkns9FcHd6M/v5+vPXWWyQ4uFar4dhjj8X1119PWuFEIhEuu+wyfPGLX8TTTz8NqVQKm80Gl8tFcitYtY1EIsF9992HE088EX19ff+0uxkRSd6LUjkBhjahkAekEhlq9Rqmk1yo1E7QiEOj/y1k8n5s374du3fvhlgsRkdHB/7whz9g8+bNKzq3jUZjUSJmKY1Jzdak+RqTEokEUqkU9Ho9DAYD3G43LBYLTjrpJKJYTSaTsNvtaxpQfahRKpVIa5pEIkF3d/dhoUZdbZTLZXg8HhSLRej1ethsNiQSCQQCAcjlcpK9dCAs9BllGGZeAiebzbYQOKxVdjaBczBzmOaK7Hw+j/379yOfz6OzsxPpdBpSqRSdnZ2EeOJwOESVl81miVqRJSvZUOJ3yryyjTbaWB20iZojDD/96U/xkY98BBRF4/0f6MENn3kWoVAaAHDuuYPQ6WQoFArIZWcCO4f3x/Dpax7F/Q9cDA5VwfDofjQaDezbt4/IN9kvNvBxvv/bqIv6peKdXufNtiBFo1GEw2EUi0V0d3cfVEX0WsJoNCIWiyGZTCIcDqOvr6/lcYVCQRaoarV6wdchFovR1dUFl8tFGhYCgQCxLKxGZkQymYTf7wdFUejq6lpRNgmfz0dnZyd0Oh38fj9cLhdUKhXsdjv4fD68Xi+4XO6iLU/zQSKRIJFIoFqtroqSiJX+63Q6hEIhRCIRJBKJJSvVstnshm+6YO0z80Emk6GjowMcDgcTExML2pt4PB76+vowNjaGiYkJ9Pf3r9lnzWazIZvNwufzYWBggGTRsMHCXV1dSCQSiMViJNeJrVROJBJrqrCTyWSIx+MoFotLXujyeDwUCgUAC5NmS4Farcb27duJfaqvrw8CgQBGo5HUKJdKJdA0jUwmgwsuuADT09OQSCRgGAaNRgNTU1OYmpoihMbdd98NoVBIVG009STU6hpSST2q1SoYzDS+pDNpMGCg1xlQqVTQYKbBFfxxWRsk9Xp9USKmUqm0fI7ma0yaTcQsB4lEAj6fD0qlEnq9Hm63G0KhkNhc2PEqEAjA7XYvat/M5Sp44/Uo3K4U6jUaeqMUO3ZYYLXJN5SFiG1vm5qaIoo1rVa7oY7xUIElZDgcDrq7u0m7ZjgchkqlIrlXBwNW9SkWi1vumwzDoFKpzCFwpqamWsZmPp8/L4Ez3/2lWq22ZMs0V2Sn02lwOBwcf/zxsFqtC47VLGljNpvRaDSQz+cJcRMMBgGAhJezjVLtnJo22mhjMWzc2XAby0a1WsWDDz4IoVCIn/3sZ2CQRq1WxwM/ewUAIJXNBJ6x6fKBQArXfPIP+Ol9/4Kjj7aBRhQ6nZ3sFDYaDTIZrNfri06IKYo6IJkz3/9ttAnOO73O22QyQSaTYXJyEqOjo7Db7Wtqf1gpBAIBDAYD0uk0UqkUcrncHPUCW1Ps9XrJAnU+KJVK2Gw2BINBmM1maDQakoNjNpthMplW9N6zwbHT09MkU+NgJ2VsexW7W71//35SCd3T07NsgoOdcJZKpVWdMAoEAnR2dkKv1yMQCBClmt1uX3BB3mg0UCgUNnwLGZfLBcMwoGl6zm4x20xjs9mQSqXgdrvR2dk5LznHVtU2kzVrEWrO4/HgcDjgdrsRjUZhNptJsLDH40E2m4VGoyGqmuaA0EgkAp1Ot2aqGlYJl8/nl0zUsNYnhmEWfS+WArlcju7ubrhcLkxMTIBhGAgEAlgsFkKwicVi9PT04Ac/+AH6+/tx8skn4w9/+ANuu+02cDgc1Ot1fOITn0A4HMabb76J66+/Hl/+8pfxuc9di/dfPIav/+dePPXEBBqNBk44wYovffUsZHMZfPNru6FS7sf+/SEUCjW8skcNiqKQy+XIeSkWi0ilUvjhD3+IJ554AnfccQfC4TD+3//7f0in06jVarjsssvwvve9D1wuF0cddRSuueYaPPfcczjzzDPx5S9/mRAxq0l+NpM0Wq0WbrcbYrEYvb29Lc8jl8sxODiIqakphMNhDA8Pt+TB1es0fvfoGJ5+0gOGZiAS80BRwJ49UfzlTy709mrwkSu3QW9Yf7UKa0Gt1+vQ6/WwWCwbmlBeK8y+r7HtgsFgELFYDFqtFk6nc03nS81BxM1KLbYlbjaBk0gkWggcdtxgGAb1ep3kNvJ4PHA4HNLEJJPJiAWwt7d3WRshXC4XSqWSjCO1Wo2QNrlcjoSXi0Silhrww33Ts4022lhdvPPuMkcwfve736G/vx/PP/88AKDa+Cv+8cLPcNW/PY4PXXZMy8/mchVc/IF78bVvnI9TT+0DzcTB5RyHnp5NKJfLsNvtcyYh7C5ivV4nxA3779n/V6lUiG93scBqLpe7bHJnrW9k7/Q6b5lMhsHBQXg8Hvh8PuTzeTgcjg3nszaZTIjH40ilUgiFQnOqttkF6uTkJOLx+IKhvcCMQqdcLiMSiaCzsxObNm1CIBBAOBzG9PQ0nE7nsqTt+XweHo8HtVqNBAav1sSVzVfSaDQYGxvD3r17odfrV7RoaG5+WotgW/ZaSiaTCIVCGB0dXbCyNpfLgWGYDf8ZY8cfNkCyGexromkafX19cLlcmJycREdHx7xh1UKhkChrxsfH0d/fvyY7rCqVCmq1moQdi8ViaDQaTE1NIRQKobu7G8lkEvF4nFgFLRYLxsbGEI/H14w8YzNPWIXMUn8HmFGULPZeLBUKhQLd3d1wu92oVqv4/Oc/j29+85vk8zo+Pg7g7ZYjp9OJH//4x/jZz36Go48+Gvl8HolEAjweD3/729/wwQ9+ENu3bweHtx8/uv0FvPziFH7xyw+AJ+Dj3674DX50x1O4+NJNEAqE2LMniHv+533Q6hTI52dsf8PDw+DxeCQT4/vf/z4ymQxuv/128Pl83HTTTfjRj36EoaEhVCoVnHnmmbjkkkuwadNMxo3VasWbb765onOxFDSTNBqNBh6PZ04WSTMoioLBYIBarW7Jg7NYrHjkf7149eUIrHY5eLzW949hGPgDWXzn2y/gxs+fuG5kTbFYhN/vR6FQgEwmg91uf8faV+a7rwGAz+cj6rvZbYuHEs0tcc33s3q9jlQqhVQqhWQyiXQ6TUKM2RY3sVgMmUwGlUpFAoGr1Sq8Xi953w8GfD4fWq2W3AdKpRIhbZLJJKampkgzFGunlEql74gNwjbaaGNhtImaIwj33nsvPvzhD5PveZxjcPzOp0DTNP7+NzeOOvrtZpfHHt2L8fEp3Pr/nsC3/9/jAOq48cYv4PJ/1eDDH/4wtmzZArVa3RImzO44LHdBSNP0vGTOQgTPaqp3mr9f7g3vnVznze72RyIRRCIRElK7kepjBQIB9Ho9MpkM+ZpNNqjVaqhUKiLHXux9czgcqFQq8Hq96O/vR2dnJzQaDXw+H0ZHR2E0GmGxWBZdEDIMQ86ZUChEf3//mmUX8Pl8Ir+XSqUYGxuDVquFzWZb8meUzeEoFotrcowstFotIQrY/BqTyQSj0UjOZzabJbuZGxnN5MBssonD4ZAJPptF43a74fV60Wg05rURsePM+Pg4UdasxU69w+FALpeDz+dDf38/KIqCw+HAyMgIkskkVCoVITS5XC5kMhmUSiWi0Sj0ev2aEeRSqRS5XG7JP8+em9lEzcFYVJVKJbq6ukDTND7zmc/g2muvJdfljh07SHMUO36cccYZuO6663DRRRfh3e9+N8mRYS20J598MsrVMm6/PYNLP7QNPAEHlXIRZ73Ljj/9YRhDm4FcPoedJxmRTk+BpiuQKWZalNhqdIqi8PWvfx3HHnssbrvtNggEAhJCfe211wKYuRdWq1WMjo6S5qsrrrhizus72LwbFs0kjUqlgsfjgUwmQ09PzwGvj9l5cI/872t46okpDA6Z55A07GszGqWIxwswGGXIZrPzZj7dcsstuPnmm5dEcN5yyy3I5/P47ne/CwD48Y9/jFtvvRV//etf5zRu1et1hEIhJBIJcuzsIvvZZ5/FDTfcgHdKK+pC9zWGYeDxeIjyeDntbWt5rOVymdiY8vk8ybSiKAparRYOh4M0MlEUNUeBw6rVfD4fKpUKuru7MTo6OsdCJRAIVkyksOSQ0WgEwzAtNeDsuWbHYZa42UjzrzbaaOPQoE3UHEH485//3PI9h9KBT30Ab43WQcEIinp7kfqvHzkO//qR48AwddAIgc95F/icdwMAfvKTn6zqcbHe+OXsFG8k9Y5SqYRCoWixm7wT6rzZLAuZTAaPx4ORkRF0dHSsKGNlrWAymZBIJDA9PY1wODyvKsThcGD//v3w+XxzsmyawWbIjI6OwuVyYXBwEEqlEps2bSKtFul0Gg6HY17VR7VahcfjQT6fh1arhd1uX1P1VyQSQalUwpYtW4hNhT1GNhB5KRCLxctSNKwUHA4HVquV5NeEw2EkEglYrVZoNBpks1koFIoNv4PIvqcL5dQIBAIil2dbniYnJxEIBEDT9LzqFIlEgp6eHkxMTBBlzWpfO/MpzNhgYTafJp1OI5FIkJ1yi8WCkZERxGKxNVuEyWQypFIpVCqVJRHgLCFTq9VaiJqDhUqlIpaIiYkJ9Pb2kvGdJTLZ4/vBD36Affv24emnn8bFF1+M66+/HldddRUAELJRINKCx+VBoVTAaDQik8mgVq0Se0atVodSIYFarZ4hwnhpchx8Ph8Mw2Dbtm3YvXs39u3bB41GA7/fD4VCgf/5n/+Zc/yvv/46gJla8KmpKVIXzOVyUa/XEQgEIJPJwOVyyWPNP7PY9xwOB8lkkpA0CoUCPp9vWYGxwMz7JJVK0dvbh/++ywWFkotEMgGpRAq5XA6KM/ezr9fPqFd8vgw2b55L1Pznf/4nbrjhhmUr0W699Vbcf//9eO6552C1Wsn/MwxDbE40TZN7PXutzQ5hPtKx0H2Npmm43W5ks1nY7fZ1a4tkLbPN+TLseMBWZOt0ukUrsvl8/hwS0OPxoFQqwWw2QygUkhDjZDJJfoat455N4AiFwmXdxyiKInZTi8WCRqNBSJtsNotMJkOOkyVt5HL5OyI/sY023uloEzVHOHicEwDwUGMeAYMaKEYGgA+gDobKARQXAuq94HF2bagF0kZV74jFYiQSCezduxdjY2Ow2+3EdnIw6p2NDIVCgcHBQUxOTmJychIGgwE2m21DvEahUAitVksmNOl0ek67CJ/Ph81mg8/nw9TU1KIEBhuqzJI17ILZ4XAQdc3ExMQcIiaVSsHv9wMAUeKsJYrFIqLRKLRaLSGnrFYrtFot/H4//H4/ksnkktrLJBIJpqen0Wg0Dok/ng1bzefzJL8mFAohk8ksak/bKGAn+guNGwKBgOzgAm8TgF6vF6FQCI1Go2VhyEImk7XkpbDNQ6uJZoWZUqmESCSC2WwmlgCZTIZYLEYyuSSSGSIhHo/DYDCsidKnOadmuUQN+/OrQdQAM++V3W5HPp+Hy+VCT08PgBmbQvO4PjY2hi1btmDLli3I5/N45ZVXcNVVV0GhUJBK4XxOgp0nGnDfvbux80QDisUiHv+rDztPtGPz5s34/aMvolKtQK6QQ6/Xg8bMNbNp0ybIZDIIBALcdNNN2LNnD6677jo89thjOPfcc6FQKPDaa6/hkksuQaPRwNjYGAwGA1GisdY2mqZB0zQajQYJX83lcmg0GqBpGgzD4LbbbsPrr7+OWq0GlUqFr3zlKzCbzQiHw7j88svxgQ98AC+88AJKpRKuvvpq/P3vf4fL5QKHw8Ett9yCY445Bt/5znfw+9//HiKRCD6fDwaDAXfccQesVisefvhh/OY3v4FcLsfk5CTuuece1Go13HjjzfBMxsAXcHDiCZfBbNqEUqmEWGwYf3/hQdCNOiiKgw9edDNMphmly//9z1vh8e5GMpnEd77zHVx00UX45Cc/CQA48cQTweFw8Oyzzy6pXeqLX/wi/vrXv+K5554jGWwPPvggfvCDHyCfz4Omadx888245JJLSAPXhz70ITz99NPYsmULLr/88lW53jY6FrqvNRoNuFwu5PP5BW2da4VKpUIImXw+j1KpRB5jLZ1SqRQymWzFyufp6WmkUil0dnbCZrO1PNZoNOYocPL5PMmcAd62YM0mcEQi0ZLmTVwuFyqVilzL7GeXJW1YskgsFhPiRiaTHdEbh2208U5Fm6g5wkFRFPjcY8FjNqNO7wdNvQaayYOilODhDPA420BRG7cKd7lYa/VOo9Egu/5sw4FYLIbJZGqRpW7E7J2DgUAgQH9/P1GWFAoFdHV1bYjGArPZjEQigUwmQyxOs6HT6UiWDVs9uxBEIhFpgvJ4POju7iYB24ODg0S5ks1mYbFYkM/nySK3o6NjzW1xrNycx+PN8c2LRCL09fUhlUohEAhgZGQEBoMBFotlweurOafmUNZiy2QyDAwMIJlMYt++fQiFQqSKfCPvFB5IxSEQCOZYeWaqmjvB4XAQjUZB0/S8mQcKhQJdXV2YnJwkRMFqT76bFWYsEckGC6vVanI9swtYs9mM6elpRKPROYuW1YBYLAaXyyU79gdCs/WJvXZXg6hhCQ2dToeOjg54vV643W5ipWgmqW666SZMTEyAx+NBpVLhpz/9KQDgox/9KG644QZ87Wtfw7XXfgqX/svRcLtL+MD7foFGvYGhzQp8/JO7IJaIwOfxUS6VkUlnIJeLIFfMveYpisLll18OiUSC97znPfjzn/+MP/7xj/jMZz6DH/3oR2g0GjAajXj44YfJ+2W32wn5xYLP56Onp6fF+sQwDL773e9Co9Gg0Wjg3nvvxX333Yd7770XfD4fmUwG73rXu3DjjTfi+9//Pr797W/j7rvvhkKhwD333IN//OMf2LFjBxqNBl599VU8/PDDcDgcuPvuu3HjjTfi1ltvRTKZxCuvvIJf/vKXsNlsyOVy+D//5//gmk99HX97tgSZrISH//dmXPLBbyGVjOEvT3wXH3j/V2E2daHRqINhGphOTQMAspkafvvb3+K1117Dxz/+cZx88sm45ZZbcNddd+GPf/wjFAoFOBwOCoXCHDUQh8MhC+T77rsPJpMJL7zwAlFG1mo1DA4O4r/+678gFApRKpVw4YUXttjIstksXn75ZQAz1qcjGY1GA4FAgNzXOjs7yT2zVqvB5XKhVCqtuMVwqWiuyGaJGVbRxOVyIZVKoVarSdvSasyhKpUKfD4fpFLpvIQ6+7yzLbo0Tc8hcIrFIqanp1t+biECZ7Fxns3d0el0YBiG5Ntks1nE43HEYjEyR2muAd8Im2lttNHGwaFN1LxDQFFi8Lk7AOxY70PZcDgY9U4sFiM+Zj6fT9QaGzl7Z6WgKAo2mw1SqRQ+nw/Dw8Po7OxckxDa5YCdwLAe71QqNa+ixel0Ynh4GH6/n+yULwS2Stbv9yMUCpEFKmvfUavVGBkZwVNPPQWRSITt27fD4XAckvciHA6jXC4vGN4JABqNBkqlEqFQiLSXLVSRvV5EDTBzTel0OlitVtA0jUKhgLfeeos0rW3EHcIDETV8Ph+NRmNehZLT6QSXy0UsFkOj0Zi3HUWlUsHpdMLr9cLj8axKze3s47Pb7fB6vUQpw7Y+ZbNZCIVCotZi63HZ4GGj0bgmJJpMJkM+n1/Sz7K2nNW2PpVKJfz+979HT08PlEolGIaBz+fDvffei1qthksuuYSQwI888gj5PYZhkM1m4XK54HA48PDDD0OpVM6MScXn8eX/zODGm06B1xtAo95AZ1cH8rk8vvGtszCdngZFAcWSF6X8mahUKmRB7PV6yXNcdNFFuOiii8j3f/zjH+d9DYtZf2eDoig8/vjjuPPOO1sWwM079GeffTZ8Ph9OOeUUPP/88xgYGIBarcZ73/tePPnkk+jv74fFYsEpp5yC973vfQCAL3/5y9iyZQu2b9+OPXv24OSTT8a73vUu0DSNv/zlL4hGo7jt9q9gOlUGjz9DotRrOUwlJ2Axb4ZWawOHywHF4YNheKg3Zo6rp+cEJJNJWK1WRKNRUgfOnqsDKQcpikI0GsXg4CBGR0fxk5/8BOeddx6mp6eRSCQwPj6OX//615iengafz0c0GsXevXthMplA0zTe//73k5pmtra9XC7PIYQOdxQKBXg8HlQqFZjNZpjNZjL+VKtVjI+Po1aroaenZ9WD3xeryBaJRFAqlSRbZqGK7IMBTdOYnJwkKsjljLscDgcSiWTOdUjTNCqVSguBUyqViPKOhUAgmJfAmX0PYZWOEomEXJvNNeChUAjAzDjZXAN+pOcqttHGkYo2UdNGGysEh8MhC0q2zjsWi8FsNi9oDdpI2TsrhVqthkQigdvthsvlgslkgsViWdfdG5PJhGQySYL41Gr1nOMRCoWwWq0IBAILkjnN0Ov1KJfLiMViEIlEZMeaXZgBgMFggEAgwPT0NKRS6ZpXmRcKBUSjUeh0ugNOklnLlk6ng8/ng8fjQSKRgMPhaFF/8Xg88Pn8Fgn5oQTDMCgWi+jt7YXRaEQwGEQoFMLU1BRsNtuGykQClqaoAVozVJphs9nA5XIRDodB0zQ6OzvnXKtarRY0TcPv98Pr9aKzs3NVX4NWq8X09DRRmAmFQjgcDgwPD4OmadRqNRJqC8xk1bCqmrVodZHJZMhkMqjX60sizNmK7tUmaoC3K+vZ3evXX38d5XIZ27Zta/n5Wq1G2lqq1Sp4PB5MJhP0ej04HA4mJyeRy5mgNZ4GDvdJMEwWZnM3hAIhqsIqOBwO5HIOlKo8irlNyKX7kU2PoKur65AQpj6fD9dddx1eeeUVdHZ24oUXXsC//Mu/kMcFAgF8Ph8UCgXJ9tBoNOjo6ACPxztgVgt7X2J/H5g5t9u2bcMDP/89vvn1v8PuUKBWnbnW+IH9UCjkC2YhnXTSZmzfvp18v2nTJvJ3BwYGIJFIiN1roS+xWIzBwUF84QtfwBVXXIGpqSkce+yxkEqluP3223HDDTdg165dqNfrOPHEE+Hz+VCr1VCv15FOp+F2uwEAfr8f5XIZ+/fvn3Oc86l5FlL4LPVn5/taC0SjUYTDYfD5fPT397cos8rlMiYmZmrme3t756i2lgt23G8mZqrVmUDt2RXZUqn0kFShBwIBFItF9PT0rJpamMPhkODgZrB2xNkETjabbZnv8fn8eQkc9nxwOBxCrgIz4xJrk8rlckTRIxQKW2rA34nV8m20cTii/Ulto42DxHLqvDdq9s5y1TtCoRADAwMIBAKIRqMoFAro7OxcN8uKSCSCRqMhk75UKjWvjUKv1xNbkEKhOOD7YLPZUC6X4ff7ifzY6/Uil8tBrVZj+/btqNfr8Pl88Pl8SKVScDqda7J7RdM0vF4vBALBsiwoEokEAwMDJCBzeHgYJpMJJpOJTPglEsmaNz8tBDb8kd316+7uRi6XQyAQwOTk5IarxF1KmDAwszu8UEsHG0QeDAZB0zS6urrmLL70ej0ajQZCoRAh3VYTLDHDhmyLRCIYjUZizYpGo4SoYbOgWFXNalse2UVfoVBYkkKPJQoOlBe0HLDqiObXptfroVQqkc1mEQgE0NnZiXw+j6mpKaTTaTAMA7lcDpvNBpVKBYqiUCqVMD4+jmq1CrvdgVhMgLeGvdAayrA5eKARhkBYg0CYBMWRo5g7GeXiAHi8mSDj8fFx2Gy2Nc9rymazEAgEZFf+7rvvJo+lUqmWz2QqlQKPx0NHR8e8hPw//vEPEsD8P//zPzjjjDPmfc4TTzwRExMTcLlfg92hRCScQnxqPyzmfmzbugv33v8ZJJIB6LR21OtVNBp1CAQzC9zjT2i1oXC5XBICW61WiZr1kUcewSOPPIKf/exnc56fvbYGBgZwxx134FOf+hT6+/tx0UUXoVgsYteuXdi2bRvuueceVKtVbN68GQ6HAwKBAL29vRgcHCRKWjZr60DkUPNXvV6f9/9XgoMheWZ/hYIZ/PEPb2Hf3ilwuAJYLTqcfKoYxx1vg1o90wo4MTEBAOjr61vRWFyv11ssTMVikbx2gUBACBmZTAaxWHzIN35SqRQSiQRMJtMhUQlTFEVIl2awYeOzCZxEItFyrbCZibMJHD6fD41GQ8ZuNgSZJW0SiQQAtNSAy2SyVTvfDJMDg2kwoEFBAQ61tnl9bbRxpKNN1LTRxiphLeu8N3JzFp/PJ0GprGd9PbJ3TCYTUqkU8vk8IpEIqbhtBkVRcDqdGBkZIQuvxdDcBLVnzx4IhcI5Va1cLhd9fX1IJBIIBoMYHh6GxWIhgayrhaVYnhZ7HWz+SzAYRCQSQSqVgt1uh1KphEQiQTabBU3Th1y+z6qTmlUEcrkcg4ODSCQSCIfDGBkZgU6ng8ViWff8GoqiQFHUARU17O7wQmBrsH0+H1wuF7q7u+e8ryaTCY1GA9FoFBwOZ1UzYljCrzlk22w2I5lMEttBc+U9+1gkEoHT6Vy14wBA8hTy+fySFkl8Ph+VSoWoElZLUTPfrrdQKITT6YTb7SZB4jweD3q9Hnq9vmWhlclkMDk5CS6Xi/7+fsTjcWQyWbjG+QD9Qahlp4FhUhAIaIwPPw+NegvkciVEIgo0TZP8i2AwiGKxCKfTuWqfx7POOquFmN63bx8uvvhiDA0NQafT4bzzzsPf/vY3JJNJhEIhUBQFgUCAqakpqFSqRauITzrpJNxwww2YmJiAyWTCz3/+83l/Tq1W47HHHsMNN9wAvz+MRKIAvc6Cj175XXC5Blzw/hvx0K9uAUPToDgcfPDCm1GvzxAwBuP8Co7PfvazOOOMMyAWi/Hss8/C5XLNqzakaRq5XA7JZBKZTAannXYannjiCbz73e+GRCLBbbfdhgsuuABqtRrnnnsusf6xn0nWmgLMXK9cLnfV1H7LIXsO9NVoNFCr1eb8/3z39XqdxmOPevDKyzFwOAyMRgWEAgaRSAw//UkI994DnHSKBkZTAXw+H52dnfD7/UtSCzWTDcViEbVajTzOZsuwTUfrnXVXLpfh8/kgk8nWvWKcDSKeb844H4HDkqosuFzuHAJHpVLBYDCAYRgUCgWiuInFYuTe0lwDvhJbGc0EUaP/hgazB2D+OU5QNDhUL/jUaeBQfe3MnDbaWAGoxRZlO3bsYF599dVDeDhttHFkgGEYUufNMMxhVee9HPUO+1UoFBAKhcjOZrMF6FBm70xOTiIUCpHdzoWsSGwQNJtHcaDz4XK58Nprr0EqleKss85acEexVqvB7/cjnU5DIpGgo6NjVbz0+XweY2Nj0Ov1q6KsyOVyRL6vUqkgk8kQDAYxODh4yJUro6OjAGZ2uedDo9Eg1kIOhwOTyQSj0biuk74333wTarV63veCtcuYzeYlTfpTqRTJ2FiIhPP7/ZiamoLFYoHZbF6V18BifHwcxWIRQ0NDxMbndruRz+dhNpvR399PfjYQCGBqagqbNm1addXY6OgoKIpqeb6F4Pf7MT09jW3btmHv3r1QKBTo6Og4qOd/8803ST4Qi3g8jpdeegkKhYK0u3R1dWHbtm1zxvJoNIpQKESq1nO5HDweDzweD0ZHR/Gv//qv5BhLpRL+8pe/wGg0ore3F36/H3q9HolEAnK5HDKZjATVd3d3H7J8iWQyCa/XS9SGqVQKRqNxUYLwvvvuwx/+8Af85je/WdJz5PN5TE5OolarYXyUwdNPRaDTiyGXt77GarWBaCSPjg4VrvnMcZBKl7aYv+iii/C9732v5XpgN08qlQrUajVsNtuakwO//vWv8c1vfpOEUR999NF48MEHAQC33HILbr755iUdw7//+7/jiiuuwCmnnLLiY7nllluQy+Vw6623EuKmWq3hh7f9Ha+8FILZKoW6qZ6e/crli5h0TeHUXVpccOFW8Hi8FuKH/XetVmtpYWIzfIAZ4kAikRD7z3zBuQdrAzsYuxhN0xgZGUG9XsfQ0NC6bwSsBLVabQ6BUy6XW+yJXC6XqG7Y94HP56NarRLiplwuA5hR67CkjUKhOOA5qTVeQ415CIAAFKMBRc3cwxiGAYNpAAXwOGeBzzm3Tda00cY8oCjqNYZh5g2RbStq2mhjDUBRFEwmE7RaLUKhEKLRKJLJ5IKBrhsJK1Xv1Go1TE5OYmpqChwOhyxSD2X2zv9n78zDGysL/f/J2iZN2rRJuu97Ox1mHxg2h0UBRXDBBbgq4HVXFB1crldFvHNFEUVFvdcfsngVd0RArgvIjOwMDLN2T7ekadMszb4n5/dH73lpp8u0Mx2YgXyfZ55n2qQnJyfnnLzv9/0uckNNJBJhYmJCrIoeifLycqanpxkbG6Ozs3NRhUo0GmV4eJh4PM6mTZsIhUKMj4/T3Ny84HY1Gg1NTU1i2z09PfNsRivFbMvTQi0UxwKj0UhnZ6cgEz0eD36/n0gk8ooSNTLJtxShMdtaKOfXeDweYTd5NaBSqRZVcSgUCpGhshyUlJSITJO+vj5aW1vnWfJqa2vJZrM4nU5UKhWlpaXH/R5k1NfXixaolpYWiouLhd3H7/cTDoeFNam8vFyonFY7N8dgMDA1NYUkSUcdzMvWJ0mSlvwslgv5HpWfn082m8Xn8+F2u7Hb7QSDQTo6OqisrBTNcna7XRA62WxW2B5LSkqoq6sThG1+fj5jY2NUVFTMIQ7C4bBQEZlMJtxuN8FgUASYazQaWlpaGBoaoqdnJrdmtYNbj4RM0hiNRlQqFT6fj/Ly8lW75wC4XC7Gx8fRarV0dHSwcaOO5hYnD/2pn7HRABIgf/JarYo3XtTEm9/SjE63/MnzH/7wB/H/RCKB3W4nEAgIxeuJPo4wsxDw8Y9/nL1791JTU4MkSezbt088/vWvf50dO3Ys6zv2zjvvXJV9ktVBKpWKWCzGo38/wN4XXbR1lFNUWPTygf8/xGNxIENTsxXbgIqS4mqspTNNR3JFtmxlkvN/ZAJADrvV6XRoNJrjUggtpA5aTbuY0+kkGAzS0NCAw+E4bjLo1SAiNBoNGo1m3rmdTqcXzMC5+uqrOffcc7niiitQKpWCvLnkkkv41re+xYYNGwgEAqJyPD8/n5tuuomtW7fy2c9+lm984xuEw2G+853vkM72k8reh4JSFIq8OeeRQqFAQQmSVEgq+3cUGNCoFiYcH3zwQZ544gluvfXWBR9/4IEHqKysZOvWratz0HLI4RRBjqjJIYcTCNkmY7VaGRsbY3h4mKmpKWpra0+azI3VgCyTb29vx2w2Y7fbmZqaorGxcV6N5WyciOydyclJfD4fLpeLWCwmLCZHkjulpaXYbDYcDseCVg55UqFWq2ltbcVoNOLxeBgdHcVuty+pbJFl3bLNaHp6mrq6umMKYBwfHyeRSNDa2rqqNjKZTCwpKcFut2Oz2di/fz9nnHHGcQdFLhdyjfVyJk/5+fk0NzcTDAZxOBzYbDaMRiM1NTUnpAFkKRyNHNBqtUe1Ps2GyWSiubkZm81GX18fLS0t8yZxdXV1ojZXpVItq8p6OZAtUGNjY3i9XsxmMzU1NQQCAaamppicnBQtaRqNhtLSUiYnJykvL1/V424wGHC5XEQikaOef/IKbzqdRqVSHfPETYY8mfF4PExMTJDJZNDpdJhMJsrKysT71+v1SJLExMQECoWCiooKBgcHiUajVFVVUV5ejiRJDA8PAzNKjkgkwpve9KY5rydbvDQaDeFwmOrqahHUWlFRwcTEBHl5eXR0dAjLlbz9E4HZJI1SqWR6enrZ6q1rrrmGa665ZsnnZDIZRkZG8Pv9FBcXi/YzgC1bq9i0uRKbbZopV5h0OkthYT7tHeYVETSzIWcsTU5OirbC1baiLoXJyUk0Go24RhUKBRs2bADgE5/4BDCT16NUKtm1axdKpZLPfvazHDhwgHg8znnnncd3v/tdVCoV27dvZ8eOHVx66aVcc8015Ofn09/fj91uZ9u2bdx7770rel9TU1M4HA6efnKSAkOS39//NSIRP0qlije98cO0tpxONBpl5zcv5ozT34Pdvg+r9TT+eH8hj/7jv+ju7iaRSLB582Z27NhBYWEh//qv/8qWLVt44YUXmJiY4N3vfje33HILU1NTnHvuueK1x8bG+MAHPsD3vvc98btoNEptbS29vb1CAbtjxw6MRiNf+9rX+Mtf/sKXvvQlMpkMVquV//7v/6a5uZl//OMf3HDDDWzZsoXnnnsOgLvvvpvW1tZlk0Aej4dAIIDFYkGr1QrSaSm72NHwSqiDZPvt0aBWq4W9bDauv/56vvOd7/C5z31OEDiPP/44kiTR0tJCJBIRryEHaYdCISYmJti3bx8ej4d0Ok0oHEKd/2cUFM6QNIseEzVKqYyU9FfU0tYFn3vZZZeJ5rgjkclkeOCBB9i8eXOOqMnhdYccUZNDDq8ACgoKRObG+Pi4yNyoqqp6zaXvW61WCgoKxKRTHiQvhBORvaPX6+fYsbRa7aKDLq/Xy8DAAOPj46IJQZIkJicnicViFBcXU19fTyqVIhgMotfrMZlMTE5OotPpRIDlQpDDN0tKShgdHaWvr4/S0lIqKyuXTbiEw2FRoXyimmC0Wq1QATmdTvr6+jCbzVRXV5/wczMYDApp/HJRWFg4J7+mu7sbq9VKZWXlK3YtKZXKJckBrVa74hatwsJCWlpaGBwcFMqa2ZYXOS9pcHCQkZERlErlqmVkHBmynZ+fPyeTprKyUnxGZWVluN1unE4nTU1Nq/L68HKg8GwFz2KQiRq5+elYFTXZbBa/309fXx/Dw8O0traK7BmDwcD+/fvnWSMrKyuFyq23txer1UpTU5NQd8nh6nV1dfzud7+juLiYzs7OOdsIhUJYrVZCoRChUIja2lpMJhMTExN0dXWRTCZxOp2C/B4dHWV8fJxIJEJ9ff2qErazSRqFQkEgEFjVMONoNIrNZiOVSlFTU7Pgd4FSqaClpYSWluNXm05PT+NwOEgmk5SUlFBdXf2K21nWrVvH1q1bqa2tZfv27Zx99tm8733vw2w286Mf/Ygf//jHPP300+I8/9d//Vfe8IY3cOedd5LNZrn66qu56667+NCHPjRv24cOHeLRRx9FqVSyYcMGHn30Ud74xjcedZ9kC28gEECBjlBQw+O7bmfLlreyedOlTE2N8P9+9imu+8CPiMVnLDMqpZq3XfZ1Eok0t37nZq697k3ccsst6PV6PvWpT/Hiiy/yoQ99CK1Wy+TkJE888QShUIimpiY++MEP0tLSIpREL730Eu985zv55Cc/OWe/9Ho9b3vb27jvvvu4/vrrSafT3HfffTz99NNMTU3xvve9j927d9PZ2cnPfvYzrr76ap577jmUSiXd3d3cc8893HnnnezcuZPvfe97/PKXv1zWZyRXZHd1ddHS0rJoS+dCVq9j/bdQmPSx3ruOhxA655xz+PjHP47NZqOjowOTycRjjz3Gddddxz333MOjjz6KJEmcc845fOpTnxILXdlsFrfbjdfrJRaLseeFB0mkHuWzn97DLbe+ldNOq+GD19zHlCsMwHkXtHDrbW/nDWffzm3fewcbt6j42MffxxP/PMzhw4dJp9OUl5czOjrK7373O2Gh3LVrF9dffz2bNm3ipZde4utf/zoPPvggjz76KHfeeSef/exnef/7339Mxy2HHE41vLZmiDnkcJLDYrFQXFwsMjemp6dFxfdrybur1+vp7OxkZGQEu91OOByes4p6PFhOc5ZarWZqakrYocrKyhZU71RXV9Pd3U00GqWsrIxgMCgqWc1mM3l5eUxMTMzZtiRJOJ1OBgYGaGhooKio6KjWrMbGRlwuFy6XC7/fT21t7bKycUZGRkSt+ImGnPtSVlbG1NQUfr+fqqoqLBbLqpyb2azE0NA0ux8fpa/XQzojkckEOfucalpb0+j1y59MyeHI8rXkdrvx+Xyv2LWkUqmWtDZpNBoCgcCKt2swGGhtbWVgYECQNbPDahUKBU1NTQwMDDA8PCzqj1cD9fX1ogWqubmZiooK3G43NpuNiYkJQcqo1WrKyspwOp1Eo9FVUwaq1Wry8vKIRCLLei68rKhZiXoJZqwb8oRDbqOpqKhg48aNYtuxWIx0Or0gQSqHb4dCIRoaGgRJEw6HcTqdoiHL4/Hwpje9aY7tMZlMkkqlKCwsnMkB+T9VWXV1NYcPH8bpdFJXV0cymWR0dBStVktDQ4MIGe7t7aWpqWnRRrGVQCZpZMJAtl+tlrVOto/Jdc9LqSuPF3I7XygUQqfTzauXfiWhVCp54IEHOHToELt37+aBBx7g1ltv5eDBgwtanx988EGef/55brvtNmCG3FosF+htb3ub+Ow3btyIzWY7KlGTSCTwer0Eg0Fqa2tJJfPJZLqZmBxk44Y3k81mKSiwYjbX8uLeXZjNLQCUl68jGo2iVqux2/dy993j3HvvvcDM8dbpdMISfMkll/DSSy8BUFNTw1/+8heCwaBQuX74wx/mP/7jPwgEAuJ5Ms466yy+/e1vc+6557J7926qq6sJBAI8+OCDNDU1kUqlOHDggJi4P/PMM9hsNurq6lCr1Rw8eJDS0lJ++9vfcujQIbHdhb4H5CD44eFhMpkMTU1NIidtsb9bbDsreY5SqZw3/pEfP5IQWupneYHgSOXPkc9ZaDuzcfbZZ3PrrbfywQ9+kGg0ygMPPMAVV1zBwYMHhf3oq1/9KnfeeSdvfetbhfJGDoZOJBI8/vjD/Oq+f/LFL5+BTjfNt7/1AgZjlm/85wV0rV1LNDJD+J13fiuPP97Pxs3reeqp59DprExMTDAyMkJHR8eC94XDhw/z3//932zbtg2YUdxs3rx5HtGXQw6vdeSImhxyeIWxkjrvUxkqlYqmpiZhIYpGozQ1Nb0iNpWKigoCgQCJRILJyUmsVuui6h29Xk9vby8+nw+lUklrayuNjY3k5+fPU+/IBE9lZSV9fX1Cyq9QKJaVvSO3S3R3d4vV3vz8/AUJnomJCUKhEJ2dna9ICLU84bZYLFgsFsbGxoQd5nitesFggv/333sZ6PeSl6fCVJxPNpth3J7kkYfHeeqffj744Q2sPW1lq/hqtZqamhqsVisOhwOHw4Hb7RZtVicKKpVKBC8uBFnFlclkVkxO6vX6OWRNS0vLnGOvVCppbm6mv78fm81GS0vLqkxI8/LyqKysxOFwiLyV+vp6JiYmGBoaorq6Wih8SktLmZqaYnx8nJaWluN+bRkGg2FZBNexKGokSSIQCIg8GIVCQVFREVarVZCxs8nfcDgs9mn2NpxOp7CDqdVqoUQrKytjeHiYvLw8ampq+PnPf45erxeWFxkyMWMwGMhmswQCAZLJJHl5eZSWluJyuYRKp6+vD5vNRltbG6Wlpeh0OoaGhujt7aW+vv64MpqOJGlCoRB1dXWLBrCvBJlMhtHRUaanpykqKqK+vv6Eqd2ODBuvra1dNXL5eNHV1UVXVxef+MQn6OzsZNeuXbzjHe+Y9zxJknjggQdobGw86jZnE3QqlWpOYOxC2x0fH8fr9aJUKuno6ECn0zHlipD9v++o6WkfyWQKJAAFpaWltLZ08PAj0FDfjFarI5PJolAo+MUvfjHPJiw3o8nh6ZIkodPpKCwspKKigmAwyI4dO/jKV74iCKUjvx8vvPBCbr75ZtxuN3/961+56qqrKC4uxmAwoFarKS4uFqSDQqGgsLCQgoIC9Hq9IFKNRuP/EU4F8/bvyJ/tdjuSJNHU1LTg99pCf3O05yyksDyW7cz+WT6HZfXM8W53NmlzxRVXcMMNN/CpT32Kxx9/nLVr1zIyMsLFF18ssrre+MY38tRTT3HxxRcL4kcmnLq7u+ntjXPnvWej01lJJpI0NRn47a97+dpX/Fx1dZx3vfsMAM47v4VvffPvvOe9TZSUFHDe9kt57LHHGB4e5vzzz5+37wAtLS2CpMkhh9czckRNDjm8SjiRdd4nE8rKyigoKBATjJqamlWZDCyFgoICioqK8Hg8JJNJpqamFs13UKvVBAIBXC4XW7dunRMUvJR6x2Kx0NPTQyaToaWlZc5zlsreqa2txel04nK5RJNTQUHBnMlmJBJhbGyMkpISBgcHF23OOvLndevWiWaHRCLBOeecw49//ONlSf/lAWs0GqWkpITW1lZ8Ph8Oh4Oenp4V27ZkRKMpfvj955lwhqipLRTHNhJJ8MzzP6WpcR2VVZfxox/s4VOf2cqarpWt5isUCkKhEM3NzQQCARwOh6jora6uFrW9O3bs4GgthiMjI2zevBmPx7Pk85aTUQMz6oljISZlRUB/fz/9/f00NzfPIQxUKhUtLS309fUxODhIa2vrqihbSktLmZ6exm63YzQaRQvSgQMHsNvtIqtFpVJRXl6Ow+FYllVpuTAYDHi9XuLx+JKKkZUQNclkEo/Hg8fjIZVKodVqqaysxGKxiO0MDw/PIz3C4TAajUbci+VV+EAggNVqpaamBoVCwejoKBMTE3OUI06nE4fDwbZt2+YRw+FwWDSwyAiFQpjNZmE3s9vttLW10dzcTG9vL4ODg7S3t4vaepvNhs1mW3az2JGQSZqCggKy2SzRaJT6+vpVyT2KxWIMDQ0Rj8dPaK4OIO5PqVTqpLISj4+PMzY2JiaaMoEsB3AbjUYCgYC4bi677DJuueUWfvKTn6BSqfB4PEKttVz88Y9/5I9//CM///nPgZlFgeHhYaLRKAUFBSiVSnQ6HaFQiHDEgySlKSmu5cCBR9m86S2Ew1N4vaOsWXMGBQUmAPQFevLy9ExNRdi4cTs/+9nPFtxHrVZLSUmJyDTSarWYzWZKS0u55ppruO666/jIRz6y5P5/8IMf5Je//CV79uzh97//PXq9nre+9a184QtfIBqN0t7ezt13382GDRtYs2YNbrcbrVYrQrpl9enRjpnb7cZoNNLe3n5Cz82THVu3buX2228nFArx1FNPsWPHDn7961+zZs0aQajJiso3v/nN/O53v2Pt2rVcfvnlvPTSS6TTaQ5378Xt0rD9vEai0SgGg4HGxhK6u0M8/FA/d/70Rf6x+3rO2NbAvpfG+cv/9nH++Rs5/7wLuOuuuxgeHubmm29ecP9eLTXcqQpJCpPOHiDLIJBEQQkq5QaU1KFQnPxtszksjlf/Gy2HHF7nKCoqorCwUDTwHD58+JSq814ODAYDnZ2dDA0NMTo6Sjgcpra29oS+P1lVk0qlhKrmSJJBDlYsKSlBr9cvu6kHZgajzc3N9PX1MTQ0NMfnfrTsndraWmKxGKOjoyI8taamBpVKRSKR4NChQzQ1NdHc3DyH9Dlac1YqleLb3/42zc3NZDIZPvShD3H77bdz6aWXziF05GYijUYjfifnrszOVikpKaGoqIjx8XFh1VtJc1kmk2HXP0YYGw1QVz9X4ZJIJGYCC5UKCgq0SBLcdec+vvntC9Bqj80iJ19LcoaKnAV1vK1AR+JEEzUwo3CRyZqBgQGamprmKO7kkOu+vj4GBgZobW09brWaQqEQFii73U5jYyNNTU0MDw/T09NDXV2dIDesVqtQyy2nUns5mJ1TsxRRI2ctzA4TPrItKhgM4na78fv9wMy5YbFYKCoqmvO8VCpFOp2ed+xCoZDYn0QiweDgIIlEgtra2jnZVHV1dUxPT9PT08PatWspKCjgoYceQqPRcMYZZ8zbd5nYUigU6HQ61Gq1IGpUKhWVlZWifry4uFjcYwYHB2lra0Or1dLW1sbY2BgTExNEo1EaGhqWTaDKJI1eryebzRKPx2loaFiVNkKPxyPCruUA9hOBaDQqLLUFBQU0NTWdUFvVSpFOp/na177G6OgoOp2ObDbLf/zHfwh11ec+9znOP/98QSLffvvtfP7zn2fdunUoFAry8vK4/fbbV0TUyOQ0vPw5yOq7goICbr/9dn7xi1+I57/lzdew/dzP8uJLP+Pg4b+gVKp41xX/LkgaGZIkEY+l+eEPv8//u/NbK9rHp556iscee4ypqSnx2ldffTU33njjvOe+//3vp6GhgWuvvVaQzlarlf/5n//hqquuIp1OY7Va57yHlUI+b4qKil7XJI2M6667jptuuonR0VEuv/xyPB4P9957L+95z3sAuPfee3nnO985Z+FK/n9FRQXXX/8jPvThq/nk9VnOfUM1oyM+WtvrueiSBiYngnS1/yfZbJa8PDXrN1Rx263PcN+v7mHr5jP44Ac/iMfjWfAeuRAKCwuPyU78WockZUhl/0Za2g1kQNKjQInEEOnsMygUpeSprkKpOPH2+RxODHJETQ45nAQ4leu8lwu1Wk1LSwsTExNigiFbjE4ECgoKKCwsxOv1kkqlcLlccyrDR0ZGCAQCFBUVUVdXRyQSwWaz4XK5lj2IKygooL6+nuHhYcbGxhZsj1oMsmpiampKkApVVVXEYjHUajXt7e3LmnzMJnI0Gg3V1dXU1tYSDAbJZrOUlZWh0Wi4/fbb6e/vF+0Nd999N3fddRd79+4llUphMpm49tprqaio4C9/+Qvf/e53uf/++1Gr1ezZs4edO3fyox/9CLfbzRNPPMFDDz1ENpvFZDLxk5/8hPb2du655x5+8YtfYDQaGRgY4O677+XRv3soKz/ifUiQTCRRqV4m6gwGLT5vgO7DbjZsrJgzUZZVMwaDgfvvv59/+7d/Iz8/n3e+851zNju7IcRisXDTTTcBM4oJmdQaHR1l8+bNfOADH+Dvf/87kiTx4x//mHPOebk29Mtf/jKPPPII0WiUn/3sZ5x99tlzXkepVAop+GI17cCKs1OOhDwpHxgYYHBwkMbGxjnKD7nGWSZr2trajluNl5+fT2VlJePj44IsWLNmDU899RQ2m4329nZg5hiUl5eLCuvVsG3KNsBwOHxU1Z1cgS6TYjJxJqtnEokEarWa8vJyLBbLosdFtrDNJmoSiQSpVAqj0UgoFMJms6FQKGhpaZlHPiQSCSRJoqKiglQqRU9PD4ODg6xbt27eqnA6nSYej89RrsivIcNiseB2u3E4HBQVFaHX60WI9NDQEE1NTSiVSurr6ykoKMBut9PT07MsW6nP52NkZESQB4lEYt45dSzIZrPCJmk0GmloaDghAb7pdBqn04nb7UatVq+aVWu1UVdXx9/+9rdFH//a177G1772tTm/+8lPfrLgc3ft2iX+f88998x5bPbPzz77LN/61rcYGhpienoavV5PYWEhTqeTt7/97bz97W+nsLAQs9mMyWQiEknxn994kuqa/8Rima/G2/mNf85Y/cbDtLVbWL+hbln7eOTPyyXJa2trF3zuxRdfzMUXXzzv99u3b5+jkDzy5yORyWQYGhoSTZw5wFVXXcWOHTv48Ic/jFar5cMf/jCDg4OCULzooovmBFrL15/czmc21/Kb393IVe/5Dl5PF/oCPV/999+jVinJZiV++KMrxGLcG86r4cUX7Jy+5a2o1Wqam5uFGms5eN/73sc111zD7373u9dcmHB9fb1QQsfj8WUroSUpSyr7O9LZ51FQiUKhBgW86YI7+Mxnz+PNb1lDVvITz/yIfNXHefihvUtWoOdwciJH1OSQw0mE13qdt0KhoLKyEoPBMGeV/kSRUbJHPpPJiPakaDTKyMgI6XR6TnCmyWSiuLgYp9OJyWRaNoFUUlJCPB5nYmKC/Pz8FbWlyOG9JpOJsbExuru78Xg8rFu3btkrxLPVOwqFgg9+8IPk5+djs9l405veJAY0FouFBx98kL1792I2m4Vly2QykU6nueeee/jjH//Ijh07iMfjogZUVu9kMhn0ej1PPPEEf/rTn/j0pz9NWVkZ/f39vOc97+Hee++dqX19+mkeeughGhsbGR2J4PUG0emNxGIpoYRIpVJkpSzKI1QABQUann7Kvuh7dblcfOhDH+Lpp5+mra2Nb3/72+KxhRpCbrzxRnbt2kV3dzfJZJLu7m4ymQxer5d169Zx2223sWvXLq688kpsNhswozjYtm0bO3fu5Je//CVf+MIXeOqpp+bsh6xeyGQyC1otNBoNCoViRQqtxaDRaGhtbRUTdblJTEZeXh4tLS3CJiWrLo4HZWVlTE9PMzY2htFopLa2lp6eHg4fPkxTU9M8VY3T6Vy1fC2DwSDyYZaCTNSoVCqi0aioyZYkCaPRSGVlpciPWgqygmz29S6/fiwWw263k5eXR3Nz8zyyR67iVigUnH322YyPj/Pggw8SiUQ488wz573WQrk3RqOR6elpEokEeXl5KBQKampq6O/vF5bNoqIiamtrGRsbw263U1tbC8wc/yNzaxZrAvP5fAwPDwuSJplM0tTUdNxZTvF4nKGhIWKxGBUVFVRUVKx6PowkSXi9XsbHx0mn08dsw3wt45577hEkTX5+vgh+1ev1YsFn9sTPaMzj+s9s5fbvPYd9LIi1VE9+/qyMplASrydKU0sJH/rIRpTKVz/z53gwMjJCMpmkra3tpLDHnQwoLi6eo6BVqVTcdtttItRaRjAY5Ctf+Qp+v5+JiQl27NhBaWkpyWSS/Qc6+NXvL8ViMWAuaeHTn5lPqklSkBu/uJWvfPlelIqZY//II4/Mec4111zDNddcAyxMum3ZsoXDhw+vxts+KfH73/+erq4uMpkM55xzDvfff79QNi2GdHY/qezzKKle1N6kVJiQpACJzD289a1fXLQCfSkcS9ZeDquH14avIoccXmOQ67zr6upIJBL09PQwOjq6ZHDgqQS5Ylmv1ws1ymIBvMcDg8EgVsCTySQvvfQSAwMDqFQqOjo65rWbyPaj0dHRFb2OPCl0OBzHJM/Ny8ujsbFRrD75/X4mJycXPCapVIb9+yZ5+MF+/vTHXp58YoxA4OVg29///vfs27cPt9tNPB7n9ttvF4+9+c1vFkGbarWaxx9/nAsvvJCzzz6b//qv/2J4eBiz2SwUCK2trXR2dorQxY0bN+JwOJiamuKWW27hU5/6FD/84Q9xu92iJWvz5s1UVVURiUSYnPQSj0UJBoL4p/34vD48bg9ut5twOEwmk0HKvvwe8/LUBPyLh/Q+99xzbNy4UVhtPvzhD895bN26daIK+dprr2Xfvn2k02kRhCsrajQaDVdccQUwMyjU6XT09fUBM+fMpZdeCsAZZ5whCJzZmE3ULATZWna8ihoZshqtoKCA4eHheRk6Op2OlpYWMpkMAwMDx32fkC1QmUxGWCg2bNhALBaju7t7zvMqKiqIRCLCYnS8MBgMJBKJo74HhUKBy+Wiv79fBNdarVbWrFlDa2srJSUlyyIMZAXb7ElsKBRiamoKt9tNYWEh7e3tCypyJiYmiEQi1NbWkpeXR1lZGePj4xQWFi4YLhoOh1EoFHNIWPn+NFtVI+cDTUxMCLLParVSXl6O2+3G5XLNOV7yvXRoaAiHwzHvviGTNPn5+WQyGVKpFM3NzcdN0vh8Pnp6ekilUrS0tFBZWbnqJE0kEqG3t5fR0VHy8/Pp7OwU9+kcZkis/v5+du/ezcDAABqNBr1eT1lZGZ2dnXR0dAhV5ZGoqDTyb/9+Nm+9rJVwKMm4I8i4I4R9LIhSpeBfPnAan77hdAyG4yN+X23MbjE8mSxyJzMymQwul4tDhw4xMDBAOBymvLyctWvX0tTUxPT0NHv27CEYAEP+pzCbG5FwkpW8SFISSUohSX6y0jgoJPJUH0WpWLjJLIeXEY/HicfjFBcX89hjj7Ft2zY2bNjA2rVr+fWvfy2et337dj7/+Rt44/Y/0Nm2k3//t4cW3N5vf7OXs7f9DIfdzt13f1uMe2DG2nb66aezadMmzj//fDEGuueee7jwwgt5+9vfTldXFwcPHjyxbzqHJZGjlXPI4STGa7nOW6vV0trayvj4uJDSNjU1Hbca4EhUVFTg8XhE6OQZZ5xBQ0PDgvk4snVoZGREKHCWi/r6ehKJBENDQ7S3t684L8ThcKDX67ngggvw+XzCelJXV/d/eRISux4f4c8PDRCJJFGplSiAdDqLUqlg6xlVcyZo+fn5XHrppTz88MN85jOfAeau5I+OjnLDDTewZ88eGhoaePrpp7nyyiuBGYnz7ImmbA+RFTEf/OAHufnmmwmFQoyNjRGPx0kmkxQXF1NaWirsMVLWxT93hSkrN8ypDpWzMTLpDKFwCP+0H4PBQCabRaNVidyR2a99vFCpVKxZs0asIHZ3d1NWVjYvjHX2hHyxVpWjETXAqhI18mu2tLRgs9kYHR0lm83OOT/1ej3Nzc0MDAyIzJrjmczqdDoqKipwOp2UlJRQXl5ORUUFPT09c4gLs9nM5OSkUKIdL+SJVDgcXnB70WgUt9vN4OAggUCA1tZWKioq6OzsPCbi4cjg4nQ6zaFDh8hkMpSXly9KPoTDYSYmJjCbzULh9Pzzz1NYWMhZZ53F2NgYCoVijjVHzlSZvb38/Hw0Gg2hUGjOc4+s6waoqqoikUjgcDjQarVCPSOrrux2Oy6XS9hK1Wq1IGny8vLIZDJkMhmam5uPKz8mm82KgNyZANHGVbc6pdNpxsfH8Xg8aDSaVcvRea0gHo/jdDo5dOgQwWCQ4uJiNm7ciNVqFRlIy0FRUT5vvrSFC9/UyMREiFQqiy5fTUWl8ZRX0cAM0edwODCZTCtSu75eId9ffT4f2WwWg8EwR52YSqXo7e3FZrOhUqnYuHEjdXV1SNJGspKNtPQkWcmBRBalwoqGt6NStqNQvHYKMk4ErrjiijlK6De96U1MT0/z5JNPolKpcLlcbNq0iYsuuuj/7vtJ7GM+/v6P6wmHk6xp28k1155Bc8vL+Wm3fecxHvt7H4/89WMYC2NkGBSPPfHEE/z2t7/ln//8J3l5efzv//4v1113nVAPP/vss+zfv5+mpqZX+lDkcARyRE0OOZzkeC3XeSsUCqqrqzEYDIyMjNDd3U1DQ8OqVisnEglcLhepVIqKigry8vKWDDE2m82CKDGZTMsmjuTgRjmjor29fdmTl0AggMfjoby8HJPJhMlkwu/3MzY2Rm9vL6Wlpeze5WPXP0apqDRgtswlgTKZLHuecxIIJAiHZ8iBbDbL7t27aW1tXfA1g8EgWq2W8vJystks//Vf/yUG92VlZUJGbzKZ+NWvfiX+7q1vfSvvf//7+fCHP0x1dTVtbW089thjKJVKxsfHicfjIruluqaIg4ce4lB3iIsv+uic19fr9eTn56PVaonH48RiMXy+DGdsK6e5uZk9e/ZwwQUXcN9994m/OeOMM7juuusYGBigpaWFO++8c95jvb29tLe3c++997Jhw4Y5E1KFQoHVaiWVSvHkk09yzjnn8OijjxKJRGhraxM1zUeDTIAspJqQodVqiUajy9reciGfY0NDQ9jtdjKZjGhagRkirqmpicHBQQYHB2lpaTmuwO7y8nKmp6cZHR1lzZo1bNiwgf/93/9l//79bN26FXjZzjg8PCxqvY8HMpExm6jJZrP4fD7cbjfRaBSlUonVaqWoqIj29nZ6e3uPWZEXi8XEPsdiMXp6eggEAmzatImqqoUDGOUGKLmKG2aIhb1791JdXc3ZZ58tCDWFQoHZbBbtSgtNFo1GI8FgcM7vjqzrlq2v9fX1pFIphoeH0Wg0c3KcamtrKSgoYHR0lJ6eHoqLi3G5XIKkkSSJ1tbW41IVyGR0NBpdksg6VkiSJMLA5YytioqKnIKGmXPM5/Ph9XqZmJhgcnKSgoICzjzzTOrr64/rWtdqVdTVmVZvZ08CpNNphoaG5rRD5TAf2WyW6elp3G43kUgEpVJJSUnJnPsOzBDNNpuNsbExDAYDra2t4h6pUKhQKVpRsfB4I4elIVuf4vE473znO7n99tt585vfLMY7Mune19fHGWecgUSat1/RjkqloqhIR1t7KX19E1isGiRJYufNf6G6tpgHHvowWq0aSQJJelm1+dBDD7F//35OP/10YOa+Oz09LR4/++yzcyTNSYKc9SmHHE4RyHXezc3NSJLEwMAANpuNRCLxau/accNkMtHR0UFeXh6Dg4OMj48vOvGqr6/n0KFDc363efPmeYGG6XRaTJbq6upobm7mX/7lX3j66adJpVJs376dhx9+eMHXkFewV2qBamlpEbYNm8224ET+zjvv5JJLLhE/79+/H5PJxPPPPy/UHZ/85Ce57bbbiMVi3HzzzTz6t15++T+P8stf/4vIEfjyV84lkZghAlQqJVXVRrJZicsvfwfr16+nq6uLbDbLV7/6VfFagUBArNqvXbuWd73rXXR2dnL66aeL9o68vDwKCwv53Oc+x6ZNmzjzzDPnkAHnnnsutbW1bNu2jXXr1rF27Vqeeuop1qxZg06nE/aYUChEcXE+ao2PbHa+uujLXzkXScrw5FO/5N5ffIJ7/ufj/PHBT9DX93c+85nP8KEPfYhNmzbhdrsB2LZtG0ajkZ/+9Ke89a1vZcOGDXPUNrMbQk477TR+8YtfLNoQYjabcTgcXHPNNdxyyy3cfPPN2Gy2OfaTpSBPiI7W/LQaGTVHQqFQ0NjYiNlsxul0Mj4+PufxwsJCGhoaxKD6eCyFsgUqnU6LdrS6ujqGhobmEAslJSXodDomJiaO28IoW4PC4TDxeBy73c6BAwcYHR1FkiRqamo47bTTRACj/HrH0uyVSqXIZDLodDr8fj+9vb1Eo1Hq6uoEAbMQxsbGSKVSc9qW9u7dSzQa5fTTT0epVNLU1ITRaGRkZASfz0ckEkGSpAVrZwsLC0mn03PyImBGDahWq7HbX85tkret1Wqx2WzzFGdms5m2tjYCgQC7d+8mGo2uGknj9/vp6ekhkUjQ1NREVVXVqpI04XCYnp4e7HY7BQUFdHZ2Ul1d/bomaeRJ9ODgIAcOHGBkZASHw0E6nea0007jkksumWObzeFljIyMkEqlaGxsfF2fQ4tBVucdPHiQkZERMpmMuL/KSl4Zbreb3t5exsfHKSkpoaOjY1EiO4djh6yE/vvf/87HPvYxtm/fzsGDB9m3bx/V1dWz7vcK8vNUpNJpgqEgmWya6emACLffcno9Pd2TjI3K5IvE7Cm/JElcd9117Nu3j3379rF//37GxsbE47l69JMHOUVNDjmcYnit1nnLdcQOh4PJyUnC4fAxS+pDoZBo+qmurqasrEz4byVJOqpyQqvVUlVVhd1ux+v1zmlpORp0Oh3V1dWCJDqyvvS8887js5/9LOl0GrVazZ/+9Ce6urro6+sTk55du3bx/e9/n9NPP5377/8j//aFv1FUNLNSEvAHFlVSfeHG32EfC/LVm95AZdVca8NNN93EyMgIf/zjH8Xvvv/97/P9739f/Pz1r39drJZ/5Stf4Stf+cqCr9PY2Mi73/1uPvnJT875/ec//3k+8pGPMDY2Rn9/P2azmWhsnNPWvJtIOEnBEVkHl1+2g7y8GVuXfTTIGy9qZPv5MyqCLVu2oNVqKSsr48YbbxTn9jve8Q7e8Y53iG38+7//u/j/chtCAL7zne/wne98B5iZgDocDpLJJM8++6wIdq2vr5+XBwPLsz5ptVrRyLXa4ZUygaJUKpmcnCSTyYiAWZgJiayvr2dkZIShoSEaGxuPeUIt511MTk5SXFxMV1cX4+PjHDhwgLPOOktst7KyEpvNhs/nW9H1ciQkSSKVSomGMpVKRXFxsbB0yJDvCzIZeixEjUyM+P1+gsGgaIoLBoOLhrf7fD58Ph+VlZWC9Mhmszz//PNiAgMvq58GBgZE0xIsPACenVMz2zK5UF03vJxZ1NvbK9R7s8+xRCKBRqOhsLAQu92O2WzmnHPOOeZAekmShEVVr9evukU1lUrhcDjw+XxotVqamppWxUZ3KiMUCuHz+ZieniaTyaDRaDAajQQCAUpKSqisrKS8vPyUt0CfKExOThIIBF4zRQyrBUmSCAaDuN1uAoEACoWCoqIiSktLF7RDyo1ucs6PxWKhsbHxpGxbey1gthL6n//8J/X19SgUCv7+978zODhjXUqn06RTEI6G8bhdoFCiVCgxGA2UlpWhVCp500XtvO3tp/G2y37Kb39/He1rlCgVFmAm3+xIZXQmk2Hfvn1s2rTpVXz3OSyEU3dWl0MOr2PIdd5dXV2UlJQwOTnJoUOH8Pl8r/auHReUSiW1tbU0NDQQjUaFMmO5kCSJffv2cdlll3HFFVfwvve9j7/+9a8AQhWiUqnweDxzVv7vu+8+Tj/9dDZs2MCGDRt47LHHKC0txWAwsHbtWr785S+zbds26uvrueOOO8TfPfHEE6xdu5a1a9fyyU9+UmzTZDJRVVWFz+ebRwrJk5AXX3wRv9/PE088wY4dO3jmmWeAmZUrm83GmWeeya5du1i3biOBQIqq6plcomg0ypR7CoBnnv0DP/6vD/Od776HQ4d3/V9IsJKf//zPnHfeeWzatIlNmzbx5z//ecHjpVAo2LlzJ1u2bKGxsZHHHnuM733ve7zzne+kq6uLnp6eZR97eXtyFkx5eTkNDQ1873u38oHr1rJ33z+49bar+MEd1/KPx+8Vn9eu3b/nvl99izPPrqayOojVaiUajdLc3Mw3v/lNvv/973PgwAEUCoWQ5srH/bTTTuPTn/40dXV181RWK4HJZGLNmjVUVVURDoc5fPgwDodj0cn/cokaOP6K7qVQW1srAmZHRkbmnNNms5mamhr8fv+KlWFHoqKigvz8fEZHR0X98vj4OJOTk+I5JpMJvV6P0+k8JlVNIpEQBJDX6yWVSlFSUsJpp51GQ0PDPIJjNYgaOb9Ctmy1traSSCQWzfhIJBJC9l9eXi5+39PTw/T0NFu3bp3zdzJZU1BQQF9fn2ipOhJarZa8vLwF73UWiwWdTofD4Zij0JObqFKpFIODg+Kx2e1OVVVVWK1WjEYjdrv9mBReyWSSvr4+XC6XyJ9aLZJGkiTx3SXnr61Zs+Z1S9LE43HGx8c5ePAg/f39+Hw+TCYTLS0tWK1WQqGQWNA4Ee1arxWEw2GcTqcgeHOYmdxPTk5y+PBh0ZBXUVFBV1eXUP8didnXfiwWw2Kx0NzcnCNpTgCuuOKKeUroW265hR07drB+/Xp+85vfsGbNGvEdGY+nyaTKKTRlKSstQ61Wo9VomX1H2H5eCz+980queMfP2LfXgVLxspXp3HPPZefOnVx22WWsW7eOrq4u/vSnP73ybzyHoyKnqMkhh1MYr9U675KSEvR6PTabjf7+fiorK+fYb+TgNRn9/f1iUPH5z3+etWvX8thjj4kAto0bN9LV1YVCoSCbzSJJ0hzL2EUXXcSVV16JQqGgr6+PCy64AIfDISxQLpeLZ555hpGREbq6urjmmmvQaDS8973v5Ze//CXbt2/nt7/9LT/60Y/ENsvLy4nFYjidTvLz8+fU5m7fvp1//OMfom3oqquu4rvf/S7BYJDdu3ezZcsWsbKeTmcBBQrFzD+L1SIIuXRa4toPfB+Xa4Bf//YmutZsR6lKcMcdX2XPC7upqKhgYmKCLVu2LEpkmEwm9uzZw+9+9zsuv/xy7rrrLq655hoeeeQRdu7cuah9aCkolUohi9bpdLjdozz9zI/4ty/+DLtdx969vwPAOR5i3boz6R/4M+/7wDq+9a1b2LZtG4899hhbtmzhxRdf5Etf+pI4lw8fPkxpaSnvfe97+fWvf80555zDH//4R37wgx8se98WU8nI5KdsKXK5XHi9XiorK0VTlozlhgnDzGD3RF6LVVVVKJVKnE4nmUxmjnqmtLSUTCaD0+kUJOixQKlUUl9fL6TvLS0tTExMCNWUPHGvqqpiYGAAj8ezrAmSJEkEAgHcbjfBYFCs7tbU1GAwGCgoKFhUjST/PpPJiOt6JZDr2mWrU3l5ubAfLVRxLVdxAzQ0NMw5H5599lkKCgrYsGHDvL9TqVQ0NTVx+PBhvF4vgUBgwQwuuaZbzneSsVBdt4yCggIaGhqw2WyMjIxgMpkYHh5GrVaTTqfRaDSce+65RCIRkVvT1NS0bPtTIBAQBGBjY+Oi1d/HgmAwiN1uJx6PYzKZRDPb6w2zc2fkTKvCwkKqqqowmUyk02lGRkYIhUKUlJRQW1ubs/Esgdm5NPL39+sZkUhEhANLkoTRaBTn1lJEXygUYmhoiGQySTabpbCwkMbGxlXND8xhBiMjIwv+/o1vfCP79+/H6/Xi8/n42Mc+hkajoaSkhCeffBJtvotE5g4UUoq/Pfayunn2/888q5FDff+KUlHPti0f4bprPyseu/rqq7n66qvnve7sqvQcXn3kiJoccngNQK7z9ng8jI+P09PTg8VioaqqatVtF68U8vPz6ejoYHR0FKfTSTgcFjYiOXhNxvr16xkdHaW0tJQXXniBu+66C6VSSUVFBW9+85t5/PHH6erqQqVSIUkSGo2GdDotVphtNhtXXnkl4+PjaDQaJicnmZycpLy8HJVKxRve8Ab8fj/19fWihluegG/fvh2Ad7/73XPqomEm6yaZTDIyMkJeXp6YsG/fvp2f//zntLa20tbWhkaj4ayzzuKJJ55g165dnHfeeQsfFEkiFouJSWld7Wb80340GjOhkIdg0M+44xBe38ScHByFQsHg4OCCK2Hvec97ANi4cSMKhYK3v/3tHDhwgI6OjkWVOCtBS0sL3d3ddHZ2cOGb6jEYSohFv8KGjffw5a+cS31DKb/93edxOsd57LHH+M///E927tzJ1VdfTSKRYO3atWJbZrOZl156SVhCwuEwb3/721d1BV6j0VBXV4fVasVutzM2Nobb7aampkasOso2rKOFCQMnJKfmSMhhq3a7ncHBQZqamsQ+VlRUkM1mmZycRKVSHXOuQEFBAWVlZbhcLoqLi6mrq8Nms+FwOGhsbARmJpgGg0G0IS1mxUylUng8HjweD8lkEo1GQ0VFBRaLRRy3iYkJwuHwovsjE2GySmUlippIJILNZiMYDNLa2irIj0gkAixsT5KruBsaGuYoSkZGRpiYmODss89e9F6bTCaprq4mm81is9lobm6eZ180Go14PB5isdg8Ym92XbfZbJ5jB5VJjsOHDxOPx6msrBRWmdbWVvLy8sjLy0On02Gz2ejr66O2tnbJVXHZHjoxMYFOp6OxsXEOMX48SCaT2O12/H6/UAW93iZ/2WyWQCCA1+slGAwiSRJ6vZ7q6mpKSkrE5+v3+wVRVl9ff1yWwtcDZDI1k8nQ0tLyuiW0jgxfV6lUWCwWrFbrstooXS4X4+PjYnFIp9PR3Nycyy15hZBKpQR5G4vFUCgUmEwmzGYzhYWFswi2ejSKd5OSfgOSESiaQ75JUgpJMYWCcvKUV+cUeKcoTs0ZXA455LAgXmt13kqlUtge7HY7PT09c2wVmUyGsbExkskkeXl5dHZ2Lvk+lUolOp1OTOq8Xi8AV155Jbfddhtve9vbyGaz6PV6EdqmUqkoLCxkbGwMo9G4aGUzMO+15eBPuQmqo6MDjUbDpk2buP766+nt7RWkzLnnnsuuXbvYtWsXP/zhD8U21GoFmUyGUChEVpKIhCNisFVbW49CoRb7Oj09zZRnmqrKBv76179iMpnmrFIvtHIjT8BUKhV5eXloNBpBZC32PhfDYrXaRqORgoICSktLmZqaEtkg1tKZhp/zzz+fhx9+GJfLxfbt2/nkJz/Jn//8Z84///w526+pqSEWi6FSqQiHw/j9M7XexxtguxD0ej1tbW1MT0/jcDjo7++fs/J/NHJAo9GgUChOqPVpNkpLS1EqlYyOjjIwMEBzc7OYqFRVVZHJZARZM1uVsRJUVlYKK1VVVRUulwu73Y7FYhHEQ1VVFX19fbjd7nkNR7OzESRJorCwkJqaGoqKiuZdOwaDYU4LxZFQKpWoVKoVEzVer5fR0VG0Wq24N8oIhUIizHg2FqrilvH000+j0WhEC9ZCCIfDqFQq1q5dy/DwsCBrZtsN5P8vlo8jkzHj4+PzGmy0Wi2xWAy/3y9Ir9bW1jmEkk6no729neHhYUZHR4lEItTW1s477nKjlFwXXlNTsyrZZ9lsFpfLJexyVVVVlJWVnZLfS8eKhXJnysrKRBi3jGw2i91ux+PxoNfraWxsfF2qjVaKyclJgsEgdXV1yyIkXmuIx+O43W68Xq8ISa+traWkpGRZpFU2m2V0dBSfz0d+fr4g0VtaWk5phfapgNnkbSAQAGYWR472+WlUW1EoTKSzfyUrjTGjv2YmO1ihRa14Axrl+SgUuc/vVEUuoyaHHF5jkOu8Ozs7KSgowOFw0N3dPa/+9VSC1Wqlvb0dhUIhVuPD4TDd3d1MT0+j0WioqalBq9Vy4YUX8v/+3/8DZgZujzzyyJwJv8ViIZvNigrgeDyO3+8Xap277rprXpNWZWWlaL6R0dbWRiwW44knngBmVD5+v188/qUvfYk77rgDtVpNc3MzmUyGwcFBMXEvKiri3nvvFYqcc889lwceeIChoSG2bdsGyPkmGSQpgs8XRsHMhNxUbBKvo9VqxSTZbDZTWbGWab+TBx54gEOHDtHd3c3//u//rqgqejZRtRLItdrAvFrtffv2EY/H6ejo4MEHHwRgYGCAeDzOBRdcwC233MJZZ50FwFlnncUtt9zCBRdcMO811qxZQzKZJBgMUlNTw1//+lcCgQCDg4N4PJ4VW2COhuLiYpFfEwwGxWQZjp6LotFoXjGiBmbO7YaGBiKRCAMDA3OINnnANz4+Lpq0VgrZApVIJIjFYlRUVBAMBhkbGxNkmcFgoLCwUIQcp9NpXC4Xhw4dYmBggHA4TFlZGV1dXbS0tCwqwTcYDGQymXlNSLMhW3yWQ9RIkoTD4WBkZASDwSCCymcrRcLhMAUFBXOIiYWquGV4PB6Gh4dZu3btkhMZOVtEp9MJAmVwcHCOYkjel8UyueS67tkWGZghZ4eGhigrKxPkVllZ2YI5MvK9qLy8HI/HI3JzZu9nT08PkUiE+vp66urqVoWk8fv9HD58GKfTSVFRkciwej2QNIvlzrS2trJ27VqqqqrmkArRaJSenh48Hg/l5eW0t7fnSJplIBQK4XQ6MZvNr6sMFUmS8Pv9DAwMcPjwYdxuN0VFRbS1tdHZ2YnVal0WSZNIJOjt7cXn81FcXCwI8La2thxJcwIRDocZHR3lwIEDDA0NEYvFKC8vZ82aNbS3ty/r81MrW8lTfZJ89Q3kKa9Eq3wXeapr0Km+glZ1aY6kOcWRU9TkkMNrFHKddyAQwG63MzAwcEpnAej1ejo6OlAqlfT19REIBKivrxfWIXnQ/4Mf/ICPfOQjnHbaaUiSxC233MKaNWvEdgoLC1EqlWJi6XQ6uf3223nb295GcXExF1988TyJuU6no7i4mMnJSfF3eXl5/OpXv+LjH/84CoVC1FbLOHDggEjQl+0Dg4ODPP300xQWFnL++edz//33s2XLFgBRzb1161ay2SxDQ0NCxv3mS1v41X0hFEolKvXiX9peb4JtZ3TwuRsfYceOHfzgBz8gHo8LW4nP5yObzRKJRJbMqdDpdEclGL7yla9wyy23iJ9/+tOf8t3vfpePfOQjFBUV8e53v1s8VlpaKmq1dTqdaG2Sq7xli5tMzFxwwQX89Kc/naeokY/7fffdN+e4W61WCgsLhU3OarVitVpXzfanVCpFfo0cojs2NkZ1dTV1dXWLTji1Wu0rStTATL6TUqlkaGiI/v5+WlpahJWivr5etHgolcpjslIYDAasVitut5uSkhIKCwuZnp7G5XIJpU5lZSV79+7lhRdeQKPRiFrqyspKiouLlzVBl2X24XB40dVxjUazLEWNTLYEAgGsVis1NTWCuJa3nc1miUaj81RAchV3W1vbvAHzU089BSCI1cUQDoeFvUetVtPa2kp/fz8DAwNzKrMLCwtF0PlCx6iiogKv14vdbhdqr+HhYXFPamqaCYt0OBzo9foFr3GFQkFVVRV6vZ6RkRF6enpobGwUE135e2M1FAlyvXowGCQ/P5/W1tYFQ0tfazha7sxi5JdsOZHPkdfDsVoNpFIphoaGyM/PP+YcrlMNR9pHtVqtyFNbaVNmMBgU95GysjLcbrdQ0pyKY8WTHclkEq/Xi9frJZFIoFQqKS4uxmw2H/M1r1AoUFCJUlG5ynubw6sNxVKS8c2bN0tHVprmkEMOpx4kSRJ13vKX8alY551MJoV0P5FIUFtbe0yyXHkVOj8/n3g8Tmdn51EnJtlslu7ubgA6OzuXPHbZbJZt27bxzDPPzHleX18fe/bsoauri/Xr18/7u0gkwsTEBIFAAJVKhdVqpaysDKVSxS/+5wBP/nOMikoDeXlzCYhsVmJyIkxJiY7P3rgNk2lunkQqlcLv9+P3+wmFQiKnx2QyYTKZMBqNcyaG8vHp6Og4oatpskrJ6/Wi1Wqpra1dVl5FKBQSA5rHH3+ca665huHhYSKRiJC/K5VKLBbLouqC40E0GmX37t3EYjE6OjpE+O2RkPdpdp7SK4VgMIjNZhNZJfIxyGazDA4OEgqFjrkGOZvNcvjwYWDmM5Sro9vb2wmHw7jdbqGW2rp1K+Xl5cc08T9w4IBomVoI8gpkfn4+iUSCzs7Oec9JJBIMDg6SSCSoqakRIcculwuHw8H69etRqVSEQiFBbMkKNblB6cgwc5g5B3/0ox/R1NTEu971rkXfQzwe5/Dhw9TV1c1Z6U+lUvT19ZFOp2ltbUWv1+P3+7HZbLS1tS2aB+HxeBgdHaWkpERYaGS7VktLC5Ik0dfXRyaTOaoaIx6P09vby8jICAUFBTQ3N6+KiiabzTIxMYHL5UKpVFJZWYnVan1NK2gWy50pKSmZkzuzEFKpFCMjIwSDQUwmE3V1dadsttwrDUmS6O/vJxqN0tHRsWpZSicr5PurHDxeWFiI1Wpd0D66HExOTjI+Po5OpxMLETJZu1LCJ4fFkc1mmZ6exuv1CtWk0WjEbDZjMplet3lKOcxAoVC8KEnS5oUey30T5JDD6wCzG21kRYDX6xXhhacCpqenRc3w5s2b0Wq1DA0N0dvbe9RwzCNRXFyMTqcjnU6Lxhx5NXoxyLaPvr4+nE4n1dXVSz73ueeem/O7VCol1C3yiqt87IPBIJOTk4RCIdRqNZWVlZSWls758v6X951GWZmBvzwySCwWQaNR/p8VLAMo2LS5gne/dw2FhfMnZhqNRqhMMpkMgUAAv9+P1+vF7XajUqkoKiqiuLiYwsJCQc5Eo9ETStSo1Wrq6+uxWCyMjo4yODiIyWQSNrbF8Ic//IHvfe97ZLNZ8vPzue+++1AqlRiNRoxGI7FYDJfLhdvtxu12U1xcTFlZ2aq9F71eT3NzM16vl3Q6TV9fH8XFxVRXV8/Zb61Wu2TOyolEYWEhLS0tDA4O0tfXJ4Jl5cro/v5+hoaGFgy2PRqUSiV1dXUMDAygUChQKpUMDw9jt9uFWmPjxo1MTk6i1WqPWZ1hMBiWDBQ+mvUpGAwyNDSEQqGgpaVlzmplLBZDo9GIa0wePMsqlMWquGU899xzpNNpzjzzzCXfg7z/C9WLy8qa/v5+WltbxXNCodCiRI3ZbGZgYIDnn3+e2tpaNBoNBoNhTnhqc3Mzvb29DA4O0t7evugkQLbGyaGhq0GkTE9Piypws9lMVVXVa3rCt9zcmcUgN2tls1lqa2tzddIrhFw0UF9f/5olaTKZjAgHljPa5O/zY33P2WyWkZERQbIbjUbsdrv4bssRhauDUCiE1+tlenqabDZLXl4elZWVlJSU5NRKOSwLuSsxhxxeRzgV67wzmQx2ux2v1yvqaOUvuM7OTqGwCYfD1NbWLns1uKKigqGhIbGSfTQ7ELxs+5Cbb5ZbcwszFopMJsOZZ56J3W5nZGSEWCxGKBQiEomg0Wiorq7GarUu+B6USgUXXdzE9vPqOHRwirGxIKlUBqtVz7r15ZSULG8yrFKpxCpvNpslGAzi9/sJBAL4fD6USiWFhYWEQiGCweAr4vc3GAx0dnYK1dfhw4epqKhYNGz0aPWROp2O+vp6KisrmZqawuPx4PP5MBqNlJeXr5iYWAgqlQqj0UhHR4cISfX7/XPUalqtFkmSSKVSr8pk1WAw0NraysDAAH19fcLSolQqaWlpoa+vD5vNRktLy4obPQwGAyqViv7+fiKRiDivKioqhI0vnU4zNTVFaWnpMb3/goICpqenFz1+cui1UqmcR9RMTU3hcDjIz8+nqalp3qA4FovNmUiHw2H0er1ohlusihtmlH379u2jurr6qC1a4XAYtVq94IRKq9XS2tpKX1+fsEHp9XpCodA8BY8Mv98vasT9fj+NjY1zgqNhxvYqk3Hy53vke5BtNlqtlje+8Y0EAgGcTiexWIympqYVq9BisRh2u51QKCQCcF+rLTHxeFxU5iaTyTnWBYPBsCzCK5vNMj4+ztTUFDqdjoaGhtdlAO7xIBAIMDk5icVieU02YsViMVGtnclk0Ov11NXVCXvrsSKRSGCz2YjFYlRXV6NQKERZQnNz8ymntD7ZkEgkhLUpmUyK70b5/pBDDitBjqjJIYfXIU6VOu9IJMLw8DCJRIKKigoqKirmDILlcMzJyUmcTifRaHTZVbImk4n8/HzS6TRqtRqn00lLS8tR/66qqopAIMDo6CgdHR3LGpT7fD78fj/V1dXk5+djMpno6emhr6+P9vZ2oQhazrby8tRs2lzJps3H70VWKpXC/iRJkmhSkiW68gBRfs6JJBtk1VdJSQl2u53x8XG8Xi+1tbXH7NvWarVUV1dTUVGB2+1mamqKgYEBdDod5eXly85LWQiyikOugT9SrTZbSSC3Z7wakNurZOWGbBVUqVSCJBgcHBQkwdEwu1lEfl9FRUVUVlaSl5eHz+ejvLxcHJfp6WkmJyfnBfEuB7NzaoqLi+c9Lh/TbDYriBpJkhgbG8Pj8WAymaivr19QURKPxwUJKUkSkUhE/LxYFbeMF198kVgsdtRsGnnflxqczyZr+vv7KSgoIBgMks1m502Y5Ewa+Zgnk8lF35/BYKC+vp7h4WFGRkaEfSyTyTAyMoLf759zfPR6PXq9nuHhYZFbs5zrLpPJ4HQ6hTJvJfeyUwnHmjuzEOLxuLDtlZaWUlVVlZscrxDJZJKRkRF0Ot0x3VtOVsjhwG63W7TQlZSUYLVaV7QwtBgCgQDDw8NCZRiJRHA6nZhMJhoaGnLn4TEik8mIcZOsojzW+0MOOczGyTMjyyGHHF5xnMx13jL5otFolsxsUCgUVFRUUFBQICYZ8qrTUpD/bnh4GKPRSDAYPOqkChCTkcHBQSYnJxdd+ZaRSqUYGxtDr9ejVCo5fPiwyMsIhUJotVpKSkpe9eOtUCiEdaimpoa8vDxGRkaEBWRsbIyCggJB2pwomblWq6WpqYlAIMDY2Bj9/f2UlJRQXV19zGSHXEldVlaGz+djcnKS4eFhxsfHKS0txWKxrNgjfqTdRqvV0tDQQGlpqVBMKRQKotHonGadVwP5+flzyJrm5mYMBgNqtVooawYGBmhra1vwc11o8lBcXIzFYqGtrY3e3l5BRMbjcVwuFxUVFeTn52M2m0VV90pVGvI1sxhRI5PKctZeIpFgZGSEcDg8R9lzJBKJBNlsVigYIpEI2WwWo9G4ZBU3zAzIX3jhBaxWK62trUvufyqVIpFIHNXOkpeXJ2xQLpdLNNLNVn7JJE08Hhdhs7FYjImJiXl13TJKSkpIJpOMj4+Tl5eHyWRiaGiIZDJJTU3NnGpymGmi6+joYHBwkP7+fqqrq+eFK8+G1+vF4XCQTqexWq1UVlaeVET/8WKx3BnZMnws9yO3243D4RAWxOVkcuUwF5IkMTQ0hCRJNDY2viYmwclkUoQDp1IptFotVVVVWCyWVbumJiYmcDqdQvHmdrtxuVyYzeYlQ/FzWBiSJAlrk9/vF1bsqqoqzGbza9rymcMrh9fON2oOOeRwTJDrvC0WC3a7HYfDgcfjoaamZlUsIitFKpVieHiYUChEcXExdXV1y5pEFxYW0tnZKdqSwuEwNTU1Sw4+iouLcTqdQhngdDqPOvmCmQlNSUkJExMTmEymJSXrw8PDeL1eioqKROaLHOIaDAYZHBxkeHiYpqamk2qgZLFYCIfDNDc3AzMTRb/fz/j4uAgflEmbE2Gbk2t8JycnmZycJBAIiIHrsR4nhUKB2WzGbDYL2bzD4WBiYgKr1boii45KpSKbzc5r6CkoKKC9vR2fz8fIyAijo6Pk5+ezbt26VQ81Xgny8vJoa2tjYGCAgYEBmpqaKCwsnKfoaGtrEzahZDKJ2+3G4/GQTqfF5OHIQWhZWRkejwe/34/FYmFyclJ48OWmoomJCerq6la0z3JI7mI5NfI+SJIkQnsVCgWNjY0LEjsy5Op5+bqVt6/T6ejv71+wiltGd3c3fr+ft7zlLUc9DxfLp1kIcitSd3c3AwMDcyx6MkkTjUbRarWYzWYaGxsZHx/H5XJRWlq66DVYXl5OIpGgu7sbhUJBaWkpbW1ti67O5+Xl0dHRwcjICA6HQ1R1z54MR6NRxsbGhF30WALdT2asNHcmGEwwPT1TI28y5VNUNJ/sTKfTjI6O4vf7KSwspL6+PjeRO0aMj48TiUSWrZ49mREKhZiamiIQCCBJEkVFRaLFcLXGA7NVdCUlJdTW1opxXmlp6WtKkfRKIBaLCcVxKpVCrVaLccVqqJ5yyGE2ckRNDjnkAJwcdd5+v5/R0VGy2ey8lpTlQA7olCcw8mBusf2XVTUjIyMUFhYSDAbnNAotBbnid3R0lLa2tnmDqkwmQ19fH/v378disWA0GqmoqJhDfhUWFlJTU8PY2Bjj4+NLBhS/0pAnJLFYjOLiYmE9SyaTokFqYmKCiYkJtFotJpNJ5Pas1gBTbowpKSkRqh6Px0NdXd1xTwyLioooKioiEomIjBl5dbGsrOyoEwB54prNZhckEktKSjCZTHg8HrxeL4cPH6asrEzYgl4NaLVaoawZHByksbERk8lEXl4eLS0tQnFTUVEhcotgxiZosVgWXf2vrq4WbUSywsxut9Pc3IxWq8ViseDxeCgvL1/xvcRgMDA5ObmgFUie6Pr9fkZGRmhpaaGrq+uo50YsNjOplj/jcDhMfn4+Tqdz0SpumCGEnn32WYxGI2vXrj3qvofDYZRK5bLP1fz8fDo6OrDb7Rw6dIjq6mph/4xEIuTl5WGxWERuzpF13Qshk8mQyWQIhUIolUo2bNhw1MmEUqmksbFRNMLE43GamppQqVTC5iQHgb9WskGOJXdmeNjP448O88ILTuSHJQnWbyjn/AsbaG6eUWSFQiGGh4dJp9NHVSnlsDT8fj8ulwur1bokGXsyI5PJiCB/WSFXVlaGxWJZ9bFWPB7HZrPNab0bHh4W6unFVIc5zMWR1keFQkFRURFms/mYG7dyyGE5yBE1OeSQwxwUFRVRWFg4J9j1RNd5Z7NZHA4HbrcbvV5PQ0PDMa+UKRQKqqurMRgMjIyM0NPTQ319/aI1xLIyJplMotVqcTqdi056ZkOtVlNTU8Pw8DBut1vYCOQA1fHxcQYGBjCbzWzbtm3RVXWr1SrsIvn5+a9IeO9yoNPphHVn9oBYq9VSWlpKaWkp6XRakDZyBoxarRZKm9VaFZTVBj6fD4fDQU9PD1arlaqqquOutSwoKKCxsZFEIoHL5cLr9eLxeCgqKqK8vHzRz01+3Uwms+g+yESTWq0mLy+PiYkJPB7Pq9q2plarhbJmaGiI+vp6SkpKUKvVGAwGXnzxRXp6emhubqaiogKLxXJUJZCcFeV0OhkcHBRKqEAgQFFR0RxVzWI2ncVgMBhEhsyRBKparcbj8RCNRgXRvBxSJBaLodVqRXBwOBxGoVDg8/morKxclMgYHh7G5XJx7rnnLksNEQ6HV0xc6nQ6urq6eO6553j22WfJy8sjkUiQn59PaWnpHIuCSqWiqqqK0dFR0d5y5PscGhoSNelytpZOp1tWcG15eTl6vZ6hoSGeeuoptFoter2e0tJSKisrT/lK2ePJnfnn7lHu+8VBtFoVFZUGVKqZ52YyWQ4fdvPiCxO8692dtHdqxb29ubn5NaU8eqUhWxv1ev0pqQKJRqMiHDibzVJQUEB9fT3FxcUnZGwlE9hyHk1BQQGDg4MEg8EcYbgMSJIkrI+y4kk+9+TvzBxyONE49Y2dOeSQw6pDDnbt6uqipKSEyclJDh06hM/nW/XXikaj9PT04Ha7KS8vp729fVXkzCaTiY6ODvLy8rDZbDgcDpFlMRvye43H4+j1esLhsFASHA0lJSUUFRUxPj5OOBzG4XBw8OBBJiYmCAaD1NfXs3379qNaH6qrqyksLGRsbEzUBL/aUCgU6HQ6MYFZCGq1GovFQnNzM+vWraOxsZHCwkKmp6cZHBxk//79YvVuofrklaKkpIQ1a9ZQWlqK2+1e1XMyLy+P2tpa1q5dS0VFBZFIhL6+PpG/cuS5M5uoWQparRaFQkFDQwNtbW1oNBqGh4fp7e0lEomsyr6vFCqVSjQ9HTp0iBdeeIGDBw/i9/tpaWmhvLyc/Pz8FeXKmEwmmpubxSpxfn4+Y2NjZLNZUQ/v9XqF7Wi5kEmTI+1Pcr2s1+ulsLBwRY1v8v7BDJkhNygtVsUt45lnnkGr1bJly5ajvkYmkyEajR5Ty0dpaSklJSUMDAzQ3d0tVtzr6+vnkT5msxmdTofD4SCbzYrfe71eent7yWQytLa2UlVVRUtLC2q1moGBAZLJ5LL2RalUolAo8Hq9TE1NYTKZqKmpeUVJmt/97nds2LCB9evX097ezlVXXSUeu+mmm+a8l69+9av85je/WXRb2WxW3J8OHDiA3W4H4Nvf/jZPPvkkLS0tR23V2ffSJL+49wBl5QWUV8yQNHteeJh7fn4jKpWSsrICFIpJ3nhRE9+97V4sFgsdHR18/vOf5ytf+QovvPACV199NQAjIyNzyHk5n2glOHIbr0XIuTQAjY2Np4yCQZIkfD4ffX199PT04PP5KCkpoaOjg/b2dsxm8wkhaZxOJzabTVgZ9Xo9AwMDBINB6urqciTNEohGo9jtdg4cOIDNZiMSiVBaWkpnZycdHR2UlpbmSJocXjHkzrQccshhUSxU5+12u6mpqVmVlUG5IlYONV3tTBw5l8PhcMyxQh25Gm42m+epapYb8lheXs7AwAAjIyPU1dVRXFwsvsTlUN6jQc7V6O3tZWhoiPb29lfMbrYUdDrdskkrlUpFcXExxcXFSJIkar/9fj8+nw+FQkFhYaFQ2xzrQEelUlFTU4PZbBbnpMfjoba2dlUIPrVaTWVlJeXl5Xi9XlwulxjwlpWViYH1SogamXwzGAx0dHTg9XoZHx+nt7f3uIOSjwXpdBqv10sikcDn8zE+Pk57eztr1qwhLy+PQCCAzWZjcHCQlpaWZU8kWltbsdlsHDx4kO3bt2Oz2ZicnBTH0+1243Q6aWxsXPa+qlQqdDrdnMlrMpnEZrMRjUapqqqitLSUaDS6LDJQzrORA35DoRBOp5Pa2toFq7hlTExMMDIywqZNm5alRpFJuGNpLEulUni9XtRqNUqlkmg0uqhFQaFQUFNTI4KIy8rKGBsbw+v1YjQaaWhoEOeWRqOhublZNH0tZvGS90FuXtNoNJx//vkEg0F8Ph82m23RtqnVxsTEBB//+MfZu3cvNTU1SJLEvn37xONf//rX2bFjhyAUb7755gW3c7TcGZ1Ot6z3k81K/OF3PZgtOvLyXr6HNTZu4H//cgeZTJpkIkVv3zNYrc3s3v0it37nSyiVSnbt2sX3v/99Nm/ezC9/+cvjOzCvMzgcDqLRKE1NTSfFd+PRcGS+l5x7ZTabT+h1k8lkGB4eJhAIYDabqa2tJZvN0t/fTywWO2p+1+sVqVRKqOtisRgKhQKTyYTZbF7VvKAcclgpcoqaHHLI4aiQ67zr6uqIx+P09PQwOjpKOp0+pu2lUikGBgZwOBwUFRXR2dl5woKLlUqlmIRFo1G6u7sJBoNzniPnPUSjUYxGI9FoFL/fv+R24/E4IyMj9Pf3o9VqxcC/qqpKTJKObFVZCiqVSgT3Dg4OrooC5Xih1+tJp9Mrbi2S/dt1dXWcdtpptLW1YbVaicVijI6Osn//fvr7+5mamlr2yv5C+9bW1kZtba34XMfHx+eoCo4HSqUSq9XKmjVraGxsRK1WMzY2JhRTssLmaK+n1WpJpVJzFDlms5k1a9ZQXl7O9PQ0hw4dYmJiYtX2fTFEIhFGRkY4cOAADocDrVbLOeecw5YtW8hms0KdVFRURENDA+FwGJvNtqASbSGo1Wo2bNgg1GWyGi+RSAhVyPT09JIqrYVgMBgIh8PCptTT00MikaC5uZny8nJxrSzn+CWTyTmNT0NDQ6TTaZqampZUDz377LOoVCpOP/30Ze2zbKdaabik3+8XeSZ5eXls3boVs9lMf3//ovdbo9GIyWRidHSUgwcP4vV6qaiooKWlZR4BqNPpaGxsFBXRR362kiThcrk4fPiwqFrv6urCbDbT0NBATU0NgUCA3t7eFaujjgWTk5NoNBqRhaNQKNiwYQMAn/jEJwA488wzWb9+PX6/n2uuuYY77rgDgGAwyEc/+lHWrl3Lpk2b+PjHPy5yzEpKSnj/+9/Ppk2bePOb34zH4xGved9993H66aezYcMGNmzYwGOPPSYes9mmcbsjGAvnkgXmkiry8w309b04k9812cubLrwOh+MwvT0e3G43NpuNM888k127drF58+ZF3/MPfvADtmzZQmNjI3/4wx/E75977jnOO+88Nm3axKZNm/jzn/+84N8rFAp27twptvHYY4/xpS99iQ0bNtDV1UVPT89KPoJXHdPT00xNTVFWVraohflkgVwQcPDgQSYnJzEYDCI7q7S09ISSNLFYjJ6eHoLBILW1tdTX15NOp+nr6yMej9Pc3JwjaWbhSHWd3MZWW1srFMK5/JkcXm3kiJoccshh2bBYLHR1dVFWVobX6+XQoUO4XK5lT+QAAoEA3d3dhMNhamtraWpqekVkpLLcWJb+z55sw8zkWavVEo/HycvLw+l0LridaDTK0NAQhw8fZnp6GqvVyrnnnktraytut5vBwUEkSVpxFgfMKICamppIJBILTqJeaciqqZVOrGdDoVBgMBioqalh7dq1dHR0UFFRQTqdxm63c/DgQXp6epiYmFjxxE+hUGC1WudY9A4fPnxUkm2lr1FcXEx7ezutra0UFBTgdDrp7u5mcnLyqMdGo9EgSdI8skvOF1mzZg1FRUU4nU4xOV5NZDIZ3G433d3d9Pb2Mj09jcViobOzk7a2NsxmM01NTZjNZpxOJw6HA0A0rgWDQYaHh5d9LlZXV1NeXs7hw4eF+ki2l5SVlYlA2pXAYDCIHKv+/n5UKhXt7e0UFRWh0WgEQbMccnN2kHA4HGZkZISqqqolM4P8fj99fX0rmuiEQiFRL75c+P1+bDabuK+YTCaamppobm4mmUwuSdYUFBQwNDTE+Pg4LS0tVFZWLjrBkK1iwWCQsbGxOfvc3d2Nw+GgoKCAzs5Oqqqq5ryH0tJSWlpaSKfTwhZ4IrFu3Tq2bt1KbW0tV1xxBbfffjterxeAH/3oRwA8/fTT7Nu3D5PJRDabJRQK0dPTwxe+8AUUCgX3338/zz77LGvWrOG+++7DaDTy6U9/mnPPPZfu7m7uuOMOdu/eLV7zoosu4tlnn+Wll17i17/+NR/4wAfEY8M2Hwrl3OMqSRLRaJSK8naGhl/CaDTi8YzQ1nYGmWyK/fvG2L17N1u2bFmWGquwsJA9e/bwP//zP1x//fXAzLnx0Y9+lPvuu48XX3yRhx9+mI985COLHn+TycSePXv41re+xeWXX85ZZ53FSy+9xPvf/3527ty5os/g1UQ8Hmd0dJSCggKqqqpe7d1ZEOl0GpfLxaFDhxgYGCASiVBRUcHatWtFu96JxvT0NL29vWSzWVpbW0X2XV9fH6lU6oQolk9VRCIRRkdHOXDgAENDQ8RiMcrLy1mzZg3t7e1YrdZTPn8rh9cOctanHHLIYUU41jrvbDbL+Pg4U1NT6HQ6GhoaljVoXU3IrSpjY2M4nU7C4TANDQ2o1WqRVTM2NiZaamYHdIbDYRGQqlKpKC8vp6ysTJBMdXV1PPXUU4RCIc4888xjrmI2GAzU1tYyOjqK3W6ntrZ21d7/SiF/PtFodNlWsKNBr9ej1+uprKwkkUiI2m+n04nT6SQ/P1/Yo5arRpAbaCwWC2NjY9hsNpGlsZqV2EajEaPRSCwWw263C8IuGo2K4NUjIb9+KpVacF/y8vJobGwkFArhcDhWzV4Yi8Vwu914vV6y2Szlg1jMAAEAAElEQVR6vV5Y844chCoUCmFlcblcZDIZamtrsVgsZLNZ7HY7SqVy2eTjhg0b+Otf/0p3dzcNDQ04HA78fj8mk4ny8nJRr7vcz7egoACXy4XP56O+vl5cs8AxEzVarZb9+/ejVCppaWlZ8m+ee+45MpkM27ZtW9b+yhN32V61HMgkjc/no6ioCIvFwvT0NKFQiOLiYpqamhgcHGRgYIDW1lbxGUqShN1ux+12U11djVarXRbxbbFYSCaTTExMADPHbnp6WpDFSykXjEYjHR0dDA0NYbPZRCPciVh5ViqVPPDAAxw6dIjdu3fzwAMPcOutt3Lw4EFBrskr416vl+npaaanp4EZFVQ0GuWZZ54BZsJo161bB8Djjz/OD37wA2Am8+SCCy4Qr2mz2bjyyisZHx9Ho9EwOTnJ5OQk5eXlxOIZVEoF2UyWeCJOPB4nmZhRadXUrGV4+HmiMQ8l5ipUKjWVFZ3s2/880Vg355133rLe83vf+14AzjjjDJxOJ/F4nKeffprh4WEuueQS8TyFQsHg4OCC+TTvec97ANi4cSMKhYJLL70UgE2bNnH//fcv/wN4FZHNZhkaGhLW4JNN2RCJREQ4sCRJGAwGKisrKS4ufsX2VZIknE4nk5OTFBQU0NTUhEajIRaL0d/fD8xYUl/vIdbJZBKv1yssv0qlUlibjEbjSXdu5ZCDjBxRc5JAkoKkswfJ4gQklJSjVq5DoVidyVEOOaw2VlLnHYvFGB4eJhaLUVpaOm+V9pWEPOE0GAyMjY3R3d1NY2MjBoNBZNXIYaNOpxOlUonL5SIUCqFWq6mqqlp0xSWbzZLNZo9bIWSxWEQTlE6nW9GEbzWhUqnIy8sTk9vVRl5eHuXl5ZSXl5NKpUSmjVyXrdFoKC4uxmQyLVqROxtyBszU1JRQqFRUVFBWVraqAzGdTkdTUxPT09NotVqCwSDT09MYjUbKy8vnEJYyOZNMJpckJoxGI+3t7SK/pqenB7PZTFVV1bLza+QJq9vtJhKJiIphq9W6LFKkpqYGpVIp6rDr6+spLS0lk8ngdDpFPtDRINtkRkdHqa+vR6fTYbfbKSwspLS0VGRTtba2HnVbmUxGhGxXVVXR3Nw857NUq9VkMhkUCsWyiJp4PI5Wq8XhcBAIBKiqqlqShIzFYhw6dIja2tplr+hHIhGy2eyyg4Rlksbr9WIymairq6O0tJRAICCImsLCQpqamrDZbAwMDAhVy9DQENFoVFS/Hz58eMm67tmoqKjA4XDw5JNPUlVVRVtbG2VlZcu6N2u1WlpbW7Hb7UxMTBCNRmloaDhhK9FdXV10dXXxiU98gs7OTnbt2sUb3/hGAA4dOkReXh4ajQadTkd5eblQT/7kJz/h/PPPX9FrXXnlldx222287W1vEyRnPB4nEomQSoXweqdRKGYyk1QqFXq9nrz8PE7TncM/n7gb29CLNNSvB6CstJOhob309j3LD3/4w2W9vpy1JR/LdDqNJEmcdtpp/POf/5z3/JGRkSW3Mfv7WKVSHbNl+ZWG3W4nFovR3Ny8qoT78UC+x05NTRGNRlEqlVgsFqxW6yu+8JROpxkeHiYYDGKxWKitrRVh1IODgyI0fjWy205FzCZw5Zw4o9FIRUUFJpMpp5rJ4ZRAjqh5lSFJCVLZh0lLzwNZkGa+UDOKF0hlHkKl2IhWeTkKxeubDc/h5MXR6rzdbrfw/jY3N6+aMuN4YbFYRPVsf38/VVVVYrJjt9vRarX09/czOTmJ1WqlpqYGi8Wy6CRmdHQUs9ksgpeNRuNxETZVVVXE43Hsdjt5eXmvmmxZr9cfl/VpuZCbgaxWK+l0mkAggN/vx+PxiNrvoqIiUfu92OegUCgoKyujuLgYu90uAlFra2uPKdh1MSiVSpG7UlZWhsfjweVyMTAwgE6nE0Gls4mao0GhUGCxWCguLmZychKXy8X09DQVFRWUlpYu+p7j8Tgejwev10s6nSY/P/+YK0TlynM576exsZGKigoymQwulwuVSrVosO1stLe343K56Ovro6uri5GRESYmJqiqqqKiogK73U4oFFryM4nH49hsNhKJhAgRPZJwm01iLVdRk0gkSCaTGAwG8vPzl5zIvPjii8RiMc4444yjbluGHHy8HKLG7/czODiIx+OhpKSEhoYGQcwajcY5LXBFRUU0NjYyNDTE3r17Raj1bAXMUnXdsyET7EqlkrKyMnQ6HQaDYUUEulKppK6uDr1ej91up6enh6amplWdsI6PjzM2NibUTIODg7hcLtLpNP39/RQUFKBUKmltbcVgMKDX68U1d9lll/Hd736Xbdu2odPphGqto6OD888/n7vvvpt///d/Z3h4mMcee4wLL7wQmPlMGhoayGQy3HHHHSQSCbq7uykrK+P3f/g+A4Mq6urfjV6nQ615+frKy6tEpyvkmWf/wDvf8SUkSaK8bA1PPnMzLtfEshVZC+HMM89kYGCAxx9/XChz9uzZs2TWzakMr9eLx+OhvLz8pBgzJBIJEQ6cyWTIz8+ntraWkpKSV2XCH4vFsNlsJJNJ6urqhKoqGAxis9lEFtPJQnC9kgiFQkJdl81mycvLo7KykpKSklMiiDqHHGYjR9S8ipCkBInMXWQZQiGVo1CoQDH78QwZXiKRcZGn+nCOrMnhpIVsGzKbzYyPj4tJppxrUVhYSH19/SvabLMc6PV6Ojo6GBkZweFwiInj2NgYkiSh0WjQarV0dXUtOYFxu92EQiHq6uooKCigp6cHh8NxTDk1MuRK576+PtEE9WqsjOn1etGU8koNSNVqNWazGbPZTDabFYoVv9+P1+tFqVQK0qaoqGjB/dJqtTQ1NYkJaX9//6o2LCkUCpRKJdlsFpVKRVlZGaWlpfh8PlwuFyMjI4yPj1NWVoYkSSsKTZbzaywWCw6Hg/HxcWFtkSffkiTh9/vFuSe3VFit1uMmpMrLy0W2zODgIE1NTVRXV5PJZJiYmECpVC5ZYw0zGRn19fUMDQ3h9Xoxm824XC7MZjMWi0Woatrb2xf8+2AwKGwPra2tojJVbmaTIX+W2Wz2qESN3EYmV9QmEoklyZRkMslLL71EaWkpTU1NS257NsLhMPn5+UclyWSSxu12YzabaWxsnGNjMRqNBAIBUqmUeJ9FRUXCtlVcXMx55503hxgxm81MTU2JoPYj71uJRAK73U4gECA/P1/kLvX29mKz2Y7pPmO1WtHr9dhsNnp7e6mvr1+10NJ0Os1Xv/pVhoeHhXrqIx/5CBs2bMBsNrNjxw4+8IEPoNPp2LVr15y//eIXv8hNN93Eli1bRM341772NTo6Ovj+97/P+9//fu677z4aGhrYvn27OD5f//rXectb3oLBYODMM8/EZDKJBq1g0Mu6decQiyopLJz/+TY0rOfQoV1UV3XgcUc5bV0Lz+5RsnXr1uO6fxcXF/Pggw9y44038pnPfIZkMkljYyMPPfTQMW/zZEU8HmdsbExYiV4tSJJEIBDA7XYTDAZX9R57PPD5fIyOjqJSqWhraxNqSb/fz9DQkFA7n2zjrROJRCIhrE3JZBKVSkVJSQlms3nZysYccjgZoVgqIHDz5s3SCy+88AruzqmHVCrFzp07+dWvfoVarRY1wzfffDOdnZ1L/m0y8zBpaTcKafHQP4AsTlSKTeSp3rOifUsmk7ztbW/D4XBwwQUX8L3vfW9Ff59DDseKiYkJnnvuOSKRCA0NDaxfv/6k9khLkkRPTw+HDh1CkiRMJpNYkXK5XHNWrI6EvNoqtzsAOJ1OJiYmViXAL5lM0tPTIwJUX4ng5dkIBAKiyvfVHvBIkkQoFBIWqVQqhUKhEK038ud2JLLZrMiZUCqVggQ5XjvUgQMHRLvVkQgEAsIyNzIyQkVFBVu2bDmmwXMoFBI2AK1Wi16v/z8bxkzujdVqxWw2r/rA3Ov1MjIygsFgoLm5GaVSycjICD6fj9ra2qNa8rxeL/v27RPfi1NTUxQUFNDS0oLH42F0dHRBlZ3L5cLhcKDT6YTtIRqN0tPTQ0NDw5zg30gkQm9vL5IkUVhYuKSdKhaL8cgjj2A2m9m8eTN9fX3U1NQs2s62b98+Hn74YS699FLWr1+/7OO2b98+Eca8GPx+PwMDA3g8HsxmM83NzfMCjY98z8lkkuHhYcLhMFqtlkQiQWFhofhsZIRCIfr7+6msrKSiogKYew3ILXezLYHJZJLe3l4UCgXt7e3HdC6lUimGhoYIh8OiAe9Yr7FsNksgEMDr9RIMBpEkCb1eT0lJCSUlJat2rstNYrKCL5FIADP2xqKiIoqKiigoKEChUJDNZtm2bRt/euBRbv3WM6CQMJsX/l7zT8dJJjN8/otnUVn16k3qTzVks1l6enpIp9N0dna+KmRDOp3G45lp6komk0LtabFYXlXyQ5IkxsfHcblcGAwGGhsbxf7I92r5/vp6sPXIuVper1eoGAsLCzGbzZhMplfNXp9DDiuFQqF4UZKkBeWROUXNceLaa68lGo3y3HPPYTKZkCSJRx55hL6+viWJGkmKkZaeRiGVHnUgo5DKyLAXSboEheLlSV86nV5y0vbSSy8xOjrK4cOHV/7GcsjhGDB7ICGTFD6fj56eHiwWC1VVVa840bAUstmssKzIK5RyPk0oFCIWi1FQUMDExARms3nBa3VkZASFQjFnUlZRUcH09DSjo6OsWbPmuAYMWq2W5uZmoaxpaWl5RYPvZjc/vdpEjUKhoLCwULTWRCIRobQZGxsTq7AyaSPLnJVKpZA+y8/zeDzU1tauuD55NlQq1aIqDnmSJ1e9T0xMiADU8vLyFa2uyyvLfX199Pf3k8lkqKmpYc2aNYuel6sBubVpeHiY/v5+WlpaqK+vF7kx8qrlYigpKaG0tBSn08nU1JRQ0kxPT2M2m5mcnMTpdAqiRpIkRkdHRVZLQ0ODuHZ0Oh0qlYpwODznNVeiqJFzsuQWJVjcnpROp9mzZw9FRUWsWbNm2ccsFouRyWSWvFZkksbtdmO1Whdtk9Lr9ahUKoLBIGq1muHhYbLZrCBufD4fw8PD2Gw2mpqaxLGSicvJyUksFguRSESokRZTlc2+z8jE7ErvWzK5bbfbcblcRKNRUW2/XIRCIXw+n1DxaTQaYSNcLUuVbK0MBAIEg0GRcWQ0GikrKxOqpSOhVCp57rnnAPjcjdv40R17GBsNYDBqMRpnnh8OJwkFk5hM+Xx2x7YcSbNCjI2NEY/HaW1tfcVJkXA4jNvtZnp6GkmSMBqNVFdXYzKZXvWwWTmPKhQKCSu2vE9TU1MiA2z2feC1CHmxxuv14vf7yWaz5OfnU1VVdUIWK14vkKQ0WclGVhpHIoMCE2pl25w5Zw6vDnKKmuPAwMAA69evx+FwLDjISiaTfPnLX2b37t0kEglOO+00fvKTn2AwGHA4H+XjH/8Yw7YIkgQ3fO48rn7fFgCefNLGZz75BxQKOHd7Mw89eIg//Oly1q/9V1qarua9730v//jHP1i7di07d+7kyiuvJBgMEo/Hectb3sK3v/1t+vr6eMtb3oLT6aS1tZUvfelLogUghxxOBOLxOMPDw6LtpLq6GqVSKewSU1NTKJVKkbfxag585MpiOevAYDBQUVFBYWGhCOgbGhoikUiwadMmJicnF1QQyAOk+vp6zGbznMfC4TB9fX2UlpYuK4D1aJAnZRaLZcmV+hOBAwcOCPvayYpYLCaUNnKmjk6nE2HEsyd5Pp8Ph8NBKpXCarWKXJaVore3VwQ2LoXR0VHcbjelpaWihamoqIjy8vIlJ/SpVAqv1ztnZbe4uFgEL8sWpNUOSz4SgUAAm80mJPUqlYrBwUHC4TCNjY1LNgRNTU0xNDREJpPBarWSyWRIp9OsWbOG6elpRkZGRJi3rMaoqKhY0PIwMDBAKpWaswgiSRJ79+4lnU5TUFBAV1fXgvsRDod56qmnSCaTvOUtb8FutzM9Pc26desWPHb9/f389re/Zfv27Zx99tnLPlZut5uxsTG6uroWzEPw+/309/eL86GlpWXJ4zc4OMjo6Kg4hxsbG+eQfPJKelFREU1NTeK9JBIJ9u7dSzwep7CwEJ1OR01NzVEtG7KC7sjtrRRer5fR0VE0Gg1NTU1LKirj8Therxefz0cymRQh2LJtYTXO7Wg0KsiZSCQCzBBLMqG6VO7VYkilMnQfdvPo34cYd4SQJKisMnL+BfWsPa0Mrfa1r2pYTcgqu9lKsBONbDaLz+djamqKWCyGSqUSWXMnSwhvNBrFZrORSqWoq6ubM9aYmJjA6XRiMplOymas1UIsFhP3iFQqhVqtFveI41lseb1DkiTS2edJS39DkgKAElCAIgOo/i8n9S0oFDn72IlETlFzgvDSSy/R0tKyqBf729/+NkVFRTz//PMAfOELX+Cb3/wmO3fu5IbP/AednVZ++/tPMDER4MzTv8v6DdU0t1h531X38pP/fgfbzmrgL4/08eM7niCdlIgnHcDMQEreZjwe56GHHsJgMJBKpbjooov4y1/+wsUXX8ydd97Jjh07yJFtOZxoeDweEUx5ZLXrsdZ5nwik02mmpqaYmpoik8lQWFhIRUXFnMmybNPQ6/X885//5MCBA1RVVQlVjTyYj8fjjI+PU1RUNI+kgZmV+tLSUqampiguLj5uNUpJSQnxeJyJiQny8/MpKys7ru2tBDqd7hUJFD4e6HQ6dDodFRUVJBIJQdrItd95eXlCaVNSUkJRUZFQekxPT1NdXb3g57gUllLUzIZGo0GhUFBTU0NlZSVut5upqSn6+vooKCigrKxszqptKBTC7Xbj9/sXXdmNx+Miv8bj8YjHTwSKiopoaWlhcHCQvr4+WltbaWpqYmBggKGhIZqbmxe9li0Wi2hSC4VCWCwWPB4PExMTVFZWMjk5ic1mQ6vVkslkaGxsXPQ71WAw4HQ65+QlKRQKVCoVqVRq0c8ik8kINUptbS1KpZJwOLwoCZDNZnn++efR6XRs2LBhRccqHA6j0WgWJGkCgQD9/f1MTU1RXl5Oa2vrkvfAVColjlV1dTUtLS3zyASz2SyUSENDQzQ2NpLNZnG73QQCAVFpXl9fv6xJXFFREbW1tYyNjWG326mtrV3R+5+9XzqdDpvNRl9fH7W1tXOur3Q6jc/nw+v1intLYWEhVVVVq2JbyGazwiYp5/zATNV7ZWUlRUVFx23H1WhUrFtfzrr1S+c15XB0xGIxoQo5Wv7VaiAej+N2u/F6vWQyGXQ6HXV1dZSUlJxUihSv18vY2BhqtZr29vY556zdbmdqagqz2UxdXd1rjqQ58h4hK2otFgtFRUWvuff7SkOSJFLZ/yWdfRQFFpSK6iMez5BhL/HMGPmqj+TUNa8SckTNKqK7u5urrrqKaDTKJZdcwjPPPEMwGOT3v/89MLPCtW7dOgD+8dhe/vNb/wJARUURF1/cwe5dA2SzEvn5ajZtriIei3PuG2ooLMwjHAnjHHeSTCY5/fTT2b9/PxqNhlQqxa233srevXuBmdW85557ju3bty9rApFDDseDTCYjGkbksMXFpKcrqfNebaRSKVwuF263m2w2S3FxMeXl5UsO1KuqqtiyZQt79uxBo9GIBis5HHYhy9NC2/D7/YyOjtLR0XHcA8DKykoxQc/Pz3/F2jD0er0Ihz4VBkd5eXmijSmVShEIBESlqsvlQqPRzCFt7HY7IyMjoh1quSupSqVyWSHBso1CzpSR80G8Xi8ul4uhoSHUajUajYZMJiPCEEtLS7FYLAvuT35+Ps3NzQSDQex2OzabDaPRSE1NzQmpiTUajbS2tjIwMEBfXx8tLS00NzfT39+PzWajpaVlQTJSqVQK+5NarWZ6elq0xJnNZvR6Pfv27aO2tpZNmzYteU3K249EInMIDo1GQzQaXfQ7b2xsjFQqhcViwWAwkE6nicfjixJzTqeT0dFRNm/evOLVWpkAOhKBQIC+vj5cLhcVFRW0tbUtqW4JhUIMDw8DM1bK2STxkbBYLGSzWex2Oy+99JKoYG5tbcXv95NMJld03VqtVhKJBC6XS1xLxwI5rH1oaIiRkRHC4TBGoxGfzzcnd6a6unpVcmeSyeQcS5MkSSJ4XFbN5KwRJx8ymQw2mw2VSkVDQ8MJ+45ZKIC9uLgYq9X6qtt6j4QkSTgcDqampjAajXMshLMtoqul2D1ZIAc4e71eAoGAuEcca4vhauKSSy7h8ssv56Mf/eic/W1qauLuu+/mDW94w7y/ueaaa9i8eTOf/OQnuemmmwiHw3znO99ZtX168MEHeeKJJ7j11lsXfPyBBx6gsrKSrVu3znssIx38P5KmaqbM5ggoFCp+ca+dRx75E7/6bSF5yg8v+9r0er289a1vJRqNcvXVV6PRaLjqqqsWzYOTsX37dnbs2MGll166Ks97LSBH1BwHNmzYwMDAAH6/H5PJRGdnJ/v27eOOO+7ghRdeQJIkfvzjH3P++ecv8NdKILvgdlUqlbBYSMwMdI1GHWWl61Cr1dTV1Qn5+3/913/h9Xr52c9+hlarZefOnYyPj3P48GEGBweJRqMcPHgQjUaz4D95ciCv+OaQw3IRDocZHh4mlUqJauvlrtguVee9mpAnGx6PB2DF+SANDQ0iAyUQCLB3717e+MY34vV6RVDyUgN/ub52YGCAycnJVWmwqK+vJ5FIiCaoEzEpPxJ6vR5JkojFYid1KPRC0Gg0WCwWLBYLmUxGhIbKliKVSkVRURFqtZpgMChqeJdzPqpUKrLZhe/jszG7olv+v1KpxGq1CtWBzWYTOUAtLS20tLQsq1q1sLCQzs5OPB4PTqeT7u5urFYrlZWVqz6oLSgoEGSNnFnT0tIick1aW1sXPD9KS0uZnJwkLy9PZLgolUr27NmDXq/HZDJhMBiOei7Loa7hcHgeUZPNZpEkiWw2O+dz8/l8+Hw+KioqmJycJD8/XwRPLkSUSJLEc889h0ajWXH1cTKZJJlMziM2AoEAvb29uFwuqqqqjhrMPTk5yfj4OPn5+axbt46BgQGhRloMRqNR2E/LysrYtm0bBoNB2El8Pt+SeUJHorq6mmQyicPhQKvVHnOLk1qtpry8HJ/Px1NPPUVeXh719fWUl5cfd+6MJElEIhFBzsRiMWCGqLVareK8yo1tTm6Mjo6STCZpbW09IRNxWZnmdrsFWS4Hyp9MmXkylgrlliSJoaEh/H7/ohbRUxHRaFRYm9LpNBqNhtLSUqHMOxlw3XXXcdttt80hanbt2oVSqeTcc899Vfbpsssu47LLLlvwsUwmwwMPPMDmzZvnETUzaprHUGBakKSZ++Q8stlBJKUTBVXL2q9HH32U4uJinn76aWBm3HrhhRcelahZbRwty/VUwMmj7zsF0dLSwuWXX86HPvQhAoGA+L3sf77sssv47ne/KwYPoVCInp4eAC688I3cfVc3kpRgcjLIX/7Sw/bzWmhtKyUaTfH0U0MAPPzgQfz+GCq1liLjGWJwX1tbS1NTExqNhvb2drZt24bVauWpp57CbDbT0NCA1WpFrVZjMBhQqVQkEgmmp6fFauHg4CC9vb0cPHiQvXv3sn//frq7u+nv72d4eBiHw4HL5cLn8xEKhYjH46TT6Vf4KOdwskGSJJxOJ319fSgUCtra2igvL1/RYFiu8+7q6qK4uJjJyUkOHTqEz+dblX2Mx+OMjIxw+PBhPB4PFouFNWvWUF9fvyLfuWzbKi4upqmpCa/Xy65duxgeHhZqjKNBbiGYnJwU94LjgVKppLm5WeSEyJL+E4nZgcKnMuTw28bGRtatW0dzczMmk4lgMEggECCTyRAKhejt7WX//v34/f5Ft+X1xjh4wMfzz7l49mkHU67Ios+dTdTAyyHWPT099PX1kc1m2bx5M29605vo6uoiHo9z+PBhxsbGRAvNUlAoFFitVtasWUNpaSkej4dDhw4JFdRqQq/X09bWBkBfX5+YYKlUKgYGBojH4/P+Rl58iEQimM1mQqGQIBDUajVnnXWWOCZLQalUotPpBNEiQ61Wi/c5W1WTSCTmBExLkoROpyMUCqFUKhcklTweD4ODg7S0tKzYCifv12wSJhAI0NPTw+TkJFVVVbS3ty8ZYDw4OMj4+DglJSWCiDUajYRCoQX/JpPJYLfbRfPchg0bKCkpEcdSVi2Nj48vi1Scjfr6egoKChgZGRHjmuVCtoYePHiQgYEB8vLy6OzspKysDLVaPS83arnIZDIir+vAgQNCpaRWq6murmbNmjV0dXWJPJ4cSXNyQw7vraysXHVVSygUYmhoiIMHD+J0OkWLXFdXF+Xl5SflBC4SidDT00M0GqWhoYHq6mpxDmezWQYHB/H7/cJGeypDVjp3d3fT09OD2+3GaDTS3NzM2rVrqa6uPmlIGoDLL7+cwcFBMY8DuPvuu7n22mu58cYb6erqoqurix07dhzV0XDw4EFOO+00du/ezdTUFBdeeCFr165l7dq13HDDDQBs27aNPXv2APDxj39chNqn02kREn/PPfdwxRVXADOk0Wmnnca1117L+vXrefjhh3nwwQe55ZZbWL9+PT//+c/p6+tj27ZtrF+/hk3rdnL7d2eiMZLJNF/8/J/YtP5bbN14K+++4i6xr6FQnPdf/TBdXds466yzmJycFO/hnHPOYePGjXR2dnL77bcD8Pjjj3PjjTfy1FNPsX79er7+9a/jdDq54oorWL9+Pd3d3fzpT39i7dq1rF+/nq6uLnbt2jXvGAWDQf71X/+VrVu3ctppp/HpT396znHdvXs3Z599No2NjXzxi18Uv9++fTuf+cxnOOOMMwSJ9a1vfYutW7eyceNG3vrWt4r3cCrg5LtLnWK45557+MY3viFqV4uLi6msrOSLX/wia9eu5aabbmLLli0olUoUCgVf+9rX6Ojo4Ac/uIMPffgdbNn4HZDU/MfOS+lcMxOedu///AvXf+L3KBRw9rlNWEv1lJjOQqGYP6i8/vrrede73kVXVxfV1dVccMEF5OXliQpLrVZLQ0PDnL+RJIlUKkU6nSaVSi34T65+XWhgp1AollTmzP6XGyS9tpBIJBgeHhYTLjnv4Vih0WhoaGigtLSUsbExhoeHcbvd1NTUHJNyIxqNMjk5yfT0tLBclJWVHZfcvbS0FJfLRUFBAR0dHezevZuKigqampqWvY3q6moCgQAjIyO0t7cf93Wh0WhEQ4vNZqO1tfWE+urz8vJQKpWrQjSdLJhtiZAreuVcG7/fj81mY3h4mKqqKrq6uoQFxjUZ5oE/9rHvpUkikSixaJQ9z8VBgs41Vt72jnZq6+Za0uTzLxAIEA6H8fl8IhehtraWkpISkblSWlpKPB4XSjC3201xcTFlZWVHteGo1WpqamqwWq0iD0q+nlbTJpefn09bW5tQ1jQ3NwtlTX9/P+3t7fPUQGVlZUxNTYn3FgwGxUqx0Wic06621Lksq0Rm2/BkRQ0gmoIkSRLWoYaGBkE06HQ6cT0vdB3KatiFpOJHQzgcRqVSiclFIBCgu7sbl8tFbW3tvIyJ2YhEIgwNDZFKpeYFl8t2IbmRTobH42F8fJx0Oj1HRSUHjMrWzOrqavr7+4XtarmQSeHe3l4GBwdpb29f0qa6nNyZWCw2J7dmKZWQjHg8LpRwkUgESZJQq9VzLE2vhzri1xqi0Sh2u10Eq68GMpmMUEvG43FhIbVarSfcYn288Hg8jI2NodFoaGtrm3OvyGQyIsB9ofKCUwXZbHaOtQlmlJJHfg+ejNBqtVx99dXcfffdfPvb3yYUCvHAAw9w4403sm/fPhFBcckll/DTn/6Uj33sYwtu59FHH+WGG27gN7/5DZ2dnXzve9+jqamJRx99FIDp6WkALrjgAh577DG2bNnCk08+iU6nY2JigpGRETo6OhYcDxw+fJj//u//Ztu2bcCMYGDjxo189KMfJZPJ8LnPfY43velNfPqGi0D9a6a9hYTCIW695R/090/yyF8/iNlSjH/65bHeiy/Yef7Fj1NTV8+nPrqfH/7wh+zcuZP6+noeffRR8vLyCIfDbN26lYsuuojzzjuPm2++mYcfflhEf9x99938/ve/F2H/V155JT/96U/Ztm0bmUxmwYWAz372s7zhDW/gzjvvJJvNcvXVV3PXXXfxoQ99CJixNP/zn/8kFArR1NTEBz/4QVHsMDQ0xJNPPolareYXv/gFNpuNZ599FqVSyU9+8hM+97nP8ctf/nLlJ8GrgBxRc5zQarV84xvf4Bvf+MaCj+/cuZOdO3fO+31ZWRl/euCfJLO/IpPdi4KXpdLrN1Tzwr7PI0lJdu3ew58fzqe+5ipgpgp4Nurq6kSw8JHYvn37gkHCCoUCrVa7LFl9JpOZQ+AcSe4kEgnC4fCiShuVSrUs29XJuLKRw1z4fD7GxsYAlgz8PBbIJIg88VhpnXc4HGZiYoJgMIhKpRLNUqtxXskDvYmJCdEiZDAYhNphtix5MajVampraxkaGmJqampVgoD1ej0NDQ3YbDZGR0fnEbKrDb1ef8orahaDTBbIGS9y7bfNZmNwcJDBwUFqa2vR68q5565+FAolVdVGYlEVwaBEeXkhEjA8PM23vvkUn77hdFrbZgbS8sDUbrczOTlJRUUFJSUlWK3WRYmX/Px86urqqKysZGpqSqw6z64PXgqz86AcDgeDg4MUFhau6gplXl4ebW1t9Pf3Mzg4SFNTE62trYKsaWtrm0OQajQadDode/fuFUHiJSUlJBIJJiYmqKqqor+/H4/Hs6Q82mAwMDU1RTQaFcdPJmay2awgbCYmJoQ9UavV4vF4xCJDNBpdkLCQ1S/V1dXHtFo9O6A4EAhw+PBhpqamqK2tpaOjY9Fj73K5GB8fR6vVLkjmyBatYDBIfn6+qNuORCIYDIZ5xHZFRQWSJDExMYFCoaC2tlYoFy0Wy4qIazlcvbe3l4GBAdrb2+fcV2dPvJaTO6PT6Whvb2d4eJjR0VEikQi1tbVz7qFyBa9saZJVZTqdjvLychEEnFsIOnUh59JoNJpVaROMxWIiHDibzaLX66mvr6e4uPikCgdeCJIkYbfbcbvdFBYW0tDQMOcaS6VSQq242mOvVwqRSERYmzKZDFqtlvLycsxm80nTrrUcXHfddVx88cV885vf5De/+Q1nnXUW+/bt45prrhFzqmuvvZY//vGPCxI1f/vb3/jLX/7C3/72N/Edc8YZZ/C9732PG2+8kTe84Q1cdNFFSJLE9u3b+c///E/e+c53YjKZOPPMM3nwwQcZGRlh69atOJ1OfD4fkUgEm82Gw+Ggrq6OwsJCDhw4IEhLh8PBwYMHgRmV5A9+8AMmXYc478IoW7euJRxK8de/9PLvX70ApUpCkiQslpfVbdvObKC6xgRInHHGGfz9738HZojWj33sY+zfvx+lUonT6WT//v10dHQc9Tief/753HDDDbzzne/kkksuWbCt8cEHH+T555/ntttuE69XXf1y4PG73vUuseDW0dEhsvIArrrqKnENPfjgg7zwwgts3LgRmFlQeKXyHVcDudnxqwiFQoVWeSVpKklJu5AkN6Dg/vsPccf3XySbBZ3OxH2/vB+V6tW5kalUKlQq1VFvpJIkLarQkX+/HJXOYsqc2Y+d7F+6rzVkMhnGxsbw+XwYDAYx8TkRsFgsFBcXizrv6enpJeu8g8EgExMThMNh1Go1VVVVWK3WVV+VkRU/4+Pj1NfXYzKZKCoqwuVyzZkMLgW5Jlqu0lyN1T2TyURVVZXIsziRlaZ6vf6o1pQThfr6eh5++OE5X+abN2/mO9/5Dtu3b1/V1xoZGWHz5s2iSUnOrbHZxvj9bw6i0+spKy0kEpHIZmbuZZIkcf+fbsFme5H8fCO//QOUlen51Kc+yRlnnEE6nUahUGCxWDjttNO48MILlxWEp9FoqKqqory8HI/Hw9TUFIODg+h0OsrKyigpKVl0siqH7b3lLW/B7XbjdDoFAbpa+TXyyu/AwACDg4M0NDTQ0tJCf38/AwMDczInPB4PgUAAhUJBWVkZBoOB8fFxNBqNaC4xGo1MTExgsVgWvc/L9ohwOCyIGrVajVKpJPP/2TvrMLmqw/1/xt3W3SXZKMSw4FagFLcSrEBLafEKWmihuBX/0SbQFqcULd+2eBICJIFANrbuO7s7s+Mu9/fH9p7uJrvxhITO+zzzJLsje2fmyjnveSWVIpVKCeI2Oztb2BMjkQg6nU6s3I2XT7Nq1Sqi0Sjz5s3bZhIgmUwSiUTIysrC5/PR2NjI4OAgFRUVTJ48edxraCqVoqOjQ+TcVVRUjHvu0ul0aLVaPB4PkUgEl8sl1IgT2S+LioqQJAmn04lCoRDB5vI5bFug0+morq4eExwdCoUYHh7G4/EIFZO8T26JDFSr1dTU1NDX1ycsoaWlpUQiEREELGcNjSYnd9V1J4Pdj46ODhKJBPX19dt9LpIkCY/Hw9DQEMFgUNS6b44E39MwOo+moKCAoqKiMeeeeDxOU1MTiURis+16eyLi8bggZ6LRKEqlErvdLs71eyPROmPGDIqKinj33XdZtGgRV111FS+++KK4f/SCQSQSIZFIEI1G8Xg8hMNhysrK2LBhA++++y5HHHEE6XSanJwcXnrpJZYsWcIjjzzCzTffzB//+EdMJhMrV65k4cKFTJkyhZqaGt588016e3v5yU9+Isa+yWSSWCxGOp3GZDJhMBjE3M1oNOJwOCgvL0elUlFbW8spp5zCBx/+jaeffILXXxvkmT8vQK0ecYTk5uRu8p51ejWSIoSKSahU/12Yv+GGGygoKOCZZ55BrVZz9NFHj2t9Hg8PPvggq1ev5oMPPuD000/nmmuuEUqZ0Z/l66+/TlVV1bivMfqaKgfoyxhto5QkiZtuuomLLrpoq7ZtT0OGqPmWoVCo0KgORy0dRFpqIS0NcdEFJ3DxhVkoFXUoFHu2VFPGaDvUlpBKpTZru0okEoTD4QmzNzZW6UxE7mRUOjuOUChEe3s78XicoqKibc6i2R5sTZ231+ulv7+fcDiMVqultLR0s5O7nbFN0WiUUCjE/vvvT1dXFzqdjsrKSjo7O1m3bh2VlZVbHESVlZWxZs0aOjs7qaur2ynbVlBQQCQSoa+vD71ev8tW2wwGA+l0mlgstsdLyHcmrFYr++23H36fDY1mOUbDiE0qHo8TT8QJh8LodDrSqTQHzz+HfWYeT1uLi3n725kzJx+LxUJubi5Wq3W7g+1UKhX5+fnk5eUxPDzMwMAAHR0d9Pb2imrvib4ThUJBXl4eWVlZ9PX1MTQ0xPDwMEVFReTm5u7w8axWq0XAcFtbGxUVFdTU1NDc3ExzczO1tbWCeM3OziYnJ4dAIEB5ebkYvMJI1WxxcTHr168X9dXjQaPRoNVqx0ilNRqNGKjF43FRxz66DSUajYp8G4VCsclELhwO09jYSH5+/oQDw81BzqdJpVIiH6iqqorJkyeP+92Ew2Ha2tqIx+OUlJRsVmUn25XXrl1LTU2NCLveEiFdXFxMOp1mcHBQEGROp3O7JrJms5nCwkJWrVpFW1sbeXl5YmKcnZ29zaG9CoVC5EOtWbOGr776SlTMZ2dnY7PZsFgsmYWZ7yAGBgbwer2UlJRsF6ESj8eFLTSZTKLT6SgpKSE7O3uvGvcFg0Ha2tpIpVLjKmWi0SjNzc2kUqkJW/X2NKTTaTweD263W+RqWSwWCgoKsNvte7S1SSb6U6kU6XR6zM+jbyeddBLXX389vb291NfX09DQwGOPPUZdXR2SJPHYY49x+OGHs3btWvx+P4ODgyIA2uFw8NBDD3HFFVcwPDzM8ccfT19fH0VFRZx66qkcfPDBHHLIISJDaebMmTz33HMsWrSIWbNmcffdd+N2uzn33HMxGAysXr0am81GQ0MDg4OD6HS6Mdev/Px8QQYBtLS0UFVVRXX1L6mp6+THF78MwHHHN/DIHz5m7rxytFo1Llfwv6oaCZCSqFVzgQ/Ea3u9XqZPn45araaxsZHFixdzzjnnjPvZWq3WMVmuGzZsEJk8wWCQ5cuXb0LUnHjiidx111088cQTqFQqXC4XgUBgm9XjJ554Ig8//DAnn3wyDoeDWCzG+vXrRQvzno6954z2HYdCoUWlaGDPPYXtPMhM75YmexurdMYjd7ak0tkciTP658xgcCzkldj+/n40Gg11dXW7fZCwcZ13U1MTCoUClUpFKpVCp9NRXl5Odnb2LiePnE4nBoOBoqIigsEgWVlZDA4OMm3aNFE/29zcTGFhIYWFhRNuj0ajoaSkhM7OToaGhsbkUOwIysvLicfjdHR0oNPpdkkz0+hA4T2NqPH7/VxzzTV88803RKNRDjvsMB544AG+/PJLLrzwQhobG8VjZ8yYwRNPPMEBBxzAwoULefjhh4ERG+vbb7895nVjsRjnnXcexcXFWIzfp6q6EIUiQTAYRJIkdFodsWgMf8BPKBTC2e+kK6sLnUHHmsYIF186BYNBx9q1aznnnHMIBALMmTNnzKrTxmqh0T9fd911fPzxx8TjcXJycli4cCHl5eUEAgHmz5/PSSedxNKlSzn11FM54ogj+PWvf00oFGLatGmbrGzJ9rvc3Fx6enqE1L6kpGSHZcAqlYq6ujpaWlro6OgQYfdNTU28//77ZGVlUVhYSHFxMdFolLVr1+JyuaioqGDdunXC6hKLxbDZbIJMmGhQbzabx4TryufwWCxGZ2cnAPX19eL56XSaaDSKw+EgEAhgNBo3OeevXbsWr9fLcccdt12TiWAwSDAYpLW1FZfLRXV1NZMnTx5XBTI0NER3d/dWnVuDwSBdXV14vd4tqmjGQ2lpKZIkMTAwQG5uLhqNho6OLhTk8MVnvXi8UXQ6FVOn5bHvrELM5rHbu3HujEqlIhQKodVqmTJlyjZdO+WwbtnSJC/G1NbW4vF4xhCSGXw3EQqF6O3txW63b7MF2O/3MzQ0JELebTYbeXl5e5XKRIZ8DtBqtdTW1m6iQguHwzQ3NwNM2Ka3JyEQCOB2u/F4PKTTaXQ6HUVFRWRlZe3y8cLWkCtbc9/WQKVScfjhh3PHHXdwxhlnYDAYOO+883A6nSxYsACFQiHCbLVaLVarlfz8fKZMmUJ+fj6hUIjjjz+eWbNmccwxx5Cbm4skSVx99dWiRfKpp56iuHikXenYY4/lrrvu4tBDDxWKmKqqqq22MC9YsIALLriAV155hWuuuYaenh6ee+65keuSIsI9D8xHktJc98sjufnGt5k3+z60GhVVNTm88NKFIy+iiKNUlKFgbA38TTfdxIIFC/jTn/5EXV3dZpuvrrjiCi688EKMRiPPP/88N954I83NzSJY/k9/+tMmz3nooYf45S9/yYwZM1AoFOh0Oh566KFtJmoWLFiAy+US9enpdJqf/vSnew1Ro9hcI8Ts2bOl8TJOMshgT0M6nd6s7Wr0bTyoVKrN2q5kcketVu+Vcs1tQTwep729XRASZWVl3+oqiCRJuFwu1qxZQ29vLzqdjkmTJjF58uTdsl2RSIR169bhcDjQarU4nU6qq6tpbW0lPz+fkpIS0uk0XV1duN3ucT3mG6OpqYlwOExDQ8NOk/Mnk0kx6Z08efIOBSiPB0mS+Oqrr0Rd6O6E3NY1Wura1NTEP/7xDw499FAuvvhiDjnkEBYsWCBC5w4//HAuueQS9ttvP+6++24OOeQQFi9ezBVXXMFXX33FRx99xMUXX8ySJUsoKCgQ9jmn08ns2bNpamrilFNO4ZRTTuGyyy7n5z99V4QEJ5NJ/D4//oAfl8uF2WRm2efP0t+/Fr3eAgoFqaTEk08+xNHHHMqRRx7Jeeedx0EHHUQsFmP+/Pm88cYbnHDCCZslauTGMoA//vGPvPfee7z44ot0dHRQWVnJiy++yPe//30GBgY47rjjOOusszj//PPp7Ozk8MMPF39jPMgEqEyOlJSU7HBWQDqdpq2tDZ/PR3Z2Nr29vXR0dFBbW8ucOXPEubOlpUUQSgMDA/T19YnBfWVlJU1NTZutnh0aGqKrq4upU6ei0+mIx+N89dVX9PX1YTabmTp16hgbYDgcZt26dVRUVNDZ2UleXt4Yr3ssFuPPf/4z8XicSy65ZLuOyeXLl9PU1CQI5vECldPptKjK3tJ5IpFI0NPTw/DwMFqtlvz8fLq7u7eovpkInZ2duFwunP0J/vZKG6DHajWi1alIpyVCgQRKlYLjT6jl6GOrCAT8m+TOyCUF/f39DA0NbRJ6PB5isZggZgKBAJIkoVKpsFqt2O12rFYrarWaVCpFe3u72Hd2NKg+gz0P8jVKoVBs9fU7lUoJ9UwsFkOtVpOTk0Nubu5eaYVLp9N0d3fjcrmw2WxUVlZu8jkEg0FaWlrExHxPzXCJxWK43W7cbjfxeByVSjVGYbclbIlE2VriZWugUqlQKpVioXjj20T3bfz77xJGKrr/RjL9KQoKUCi0G92fRlIMocCETvVTlIqtXyDIYNugUChWSpI0e7z7MoqaDL4TUCqV6HS6rVLpbByQvDGxE4lE8Pv9E14AtsZ2tbeqdDweD52dnUiS9K03C8h1vU6nk0QiQUFBAVOmTBGtOWvWrBGBlbsKcnOM3KYDMDg4iNfrJTs7m6GhIdEqVVFRIUKG165dS1VV1YSDlfLyctauXUtXVxc1NTU7ZVvl3Ae5oaW+vn6n7oMKhQK9Xv+tBQqPbgyAkYwaGZsLnbviiit4/PHHOeSQQ3jssce4/PLLAXjnnXc477zzhMVm9HcVjUY56KCDuO222zj99NOJx1PAfwlatVpNVnYWiUQCnVaHUjUymJs751TmzT0ZFNDbE6CwqIRvvvmG1atXs99+++H1etlvv/2YNm3aVr3nd999l8cee2zcwHa9Xs8ZZ5yBQqEgOzubtrY2LrjgApElVVdXt9nvSm7LGRwcpL+/n7Vr14rmoO0dkCqVSqqrq/nmm2/49NNPyc3N5cADD8TtdtPe3k5lZSUKhYKCggI2bNiAy+WioKAAj8dDIBAgGo0KefjAwMCEgeCjc2p0Oh0ajYZUKkV/fz/Tpk3bxDYlq4tSqRSSJG2ST9PW1sbAwACHHXbYNk/+XnnlFX73u9/h8XhIJBLsu+++vPHGG5sQpZFIhLa2NqLRKCeddBLvvvvuuO9NkiQGBwfp6+tDkiQKCwtJp9OceeaZPProoxx66KF8+eWX466oyrlE45Fz5eXltLZ4eXZRI1qdRE62jty8/wbyZmUZCAWj/PUvK2lc3cThR+Wj1WqJx+McdNBBTJ06lXQ6jVar5eGHHyY/P5+uri7uvfdeZs2axZlnnim2PxgMCnImGo3y1ltv8emnn7Jw4UJsNtu4NimVSkVNTY1orIpEIlRXV2/2+/joo4+47rrrxi1NyGDPg5xLM2nSpC2eY8LhsLBpptNpzGYzRUVFOByOvXaxLB6P09bWRigUmlB96/f7aW1tFUqbPY2MGk2cyVlSJpNJlCzI6kiv17tF4mVrMB6BotVqt5l4yWBTKBQKNMpTUJBNQnofSYoCWkABigQoJFSKyWiUp6BU2L/lrf3fRYaoyeB/CrIdSq1Wb1E6OFqlM1GmTjgcJplMMp4yTalUbpXtak9Q6Yxe5TGZTFRWVn5r9pZUKsXQ0BADAwMkk0ksFgsVFRVC3pybm7vT6ry3hP7+fjFhkCdVubm5DA4OUlNTw/DwMP39/ZSVlQEjYchGo5G2tjaampooLi4ed/VblgXLK+Y7i2wyGAxUVVUJC8r2ZG1sDkajEb/fv1Nfc2dgc6Fzp59+Otdffz1fffUVH374IQsXLtzi62m1Wvbbbz/efPNNTjnlFDQaJRarlkgkgcEwMgFPJpKkpTRl5WWYTCa+/EoLCgXBUJBkIk0ymSQ/30EqNVIDLRMJK1euJBaL4fV6icfjqNXqMdZNmVTo7Ozk6quvZvny5VRWVvLpp5+O8X+PVy9dWlpKcXExQ0NDpNNpESAs5wNs/Hg5tyQ7O5u+vj4GBwdFfk1OTs52nZcGBwdJJBKiTlzOnOrp6UGpVApC02w2CztORUUF69evJxqNMjQ0RGVlJR6PB6fTOUb5IkMOSwwGg4JMHhwcJJVKjdvCFolEUCgUguwaTcolEglWrFiBxWJh+vTp2/Re+/v7ueyyy3jggQdwOp0ceOCBaLXaTUgat9tNV1eXsIhNNHHw+/10d3cTjUax2WwUFhaKDI8PP/yQrq4unn/++e1aYY9EErz1ppPcXAupVIRAcMQCptFpiEfjRCIRUqkUWVlKVq3yc/ChDcyaNaJAstvtrFq1CoAnnniCiy++mDVr1rBhwwbOPvtsqqurRd2uvMghN6nl5uZSXFwsWse2hMLCQoxGI+3t7WOyv7Y33ymD3YtYLMngQIhkSsJk1Agy0Ol04vP5RtrzJrhWy/kmQ0NDhEIhlEqlaMjb060/W0IgEKCtrY10Ok11dTV2u32Tx3g8Htrb2zEYDNTW1u70/X17rEHp9Mi1zO/3Mzw8jNfrRZIktFotNpsNu90uvje5VhomJli2hVxRKpXf+tj4uw6FQolGdRhq6QBS6XWk6QRSKHCgUk5Dqcj5tjfxfx6Zq14GGUyArVXpAOMSOaN/tzUqna1pvNoVKwNyqGUsFttixsquRDKZZGBggKGhIVKpFDabjYKCgnFVKTta5701CIfDOJ1OsrOzxwyq8vPzRV1ydna2UAXIK19Go5HJkyfT2dlJT08PwWBw3DaXvLw8PB4P3d3dQv6/MyDbWHp6ekRI3c6C0WjE7XaTSCR2urVqR7C50DmNRsNFF13EiSeeyA9/+EMx4D/++OO5+OKL+fGPf0x+fr6wPsHIsf+nP/2Jn/3sZ5x55pm88MILHHFkJXfcfh9KVZBjjv4xPr8PpUIpAk/VGjUmk5H8/Hw6O4fZ/4A8otEQyWSS6upqPv74Y6ZMmUJ7e7uooV69ejWFhYX8+9//pra2lk8//ZSBgQFgZNIuV5im02mefPLJCd+/1Wpl2rRpPP/885x77rl0d3fT0tJCbm4uqVSKtrY2dDqdIGU2VlqNzq/p7u6mq6tL5Ndsbf7DaPtfVlYW++67L729vQwODpKTk0NBQQFOpxOVSkVpaSmFhYU0NzfjdrvJyckhPz+fnp4eIpGICB4erVjbGGazWQT49vf3E4/HycvLG/ccGY1GRa21TPLI6Onpoaenh9mzZ4/bBLU5tLS0AIhw5Dlz5oxZAV+6dClXXXUVPp8PpVLJAw88IMigl19+mUsuuYT+/n6uuuoqTjzxRDweDyeeeCJnnHEGS5cuZdq0aTz88MP8/Oc/Z/ny5aRSKY466ih+//vfYzabWbt2LRdeeCHBYHCTXKL+/n5+/vOf09XVRSQS4cADj4PUfMrKcrn73lMpKprBwGAT+XlVHHn4Zeh0OixWC3q9Hp0+wqdLney3/6ZZALJqJxaLYTab+dnPfkZZWRk//vGP0Wg0PPXUUyxevBitVktVVRV///vf0Wg0+P1+zjzzTBobG7Hb7fztb3+joKCA1atX89Of/pRQKEQ0GuXSSy/lqquuYvLkyUKl43Q6iUajrFq1iptuuokXX3wRh8Ox0xvfMth+uN0RFn/SyUcfdJBIpAGJdBpKSq0cNL8Ag9FHTk7WuFa5WCwmqrWTySR6vZ7S0lKys7O/E2qIwcFBenp6RHvaeESry+Wis7MTs9lMTU3NmPe9o9ag7VWwyASNrJyRM7Wys7OxWq0TqloyBMveB4VCh1o1E5j5LW9JBhsjQ9RkkMFOwLaodDbXeJVMJolGoyQSiS2qdLZE7GzNhdLpdNLX1ycuwNs6UdkZSCQSOJ1OXC4X6XQah8NBQUHBVq2gjVfnvTPabCRJoqOjY4zlSYZGoyEnJ4ehoSFqa2txu9309/dTXl4uHqNSqaiqqhIDtHXr1lFVVTXmPSkUCsrLy1m3bh3d3d3bHJC2OeTn5xONRunv70ev1+80xc7oQOEdDaDdmdhS6NzFF1/MbbfdxmWXXSaec+ihh3L99ddz5JFHClL2rbfeEvcrFAoee+wxrrvuOk466SSefvqv+Hw95OWXEI1Eicfi2Gy2MaTHJ4ufZ/mKt0km0nz6mRm19jIWLFjAY489xpVXXsnw8DA1NTVMnToVk8mE3W7n5z//Ob/+9a/5f//v/7HffvtRXFxMOBxm7ty5nH766TQ0NJCTk8Nxxx3HJ598MuFn8Oc//5kLL7yQu+66i2nTpjFnzhxsNhtTpkzB5/PhdDrp6uqir69PqNI2JgcNBgN1dXV4vV56enpobm7GZrNRWlq6WcI6kUjQ2tpKKBSiqKhI5MOUlpaiUqno7+8XK+ODg4OoVCqKioowGo2CDC0sLMTr9QplRklJCZIkjVGsjYbZbMbn84kGuJycHMLh8LgTkkgkgsFgwO/3i8wfGFHvrVy5Ep1Ox8yZMyd8f+PB7/cTj8epqqrihhtuYO7cufT397NgwQKhUPrBD37APffcw7HHHkteXt6YAORwOMzSpUtZsWIFhx56KHPmzKGqqgqNRkMsFuOLL74A4Fe/+hXpdJrVq1fj8XiYM2cO8+bN44c//CELFizgiiuu4Pzzz+ezzz7jwAMPFK9/3nnncfPNN3PwwQcTj8epq5vNPjPMmC3TkYBUKs7+8y6joKCA/Px8lKr/7sdZWQaam9y4Xf+1zqXTaQKBAIsWLeKYY45h7dq1wAhpbjQaUavVvPnmm7hcLr7++mu0Wi0ul0s8f/ny5XzzzTeUlpZyySWX8Mgjj3DHHXdQUVHBe++9h06nIxgMMnfuXI455hgmT56MzWbjyy+/5IknnqCoqIg33niDN998k1WrVmEwGDjppJO26TvLYNego8PLIw9+TiSaJDfPiE43cl6RJAnvcJhH/7CMKVMd/Or6/yrWJEkS4cA+n0+0gOXm5n4r45BdgWQyKVS/FouFoqIi0R45mkBxOp309vaKY2nDhg07bBGSr2nbmseSSqVEeHgymcRkMlFYWCgWrDIETAYZ7F5kiJoMMtiNUCqVaLXarfIdy4TORMRONBodN7tCxnhEjvw7gN7eXiKRCDk5OZSVle12WXksFsPpdOJ2uwHIysqioKBgm2X9G9d5y202o+u8txVyRsLGK1syCgoKhH8+NzeXoaEhCgoKNpnM5uXlYTKZaGtrY/369ZSWlo5ZUTQYDBQWFtLX10dWVtZOJT/KysqIxWKiCWp7alA3hkxERiKR3UrUdHR0bPK70bkUFouFJ554YsLnf/jhh3zve9+jtrZ2zO9/9KMf8aMf/WiTx4+eYN53333i/xqdm9LiBfT3u7FYxrZrnXbKDUTCCZwDIc5dMI1DDq0Q9x122GF88803rFixApVKJVqLvF4vdXV1vPvuu8DIZPjKK69EkiS++eYbrr32Wm6//XaR6XHbbbcBI4HDo7cRoKGhgc8//3zc92+327Hb7QSDQQYGBujv72dgYIDs7Gzy8/M32W/tdjs2m42BgQGcTidr1qwhLy9v3ErocDhMa2sryWRy3IrZoqIilEolvb292Gw2EUarUqkoKCgYU1taUVFBNBrF5/MxNDSEw+HYRLEmw2QykUqlWLt2LVarlbKyMtauXbvJxEaulJfr5Ucr9AYGBmhra6Ourm6bGtj8fj/Lly/H4/GwaNEiGhsbaWpq4p133uHee+9l8eLFvPPOO1RVVXHqqaeKY2X0Z3PCCSewdu1aVCqVqKKWCa7zzjtPPO69997j4YcfRqFQkJWVxQknnMD777/P97//fRobG1mwYAHAmOyjUCjERx99JCxwyWQSt9vN0FArZWWTUSgUHLj/ySRTRobdw6I+XsZIu54SlytIMOTG6/UyefJkPB4P8Xic1157jfLycvF9VlZWolQqee2113j00UfFdzWaFDvwwAMF6b3ffvvx73//W+w/l112GV9//TVKpZK+vj6+/vprJk8e2c4f/vCH1NTU0Nvby2uvvcapp54qvsMf/ehH3H777Vv9ve2N2DhsXMZxxx3HI488QnV19Waf/+mnn3LppZei0Wh44IEHOOyww3bq9rldYf7w4OeoNUpKcsdebxUoSBOhoEBPT1eal15Yy7nnjYSku1wuYrEYGo2GwsJC1q5dy0EHHURdXR3JZJLs7GyeeuopJk2atNm/f+uttxIMBsecp7cXt956KzfccIMIt96RNqFYLCZsjLm5ueh0Otra2jb9/NxuhoeHsdvtIh9sW8iVnaFgkSQJn88nSHI5PLy0tJSsrKyM5TCDDL5FZI6+DDLYQyGrdLYESZK22HY1WqUTCATo7+8nnU5TUFCARqNh3bp1W7RdaTSanbKaEolEcDqdDA8Po1AohO1hRzNxNq7zbm5uxm63U1JSMu5rJ5Np1q0dYu3aIaLhJDaHnhkzC8jNHWn+ycnJmZCMkFU1LpeL+vp6XC4X/f39VFRUbPJY2abV3t5OV1cXwWCQ8vJyocSQw1S7urpoaGjYaVJvhUJBVVWVCBeeqCp4W6BSqdDpdN9aoPD24JhjjqG1tZU333xzh19r5cplfPhBI3959hv8PgXJVBCtRkUimSYWTWI2a7nk0n2ZO2/8Viyj0YhWq6WmpoZ0Oo3f79+kqlgmKiVJ+s/kegiVSiXIFqvVut0h0XI2TDQaZWBgQIRCOhwOkSkjQw79ldUhAwMDuN3uMfk1Ho9HKM/q6+snVMEVFBSgUqno6urCbDZjs9no6emhrKwMvV6P0+nE4XBgMpmEGszn84kJeV9f3ybHlslkYmBgAI1Gw4wZMxgeHhZh8aMxOkhY/gzkz3fVqlUolUr22Wefrf4MR5M0U6ZMobS0lGg0ylFHHcVNN91EXV0df/vb37BYLJhMpk3OIbFYTNg8c3NzqaurQ6fTjflON9eYIgf8js412hjhcBiFQsHChQuRJAmlUsmTj7dhsehQqxRIkkQslsSRZSUSjtDb24vBYECj1ojrxfCwh5aWJtKSB4vFwnvvvYfZbOaWW27h+uuv57PPPhPXA71eT0VFBel0GqfTOe42jSbgZVsFwA033EBBQQHPPPMMarWao48+eoyFy2w2C4VlOp0WCow9SdH3beAf//jHVj3uL3/5C+effz6/+MUvdsl2fPhhB7FYipzcTY/9YDA4ojy028jKUvPevzdQWBwmJ0eHxWKhuLhYqDSamppoaGgQBPyvfvUrrr76akFibw1GkybbQq7EYjFBhB955JFbVX08mjiR/y8rWCKRCENDQ9jtdiorK3E4HOOSK319fQDU19dTVla229Uq4XBYEEXJZBKNRkNeXh7Z2dlbXf+cQQYZ7FpkiJoMMtjLoVAotkqlI1fDxmIxamtrxerNaHInFottlUpnS7ar8QimcDhMf38/Xq8XpVJJfn7+hPkTOwK5zUZWDqxZs4b8/HwKCwtRKpVIksQXn/fy6svrCARiaLUqVCoF8USad99pQa+PcdwJJcycufngy4KCAlwuF263m9zcXAYGBiZUBKnVampra0WjSTgcpqqqCoPBICxQ69evp7e3d1ybx/ZivCaoHSWCjEbjXkXU/POf/9xprxWNRrHZ49x4y37Eoha++spJ0B/DYNIyY0YeDVNy0Wgm/nzlSTaMDPRl8gVGjg+ZtAmFQsDIhFY+PmQ5ulKpxGq14nA4sNls2/V96vV6ysvLKSoqYnBwUGQuyZPi0ZNgjUZDeXn5Jvk1arWaQCCA2WweE7Y9EXJzc1EqlXR0dGAymURDmtVqFTkIVquVoqIivF6vIHPtdjtut3uTY0sOY7bb7ZhMJmErkgkvGZFIRPxeboiCkZXs5uZmiouLt/qY8/v9fP755/h8PmFf+/jjj4Xi5+OPP8blcgnr2a233sqyZcvYf//9SSQSNDU1EYvFSKfT5Ofn09DQsMXJ2ZFHHsmf/vQnDjzwQILBIO+88w6XXXYZKpVqTC7Rp59+yurVq+nu7qawsJCZM2fy5z//mWuvvRZJkjAYvqS9NUJRSR4KBVisVooKi7BarbQ0t/DAg+dwykm3YjZnkUqlUSqVTG6oIJHIFblCAPfeey91dXW88cYbY6xHWVlZfO973+Opp55i3rx5QvU1WlUzHrxeL9OnT0etVtPY2MjixYvHhGbLsFqtnHLKKVx//fWcddZZVFRUsGjRoq363r6LGK202TiP6Oyzz+aGG27g3nvv5aWXXsJoNPLcc8+xbNkyJk+ezLnnnsv7779Pb28vd911F4ODgzz//PMMDw+zcOFCDj74YJLJJMcffzxut5tIJMLcuXN56qmn0Gq1PPPMMzz//PNYrTY+/OALTCYLPzzndiyWbL788l2+/ubfaHUm+vtb0emMnHj8r9BqzaRScdpbkxx88D5jiABZ9SVJkrAvzp49mzfeeEOEhD/yyCP87W9/A2Dq1KnceOON6PV6BgYGaG1tZc6cOQwNDVFVVcVvfvMbzGYziUSCxx9/nJUrV5JIJKipqeHGG2/EYrFw8803o9Fo6OjoIBwOM2vWLAAuvfRSlEolr7/+OllZWROqWiY6bkcT2hPl0UiSRGdnJ263m/z8/K0K2d5ZSCQS4loih6zb7XaRO5OxNmWQwZ6FDFGTQQb/AxhdDVtWVjZuM8poyCqdzeXphEIhEonEuCu7CoVCEDfxeByPx0MkEkGr1VJYWEhRUREGg2GXSWpHqwF6enqExaqkpISvvvTx0guN5OWbcGSNXZX1+/z090X526tOqmt81NRMnO2i1WpFmPDkyZMZGhqir69vs01LhYWFmM1mYYUqKysjOztbKAkGBgbIysra7Ir6tkKv14smqPb2dqqrq3doMGYwGPB4PKRSqe9E0OO2oLu7G6VSSVlZKRqNhoYpW2+XgZF9RiZhNobRaMRoNFJYWEgikRBqm9Eh5LLqwuv14vV6RbOOTPhsK+mp0WgoLi4WpOPg4CAtLS3o9XoRPCzvK0ajkfr6etxuN59//jnDw8OUlZUxZcqUrT6O5SDj9vZ2dDqdyI2JRqM4nU6hFqqoqCAcDjM8PIzBYECpVNLf3y8yh2KxGF1dXaJlTZIkEbYei8XG/E15MhKPx0VWkyRJrF69mmg0yj777LNVx4Pf7+ezzz7D5/MxY8YMamtr6erq4q677qKzsxODwYAkSdxyyy0ce+yxALz22mtcc8014ju84oorOO6449BqtVvdqnXzzTfzs5/9TNiaFixYwIEHHkggEOCZZ57h/PPP57e//S1VVVU0NDQAIxarRx99lN/85jfC6qLVmqiv/REF+QUoFUrS6TTDnmHi8TjJVIRoNIgkjSi3PMMJvnd8GVVVJZvYDvV6Pbfffju33XYbP/jBD8bcd8cdd3D55Zdz+OGHYzQamTRpEq+++upm399NN93EggUL+NOf/kRdXR0HH3zwhI89+eSTWb58Oeeeey4mk4kDDjiA3t7eLX6G33VsnEd0xBFHMGfOHH7xi1+wZs0aZs+ezc9+9jPx+FgsxrJly1i+fDmHHnoo99xzD1988QUvv/wyN9xwA0uWLEGlUvH888+TnZ2NJEmcf/75LFy4kJ/85CfASObQW299Ql52F8tXPsmyZX/j8MMvIplK0tOznqOO/DWT607mm8a/8fnyv3PQgeeS5TCwevUQ7e3tY1QtkiTR2tpKJBJh3bp1pNNpXnzxRQ477DC6u7tZunQpL7/8Ms8++yxWq5WbbrqJJ554gl//+tfodDpWrVrFv/71LwoKCrjmmmt45ZVXuOOOO7j//vuprKzk6aefRqVSccMNN/CPf/yDO+64A4fDQWNjIx9//LFQEv71r3/liy++2K7rr7wQNjw8jMPhoLy8fNzrYzqdpr29Ha/XOybPa1cinU4La5Pf70eSJEwmE2VlZTgcjoy1KYMM9mAoxgsslTF79mxpdA5ABhlksPdBDrRVq9Vjaq53FlKp1Li2q7lz54oVqEQiwemnn84555yzyeBFVg3It2effZbTTjuNoqKiMcqdbRlMbOzrD4VCdHV10dLs4vm/dlFdnYfRpOfV135Pa+tKjEbbiEVAoWHBufeiUOhJxNP87veHYTRqePLJJ4lEIlx99dVj/k48HqexsZHc3FwRmtrQ0CBWCyfyzycSCdra2rjooou48847OeiggwBEQKe80j48HOWnP72YffedxS9/efUOESxDQ0N0dXXt8Aqez+cT6pydSSjt6fB6vbS2tlJaWkpeXt52vYYcGrnPPvtstX1JkiSCwSBerxefzyeICPnanU6nRUaB2WwWpM32WAklSRK12JFIREjh5f07FouJ0GCDwSDslPn5+cLetDXw+/20traKlemBgQG0Wi377ruv2Ke6u7tpampCq9Vit9uJx+M0NDSg1+vZsGED0WiUoqIiuru7qa+vJ5VKsXTpUux2OwcccID4Wy0tLWJyUlFRQXZ2Nl6vlxdeeAGdTsf555+/xe0eTdLMnDmTmpoaFIoRC9F7771HJBKhtraWqqqqMZ97NBqlq6uLQCCAwWCgrKxspxwzK1euxOv1kp2dTSqVQqPRiHNONBolHo+jUCjGKK+CwRB3/34J3d1eHI4RQk+tUaPX6Wlq/pTOznXMmP59zGYHyaSGG2+eT1Hxtoe6SpJES0sLgUCAmpqanX69kbE1TTrfBUyUUSP/vrKyErvdzpQpU8R9gUCAK6+8kiuuuIILLrhgDFFTUVHBq6++yuzZs0mlUqjVaoaGhsjJyaG1tZUDDzwQp9NJKpXixhtv5N133yWZTOL1ejnqqKO46667eP7553n77bf55S/u5s/PNDEwuITunq855qirWLf+I1raPmPKpDNQKBS4htfgdjdz/HHXkUxAPJHmV9fvu4lC5bPPPuOcc86hurqa/v5+rFYrS5YsIS8vj1/+8pdkZWVx0003AbBkyRKuvPJKVq5cya233kpvby9PP/00MNK09vOf/5wvv/ySuXPn4vf7xb4Ri8WYMWMGL774IhdccAGTJk3i17/+tfjcFAqFUAluC+TzYiQSEcT3eEin0+LY2JHryNYiFAoJa1MqlUKr1ZKVlUV2dvZ39njJIIO9EQqFYqUkSbPHuy9Do2aQwXcUyWSSjo4O4eevqKjYJSsn8kBLvvDLzS2SJPHwww9z0EEH4XQ6mT17NldffTW5ubkTZuqEQiH+3//7f0yePHmTlfHRKp0tWa82hpwT8+9/LUaplPD5PCQSRpAkDp5/DvvNO4WhoSGQwGqxolAq6O708/UqJ3PmFopVxI2xsapmcHCQvr6+LQY8qlQqamtrefnll3E6nWzYsIGqqirKy8tpbFzPO29/zVcr/Tj7g3y9aoC+niaS8SUcc0wVM/Yp2Ky9ZiLk5uaKbBK9Xr9FS8JEGN389L9C1KTTabq7uzEYDNsUOrsxZHtiPB7f6oGyrJqxWCwiD0W2SAWDQRQKhbAqDg8P4/P56OnpwWAwYLfbcTgcW503IAfWZmVl4ff7GRgYoLe3F6fTiV6vFxXm9fX1WK1WEomEuF+W+49W4UwEq9VKTU0NLS0t4m82NzfT1tYm6quLi4vxer1CrQIjWTUGg4FQKERVVRVms5nu7m5CoRAWiwWVSkU8HkeSJLENkUiEdDotiCyApqYmvF4vxxxzzFaRNMuWLcPv97PPPvsIRVoikWD9+vUMDAwwdepU6uvrBfmWSqVEE92IAqtsqxU0EyEajYpJl9xwl5eXh16vJx6P4/f7BTlTVFSEyWQiFAqJzK5UKsWxx+Xw6itxAoEUZWUO9PqR/XHWrGOorJxDR/sgXq+HK6/ef7tIGvhvNtaGDRtoa2ujvr5+l+Rd5OXlYTAYaGtrY926dYKw+F+DvG8vX758qxV1Wq2WWCwmbIKBQIB4PC5q7tetW8drr73GP//5Tx555BFMJhMLFy6kq6uL3t5ecR4wGkdUbHqDXlg5TWYTJqOFWbNmEY1G+WpVFy6X9J+AajWl+bZxr492u11k1MTjcc466yyuuuoqXn755e0+biRJ4vHHH+fwww8f9/6dcf3y+/0iJLi2tnZCYjKZTNLS0kIoFBKE8a5APB4X54loNCq+l+zsbCwWS8balEEGexkyRE0GGXwH4ff7aW9vJ5VKUVZWtkOTy62BvBLf399PNBpFp9OJXJa8vDzy8vJwOBwMDg5SXl7O888/z8MPPyzyOu677z6OOOII7rjjDlwuF7/5zW/Q6XT86U9/4uabb6a7u3uk6tPrxWaz8eqrr9LZ2cnvf/97nE4nsViMY445hosuuggYGay0tLSg1WoFeROLwddfDVFRkUcsFiEYChL5z+pzwB8glUyNrLb7nDz+5KVMaTiKN079mlt+cw1Op3OMMubuu+/mb3/7G8lkksLCQq688kpyc3MxGAxceuml9PT0UFhYSGlpKfn5+cCIumbNmjX4fD66urpYtmwZBx54IC+88AIqlYqPP/6YBx/8AytXrCEeTzJt6hEce+xFGE0aYvF+/t/TP+ee+waprZnBRx+/jtm87YqJkpISscqv0+m2qwZV/jz3ppyaHcXAwMB/Ko7rdmigK0+ktoWo2Rh6vV5Yk1Kp1JhA4tFWxWg0KqqrdTqdUNps7eTEarVitVoJh8OsW7eOlStXotVqmT59ungfGo2GiooK8vLy6O7uprOzUzSubenvWCwW6urqaG5uRpIk7HY7jY2NlJSUkJWVJSxQfr8fl8slQo0VCgUlJSWiQUmudc7KyhKkVTqdRqVSkUqliMfjpFIpDAYDOp2OQCDA6tWrcTgcwio0Efx+P0uXLiUYDDJr1ixha5TPr8PDwxQVFTFp0iRB0rjdbnp7e0kkEuTk5FBcXLzdBHkymRR5EvLxplarcTgceL1ehoeHsVgsQjmj1WoJBoMMDQ0Jy5JGo8HhcGC327FYLOw7K8H//aOFxZ90EY9HQSGhREEqpaC6Oovp++gxW0KEQqHtbopTqVRjsrEmTZq007PIYGQfmjx5Mm1tbbS2tlJQUEBRUdH/1GTUYrEwf/587rrrLq6//noSiQTt7e3AiNVQVlU0NTWRSCQEETM6y6mnpwej0UggEBA2wmQySUFBAZMmTSISifDhhx8ya9Ys9tlnH1avXo3VauWg+TP457vDeHwj1wSDcSSQWqFQoDfo0Rv0WK3WkSICFLS2tfHyq/dz7vmfkJOTM+H1R6vV8sQTT1BbW8tXX33FkUceyS9/+UuuvPJKzGYzf/zjHznqqKPE49955x2GhobIzc1l0aJFgpg58cQTeeCBB9h///0xGAwEAgF6enqYPHnyhJ/l6BDzLUFWSBoMBqqrqydUMSYSCZqbm4lGo1RXV+90QjGdTuPxeHC73SKry2KxUFBQgN1u/5+zKGeQwXcJGaImgwy+Q5AkiZ6eHgYHBzEYDNTV1e3S9H5JknC5XAwMDIgKXLnlYHRl5NKlS8nJyWHGjBnASBPP2WefjUKhYMOGDRxxxBH09PRw44038vTTT/Pqq68Kqbfc+uDz+Zg/fz633XYbDQ0NXHnlldxyyy0ccMABhEIhjjvuODo6OjjwwANFA4MkSSJLZ8AZJhgM4vePqA8S8QTRSISPP3mOzz5/HY1aw+TJ85nScBjhsI9vVr/LD896hrPOOpJ77rmHb775BoVCwXnnnYdOp+Ozzz5DqVRSUlLCI488gsfjoaamBovFwpQpU5g7dy6PP/44Z5xxhvi8Pv/8cw444ABOPPFEMdGUJ6yXXnopWk093zvmLux2FbF4kN7eDbS0rCAc9pGXV47RaGLtus/4xbVP8ejjP0Ol2rb2n6+//pr169czbdo02tramDRp0nZZZIxGowhp/a5DrpF3OBzbRWyNhqyo2TjwdnuhUqlwOBw4HA4RxOnz+fB6vUQiEZLJJOFwWOS9yK1TNptNvJ8tZVW53W4AZs6ciclkwuPxiErsgoICLBaLyK8ZHh6mt7eXDRs24HA4KCkp2WzIuclkor6+nqamJmw2G0NDQ3z22Wccfvjh6PV6LBYLJSUlNDY2EggE6Ovrw+FwsP/++4vXMJvN+Hw+1Gq1aBOS85Pk9qBEIiFsBh0dHQwODnLwwQdvlizz+/0sWbKEUCjE7NmzqaysRJIk+vv76e/vx2AwUFRURDQaRa/XEw6H6e7uJhgMYjKZqKmpmbAFa3MYL08CEEHoyWTyP2oGo2i1CwaDghySP9eioiJsNtsm22Cx6Dj9zCmccGIdzU3DhEMJ1BolZWU2EkkvPT09JBIJWltbmTx58nYTLFqtltraWjZs2EBzc/NOCTKf6O/U1dXR3d2N0+kUQe3fpcnpkUceKd6PJEm8//77pFIpuru7UavV3HTTTdx9992iytpkMnHLLbdQUVFBLBYjFov9J1DagEqlIj8/n/LycvHdTp06FbvdTmdnpyDZrrrqKk499VQOPvhg8vLyOOSQQ4hEImMsm0qlgmO+V83ST+MTbvuIkkaF2WJHp23DbDHg8/kYHh5Gp9ORk5MzrrokPz+f6667jttuu43XX3+db775Rhz3s2fPFjYogPnz53PWWWfR29tLQ0MD999/PwC//vWvufXWW5kzZ44Yj/zmN7+ZkKi59tprOfzwwzEYDHz00UcTEiqpVIrOzk48Hg9ZWVljWhw3RjweFyTZzrYCBgIB3G43Ho+HdDqNTqejqKiIrKysHW7RzCCDDPYMZDJqMsjgO4JoNEpbWxuRSIS8vDyKi4u3u8Z3S5BrUgcGBkgkEphMJrF6I6OiogK9Xi8yC1555RVOOeUUAL744gtuuukment70Wg0NDY20tPTQ0FBwbie/EQiwbHHHssJJ5zA1VdfTSgU2qwvf+PXSKfTNDX1c+fvlmBzKEVF7gcfPoHRkM+++5xATm4OkiTh8w7wzF8uJye7goZJp/DAw+fw1FNP8cYbb5CVlSUyQ8xmMwqFglQqhdls5vbbb+eaa67hxhtv5LnnnmP+/Pn09/ej1Wq57777+O1vf4vT6SQajYrMAHk7KyoqyMrK5rSTF5GdrSYtpXG5Onnrnd9TVFhLbe1c5h90NsGghz8tupK6muN48qnfMGXqtnncn3nmGd5++22ee+451q9fj1qtZtKkSds8qent7WVgYGCrg1j3ZrS2tuL3+5kyZcoO15tLksSXX365W0Ik4/G4UNoEAgESiQThcBhJkkSYpE6nw2azYbfbsdlsY84XyWSStrY2AoEA+fn5IoA8mUyK4OFEIoHRaBTHvkKhIJ1OMzAwgNPpFPk1cuPaRIhGozQ3N9PR0YHb7WbatGlMmzYNrVZLKpVi9erVfPbZZ2J/nTFjhiDNXC4XnZ2dTJkyheXLl+P3+8Vky+Vy0dzcDEBNTQ1ms5nXXnsNj8fDueeeO+FEzOfzsWTJEsLhMHPnzqW8vFwoFQKBANnZ2ZSVlbF27VqRDyM3YZWUlGyXrSEQCDA8PCyCuhOJhDgu5Umm1WoVKpfVq1cTCASoqKhApVJhtVqx2WzYbLbtVvCkUinWrFlDOp1GkiSMRuMOq8j8fj8tLS1YLBaR7bOrMDQ0RHd3N1qtlurq6j26YnjjbLeJwvu31MA4nvV39M+7mrCKx1M8+vAXtLQMU1wyPvEbjSbp7w9iMC1n7tw6zjnnHLxeL0NDQ8K+abPZyMnJ2eObh2KxGC0tLUSjUUpKSoRidjxEo1GamppIp9PU1tZut0Jt47/vdrtxu93E43FB1mdnZ//PWJEzyOC7hkxGTQYZfMcxNDRET08PSqWSmpqaMfW6OxOpVIrBwUEGBwdJJpNYLBYqKysnVBrIyphXXnmFCy+8kAMPPJD8/HzOPvts7r//fk466STS6TRGo1Gsfo+Hiy++mClTpogw363x5cvZDMFgkHA4TDSaIhaPI0kGLGYL4UgYnU5PUXHRyArbf8aGGk0KhULBtGnfY2hoJZMm/VasZk+fPp01a9Zw5ZVX8tlnnzFlyhTOPvtskskkV111FUNDQ4TDYSKRCJ988gmrVq0iEomwYcMGYTvy+XwMDg7S1tYmPk+DwUA6LZGTY8ZoUuH3+1m+4u/U1x4MigRq9QhBYDY7KC6ehEYLL720lMcPvQSXywWMKAVmz54tJtHnnHMOAwMDwMiK7E033cQtt9yC3+9n3rx57L///lxyySWcfPLJ9PX1EYvFqKmpYeHChTgcDo488kh+/vOfi2aXt99+m/vvv58PP/xQNO1EIpHtUg3sLfD7/Xi9XoqLi3eYpIGR1WW1Wi0sf7sSWq2W3NxccnNzSafTBAIBQdxEo1HC4TCBQIChoSHROGW1WkUQcUdHB/F4fJM8BbVaTUFBAXl5eQwPDzMwMEBbWxtarZb8/HxycnIoLCwkOzt7TH5NcXHxhASGXq+nvr5ekEAdHR3odDrq6+vRaDSCUNHr9aRSKfr6+qivrwf+mzMRDAbR6XRCUQMjE6VoNIrFYhF5Nt3d3cyaNWtCksbv97N48WIikQj77bcfpaWlBINBcbzKn0c8HsfpdKJUKrHZbOTl5VFUVLRNE+PRuTPxeJxYLIZCoRD7iVKpxGKxoNVqUSgUBINBfD4fgCCIqqqqBEm2o1CpVBQXF9PR0YHdbsfr9dLd3b3V9eXjwWq1UlZWRmdnJ11dXZSXl+/wdk6E3NxcjEYjra2trF+/nvLyctH0tTsgK562hoDZUluiTqfDbDZPSMDsKWSGVqviJ5fPZuEfv6Jx9SBarQpHlh6VSkk0msQ7HEWpUnDRj2ay/wHfF8+Ts7DkY8DlcuH1etFoNOTk5JCTk7NTzrk7Ez6fj/b2dhQKBXV1dZtVWIbDYZqbm1EoFDuc05RKpYS1KRgMAiPHVXFxMXa7fZctyGWQQQbfPjJETQYZ7MVIJpN0dnbi9XqxWq1UVFTskiyAZDLJwMAAQ0NDpFIpbDYbhYWFW71CdPrpp/Pyyy9z55138tBDD+H1ekXV7sKFC8cEB1utVjEZgZFsF6/Xy6JFi8TvRvvyb7rpJsLhME1NTcTjcQwGA/F4XPju//73v+PxeLjjjjv4/ol6Pv6oDYUijlqtRqfTjdgfxhnzZmc10N7xb+HpnzZtGgaDgX333ZeXXnpJ5O9UVVWxfv16ioqK8Pv9fPDBB+Tm5rJ27VrUajXnnHMOH374IXq9XmRvyCRHKpViaGgIrcZElqOaFV++zKx9TkSSJIZc7dhsNQwPN2E2e3H2O1GpVcRjcVTKFGtW95FOj2QDqdVqYUVKp9M899xzVFdX89577wHg8XhwOBz89re/5e233xaVuS6XiyuvvJLa2lrKysqEhP6uu+7iggsu4NlnnxVEzaJFi7jwwgsBxKDzu0zUSJJEd3c3Op1us6um2wqtVrtbiJrRkMkEmcCNRCJj1DbhcJihoSGhkvH5fFgsFqZNmzbhZESpVIoJldfrZWBggO7ubvr7+8nNzSUvL4/KykqRXyNbjibKr9FqtUydOhW32013d7cI4i0vL8fr9VJbW4vP5yMcDuP1evH7/VitVvR6PWq1mmAwiFarHUPUyMeYRqNBqVTyzTffYDQaRdX1xvD7/Xz00UfEYjH2339/SkpKRA6FXq+ntrZWhBmvXr0ap9PJlClTmDRp0lZPxDbOnYlEIiL8WKfToVKpMBqNQhUzYtf0izDkkpISbDYbyWSSDRs2CGJnZyE7O5vBwUHC4TB5eXkMDg5iNBq3O3wcICcnR1gIdTrdhK04OwNycHxbWxvt7e2Ew2GhBttepNPpTYiWiUiY8TC62dBkMk2ogNlba5KNRg2X/3wO7e1ePvmokzWNQ8TjKewOPaeeMZnZc4qw2ca3Ger1eoqLiykqKsLn8+FyuYS90Gq1kpOTs9OIyB1Bf38/fX19GI1GqqurN0siBYNBWlpaUKlU1NXVbXcDn2xt8nq9pNNp8VllZWXtcSRWBhlksGuwd14VMsggAwKBAO3t7SSTyS1KcLcX8XicgYEBXC4X6XQah8NBQUHBdk3O77zzTmbNmsWvfvUrHnroIU466SQcDgfHHnvsmJX2K664ggsvvBCj0cjzzz/PbbfdRl1dHfvuuy8AdXV1PP3009x3333cdNNN1NXVCSvH7373O6ZNm4ZaraaqqoqZM2fyxz/+Uah+Jk3W8+brfjQaIwUFOajUE69+2216fvjDs3jxxRdpbGzkrLPOIhQKMXfuXPbZZx9+97vf8cknn/Dkk0/y05/+FJVKxRFHHMHy5ctZsWIFVquV2bNnYzabmTt3Lh6PB5vNRiKRID8/X1hppkyZQkF+Bccc9SuWr3yal1791X8sJDFMBgPDQDwW51/vPcngYBN+/wAKhZFYtIBEIs4HH3yASqXC5XKRSCT497//jVqt5vXXXxfbe+ihh+LxePB4PGIFU27qev/997n88stRKBTEYjHq6uoAOOWUU7j66qtFRsnHH3/Mn//8Z2BkcK1UKgmHw7usveLbxsDAANFolNra2p06SZAbV75NGAwGDAYDBQUFJJNJQdq0tbXR09Mj7HwtLS0in0cOIx4v10W+LxgMMjAwQH9/PwMDA2RnZ5Ofn8+kSZMYHh6mp6eHDRs2kJWVNa5KSaPRsP/++4ugXIVCQUdHB/n5+ey///40NjbS1dWFQqGgt7dX5D2YzWaCwSB6vX5cosZsNuN0Ouno6KCurm5cosDn8/HRRx8Rj8c58MADycvLo6WlBZ/Ph8PhoLy8nHQ6LexZfr+fkpISZs6cucX9Y+PcmXA4TCKRQKFQYDAY0Gg0aLVasTIeCoWAEfWSbEuzWq1j1DqSJKFUKvH7/Ts9nLS0tJQNGzYIS1VXVxcGg2GHrBvFxcXE43F6e3tFTfCugkajEbk1AwMDIrdmYyJkPKXLeASMvD+N93fkm9FonNCG9L+geBhp+3JQVeXY7ufL5xG5ucjlctHW1oZarSY7O5ucnJzdXiudSqXo6OjA6/UKy+Pmvk/5PCpnNG0roSJfn91ut7A/Zmdnk52dvVOsUxlkkMHehQxRk0EGexkkSaKvr09U5m5vaOXmIK9+ypP0rKwsCgoKtmmQJLeOyKipqRFKmQULFrBgwQJx3+9//3vx/4svvpiLL75Y/ByJRAgGg4RCIYLBINFoVNT63n///ZhMJsxms5CJA3R1dYnnNzY28rvf/W4kq0IR4IfnNfDOm/0EgglOPfn6MZOsdFoiFrNiMedx1jlTqaw6nHnz5nHooYfy2GOPccEFFwBw9dVXs2bNGqZPn84VV1wBwCeffEJeXh733HMPd999N/vuuy9HHXUUtbW1XHHFFRx77LH87Gc/E68x+jMKhxOYzbmc+8M7USoVIMFfn7+JaNzNOWfdik6vG8mNSEvc/9DpHLDfSbjcMZRKJXV1dcRisTEtTNXV1Tz44IN8+eWXvPTSSzz++OPceuutrF+/nqGhId577z3UajUbNmzgmWee4brrrkOr1dLR0cH777/P8uXL0Wq1HHLIITzyyCOo1WqOOeYYYrEYqVQKtVqNWq0WDRPfNSQSCfr7+7Hb7Ts1/BFGiJo96XOTW4TkCX9eXh52u11YpeTWJZVKhdlsJisrSwQYb3zekY9DuQbe5XIxNDSE3W6noKCAqVOn4nQ6GRgYwOv1kp+fT0FBwZiJj8lkYubMmaxevVrUUOfm5qLX66mrq8PlcuH3+8VKs91ux2Qy4fV6x1ifUqmUUJnp9XpWrVqFSqUaV00zmqQ56KCDsFqtohlHrtYeGhqir6+PdDpNQUEBOp1OWJImwujcmWAwSCQSEeSMXCcuK+xk8s5oNFJYWIjNZtvsxExW2OyKfclsNuNwOBgYGKC+vl60Ku1IuDCM5JYlEgk6OjrQarW7JFNDkiRBsFitViKRCO3t7bS3t1NUVIRGoxH3j5fRqFQqBdFiMBhEa9HGBIxarf7WVR7fVWi1WgoLCykoKCAQCAg778DAAGazmZycHFFYsCsRjUZpbW0lFotRWloqAskngsfjob29HYPBQG1t7VYrpDZW2cl5VNnZ2XuEmiiDDDL49pAhajLIYC9CLBajra2NcDhMTk4OpaWlO3WwEolEcDqdYjU7JyeHgoKC3SazTafThEIhQcqEQiERpqhWqzGZTCI0z2g0btV7f/vtt0VVeUVFBbNmZVNXN8TfXl1Pd6cPFKBUKUglJZRKBdOm52Gz6cgvMFNVVcUdd9zB3LlzN3ndmpoali9fDozIoj/88EMOOuggHA4H0WgUg8GAVqult7d3wm374osvuP7663n//fdpmJJLW5uH3Bwjw55hZkw7njfevoOpUw+grnYeAMlkHElKE4up+N6xc/jXe2kMBgPTpk3jzTffRKPRcPTRR9PS0kJBQQEnnngi3d3d7LvvvhxyyCEEg0HWrFnDjBkziMfjdHZ2YrVamTJlCs3Nzbz11luo1Wqhqpg2bRrPPPMMAOedd55Q6yiVSoaHh0XTjVarFRNX+V+9Xj+mHl2+qVSqPX6S09PTgyRJlJSU7PTXlgNy5Waibxtyw08oFKK4uHhMyHEsFhNqm+HhYfx+P62trYIkcDgcwpogh2vDCDFSXl5OUVGRsFR5vV7MZrNQk/X09NDf34/L5RKV3DKKi4vp7e2lpaUFq9WK1+ulra2N6upq6urqWLFihVD62Gw2MeFPJpNioh6JRAiFQuj1ejHhKiws3CQjxev18uGHH5JMJjn44INFE51Go2HSpEmkUinWrVtHJBLBarVSWlqKRqPB6XSOqwoZnTvj8/lEpoScAaRQKMR5S84psVgsghTclnOt1WoVLU072/JaUlIiLG3V1dWsX7+e1tZW6uvrt/vYVSgU4rXk2u6tJf/HC98dTwEzXviu2Wymv7+fDRs2UFZWRl5e3oRBvHvCMZnBCGTCwmq1kkwmhcqmo6OD7u5usrKyyMnJ2SX2W6/XS3t7O0qlktra2i02/smh5mazmZqami3uR5IkCZWdz+cT4d2lpaVkZWXttTa4DDLIYOcicybIIIO9BG63W8j+q6urd6rcPRQK4XQ68Xq9KJVK8vPzyc/P3yV5N6ORSCQIBoOClJFbaWBksievlpvN5u2SPMu+8tH5EgCTJudyw005dHb6aG/zEo0msFh0TJ6cQ3aOkXvu++9E5NJLLx33tS+55BJOO+00GhoaqKurY968ETKloKBANEMVFhbS2dk5YSZJZ2en2KYjj6rkwfsHUCoixONxqqtncP6Ce3jv/T/y5pv3YzTZUas0HHLwAlRqK4cdWcPDDz/MUUcdRW5uLscffzwwMrhdsmQJDzzwACqVinQ6zZNPPklhYSGnn346Cxcu5Mwzz+SQQw7h/vvv5/PPP+fyyy8nOzubefPmsWbNGg4//HAADjvsMJ599lkkSeL8888nHo8TjUaJx+OC0InFYiQSCfx+P8lkknQ6LYgI2Z6hUqk2ucl2D51ON4bkkW+jJ06jSZ5dDVkFUVhYuEsqTuVjSs5T+jYRCoVobW0llUqNe07R6XTk5eWRl5dHKpUiEAgIW5LH46Grq4uOjg5RFS23P1ksFqFMKCoqoqCgAJfLxcDAAK2trej1evLz88nNzaWnp4f29naRX2MymdBqtQSDQWw2G1OnTqWnp4fW1laRWdPf309bWxt9fX0UFhbicDhEI5VCoSAajaLVaolEImRnZ9Pe3k4ikWDatGljyF2v18sHH3xAOp3moIMOIhQK4fF4sNvtFBUVCdJabhGSPx+/3w8whiCSV8Rle5Mckm4ymVAqlaK5SaVSiYp0m80mPqvtgTx5DAQCO91KpNVqKSgooL+/n7y8PCoqKmhra9vhQGC5/nn9+vU0NTVRU1MDsEUCZlvDdzcmYFKplGgxUyqVFBUV7dFkcQZjoVarxbgkGAzicrlwu90iDD0nJ4esrKwdvkZIkiQyckwmE1VVVVskTwcGBujp6cFms1FVVbXZ4zkcDgsiN5lMolarycvLIzs7+1u/HmSQQQZ7HjL13BlksIcjlUrR2dmJx+PBYrFQUVGx0xQugUAAp9OJ3+9HpVKJSdmuWM2RA3RH25hkAkOpVGIymQQpYzKZdmgbkskkHR0d+Hw+srKyKC8v3605Aa2trQQCAaZOncr69etRKpU0NDRs8rgrrriCM844g4MOOohkMsU9d/+bL1cMUFefj9m8qe0hnZbo6vRx8CHl/HDBtJ0+0QiFQmzYsAGTybTFWt5wOMy6deuorKzEarWSSqVIJpPCeiJPsKLRKLFYTNzi8bhouEmlUoLYkZ8nT8g2JniUSiVqtRqtVjshwaPX60Ul7WgVz9Z+TpIksW7dOlKpFFOmTNkl+0wwGGTDhg3U1tbudFvVtmB4eJjOzk7UajU1NTXbPEkIhUL4fD48Hg+Dg4MEAgFisRhGoxGLxUJRURFZWVnYbDYxeZKkkfBrOTdEo9GQl5eHUqnE6XSSSCTIysoikUgwODgIQG1trWhQSaVSNDQ0YLVa+fDDD/F4PMyaNYsZM2bQ1NREIBCgubmZmTNnYjab+eKLLyguLubrr79Gr9dzzjnnCKLM4/HwwQcfIEkSc+bMIRAIEI/HKSoqAkZIXkmSKCgo2MSe1dfXR19fHxUVFUJ14vP5SCQSY1Rkss1Jto3J5MzOmpBJksTXX38tMnR2NtLpNI2NjWi1WiZNmiRavMrKysjNzd3s8zanfpGJXZm02zj3Y3T47uZu2zoplySJ3t5eYaGpqqra5YsRGew6pFIphoeHcblchMNhlEqlUPltj60ulUrR3t6Oz+fbasWyfEw4HA4qKyvHvdYkEglB5Mr2R7vdTnZ29h5fR55BBhnsemTquTPIYC9FMBgUq8HFxcXk5+fvlIu6z+fD6XQSDAbRaDQUFxeTm5u7UxULqVRqDCkTCoXEJFyj0QgbhNlsxmAw7LTBSigUoq2tTeRLbG5CsatQWFiI1+vF5XJRVFREe3u7aF4ajT/84Q/AyMSmra2Vw4/IxmIy0djoIxgIkpNrRK1WkkikGBqKkIynOPSwCs44a8ouGdyZTCYqKipob2/f4sq5/J1FIhEh1d5WBcp45E4ymSQWiwnlzmgVj0z0hMNhodoZrd6B/1Zgy+SOTNqMR+yMtmhptVphV6mrq9tlxJ5Msu7u5qfRkCcXZrOZ6urq7SJFZWK1qKiIuro6fD4fXq+X/v5+fD4f/f396HQ6LBYLhYWFIvtGruX1+/0MDAzQ29uLUqkkKytLhPX29fUxZcoUdDodg4ODgjRbt24djY2NzJgxg0mTJrF06VLa2tooKSnBbDbjcrlQKBTE43ECgQCSJDE4OIjf72f27NnjkjTTp0/H7XaL2nG32000GsVut1NSUrLJPh0IBNiwYQNOp5PBwUEikYggDYxGoyBlRqtmrFbrLiG/FQoFFotll2UeKZVKUdc9PDxMXl4eHo+HdevWEQ6H0el045IwE6lf5HBdOYPEZrPR29uLWq0WwauytXJXQKFQUFJSgtFopLOzk3Xr1lFdXZ0Jad1LoVKpyM3NJTc3l3A4jMvlEoSIXq8XKputIeMikQitra3E4/GtHjd0dXUxNDRETk4OZWVlG+XdjQ0QlwsPysrKcDgcGWtTBhlksFXInCkyyGAPxGj5rU6no76+fqcMJj0eD06nk3A4jFarpbS0lJycnJ0yMI7FYmNsTHKQp7yqnJOTIxQzuyrzZnBwkJ6eHpEv8W1VRxuNRmw2GwMDA0yZMgW9Xk9fX9+4wYCpVIqWlhaCwSB1ddXMm+ego8PHJx91svyLXpLJNFqNiv0PKGH+/DJKy3btClxWVhbRaJT+/n5hURkPCoUCvV4vvuftgayW2V6CZ/S/GxM6MqkjW7Oi0SjBYFA8R1byjH5Np9OJwWCgv79fWFRkG5as2Bkvh2e0RWtLx9Jo69PuxsYrxhtPLrYXGo1GVHVXVVURDAYFaeN2u1m9erUgMPLz8yksLCQrK4va2lqRi+V2u4nH4yIgOJlMEg6HiUajeDweysvLUalUfP3113z11VdMnz6d8vLyMXknarVafNeywsflcmG325k8eTIwoiSS7U61tbUEAgFR8S2fb2tqakSVOfw3d6anpweXy8Xq1auxWCxotVoMBoMgpEwmEzabTVg2d8dKucViwev1EovFtsuql06nN9t+lEgk6O7upqWlhaqqKnFtkhVF8vExUfPRlqqns7Oz6e7uxuPxUFpauqMfx1YhKysLg8FAa2uryK3ZkfrxDL59GI1GysrKKCkpwePx4HK56Onpobe3F5vNRm5uLhaLZdxj0uPx0NHRIeq0t6TGkSRJkJf5+fljssxCoZCwNqVSKbRaLfn5+WRnZ+/2xqoMMshg70eGqMkggz0MsViM9vZ2QqEQ2dnZlJaW7pDSRZIkhoeHcTqdRKNRdDodFRUVZGVlbfdEIp1OEw6Hxyhm5BBHeULmcDiEjWlX245G28PsdjsVFRXfeihkYWEh69evF6qatrY2PB7PmCwJmaQJhUJUVVUJxU1lpZ3KSjvnXTCddFpCpdq99a5FRUVEo1F6enrQ6/VjJq2jYTQaRV7H7oRM8GwrZPXNaJJHJndkG4Y86E4kEoJ8HE3syIG1MuTcEVnBI5M68r+j1TsyuROJRPB6vUKJpFKpdvmkPhaL0draSjQa3aoGk+2FUqkUAaBlZWVEIhF8Pp+o7W5paWH9+vWYzWZyc3MpKSmhoKCAoqIili1bRiwWo7CwUNhf+vr6WLZsGYcddhglJSWoVCpWrFjBqlWrqK6upre3lzVr1ojzpKy4kv9uMBjkgAMOwGg04na7+eCDD0gkElRUVIiMCJnUG61alHNn5Ipnr9crCA2NRkNJSQlFRUWiPttms+2STKMtYXROzei/v6Xw3S1VT8vqF41GQ21tLV1dXeh0OkpLS6mqqqKtrQ2z2cykSZN26Pyel5dHPB5nYGBAZCLtDhgMBiZNmkR7ezudnZ2EQqGdHs6fwe6HUqkUddbRaFRk2Xi9XrRaraj51mq1Yxo0TSYT1dXVW1TfpNNp2tvb8Xq9FBcXU1BQQDweF0qeaDSKUqkU1qaJyKEMMsggg61BJqMmgwz2IAwPD4tq6bKysh0KiEyn07jdbpxOpwguLSws3K66x0QiIQiZYDA4JvRXDnGUSZndHYg3WrIsT7T2FDQ3NxMOh5k2bRrr168nnU4zZcqIbSmVSon7KysrN7FFfdtIp9Ns2LCBaDTKpEmTxv1eBwcH6e7uZvr06Xt11kMoFGL9+vUUFBRQXFy8yf2y6kAmakZbskYrdzZW84yuik6n0+KY6evrQ6VSUVxcLOxZ42XvbJy/I/8sZ+9s7aQyEAjQ1taGJElUV1dvscFkVyGZTOL3+xkcHKS3txev1ysa0tLpNBqNhpkzZwrLUzwex+Vy0d3dTXV1NVVVVRQXF+N2u/n888+FneCbb76hoWEq8ZiFd99didFgJZ2OoNK4qa7O4uyzzyKVSvHBBx+I4210DbPD4aCkpAS1Wo3P56O7u5ve3l5cLpeYeNlsNhwOB5IkEY1GmTdvHtnZ2bt1Yi9J0rjqFzmDp6CgYLPV06PDdzd3Gy/Xqa2tDZ/Px5QpU9BqtXi9XlpbW8nOzqaiomKH31trayter3enB+VvCRtP1rcmPDaDvQuSJAkrsrywYDQaCYVCwAhZWFpausVxUSqVEvlz8vnC7XYL66HZbCY7OxuHw/GtLxRlkEEGew82l1GTIWoyyGAPQCqVoru7G7fbjdlsprKycrsHi+l0mqGhIQYGBkgkEphMJpEHsDWQJyKjbUyxWAwYGeiPDvw1m83fqtdansSpVCqqqqq2K0BwV0IOji0pKUGv19PS0kJ5eTkOh0OQNFVVVbt1YrItSCQSrFu3DoVCwaRJkzYhYwKBAE1NTd96MO6OQJIk1q9fTyKRYOrUqTt14j1ahSMTPNFolObmZvx+P+Xl5WOClhOJBPF4XCgdNlbvAKLeWbZajSZzZBWPrNzR6XT4/X5cLhcWi4X6+nqMRuMescIrSRKhUAiXy0VTUxPffPMNarVa2KKKioowGAyEQiEaGxsJh8Pi2CkuLkahUPDpp58Sj8dpXO3ms0+DWK25eL1uDHodPn+IaDROQ0Mpl19xMG1ty/F6vVRVVQGIxiXZbtPT00NHRwdOp5NQKIRKpRL1v7J1wWaz0dfXRywWY8qUKTvts9ia8N2JqqdhpHUmGo0yderUnRq+OxrxeJw1a9Zgt9uprKwERgjH/v7+naLQSqfTNDU1EYlEqKur2+25MaPrmKurq/e4a0kGOwfxeJzu7m5WrVpFNBqluLiYmpoacnJyNmtNSiaTtLS0MDQ0hMViQZIk0uk0Op2O7OxssrKyvhVFXQYZZLD3I0PUZJDBHoxQKER7ezuxWExU2W7PRCqVSjE4OMjg4CDJZFKEeG5p9TyVSo0J/A2FQkIOL4f+yqTMnjLJS6fTdHV14Xa7sVgsVFVV7bHhfE1NTWISJU9EdDod0WiU6urqrSbQvi2Ew2E2bNiAwWDYJGQ3lUqxatUqIQHfG+Fyuejs7KSysnKnVxxPhO7ublwuF/vss8+4929M8ESjUaLRqMhf2Vi5MzqLR36urKgLBAIYjUbR5iZbisYjdzYOWZbJnu21mm0NUqkUa9euJZFIkJeXJ/JPgsEgCoUCq9VKOp1meHiYoqIiYrGYaIuyWq28/NJn/Pv/BkEZISvLhJQeaZcLh8OYLWYK8ivo6R5k5qw4c+ZWiJwc2RrR0tJCb28vfr8ftVpNbm4uBQUFlJSUiNaq0QTl119/jd1u36qWpS1lv2wpfFdWt2xJAeN2u+ns7BR5WLsKMjEzadIkQaS0trbi8/mora3dYaVWMplk/fr1pFIpJk2atNsnvtFolNbWVmKxGCUlJbvNhpXB7oPcdqdUKsnNzRUWSUmSMJvN5OTk4HA4xlzngsEgK1asYGBggPz8fOx2Ow6Hg+zs7Ayhl0EGGewwMkRNBhnsgZAkiYGBAfr6+tBoNFRWVm7XRT+ZTDIwMMDQ0BCpVAqbzUZhYeGEK5KxWGyMjWl0GKzBYBhjY9oTV4ii0ShtbW1EIhEKCwspLCzcI8ijiSCrakpLS1Gr1bz//vtkZWUxe/bsPZ6kkSHbHLKyssRquozGxkaMRqNQKuxNSCaTrFmzRpBQuwsDAwP09PQwY8aMnUowytaYWCzGhg0bcLvdrFy5kr/85S+k02mi0Sh1dXXcdNNNY4geWcEjEwZXX30111xzjVCbjA59li1Zm6tIHx3CPN6x+cwzz/D222/z6quv8sILL/C73/2O5cuXi3NWOp3G6/WKMFB5cqXT6UQAciqVIhrV8sZrwyiVUXz+YVLJJDqdDq/XO7LabQizdt0/CYU8aDVmCgqNnHLKyey///5jyJm8vDzKy8uF3XSiXIl//vOfNDU1cdppp2G1WreofhlvfCUTZVsiYLZlv4jFYjQ2Nu7ylruN67phhGhbv349yWSSyZMn77BtKBqNsmHDBtRqNfX19budgE+lUnR0dIgMqfLy8kxuzXcAkiTR09PD4ODgJtXsiUQCt9uNy+UiFouhUqmw2WyoVCp8Ph9r164lmUzS0NBAeXk5drs9s09kkEEGOw2Zeu4MMtjDEI/H6ejoIBAI4HA4RKPJtr7GwMAALpeLdDqNw+GgsLBwTJaIJEki9FdWzCQSCWBkwmAymXA4HKJqd0/3VcvtDEqlcq+x25jNZiwWCz09PaIhyGAwfGs5IdsDu91OcXExvb296PV6CgsLxX0Gg4FwOPwtbt32o6+vj1QqtdvaZmTIk9lEIrFTJ6JyCG5HRwcKhYLi4mJ++MMf8uWXX1JaWookSaxatWoTJY8kSSJ8Nh6Pc/311zNr1iwqKys3adCKxWIiDFkmeCZa8FEqlYLUGa3ckZunli1bRnt7OzAyQQdEBo9c4z19+nRCoRDffPMNX3/9NaFQiHQ6PbLKvTzK8DDk5unRajUMeb14vF4i4TAoPHSs/hcNk0+juHgSAb+S4jIXy5cvx+FwkJ+fz/Tp04WSSq1WCwWMx+MZl3x5/vnnGRoaYvbs2ZsQEqMJFoPBMCEBsysmePLnGggEdilRs3Fdd1ZWFiqViurqatavX09rayv19fU79B71ej3V1dU0NTXR2tpKbW3tbp0Uy+9HVnbJysdMbs3ei2QySVtbG4FAgLy8PEpKSsYQsRqNhoKCAvLz8+nr66O1tZW1a9cKC3hRURFHHHFEphksgwwy2O3IEDUZZLCb4fF46OzsRJIkKioqyM7O3qbnx2IxUWcLI1WjBQUF6PV6kskkXq93jJVpdOiv1WoVNia9Xr9HK1FGQ5Ikuru7GRoa2uEMn28DOTk5rFq1ipycHObNm0d/fz9DQ0N7VPDxllBQUEAkEqGvrw+9Xi/Cj41GI16vl1QqtccTfaMRDocZGhoiLy9vtwdgy/uuHPK9syDnbKhUKurr62lqakKj0YhzjEKhGEPSLFu2jF/84hciDPPee+/l6KOPRqVSsWTJEn7zm9/Q39/Pddddx89+9jMAKioqOPfcc3n//ffp7e3ljjvuwOl08uKLLzI8PMxdd93FPvvsQywW47XXXuPPf/4zkiRRWFjIj3/8Y0wmE06nE4/HwwcffEB3dzeRSIR3330XgFWrVvHWW2+RSCTQarX85Cc/YcaMGaxevZr77ruP2tpaOjs7OeXk0+jryUWnizM4MEjqP4oh9/Aw8ViMQHgJWVn7oFZn4fcHUCi0DA/lcMUVV1BaWkpjYyM//vGPeeGFF3A6nSxfvpyHH36Yv/zlL3R0dHDbbbcRjUaRJImTTz6Zww47jLfffpt0Os0ll1zCaaedxjXXXMNpp53G8PAwkUiEuXPn8tRTT6HVaqmtreXVV19lxowZADz66KOsXLmSRYsWjfnONve45cuXc8UVVxAKhTCZTPzhD39gzpw5dHR0MHv2bH784x/zj3/8g3A4zO23375bVGHZ2dkMDg7S09MjlAV6vZ7KykpaWlqEjXBHIJ/j29ra6Ojo+FbUeoWFhRiNRtrb21m3bh2VlZV7xcJABmMRDodpbW0lmUxOON6KRqO43W7cbjeJRAKr1crMmTPp6OggFouRl5dHd3c3wWCQnJycjN0pgwwy2G3IEDUZZLCbkE6nRTaFbBXZFmtRJBLB6XQyPDyMQqEgJycHm81GIpHA6XQSDAbHhP7KuRSyjWlvbeWRq5PD4TD5+fkiSHRvQSKRoL+/H41Gg9FopLCwkGAwiNPpJDc3d6+SUJeXlws1mE6nw2g0gqRhw3ofblczFrOJ4hIrpWXWPf476urqQq1WU1RUtNv/9miiZmfB6XTS29uL0WgUCoAZM2Ywd+5cysrKOPTQQznooINYsGAB2dnZDA8Pc/LJJ/Paa69xwAEHkEqlxlSth8Nhli1bRkdHB1OnTuWCCy4QE5RYLMayZctYvnw5hx56KPfccw8rV67k5Zdf5g9/+ANLliyhsbGRp556ipUrV1JYWMjNN9/MO++8w0svvYTf76e9vZ3DDz+c3t5ePv30U+bNm0dTUxP//Oc/efjhh1GpVDQ1NfGb3/yGhx9+mO7ubnp6epg/fz7HHXccsaiKRCKOSjXSquX1+f7T7DI08tkm3SiwIqXTaLVarBYL4bCGVEpiaGhI2KMUCgUWiwW73Y5Go6GmpoaFCxdy5plncuONNwIj5LrD4eCMM84gkUjwxz/+ERghkF944QWys7ORJInzzz+fhQsX8pOf/ITzzz+fZ599lgceeACARYsW8eCDD27yvU30uHg8zqmnnsqiRYs44ogjeO+99zj11FNpaWkBwO12s//++3PHHXfw3HPPcd999/H4448TDodHjstdiNLSUjZs2IDT6RTHj81mo6ioiL6+PoxG4w6T0HITl2x/k9vY+noDdHf7SSZTGI1a6uqzMJl2DWlvs9mYPHkyra2tNDc379VZXP+LkLObNBqNCFKXkUwmRaV2OBwWeVjZ2dmoVCra2tooLS2lrq6OZDKJy+USj9fr9eTk5JCdnb3HZuNlkEEG3w1kzjAZZLAbEA6HaW9vJxqNUlBQQFFR0VZPZEOhkCBoYrEYRqMRvV7P8PAwQ0MjkxK1Wo3ZbCY3NxeTyYTRaNyrCICJ4PP5hDVid9e27gzE43GamppIJBJCSeNyuSguLmb9+vUMDg7uVQN/uRFl3bp1fPP1elpbVCxd0sPQkAujaRiDXg8SlFXYOOnkehqm7JlhnG63m1AoREVFxbeiApLrj3cGUZNOp+ns7BRWlNGZGkqlktdff53GxkY+/vhjXn/9de69915Wr17NsmXLaGho4IADDgBGLB+jK+LPOOMMUqkUxcXF2O12WlpaqK2tRZIkjj/+eDweD+Xl5YTDYQ477DD6+/spLi6mqamJzs5OXn31VQ466CBCoRBNTU0cccQRPPLIIzQ2NrJ27Vq8Xi+xWAy32y1quxcvXkxvby9XXnml2A6FQkFubi41NTWUlpZy0EEHEYvF0Go1pFIR4v+xXykVClLJJAqFQqgIlf9pyEolkyxd9kcCwWE+/TzEH/7wB5xOJ9FolDVr1qBSqUQL29KlS8nOzubxxx+nubmZefPmccABB9Dd3Y3H40GtVtPV1SX2m7vvvpsPP/yQVCqFz+dDo9Fw/vnnc9ZZZzF//nzuvvtu1q9fj9frZf78+Zt8f+eddx7z5s3jnnvuYd26deJxchbMEUccAcCRRx6JVqtlw4YNWCwWzGYzJ5xwAgD77bcf1157LYAIj96VMJvNZGVlMTAwQE5OjiAeCwsLCYfD9PT0YDQad9jemZ+fLxSkvT0RPvl4kJbmYRSAxMi+oVIrOGh+GccdX4vVuvMz1XQ6HZMmTaKjo4Pe3l7C4TAVFRXfievrdxWjFbijywYkScLn8+F2u0WAsMFgEMHhGo0Gn89HS0sLOp2Ouro6Ydk0mUyUlpbi8XgYGhoSBKLdbicnJyejtsoggwx2CTJETQYZ7GIMDAzQ29uLWq2mrq5uqwevbrebtrY2BgcHicVimEwm7Ha7mIQ4HA4R/Lsnhv7uCCRJoq+vD6fTuV3qoz0BMkmTTCZF3azf78fpdDJ16lRsNptQ1exNlqGRZpxSHnvkn/h9Serqi9BoTOj1emx2G5Ik4fVEeeiBLzjvgmkcNH/L7Ti7E6lUit7eXkwm0zbbDncW5EYfOS9qayFJkqiFTafTxGIxmpubCYVCFBQU4HA4hFJk9M1ut3PiiSdywgkncOSRR/Liiy+iVqsJh8OsW7duk8fH43FhoYIRMmjDhg0ix2ZgYIC2tjaxXW63m0gkIrJdfD4fsViMdDpNMpkUdeIyOZ1IJDCZTNTW1uJ2u9FoNCLI9+ijj+app54iHo/j9/vxer34fD6GhoZQKpXEYjF8Ph82WxZ6vQa1WiFClI0mE0qVingshj+UjaQIolKr0ev1zJ1zCTqdgldfu5LCwkKGhoZQqVTk5+ejVCpFE4xareaAAw6gpqaGL7/8kqeeeooXX3yRCy+8ELfbjU6n48svv0ShUPDxxx/zwQcfcPvtt2O1WnnhhRfo7e3lm2++QaVSUVZWxqOPPsqXX37Jsccey5o1a8RnoVKpxP9ramr461//ymeffcbpp5+Ox+MhEAiQTqcJh8PicaMx+nyoUqlIJpPo9XoCgcBusVQWFxfj9Xrp7e0dY3WqqKhgw4YNtLW17ZTmptLSUlaucPLcX5ZSVJi9iVovkUjx8UedrG0c4urr9sfh2PmtV0qlkqqqKhECLufW7G3XpP8FJBIJ2traCAaDQoEbiUTo7+9neHiYZDIpAsSzs7PHWE+Hh4fp6OjAYDBQW1u7iVpGqVSSnZ1NdnY2kUhE2KU8Hg9arVaobPYmW3YGGWSwZyND1GSQwS5CIpGgo6MDv98v6lwnksnKob+hUIj+/n46OztFI0lOTg5VVVXYbDZhY9qbJvbbitEDrdzcXEpKSva61ctYLEZTUxOpVIra2lrRZlNYWEhLSwtut5uioiLWrVvH4ODgmHBeGRUVFaIeOR6Pc+2113LxxReL+998800WL17MmWeeyYMPPshzzz2307Z/dCvPihUrxry+JEn85Zk1SGk92dkxQqHAGNJBoVBgd+gxGNX85dnVFBZZqa52EAgEuOmmm3jnnXcwGAwiL+WOO+6gpKRku7bz1ltv5YYbbtimgXF/fz+JRIKamprt+pvjYTR5sqWb/FiPx4PH40GpVG7Tc2VEIhF6enqE6sXv94+xLgEMDg7idDqZOXMmSqWSwcFB3G63mMC0trbS2NjIrFmzxDlIlv7n5+dTWloqyIvS0lJqa2vRaDRUVVXR0NAgjsvp06djtVrp7OxEpVIxffp0lEolRx99NHa7nYKCAp577jmOPvpoJEkiJyeHrKwsiouLRRVuKBSirq6OO++8k0WLFpGbm4skSbS1tdHQ0CACcxsaGmhubh75Wb+aFStWMHPGKcS1WsxmMzarlWg0itkyj/6BTyjIryaZMhMIRNnvgJH9xGq1MmPGDAYGBpAkCaPRyIcffigsEv39/cyZM4dTTjmFJUuWcPnllzN16lQqKyvx+XxMmTKFRCLBsmXLyMnJIT8/H7/fz/vvv09dXR3hcJh0Os3hhx/Oq6++yoYNG3jyySfxer0olUpBNMjn8SOPPJJFixaxdu1annnmGdrb2wV5JJ/7w+Eww8PDhEIhuru7SaVSQg3U19cn9im/349erxdkkEql4tNPP+WWW25h8eLFm5BE22tR1Gq15Ofn09/fT25urrDFyWG869ato7W1lUmTJqFUKrnggguYPXu2yDoCuO666zCbzdx6660T/p3uLj//fHeQ/HwTKCIkk8YxNl6NRkVpqRWnM8hTT6zgl78+EKVy19gu8/PzMRgMY3Jr5Oa+devW0dDQwAMPPMDVV1894WtUVFTw9ttvM3Xq1AkfI2cQuVyuLW6TQqEgEAhkclMYUR+3traSSqXENWXdunVEIpGR65LdTnZ2NlbrptbcoaEhurq6sFgsVFdXb3GMJStxZMLS5XLR19dHX18fNptNWNP3dAtwBhlksGcjQ9RkkMEugM/no6Ojg3Q6TXl5+SZtAclkckzgbzAYFJLcVCqF1Wpl1qxZlJaWYjKZ/mcu9oFAgLa2NtLptGhj2dswmqSpq6sbY0Ow2WwYjUacTidTpkzBbrczMDBAbm7uuCTeq6++ytSpU2lsbGTffffluOOOE5kQJ554IieeeCLATiVpNsbs2bPHvH5bm5fWVg9l5Q7CofB/yQHhRxj5UadTYzCq+ff/tVL101kcf/zx4r3o9XpSqRTPP/88HR0d203U3HbbbVx33XUTEjUbEx2hUIiOjg7sdrto99lakmRzpMtErUebg8fjIR6PY7PZUCqVY25yhfPGv5dvPp8Pn89HaWkpVVVVmEymcR/X3d3Ngw8+yF133YXBYCCdTnPnnXdy6qmnAvDGG29w7bXXEgqFUCqV3HfffUybNg2VSkVOTg55eSPWNaVSidVqFRMcg8EwZiV6vAn/1KlTueuuuzjqqKNQKBRUVVXxi1/8goGBAVKpFMPDw7z77rssW7YMn8/HkiVLUCgUXHnllTz99NMkk0nS6TRz587lggsuwOv1CruYSqXC6XSiVLnQaY1I6ZGmJQVgMpvx+/2YzGZy83Jpa3uftet9aLUW+gc1XHrppfT09GCz2Tj33HM5//zzycvLY7/99qOzsxOv18tf/vIX/u///g+NRoNKpeLWW28lkUhw6qmn8qtf/YrTTz+ds846i+uvv55TTz2VCy+8kJycHA4//HDC4TBTp04lmUxSWlrKo48+yrRp02hoaBC13RvjyCOP5N5772XKlCkUFxeLgN6srCxBBOTk5PDwww+Tl5dHIpEQ34PcuiVJEgqFAp/PR2dnJ3r9f5UlfX19orJ9YygUik3Im/FUP+Pdb7Va6e3tpb29nfr6enEc6nQ6qqqqaG5u3uEw4A/eb0erU5OXm4vL5cLtdpGTs+n5sqDATEe7l9aWYWrrdp1Szmq1ityalpYWioqKKCwsZOHChRx++OEsWrRos0RNBrsGLpdLhP/abDZ6e3uRJAmTyURZWRkOh2PChTI538tms1FVVbVNC0MKhQKHw4HD4RBWTpfLRWtrqwhyz8nJyaivMsggg+2CYnMDzNmzZ0srVqzYjZuTQQZ7N9LpND09PQwNDWE0GqmsrESv14uaR5mUkatoYURBEgwGRUZEaWkpWVlZ/zPkjAy5DlWuZx090dhbEI1GaWpqQpIkamtrx82KkD3wFRUVGI1G1q5dS0FBgQjLlLHxymt+fj5vv/02c+bM2WQVdfTPCoWC22+/nddffx23283TTz/Ne++9x//93/+RSCR45ZVXmDx5MgDPPvssjz/+OMlkEpvNxhNPPEF9ff0YRc1HH33Eddddx4oVK+jo6GDatH2YVHcMvX1fkkhEOfrIyzGaRhRBpSWlqDX/HQyn0xK9PX6OOlbBVVddRmtrK2q1elzC45hjjuHnP/85Rx99NOl0mu9///tcdtllHHnkkdx33328/vrrYrArh6c+99xz1NXVoVAoWLRoER9//DHPPfcciUQCSZK46qqrmDt3Lv/4xz/44IMP+PnPf040GqW8vJyTTjqJP/3pT5t87or/5Jpsy217ntPb28vg4CD77rvvVu9foy2Bo7MX9jTIlp3h4WG8Xi/Dw8N0dXXR3d2NzWYTwb1WqxWHw0FWVpaY7KjVaqLRqAjujMfjhMNhkecTi8UIhUK0tLTwyiuvcPD8k1n9tZl4LIBWD3l5OQwODo1M2KxWNJoRUu6Ms0rRG0aem5eXh8lkIhQKodPpsNvt2Gw2cnNzsdvtxONxQqGQuPn9fpqamsjNzRVtQCaTSdy2ReEoV6HLVeDJZHLC/x911FE8+OCDm6i/3n77bV555RXS6TQWi4XbbrtNHAe//e1vWbJkiQj7/te//sWyZcv41a9+xaxZs/jiiy9QKBQ8+eSTVFdXs2TJEm699VZmzJjBl19+CcB9991HZWUlqVSK119/nZdffplUKoXZbObXv/41FRUVvPXWW7z77rtoNBo6Ojq4+eabmT179hgiR560FhcXc++99zJ9+nQuuugiQfzcdtttmM1mbrzxRpRKJQ899BBvvPEGyWSSkpISHnjgUR68r5F1G17B5eokEgngHu7nuGOv5vU3b2f2rBNobv6CRDLGGafdzMef/A2vr4Xi4izeeOMNCgoKWL16NT/96U8JhUJEo1EuvfRSrrrqKgAuuOAC9Ho9TU1NdHd3s//++/Pss8+iUCg2e5+8j8vZUGazmUMPPZTFixfzve99j+eff545c+YAsHjxYn76058CcMghh/DWW2/xzjvvMHXq1C22esmKGoVCwS233MIbb7xBJBLh97//vSBbFQoFd9xxB3//+99xu93ce++94r7/BUiSxPr162lrayOZTFJQUIDBYBAWpS2NI3p7e3E6nWRlZVFRUbFTxl2SJOH3+3G5XCILx2KxkJOTI5rSMsgggwxkKBSKlZIkzR7vvj1vhJdBBnspIpEI7e3thEIhLBYLNpuNnp4eQqGQWEVVq9WYTCax+iKrEeRVObvd/j9H0CSTSdrb2/H7/ZuEoe5NGE3S1NXVTVi7LKtq+vv7mTJlCg6Hg8HBQfLz8yecdC9dupScnBxR4bsl2O12li9fziuvvMIPfvADXnzxRe68807uuece7rjjDv7617+yePFiXn75ZT755BN0Oh3vvvsuF110EUuXLt3saweDXqqrpnHyyZez6ut/seTTv3LcsdfT398v9m95hX8kvDHCm29+SnV1NatXr55QfRIOh+nr66O1tVV8ni6Xi7Vr1/LUU0/xr3/9C6PRKGTsN954I8899xwvvfQSFosFhULBMcccw9lnny1aO8466yxWrVrF+eefz4MPPohKpWK//fZjxYoVNDQ0cPTRR29CuOyu40+r1Ypsla0hW1KpFO3t7fh8PnJzcyktLd0jzhXxeJxgMCiyGuRMmXg8LlQeGo2GWCxGQ0MDM2fOJDs7G7PZPOY4TyQSuN1uhoeHCYfDYj9JJBLodDrS6bSogDeZTJSUlHDKKadQX19PTU2cV192o1Lm4fNCPK4jEVMyPJxm3n429jvAikIRZPLkycIOlkqlKC0tFVk4oVAIn8+HVqsVq+Cyos/r9ZJIJEQIvPxYGXq9fgxxI1v7xoNCoUCtVqP+T3bO5qDVavnNb36DTqdDkiRuu+02tFotS5Ys4a233kKpVPL+++9zww038Oc//5nXXnuNpUuXcuuttzJp0iS8Xi+tra10dXWxdu1abrzxRn75y1/y9NNPc++99/Loo4+Kdq0nnniCWbNmcd999/H888/z/PPPs3jxYj7//HNWrlyJRqPhnXfe4fe//z3vv/8+y5cvZ82aNXz88cfEYjFisRj5+flCZZZKpSgsLCQej9PV1UUkEuGxxx4bo84bGhritNNOo7m5mX/84x989dVXPP744yiVSl599VUuufgSCvMXEAmH6exs5Nxz7ketNtDb10o47KO8fDrHHP1jFi95gYXPXM2CHz5AdlYVvuDfePTRR7n99tupqKjgvffeQ6fTEQwGmTt3Lsccc4wgqxsbG3nvvfdQKpXss88+vPfeexx11FFbvE+pVFJZWYnJZOKvf/0rxcXFlJSUcMEFF7Bw4ULmzJlDLBbjrLPO4rnnnuPQQw/l5Zdf5rHHHhPHzeZavTaGSqVi1apVbNiwgQMOOID58+cLxZvVamX58uUsXbqUM84443+CqInH4wwMDLBq1SpxTpw8eTI5OTnierAldHV1MTQ0tNPPpwqFApvNJlo5ZcJSzv2Szy8TjREyyCCDDGRkiJoMMthBJBIJ2tvbaWlpIZFIjMlc0Ov12O12TCYTZrMZrVbL0NAQAwMDIlCzoqJCyNv/1xAKhWhrayORSFBWVkZubu63vUnbhUgkQnNzM8BmSRoZhYWFtLa24vF4KCoqwuPx4HQ6N7EAnXbaaUiSJNQDW5vFcuaZZwKw7777olAoRDvMrFmzeO211wB46623+Prrr5k3bx4wsgro8Xi2+NparYGq6rmEgiGs5mJcrm6USiU6nY5oNIpBPzJJVSqUKJQKNBo1Wq1WZFoolUqWLFnCbbfdRigU4sILL+TKK6/EaDRSUlJCQ0MDCoUCs9lMZWUl8+fPp76+ngceeICjjz6aE044YUymT01NjVAWffHFF1xyySX09vai0WgYHBwknU5TUlLCoYceyueff86JJ57IL37xC370ox99q6qt0RXdWyJqYrEYLS0txGKxb+04SafTRCIRYdH0eDz4fD7C4bDIJ9JoNJjNZtEUJVt3Ojs7iUajNDQ0jNmHU6mUUNzIpLXBYMBoNBKNRkmn06jVapLJJDqdDp/Ph9lsRqPRiJrc/Px8WlqWcvT3TEybNoP1awfo6Iih1enQ6YLsf4CRhoY62traaG5uZu7cuZSUlLBq1SpaWlqoq6vD4XAIpWM6ncbpdDIwMIDZbCYnJ4dwOIzBYBhDIqdSKUKhkMgW8/v9uN1uYGSitrHqZnutD7L9UcYvf/lL1q1bx8knnwz897idOnUqt912G5dddhm1tbXU19eLMOfOzk5qamrYb7/9SCQSTJs2jffffx+Xy8XQ0BBlZWWYTCbWr19PXl4er776Kl999RULFy5k5cqVzJw5U0xi/X4/kUiEdDrN/vvvz7Rp04hGozQ3N6NUKjepu6+urmb9+vWoVCquv/56rrrqKqEq+sUvfoHRaKS+vp7bb7+dr776iosuukgQmBqNkfJSHSq1iqrKWRiM1pGmHqMRrdbApPr9ASgqrMNqzaWwsIZIOMmsWbP497//DYwQwJdddhlff/01SqWSvr4+vv76a0HUnHTSSeI8sO+++9La2irImM3dJyMvL4/333+f73//+6xbt44f/OAHHHLIITz44IM0NTVhNBo59NBDgZEmtUsvvRSADRs2bLbVa2P86Ec/AqC+vp59992Xzz77TFhfzzrrLGCk/auvr49oNLpXKlK3BDmHye12i5IGnU7HfvvtR2Vl5VYr2yRJoqOjg+Hh4XHVrDsTGo2GgoICCgoKCAQC4pgbHBzEZDKRk5ODw+H4TucOZpBBBtuPDFGTQQbbAEmSiEQiwsbk9Xrp7OwkGAxisViora0dE/orT8CSyaS4OCeTSSwWC5WVlTtcX7o3Qx5oabVaJk2atMsrZXcVIpEITU1NKBQK6urqtmqAbLfbMRgM9Pf309DQQHZ2NkNDQ+Tn548JypQnaa+88goXXnghBx54IPn5+ahUKtLpNMAYG50MeRtUKtW47TAwsi9fdNFF/Pa3v92q9+n3++nr60OlUtPTNYDNriUtgYREbm4uVpuVYCCI3WEX+70kSQSDKg457FB+9evXhGro9NNP5/TTT+e6664jnU5js9lEWKxMcsViMZHV8tlnn7F06VI++OADZs2axf/93/8xffr0Tbbx7LPP5v777+ekk04inU6LCX9/fz/HH388jz76KNdeey0ff/wxf/nLX7bqfe8qjCZqNrfvBwIBWltbUSgU1NbW7pZzhmz9kQOP5ZBamciQiTmbzUZhYaGwLskkymj09fURCoWoqqoSKiKZ1PD5fKTTaXQ6HXl5eaTTaXw+H4lEQjw2Ho8LhUZeXh46nY7169djsViYPHkyn3/+OUNDQxxxxBGUlNixWsFq92A0GhkakggEAvj9fvbZZx+WL1/O119/zZw5czj22GP57LPPaGxspLS0lMmTJ+Pz+QRhpNVqicVidHR0CMtWNBoV35Wc0TK6lndjy5TL5WJwcBD4r5rSZDIJEmd7bGtbOm4NBgMqlQpJksS2ZWVlYTabKS8faWDr6elBo9Gwzz774PF4sNvtTJ48mUQiQU9PD0qlktzcXDQaDaeddhqXX365sGWl02k6OjoECbp69WpgxLra1tZGfX09RuNI4K+sHHI4HCSTSUEi6HQ61Gq1OL7NZjNqtZpbbrmFiy66SLyXocEQN9/4ITqdHqXSLlraVKoEavV/CT+FUolarSUSTpKbZxpznrvhhhsoKCjgmWeeQa1Wc/TRR485Z44+X49+3pbukzEwMMD777/P6tWr+X//7/8hSRKhUIhXX3113HPUrlDBjT7fA+Nu596MQCAgyGE5aywSiVBXV8fkyZO3SZmSTqdpa2vD5/NRXFxMQUHBLtzysbBYLFgsFkpLSxkeHsblctHZ2Ul3dzdZWVnk5OSI4oEMMsggA8gQNRlksFnIq6bBYFCQM/IEORaL4fV6MZvNzJw5k/Ly8k0GYYlEgsHBQTGolRtQ/pcvxqlUio6ODrxeL3a7nYqKir12NSkcDtPc3IxCoaC+vn6bVs0LCwtpa2vD6/VSWFjI8PAwTqeT0tLSTR57+umn8/LLL3PnnXfy0EMPUVNTw/LlyzniiCN4/vnnt2vbv//973Peeedx6aWXUlJSQiqVYtWqVcyaNQsYGdC6XC56e3vF+/R4PGjUSpQqPXl5OfgDIxMPrU6LWqPmr8/9isMOvZBJk0byGXzeGGXlNs448wAeefQerr76au69914xsQiHw0INI7+nE088kbVr17Jq1SpgZJAeDAY55JBDOOSQQ1i2bBmNjY1Mnz4di8UiVBYwYlGRq4IXLlwoLBnDw8McccQR3HXXXVx//fWcdNJJ3zoxqFSqcLtiKHBTUqIhN8+4yfljcHCQnp4edDodNTU1Oz2QUlbJBINBhoeHhXUpHA4Ti8WQJAmNRoPBYBArv/LNYDBs0aIYDAbp7+8nOzsbjUZDV1cXHo9H2L2ys7Ox2WyEQiEGBwdFDorZbCYQCJBMJsU2OBwOTCYTX331FUqlkvnz5+N2u9mwYYMIePV4PBgMBtRqNXa7nVAoRCKRwO/3E4/HmTFjBitXruSbb75hn3324aijjqKxsZG1a9ficrmYNWsW9fX1OJ1OfD4fKpVK2Cji8Tjr1q3DaDQKW9TG5y1ZOeZwOIARUiUajY4hb0ZbpnQ63SaWqS19pps7bk844QSeeOIJGhoaCAQCxOPxLVbQy5Y/+Xiw2WxoNBpKSko499xzOe+88/j1r38t/taXX37J9OnTWbFihSB/kskkDoeDe+65h7///e/cfPPNhMNh8f3J+9rAwAD//Oc/KSkpQaVS4XK5iEajtLa2csABB/Dwww9z0EEHkZOTQzqdprWthcoqO9+sTqLaitGq3x/njLOm0LimSfzO6/Uyffp01Go1jY2NLF68mHPOOWfLL7aV+POf/8xpp53GX//6VyRJoquri7/+9a889thjvPfee0QiERYvXsz8+fN59dVX8Xq9wIgyJh6P8+GHH3LYYYfxwQcfkEgkqK+vp6+vb5O/s2jRIm666Saam5v56quv2G+//Xbae9gTIQfzyjlVKpUKu91OOBwGRuzi26KigZGxR2trK4FA4FtV8Mr14Hl5eYLQlYkb+VyblZW1R+aPZZBBBrsXmbNABhmMQiwWG0PKRCIRANGwkZOTg9FoxOfz4fF4qKiooLKycpMVHdk/7XK5SKfTZGVliZC7/2WEw2Ha2tqIx+OUlJSQn5//bW/SdiMcDtPU1IRKpaKurm6bJ9EOhwO9Xj+uqmY8i9Odd97JrFmz+NWvfsUDDzzAj3/8Y2w2G2ecccZ2bf/BBx/MHXfcwYknnkgqlSIej/ODH/yAgoICent7RXtMLBZDrVZTU1ODw+FAo1VTVOQgEEhs9IoSbncnarXpP2SmAq83yplnT0GpVPLuu+9y4403MmXKFEwmExaLhfr6es4991xgxNJx+umn8/rrr7Pvvvuyzz77ACPhy6eeeqqwW+y7776ccsopAFx77bUcfvjhGAwGPvroIx566CFOOukkHA4Hxx57LNnZ2fT392O32ykuLub888/n5ptvZvHixdv1me0MhEJxPv+sl3//s5W2tj6Mxl70eiP5+SaOPraaWbML0WpVdHV14XK5sNls2zwhGQ+xWExYl0bbjaLRKIlEQqhkTCaTCDSXVTI6nW6blQCpVIr169fj9/tRq9W43W6USqWwROn1egYHB0XLm91ux2KxiJVzOZcGIDc3F5VKxYoVK1AoFOy///5kZWXx+eefEw6HqampwWq14vF40Gq1QrEh10crFAqGhoZE+9KaNWtYu/b/s3fe4W2VB9v/He1hyRqWp7xnnARCSCCsAIVCKJS+payyR4GWMkrh7YKWAoVCCx/QQdkNLaMDCrS8UApllBF2AmTY8bZsS7YleWmv8/3hngfv2M4gAd/X5St2LEtHR2c8z/3cYzN77bUXe++9N4WFhbzzzju88cYblJeXs3z5cgoKCvB6vXi9XsLhMFVVVTidTgYGBujs7KSrqwu73U5OTs601chjG7KU5r90Oi3sUsoiQDAYHPd4hbiZKs9pqvP2pJNOYt999+Wss86iu7ub8847TzTO/Oc//5nT5zab11q5ciV6vR6tVjuu0TAWi5Gbm0txcbHYJ0pwstPppLS0VKhnHA4HWq0WSZKIx+McccQRdHV1ceyxxwKjxM5JJ53EPsvWMDAwgsGYpr+vH5VKxUhoCFnOMDIyglqlJhFPkE6lMZlULKp38PHGT/bbNddcw5lnnskDDzxATU0Nq1evnvf+mAq///3vue2224DRz6+0tJQzzzyTn//857z++uusXbuWiy++GEmSWL16NSUlJcAoqffEE0+MCxN+/PHHp7W3plIp9tlnHyKRCPfcc4/Ip/ksIZ1OC2tTKBQCRvN3ioqKMJlMtLW1EYvFKCgomGSx2xZSqRRNTU1Eo9HdqlFSOdfdbjcDAwP4/X48Hg9dXV3YbDZcLtfnWnm9gAV83rHQ+rSAzy2UZpKxbUyKZFitVgv7kvKvSqUiFovR1tZGJBLB5XLhdrvHrYDGYjF8Pp8YeDudTvLz8xeqGRmtz+zs7ESj0VBRUTHt5GZPQDgcpqmpad4kjYJgMEhbW5uoWN64caOY0OwKpFIphoeHRd1zOp0W+TBKGOJUVq6OjkFu++U6tFoVDsdoJk13TyNvvfUkB646G4PRzOBAhsO/UMbXT1/yqYXeKg1buwspGPBH+NWd79DrDeF0GQmHB9FpdWTbshkZSRAMRKmssnPUGjuZTIz8/HwRYDtbpNNpoeIYHBwUKplwOEw8HiedTqPVajEYDKKBScmSUSwr24NkMkkwGOSjjz6ir6+P0tJS8vLycDgcolGpt7dXXCMVyb8SuKnVajGbzQwPDyNJEmVlZUSjUd5//31R152fn4/H4+Gvf/0roVCIZcuWUV5eLrJsNm3aJOxFH3/8MXvttRcGg4GioiIKCgrYsmULTU1NFBQUUF9fj9VqJZlMsmHDBpqamjCbzey777643W5aWlrYuHGjuI7n5uaSlZUlyK50Oo3BYCAnJwen0zmvVfBkMjlOdTNWuamEJ4/92tZrdHd309vby7Jly3ZpMPuhhx7KzTffjN1up66ubsrHtLW1EQwGqaqqmjKbTbFYKe1XyWSSJ59o4j+veHDlGVCrIZP+pDEOYGQkSSya5utnlOEuHlWrajSacfarmb7fGYrOcDhMS0sL6XSa0tLS7SIGJrb8fZYgy7KwNg0ODpLJZDAYDDidThwOBzqdjpGREVpbW5FlmbKyMmw225xeI5lMsnXrVuLxOJWVlbt9JmA0Gv1vFX2AdDqNXq8XAcTbe31ewAIWsPthptanBaJmAZ8bKINhRTEztllEr9cLyb0iQZ8IZaVDpVJNCgCORqN4vV4GBgZQqVTk5ORMq4z4vCGTydDZ2UkgEMBqtVJeXr5HS3oVkkaj0VBTU7Ndn7Esy2zevBlJkqivr8fj8dDf38/ixYt3GrkXiUQEMRMOh4HRSY1CzFit1llNXDydQ/z+wQ/p6R5Gq1WjN6jJpGV8vgCSJHPaGSs55kvVqFSfDkmTyWTG7dvHH3+cm266SdhRli9fvk3b2MSK9Nli7MTqjjvu4LTTTsNisXPLTW8QHIiRnz86mQz4R8NnnTmj9pRkIkljQw+FbiPf/+GhuFw5k577lFNO4aWXXqKnp0dYl7Zs2cKXvvQlnnrqKUZGRojFYsTjcSRJQq/XYzQasdvtgpRRrnE7aoI6MRRYIYhqa2upq6tDq9USDofx+XwMDg6KDBSXy8Xw8DDd3d1kMhlycnJIJpPCUlpeXo7f72f9+vVCTVVUVEQmk+G5557jzTffZPny5dTW1tLe3k51dbUId1fUDe+88w65ubnk5+ej0WhYunQp6XSaTZs20dXVRWFhIYsWLRJ21O7ubt577z2h1DGZRi1p5eXl467xubm5uFwuERAaCoWQJAmbzUZOTs647Jq5QjlGxypvotGouF/pdLpxxI3JZBpHyAwPD9PU1ER1dfV2bcd8EAgEaG9vp6ysbErbVSaTobGxkXg8Tl1d3awyvTIZmeefa+bZ/2smlUxjMmtRqSXisTSxWAqn08BpZyzCXWyesfI8nU5P+fxjm7hmQ+7M9rxJJpO0trYSCoXIy8ujqKhoXqT17kbUhMMJ/P4I6bSM1aInxzV3G2ksFhPWpmQyiVqtxuFw4HQ6x1nDx9o/Kysr5xySHI/H2bp1K6lUiqqqqj1KnZLJZBgcHMTv9zMyMgKMWhNzcnLIzs7eLVr/FrCABWw/Fuq5F/C5gzLQHWtjisfjwOigx2w2k5eXJxQzMxEHSmvG4OAgVquVsrIysaoRDofxer0izyA/P5/c3NyFVY//IhaL0draSjQapbCwkPz8/D16cBEKhWhqakKr1W43SQOjx2J+fr7I7MnPz8fv9+P1eikrK9sh25xOpxkZGRHkjNLQYzabKSgoIDs7e16ZScUl2fz42kNoaxvkvXd6CAai6HRq1nypBHPWCIsW5XxqJA2MhnzG43Fqamrw+XxcfPHFfPDBBxQXFyPLssjA2dm44447OPLII2luiuPzhigp+4TgVavVJBIJYPRcGRwYJCdXz0BQTX+fjBKhkE6niUaj9PT08Pzzz1NSUsL111/PihUriMVi9PT0CLJE+VwVYsZkMs3LurQtKKHAwWBQrITr9XocDgepVAq3201NTQ0jIyO0tbUxMjKCRqOhsLAQl8tFPB6ntbWVSCSCxWIhJyeHnp4e4vE4BQUFFBQU0N3dzcaNG5FlmWXLlol2lvb2dlpaWrDb7SxevJjc3Fw+/PBDksmk2I54PC5UQqFQCK1WSzqdFu1q1dXVpFIp+vr60Gg0gjQoKirC6XSyfv16tm7dSjAY5MADD8RoNFJRUSFIeZ/PR19fHy6Xi8rKSlKplFgFVyxYispmrteJsZYphexQFKBjVTdKS9tYy5TJZBILDcPDw7ucqFEsnN3d3aIBcSxUKhWVlZVs2bKFlpYW6urqtkl8qFQSxxxbzerDSln/gY8tm/qJJ9LY7Eb237+QyirHrK41SpvUVCTO2O/j8TipVGpGYme2ap2qqip6enro7e0lEolQUVEx54WKmRZUdyW8PSO88nI7b7zhQc7IgEQmI4+qAI+uZOleuTNeZ1KplLA2hcNhJEnCarXidDqx2Wzj/jaTydDR0UEwGJx3lp3SxijLMjU1NXtcNqBKpcLhcOBwOIjH4+L60tLSIqyNOTk5C4rtBSzgM4wFomYBnwmMDf1VBrHKIEtplXC5XGRlZYkV0tlAmWQoEw/FPjEyMoLX6x03+cjNzd1jQ3F3BoLBIB0dHahUqk9lZXdHY2RkhObmZnQ6HTU1NTuMjHM4HCILY9GiRbhcLnp7e8nPz593xWosFhPETCgUQpZl0VKjqGZ2xPZLkkRFhZ2KCvu4/9+0aRN9fX2fWg5AIpHA5/Nht9uxWCw0NzeLgS2MbreSgQOwbt06/vd//1esWv7yl7/kqKOOAuAvf/kLF1xwAV6vl6uuuopLLrlEPMfYVe6pVr1vvPFGenp6OPHEExkcSPHlY39IKmXihRfvo619A4lEHIfdzbFfupxEPI1Wp8VqtZJOhXnyiQ0gFYka7Hg8ztNPP82SJUtE89VRRx2F3W6ntLQUrVbLl770JbRaLf/85z/5xje+QTqdxuVycc8991BVVcWxxx7LOeecw0knnQTA3/72N+6++27+9a9/cd111/HYY49hMBiQJImXX355SotBOBwWZMTYUGBFqaPUDttsNhoaGohEIuh0OoqLi0VIbFdXF4FAAK1WS0VFBclkkvb2dqFSs1gseDweNm/eTDqdZunSpSJkWwn1HRwcpKamhqqqKpGjNDIyIpRCarVaNEV5PB7S6TRms5n+/n7y8/NF8146naa/fzT7pK6uDp1Oh8FgYNWqVWRnZ/Pss8+yYcMG1Go19fX1grBR2sR6e3vp7+/H5XIJ1YSyCt7T00NPT88OWQVXqVRC9akgmUyOI2+CwSD9/f3AaLNTX1+fWJgwm827bAGhuLiYhoYGfD7flFkiOp2OiooKmpqaaG9vp7KyclbPazbrOPiQEg4+pGRe26UQLEpA9rag1Jtvi9yJxWKiEWsqqFQqIpEIHR0dNDU1UVFRgdVqnZbc2R0XMzZt7ON3v30PSQKXy4RWOzrWkWUZny/Eb371DocdXsYpX1+MWv0JOSfLMkNDQ6LlTZZljEYjbrdb5BRNxFgSt7CwkIKCgjlvr6J8ValU1NTU7PH5gHq9nqKiIgoLCxkaGsLv9+Pz+fD5fILottlsu9TquIAFLGDnY8H6tIA9EvF4fJyNSQn9hdF60rE2pvmsNsiyTE9PDz6fD4PBQHl5uQgRVsIltVoteXl5uFyuhZvjGCgTsf7+frKysqioqNjjFUY7i6RRoNgFqqqqRK5GdnY2FRUVs/r7TCZDKBQS5IyiHlNySJTK+F01Aejv76ezs5Pa2tpPRa7f0tLC8PAwixcvRqfTkclkOOGEE3j99dc57LDDOPjggznzzDNxOp0Eg0Hq6+v529/+xoEHHkg6nWZ4eBi73U5ZWRknnngit956K+3t7SxZsgSfzyf25XREzdjvy8rKeOSRJ3j4IR/FJVZefuUhAA4/7GzCoTBPPv3/UKs17LvP19BoNaOTv2SKvr44512Qh9FowGAwYLfbOeecc7jhhhs45JBDqKurY+PGjRQWFtLe3s6KFStEHfTixYt59dVXqa+v54EHHuDee+/l7bff5p///Ce33HILL7/8MgBHHHEEl112GYcccggVFRV4vV6MRqMgPJSV/1gsRjAYJBgMEo/HUalUZGdn43Q6sVqt4rjq7u6moaEBg8EgvvLz8wVh19/fLyxbyrWzs7OToaEhsrOzKSsrQ6PR0NnZydatW0kkEixatIiysjLxGk1NTfz73/8mEolw5JFHstdee+H3+/nwww8xmUwkEgkkSRKhoYlEgvfff5/y8nJBouTl5eF2uwHo6Oigq6tLBN7W1taK87uvr0/YdPr6+sjJyWGfffYZ1xaj5JIpYck5OTnk5+ej1WpFc43f7yeZTO6SVXAln6i1tZXOzk5KSkrE/UnJ/xlrmdpZiwttbW0MDg6Kc3Aq9PX14fF45j0Z392QyWTGETgTCZ3h4WERiLt582b+9Kc/AQgb2I033gjAfffdx0UXXYTRaNymcueb3/wm55xzDocccshOe1+dHUPcfNMb2B16zGYdV/94NT+55p/o9SbC4UF+/9CV1FQfQE3Viby/4Zf85S+/p6CggCOOOILTTjuNAw88kHvvvZe9996bc889d0bSRNlHsixTXl4+rzwZ5X6t1Wqprq7+zCpOkskkfr8fv99PIpEQId05OTl7PDG1gAV8nrBgfVrAHg1ZlkXor6KYUewbStCiUt1qNpt3SDtKW1sb4XCYnJwc3G43w8PDtLe3E41G0el0lJSU4HQ6FwiaCRi7ErY9nvzdCcPDw7S0tKDX66mpqdkp+ToOh4Oenh68Xi91dXXk5ubi8/mIRqPTDrgSiQRDQ0MMDw8zPDxMJpNBpVJhsVjIy8sjOzv7U8tIcjqddHd309fXt8uJGiUjpaioSLx/lUrFU089xcaNG3n11Vd56qmn+OUvf8nHH3/MunXrqK+v58ADDwRGrylKvTLAqaeeCozm1djtdrq6uqYNSp0O6VRaWDO2bHmDWDzMRx+9RDKVIpmIkZ1dRDqTRkpJ6LS6/5IfGQ499HBsNgsGg4ENGzYQiUQ44YQTkCSJr33tazz00EP88Ic/HPdab7/9NnvvvTf19fUAnHvuuVx88cWMjIxw9NFH853vfIctW7YAo4TWcccdB4zWo5911lkcddRRHHfccaKVKRAIiEpcq9VKQUEBNptt3HU2nU7T0dHBO++8g9lsFhNvRUESCoXo7OwkGo1itVopLi4mmUzS0NBAKpWiuLiY3NxcZFmmo6OD5uZmkskkNTU140iaSCRCc3MzQ0NDFBUVUVtbC4yunitqKa/XS15enrCVFRUVsWHDBpH54nA4hKpGo9FQUlJCLBbD7/czPDxMc3MzNTU1qNVqQqEQNpuN+vp6mpub2bRpE//5z39YtGgR1dXVIpS5rKxMtET19/fT398vCBtlXwwPD9Pf37/TV8EVgkyv16NSqSgvL0ev14+zTCkV0cC4limz2SwUVdsLhRTr7u6mvLx8ysfk5uYSiUTo6enBaDTOOSR2d4PSnDYTMVBfX89bb73FN7/5TZ555hn23Xdfkskk69evF1Xn99xzD5dccglqtVosSo2tOh+Liy++GLVazaZNm2YdnLwte9LEe9z/PdOEVqfCbB5/Pxkc6mXt2itZseLLHHzQKSTiKVKpywkGQgwObiGZTGI0GqmqquLuu+/e5nHl8/no7u7GaDRSWVk5L4JlcHCQ1tZWDAaDOEc/q9BqtcImOjw8jN/vp7+/n76+Psxms6j5XhinLmABey4WiJoF7HZIpVLjmpjC4fC40F+LxSIUM7MdVMpymFSmARgAVKikAlRSFZI0/iYeCATo7OwU4ZGyLNPQ0EAsFhMDcofDsceTDzsDg4ODtLe3A1BZWbnHD7phtDWopaUFg8Gw00gaGFVjFBQU0NHRwfDwMHl5eUJ9oNgCZFkmHA4L1YyiItPpdDidTrKzs7FYLLvFoEwJi/X5fCQSiV1GGMmyjMfjQa/XT9nytGTJEpYsWcK3v/1t6uvreeWVV7Y5GRhrP1Or1eOa4RSrQywWm3JbYrEYmUyG4ZHR5iWVOkwymeCgA87CYhnNyrHb7VgtVjTaTyZSyWQaMlHy813iWvPggw8yODgoJr3xeByLxTKJqJkJkiRxySWXcNdddwFw0UUXCcLlrbfe4rXXXuPZZ59l2bJl3HnnnVRXV2Mymaa1KSgZL16vl+bmZiwWCwcddJA495PJJN3d3QQCAWF3sdls49SK1dXVGI1GZFmmvb2djo4OkskklZWVVFRUjLvWtre34/P50Gg01NbWis9OqTc2mUxs3LhRhJMmk0lsNhsGg4F4PE4ikSArK4tgMCiyaiRJorKykkQiwcjIiCBrqqurCYVCWCwW1Go1tbW15Obmsn79ej788EN6e3vZa6+9BEGk1+sFYePz+cRKt0LYKMo2ZRU8EAjQ1ta201bBlabCcDgsbGljP7exlinFqgWj567SmKV8zef81el0oh5dsR1PBYUoa29vn3W48J4MjUaDyWQS+7Sjo4OKigpRG/7tb38bgNNOOw2VSsUrr7yCSqXiu9/9Lh9++CGxWIxDDjmE66+/HlmW+cpXvsIFF1zAoYceylVXXYVWq6WtrQ2fz8fSpUu57rrrBFl6++2309TURDKZZL/99uPqq69Gr9dz+umns2TJEtavX4/dbufJJ58U5M7QYIKPNvgoKh5vXQ4Eu3nssR+zevUZLF18pFDb/fnxi6mo/CUXfes4zGazOPbPOeccVqxYwSWXXMK///1vrrnmGmEZ++EPf8iqVasYGBjg29/+NgcffDBvvfUWPT09nHzyydx8882T9uORRx7JpZdeyle+8hUAnnnmGW655RbuvPNO+vv7ueWWW/D7/Wg0Gm666SbWrFkDjF4Db7zxRp588kkCgQC//OUv+drXvrbTPu9dBavVitVqJZVKCRVfR0cHHo9HXF/2tIyeBSxgAQtEzQJ2A0Sj0XE2prGhvyaTSdShzsdjL8tRkpnnSMlvA2mQ1YAMZEDKQisdgUZ1EJmMTGdnJ8FgELPZjMViobu7m0QigclkEhOMBYJmMmRZFnWwyr76LEiNFZLGaDRSXV2905uqnE4nXq+Xnp4e6urqyMvLo7OzE71eTzKZnFSf7Xa7p63P3h2gZO309fUJm8nORl9fH7FYjKqqqnHnand3N52dnRxwwAEAwppXXl5OaWkpmzdvZt26dRxwwAHjrE8zoaqqinfffZcjjjiChx9+GBi19ii10x999JFQNvT1dVNW7qKvN05NzQF8+NGzrDn6CvLyCoA0Q0N95FrK2LT5P2ze/BoHHXgZBx9SIt5DPB7n0Ucf5b333qOqqkpsQ21tLa+99prIbwFYtWoV5513Hg0NDdTV1fHQQw+xzz77iLaTs88+m/r6euLxOJs2bRLnb3d3NzabjVNPPZU33niDQCDA//zP/0x5fCkZQIFAQNju3G43y5Ytw2w2I8vyOJtTfn4+BQUFpFIpGhsbhVqxuLgYlUqFLMu0tbXh8XhIJBKUlZVRVVU1jnQcHBzE4/EwPDyM0+kUiiGl+UpptFKpVAwNDWGz2chkMqTTafLy8ujp6UGSpClVNRqNhqqqKhoaGgRhs2XLFkHsKLDb7Rx88MFs3bqVxsZGXn/9derq6sbZO/V6PaWlpZMIG6fTKSq+d8UquHKdUHKXxkKj0YiJnQJFuaF89fX1iQUSxTI1lsCZjXJVCUf3eDwsWrRoyseoVCoqKirYsmULzc3NLFq06DOf9bZs2TIOOOAAjj/+ePbZZx+WL1/OJZdcQklJCb/97W+56667ePPNN8Wx941vfINDDz2U+++/n0wmw+mnn86TTz7JBRdcgE6nw+Vyidyb5uZm/vOf/yBJEsuXL8fn83HooYdy8cUX88UvfpG77rqLRCLBpZdeyuOPP84JJ5xAMpmksbGR3/72t2g0GhobG8W2Nm0dYWBwEIMpgUqlQq0a/Wwe/P0VHLjqNHJdS+nt60Wj0YjjIhQa3abpxkvLly/n9ddfR61W09nZyX777cdjjz3GokWLMBgMeDwe/vOf/zAyMkJlZSXnn38+1dXV457jnHPO4aGHHhJEzd13382RRx5JVlYW3/zmN7nooos4//zz2bx5M6tXr2bLli3Csmi1Wnn33Xd54403OPnkkz8TRI0CjUZDXl4eeXl5hEIh/H4/wWAQv9+P0WgU15c9uXlzAQv4PGHhTF3ALkUmkxmnlAmFQiL0V6PRiNDfqSpH5wpZjhBP30uGbiQ5D0nSgDT29zES8t+Ixjx0tC4hFouLtpBwOExWVhYlJSXz8kh/XjC2ftTlcuF2u3cLRcf2QpFPm0wmqqurd8nEQWmA2rp1K01NTSQSCVpbW/F6vZSXl2Oz2eZUn/1pQ6fTYbfb8fv9FBYW7vTjIplMiuDWiedsKpXi2muvpaOjA6PRSCaT4Wc/+5kIFP7b3/7Gd7/7XcLhMCqViltvvZUjjzxyytdRsiZ+/OMfc/7552M2m/nCF74AjBJACiHidDpxuVxcccUV3HzzzahUOurrLmKvJccRi0X421M/QaVSISHxhcPPITe3jGCwG53OSCqZ4aCDPiFfnnrqKaqqqsaRNACnn346Dz74INdee634P5fLxR//+EdOO+00UqkULpdLEEkAFouFNWvWiBrvjz76iO7ubr7//e+TSqWQJIkVK1Zw/vnnTyJpotEoPp9PtA05nU40Go0IjTWbzVPanAwGAwMDA3R0dABQXl4ucmtkWaa1tZWenh6SySTFxcVUV1ePO14UpVQwGCSdTo9rcFFsWQpB5HA4CAaD4nNIJpPk5+fT0dGBLMsMDAxQU1MzTlUDoxagsrIyWltbgVEbRjgcZvHixeP2gU6nY8mSJeTk5PDxxx+zfv16+vv7Wbx48ThyT7HI5ufnC8ImEAjgcDgoKChAr9dPuwre1dWF3W7f7lVwZcFByceZCYplZ+znoiyiTGWZMhgM41Q3RqNx0sRcpVLhdrtpa2sjEAhMWdet7KvKykq2bt1KW1vbpOP8s4axVswXXniBv/zlL6xdu5bXX3+dmpqaSY//+9//zjvvvMNtt90GjB7z05HfY8nV5cuXi2vS888/z4cffsh9990nnqOuro7FixeTlZXFRRddxPLlyyfl6vT6etDpetGoNaQzaRLJ0ZY6d9FS1m/4J7muxVgso4tY0UgUOZOhu6eXjz/+mEgkQnd3txgjDA4O0tvbS3t7OzfccAPNzc2igjqdTpOfnw/ASSedJHKwFi1aREtLyySi5oQTTuCKK64gEAjQ29vL66+/zk033UReXh4ffvgh5557LjBqNVu2bBlvvfUWX/7yl4FP7KyrVq2ip6dHKKY/a1CU58XFxYKs8Xg8464ve1Jd+QIW8HnEAlGzgJ2KRCIxjpSJRqNilc5oNGK328nKykKv13Prrbfy2GOPiRXO6upqrr/+erFyOufXzjxOBi8qisYRNAKSgWjITiT2TyKxITKpZahUKqxWq2gFmQrf+MY3OPvss2cM77vjjjs47bTTyM3Nnde27wlQQv8ymcy4ideejoGBAdra2nYZSTO2PltRDfh8PhYvXsyiRYsIhUIiZHhPQ25urhgg7uxzoaurC1mWx6lLFJSWlvKvf/1r2r898MADWbdu3aT/b2xsFJONaDTK3//+d5LJJE1NTdTV1fGPf/xD1CHfcMMNwtIwNkvi4osv5uKLLyYUCvP/bn2Jjz8a4NhjLkGnnzxx7ujcxF6Lz+ToNZW4x1gNTjnlFE455ZRJj//JT34ivlesKwBr1qwRUv+xiMfj9Pb28tJLL3Httdfi9/vJzs7mwAMP5KOPPpp2BTwUCuHz+RgaGkKlUpGbmysyZbZs2UJWVhZOp5O2tjaCwaCYeCuqlo6ODvx+P2azWWSmwChx39rais/nI5lMUlBQMOU519fXR19fHyMjI1gslnHqjHA4DCCChO12u8gpys7OJpFIUFhYiCRJxOOfkPETVTUwqpgpLCykp6eHVCpFOBzG7/dPeUwplo6GhgZaW1sZGhqitrZWBCIrUAibsQqbYDCIw+EQzW6zWQV3Op1zvhZZrVa6u7sZGRmZ8/VZUbSaTCahRFDaFZUvpc1n7OPHkjcK8dPX1zdtXbcCZULZ2dlJT0/PlG1RnzUoVszLLruM2tpann76aU4++eRJj5NlmaeeempW4fLTWTW39RwWi2XKRqzSUjCbu7E7xlufvvLlK3n2n7/ltTd+xxmn3YxWayAjZ0CScOVYsVgsSJIkCD9FqdbV1cWll17KvvvuyymnnILBYODKK6+kpaWFnJwcwuEw/f39NDU1odGMhqsrykxlbKhWq9FoNBx//PHcddddDA8Pc9RRR7F06VJCodCs95FyPin76LMKtVqNy+XC5XIRiUQIBAIEAgGCwSB6vV5cXz7LeT4LWMCeigWiZgE7DEro71gbkxL6q1KphF9ZsTGNHXSeccYZRCIR3n77bWw2G7Is8+yzz9LY2DhromZsCF5G9pOWP0aSC6YkadKZtKiLVKl05OZvJpM4kvz8wm1OiO+///5tbssdd9zBkUce+ZkkakbrOH0iALKiouIzsxqlkDRms5mqqqqdRtLMVJ+9bNkyEZaqNEB1d3dPudK6u0OZsPX19e3UcyEUChEMBoVSYa7IZDIibDYSiRCNRolEIiKDRpIkDAYDVqsVo9EoyJnZysdHRkZoaWnhy18pwV1UwDvv+NBqVTicRrRaNYlEmoA/wqEH/y9HH1PF8V+p3WE2y2QyycDAAMFgkGeffVZUjx977LGTQoEnYmhoCJ/PRygUQqPRUFhYiMvlQqPRIMsyjY2NyLKMyWRi8+bNZDIZCgoKyM/PR6VSEY1GaWtrIxqNimBd5X1lMhlaWlro6+sjmUySm5s7ZQ5UKpWip6dH3FOWL18+TrkSDofR6XRotVpisRgajUZUcicSCZLJpMhvCoVCZGVlEQgEcLvdk1Q1AAUFBUSjUVpaWrDb7WKCOFUrkdFoZNmyZeTk5LB582bWr1+P3++nrq5uUkaXVquluLiY/Px8Uek9VmGjXEOnWwVXrGkz5b1MtX1qtXpeRM1UUK5RYy1TiURiHHmjNI8Bwg6j1Wrp7e2lq6uLkpLpq7WViaTSPrYt++GeiolWTK/Xy9DQEHvvvbcgNJXWRIDjjz+em2++md/97neo1Wr8fj8jIyPThjRPhbk+xxFHHMHPf/5z9tprOXqdmng8hV7/ybmp1ek4/NALWPf2H3j0Tz/knLNvw6Q3ARIHH1JFWVmZqOFevHgxDoeD4uJili5dSjgcprS0lL333putW7fS1dU1joxUq9Wk02ni8bi4fnk8nnHbJ8syNTU13H333Wg0Gn7yk5/Q2NiIRqNh0aJF3H777Zx22mm0trayYcMGlixZItR309Wofx6gkK9K2Lff76e7u1uoUXNycsY1+S1gAQv4dLFA1Cxg3lBWHBXFTDgcFjdAnU6HxWLBbDaTlZU1pSxaQVNTE08++SRdXV1icCtJEsceeywwOhC8+uqrefXVV4nH4+y111787ne/Iysri3POOUd4qkdGRrjjjju4/PLLWbGykLfeeg+dVs8Da0/nxp89z+ZNPtxuG/evPZmR4SD/ebWVe+9eTzoFGTnJ1VdXcdrXLwfgsMMOY+XKlaxbt25SoN1hhx3GVVddxXHHHce9997L7bffjl6vJ5PJ8Je//IUnnniCnp4eTjzxRAwGA48++ui8VUG7G1KpFG1tbSInYmz1656OYDBIW1sbWVlZk6wX24uZ6rNzc3PH1WdnMhk2btyI1+ulpqaG/Px8urq6hJpgT0NeXp5QHOwMG6Esj+ZL6XQ6IZ2fCalUShAxCikTi8WECkatVgsVg0LKGAyGeR8PStaR0hq2bJmGLx49zOuvdfL+e15isShms44vHl3JAQe4ycvf/pYsxU4QCAQYGRkRZMrpp5/OpZdeOuPKqWIPUlrHdDodxcXF5OTkjNsHXq+Xvr4+tFotfX19ZGdnU1xcLIiy/v5+urq6UKvVVFdXj5vcZzIZmpubCQQCpNNpnE7ntA0tXq9XNJtlZWVNupYqQcKAsNHm5ubS3d1NMBgkkRi1auTn59PS0iJsT0qI70RVDYw2Fr3//vtotVqysrLo6elBrVZPSTZKkkRxcTE2m42GhgZRN15dXU1paekkIkyr1eJ2u4UlSsk1stvtFBQUCDXDxFVwRWUTDAYxGAxiYjsTWShJEhaLZcqcmh0FnU4nbI7wiWVqbFhxNBplaGiI1157jfr6emw227iK8LFjg5KSEqLRKO3t7RgMhs9kzfB0VsyjjjqKwcFBzjzzTA4//HCsViv/+c9/uOOOO/je977H3nvvjSRJ6PV67rjjjjkRNXN5jnQ6zYcffojb7cZg0HDYEWX887lmSko+uX5r/tseddSR3+bFl+9m7UNX8rUTbkKlkqionJoUVNSI3/72t7n11lv505/+xMqVK0Uot2KTLCwsFM16WVlZVFZWsvfee5NKpUin0ySTSVpaWthnn33EOX/QQQcJ29aNN97Iddddx913341arebaa68V5w7Ahx9+iNlsFudOU1MTVqtVKHbGqnYmfv9ZITBUKhUOhwOHw0EsFhPWy8HBQbRarbi+fBbyBhewgD0Z0lR1fwpWrFghv/fee7twcxawOyMWi42zMSlNJ2Mlz8pq4FwklH/5y1+46aab2LBhw5S//9nPfgbANddcA8D3v/99NBoNN954I+ecc46o3DWbzbzyyit88Ytf5I23rmbpXnDFZS/yj39s5NXXv4PbbeNLa35DTY2WE05chNlsp7gknyyzmUCgjcMOfpr33/8Il8vFEUccQV5eHo899pgItFu3bh3V1dXjiBpF+l5QUEA8HiedTmMymSgrK+OZZ55hyZIl27fTdyOEQiFaW1tJpVKUlJSQk5PzaW/SDkMgEKC9vR2LxTIpxHS+UOqzh4aGGBkZGVefreSoTNem0tfXh8fjoba2VjTZ6PV6UUe8J0GWZbH9O0MVpOyrqZrG4vH4OIWMIsFXoNPpxilkTCbTDh2YBoNB2tvbMZlMVFVV7dQAR1mWGR4eJhgMMjg4SCaTQafTicH4tia8mUxG5D3E43EMBgP5+flTttwNDAzw2muvIUkSZWVlgqiA0Ulee3s7g4ODWK1WysrKxt0P0uk0zc3NDAwMkEqlsFgs1NbWTqnKi8VibN68Gb/fz6ZNm6ivr+eoo44S25NKpcSEMi8vT5CtDoeDTZs2EQqFWLFiBVVVVXg8Hl599VUOOOAABgcHKS4uxmq1smnTJvLz8ykqKhKvOzg4SENDAzA6UdTpdEJ9MJMyRakp37p1q1ANVFdXz0hQjrV2ZDKZSYTNxM9oYGAAv99PKBRCkiRsNpvImphqEqmcH0uXLt1l7WsTkU6nGRwc5IMPPkCj0eB0OoXadqzFamxQ8ZYtW1CpVJ+LcOGJiMVitLS0EI/Hcbvdu1yZ+8EHH3DXXXcJ9XAolOC2X67D3x+hoPATIrmvtw+dTofNbiMcShAIRLn8iv1ZVO+a9JxKK6QkSVRUVMx70UGxSyqq05nIeVmWRdaOQvJM9f3En2eaF6lUqmkJnel+3lYl+u4CWZYZGhrC7/czNDQEjNonc3JyFso0FrCAnQhJkt6XZXnFVL9bUNQsYEpkMhkikYiQm4fDYeHjVeTMTqeTrKys7Q79nYjNmzdz2mmnEYlEOOaYY1i3bh3Dw8M8/vjjwOjka++99xaPP/HEE8fZlWpra9l7WTGZjIdl+7jp7BzA7bYBsHRpPm1tHYyERujsHOYH3/sXPV0htDqZQCDCI488wt57783Q0BDHHHMMDQ0NqNVqysvLefPNN0UOwvDwMENDQ6xevZozzzyT4447juOPP35WHvI9Eb29vXR3d6PT6airq8NkMn3am7TDoAR4Wq1WKisr530s78j67JycHLxeL16vl+rqagoKCujs7GR4eHicMmFPgCRJuFwukfOyI1fIFVuMxWJBp9Ph9/vHkTLKaqtiXVKuVwopszOJE2WCbLFYqKys3GmTzXA4LFaLU6kUarUap9OJw+GYlUUmnU6L1qFkMonZbMbtdk8ivWD0GPd6vbz++usAHHDAARQVFYljOhQK0dbWRjKZFOTJxNdqampieHiYdDot1GvTWSe7urqEGkOv17N48eJxk4Wx+TTwiaVBq9XidDoJh8N4vV6qqqrIy8tDpVKJZr9gMEhubq7IUMnLyxPHw8jICHq9nqqqKpqamoSypr29HbVaPS3xolarRUNgY2MjHR0dDA0NUVVVhdvtnvIY0Gg0FBUVkZeXJ7J4BgYGsNlsFBQUjLvWqlQqnE4nTqeTWCwmAooHBgbQ6XRiFXwsIaNMiEdGRqYN893ZUI7JxYsX4/V6RTPgWMtUIBCgv79fPF6SJNG8uHTp0s9VfobBYKCuro729nY8Ho8g/XaVenX58uXjLN5ZWTouv2J/7v3d+7S2DqA3aLDbDSCpGBiMMDIsoTdouPTy/aYkaXp6evB6vZhMJiorK+dNGCokbygUorS0dJuLRZIkidyduSCTyUxL4kz8OZFIiO9nwkwqnZkInl0Jhfi12WwkEgmhsmltbRUEa05OzmfG6r6ABewJWCBqFgCMSlLHkjKRSESsKhgMBiFVzsrK2uEX6X322YempiYGBwex2WzU19ezYcMGfvOb3/Dee+8hyzJ33XWXaFaZiImTEYPBgEQBsrQVtVqF3vDJYW6xZFFaUs6SxUs447Q/c9DBbm7/1V5YLCGOPPQVZFkWla7hcJjm5mbUajXxeByPx8PWrVtF80lzczPXXnstmzZt4r333uOggw7immuu4bDDDiOZTIpJ2lQ34bE34915lWLs6rjNZqOsrOwztbrZ399PZ2fnvEkapQFIIWd2VH22SqUSlielyljJBdrTiBoYzZ7wer309vZSVla2Xc811rrU1NSEz+ejqKhI2DtUKhUmkwmHwyFW6rfHujQfKDXrNpuN8vLyHf7a8XicYDBIIBAgHo+LAbbD4SA7O3tW1xRFydHf3086ncZqtVJeXj7tSvfIyAidnZ3CxnXIIYeMawhSjk9F+TUx6yuVStHU1CTUZYrKaDrSVzmvMpkMPT09VFRUTAqYVYiaidYnjUYj1ER9fX2k02nxc29vLytXrqSrq4tYLEZBQQHBYJDe3l6hqgmFQpjNZiwWCyUlJXR0dJCTkyNW86urq2ckwRwOB/vuuy8Oh0NkZASDQaqqqqbdv0oGUF5enlDYKIHIBQUFk/anwWDA7XaPy5ro6ekZlzWRnZ0tspQ+TaJGQX5+PoFAQNR1K5NCGD2GYrGYIG4ikQgajYbNmzfT29uL2+0eF1S8oxeIdjeo1WoqKyvFtSQWiwmC69OAzWbgqu8fSEtzkJdfaqe5KUg0IqPXS5x2+t4s2ycfk2k8IZJOp2lra2NoaGi7rdLK9SMaje708gKVSiUsfXPBTITO2J+TyaRYSFCuWVNBkqRZkzpjv98R54VOpxN5YyMjIyJ7qre3l6ysLHJycmYMB1/AAhawY7BA1OxGkOUMkAZ2rg9W8ZCPtTEpdgAl9DcvL0+E/u7MVWeA6upqvvKVr3DBBRdw//33i9VKZRB+/PHH8//+3//jgAMOwGg0iuaAsc0fE6FR7Usq/TIykyWsao2aktJSkgmJ+no3ZrOK118foru7D4vFgtvtFo0/++yzj2gKycrKwmq1olKpRPio3+9n7733Zt9998Xn89HS0sKaNWtEYOXQ0NA2pbTTkThTkTq70icdiURobW0lkUhMuTq+p0NRPGRnZ1NZWTnrfRqJRAQxoxyjGo1mh9dnu1wufD6fUAQUFBTQ0dEhSLM9CcqKut/vx+12z/qakkgkJgX8KteqaDRKV1cXRUVFlJSUCFLm0/bUezwe+vr6cDqdlJaW7rBzNZVKCeWMctxZLBby8/Ox2+2zPuaU5qdAICCsNvn5+dMSJgrpPDAwQDQaJTs7m5qaGjFRSiaTtLW1icDakpKSSduSSqWEHUiSJNEKNR3ZIcuyaPEKBoOo1Wrq6+snTQoikQhGo1H8v6KoUY6v/Px8/H6/yKHJz89n06ZNgjwNBoMUFhaOU9UoIciKpSInJ4doNEpfXx9utxu/309zczM1NTUzKgt1Oh01NTXYbDaam5tFtld5eTlut3vaCY5arRaEjTIxamhomJawkSQJu92O3W4nHo+LVfCWlhahLNLpdAwPD0+7rbsKKpWKoqKiKeu6JUnCaDSKfCgYVcc2Njbi8XhEJp5SDa88fixx81nMs1FUVW1tbTQ0NFBeXv6pkfUqlUR1jZPqmtHPTbEML17swmAYT9LEYjGam5tJJBKUlJSI5rD5IJFI0NTURCKRoLKycqdkne0IKCqYudyDFHvWTCSP8n08HiccDpNOp2cMRFbsWXMleKa6V0mSJALEU6mUuL4oai+Hw0FOTs5nSmW9gAXsTlggaj5lyHKCtNxAKvMqGTr++79ZaKWDUauWo5K2f9VAUYeMVcyMlYhnZWWRl5c3ZbDfrsLatWu54YYbWLlyJVqtVtSk/uAHP2Dp0qX89Kc/ZeXKlahUKiRJ4tprr52RqFFJeaikGmQ2T/l7Cbjx58dz+SWP86s7ZerqFlNVVYUkSWLFIxAIkEgkcDqdmM1mKisrWbx4MUajkby8PHJycrj88ssZGhpCkiTy8vL45je/ydDQEKeddho//vGPMZlM3HvvvSxdulRMHsbejCfemJWVllQqNeONeFs34Km+5vK59vf34/F40Gq1U66O7+lQSBqbzUZFRcWM+2ZsffbQ0JDIVjCbzRQWFpKdnb1TBikqlYq8vDy6u7sJh8M4nU6hWtjTiBoYDXjt7++nv79/UoOOspo+kZQZu9qoWJcU21J7ezv19fUsXrx4t1B5ybJMR0cHgUCAvLy8cU1C84USChwMBhkeHkaWZdGkYrfb57TiqygBlYmu0+kkLy9vWsWXLMv09vbi9XrF4xXbkEJiDA0N0d7eTiaToaysbErFhhIgGo1GxedUUVEx42QzEAgQjUZRqVR0dnZSVFREaWnppMeFw+Fx50I6nUalUgkSxGKxYDAY8Hq95ObmUlhYyMaNGwkGg1itVgKBAIWFheNUNRaLBVmWx5FIbrebaDRKd3c35eXldHV1iYr2mSZlyn3BYrHQ2tpKZ2cnH3/8MYODg1RUVMyoylGr1RQUFIjzRiFsrFYrBQUFU/6tXq8X72d4eBi/309vby8DAwMMDQ2Rk5MjGrk+Lcy2rhtGr4F1dXWoVCoikYjIeRobVBwMBsdZpiZWhH8WLFPZ2dksWrSIlpYWmpqatpnNsqugEGPRaHTcdWRgYEDYBGtqambdUjYV4vE4W7duJZ1Ob1PJtidie+1Zs1HxKGPKdDo960XD6caYRqORsrIyYrGYCKzv7+/HaDTicrlwOBy7xf14AQv4rGAhTPhTREb2E0//HlnuRSILGJWsy3IcWQoAElrpa2jV+83peePx+DhSRsnKUFagFKWMEpL4WYUsDxNL/w6ZASQ5F0lSTfh9EhkfatVySJ9AT7ePYDCIVqsVwWkDAwMkk0nUarWwFkwV2qisdsRiMfGl/Dz2HFOr1RgMBgwGA3q9ftz3EwesY33SE2++033NZpVlJsWOSqWip6eH4eFh7HY7lZWVO11Rtauh1MTa7XbKy8unJGlmqs9WVDO7YgKQTqfZuHGjqAtXwlIrKir2yOra5uZmEc6tEDPRaJRoNCrOE5VKNSngd6xqAj7JFdrZEvjZIpPJ0NbWxuDgoJgozxeyLDMyMkIgEJhXKPBEhEIhfD4fQ0NDqFQqXC4XeXl5Mx6/is0pFoths9koKiqivb2dWCxGfX09Go2G7u5u+vr6MJlMlJeXT0n4JJNJtm7dSjweR6VSkU6nZxXIu2nTJiRJwuPx0NzczBe/+MVJxHw8Hmfjxo3jVus7OzsZGBigtLSUlpYWcnNzaW9vR6PRUFlZidPp5IknnqCoqIhFixbR1tZGbW0tWVlZ4vNzOp309/ezbNmycROOVCpFQ0MDmUyG8vJyWltbUalU1NbWzuo+mslk6O7upr29nUAggMvloqSkZFzGz7b+XlHYKCHMhYWF25y4JpNJenp6eOutt0TGhPLvp6VACYfDIoR/op1tKiSTSbZs2YIkSSxatGjSPWmsZUoZ8yjXE51ON4m82VPtGplMhvb2dgYGBrDb7ZSVlX2q7yWTybB+/XrxOcqyTE9PDz6fTyxubc99MhqN0tTUhCzLVFdXL6g2dgCUseRsbVrK99NBabQcGRkhmUyKNj2lzXI6wmdPPQcXsICdgc9FmPDAwACFhYVceOGF3Hnnndt8/CuvvEIikeCoo44CoL29nRUrVuD3+3f2pgKjJEI8fQ8yUVTS+JVXSdIjUYgsx0nKf0ZCg0a9fMrnUUJ/xypmlFAztVpNVlYWdrtdkDPzvThec801PP7447hcLm6//XZuv/12HnnkkXk9166CJFkxqL9FIvMUaTaO2qBkHSCDlABJh0Y6Cq3qCCS1hvLycnJzc/F4PPT394v2JkmSCAaDDAwMEAgExI3I4XAIpYlyE5qoPJFlmUQiMY64icViDA8PC2WGAp1ONyWJM5fBycSWg5luxPF4fNxNOB6P09XVRSKRwOVyodVq+fjjj+ek2vk0AvDmAp/PJ1Zyx5I009VnG43GSfXZuxJKJXBPTw+RSAS73T4u/2R3zjeCT6xLikJGsY0Eg0FsNhsajQaTyUReXt641qWZ3lcqlaK7u5usrKzdgqRJp9O0tLQwMjKyXRL/qUKBHQ6HCG2fK4aGhvD5fIRCIZF/4nK5ZiReE4kEXV1dDAwMiDDd7Oxsenp6CIfDVFRUkMlkaGxsJBKJkJubi9vtnvLzSiQSbN26lWQyiVarJZFIUFpaus3PrLe3l2QyKVRTeXl5VFZWTnpcJBIBGHfNVZrVlPuccnxJkkRvb6+ou+7r62PVqlWoVCoCgQBZWVlCVaPk0Uy8jilkT0NDA11dXVRWVtLc3ExTUxO1tbXbJLRVKhXFxcVkZ2fT2tpKd3e3uOaUl5dvU7Wo5FaNVdg0NjZisVgoKCiYNvtGq9VSWloqFFkWi0WER5vNZnJycnA4HLt04mQ2m3E4HPh8PnJycrZJdGm1WiorK2lsbBQZQWOPOeVeqSi6MpkM0Wh0HHkzODgoHj/WMmU2m0dz7XbzaymMHgMVFRVisSEajVJVVfWp2T1VKhV6vZ5YLEYqlRL2vpycHEpKSrZrn4bDYZqamgQZuhBgu2MwnzGaLMvTNmaN/V7JsvH5fHR2dgpLuHKvHwuVSjXncOVdZftfwAJ2J3xmiJpHH32UVatW8dhjj/HLX/5ymzf+V155hVAoJIiauSCVSm23yiCZeRWZIVRMv5okSXqQXSTkJ1DLi5EkPclkchwpMzb0V6/Xiwml2Wye9WrZbN7PbbfdRmdnp5iE7O4kjQJJsqJXn0VGDpLObESW/IAKCTca1RIkafzN32w2U1dXRzAYpLu7m6amJmw2G263m+LiYlF/qwSr6fV67Hb7tCvdkiSh1+unHEgpOTcTSRy/3z9OGaMMhpTB6FgiZ+INdz4yWlmW6evro62tjeLiYtxuN0ajcUqyR5HQztRwoATgbStnZ+L/72woBIfD4aCsrIxkMjltfXZeXt6M9dm7Erm5ucKCUllZSWFhIa2trQwMDOwWRAWMty6NbV0ae5wYDAZyc3OJx+MYjUb22muvea229vT0iIr4TxvbG3CphAIHg0Fisdi8QoHHQpZlBgYG8Pl8RKNRdDodxcXF5OTkzDgRn2hzUjJSVCoVoVAIr9eL0+kkk8mI2mSFxJnufSl2Bb1eTzQaxe12b7OlJZFI0Nvbi9VqpbOzk0QiQV1d3ZTnYTgcFuorBel0elyYpnJdcTgcBAIBgsGgsBOGQiHsdjsDAwMUFxdjMBiw2+1s3bp1Wtua0WikoqKC5uZm+vv7qayspKmpiebmZqqrq2d1HbNarSxZsgSr1YrH46G1tZVQKERxcTGFhYXb/MwVS6TL5RKToq1btwqyaTpLmcViEaRQcXGxsAx1dHSMy5rYVTZXJQS5q6trVm2JZrOZ0tJS2tvb6e7untFaqGTtjX0vSsaNElSsBDArj5+outkdrv3TQSG229ra2LJlC+Xl5Z9abovRaGRgYEDkh82mjWlbGB4eFhlLNTU1u/Vn8XnA2DHdbJDJZBgYGKCvr080/CmlJCaTaUpVTywWEz9vy5411+ydz5oqfC6Q5QwZ2kllXictbwWSSGSjkVahUe2LJO2eeU8L+ASfmaP3wQcf5Be/+AU///nPefrppznppJP46U9/SmNjI0NDQ7S2tlJZWclf//pXWlpauPvuu8lkMrz44ouceuqpnHrqqQBcffXVPPvss0QiER544AEOPvhgobY555xzeOmll7jwwgs58sgjueiii+jv70ej0XDTTTexZs0aYPSi9pOf/ISnn36aaDTKTTfdxNe+9jUA/vnPf/LDH/6AZKoHlyub39x1MpVVo+THtT/+Px7/6wYcDhOrD63i5Ze28uobl5NMDnP3/T9k7e9fJJlMkpWVxQ9/+EMWL15MTk4Ov/zlL3n55ZcBWLNmDbfccgtqtZru7m7OOussfD4flZWVyLLM0UcfzSWXXMI555yDRqOhsbGRkZERNmzYwOmnn05jYyPxeJyqqioefPBB7HY7hxxyCLFYjCOOOIKjjz6aY489lquuugrFFvfss89y4403EovF0Ol03H777axatWpXHwIzQiU5UKlXz/rxDocDm81Gb28vPp+PTZs2kZubS0FBATabjXQ6LbIjlMcYjUahtJnNwEIZHE6lmEkmk5NInEgkIvIlFGi12ilJnG2pEhRkMhk8Hg9+vx+73U5FRcWsJs8TV1hmsmjNxh8tSdK8QpVnC6UNxWg0otVq2bJly3bVZ+9KKKoar9dLNBrFbrdjNBpp2tpBKDTI5k39JJIZchxG9j/ATXWNA7V6570HxfM+kZSZaF1SBmWKUkbZr1arlY6ODmKx2JyJmkgkQn9/P7m5uZ96cOh8Ay5TqZRQ540NBc7Ly5tTKPBYZDIZAoEAvb29xONxDAYDZWVlOByObV4HhoeH8Xg8wuZUXFwsrl9Ka4tGoyGVStHe3o7FYqG8vHzaz24sSWM0GgmFQoL42Ra6u7uB0etaS0sLLpeL6urqKR8bDocxGo3j3t9ERY2yLw0GA0ajEZ/Ph9vt5oMPPqCnp4eioiIR+m6328nOziadTgu1zlTIzs6mqKiI7u5uQdy0trbS0tIySekxHTQaDRUVFWRnZ9Pe3k5vby/hcJihoSHKyspmpaJUqVTk5uaSk5MjCJumpiaRnTWRsLFYLCL7R1EK5ubmEg6H6e/vFwsQSpivw+HYqRMcnU5Hfn4+PT09hEKhWanGnE4nkUiE3t5e0ew2W2g0GrKzs8edp0o4q/LV19cnrmNarXZcULHZbN6t1KJWq1Xk1jQ3N2+35XK+iMViNDY2snjx4h2SZzc4OEhraysGg4Hq6urPRMbQ5w0qlQqn04nT6RSLj0oIsTLeys3NnXacrLRhzcaWFY/Hxc8zYa7hyp8Fe5Ysh4hnHiaTaQb0SNgBFRAnyT9Jpp9HK30VjWr/BaXSbozPBFHz0UcfEQgE+MIXvoDP5+PBBx/kpJNOAuC9997j3XffJTs7m6OPPppHHnmECy64gG9+85uEQiFuvfVWAOEbP+CAA7jxxht55JFH+P73v88bb7wBjIYbrly5Ujx+//3358ILL+T8889n8+bNrF69mi1btgjFiVqtZsOGDTQ2NnLggQdyyCGHAHDmmWfy0strqax9lT/8vpNzznqY1968gv97ZiPP/d9mXlt3ORp1hnPOfJRUKoW/v5/33vPwj2c28+c/P43D4eDNN9/k1ltv5Y033uB3v/sdW7Zs4YMPPgDgmGOO4d577+Vb3/oWl112GYcffjjXXHMNHR0dLF26lKOPPlrstw0bNvDqq6+KG+udd94pVkKuueYabrnlFm6++WZee+01JEnizTffJCsri1deeUU8R0tLCzfccAPPP/88VquVTZs2ccwxx9DZ2bmzPu5dBpVKRUFBATk5OfT09IimlMLCQuHzdzqdYuKlqHDG2jLsdvu8BruKKmainF2W5XHqG+X7wcHBcTeqsUqeiSSOMvCJx+O0trYSiUTIz8+f1Wru2OefK1kCk+srp7NoKQPoba2ubEuxA6PHaGdnJwaDgfz8fOLx+HbXZ+9qKA0wXq+X0tIyPngvyj/+vgmz2YwzZ5Rc6uwYYt26LpxOI+dfuJyKiu3PsEkmk5MCfhVbGHxiLcnNzR3XujTTceRwOES+yXR2jeng8XiEjefTRCwWo6mpadYBl9OFAhcVFc2a2J0K6XRa2FiSySRmsxm32z2rsOlEIoHH42FwcBC9Xk91dfWkyX1nZyfDw8NotVrS6TSFhYXk5+dP+/nGYjG2bt0qwniHhobIy8ub1QRSsX7l5eXR0tJCNBpln332mZK0kGWZSCQyaeV+IlGjEMDJZJL8/Hza2tpENbjX66Wurg6tVksgEMBut5NKpbBareLaM931LT8/n0gkQnd3N1VVVULp0draus1w8rFwOp1YLBaysrLw+Xy0t7cTCoVwu90UFBTM6nkUwmaswkYhbAoKCgQxoZxrIyMj40hOhYxQVDZ+vx+PxyNyvHJycuZ8ns4WeXl54vVmKgcYCyXYuaOjY87W4IlQ7pFja+ZnskwZDIZxqpuJROGuhk6no7a2ls7OTmFPLC8v3yWEkizLdHd309vbi16vn5V9b1sIBAJ0dHRgMplEcPQC9mwYDAbcbrdQ0Pn9frxeL16vF6vVSk5OziQbt6Kamet9cbbtWXOtR59OpTPdzzvrmlBWViYiCpRzfO3atZx77rn8+te/5pJLLqGnp4fTTz+dl176J8uW1fHS66dgMky0JxuRMP43XuMvgGrOWagL2HX4TFwFH3jgAc466ywkSeKEE07g0ksvFStzRx99tBi07r///rS0tEz7PFlZWRx33HEArFq1iiuvvFL8zmAwcPLJJwMIBcq5554LQH19PcuWLeOtt97iy1/+MgDnn38+MFovuXz5ct566y0kSWLvvfdmUb2bRAbOOmc/Lr/0cUZGYrz6SjNfO2kZ6XSUeCzF105ayq/ueAOb3cYbr/vZ2tjH17/+deATeTvAiy++yDnnnCMuaOeeey5PPvkk3/rWt3j55Zf51a9+BUBpaSlHHHHEuPd74oknjrux/uEPf+CRRx4hkUgQDoepqanZ5r5//vnnaWlpYfXqT9QqqVSK3t7ez0yds+Lxd7lcdHV10dnZKapas7Oz0Wg0IvsgHo8L0qazsxOPx4PFYhEKne0dQEmSJEiXiZgu0FiZGCpQq9UkEgn6+/tFhazD4UCW5Z0+6JxPfeVMKytTZe6MjIwIa2BXV5cIRi4tLSUUCmG1WkkkEgwMDDAyMrJNsqe6ulqQXIlEgiuvvJJvfOMb894H7e3t/Otf/+LCCy8U/1dWVsYzzzzDkiVLpt1vubm5dHf38O8XArz7jo/8fDOSBHabESTIzh7dp4ODMW77xTouuXxf/vzn3/HYY4+Ney/XX3899fX1455fsS5NVMqMJf/0ej1//vOfOfnkk0Ud9nxWO5VAW6/XSzwen/WxEAwGCYVClJaWfqor25FIhKamJoAZK5qVUGAl30oJBc7Ly5tXKPBYJJNJ+vr66O/vJ51OY7VaKS8vn9WEWpZlfD4fPp8PGLWg5OXlTTr3A4GACPIsLCykvLx8RkIqGo2ydetWUecaDAZxuVyzbr/q6upCq9WiVqtpbW3FZrNRW1s75WNjsRiZTGbSxFCxWo2t61bycdxutyDc8/Ly6OrqIpPJiBaiVCpFKBSiqKgIGM3KUb6fCsqgua2tjbq6OoqLi/F4PHR2dk7ZUDUdlGtwdna2yEeLRqNCXTPb40SSJFwuFzk5OQQCAbxeL83NzZhMJqEE1ev1DA8Pk5ubO+nv1Wq1uI8peVKKLU+v14vFiR2pcJiprnum91lRUcGWLVtoaWmZMlx4vpAkSRDOyqKb0pqpfA0NDREIBMT2T8y72dV5MSqVSqiwurq6aGhooLKycqcuQKRSKVpbWxkZGcHtdovq5u2B0sRosVioqqra49UMCxgPSZKw2+3Y7XYSiYRQ2bS2tqLRaETA+fYct8o4Z0fXo891AXFsccdsVTzT1aNPRGFhIc8//zxf+tKXgFGiZvny5eN+//LLL5NMv8a6909BkqfOkAMlXiOPpPw3NHI9kvTZalT7rGCPJ2oSiQSPPvooer2eP/zhD8DoIHbt2rUA4056tVot7A5TYezJrVarx914zGbzDpvESkzPEo/WVaqxWv1o1GqMBiMSMmefcxA3/ez/dsjrKxg76H7ttdf43e9+x5tvvonL5eLRRx/l3nvv3eZzyLLMmjVrxL7/LMNkMlFTUyN89c3NzVitVpHpAqPHUH5+Pvn5+USjUTHQbW9vR6VSkZ2dPe/8iW1hW4HG8XicaDQqPP5qtRqn04nf7xdefSXQeKIS59P0iG+L3JlYn61sryRJlJWVUVRUREVFxZQ34NnUoScSCW699Vbq6upobW3lxBNPZMmSJRQVFc1oz5puoNne3s699947jqiZDXJzc3n5pUZefslH/eIikskEwUCQSCSCyfwJWWCzGVCpJL52wmnU1Fp5++23sdlsyLLMs88+y5YtWygpKRlHykSjUfH+lXY4m802rnVJrVZz3HHHccopp2x3HoLL5cLn89HX10dxcfE2H59Op+nq6hLhp58WQqEQzc3NqNVqQeBNRCQSIRAIjGuMUyyR26tMiMfj9Pb24vf7kWUZu91Ofn7+rFUFQ0NDeDwe4vE4drsdt9s95bkdCoV4/fXXSaVS7L333ttcpVfIKyVjp7+/H4fDMescoYGBAUKhECUlJbS0tDA0NMTKlSunzVtRLGMTr3UTFTWyLKPT6Ugmk0iSRH5+Ph0dHVgsFpLJpCAHent7BRHodDpFbldeXt60JIBKpRLhws3NzdTV1ZFKpfB6vajV6jnVsyvbZrVaaWtro7+/n87OTsLhsKhinovaUSFVAoEAPp+PlpYWjEYjsiyLFruZns9kMlFSUoLb7WZgYAC/3093dzc9PT1kZ2eTk5OD1WrdIfewsXXds13MUIKdpwsX3pFQ2v7GHovKYpbypWTWKds2lrgxmUy7RBmiqBpbWlrYsmULZWVlO6UZMBKJ0NLSQjKZFPbK9evXzzi23hbGBuSXl5cvkDSfceh0OmHVGx4eFudPb28vWVlZ5OTk/HcutPOPgz2pHj2TyXDqqafywAMPcMQRR4h7xNKlSwH497//zTXXXEMsFiOZ7OF7Pzick08tpq9vhC8fc7d4HY9nkNPPXMEvb/sq777j48dXP8HIyFNImLn++us59thjReTHRRddNCkOZAG7Fns8UfP0009TW1vL66+/Lv5v3bp1nHXWWZx++unT/p3VahWqm7nCYrGwbNkyHnroIc4991y2bNnChx9+OC6X5fe//z3XXHMNTU1NrF+/nlWrViFJEueddx5bGyOUVqv44x/eZu9lbiwWA6sPreJn1/2TSy8/FINBxaOPfFKLfsxxxVx47qtc/M0u3G436XSaDRs2sO+++3LkkUfy0EMPccoppwDw0EMPiTycww47jIceeogf/ehHeDweXnrppUmqGgWDg4NkZ2fjdDqJx+M8+OCDs9oXRx11FNdddx2bNm1i8eLFALz77rusXLlyXvt2T4DNZiM7O1tYUTZv3ozL5aKwsHDcgEyxNhQVFREKhcTK+sDAAGq1WoQQ7+w2IcUGJUkSXq8XjUbDihUrKC4uFkqKiUqccDg8ThI6MdB47PefhrphW/XZw8PDwhIwGyIApr/xKtXsZrOZRYsWYbVaaW9vx2Aw8NFHH3HrrbeK3IerrrpKnAdvvvkmDz74IIlEAp1Ox49//GNWrlzJRRddhMfjYenSpVRUVPDYY48B8Oc//5kLLrgAr9fLVVddxSWXXAJAY2Mj3/nOd/5bSe2npuqL1C36Onq9Hp1Ox0hoBKNpvAQ/keyjqfkNfvWrd5EkCZ/PRyQSoaysTGQK/PSnP2Xx4sWcd955uFwu/vd//5eVK1dyxRVXcN9993H77bej1+vJZDL85S9/4YknnqCnp4cTTzwRg8HAo48+itfrFQODVCrF1Vdfzamnnsrrr7/OpZdeyvr168U2rVixgttuu41DDz0UrVaLw+HA7/dTWFi4zWPI6/WSTCanbP/ZVVCyznQ6HdXV1eMIjqlCgZXrqdVq3e4BZzQaxefzCSWl0+kkLy9v1quPY21OSvbDdCTI0NAQr7zyCtFolEMOOWRGVQl80s6iEL9erxebzUZZWdmstk2prVZsJAoBXldXN+NrTkXeTiRqFEWNMol0Op309PQIoqKnp4dly5ZhNBrxer2kUqO112azWeSPzfT+dTrdJMJAUZRqNBry8/NntQ8UmEwmcY3p6ekhEAgQj8eFumYuq81jCZtgMIjX6xWkfE5OzqyIpOmyJgYHB0XWxGxam7aF4uJiGhoa8Pl82zzeFJhMJkpLS2lra6Orq2vW1/kdAZ1Oh06nE0TIRMtUJBJhaGhIPF6v108ib3bGPT8rK4v6+npaWlpobW2ds6V5WwgEAqLNp66uThDESvPTfNDV1UVvby9Op5PS0tKFrIzPEZT7ZHZ2tiDO/X4/7e3t4wLOd8dadpVKNa/r3mzas8YqeMY2syolCnfddRdvvvkmjz32GIcffjgNDQ14vV72228/HnroIQzGICOxe/jiYX/j4EOqcTjN/Gfd5ahUKjZ+5OW0U9fyrYsPYXAwymXf/it/+/tpFBYWMtB/CitXrmTjxo0AM8aBLGDXYY8nah588MFJhMwBBxxAJpPh1VdfZd99953y77761a/yhz/8gWXLlo0LE54tHnnkES666CJuv/12NBoNf/zjH8fVsqZSKfbZZx8ikQj33HOPkBr/8Y9/5PTTLyCZCuDMkfj9Q6PbftyXl/DWujZWLv8ldruJ/fYvZXAgiiwnOfiQUn72sxs5/vjjSafTJBIJTjrpJPbdd18uvPBCmpub2WeffYBRq9cFF1wAjGbOnHXWWTzyyCOUl5ez3377TbsSvmbNGh5++GFqamrIyclh9erVvPPOO9vcD9XV1Tz88MOcf/75RKNREokEBx100GeaqIHRG0xeXp6YmChhjAUFBeTm5k4abGRlZZGVlUVxcbGwQyh5AFqtVpA2O6txY3h4WOQzVFRUiAHmWKn3RCiBxmNJHKUtY+yqgEajmbKRaraBxrPBTPXZeXl5WK1WQXh1dnaKrIu5rGpPd+NVq9Xk5+dTXl7OG2+8QV5eHieccAIAxx9/PPfddx+rV6/mhRde4OKLL+btt9/G4/Gwdu1a/vCHP2A0GtmyZQsXXnghzz33HN/97ne58847hepvy5YtJBIJ2tvbueuuu/D5fHzta1/joIMOwmw2c+KJJ/Lb3/4Wm62YX9z0Os/883tUVS6lsnIp5iwzA8EBIuEIesNoK1wqmaJp63osljz++WwjdkcCGB1MK4HXRqNRKCoUi6NC/EiSxP/+7//S0NBAQUGBCOu7+uqrue+++3j88ceFRaugoIDXX38dtVpNb28v++67L0cffTQHH3wwoVCIjz76iL322ouPP/6YgYGBcRbJ3NxcMTCbySYZi8Xo9xG7/gABAABJREFU6+vbpY00E6Go4oxGI9XV1SJcV7E5hkIhYPtDgSciFArh8/kYGhoSxGNeXt6sV/8ymYwIO4fpbU4wOtns6enh448/Jh6Ps3r16m1mASkkjWL/7Orqwmq1zimnpa+vj3g8TnV1NU1NTfj9fpYtWzZjUGw4HJ7yWFBan5TXVuxmyWRSkDOK7Umv14v94nQ62bhxI0ajkaysLJFbsi1VDYxvI+rq6qKkpIR0Ok13dzcajWbOCrCxNd7t7e0Eg0GRP+J2u6e8v8wESZJwOp04HA76+/t55ZVX2LRpE0NDQxQUFGC322f1fNvKmnC5XPNWiip13UqF+mwnQA6HY1y48GysUzsD01mmIpGIIG+U+/7Yx48lbnaUVUmr1YrcGoWgLy8v3y5VjyzLdHV1iVyxioqKSYtSMwVwT/ecnZ2d+P3+OS2oLOCzCa1WK9ToSs13IBCgv78fk8kkAs53p0Dv+WA+9n+lvEOr1VJeXs7JJ5/Me++9x0svvcRTTz3Fddddh1arZWBggB/96Ed0dDah04UYCEbYsKGdfZaP3sd7eoY54+t/4fcPnUlFZQ7/fG4z7e0B/ufLDwMyKmmtWCzJycmZMQ5kAbsOezxR89xzz035/1Nl0fz0pz8V35eXl7Nhw4Zxv1fsHzDqP1d+Hvu9gqqqKv79739Pu11XXXXVuNdTsGbNGtasWUNG7ieW/hWS/MmA+/s//CI/u+nLZDIZvnXhn9lv/xIyeNFJX+aMMw7njDPOm/R8arWa2267jdtuu23S73JycnjhhRfQaDR4vV5WrlzJfvuNBkYpk0QFWq2WP//5z9O+n7ET88MOO0w0PsGoqmY+NeefBWg0GoqLi8Ukpauri/7+foqKiqaUHSv5DVarlZKSEoaGhkRNqlL3rdgkdsTATZZlMZhWGkpm+7w7ItBYsVJNJHFmM9FMJBJzrs/u6OjA7/eTn58/65XZ2eDEE09ElmWam5v561//ik6n4+OPP0an04mA7uOPP57vfve7BINBPvjgAzweD2eeeea4/VFQUEBNTQ1Go5HFixeL1RONRsPpp5+Oy+US7TM+n49kMklzczMXXHABiUSawYEkqVSS5taPMZlyUKvVBINBBocGsWXb/vtCkMnIqNUqUikDtbW1tLW1ccYZZxCJRDjmmGO48847Z1R5fOELX+Dss8/my1/+Mscee+y09bn9/f2cd955YrIeDAZpbGxk1apVnH322axdu5b/9//+H2vXruXss88eN4kzmUxkZWXR19c34+Szs7NTZFl8GlBsKErb0cjICIFAYIeGAk/E0NAQPp+PUCgkwpNdLtecJluztTkBImtFybxZsWLFNkmaUChEU1MTWq2WvLw8PB4PWVlZVFZWznqynkql8Pl8ZGdnI8syTU1NmEwm6urqpn2OTCYjGqqm+p1KpUKSJCRJEkSN8lparZacnBxhTxoYGCAej+NwOAiHw8iyLAbQBQUFs1LVwCjRE41G6e3txWg0UlZWRjqdpqOjQ6gn5wqr1Up9fb24pilWusHBQcrKyuachSJJErm5uSxevJhoNIokSbS1teH1eudE2EyXNdHS0iKIKafTOef711zrusf+XSQSEeHCnxaZOxFqtRqLxTLu/plMJqe1TKnV6nGqG7PZPG9yRZIkSktLMZvNdHZ2ityaqfKOIpEk0WgKnU5FVpZu0jGQTCZFhXxubi5u9+TMC6WiWzn/tgVZlmlra2NgYICCgoJPPRx+AbsXlPMmnU6LxZzOzs5xAeezaYn7rEAJNVYI3osuuoj999+f1atXs2TJEmEJ/8UvfsHxxx/Pty89nkT6d+xdvxajyUKOy8XgYISLvvEHbrjpOFYdUAaMnodLlhbywkvng6TBqPmeeM329vYZ40AWsOuwxxM1eypUkguD+kJi6fuR6UGSHZx/7qN0tgeJRhMsW+7iiqtWolV9EY3qsHm9RlNTE2eddRayLJNMJrn22munDWdcwPbBYDBQVVXF8PAwXV1dtLa2CgXNdLJNlUolBrzpdFqszivEilI/arfb5zUBTKVStLW1MTw8jNPppKSkZId4fmcKNE6n05PCjGOxmCBaFCgrChNzcMbmzcylPluWZTo6OggEAjtl4KeoSP76179y7rnnctBBB834+Jmym7Zs2SL2oQKVSoXb7RYKIL1eT3FxsQgIbWhooGFLP3f+v7fIzTPS2zdqrVCyNjKZDDabDa1Wi0ajQatbzgv//i06/Wj7ztKlS9mwYQO/+c1vBMmq0WjGfSZjpet/+9vfePfdd3nppZc4/PDDufvuuznmmGMmvZdvfetbHH/88fztb39DkiRqamrE85x11lmsWrWKm266iccee4x169ZN+nul4WdoaGjKibcS+FxSUvKpNIB4vV6hjNBoNGzcuFHYaXJzc3E6nTusJlwJiff5fESjUXQ6HcXFxeTk5MzpvI3H43g8HpHXVFNTM2M2jhJ8nk6nUalUlJaWbjMMd2RkhObmZnQ6HQUFBUJtNNcQ0J6eHjKZDG63m61bt9Lb20tdXd2UYbcKIpEIsixPmU8DiNdXqVTjiJpEIiHCinNzc/F4emja2sf9971FlimbpuYRKqszQnljMBhmraqBUcIgGo2KhrmKigqamppoa2sTtsy5QslisdlsooFLUUkUFRXNuJ+mgxKmvmjRIgYHB/F6vbS1tdHT00NBQcGsKt0VTJU1oSi4LBaLaHSZzTExn7pumDpceHetdNZqtdhsNnGtU6zHY8kbr9crHq/X6ycpb+ZyfuXk5GA0GmlpaaGhoYHS0lIcDgeZjExjg5+XXmxj48Z+JAkyMrjdFo4+upK9luWh12sIh8O0tLSQTqcpLy+fVuWm3Mtisdg2bSqZTIaWlhaGh4dxu92fmdKJBex4KNfq3NxcIpGIUK4HAgEMBoMghT9v7WAVFRXceOONYuFdgULiq6UC/v3vLlpa/KhVKiQkzj3zEU4/cz9OPHEf8fhVB5TT0tzPK69+xBGHnwWMRlesWLFil76fBcyMz9fRvYswU1jUWKikYozqK0ll3ifJq/zp8TUgSyCBWtoLjepAVJTN2z6y1157TVINLWDnwmq1smjRIgKBAN3d3WzZsgWn00lRUdGMg0e1Wk1OTg45OTkkk0lB2igqHYvFIkid2dyUQqEQra2tpNNpSktLd1kA69hVwYlIJBKTSBylsjgUChEOh8Uk2G6343Q6cblc2Gw2ocKZzrKhWASUScPOwkknncRf/vIXfv7zn/OLX/yCRCLByy+/zOGHH85LL71EMpmktrYWg8EwbXaT1Wodl18wE2prazGZTDz88MN8+csnoVKrGRzyYjIaSaVl/u+5/0dR0d4sqT8Uo+kTwiDHWUx52f688uqvGBpaLSyPSggrjKoC3333XWCUkHj55Zc5+OCDSaVSdHR0sN9++7HffvvR0tLC+vXrOeaYYyZtuzIwkCSJF154gebmZvG7kpIS6uvrueyyy6ivr59y8p+dnY1er6e3t3cSUZPJZOjq6sJoNH4qAcJNTU0iINflcjE8PCzUbjsyVyqTyRAIBOjt7SUej2MwGERI51xeI5PJiDYnSZK2aZPJZDJ0dnYSCATEpFiSpG0GBw8PD9PS0oJer6ewsJC2tjZR7z0XWXo0GqW/v5/c3FxSqZRQ59TX1884GVWO4YkTQoWoUbZBIWqU624ymQRGrxetLQn+8liAzs5hCgrayctz4emM8tGHYVqb/835F6ygrMw2J1XNVIRBVVUVjY2NtLS0UFNTM2+1h9PpJCsri/b2dgYHBxkcHBTqmtLS0jmpaywWC319fYRCIXFPUQib9vZ2vF4v+fn5OJ3OOQUYT5U1oZBUSpbNtkjN+dR1wyihVVVVRUNDA62trdTU1OwRWSdKcPvYa1wmkxlnmQqHwyKbSnn8WNXNtpRLSrZaa2srbW1tDA2FeOWlAOve7MZs1lDktqBSSciyzPBwnPvvW09JaTanfr2CoeFeYaWaiYBRPtdoNDrj49LpNM3NzaK979MMhl/AngUlk6q4uFgEnHd1dYkQciXg/POCqcoobr75Zi6++GKuvfZa9l2Rx5KlozbMdW+28fJLTfT3hfjTf/NPTzltX7575Rf4y9/O4+ofPMEPrvyYROJKKioq+Mc//rFL38sCZoY0E6mwYsUKeazFZQE7D7KcQmYESCFhRpJ2v/CsBcwN6XQan89Hb2+vaPXIy8ub8+r4xJBSq9Uq6r6nei6fz0dPT48IutxRK/47CkrQ4tDQkCBnFMuBTqdDq9WSSqWIxWLjAo3HKnnG5uAoGR5KO8qOxsTq7ObmZvbdd18aGhro6urisssuE5kZv/rVr0Q+07/+9S9+8pOfjMtuuv/++0mlUvzP//wP7e3t1NXV8fjjj096jbE/NzU18Z3vfAePx0PAH0alyuKM064nFI7z6J+u4ojDv0Vd7QoMxk8G7LIs094WwGB+k+eff1qQX4WFhfzgBz9g+fLlBAIBTjzxRHp7e6mpqSGTyXDUUUdxwQUXcOSRRzI4OCjyMh566CGcTif3338/v/jFLzCZTDz66KN0d3dz8cUXYzabWblyJe+++y533HEHhx12GAAPP/wwZ555Jn/84x8544wzpty/Si3rokWLxg3ye3p68Hq91NbW7jKZczweJxAIsHHjRvr6+nA4HNTW1oqmth3ZQpFOp4XlMZlMYjabyc/Pn1JZtC2MtTk5HA7cbveMxHAkEqGtrY1YLEZBQQE6nY6Ojo5tEp1DQ0OiQcjtdgu7S21t7ZxVDMqETTnGX3zxRSoqKjj66KNnJKNbW1vHNV0oiMfjbNy4kbKyMpE5YzabKS4u5sMPP6S4uJjc3FxefKGVPz+2CbMpQ4enhSxzFmVlZQwMDJBKp5AzBjQaI1dctYqqKgdtbW0MDg6ydOnSWZHksViMhoYG9Ho9tbW1pNNpGhsbSaVS1NbWbtf1WKlW93q9hEIh1Go1JpMJt9s9LiNvJihlBFMpDxXCJhKJCLXUXAibiVCyJgYGBoQKSml0mY7UCwaDtLW1ic9xLhgYGKC1tRWXyzXrxrHtRTKZ5MYbb+Sxxx4Tyrvq6mquv/566uvrZ/zbtWvXcuCBB4qcsLVr1/LMM8/w+OOPT3qNsUHFY8P+1Wo1Tz/9NLIs853vfAez2TzluSjLMh6Ph4ceXM+mTSHqFxeh0XzyGbS2recPf/weTmcxiXgSSQUHHLA3Tz75BA8//PCU2zX2udevXy+sUVMhlUrxyiuvcOKJJ9LW1rbDG6kkSWJkZORzZYn5vCMajRIIBAgEAqRSKXQ6nVDZfJpNpbsDMvIAsfQdSLIKSZo6m1SWM8hSNxrpQHTqr+3iLVzAWEiS9L4sy1NKmRaImgUsYCcjHo/T3d3NwMAAWq2WoqKieYUeRiIR0RyVSCRQqVTYbDYcDgdWq5VMJiNWXO12O6WlpbtF8Fo6nWZ4eJjh4WGGhobEyrbZbBarsNOtwiWTyUmNVPF4nHg8LtpiRkZGKCwspKioaFIj1Y4MNN4d0NExyM0/ewNXromhIR+P/+1nfOX4aygsLBxHIvR0j1BZ5eA7391/t3//6XSajz/+mOzsbMrLy4HRc2bTpk3Y7XbxfzsLY0OBh4eH6enpEZPqurq6HS6rTiaT9PX1iTwYq9VKfn7+vKq7J9qcSkpKtvk8fX19dHV1odFoKC8vR6fTsXnzZkwm04xKhMHBQVpbWzGZTBQXF9Pc3IxKpaK2tnZWg2KltchgMBCJRFi8eDG//vWvcTqd/Otf/8Lj8bBmzRqqqqpmfJ6NGzdiMpkm5ZhEo1FefPFFmpubueKKK9i8eTN6vZ7Kyko++OAD8vLyiMdN3HLTGxQUZqFWQ8OWBkKhEJWVlaRSKfQGPfF4HKPRRiopc8NNh6NSpdm0adOscq9eeeUVrrrqKv7973/T3NyM3W6noqKCeDxOY2MjMKqSG6uA+clPfsLixYtFc+NsEA6HaW9vZ2RkhEQigclkIjs7m9LS0ll9Fg0NDUiSNK0VemhoCK/XSzgcFpaknJyceV9LUqmUCM+PRqOoVCrR6DKVyqihoYFEIsHixYvnfA/r7u7G5/PtMsWGkv314IMPYrPZkGWZZ599lkQiwVe/+tUZ//awww7jqquuEoGd0xE1U2GiZSoajQo1t06nG2eXMpvNqFQqOjuGuPbHL2I2p9FoRrOTtLpRUqe1bT3PPfdbTj35FhKJBIODcNE39+fg1aWz2q7Nmzej0+mmPH8TiQSNjY10dHRw9tlnEwgEtvn+ZoISGj4WC0TN5xeyLIuA8+HhYWBUrZuTkzPvgPPPAjJyN7H0fUAESXYiSaP3HVmWkRlCZhiNagU61UlI0u5pF/28YCaiZsH6tIAF7GTo9XoqKioIhUJ0dXXR3t5OX18fxcXFcxpUKK0Sbrd7XN13MBgkmUwyPDyM0WiktrZ2XtkFOxLbqs/Ozs6e1QRYCTSeuJ8ymQwNDQ1kZ2dTWVmJxWKZVaDxWBJnd80xmAmlpTbOv3AZ99+zHoPJxuGHXUYykRQkTTyewucL43ZbOf+CffaIAYpijejv7xdKEI/HI+w7OwOZTIahoaFxocBarZZEIkFeXh4VFRU7/ByKx+P09vbi9/uRZRm73U5+fv68qkfH2pyUfKNttQEplrbBwUGys7NHvexqNY2NjcLyNN3fK61XivxcsbhNrCnfFh5//HEWL17Mxo0bOfPMM3n99ddZsWIFXV1duN1uiouLyWQyIgx4qvcQj8enVI+k02l6enr4wx/+wBVXXCGsTzA6cU0kErzy7z70BjU63egkz+l0EvivYlGpgY1FY+h1MDyY5MMNPg44sHhOWTUwOklwu910dXWJsN7q6moaGxtpamoap0C6/vrrZ73/FCh2FiW8PhqNCtVFcXHxNhcCLBYLvb2904a/Ktdohbjs7OwUlqi5ZibBqDVJyZpQQnQV4kax/TgcDrFv51PXraCwsJBIJEJnZ6ewCe0sNDU18eSTT9LV1SWUcJIkceyxx4rHhEIhLr30UmEzPeuss/je977H73//e9577z0uu+wyrrnmGm699VZg1Fp4yimnsHHjRmw2G0888YRQit5yyy088cQTpFIpioqKuO+++ygpKeGnP/0pIyMjXH/99TzwwAP89a9/xWw209TURFZWFr/4xS8oLi7mxX/1otGosNstDI8M4w/4sWXbMJqMpJJJUqkUyWQSu92OxaLiX8+3cuDBo8qkoaEhjj/+eJqbm8nPz+ePf/yj+GxuueUWHn30URKJBFVVVdx3333k5+fz05/+lI8++kiowB5++GEkSeLqq6/m2WefJRKJ8MADDwjL7bHHHksgECAajbLffvtxzz33oNPpWLt2LQ8//DAWi4WmpiYefvhhWltb+dGPfoTBYOBrX1tQA3yeMTbgXFHF+v1+Wlpa0Gq1wno51wD2PR0qqQij+gpSmXdJ8h9kOQBIIMmopFK00kmopEVI0o5TCi9gx2OBqFnAAnYRsrKyqKurIxgM0t3dTWNjI3a7naKiojnfQMbWfbe2trJ582bhD+/t7SWRSOBwOOY1CZwPtlWfnZ2djdls3iHEgSzLtLa2Eo1Gqa+vnzShHhtoPFaNM5tAY+XnHWlx2dFYsbIIm93I359qpLmpg2FVDJVq1Kak16s55ktVHHV0JSbTnkNE5ebmCpWJ2WxmaGhom/aduUKWZVGROzg4KOouc3NzsVqt9PT0iMaemaqh54poNIrP5yMYDIqq5Pz8/HkPGgcHB/F4POIcn81+GhkZoa2tjVQqJSxAgKh9rqiomJZwCQQCtLe3k5WVJUiadDotspjmCr/fz9DQELIsY7FY2Lp1K8888wyZTIa77rqLzs5O1q1bx7p167jxxhuJxWLodDpuv/12Fi1axHvvvce5557LAQccwLp165AkiT/96U8UFRXxi1/8Aq/Xy7Jly8jLy+PXv/41V111Fc8//zzxeIJI2MApJ/8IyGJgwMv9v7+AwvzlrHurEY1GxddO+CFGYx7RaBRP9xv8z1cvJS9v1Bp16aWXziqrRkFe3ujz9PT0cOWVV3LggQdy7rnnsnXrVk466SS+8IUvcNlll3HOOeewYsUKLrnkkmkn9VNBpVJRUlIiaryj0ahQ2gwMDFBaWjrtcWGxWESr2Ey5DkpD4cjICD09PXg8Hnw+37wJG0AoPdxut8ia8Hg84xpdLBYLTqeT3t7eOU+wFNKxoaFhp4cLr1+/nurq6hltPDfccAOZTIaPP/6YkZERDjjgAJYuXcq5557LQw89NElR8+677/LRRx9RXFzMBRdcwK9//WtuvPFGHn74YVpaWnjrrbdQqVT87ne/48orr+SRRx4R79tsNmO1Wtm4cSMfffQRBQUFnH/++fzf//0fl156Ke+968VkUjE4OFpXH4lGCIVCaDVaggMDBAe6+OsTP4T/3qeLi/bn0stHA0tff/11NmzYQG1tLddddx2XX345jz/+uNiu5557Dq/Xy1tvvSW2K5lMsm7dOh577DH2228/+vr6CAQCHHDAAdx444088sgjfP/73+eNN95ArVbz6KOP4nQ6kWWZs88+mwcffJBvfvObALz11lt8+OGHVFZW0tvbyxFHHMGbb75JbW0tv/jFL3bK57uAPQ9KdtqOCDj/LECSstGqj0QjH4pMEEgBJlTSjrUeLmDnYYGoWcACdjGUfBnl5jE4OEhubi4FBQVzknmn02k6OzsZHBxk0aJFlJSUCKVNX18fvb29ornE4XDs8NWE+dRnby8ymQytra0MDQ1RUlIy5cr6bAONFRJH2WdjodPppiRxdLrJ9aWfBqqqHJx/QT119Qm8PWFyc/MpL3dTXeNAr9/zLut6vV6cE2q1GoPBsMMULYplUFGeqdVqbDabCGhNpVJs3bqVeDxOZWWlCF7eXoRCIZGfpFKpyMvLIy8vb96Txng8Lpp/jEbjNtucYJScUlrk9Ho9dXV1grwNhUJ4vV6cTue0E02/309HRwcWi4WysjKamppIJpOiYn6uUGruu7q6WLNmDUuWLOG5557DYrGwbt061q9fT05ODi0tLdxwww08//zzWK1WNm3axDHHHMPbb78NjDanPfTQQ9xzzz3ceOON/OxnP+O3v/0t3/ve97jnnnv44IMPaGpqIp1O84Mf/IBvf/vbtLb4+dkNf+SFF+/l1FN+CkA0OozTWUZB/gHYHUmef+Fuvn7KzXR2buHV1x7gxK/ewe//cAY//vGPufPOO7nhhhtmraqB0UBt5RqTSCQwm81UVlaKfKKxxDFMP6mfqnFNQXZ2NosXLxZqKSXXLBQKUVJSMiXpqIRhj4yMzCqA02KxUFtby8jICF6vVxA2eXl5uFyueU16xgboR6NRUfMdDAbR6/VkZ2eTSqXo7u6eU103fNKWpZA1tbW1u+S6vXnzZk477TQikQjHHHMMd955Jy+++CJ33nmnyJf7+te/zosvvjjtZ3rQQQdRXFwMwKpVq3jhhRcA+Pvf/857773H8uXLgVF12XTXqrHPsXr1al544QWqqqowm7dSUGAimUqSTCTR6XQMDA7Q3dNNv7+X7OxCTj35F+h0OjRaDf19ccKR0UWXgw8+WFjlvvGNb4iMKGW71q1bRyKREHX0oVCIQCDAIYccwqpVqwSpm5WVJYipVatWceWVVwKj9/Zbb72V5557TrRgjl1oOvjgg6msrATg7bffZvny5WJ7LrzwQr7//e/P+fNawGcXOyrg/LMCSdIisdCwtidizxvRL2ABnwGoVCoKCgrIycmhu7ub3t5eAoEAhYWFs8oCiEajtLa2EovFxoXoKqRMKpUSjUo9PT309PRgNptF3fd8JouyLBMOhwU5M5f67B2BsbWe880f0Ol06HS6SZOTTCYzTn2jfB8MBqcMNJ6KxNnVFZHDw8MUFFipry8lGAxSW2dHq91zL+l5eXk0Nzej0WhYuXLldk2sEomEqPFUQrizs7MnhQLH43G2bt1KOp2murp6XjkxEzE0NCTUChqNhsLCQnJzc+edF5XJZPB6vfT29opwZ5fLtc39k0gkaGtrIxQK4XQ6KSkpEe87nU6LtiZlQjcR/f39dHZ2YrVaKSsro7m5WVgb5msn+e1vf4vNZqO8vJwzzjiDm2++mUWLFuFwODj22GPFOf3888/T0tLC6tWrxd8q1i0lpHeffUZrRletWsU//vEPcZ4q+0WlUpFMJnnuuee4/fbbCQYHGRpMotEq+yCDVmugtHQ5gUAQiyUXv78LvV5PV/cmKsr3JStr1EJ00UUXsffee5PJZOakqlGpVFRWViJJEn6/n1QqhdVqxWKxEI/HaW1tHff4uU7qFSjEhKJOSSQSxONxEYQ8sd5epVJhNpsZHh6ek7XIYrFgsVgEydfV1SUIm9zc3Hlf+41GI8XFxRQVFYmsib6+PgYGBgTJWFhYOKdrgqKOa21tpbOzc5uV8/PBPvvsQ1NTE4ODg9hsNurr69mwYQO/+c1vmG++41iVmlqtFlZeWZa55pprOO+88+b1HKONURrSGUTTFIxWeOu0OhKJfpBlgsEgWq0WnU7H4GCSluZGOjs7iUQiooVPufeP3a7TTz+djRs3ipykpqYmVCqVyI5TMHbBaOz7e/TRR3n99dd57bXXsFgs3HTTTWzdulU8diF7ZgHzhVarJT8/n/z8fBFwrgT5m0wmXC7XjAHnC1jAp4k9d1S/gAV8BqDVaikrKyM3NxePx0NnZ6fI6phupTMQCNDZ2YlarZ52VV2j0YjVykQiIbJsPB4PHo8Hi8UiSJuZbk6pVEoQM8PDw6TTaSRJIisrC7fbTXZ29rzsD3NFJpOhubmZkZGRebWBbAsqlWrc4HUslAaqiSSOYt9QoNFopiVxdsZq7vDwMBaLRVQI+3y+aSfdewJ0Oh2hUEjI9+eKsaHAoVAIGB3cl5SUTFlrH41GaWpqQpZlampqtssmKMsyAwMD+Hw+otEoOp2O4uLiedtDFIy1OTmdToqKimZFsg4ODtLe3o4sy5SXl09SVXR2dooq+anOf6WJSwl4bm5uJhqNijyo+SIQCFBZWYnD4eCQQw7h0UcfZfXq1djtdhEyDqP7c82aNfzhD38Y9/cffvihOK8UKJO9ieoUlUpFV1cXV1xxBc899xyJhMxtv/wPL79yK+FwmGAggFqtxW4bPTYMRhWZzOhKfiadIRZLUlwy/jica1YNIBrXkskkra2tVFdXk8lkcDgcIsNrR0GxDSkEXTqdJhAIMDIyIs4DBRaLBa/XO2Uw67aQlZVFdXW1IGyUxQZFYTPfCY8SMuxwOIjFYvT39/P222+zbt06ampqxD1ttkpNu91OQUEBXq9XTMh2JKqrq/nKV77CBRdcwP333y8ULkqFPMCRRx7JAw88wEEHHUQoFOJPf/qTyKOxWq0MDQ3N6rWOP/547rzzTr761a+KLI6Ghgb23nvvWW9vbZ2WH/zoLP73ykc/+U9pdD9Z/BZ0ej25ubmjVuFQgvx8MzW1btZvMPHBBx/w/vvv43a7uf/++9lnn33YuHEj+++/P3feeSdf+MIXSKVStLe309zczF577YXT6RxH6syEwcFBcfwODQ3x6KOPsmLFlNmarFq1ivPOO4+mpiaqq6u5//77Z70PFvD5hkI2FxcXi5ysjo4OPB4Pdrsdl8u1U3OtFrCAuWKBqFnAAnYDmEwmamtrGRwcpKuri6amJhFIqUxKMpkMHo8Hv9+PxWKhvLx8VpM2nU4nbBeKSiQYDNLR0UFnZ+ckpcHE+mwYnWzYbDays7OxWq27dOUhk8nQ1NREKBSactK5s6HRaEQm0FjIsiwaqMYSOcPDw5NaLcbWiY8lceZrg1EsXC6XC71ej8PhwO/3k5+fv0eGJAN0dXXhcDgwGo0MDw/PiqxRQoGDwaAgzgwGA0VFRTgcjmkndKFQiObmZkF2zpdszGQyBAIBfD4fiUQCg8EgMm62h5yLxWJ4PJ5xAeGzWVHOZDIiYFZpRppoeVTsJYWFhVMOSH0+H93d3djtdsrKymhpaSEUClFRUbFdtjBlVb+wsJBUKsULL7yA0+mksrKSxsbGcUTNUUcdxXXXXcemTZtYvHgxAG+88cYkkmbie8/KyhKtHyqVipGREXQ6HUVFRXR3d+P1/ZtkKs3w0DBanRaVJGE0GonFY+g0KlSS9N/comree/8pqqpHidj77ruPL37xixQUFNDQ0MBJJ50kApVng7q6Oj744ANGRkZ47733ePnllzn44IMpKioSViWYeVI/WyiKIyXANZ1OC5LI4XBQXFyMRqPBYrHwwfutBPxbMRpNZGXpqa1zzinbSiFswuGwIGzGKmy25z5hMBgoLi7GZDLx8ccfE41GhY3ParWKrIltnWcFBQVEIhE8Hg9Go3GHKzPWrl3LDTfcwMqVKwUpV1hYyA9+8AMAfvzjH3PJJZcIq9CZZ57JmjVrgFHLzpVXXskvf/nLbX7OZ555Jn6/n0MPPRQYPd4vvvjiORE1xSUqJElFOp1Brf6EQNYb9MiyTH9/Bw8/duV/720piotzOef8u5EkiQMPPJAHH3yQrVu34nK5uP322zEajaxZs4aenh6++MUvEovFSCaTnHDCCaxcuZJoNEoikSCVSm2T2DzrrLN4+umnqaurIzc3l0MOOWRakic3N5d7772XL3/5yxiNxoUw4QXMGdMFnAcCAQwGg6j53tVK6QUsYCIW6rkXsIDdDLIs09fXh9frJZPJiBuGIj/Oz8+fswx8KijZHf39/QwODhKJRFCpVKLOMysra5v12Tsb6XSa5uZmwuHwDg953ZlQAo2nqhYfu/KvUqmmDDPeVqCxsgpUX1+P0WgkHo+zceNG8vLydlpT0s7E8PAwTU1NFBQU4Pf7MZlM09Y0y7Is8g/GhgIrK/HbOlaHhoZobW1Fp9PNubVIgZIx0tvbSyqVwmw2k5+fL5pf5ouJNqfCwsJZ2ZxglNxRQrbz8vIoKiqa9HfxeHzGKm6v10tPTw8Oh4PS0lJhndleFVs4HKa6uhqTyURWVhbRaBSr1cr555/PySefzK9+9StCodC4yeq//vUvfvKTn4jJ3ooVK/jOd75Df38/11xzjbCWKJXYf//73/F4PNxwww20t7dTUlLCTTfdxO9//3uefvppdDody/bej/979nku/uZDQIi77r6Q8865l2QySSIxwp//+gOu/uE/6PIEeOfdv+EP/kfkAd17773k5eXx1FNPcdVVV9HQ0DBpEP/KK69w1FFHjctXOvLII7nttts48cQT6e7uprCwEIPBwHHHHccll1zCSSedREVFBZdffjlWq5VLLrlEvLczzzxzu7I3wuEwbW1txGIxVCqVaDcLh8y8+EIXH33YgcGgx2QyI0mg1alZvbqELx1Xjdk89/MiEong9XoZHBxErVaTm5tLXl7edhP7jY2NxONxqqurGRgYIBAIkEgk0Gg0ImtiJrI1nU7T0NBAKpVi0aJFOzw7bU/BbbfdRntbklhkMSWlVkHWyLJMr68Xo8k4GqzeHaKsLJuLLl7GwIBfLDw4HA7y8/Mn7etMJkNHRwdvvvkm8XicAw88kHg8Pq6BUaPRCNWq0WjEZDLt9sH9C/h8QclG8vv9hMNhJEnCZrORk5MzL5XvAhYwW8xUz71A1CxgAbspUqkUPT09tLW14fP5yMnJYd99993uySCMr88eGRkhHA4TCoXIZDIYjUZsNhsulwuHw/GpecPT6TRNTU1EIhHKy8tnbNbYk6CoYSaSOIlEYtzjtFrtlCSOTqcT1oa99tpLPF6ZVC9dunSPWgWSZZnNmzcjyzL19fX09vbS09PD4sWLx00IpgsFdjgcWCyWWZEZAwMDtLW1YTQaqa6unvN+SiaTop0qnU5jtVrJz8/fIdk2AwMDdHV1zdnmBIhsEpVKRVlZ2ZTKF1mWaWxsJBaLUV9fP2my2tPTI8KFS0tLaW9vJxgMjmuJmi8aGhpIJBIsWbIESZJ48803ef/999l333058MADZ/XZdXV10dfXxz77TF07ryiJlOwaxY5TW1tLc3MzH3/8MYsWLSKVdPHgfR+RbdNjMqsI+AOivtvlysXvj6LVqTn+f3JIJAI4HA60Wi3FxcXY7XZuueUWEokE55133pyro2VZFjlbSibSl770JY455hgOPPDAHbKvJ2KsElOSJN5/L8A/n+3GlWvBaBzdj4olKJlM4/WGKCqycvkV+2O1zi+AfirCJjc3d97XpXA4TENDA/n5+RQVFSHLsmh0UZR0WVlZ5OTkYLfbp5z8x2IxGhoaMBgM1NTUfG4JgnQ6w1//vJmXX2pHp1fjcpnQaFQEA0H8/gh6vYXaWicXfHM5Fsvo559IJOjt7cXv95PJZLDb7eTn5wtSXLl2pFIp1Go1y5YtQ6PRkEwmiUaj475isdi4xQq9Xj+JwNldQvsX8PnF2IDzdDqNXq8XpPCeqlpewO6LmYiaPWc0v4AFfM6gVquR/ivFt9lsmM1murq6AOZM1mQyGUZGRhgeHp5Un52fny/qswFhJQkEAvT396PT6YRaYVcl5I8laSoqKnYIObW7QAk0noixgcZjSZypAo3b2tpEELVC4rhcLoLB4JzCTncH9PX1EYvFqKqqQqVS4XK58Hq99PX1kZ+fL8iZaDQqQlaV8Oq5TLaUcNysrCyqqqrmtMofj8fFREWW5UkTle3BWJuTyWSivLx81uRoOp2mo6ODgYEBEfo73SDS6/VOW8Xd1dUlqpBLS0vp7OwkGAxSVFS03cRBMBgUijiVSkUwGKS1tRWLxUJ1dfWsJ2ThcBiTyTTt45XWubHw+XxkMhlBtBQUFFBYWEh2tpEnHm+geWsfoVAUa7aGoaEooVCA/fcv5YQTF6HWxGhvl3G73WKbrVYr3/nOd+ju7p5VVk1ZWRnPPPMMS5YsIRKJ8NWvfpWCggK++93v0traylVXXUUsFuPss8+mv78fj8cjGkl2FFQqFaWlpWRnZ/OfVzfxt8c/5PkXv4/TUTy6z9Qavnr8lZSV74VWq6akJJue7hEevG89l393f7G/33vvPW6//XZRBz0d2tvbWbFiBX6/f5xdqbe3Vyhsptpna9eu5ZlnnuHxxx+f9Lt3332Xyy67jLVr14q67qkaXdrb2/F4PDgcDlwu17j7lWJLbGlpobOzk7Kysu3bsXso1GoVp3x9Mfsf4OY/r3Tw7jvdpDMysWiKHJeOU0/bi2XL3Gg0n5xLSuZWQUEBvb299Pf3MzAwIJq5wuEwTqcTm81GS0sLsViMrKwstFotWq12nBpBsQxPJHAGBwfFYxSl6VgCx2g0LkyQF7DLMFXAuVLMkZ2dTU5ODtnZ2QuE4gJ2OhaImgUsYDdEIpGgtbWVcDhMcXExbrebkZERPB4PLS0tWCwW3G73jBPF+dZn22w2bDYb6XRakDZKlbjRaBQhxDu67ltBKpWiqalJhJfuqLrk3R2zDTQeGBhAo9Gg1Wrp7e0dF2jc29tLR0cHe+21F1lZWeOUOLvjgCKZTIqBj/I5S5I0uvL//vsUFhaKjKDpQoFnAyV3JTs7m4qKilkTPJFIhN7eXoLBIJIk4XQ6yc/P3yHH/kSbU0lJyawa3xSEw2FaW1tJJpPjmt+mwkxV3B6Ph76+PlwuFyUlJUKZorRkbO977O7uxmQyCfKhubmZwcFB9tprr1k3t8myTCQSmfHxY0NxR0ZGaGpqIhgMUl9fT3FxMZs2bRI5OHWLXPzomhzeebuRjz/24HaX09fnYeleheyzT+1/n2/UlhGPx6mrq6O/v5+enh42bdqEzWYjlUrNmhQdHBzk2GOPZeXKldx+++0kEgm2bNnCnXfeKQKds7KyaG5upqOjQ6jF5oPp8kBsNhstTRJWqwG93sxpp95KMpnknfee5vEnf86V33kUSTV67BUUZtGwxY+nc5iS0tHzcsWKFdskaSbCaDRSUVFBNBrF5/Ph8/nEsTbXqnqtVoskSZPquqdqdFFaXSY2uthsNgoLC+np6cFkMu1w9dKeAkmSKC+3UV5u44yzlhKPp4E0W7ZsoqhIN46kGQuNRiOuNb29vWzYsEGo7qqrq4UCMhqNTks2K82JBoNh3LUok8lMIm+GhobG5b1NtE8pX59XddQCdj7GBpzH43GhsmlpaUGr1QqVzc4aDy9gAQtEzQIWsJtheHiYtrY2ZFmmoqJCDGasViv19fWC2d+yZcs4i8R09dl6vV54bOdSn61Wq8fVfSuNOt3d3XR3d2933fdUSKVSbN26lVgs9rkiabaFsYHGqVQKt9vNXnvthUajEVYqZRVz06ZNtLe3T5qQ6/X6KRupPs28hq6uLmRZpqioSBxfyrGbTCYxGAzU1dVt1yBIUYs4HA7KyspmRYSEQiF8Ph9DQ0OoVCoRxr2jjvOBgQE8Hg/JZJKcnByKiormRED5fD56enrQarXU1tbO2FIxUxW30jKnZBuNVT7sCFVWX18fiURCqBeGh4dpbW3FYDAIBdVsoNglZnqfmUwGWZbp6OgQNp+SkhLcbjdqtRqtVjvOXihJEg6nmoMOdrNoURWtrapxDUzKxH6s/ctut9PV1SXaQmKx2DZVNX19fZx55pkcf/zxXHfddcDoufj000/zxz/+EZVKxUEHHcSvf/1rKisrufvuuzn55JMxmUxkMhl+85vfcNhhh+H1ern00kvp7OwkGo3y9a9/nR/96EfAqHLn1FNP5aWXXmLp0qU88MADk7ejN0xjY5DiktHMI1mWUWvUFOTX8eGHT9Lf34/NZqOt431eefWPRCMx/v2qiT/+8R5WrVolsoDee+89oZq56KKLePbZZ4lEIjzwwAMcfPDB4vWuvvrqSb8rKCjgt7/9Lb/73e+QJInKykoeeOCBKY+1a665hj/96U/Y7XYOO+wwJEkiPz+fnp4eRkZGprQbKo0uJSUlQmWjNLo4HA5ycnJEuLBSNb0jbIt7MtRqFSaTCtBiMpkYGhraJkGrUqmIRqO4XC6RhdXU1ITZbCYSicy66Wnic5rN5knn+FT2KcWCpWCifcpoNO60tsUFfH6h1+spKiqisLCQoaEh/H6/IKAtFosIOF8gDhewI7FA1CxgAbsJZFkWMnFlJXJiaJ8kSSI7Rgn+VDI3dDodsizvlPpsjUaDy+XC5XKRSCSEHUWp+7ZarTgcDmw227yDIxWSJh6PU1VVtRDeNg2UJiCFNFAImOzsbEEmDA8PU19fP2W1+MRB7thA47FEjl6v36ntXqFQCI/Hg8FgoLGxUYQC5+bmCutCPB6fN5EkyzKdnZ34/X5yc3NnVV0+NDSEz+cjFAqJ1ePtqRueiFgsRmdnJyMjI5hMJiorK+dUBZpMJmlra2NkZAS73U5paek2t22qKu6x+0bJ/VCygZxO5w6peU8mk3i9Xmw2m5gMt7S00N/fz6JFi8jLy5v1cyntczPtq6GhITweD263m7y8PIqLi/F4POJY1+l0wvKpQAk1hlEifGBggFgsJq6ZTqdTkIc2mw2tVkt5eTlOpxNZlkWg8IoVK6Yl8U4++WQuvvhiQdIAPPfcc/z1r3/l+eefZ2BggJtvvpkbbriBW265hXvuuYfrrruOxYsXU1lZKRRzZ511Fj/+8Y9ZvXo1iUSCI444gpUrV/LFL34RGL0uvPPOO9Pun/7+MCqVJBRrOa4cBgcG6er+kPLy/UGC1tZN/PvlBznv3NtJp3WEQl2cfPLJdHZ2Tnq+QCDAAQccwI033sgjjzzC97//fd54440Zf9fc3Mxtt93GG2+8gSRJ/OxnP+Pcc8/lgQceGGfv/Mc//sHf//53NmzYgNFo5H/+538AyMvLw+/309XVRV1d3bQT8bG5OGMbXfx+P0ajEbvdTigUorW19XMdLjwR2dnZ+Hy+GSvbM5mMyFkqLS0lNzcXWZZF+11fXx8jIyNkZWVht9u3myyZzj6VSCQEKbRgn1rAroQSMmyz2Ugmk0Jl09bWJqyrOTk5uywqYAGfbSwQNQtYwG6AsRMwp9NJSUnJtKy8Up8dCoVIp9MMDw/T29uLzWajpqZmVpO37YFOpxNS82g0KpQQ7e3t4gbmcDiwWq2zXllIJpNs3bqVRCJBVVXV536VczpkMhlCodCMkv2CggLRjFJQUDClPS6RSEwKMw6Hw6ImWMHYQOOxJM72hD0qK6Lvv/++IOWmCgXOy8ujubmZgYGBObd9ybJMW1sbAwMDIpdkpscODAzg8/mIRqPodDpKSkpwOp07bGUsnU6L3J352JxglIhob28nk8lQWlo6K9uQUsVdVFQkSA5ZlkVQsLJvlMmvQv7sCPT09Ai1FIxetxS5eFVV1ZwUROFwGLVaPaWyKpVK4fF4aGtrw2QyUVdXh9lsFseyQtRotVpGRkbG/V0ymRSDaeWaMzw8LIgai8WCVqslEAiMsyJZrVaWL19OKpWitbUVrVZLSUnJlA1dX/rSl/jzn//MN7/5TXEcvvjii5z6/9k77/C2yoPt/462ZNmyJdmWvLedSQgBEkZJQtiUl9mWUUg/Gtq3UBpGyihtoS0tb5mF0kEps6GFblZLS0gKJUDCynK8ty1ZkmVLsoa1zveHe07teMR27AzQfV1cF7Gl46NHZz33c48vfIHy8nLa29s566yzeOSRR/i///s/Tj31VB5++GFOPPFETjzxRM455xyCwSBbtmzB7XbL2w0EAuzdu1cmaq688spJxzCZFOV9i0QG+fkvryEYHCAWG+Kr636ONTub2tpN9Pc7+MVjX0MQFCgVAoJi2OK1L4xGI+eeey4Ay5cv56abbtrv7zZv3szZZ59NaWkpALfddhvLli2T83lCoRDRaJTNmzfz+c9/XrbPXH311fzgBz9AoVBQUFBAS0sLfX19UzoHJJVGQUGB3OjS09MjLzjEYjGWLl2aWgVnmKhxOBz4/f5xw/ul7Dgpc0qyMwqCILdTSk2Nra2t9PT0YLPZsFgss6puEQRBXqDY1z4ViURGETgp+1QKcwm1Wo3dbsdut8sB5263G5fLRVpamhxwPpfP5Cl8spEialJI4RBDWtlLJBLj1uBKZIzP58Pv98s5C2lpaZSUlHDUUUfJzR79/f1Eo1EKCgoOSluT9JCTl5cnT/T7+/vp7++fcitPiqSZOgKBAKIoTqo2klq7JAvLeA8IUqDxvmM9nUDjfdU30v+PNwEfqcIaufJ57LHHyiGz+8JkMqHVanG5XJMSNcPqEB9v/auDnTt6iUTiJJNhauYbOOPMBROSNMlkEo/HQ29vL9FoFL1eL7eLzeakwuv10tXVNWObkyiKcoPRREq78TA0NCSHJ0vqlZEEVl5eHna7Ha/XS3t7OyaTidLS0ln57BIZl5OTI+9rW1sbTqeTsrIy7Hb7tLYXCoXGVdNIqr5EIiGPrfQ66ZgaqahJJBJyVpdkz5CIGmniFwgEZCJUEATMZjMul2tM9otCoeCoo45CFEXC4TCdnZ309fVRXFw8ihz95je/yUsvvcSqVavYvHnzmOOxqKgIvV7P0NAQoVCIBx98kF27dvHaa6+xYcMGdu7cyfXXX48gCGzfvn1CRcD+rvcmk45kUkQURXQ6I1+/9gmSyQSv/u2n/OHPd/PVa36BTq+lsvI4Vp3yVTyeMIsW29lwyyoUCgV79+4dtb2RpJlSqRxVxTzZ7/bdhkKhYMGCBbzxxhtEo1F2796N3++fMKMnKysLo9FIT08PWVlZJJPg90dBFDGma9Bqxz+3lEolVqsVq9UqH5/xeJy6ujo8Hg9LlizBYrF8qhUXBoMBlUqFz+cbQ9TEYjEaGxuJRCKjLNkjIQgCdrudeDxOUVGRbD1zOBzk5uZitVrnlBBRKBQYDIYxixPxeFwmbiQSJ2WfSmG2kZGRQUZGBvF4fELr5XQUtCmkACmiJoUUDimkkFOtVktlZaU8aRhZnz04ODicJ6BUkpGRIQev7jvZmzdvHn19fXR3d1NfX09WVhb5+fkHLeRs5MplIBDA6/UyMDBAX18farWarKwszGbzqBtVNBqloaGBWCxGZWXlIasCP1IQCARka9tksNvtDAwM4HK5pjUpnmqg8UgSR6rHlaBUKtHpdKjVanl1MxqNysRQXl4eoihSWFg4KhR0POTm5tLR0UEwGBz3AScSifPMkzv48AMHao2SzCwtQ1E/Q+EoH30Atbt3csnn46xc9d9smkQigcvlkiffaWlpFBUVzXoekjR5n6nNCYbJlpaWFkKhENnZ2RQUFExpoiMRMsOhoaVyJklLSwsDAwOyPWhgYIC2tjbS09MpKyubtUlJV1cXSqVSPvYikQgNDQ0oFAoqKyundU2SQkZH5mZEo1E6Ojrw+XykpaVRXFxMc3PzKFJyX6JGmoDHYjG0Wu0YogaGFTT9/f2yhRTAbDbT29tLf3+/XGMtQa/Xk5ubi8/nkzN+9u7dK2d3SLjtttsQRVEma9asWcM3v/lNvvGNb2A0Gvn73//OCSecQHNzM4IgsGjRIhYtWsTg4CC7du3C6XRy0kkncc899/Dtb38bGA6BloJ0x0NNTQ2bNm2S96OwKAObLQ1nb/+IMVJyxulf5cGfXM7evf+mouJY3tj8FKd8ZhDQUl6h4oUXXuCzn/3slL+vybBq1Sp+9KMf4XQ6sdls/OpXv+K0004blaNmtVpZuHAhP/vZz7jkkksoLi7mySefHLWdgoIC3nt3J88+s40dH/uJDiUQRRGVSsGJJxdx8slF5OVPTPiPbHSxWCzU1dWxc+dOuclF2pdP2yRdatWTrunS5x95n96fLVkiZnU6HfPmzcPv9+NwOOjs7JQJm9m0k04FKpVKzi+SINmn9iVwUvapFA4UKpVKzrULBoO43e5R1kur1YrZbJ5RMUIKnz6kjpIUUjgEiMfjtLW1yStXhYWFhEIhPB7PmPpsqaEpLS1tvw+OUquL0+mkt7eXgYEBcnNzsdlsB+3BSHrYy8jIIJlM4vf78Xq9shxUq9ViNpsxGo10dHQQj8dTJM0U4ff7pxQIbTAYMJlMuFwucnJy+NOf/sQPf/hDRFEkEomwdOlSnnvuOQDuvPNObr/99v3mNKhUKtavX89VV13FySefLP9ceuCVSBnJRtPX10csFkOj0WAymeSVpvr6ekKhELm5uQQCgUkDjS0Wi6wm2ZfUiceTPP7Yh+zZ5aawOAMxKdLn7SOZTGDPs6LT6YhGEzz3m90AnHRygVyxnUgkMJlM2Gw2Fi5cKKuBJPzlL3+Rg4elvIWzzz5bDnydDCNtTkqlkuLi4hlJ//v6+ujo6JBDV6fTArRvFXcymaSlpQWfzycH40rBvhKJNFsr3ZLyr7CwUH4Q7ejooLu7m8LCwkltaOMhFAohiqK8Su52u+nu7pbJPslutG+uxniKGhiedEpEjdSeJiEjIwOPxzNKwWMwGNDr9fT19Y0hauC/VsNoNMqCBQvo6enB5XIxMDAwasX+9ttvH0XWXHHFFaxYsQIYblT60Y9+RHd3N9/85jdxOByoVCoyMzN5+OGHiUaj3HnnnfzsZz9j0aJFwDCp9MQTT4xL1Ljdbvr6+kYp0QRB4MyzK3jw/qZRr1WrtZx26pd5Y/NTXPu1x7nk4jv4wx/vIZGMsu0DFQsXLqCqqmqU7WqmWLhwIffccw+nnXYagiBQVlbGL3/5S/n3ki3wa1/7Gs3NzZx++ulkZGRw4okn0tXVJb+urTXIs093EgpHqKzIIzt7+NiIxRK89WY7W95o44orF3PiSZNnLSkUCubPn49Op6O3txeDwUAwGGRgYAC1Wi0rcD5NGTYmkwmv1yufA5FIhMbGRhKJxJTu0xLxGQ6HSU9Pl58FpOa57u5unE6nnCF0qCarI+1TI6+tkn0q1T6VwmxAWsAsLCyUrZednZ2y1dhqtaZU5ClMCmHkSui+WLZsmfj+++8fxN1JIYVPPqRa3VAoRHp6OhqNZkx9tqSaOZAHxFgsRnd3N319fXIw6mx7xaeDRCLBwMAAXq+Xvr4+2tvbUalUHH300RQUFHyqHoZnglgsxs6dO2U1xP4QDAblsNM1a9bw4YcfUlhYiCiKfPzxxxx99NEAo8iImUJSUPX398uhwFlZWXK49Mhq8b1792I0GkdNeqWVy/FaqSTSY+HChaOOke3vdfOrxz6kuMREMpEcJmkSScxmMxrt8OsSiTjRoSTt7R7+37oS0tNVmM1mbDabPKEoKSnh5ZdfZuHChWM+13THZqTNKTs7W64Xnw4SiYRsozEajZSWlk7r3BgcHKS+vh6LxUJJScmo8E8pR2VwcJDGxka0Wi1VVVWzNlkSRZHa2lpEUWTBggUIgkAsFuO1116jvb2dlStXsmDBgmlts7e3l66uLqqrq0c1/hQXF49S5nz00Uey6giGCZ69e/fKJFckEmHPnj2UlpZiNpupq6tDoVBQVVUlbyMej7Njxw7ZFiZBUj4uXLhwXDWQRIItWrQIlUpFKBSSlWBSC9FU7Gr9/f20tLRgtVpHZQX5fD6am5sxGo1Tasv605/+RG1tLXfccceonyeTIs88tYOtb3eSX5COWj2avBdFkT5PGDEpcvMtJ5BfkDHqeNTr9ZSUlIybezUeJju3poJYLIbT6ZRtKhaLhXBYxyMPfYDJpCEYHECr046x4QwNxenpHiS/qJm77rqBn/70p1x77bXyZywvL5fzJIbHJUldXZ0cuh2JRORFE0BW+mRmZn7iVTaJRIIdO3Zgs9nIzMyksbERgMrKyil/7zt27CAzM3PcvKtQKITD4WBgYACFQjGjqvZDgZH2qZH/pexTKUwXkvWur6+PRCIhKwo/7dbLTzMEQfhAFMVl4/0upahJIYWDBCnEs76+nkgkInvlk8mkLLk2Go2ztiqjVqspKSkhJyeHzs5O2tvbcblcFBQUHJJGJSkN32g0EggEyM7OJisrS860MRqNct13ShI6Fn6/H2DKqy9paWmYTCY++OAD1Gr1qOBHiaSRJi8nnHACCoWCLVu2oFAouPHGG9m5cyeRSIRVq1bxwAMPoFQqWblyJTfffDPnnnsuX/ziFwGor6/H6XSyePFiHnnkESwWC9dffz1arZbGxkaam5u58MIL+exnPyurBW6++WZOPfVUIpEIu3fv5vbbb6evr4+hoSG+8IUvcN555/HMM8/gcDi45ZZb6OjowOl0ctVVV7Fz507S0tK44cabaG75GFGMkZmZz6rPrMNmy+evL9+LQqHE7WonHAny+YvvYWhoiM6OJJ/7/PgT7alg5KTz/vvv53e/+x3xeBydTseDDz5IVlYWHo+H73//+7S3t6PRaKiuruaFF14YtZ1///vffP3rX+ejjz6Sf7Zs2TLuv/9+jj32WL71rW/x4osvolarWbFiBY888ggajYY777yT+vp6fD4fLS0tlJeX8/vf/37U5GnfKu5kMklTUxOBQEDOvwqFQjQ1NaFWq6msrJzVc02qrC4vL5cnJ93d3XR1dZGXlyeTKNNBMBgkEAjQ2NiIIAjjBimLoigT3RKk/5cWo0YqamD4YXnf7ahUKgwGA36/fxRRYzabZdJ7PEWQpKpxuVzk5eVhMBiorq7G4/HQ3d1NbW2tHMA+2fU9KysLu90uN/9JWTkmk4mSkhJaW1tpbW3dr03twgsv5MILLxzzc4VC4ItXLcZs1vGP11qIx0UMBhUKpUAkHCceT1JUZGLt/1siW4eUSiUlJSVkZWXR3t5OXV0ddrsdm8025xNQtVpNYWEhNpuN3t5eXC4Xzz7VTCwmoDcYEIThe0nUEJXJWQCtVkVOjoFt73WzZMnRPPPMM/K1bsuWLWRlZcnX0+FxUVBeXs7evXtpaWmhpqaGzMxMotGonDXR0tKCSqWSG11mo03xcIRSqSQtLU1WhimVSiorK6f1eXU6HZFIZNzfSQq+SCQit0S5XC6sViu5ubkHzao9XUzFPpVqn0phKhhpvRwYGJDvEz09PZ9q62UK4yM1G0ohhTlEPB7H5/Ph9Xqpr69nYGCA9PR0qqqqsFgss1afPRmkSUN/fz/d3d00NjZiMpkoKCg46A+bQ0ND1NfXo1QqWb58OQaDgaGhIbmlqKOjY1Tdt8lkSqXl/wd+v1+eSE4VdrudsrIyFi9eTEFBIcuWncAxS49n7dorqa4p4tFHH+VnP/sZW7dulVUjX/7ylznllFN4/PHHSSaTXH755TzxxBOsW7dObkiqra1lYGCAzs5ONm7ciMVi4dRTT6WpqUludNmzZw+bNm2SQ7J7e3v5+c9/jl6vZ/ny5axbtw69Xs91113Hxo0bqampIRAIsGzZMi644ALWr1/P8ccfz3e/+12MRiO/+tWvWLNmDT09PTzyyC8ZGIhx4f/cSTAY5MOP/8SOXS+Ta7uGRCJBT3cj55/3HTRaPWmGNNLTzdTvDU84Cbj44ovlc0GlUrE/JemVV17JTTfdRCKR4Pnnn2fdunX85je/oampCVEU5eDV/v7+Me896aSTGBwcZOfOnSxevJhdu3bR399PdXU1v/71r3nppZd46623sNvtXHXVVXJtM8D777/P9u3bMZlMnHHGGWzcuJF169bJ2x5ZxQ3Q2NjI4OCgrCKRbAxKpZKqqqpZnSwkEgl6enpIT0+XrQSJRIL6+nri8TilpaXTzgEKh8Ps3r1btjkVFRWNu8/SqvZk1ieFQoFSqSQWizE0NEQymRw3iykjI4Pe3t5RxI+Ur+T1esclaqTKZ8lqqFKpEASB7OxsMjMz6erqwuFw4PV6KSoqmpQoz8vLk/ONdDqd/Fqz2Sw3XLW3t1NSUjLFURwNpVLBeefXsHpNGR996KCx3ks0msCabWDZcXkUF5vGnSCYTCbmz59PZ2cnPT09DAwMUFJSMqMK2ldffZW7776bSCSCRqPhwQcfZPny5WzZskU+79955x0EQeB3v/sd8+bN44knnuB3v/s9TkcAhDj9/d1c97WNiKISv98/TLqN2O00o4ZwKEZ2dj7RaIDa2lrmz5/PU089xdq1a0fVpV9++eXU19cTDofJycnhgQce4Oijj+aFF17gkUce4a233iIUCnHOOedwyimncNFFF2E0GuVGl0+a5UWhUFBfX8+CBQuorq6ettpVr9ePaRDcFzqdjpKSEux2u2xJ9Xg8Mll5JBBh07FP+f3+lH0qhVFQKBSYzWb53iyRwiOtlxaL5bAlL1M4OEgRNSmkMMuQ6rN9Ph/BYJBIJEJvby9qtZply5ZRWVl5SMgHyYricrlwOBzU1taSnZ2N3W4/KAoWKVBUFEWqqqpGta2MrPuW2oFaW1tRKBSYTCaZtPk0rzAEAoFpK6EMBgOOniQ1lV8m3XAuva49/OY3f+ThRx7k9luf46KLjxnznhdffJFt27Zx//33A8PHs8VioaGhgcHBQfr6+lAoFKSlpXHZZZfJVpalS5fS3Nws1wWff/758gNGVVUVS5cuJSMjg+rqarKysujq6iKZTLJ3716+8IUvyH9/aGiI1tZWLrjgAs4//3zefPNNLrvsMr74xS/yxz/+kerqat5//z06O9389oVtAIhikmxrMX2ePoYiQ5SXHY/Zkk2aIQ1BIZBIJHG7QhOO0x/+8Idp2TM++OAD7rrrLtxuN4Ig0NnZyYIFC0hPT+fb3/421157LStXruScc84Z9/1XXXUVTz31FA888ABPPPEE5557Lt3d3Xz88cdceeWVMhlwzTXX8I1vfEN+3xlnnCFPCI4//niam5vl342s4tbpdDQ2NhIKheSGlqGhIRoaGhAEgaqqqlm3GjocDuLx+CjVjNPppKOjg9zcXAoLJ88LGQlRFHE4HHR1dREMBjn66KMnzQYaScZIkK4VI60JGo1GXgEHxiUZ0tPTcTqdBAKBUcSSxWKhra2NwcHBca1w+6pqJKjVakpLS7FarXR0dNDY2Cjnkk1ElJWUlFBfX09LSwvz5s2Tz6OcnBzi8bicYTMThZIEo1HDyZ8p5uTPTL2OXaVSUVpaSmZmJh0dHezdu5e8vDxyc3OnfG1ubm7m+9//Pq+99hoZGRns2bOHs846i46ODmCY4H3yySf55S9/yd13380PfvADNm7cyHe+8x1WrbyKjc/u4p1tP6G8bBmCoGYoGhnOutJpx6gNVSoFPt8QX/3qVTz99NN8+9vf5t///jff/va3RxE1P/nJT2R11fr16/nJT37CPffcwxVXXMHmzZu57bbbMJlM5Ofn873vfU+eULW1tY1qdJkOiX64or+/H7fbLd+XZ3Kd0Ov1JBIJOUR+Mmi1WoqKimTCRgpezczMxG63H5FjOpX2Kem/VPtUCjBMXObn55OXl4fP58Pj8eBwOHA4HJ8q62UKY5EialJI4QAxWX22TqdjaGiIiooKSktLD3lomCAI5ObmYrFYZGlzX18fdrudnJycObsJTETS7Au9Xk9+fj75+fkMDg6OqfuWmqOMRuOn6oYVDoeJxWLTImpEUeQPL9Ty6is9iOIQlVXlHL30KOAyHnr4i7z33r9pb4uO+74///nPWCwWublLknhrtVqKi4upqalBp9ONehDdt4Z35IpoIpFApVLJk3XptYIgYLVa+fjjj8f9DF//+te5/PLLycnJoaKiQrYHAhy95CqWHn0cZrMZhUJBIpGQrUhmS/aoyXQiIaLRzM7tzufzcdFFF/HYY49xzDHHoFarqaioQKVSUVZWJiuJ/va3v3H77beza9euMavDV155JcuXL+e2225j48aNPPnkkxQVFZGZmTnpiurI7SiVSplwkKq409PTZVItHA5TVlZGZmYmsVhs1Pk32yt0Q0NDuFwuLBaLfEyIokhdXR1DQ0OUlJRMWrE+EsFgkLa2NiKRiFxHPrJBaTyMR9Tsq6iBYdIkFotNStRI15Z9iRrpu/F6veMSNeOpakYiPT2d+fPn43Q6cTqd+Hw+8vPz5TDkkVAqlZSXl1NXV0dTUxM1NTUyuZ+Xl0cikaC3txeVSjVh69NcIisri/T0dDkkWlLXTEUF8dprr9Hc3MxnPvMZ+WfxeJze3l4AqqurZWvm8uXLeemll+TXhUMxtn/wG+KxIS65aDh/JxgM4nQ48fv86LQ61Jr/kl+K/5C0l1xyCccccwyVlZWcf/75Y76bZ555ho0bNxKNRgkGgxQUFNDd3Y3BYOCnP/0pxxxzDLFYjA8++GBUo8vg4KCcNeF2uzEYDHKjy5GoBJXqhKXzOBgMzmg70nEgKaamArVaTUFBATabTbZDDQwMkJGRgd1u/0SUDYxnn4Lh62fKPpUCDD+jZ2ZmfmqtlymMRUpjl0IKM4CkkmloaGDHjh1y7a3RaKSkpIRFixah1+vlLJp58+YdcpJmJFQqFUVFRcyfP5+0tDS6urrYs2fPqIeD2UI4HKa+vh4YfgifqlTeaDRSVFTE4sWLqaysJDMzE6/XS0NDA7t27aKrq4tQaGKVxMFASUkJu3fvHvPzs88+e5Ta4UAh5SlMh6h54/VW/vFaC9bsBEPRToLBIKIo4vO5CAYHKCoq+U+gqJ633hz+fgYHB1m9ejXf/OY3aWhoIBAIyHXbUpiv9HDY1NTEhg0bWLJkCUuWLOHFF1/kr3/965j9CIfDRKNRfv3rX+NwOEb9rrq6GoPBwLPPPgvA2rVrueOOO+TPu2jRIiwWC+vXr+d///d/5brqE09cQXPra2g0OhRKBUPREH3eTrQ6LQrl2Nva757/PtH42O9punA6nXz88cfE43GWLVtGTU3NqOpgqZb6/PPP58EHH5RXh/dFYWEh5eXlfOUrX6G8vJzVq1eTnZ3NmjVreP755wkEAoiiyOOPPy4rlCbCyCrugoICGhsbCYfDcohuPB6noaFBbm2ZiVVlf+ju7kYQhFGEitvtltUGRUVF+yVWk8kknZ2d1NXVkUwmqaiowGq1Tsnul0gkgMmtTzA8GZQUNVqtdlxSTKFQYDQaR2WYSNuWrkETlTDY7Xa5/n08CIKA3W5n/vz5pKeny593vAmxVqulrKxMVpiN/JuFhYVybs5stDHNBBIxWVpaSiQSYe/evRN+7pEQRZEzzzyTjz/+WP6vp6dHDkjfl4wcSf5u+ddf6Or6mM9d8h0UCoUcvl9WXoZao6bP2ycvlMBwM5xKNfx9Ll++nFtvvZW1a9eO2p+33nqLn//85/z9739n165d/OAHP0ChUKDX62lpaaG9vZ3BwUGi0eiYY0K63y9evJiioiJEUaSjo4OdO3fK6qsjBb29vbS3t5ORkUFlZSVmsxm/3z/hsT4ZRjY/TRcqlYq8vDwWLVpEfn4+oVCI+vp66uvrx4z/JwWSdUqyKi9YsICjjz6aefPmUVJSQnZ2NiqVCr/fT1dXF42NjezcuZMdO3bQ0NBAZ2cnHo+HYDA46nqXwpENjUaD3W5n4cKFVFZWkp6ejsvlYs+ePdTX19PX1zel71sUh4gndhBJPEoofifh+PcYSjxBItmAKCYOwidJ4UCQUtSkkMIUkEwmCQQCsmpmsvrsoaEhmpqaCIfD2O127Hb7Yav+0Ov1VFZW4vP56Orqorm5mfT0dAoKCmZFchwOh0fZLWayCjCy7ruoqEjO/HG5XPT29sp132az+bBZZXj11VdndXt+vx+dTjflFbShoTgvv9hIXr6RUDjCtu1/wOvtQaPVIwhw2povk5c33HZz7DEXcdnl55GTk84vf/kLvv71r/Pzn/+ctWvXolQq0Wq1PPTQQ+P+nerqalkNs3btWpYtGxta39bWhiAI/OAHPxhjX1GpVLz00kusX7+ee++9l46ODnJycli/fr38mi9/+cvcfvvtfOELX+DNN9+ko6OD9eu/QX//T3js119Fo1EhILB61VpyckrG/H1RFHG5Gllz2pIJx2tkRg3A448/Puqz9PX1yatbK1as4K677uKMM87AYrFw8cUXy6/btWsXt956KzBMHtx2221jMk2i0SgtLS2cfvrpfOc73+Hpp5+WJzZnnXUWO3fuHFXbvG9zz76QqrgLCwtpa2uTFXwZGcONPY2NjUSj0Wm1tkwHg4OD9Pf3k5eXJx+fkppmcHCQpUuXjgnt3Rd+v5/29nai0SjZ2dnk5+ejVCpxu93odLr9qhMmsj4JgjDG+hSLxQiFQpMSVhkZGXR3dxOPx0epL8xmM16vF5/PN25d+v5UNRK0Wi0VFRX09/fLZI3VaiU/P3/Ue9LT0yksLKSjo4Oenp5RRFhJSQmJRIKOjg5UKtWY5qODBbPZTHp6Ou3t7XR2dtLf309JScmEqq3TTz+du+66iz179si2ye3bt3PsscdO+ndef/11Xvj9Y5x1+ndRKv+r0ujsquUf/3yMtVfeT5+nD2+fF4vFgkqtIpkUycwcPq9vueUWjj32WBYtWkRbW5v8/oGBAUwmExaLhaGhIZ544gkAysvL2bVrF5dccgn33HOPHHS+ZcuWMd+rUqkkOzub7OxsQqGQTND29fWh0+nkrInDNSS/p6cHh8NBVlYWpaWlCIKAyWTC7XbPyHIr1d7PhKiRoFQqsdls5OTk4PF4cDqdNDY2YjAYsNvt455/nySk7FMpSBj5DByPx8dYL7OyssjOzh73/p4Q24kmnkIUBxEwIpAGiCTEVhLsRRDsaJVrUQhTU7ymcPCRqudOIYUJEI1G5ayZqdZn9/f3097ejiAIlJSUTDs881BCFEU8Hg89PT3E43GsVuuoydd0EQqFaGxslCtwZ9tukUgk6O/vx+v1EggEgOFMFqk56mDUfU9UPzvy5w6Hg69//et0dHQQDoe59NJLuf3220kmk1x33XW88cYbaLVajEYjb7/9NjA2bPOrX/0qq1evprCwkG9961s8//zzWCwWVq5cyaZNm3j//fdxOp1ceuml+P1++vsHyTAu5HOfWw/ApjeeoLu7ichQkGCwj6wsO+d/9lZi8STBQT+v/v1RFAoPJaWFFBcXk5uby3333TfpZ3/qqad4+eWX+cMf/jDmd3feeSd79uzB4/HQ2trK66+/zpo1a+Qx6e7u5vrrr5erXy+99FJuu+021q5di06nk1cJV6xYgVqtpqamhssuu4zdu3czNDTEmjVriEYV/OgH/yaRSGK2jD/pFkWRxoYu3nv/J9TWvjvtB9WRNctGo5HCwsIDIjuk6wNAcXHxAU+upSrujIwMotEo0WiUiooK0tPTSSaTNDQ0EAqFZOJmLrB3715isRgLFy6UiZL+/n5eeeUVEokEa9asmdC6lEgk6OrqwuPxoNPpKC4uHmVx2LFjh9x4NBn8fj+NjY3U1NSQlpYm//zjjz/GYrHIlju3201bWxuJRIKioqJxg4Hhv9X2UgizBFEU2bVrF2lpaRNm5oTDYWpra7Hb7RNuf98xkCrolUolBQUFckObhI6ODtxu95j9SSaTNDY2EgwG5/Q7nir6+vro7OxEFEUKCgo49thjiUQiowiKXbt2sX37dr7zne/IarsTTzyRxx9/nC1btnDzzTfLYd4j/71q1aph0p80hoYSqNQKrvnyT2lofI+PPvo7V37x/0jEE3j6hiu3VSojjY2bUWub+eMfR1+j2traWLZsGR6Ph1gsxhVXXMEHH3yA1WrlM5/5DNu2bWPLli187Wtfw+l0cu+991JeXs4Xv/hF8vPzueeee/Y7FslkEq/XKysdJEuD1OhyuKCzs1NuXRqpfEsmk+zYsQOr1TqtfCkJDQ0NJJNJampqZmU/RVGkr68Pp9PJ0NAQOp0Ou91OVlZWioBgfPvUyOatlH1qZpAsnVqtlmg0yk033cSXv/zlGW9rvOdFgIceeojLLrtMbvqbCiTrZX9/vxyOb7Va5WepE08qJZJ4FEE0IAjjK/qTuBEwoFN+HUE4ONelyZ4dJ0NfXx+f/exnCYVCXH755ajV6mmP2eGKVD13CilMAaIoMjg4KOfNSKtBWq12v/XZoijS1dWFy+UiLS2NsrKyg0IUzCaklhKz2SxPHLxeLzabjdzc3Gm1EQSDwVHtMnORWq9UKrFarVitVmKxmEzadHV10dXVRXp6OmazmczMzEO6knnllVfy7W9/m8985jNEo1FOPfVUjj32WKxWK5s3b6a2thaFQiE3BO0btvnee+/xP//zP9TX1/PSSy/x8ssvs2PHDvR6/Sg1R2ZmJi+99BJGo5Fnn/mI229fS0Pje1RVHg+A293COWffQVqaiVde/T/e/+BvLFlyJjt2vYTRmMnPHn2BJUtNHHPMMVx00UVT+myvv/46S5Yskf993XXXyQ8x7733Hs8++yy5ublUVFSMet8VV1zB2WefzR//+EdgOBtBwu7du3n99ddxOp1UV1dTXV3Nhg0bcDqdVFZWMjAwgNvtpri4mOvXH8dPHnyPzg4/2TkGdLrh71kURfz+KN6+MEuPKefnj/17Wg/ziURCtpWoVCq52nqmkGw9Ho+HtLQ0SktLp3VODAxEcLtDJBNJTCYdubY0ksmkHLgdCoVIJpNUVlZiNBrlWm4pTHiuJoZer5dQKERJScmo64NUI75gwYIJH6IGBgbo6OggHo9js9mw2+2jthGNRonH46OIl4kgWZ/2vUYpFIpxw4RFUZxUUWMwGFAqlQQCgVHEiCAIZGVl4Xa7x6htJExVVSNhJDnT3t5OW1sbfX19FBUVySqvwsJCIpEIbW1taLVaeUwUCgUVFRXU19fT3Nwsf/+HChaLRVbXdHR08I9//IOSkpIx98LTTz+d008/fcz7V65cOapxbeS/N2/eDEBPd4D/u+dttFolWq2O9vadfOYzlwOgVCmxWCx0dfbi93n44Y/Ws3CRfczfKSkpka85arWa559/ftzP87Of/Yze3l65tUuyaE4FCoVCvj9Jqgcpc02r1cpZE4dqoiyKIu3t7fT19ZGbmzsmmFpalPL5fDMiavR6/ajr+oFCyjOzWCz09/fjdDppbW2lp6cHm82GxWL5VBM2qfapuYNUNrB7926WLl3K2WefPSUSfjp46KGHWLNmzbRIB6PRKC8gSaRwZ2cn1113HZmZJgLhZ1CrtROSNAAKskniIJr8G1rl52fjo8wZXn/9dbKysti6dSswfB2f7pgdiUgRNSl8qiHVZ0uWpkQigSAIGI1GCgoKplSfLVkZgsEgOTk5FBQUHNEPDNLEITs7m66uLnp6evB4POTn508pEFQiaVQq1Zy0y4wHtVpNTk4OOTk5DA0Nyc1R0oRBqvveX1jrbCMYDLJly5ZRORKBQIC9e/dy1VVXEYvFuPrqq1m9ejXnnnsuMDZsMxaLkUgkCIVCbN68mc997nPyRE2qb4bhyeqGDRvYunUrXm+YPq8Lh6OR8tJlDA0NkZ+/iFAoil6fpLBwPrF4AKvVSmfXLo4/bh3RaAKz2cz5558/5c+3Zs2aCVdFTjnlFPkhYiQGBwfZunUr//znP+WfjbTGnH/++XJ16+c+9zmqq6sJBoOyQqGjo0M+HvMLMrj92yez9d+dvP56Kx536D8BoiL2PCMXXlTD0mPsqNVTD/b0eDyy7SUnJ4e8vLwDCgYNh8O0tLQQiUSw2Wzk5eVN+frQ1jbA66+18OGHjv+udCeSFJVksmixDos1hkKhQKvVUlVVRVpaGqIo0tLSQiAQoKSkZM4sAslkUg5cHUli+f1+Wlpa0Ol0lJaWjpmIxmIx2SJjMBioqKgYV6Uk5bZMhagZz/ok/XukalitVhOJROQMkokgCALp6enjZmJYLBZcLhf9/f1kZ2eP+/6JGqAmg16vp6amBo/HQ1dXF7W1teTm5soEVllZGXv37qW5uZl58+bJ46pUKqmsrKS+vp6mpqZp5YDNBTQaDZWVlbjdbvlzFBQU7Nf+NlXk5adzw03LefTh7XS2+zjlM1/FaBy+x4RCMfo8YdRqIxd/IQMRD9Go5YDuQbm5uYRCIXp6ejAYDDNSyer1egoLC8nPz2dgYEBWrvb09GAymcjOziYjI+OgPTdIJO/AwAB5eXnY7WPJLBiuZPf5fEQikWnbivV6PclkkqGhoVldqBEEQbY6DwwM4HQ6aW9vl3OOsrOzUyTDf5CyT80uFi5cSFZWFt3d3QQCAdavX4/H4yEajbJ+/Xq+9KUvAfDOO++wYcMGWel97733ysT0Cy+8wLp163A4HNx8881cd9113H333fT09MgW7Oeee47GxkbuuOMOOafrpz/9KXa7nQsvvJA9e/YQj8exWCzccccdbNiwgc2bN/OXv/yFxx9/nFNPPZUrrjiD8y5qZ+OzTp54/H10Og1iUuQ3v72Kyqpsbrj+T2zZ0ohWoyLNqGbTmyCKZ/O3v701Ss394IMPsnz5crZs2cL69es5/vjjeeeddxAEgd/97nfMmzeP+vp61q5dSygUIpFIsHbtWm6++Wai0Si33347f//731EqlZSVlfHnP/8ZGH5O+PznP8/u3bvJzMzkj3/8IzabjV27dvG1r31Nbsy95pprWL9+PZs3b2bDhg34/X6WLFnCBRdcMGbM5s+ff2gOjDlGiqhJ4VOHfeuzYfgBPisrS/aBTnVi5vP5aGtrQxRFuQb3kwKtVkt5eTmBQICuri5aW1txuVwUFhZOOHkaHBykqanpoJI0+0Kr1crZQKFQSCZtfD4fCoWCzMxMzGbzQXkwTiaTCILA9u3bx1053bNnD1u2bOH111/nlltu4cMPP5TDNp955hlg2FqiVConfJiW8MADD9Df3897773H6//o4OYN1xEI+HC5XESjMZRKNRaLBbvNTlOzjmj0v/kBycR/sxxmA1IAqNVqndJEeySkCUEymSQYDOL3+ykoKJDDRnNycnC73bjd7v9kFeg4+9xKTjujjF5nkFg8iUGvIic3bVrf7742p6KiogOe8EqBuiqVisrKymkpW7a9182Tv/4IjUaJPc+I8j8hyaIo4uju57133SxclMYFF1VRVVWFwWCQg4V9Ph9FRUUHpALaH3p7e4lGo5SWlo76eUNDAwMDA1RVVcnfmQTJGpNMJsnPz5+01lmyi0zlO5AmGPtet8fLqJEmjvubPGZkZDAwMDBmomkwGNDpdHi93gmJmumqakZCqmHt6urC6XTi9XopKirCZDJRUVFBXV0dzc3NVFVVyRNStVpNVVUVdXV1NDY2Ul1dPScqxulAIh/a29tpb29nYGCA4uLiWVGQlJRkcuf3T+GjD53847VmOjuGCTWTScdFl8xj2bF5aDTD1r/GxkaqqqoO6O8WFxcTiURobW2VG+9mAoVCIZMMQ0NDcmNUU1MTarVaVozM5Xcnqe0CgQCFhYWTrkZLpJTP55sRUQPDxQtz9Xmkdhy/34/T6ZTPGWnR5khs3joYSLVPzQxvv/02VquVo446ihUrVrBx40ZqamoIBAIsW7aMFStWkJOTwwUXXMCf/vQnTjjhBLkVVkIoFOKdd96hra2NhQsXsnbtWr71rW/xq1/9SlbuwLAd/LHHHmPFihUkEgmCwSAZGRn4/X4cDgdtbW0sWLCATZs2sWHDBjZt2sSpp56KwWBAq9WSVxDDaMzkh9//Lf9842pybEYEVGi1Onbs6OFf/2rko523/EfNHQK8NDRt4fvf/6Gs5t6zZw9nnXUWHR0dwPDz6pNPPskvf/lL7r77bn7wgx+wceNGfvazn3Heeedx2223Acjq8B/96Ee0tLTw4YcfotFoRinstm/fzs6dOyksLGTdunU88sgj3H333ZSUlPD666+j1WoZHBzkuOOO44wzzmDVqlV873vfG2WZevLJJ0eN2ScVKaImhU88JqvPzsvLw2QyTTt3QhRFenp6cDqd6PV6ysvLD/mD8VwhPT2defPm0dfXR3d3N3V1dZjNZvLz80cRMYFAgKamJjQazQE/GM8WpNWkgoKCUXXfXq9XDuCU6r7nAunp6Zx88sncc889fPvb3waGMwHUajVKpRKVSsUZZ5wh57dIIbNS2GZ1dbUcTllVVcXKlSv57ne/yw033IBOpxslxR8YGCA3N5eBgQFC4Uba2t/DZDodY7oRY1oa/kAMvV6PRjuaPCspXkJT02bmLbiegYEB/vrXv3LhhRcCsG3bNm677TY2bdo0rc/t8/nGtABJMBqNnHDCCTz44INs2LABGFaxjFxxl0JwY7EYZrN51IRfp9PJQZc2m02e6KvVSgoKp2/xKSkpQaVSoVQqEQQBtVrNSy+9dEAkTTweZ82aNdxwww3Mnz+f0tLSaU3WCwqKWHHcLcybP1+2c0lIJpLEk4OkZySo2xuhrUXFMccMX79WrFjBF77wBS699FKZRLj44os599xzx7Td7AspDPq6667b7/7FYjGcTieZmZmjzp1wOMyuXbvYtGkTp59+ujy5i0ajtLe34/f7MRqNFBcX73fiFwwGMRgMUyLbpmp9UqlURKNR9Hr9frcrTWL8fv8YQsZisdDd3T2pWmAmqpqR+1lSUoLVaqW9vZ2mpiYyMzMpLCyktLSU5uZmOjo6RmX3SNfd+vp6maw51NdgSenlcrno7u5mz549FBYWzgqBmJam4aSTizjp5CLi8STJpIharRj1vVZUVNDY2CiTNTO1wCoUCsrLy2VF08i69JlCq9WSn59PXl4ePp8Pj8eDw+HA4XCQkZEhE3bTXUyIRhOEQjGUSoG0NA0KxX/fH4/HaWpqIhgMTsnOqdFo0Ov1+Hy+MaTr/iCd3+FweM6z+qQFtsHBQZxOJz09PfT29pKdnU1ubu5hG+J8uCFlnxofF198MaIo0tTUxO9//3uamprYu3cvX/jCF+TXDA0NydeH+fPnc8IJJwDDiwcjF3Cl95SUlJCVlUVXV9e4OU6rV6/mhhtu4KKLLuKss86SyYjVq1ezadMmWltb+cpXvsKPf/xjotEor7/+ulxkMIwwWm0GK1dXcfut/+TU0yo4+eRiCotNlJaaicWSfHXd86xcVcFZ5ywAEf7x2pZRam4Yvmb09vYCw+URRx99NADLly/npZdeAuAzn/kM3/zmNwmFQqxatYpVq1YB8PLLL3P//ffL84SRz3gnnniirLZevny5rLAOhUL87//+Lzt27EChUNDT08OOHTuYN2/edL+2TwxSV68UPpGIRCKyamZwcBBRFFEqlWRkZMhBwDO9ecdiMVpbWwkEAnLQ3iflhjQZLBYLWVlZOJ1Oent76e/vJzc3F5vNRigUOuxImn0x0s/r9/vlVg63241Go5FJm+mSdmvWrBkTljkSGzdu5IYbbmDRokXA8ATwiSeeIBQKsW7dOuLxOPF4nLPOOovly5ejUCj4zW9+w9VXX83g4CDBYJBTTjmFM888k/POO4+tW7eyePFizGYzy5cvp7+/n2AwyAUXXMBXv/pVXn75ZfLy8qiqWoaAlvT0dERRJJFIkGYYq26ZX3MxH+34BccfvwS73c6yZcvkB+v29vZJCYt9M2qWLVvGfffdx9DQEEajccJz7De/+Q3XXnstTz/9NEqlkssuu4xbbrkFGJ5019fXE4lESE9PH5dEy8nJobGxEa/Xe0CTPkm2/OMf/5gVK1ZManOaKJNkXwwODtLa2soDDzwgq0ami1AoRlqaegxJgwhujxvfgA+z2UxJsYXNb3RyxlnV9Pf3EovFyMrKmtHfnA56enrkwNiR2Lt3L93d3bz++uuyAkyywAD7XcGXIIoioVBoynaZyaxP+9aXJhKJKX2POp0OjUZDIBAYQ9RI1dher3dCpduBqGokGI1G5s+fT29vLw6Hgz179shWFYfDIbcOjtzniooKWUlSXV19WKgKcnJyMJlMtLW10dbWxsDAAEVFRbN2n1Cpxr//Go1GKioqaGpqksmamY6HRqOhrKyMxsZG2traJgyTni6kkOHMzEy5Wc7j8dDS0oJKpZKzbPZHbHZ2+HjzzQ7eebuTZFIEEbLMOk47o5xjltnR6RQ0NjYSiUQoLy+fsiXSZDLR29tLIpGY1tgplUo0Gs0BNT9NF9L3HQqFcDqdOJ1OOSg5Nzf3iMsNPByQsk/9N6Pm97//PV/60pd48cUXsVqtcuPlSLzyyiuTbmvkeSzZmsbDgw8+yK5du3jjjTe45JJLuPHGG1m3bt0oouY3v/kNb775Jr/97W8RRXEfdasKSPD877/E+9s72LKlkcsvfZ4HH76Ac86x8eGOW3jzX028samBb93+Mm9vuxyRtFFq7pHYu3fvhPt+0UUXsWLFCv7xj39wzz338MQTT/Cb3/xmRuNw++23Y7PZeOqpp1CpVJx++umjQrE/jUgRNSl8IjCyPtvn8xGNRoHx67MPBIFAgNbWVhKJxAEHjB6JUCgU5OXlYbVa6e7ulv3hkUiE3Nzcw5akGQmpetRkMpFMJhkYGBhV963T6WR5+v5UUiNrXif6uc1m47e//e24r/vggw/G/bkUttnW1obP52Px4sXy7771rW9xzz33EI/HufLKK6msrKSurg6j0cirr75KTk4OOp2OXucgP75nKx5PiOOP+xzBUBC9YZh0OXX1/0MURXqdg2RnZ/Lq3/5Ebu6whPykk07immuuAeCtt97aZ5Xmv1i7du0YlUYymWTPnj2sX79+zArIyDHJz8/nL3/5y5ht/vKXv6SxsVGumH7uuefG/dsZGRnodDpcLteMzsFgMEhnZ6dsrykrKxs3MFMQBL773e/yyiuvcOaZZ9LZ2YlWq6WxsZHm5mYuvPBCPvvZz/Ld736Xzs5Orr76as4++2y0Wi0XXHABr7zyCrm5udx111389re/RafTIQgCmzdvJjMzc1wv+8IFK4jFkrR3vs0b/3qYQKCPk078PCuWX0R/fz8et4cMUwbZOdmoVCo87gj//McuioqHJ5OTjce+qpl9/71jxw5OOOEEPB4Pp5xyCo8++igajQa/38+NN97Izp07CYVCLFq0iHvuuQetVsvKlStZsmQJ77zzDrFYjFgsRjAY5IQTTkChUPD444+TkZFBcXHxlCdKkUiEZDI5Zduc1Mi3LxQKhay2gf9a8qZKrKenpzMwMIAoiqPuHRqNhvT0dPr6+ia1JB6IqkaCIAjYbDbMZjMdHR10dXUNK+M0Grq6umSFmQSpkWokOXE4LCTsq66pra2lqKhozu3C6enpo8ajsrJyxmRNeno6BQUFdHZ20tPTM+uBohqNRrbt+v1+PB6PfF8yGo1YrVaysrJGfZ+iKPKP15r58x/rUKmV5OSmycRVcDDK88/t5uUX6znrHDNmi2ra7WAmkwmn04nf75/2d6XT6Q4qUSPBYDBQVlZGJBLB6XTKVlmLxYLNZvvEqp8PJmZqn5LsrEeifeqSSy7hhRde4Pe//z0Gg4Fnn32WL37xiwDU1dWRl5fHihUrqK2t5Z133pFtS1M5dzIyMvD5fPK/6+vrWbRoEYsWLWJwcJDt27ezbt06Tj31VG677Tays7MpKChgzZo13HbbbZx22mmjtieQTzzRQVd7H8ceV8yxxxXT2tzHnl1OjjuuFJVKwWmn17D61Cr+9soe2lr6OeP0S/nB9y5iz549LFiwABi2KB177LGT7ntTUxNlZWWsXbuWyspKOavn3HPP5aGHHmL58uWy9Wl/iy8DAwMsXrwYlUrF7t27eeutt7jsssumNGafVKSImhSOWExWn22z2catzz4QOJ1Ouru70el0VFZWHtLAxkMNjUYjN9e8++67JBIJrFYrkUjkiLjhShiZGRCPx2XSRgp6TEtLk+u+D8Xn8vv9pKenj5okXnHFFTQ3NxMMBqmpqWH9+vUUFRVhNptHTUBybUZu/uYKfv7o+9TV9ZKRricSSYCYwO8fIhpLUlJi4oKLCjn77FNJJBJEIhEuu+wy1qxZA8DDDz88rf11Op1Eo1Gqq6unTYqGw2EaGxtJJpNyMO5kyM3Npb29ncHBwSlb1+LxON3d3Xg8HtRqtRx2e8UVV8grPCqValTzjF6vZ/v27cAwsbFnzx42bdokk7U+n49//vOfbN++nTPOOIMLLriAefPmyZ/f6/Xy4IMPygqIQCCAXq/H6/WO62VvbPD/Z1+H+Oo1P6e/38HDj1xFWekKXL196A168vPyUaqGv2tBEeOD9ztYesxStFot119/PXfccYe8/21tbXJQ9f7w3nvvsXXrVnQ6HWeffTaPPfYY1113HTfeeCOnnHIKjz/+OHV1ddxwww38/e9/5ytf+QoALS0t/PrXv+bf//43Go2Gm266iSeffBKFQjEjq4uUHTZVddtEq/0KhUK2usLwMSbZDqeCjIwM+vr6CIfDY/bFYrHQ1tZGMBic8FidDVWNBI1GQ0VFBQMDA3R2dsqq0cbGRhYuXDhqhTIjI4PS0lJaWlpobm6moqLisFjFFgRBXjhpa2ujpaWFrKwsioqK5tSekpGRQVlZGS0tLTQ1NVFZWUlZWRk6nU4et1WrVvHggw/ud1s5OTmEQiEcDgcGg4GPP/54VKX4bGD79u3cfvvt8vjodDrWrVvHwoUL6ezsxGw2Y7VaMRgMvPmvdv7wwl4KCtPHhKa/u+03RCJBqirO55mnPHzv7jNkkmblypXcfPPN+702LFy4kPvuu09W1E4H0vVuX6LzYEEKpc/Ly8PpdOLxePB4PJjNZmw226f6GW6u8Em3T/3oRz/imGOO4eWXX+aee+7h3nvvJZFIkJubywsvvIDVauVPf/oTN954I8FgEIVCwX333Sc/U02E66+/ni996UsYDAaee+45vvWtb8mlHJmZmfz6178GoKCggPT0dE466SRg2ArV0dHB6tWrR21PqSgikehh3dUb8Q0MoVAIFBRm8v0fnktHu5drv/oC8XiSeCLB6WeWsXz5cejVJ8lq7nA4TDQa5cQTT9wvUfPCCy+wceNGNBoNgiDwk5/8BIBbb72V2267jSVLlsj3r/1Vct9xxx188Ytf5Ne//jVVVVWjbFj7G7NUmHAKKRxiSPXZUtbMdOqzDwTxeFxWNmRlZVFcXHxYyMkPNXw+H06nk3nz5mG1WnE6nTQ0NGAymSgoKJhx4OKhgkqlkutUo9GonGXT2dlJZ2enXPedlZV1UL7/SCRCLBYjIyMDURTx+Xy43W6+853vyHL5nJycSUkKe146131jIW+9qaC7U4XXG0MQBJYutXPyymLKyoYzECZS9kwHQ0NDOJ3OGWX+SE1hCoViyq01kv1EWm2eDKIoyk0r0kOV3W6Xv8fJAumuuuqqUf8+//zz5RXZ6upqTjnlFOrr6zEajWRlZcl5NxKkENgrr7yS008/nXPPPZf09HTeeeedcb3sifggIFJZeSIDAwPEYko0mjQ87m4yM4drrCWSJhQMEQoFyck1U1RUBAyTayMnXyMr3PeHz3/+8/JYXnXVVfzxj3/kuuuu48UXX2Tbtm2yH17Kuhj5vpaWFoaGhuSmJSlTZSYEZzAYRKlUTvkaMpmiZqQUPxwOo1KppjxpHJlTsy9RIzXI9fX1TUoqzoaqZt+/m5GRQU9PD8lkUh735cuXjzrupHtVe3s7ra2tlJaWHhZkDQxPoKurq+nt7aWnp4dAIEBxcfGcNZTB8LiNJK9g8vN+MhQVFcnhwpJ6d7awa9cuzjnnHJ599lnOOOMMAJqbm/n444+prq6WA4jdbjcKQcNvnmnCbs8cQ9IkEnESiSThcIQMk4ahsIa33uyh+IvTb98yGo0zWrnW6/WIosjQ0NAhfR7QaDQUFRVht9vp7e3F7Xbj9XrJzMzEbrdP2+6cwvRwJNun9lVNV1RUyOfCySefPO57TjjhBN555539bmvkv7/85S/z5S9/Wf631I40Hurr6+X/z83NHWPv3bJlCwCxhIV/bI6hIB9B+O/1wWJJY+u2mwAQxSFEXGiU5yIIgqzm3hcrV64cRUaP/Pftt9/O7bffPuY9Wq2WBx54gAceeGDUz/dVY4/899FHH83u3bvH/dz7vm/fMfukIkXUpHBYYzbqsw8EwWCQlpYWYrEYRUVFE7Z8fNowMDBAS0sLer1e9v1LtbVOp5Pa2lqys7Ox2+1HZJCfRqMhNzeX3NxcIpHImLpvk8mE2WzGZDLN2YqP3+8nHo/Lq7fRaBS1Wi1bz6Y6Ae7v91Izz8pFFy+Yk/2U0NnZiSAIY3JL9ge/309zczNqtZrKysopy9IVCgXZ2dk4HI5JQ12DwSAdHR2EQiHS09MpLCyc1krqviTQyFaqeDxOf3+/rDBTq9VjPOdKpZJ3332Xt99+mzfeeINjjjmGv//97/LvRVEkGAwyODjI4OAgnV09JJMikdAQQ2lDaDQalEolpkwTBfmF8J/n03Ao/J8HRiUVFflTenBVqVSjHuqm6v0WRZE///nP8uvnz58/6u+FQiG6urrQaDSYTCa5inOmCIVC02oLmw5Ro9frUalUU8ocUqvV6PV6/H4/Nptt1O+USiWZmZn09/dTWFg44fjPpqpm5OcqKCjAYrGgVqvZu3cvg4ODnHzyyaMmQ1arVVaRqVQqmcw7HCBZuiR1TXNzMxaLhcLCwjkjwrOysigpKaGtrY14PD6quh3gqaeeGtUqsu+/f/SjH/Hcc8/JE8+f//zndHd3E4/H+cpXvjLl2trJ8H//939cffXVMkkDUF5eLmfi3HnnnfzrX/8iFAohoKO48DL0+iKGXD6e3XgTxyw9i+aWD1l69NmEwyEEwGqxIiLwzttdnH9BjVxnLqG3t5evfvWrNDc3I4oiGzZs4Morr5R/v2nTJl577TV8Ph8bNmyQrZI333wz//rXv4hGo1itVp544gmKi4tpa2tj2bJl/L//9//461//SjKZ5Mknn+Skk06Sf/eVr3yFV199lVAoxK9//WtZIfDqq6+OWw88k7HcF2q1moKCAmw2Gy6XC5fLxcDAABkZGdhstjE2nhTmFp9G+9TBhEpxMiIB4sk3EMU0BLLk+5QoJhCFPhBiqIXLUCkqD/HepjARjrwZVAqfeExWn20ymUhPTz8oigaXy0VXVxdqtZrq6upp1wx/UtHf309raysGg2GU31+hUGCz2bBYLPT09OByuejr6yMvL4/s7OzDZjV3utDpdOTl5ZGXl0cwGJSVNgMDA/JkzWw2j7EoHQgGBwfZs2cPbrdbfpgpLCzEZDJN62+Ew2EGBwenTZ5MF9L5WlBQMK2HJYnwk+yE033Qys7OlgMj982YGc/mZDabp7X9iRCJRGhpaSEajWIymaipqZnwewkEAgwODnLKKadwyimnsHXrVrZt28by5cvZtWsXTz/9NIsWLSKRSBCPx1l8VD4KhUBGRia5tuGgWEGhQK1WgQCv/eOXGPSZVFR8Bo1Wgzaq5PjlY9u1xkNFRYVs43I4HGzevFmeIAH8/ve/Z/369Wi1Wp599llZmXPeeedx55138vWvf53q6mr6+voIBAKUlpaSSCT46KOPMJlMnHjiiRx33HGEw+Ephy/vi2QySTgcnlYg8mTWp32JGol4i8ViU9q/jIwMXC7XuGSQ2WzG6/Xi8/kmVYPMtqpGgl6vZ+nSpaSlpfHhhx/yr3/9i0WLFpGXlyfvq81mI5FI4HQ6UalUs56rcqDQ6/XU1NTgcDjkLJTi4uI5awqyWCwkk0mSySTnn3++PEn8v//7v0nf9/TTT/Piiy+ydetWOZ9Iq9Wybds29uzZwxNPPDHl2trJ8OGHH06qgrv11lu57777ALj0C7fz4YcvsnDRBvwBF+Gwn3RjPpd9/tL/1H//EZ1eLyvwRFGktaWfRYtHn1vXX389Cxcu5M9//jMOh4NjjjmGpUuXymqjRCLBk08+STwe59RTT2Xt2rUYjcZR+/L4449zyy238Lvf/Q6Avr4+TjrpJD7/+c/z7rvvcsstt/D222/Lv1uxYgV33303GzdulH/X3NzM97///XHrgWcylhNBOg9yc3Nxu9309vbS0NCA0WiUycMUDh0+6fapgwVBEFArzkYpVBAX/0VCbEIU//OcIogohaNRK05GIczt82EKB4YUUZPCIcdc1Gcf6P60t7fT39+PyWSitLQ0ZXX6DySSJi0tjYqKinHHRa1WU1xcTE5ODl1dXXR2duJ2u2UF1JGMtLQ00tLSyM/PH1X33dfXd8B138lkUg41DoVC9Pb2UlJSwoIFC2asGvN4PAiCMKeh18lkks7OTnQ63ZQafUbuW3t7u9zUMZNzTCJwJUJQqVTKNqfu7m6SyeQYm9N4uPjii0eN8eOPP86yZcvGfe3g4CB79+5FoVCg1+v3S0K63W4uueQSQqEQ8Xicqqoq5s+fTzQa5eGHH+a+++4jEomgUqm4//77OeGEcvQ6Nf39QxQVj91ej6ORivITUavVKAQDublqyiumRkCtW7eOiy++mPnz51NVVcXxxx8/6vfHHnssp59+Oi6Xi5UrV8qh0vfddx/XXHMNV1xxhfwQff/996NUKvH5fAwMDLBixQqOPfZYcnJyuPzyy1m0aBFZWVls3bp1SvsmIRQKIYritBU1ExE1kmpCFEXC4bBc4yvVdO8P6enp9Pb2Mjg4OCaENSMjA5VKJdsoJsJcqGpGorq6Go1Gw549e6ivr5dVPtI+5efnE4/HcTgcKJXKOW8Fmy4EQSAvL4/MzEza2tpoamrCarVSUFAwJ/fe7OxslEolP/zhDznuuOMoKSlBEASeeuqpCd/z8ssv87//+78ysSNdU3NycigqKpIVV1OprT0Q/O1vf+PRRx9lcHAQV2+ARFLEZDKRSFhRqTTUVJ/E4OAg4UgYrUZDUvxvRhMiDA0lxmzz9ddf5/777weGScWzzz6bzZs3y0TNZZddhtFoJJlMjqoUHrkv+yoJjUYj5513Hrt372b+/Pmy3Uz6nUQCL1++nJtuGrZhvPbaaxPWA8/FWCqVSmw2Gzk5OXg8Hnp7e2lqasJgMGCz2eY86DqFqeNItk8dSgiCgFKoRkk1SdGLiB8BxX/UNSkF2ZGAFFGTwiHBRPXZJpNJrtA+FJaZcDhMc3Mz0WiU/Pz8MXL3TzO8Xi+tra1Tnljr9XoqKyvx+Xx0dXXR1NQ0I+vJ4QhBEGTJblFRET6fb0zdtxRSvL/PGolEcLvd9PX1kUgk0Ov1WK1WRFGksrJyxiRNMpmkr69Pzk2ZK7hcLoaGhqisrJzyg09vby9dXV1kZGRQXl5+QCteubm58tgbDAY6Oztlm1NRUdF+x2+i5i5glDUikUjw3e9+F6/XS1paGqWlpfz73/8e9frW1lbC4TAul4s33niDwcFB+vv7eeyxx1AqlaSlpck18WlpaSxdupRLL710zN9taW3l/h9vxdEziM2exoabXgBgaChCwO+lpupE1EojwXCcr339OBSK4XGXvOkjMTK8z2KxsHnz5nE/62ST1GAwyK233sr8+fNlK1B7ezsul4tbbrmFgYEBampq5EaHX/3qVxNua38IhUIA0yZqxlNjCYIgP7BHo1GSySTp6ekMDg6OChmeDJJSLhAIjCFqBEHAbDbjdrv3W188V6oaCSUlJfKkdmhoiObmZkwmE0VFRXJGRyKRoKurS659PtxgMBiYN28ePT09srqmpKRkTiwpEmHl9XpRKBQUFxfPyBqYmZlJWlqaHBZ+oLW1S5cuZdu2bZx//vljftfe3s4NN9zA9u3bKS0t5Yb1j/PEk8PB4YIgoNHosWYPZ6z5BnzsrYsACTnMVwR0uunfC6Rmse7ubvnz7bsvW7duHdXOIllRdTodsVhsFJEz0qY6crxEUZywHngmYzlVKBQKcnJyyM7Opq+vD6fTKSs9pca1T8Ok/khEyj41dSgEMzA7quIUDh5SRE0KBwUHqz77QODxeOjs7ESpVFJVVTUjVcQnFX19fbS1tZGenk5FRcW0JtYS+eZ2u3E4HNTW1mK1WsnLy/tE3BSlYN/MzEwSiYTcHNXb24vT6USv18shxNIDqhQO7HK5CAQCCIJAVlYW2dnZGI1Genp6UCqVBzRB6e/vJ5FIzGmuUjQaxeFwyAGnU4FU656VlTUrAacGgwGdTsdHH32ExWJBq9VSVlY2q6uhwWBQDg7Nz88nNzdXJgFG5ssEg0G5DlqtVpOeni4TM1I191RgNGpYf9NyfvWLD2lq8qLRKEkzKunv93L2md8nGFSjzoQbb15OaWnmrH3O8TA0NITL5ZJzkdra2ujr60On02GxWIjH41gsFlnRdKAIBoNoNJppXRsmsz7Bf+1UMHw9kjKfpgKFQkFaWhp+v5/8/LEWMymbq7+/f9Lq0blW1QiCQGlpKUNDQyQSCcxmMx6Phz179mC328nNzZWtam1tbbJt83CDIAjk5+fL6pqGhga5ina2LQxWqxWz2YzD4UChUFBRUcHOnTsZGhpCEAT+8Ic/yGN07rnn8vOf/5wLLrhAtj5JZJdGoyEtLY22tjaGhobk7U9UW7tt2zZuu+02Nm3aNGafNmzYwJo1a1i9erXcFNPa2sqHH35IVVUVGo0Gm81GMpmkrv7vJJPimG1oNBqs2cPnaygUwePxYEwzoVQJlJZljnn9mjVr+NWvfsVdd92F0+nk1Vdf5YYbbhj1GomokYgsv98/al9+8YtfjDvGer1+yufa6aefzl133TVuPfBEYzmbEAQBq9WKxWKhv78fp9NJW1sbPT09sq3702qjOdLwSbBPDStgBgARARMKYfpB4Ckc+UgRNSnMGQ52ffZMkUwm6ejooK+vj/T0dDkUNIVhSBaVA1E/CIJATk4OFosFh8OBy+XC6/Vit9vJycn5xDz8SKHK0gRWyrPp7u6mu7tbPt5jsRiiKKLRaMjPz8dqtY6auPn9ftLS0g5o4ut2u9HpdHNKOHZ1dQGMyYcZD6IoyjY4q9VKUVHRAZM0oijKaiSPx0NhYSE1NTWzejw5nU56enpQq9VyQG53dzeDg4OyTQeQCTmJmDnQa5vJpOOmb66gpWWA1//RyIcftJJMCsyfn8/qNeUsXJSDRjP3lsyuri559XHPnj0kEgnsdjt2u50tW7YQCoWoqqqalu1tMgSDwWlbXScLE5Z+Lyl1pFXTqSpqALllabzcHYko7Ovrm5SogblX1ahUKioqKqirq2NwcJB58+bJ156+vj6Ki4spLy+noaGBlpYWKisrD9sA1bS0NFld09vbK6trZvt6lpeXRzKZpLe3l8LCQtasWcOCBQvIy8vjqKOOwuFwAHDllVfS3d3N8uXLUavVGI1G3nzzTXk75eXl7N27l56eHvmaMFFtbXt7+4RKy6OOOoqXXnqJb33rW3zlK1/BYDCQnZ3N9773PRYtWsQll1zC/PnzsVqtnHbaGbz99ltEIvEx2xEEAZ1OSzIZI5lM0tDQzeo15aSlDV+X4vG4rDZ8+OGH+cpXvsLixYsRRZF77rlHJkok6PV6NBqNTNTsuy9nn332qPEY+b59Q5snQmVl5YT1wBON5VxAUsqZzWZ8Ph8Oh4OOjg4cDge5ublkZ2d/Yp5ZPk04UuxTCbGZePJfJMS9IP7nOBOSKIRy1MJKFEJ1SuH1KYIw2QV02bJl4sg6rhQ+ORBFEREnSdEFJBFIQyGUIggzJyhG1mf7fD5ZNqzVajGZTHNWn30gkEJBw+GwPPlIXQD/C7fbTUdHx6xYVEZiaGiIrq4uBgYG0Gg0FBQUfKL94F6vl8bGRjo7O4lEIhiNRgoLCykuLh5T9x2Px9mxYwd5eXnY7fYZ/b1wOExtbS0FBQVzlkcRCARoaGiY0n6Kokhrayv9/f3YbLZxlQnTxeDgIB0dHYTDYdLT0/H7/aSnp1NdXX3A24ZhMq2hoQGn0ym3GUmTe0EQRtmYjEbjnOVYDQ0NyXWc1dXVU27Fmg0EAgFqa2sRRRG1Wo3BYKCkpAS9Xo/X6+WVV15BqVRy4oknUlw8TqDONCEd+9O1nX700Ufk5OSMOa4kknnRokV0dnYSDodZuHAhe/fuRaVSUVk5taaLwcFB6uvrJ1RqOZ1Ouru7Wbhw4X6/n5aWFvx+P4sWLZqzY8bn89HU1ITZbKa0tBSfz0dHRwfRaBSLxYLNZpMtvtXV1Yd9PfHg4KCsVpG+59l+jujo6MDtdh/QdTcYDFJfXy8rTyd6lrj++uv53Oc+NyrIe6Z4+9+dPPXEx+QXpE9I3Lpdg4RCQT5/WT4FBRZycnKorq7mvffeo6SkZMp/S8ruO+qoo6b8nCTdi2Zb5XiwEQgEcDgcBAIBVCoVOTk55OTkpPILP8EYzz41NDQkE49zYZ+KJf5FLPkiYPhPjszwdW54zjYABFApTketOCM1V/kEQRCED0RRHDcYMaWo+RQiITYSS/yDpNgGgoCIiCACgh61cAoqxUkIwtQmA7FYbFQQ8Mj6bKvVOuf12QeC/v5+2traUCgUVFZWTtm68WmBRNKYTCbKyspm9cFYq9VSXl5OIBCgs7OTlpYW0tLSKCws/MS0ayUSCbxeL263m3A4jFarZfny5RiNRoLBoFz33dnZKdd9Z2RkEAgEAA5opdvtds9piLAoinR0dKDVavdLBCWTSVpaWvD5fLOS+xSLxWSFgEajoby8nMzMTDn3JhQKzWjiKYoioVCIwcFBHA4HDQ0NxGIxbDYbGRkZGAyGUfkyB+MhKRqN0tDQgCiKB52kAdi1axfd3d2UlZVRUFBATk6O/Llra2sJBoMsXLhw1sjAmeTTiKI4JUVNOByWjwuNRjPKorI/SOq2QCAw7mTTbDbT3d0tqwQng6Sq6e3tnbMGJpPJRH5+Pt3d3ej1emw2GwsWLMDhcNDb28vAwAC5ubl4PB4aGxuprq4+bO/TMBw+O3/+fLq6unC5XLK6ZjbvFUVFRSSTSXp6euTq8OkiLS2NoqIi2tvb6enpmZCQfvjhhw90d2WccGIBsViC53+7B4VCIDvHgEYzHKoeCEQZ6I9gtuj55q0nodFGeeKJJ/jZz37G2rVrp0XSwPBx5fF4GBwcnPL9SbpmhcPhI5qokXJQgsEgDodDVnplZ2eTk5OTUmF/AjGefUoQBHp7e9m5cyePPvooN910EyeffDIvvvgieXl5fPazn+WRRx5h0aJF07ZPxZM7iCX/ioB9zKK5IAgIZCGK6cST/0DAhFq5YtRrnnrqKU444QSqqqpmbQxSOPRIETWfMsQS7xBL/gFIRyAPAamqDUQxQoxXSSTq0Sr/H4Iw/oNbMBiUyZlDWZ89U4iiKD/wpaWlUVZWdlhYsA4nuFwuOjs7yczMpKysbM4mpenp6cybN4++vj56enqoq6vDbDaTn59/xH4n4XAYt9uN1+slkUhgMBgoLi7GbDbLN+rMzEzy8/NlwkZqj1IqlQSDQURRnPEqt9QeNZchwi6Xi0gkst+8okQiQVNTE4ODgxQXF+/XGjIZJJtTT08PyWQSm82G3W6X/77VapVr4acyAUkkEuPmy0i5QWazmZqaGrKzsw/JJFZS9CQSCaqqqg7qPgwNDfHxxx/L9ph9lSJ+v5+Ojg4MBgN2u33W9k26n0zn2Jfk6ZMRNfF4nKGhIZm4VKvVMiE6FUiLD36/f9zfazQaObdkf0TNyKya3NzcObtX2mw2wuEw3d3d6HQ6+ZpjsVhkIkGtVjM0NCSTNYfzNVehUFBUVERmZibt7e3U1dVhs9nIy8ubtftTcXExoijS3d0tB8xOF1arlVAoNCqfbC4hCAIrV5VQU2Nl69ud/GtLO9HocICw3W7kf750FEuOtqHXD0/8rr/+es477zwGBwdpbW2lqKhoysdgRkYGgiDg8/mmTNQoFAp0Op2cEXWkQ2q8DIfDcqW8lOGVm5t7WJ9DKcwODAYDa9askTOkLBYL8+bNIzc3Vw43TiaT07JPiWKSWPIVBCwkEgomenQTBBWIOcTEv6MSl40idJ566imsVuusETXjWX1TOPhIfQOT4Pe//z0//OEPEUWRSCTC0qVLee6557jzzju5/fbbD+iCPDAwwGOPPcY3v/nNWdnXJUuW8M4770zaMJMQm4kl/4BALoIwdt8FQQdiAUmhjWjyD2iVVwy/bxbqs9euXcuyZcu47rrrpvW5tm7dyjXXXINareY73/kOjY2No8Zs5cqV3HzzzXLV4/4QjUZpaWkhGAySm5tLfn5+Sj64DyRlwlyTNBKkAL+srCx6e3tHrfjabLbDyio3EURRZGBgALfbLYcDm81msrOzJ131leq+CwoKCAQCskVKo9Gwe/duue57OivHcx0iHIvFcDgcsp1xstc1NjYSiUQOWPY+0uaUkZFBUVHRGHWJUqnEarXidrvJz88fs8IZi8VkUkbKl5FgMBhGBYQuXLhwTsJLp4p4PE5jYyOxWIzKysqDZk2RyLDOzk7a29spKysbU+ENUFdXRyAQoLq6elatdcFgEJ1ONy3yQnoQnixMeGQ+DQwTK4lEYkIlznjIyMjA5/MxNDQ0rrLJbDbT3t5OMBjc7/l6MFQ1MEw8RCIRWltbqampQa/Xo9PpqK6upq+vj66uLuLxuJyrMn/+/MP+wTwjI0NW1zidTnw+HyUlJbNyjgiCQElJCclkks7OThQKxYzI5cLCQsLhsJxFczBaDm12IxdePI/zL6whHI6hUinQaJRj7t9arZaqqiqcTicOh4PBwcEpN2tJGYM+n4+CgoIp79sniaiRoNfrKSsrIxKJ4HQ6cbvduN1u2Vp4sNWPKRxaSASNQqHgjTfe4J///Cc+n4/rrruOtWvXEg6H2bNnD3fddRder5dYLMall17K//zP/6DX65k/fz4bbj2W1//h4LQzajjzzPnc+I0/kkyKxOIJbrntdD7/haX4/RFuufkv7NrVTnTot6xadRYPPPAAzzzzDO+//z7XX389d9xxB/fddx9/+MMfePfdd4HhZ6i+vj76+/vx+/3ceOON7Ny5k0gkwqpVq3jggQdQKpWsXLmSJUuW8O6772I2m3n11VcP8cimcHjfkQ8hHA4HX/va1/jwww8pLCxEFEU+/vhjAO666y5uvvnmAyZqfvzjH88aUSPt22SIJf8JpI1L0kgQBAFEO9H4hwz0LcU3oDqk9dnPPvssV111FRs2bKCtrY1169bNeMx8Ph+tra3E43EqKioOy8aLQw0pa2G2GnmmA6VSSV5eHlarle7ubhwOBx6Ph7y8PCwWy2FJqMViMdxuNx6Ph1gsNmE48P4gCAIZGRlotVpKSkrIzMxEoVDgdrtxuVxotVo53HB/6oW5DhGWmj8mCxCWLDuxWIyKiooZ2wpjsRhdXV14vd5RNqeJkJOTg8vlwu12k5WVNYqYkZpHpBYfu90u25ikDA+tVivnBh0qSCokSbF0sNrnIpEIbW1tBINBIpEIRUVFLFy4cMzrQqEQra2taDQaeQxnC8FgcFLybzxILVuTKWr2JWokEi8ajU5ZDSQdw4FAYNxJWFZWFp2dnfT19e2XqDlYqhqFQkF5eTl1dXU0NzdTU1MjX5csFovc5NPR0cHevXsJhUIce+yxh7UiFobvFcXFxWPUNbORMScIAmVlZTQ3N9Pe3o5CoZi2Kkbaxt69e2lqamLevHkHjQBTKAQ5MHiy/bPb7ZhMJlpbW2loaCA3N5e8vLz9Epcmk4nOzs4JCcvxoNfrGRgYmBYxeqRAp9NRUlJCXl4eTqcTj8eDx+PBbDZjs9kOCkmXwuEFl8vFBx98QG9vL0cffTSrV69m/vz53HLLLWzcuJGqqircbjcnnngiq1atkklSpTLJH/8yXHF/zZf/xJe/ciyXfO5o0oxGAv5hq+4tN/+Fkz9TzqO/XIWC5Xzpyt/xxBNPsG7dOp5++ulRC9eS4icWi3HGGWfw9a9/HYAbb7yRU045hccff5xkMsnll18ubwOGc9T+/e9/H/ak/acFqW9hAjidTtRqtSyVFgSBo48+mmuvvRaAE044AYVCwZYtW3j11Vf5yU9+Ik8E7rvvPk499VQAbr75Zv71r38RjUaxWq088cQTFBcXc+211zIwMMCSJUswGAxs3bqVu+66i9/+9rdyjevmzZt5/vnnZS/ktm3bOP7449m2bRvHHnssX/va11iyZAnXXHMNgiAQCAQwGAxcd911vPHGG2i1WoxGI2+//TbO3louvexHuHujgMCqUyu59/4Lhvf33k385U87iMUS5NqM/PCeM8jJDfHjH95ES7NAJBKhq6uLyspKfv/732MwGPjrX//KHXfcgVKpJB6P89Of/pSVK1fS3d3N9ddfT2NjIwCXXnopt912GwC7d+9m9erVdHZ2smLFCp5++mkEQeC5554bd/zuvfdenn/+eQwGAxs3bsRisYwZs5GYiCVWKBSccMIJlJaWylWlf//73+f2ADoCIfmuzWYzJSUlh4wY0Wg0lJaWkpOTI6/su91uCgoKDpuGkkAggNvtZmBgAFEUMZlMZGdny9LwmcLv98sSf61WO6ru2+Fw4HA4MBgMct33vmRxOBwmGAxOqYVpJpBWZSZbMYxEIjQ0NJBMJqmqqppRjoQoirhcLhwOB8lkErvdPqm6Smr1GRwcZGBgQK5yVSgUckNLbm4uRqMRvV4vf0cjG9+MRiOlpaWHVLqeTCZpbm4mFApRVlZ2UHKzRFGUV9eVSiUFBQX09PTI4e/7oqGhAZ/PR3l5+ayqaaLRKPF4fNrHy1SsT8FgEIVCIX+3I9vXpkrU6HQ62TI1nspCWsjo7++nsLBwv9eBg6WqkQjO+vp62com7ZtKpZItiRqNhqamJgKBACeddNIRMcE0mUwsWLCAzs5OHA6HrK450H2XiJampiZaW1sRBGHa5K1arZ5w3A8XGAwG5s2bR1dXl9ysVVpaOun4SUSNz+ebsjVM2l4kEjnsg6tnCo1GQ1FREXa7nd7eXtn+nJmZic1m+8Rk76UwPkae21dffTUAubm5nHPOOWzZsgWVSsXevXv5whe+IL9OagZduXIlAF++5jjMFgvxeIzPfKachx/8N60tfXz2f47h+OOHw/pfeXkP72/v4KEHEwjC7wiH1PtVt1199dUsWrSIb3zjGwC8+OKLbNu2jfvvvx8YXsgYuY3LLrssRdIcRkh9ExPgqKOO4rjjjqOoqIiVK1dy0kkn8cUvfpFHH32Un/3sZ2zdulV+iD3jjDO49NJLEQSB+vp6Tj31VLm29tZbb+W+++4D4PHHH+eWW27hd7/7HY8++ijLli2TlTBer5cHH3wQh8OBXq8nEAig1+s59dRTefDBBwHYtGkTK1asYNOmTRx77LFs2rSJm266adR+79ixg82bN1NbW4tCoaC/vx+AjRufpqwsk7+99iUA+vuHVxh/u/F96vb28MIfL0UQYOOzH/PD72/m8SfPIyOzi8bGJrZv347JZOKMM85g48aNrFu3ju985zs89thjrFixQs56ALjiiis4++yz+eMf/wgMt25I2L17N6+//joKhYKjjz6a119/ndNOO23C8duwYQN79uyRLVNtbW2jxmxfjMcS/+pXv2LVqlVEo1Hcbjfbt29PeYjHQU9PDw6HA4vFQnFx8WHxQJmWlkZNTY1cb93Q0EBmZiYFBQWHRFacSCTo6+vD7XYTiUTk5ofs7OxZ2x+/349Go5G3N7LuOxaLyXXfXV1ddHV1YTQaZdJGpVLJIcJzkYsg1WtLSorxEAwGaWpqQhAEqqurZzRhkgKmw+EwJpOJwsLCMeMbj8fH5MtITQzp6enye4uLiyf8biRlSCQSOSwa30RRpKWlhUAgQGlp6UFR/AWDQdrb2wmHw5jNZgoLC+nq6kIUxXGDUKPRKE1NTSiVSmw226zuo3QPmSlRM54KRPo+Q6EQ6enp8r8lRc10Krrhv/aniWCxWOjv78fn8+13bPR6PZmZmXOuqoHhMS0uLqatrY2urq4xRG5aWhrHHXccJpOJDz74gH/+858sW7bskJ8TU4FSqZRViO3t7ezdu1cmdg9k3xUKBRUVFTQ2NtLa2opCoZi22mvkuHd3d0/LLnSwIC0MmEwmefzy8/MnJGG1Wi06nS5F1EwAtXp44myz2XC73bKVOyMjA5vNdtgsNqUwM2RnZ8sLOzD8LOLz+fZrNRdFEavVOqn7IT1DhVajQavRsOGWM7no4mW8samBm9b/iTWnVXPn985GFEVe+OP/o7gshlo4HbXy1En/7ne+8x38fj9PPfXUqH35y1/+QllZ2bjvOVgq3hSmhk+WBnEWoVAo+Mtf/sKWLVtYtWoVr7zyCosXL8br9Y55bXNzM2eccQYLFizg85//PE6nE6fTCcDf/vY3li9fzsKFC7nvvvsmPElNJhMVFRVceeWV/OpXv2JwcBCVSiWHlnV1dbFp0yZ++MMfsmnTJll6Wl5ePmo7ZWVlxGIxrr76ap599ln558cfv4h/vNbKbbe8yKuv7MFoHJ68vPzybt56s4XzznmG8855lt9u3InDMTicUC4Mk1CZmZkIgsDxxx9Pc3MzAKtXr+aGG27g3nvvZe/evWRkZDA4OMjWrVu54YYb5L87cuXx/PPPR6fTodFoWLp0qbytycZvOnjxxRe59957WbJkCUuXLmX79u288847hEIhdDodV199dYqkGQeSzehwImlGwmw2s2DBAvLz8/H7/ezZs4euri7Z8jDXCIfDdHR0sHPnTjo7O+WJwaJFi2aVNBpu6QhMqKJQq9Xk5ORQU1PDwoULycvLIx6Py/vW0NBAa2srmZmZc7Ia4vF45JWX8dQLUl23UqmcEUkTi8VkGX4ikaC8vJyKigq0Wi3RaBSv10tHRwe1tbXs2LGDpqYment7EUWRnJwcysvLZYK9rKyMeDw+4Xfjcrmoq6uTg3pnM5B0JpDqy30+nxw8PZdIJpN0dXVRV1dHPB6nvLyc0tJSotEofX195Obmjjt2TU1NDAwMTDqRmymCwaBcdzodTNX6NHK70n1AUnFOFenp6cTj8QnzNjIyMlCpVOM+J4yHvLw8EokEvb2909qPmcBisZCbm4vL5Rq1gCJBEARqampYuXIloijywQcfUFtbO63Q5UOJzMxMFixYQGZmJj09PdTX1xOJRA5omxJZo9fraW5unjBMejJYLMN12L29vVM+Lg4FTCYT8+fPx2Qy0dXVRUNDw4Tnh8lkIhAITPkeLAWmftJyaiaDSqXCbrfLzwnhcJiGhgbq6uomJXtTOLxx2mmn8ctf/lL+92OPPcby5ctHEZASKeJ2u3n11VdZtWoV1dXVGAyGUfOyurq6fa4pCkRxeOGhscFFWbmVL19zAtd+/TO8v70dgHPOXci9P95EIhFHqViIx+OhtbUVGLuQ8NRTT/Haa6/x3HPPjbo/nnfeedxzzz3y+TtyGykcfkgpavaDhQsXsnDhQq699lrmz5/Pli1bxrzm0ksv5f777+f8888nmUxiMBiIRCK0t7dzww03sH37dkpLS9m6dSuXXXbZuH9HqVTy7rvv8vbbb/PGG29wzDHH8Pe//53FixezevVqXn75ZXp7e1m5ciXXXXcdr7zyCqtXrx6zHZPJxJ49e9iyZQuvv/46t9xyCx9++CErTjiRrduuZPMmP89tfJ/7fryJN/51PaIIt3/rTK760ujAyKToAQyjZOFKpVK+0T744IPs2rWLN954g0suuYQbb7yRSy+9dNKx3Hdb8Xh80vGbLkayxJKNR6fTUVZWJtsfUhgNSfJstVopLi4+1LszIRQKBTabDYvFItdiSg0r2dnZsz7JFkWR/v5+3G43g4ODKBQKsrKy9hsOfCCQWoemYnfRarWyCiQcDuP1emlubqazsxOVSiWrag7UiiUhHo/T3d1Nenr6uBaAgYEBWlpa0Ol0VFZWTquqVLI5SYGmNpsNk8lEKBSipaWFwcFBWfmgVCpJS0sjKytLzpcZb4Kem5tLW1sbfr9/1HjG43Ha2trw+XyYTCZKSkoOC4lve3s7/f39FBQUHFAz1lQQCARob29naGgIq9VKQUGBrOaQjp/xqonj8Th1dXXAsG1ntskkqVZ9usfr/qxP8XicWCw2iqhRKBQolcoZKWpgWPk2HqEknXdut5tEIrFflczBVNUA5Ofny8TzRDlW+fn5KBQKGhoacDgcRCIRzGYzBQUFh30FsUqloqysjP7+fpnUzc/PH1UrP10olUoqKytpaGigubmZioqKaasipIl6e3s7Op3usFWVqFQqysvL8Xg8dHZ2UltbS1FR0Zhz3WQy0dvbSyAQmJKqThCET2Sg8FSgVCrJzc2VlRhOp5Ompib0ej12u11eCE3hyMBDDz3EN77xDRYvXoxCoaCwsHAU+QLDC9THHHMMPp+P2267jUWLFgHw0ksvsX79eu69914SiQS5ubm88MIL8vuUwgJEoRkBG4/+9C3e/FcjGrUKjVbFAw9dCMC9D5zP7bf+nuXH/BaF8A+0Wi0PPfQQpaWlXHPNNdx0003ce++93Hfffdx1113AcFQHDC80vPXWWzz00EN885vf5KijjkIQhFHbSOHww6F/Qj1MIQXsrVgx3FPf1dWF2+2mtLRUTr2XHnIGBgbkA/yJJ55gaGg49EmyMdhsNpLJJL/4xS/k7WdkZBAKheT6s0AgwODgIKeccgqnnHIK77zzDrt372bx4sWceuqp3HHHHZx55pkAnHjiidxzzz3cfffdY/bb7XajUqk444wzWLNmDS+//DItLS2EQjlY7dlc8rk8TjypjIU1PySZTHLuuQt49JE3Oe/8RWRlGRgailNf18vCxaAQJpbp1tfXs2jRIhYtWsTg4CDbt29n3bp1nHDCCTz44INs2LABGGZq9zfxmGj89sW+Y7YvzjvvPH74wx9y8803yzJ6nU53RHjtDwUkkiY7O5uioqJDvTtTglqtpri4WM6v6ezslPNrpitLHw/RaFQOA4zFYmi1WgoKCrBYLHM+oZdWrqc7CdDr9eTn58t2ydzcXNkipVQq5eaoA5FcSwHC4x0nfX19tLW1ybWl0xmnQCBAW1sb/f39qFQqTCYTbrdbVtRJtcdGoxGj0Sjnd+0PZrOZrq4uXC7XqBBYKUy8sLBwRtW7cwEpIycvL2/WVSojkUgk6O7uxu12y80vI4+JgYEBBgcHJ6zrbW1tpb+/H5vNRm5u7qyGgoqiSDAYnBFJtb/Wp0gkQjKZHHMf0Gg001bUqNVqdDodfr9/wu/KbDbjcrno7++f0ufJy8ujtrZ2zrNq4L/ZK1K48Lx588ZVmdrtduLxOE6nU7ZQ+3w+OSj9cJ9YSkRuR0cHXV1dDAwMUFJSMmP1o0qloqqqivr6epqamqadvTUyXFga98OBIJ4IVquV9PR02traZKXfyOuC0WhEqVROyeInQa/XMzg4OId7fXhDoVCQnZ2N1WrF6/XidDrlxQ2bzYbZbD7sz6sUhq1Pzz333IS/b2trA+BHP/rRmN9VVlbyyiuvjPs+URRJiv0MJX5KEg8PPXzRuK9LM4b5yaPnoFN+HYUw2m517rnnjmrAnUglk56ezs9//vNxfzeeGCGFQ4vD905xiBGPx/nud78r1ysmk0l+8IMfcPTRR3PTTTexevVq9Ho9W7Zs4aGHHuL8888nKyuLM888Uw4gXrRoEZdccgnz58/HarVy9tln8+abbwLDD3OXX345ixYtIisrixdeeIGLLrqIcDhMMplk6dKlXHjhMIO6evVq2tvb5YDiU089lccee2xcRU1nZyfr1q0jHo8Tj8c566yzWL58OU8//TT3P/AMCkUAManikUcvRqFQcNkVx+LxBDl99U8BSIoi676ylEVHnYxAGAiOOz633norjY2NqFQqMjMz+fWvfw3Ab37zG6699lqefvpplEoll112GbfccsukYz3R+O2Lfcds3zDhu+++m+uvv55zzz0XjUaDwWDgoYceGmMPS2H4OHG5XOTk5MxZ8OxcQq/XU1VVhc/no6uri6amJjIyMigoKJgRMef3++VwYBheMczJyTkoYa4j9yEtLW1GD/ChUIhgMCiTWIWFhfj9frxeL16vF4/Hg1qtlpujprOiGwqF8Hg85ObmjgledblcdHZ2kpGRQXl5+ZQm71LWTmNjI06nU15ZkuTxZrNZJmZmalUUBIGcnBx6enoIh8P09/fjcDjQ6XRUVFQcNivaEnGSm5s7Ye7PbMDn89He3k4sFhu33UUURbq6utDpdOOSC8lkkr179yKKoqxim01IZMpMvpf9WZ+GhoYQRXHMdUGtVk9bUQPDCwYejwdRFMedWKWlpaHT6ejr65sSUXOwVTVKpVJugmpqaqKmpmbcsSssLJRzuXJycmQlTl9fH0VFRYfNOTQRpDDfkZZJSV0zE4wkaxobG6mqqprWGEhqlcM5XHgkJqvxlloKp2Ph0el0eL3eT2Tz03QgCAIWiwWz2czAwAAOh4O2tjZ6enpk1fCneXw+zVAIWWiV/8tQ4imSYjegRcAICIgMAhEEwYJWuXYMSZPCJxeCFMA4HpYtWya+//77B3F3UphLiGKcaPIZEmItgmhHEMY+ECbFfhDi6JTXohDmdnVvNuFyuejq6kKj0VBWVnbYP0QeSnR0dMiTw8Mx3HC6EEURt9tNT08PiUSC7Oxs8vLy9kt4jBcObLVayc7OPuhZRolEgh07dmCz2Wa0qi5NoBYvXjxmopdMJvH5fHi9Xnw+H6IootPp5BDi/bXe1NXVEY1GWbBgwahtSwHU+6tyj0QicuhvIBCgp6cHj8eDIAgUFhZSUlJCRkaGvEo7W4jH43zwwQeEQiEyMjKwWCwUFRUdNg/BTqeT7u7uOVW0xeNxOjs78Xq96PV6iouLx1UC9Pb2ys1+45GT7e3tbN68maysLI455phZv254PB7a29tZsGDBlFuYJEjjePTRR4/73b788stotVpOO+20UT9vb2/H5/OxePHiaf29gYEBmpubxyiSRkKy3i5atGhK15JwOExtbS12u33OVTUS/H4/jY2NZGVlTRgqKYoizc3N+Hw+WfXa2dlJPB4nJyeHvLy8w77KG4bJYen7Tk9Pp6SkZMbX+Gg0Sn19vdxqN92FAa/XS2tr6xG1SDIyeF0ievv7+2lra2PevHlTet6SzpuamppUA9I+8Pl8OBwOgsEgarWa3NxcrFbrEXFupTD7EMUESVqJJ98mKfYAIgrBhko4AYVQgSCkNBafNAiC8IEoisvG+13q2/4UQRBUaBRXEEu+RJx3EQFBNAIKRMJAFEHIRau8/IghaRKJhJzvkJmZSUlJSermNgna29vxeDzYbLZxW12OREjqCbPZjMPhkGsxbTYbOTk5YyZvoVBIfk0ymSQtLU1u2TlUk/hAIIAoijOyJyWTSbxeL1lZWRPaP7KyssjKyiKRSMi2qJ6eHnp6euS6b7PZPCaDoq+vj2AwOOa8ksg+q9VKUVGRTNKIoijXZEv/SVlUkUgEv9+PUqlk8eLFVFZWTntSPh1IVeJ+v5+FCxfOugrkQOByueju7sZsNs8ZSeP1euns7CSRSJCXlzdhC048HsfhcJCRkTEuSSOKIrW1tcRiMfLy8ubEMhYKhVAqlTM6HpLJJIIgTHjuRqPRcW2RkqJmImXMRJAUBYFAYMLzVcrSknK09oeDraoBZAViV1cXDodj3P2ULDuNjY20tbVRXl7OwoUL6e7ulu1dhYWF066uPthQq9VUVFTg8Xjo6upiz549FBYWzshqp9FoxihrpnPcms1mQqEQvb29GAyGCRXEhxPGq/GWSCafzzclomZk81OKqBkNk8kkBzQ7HA75nJSybQ5nm1wKsw9BUKKkAqWy4lDvSgqHAVJn/6cMgqBBo7wIlXgqieSHJIUWRGIoMKNSHIuCEgTh8Fhx3h+ksNFoNEpBQcGc5jsc6RBFkfb2dnnicLBWbQ8mVCoVhYWFZGdn09XVRXd3Nx6Ph/z8fDIzM+nv78flchEMBlEoFJjNZrKzsw8L9ZXf70ehUMwo8Nrr9ZJIJKY06VAqlVitVqxWK7FYTLZGSXXf6enpmM1mOeBQqgCXJhOiKNLW1obX65XtOlK+llSTLWWGaLVaTCYTGo1GlshLdduzkSc0EaRGI7fbTV5enkxQHS7o6+ujs7NTJpZnG9FolI6ODnw+n1wPPNmqv8PhIJFITKiScTgcuFwu+XyZC7VZMBic8eQtkUhMSNKIokgsFht3n6WfTfT7iaBUKjEYDPj9/gmvoxqNBqPRiNfrnbKl7WBm1UjIzc0lHA7LwfvjES5S81FDQ4Ns2SkqKsJisdDR0UFLSwsZGRkUFRXNWgPeXMFqtZKRkUFbW5u8wFNcXDztY1qyBdXX19PQ0EB1dfW0Pnt+fj6hUEgOFz4SiIt9a7wbGxsJh8P4fL4pHeMajQaFQvGpDBSeKtLT00lPTycYDOJ0Ounp6cHpdJKTk0NOTs5hH+adQgopzD5SRM2nFAohE4VyNTA25+ZIgMfjoaOjQ/aNpxqdJsbIyXVeXt6cZmEcDpBySAKBAC0tLbz77rtEo1EsFguZmZkUFhZisVgOK+WV3++XV+qnC7fbjV6vn/Y5IEmsc3NziUQistKmvb2djo4OgsEg8XicY489FhgmQOrq6ujt7SUjI4NAIDCqVthgMGC1WuV8GZVKRW9vLw6HA0AOy51L1VI4HKa1tZVwOExubi75+fk0NjbKVr9DnQkh2QUyMjIoKyub9f1xu910d3cjiiIFBQX7bbuJRCK43W6ys7MnJHP27t1LJBKhpqZmTsjwZDIpf18zff9Ex5QUTD/eRFya9EyXqIFhNYpEcE10HbFYLLS3t0+ZhDoUqhqAoqIiIpEIbW1tE4bvS81HUphudXU1aWlp1NTUyLbTPXv2YLfb5/wcP1BIihi3201XVxe1tbXyPWE60Ol0VFVV0dDQIJM1Uz2OxgsXPlIm4VKNd3t7O263G5fLNaXMok9z89N0kZaWRnl5OeFwGKfTidPpxOVyYbFYsNlsB92anUIKKRw6HL530xRSGAfJZFJeDUtPT2f+/PkpkmYSfNpIGgl+v5/e3l55EqZSqUgkEqSlpZGZmXlYkTTRaJShoaEZBReHQiFCodABVzrrdDrsdjsLFixg3rx5pKen093dTX9/P9u2bWPz5s08//zzfPDBB7KCQaVSYbfbqaysZMmSJcybN0+2QYTDYfbs2UN3dzcZGRksWLAAu90+pxM4j8dDXV0dsViMyspKCgoKEASB3NxcotGoHBR9qODz+WhtbcVoNFJeXj6rJM3Q0BANDQ10dHRgMBiYP3/+lIiprq4uFArFhAoOj8dDT08PmZmZWCyWOWnQC4fDiKI4Y1VBMpmc8HwOh8MIgjCpoma6zU/w32Y2qaltPGRlZSEIAl6vd8rbtdvtJBIJXC7XtPdpplAoFJSXl6NUKmlqapKtivtCpVJRWVmJUqmksbGRoaEh2Xa6YMECMjMz6enpoba2Fr/ff9D2f6bIzs5m/vz56PV62traaGpqmna4tF6vp7KykkQiQUNDw7Ter1KpqKioIJFI0NLSwmR5kYcbpGDkefPmEQ6H2bZt25SOc71enyJqpgG9Xk9paSkLFy7EbDbj8XjYvXs3bW1tRCKRQ717KaSQwkFAiqhJ4YhBJBKhrq5Otu9Mtwr40wZRFGltbcXr9ZKfn/+JJ2ni8Ti9vb3s3r2bxsZGgsEgeXl5nHzyyZx55plUVFTQ39/Pnj176OnpkS06hxrSpGYmRI3b7UahUMxKzkEymWRwcBC/309rayuCIJCZmUkgEOCjjz7C4XDI1qWKigoqKyvJy8sjIyNDnihHo1Gam5tpbGwEhusoy8vL53QFUJrotLe3YzQamT9//qixNJlMaLXaUeqfgw1J3aXX66moqJg1wkoURXp7e6mtrSUUClFcXExVVdWUbBiBQACfz4fNZpvwOlpbW0skEqGwsBCbzTYr+7wvgsHhZsG5sD6Fw2EUCsW4aoWRiprpwmg0olAoJiVqlEolmZmZeL3eKU/CDQYDmZmZ9Pb2HlS7npThEo/HaW5unnB/NRoNlZWViKI4iphQq9WUlZVRWVkJQGNjI62trTMa24MJrVZLdXU1hYWFBAIB9uzZMy1iDYa/s4qKCmKxGI2NjRMSXeNBr9dTUlLC4OAgnZ2d0939Q46ioiKqq6uJxWK0trbS2to66XGr0+mIxWKHlRX1SIBWq6W4uFjOWpOeY1paWlLEVwopfMKRmuWmcERAsmQoFIoJm0lS+C9EUaSlpYWBgYFPfH5PKBSSgy2TySRGo1HOJhmpKMjPz5fzaxwOh5xfc6jDHP1+P2q1etpBqolEYtIQ4f0hHo8TDAZH5cuIoojP52NgYICqqipsNhtOp1PO/onH4wwMDNDQ0IBGo5FDiCUixOl0AsNjfTCsRoODg/KEcLLjPCcnh87OzgPKQpkpgsEgTU1N8iR3ttRc4XCYtrY2QqEQmZmZFBUVTdk+IYoinZ2daDSaCcOBfT4fnZ2dGI1GuTJ9LiA1nczU+jGZ9SkcDk94XqlUKgRBmJGiRhAEjEbjfpUjFouF/v5+/H7/lHOZ7HY7AwMDuFyug0quGwwGiouLaW1tpaOjg+Li4nFfJ1lLGxoa5DBdiejLyMhg/vz5sl3D5/ORl5dHdnb2IbcdToacnBw5u6a1tZWBgQGKioqmvBBkNBqpqKigqalJHpOpnudZWVnydVayjx5JyM7ORqlUkpubi9PpHFXjvS8kRV44HE4poWcAjUYjk+Yulwu3201/fz8mkwm73X5EZB2lkEIK00OKqEnhsIY0oXC73RiNRkpLS1P+3P1gZKVqYWHhnLS0HGokk0n6+/txu91yOLDFYpk0awOQ69uDwSCdnZ20tbXhcrkoLCw8JA+Ooiji9/vJzMyc9nslYmqqbUZDQ0Oj2pgk6bQgCBgMBnJycjAYDLS1tWG32ykpKaGpqQlBEKisrJTHJ5lMMjAwgNfrpbe3l6amJvr7+9Hr9RQVFc25ggaGx83pdOJwONBoNHJmxkSwWq309PTgcrnkmuGDgXA4TGNjI2q1etSE9kAgiiIOhwOn04lSqaSsrGzarTt9fX2Ew2HKysomJDn27t1LKBSiurp6ToneAyXPEonEhCRPOBxGr9dPqJ7TaDQzVn1kZGTQ1dVFNBqd8HjPyMhApVLR19c3ZaJmpKomJyfnoNo0zWaznIthMBgmvLakpaVRUVFBY2MjTU1NVFVVyceRZKWTwoY7Ozvp6+ujuLj4sAhunwg6nY7q6mp6e3vp6ekhEAhQVFQ05XMrPT2d8vJymayZDimbl5dHKBSio6MDnU53RJEYJpMJj8dDeno6mZmZtLa20tDQINd4j7y+pIia2YFarSY/P18mbFwuF3V1daSnp2O322fUHplCCikcnkgRNSkcthgaGqKlpYVQKCQHgx7Oq3KHA5LJJC0tLfh8PoqKig6rSuLZwNDQEG63m76+PuLxODqdbkbhwFIQptfrpbu7m/r6ejIzMykoKDiozSWhUIhEIjFj25Nerx93kiuKIuFweBQxI01IlUql3ORkNBoxGAzyw7QURGu1WmloaEAQBKqrq0eRX1JjltFolK11KpUKnU4nN7GZzWaysrKmpZIQRZGODh97drsJBIYwpmmonmelvHy0MkqS2QcCAbneen/fvUKhwGq14nK5yM/PPyhkbyQSoaGhAaVSSVVV1ayEhQaDQTmfwGKxUFBQMG3yJ5FI0NPTQ1pa2oST0FAoRGtrq1zdPhMicSqIx+MMDQ0dkIpgIkVNMplkaGgIg8EwIVGjVqtnpKiB/1oVA4HAhKo8QRAwm8243e5Jg4f3xaFS1cCwGi4cDtPZ2YlOp5tw0peenk5ZWRnNzc00NzdTUVEx6jzVarVUVlbS399PZ2cne/fuJTs7m/z8/MMqI2wkBEHAZrNhMploa2uTr2WFhYVTOs+kkPCWlhaampqorKycks1xZLhwS0vLERUuLIXg+3w+CgoKxtR4l5aWyvcPqfkpla8yO1AqlXKAt9vtpre3l4aGBtLS0rDb7XParphCCikcHKSImhQOS0jBmwDl5eVzNlH4JCGZTNLc3Izf76e4uPiIk1BPBEl14na78fl8cnZKdnb2Aa8cSZNQybazZ88ecnJysNvtB2UyIWVcTJeokUKEi4qKgOHvfqSNaXBwUJ6cajQa0tPT5TYmnU43LuEZiUTo7e1Fq9XS3d0tEwz7ElfJZHKUzWnhwoXk5uYSi8Xk5qjOzk46OzvJyMiQx3iy8Wxp6ee3G3fT2e5DoRRQqRTE40leerEBm83I5y9dwLz52fh8Ptra2kgmk5SUlEzLtpaTk0Nvby9ut5v8/Pwpv28miEajo3J6DpQYSiaTdHd343K50Gg0VFRUzPghXArZLi8vn/A1tbW1BINBKioq5tTCFgqFgJnn08DERI2U3TAZUaPRaOSMnOlCr9ejUqnw+/2THodms1m2Zk71mnwoVTUApaWl1NXV0dLSQk1NzYTktVQxL1mGSktLxxwrWVlZZGRkyIo2yY5rNpsPxkeZEfR6PTU1NbJqLxAIUFxcPKVzLjMzk9LSUlpaWmhubqa8vHxKZI1SqaS8vJy6ujqam5uprq4+IhamlEol6enpMlGzb4333r17ZSsspAKF5wIKhYLc3Fyys7Pp6+vD6XTS1NSEXq/HbreTmZl5RBxLKaSQwlikiJoUDiuIokhPT48svS4rKzuoCocjFclkkqamJgKBwLQnsIcr4vE4Ho8Hj8fD0NAQarUau91Odnb2rK42KhQK7Ha7bI/p7e2lr6+PvLw8rFbrnD7g+P1+DAbDtFURPT09BINBQqEQdXV1hEIhOQBUr9fLahmj0ThlkkDKcInH46SlpY2rApFyS4aGhsjKyqKgoEDevkajGVX37fV68Xq9tLW1IQgCJpMJs9mMyWQaNXGp2+vm4Ye2YUhTU1icMWq8h0m6KA898C7nX1hITm4CvV5PWVnZtDN9NBoNWVlZuN3uOW2gisViNDQ0kEgkqK6unvZ+7gu/309HRwdDQ0MHrEiIRqP09vZiNpsnJEekQGi9Xk9WVtacXkskkuRALDETKVWkyaBOp5tQNXMgihpArqmfDGlpaeh0Orxe77TI80OpqlEqlVRUVMj10dXV1ZPWkMfjcbq6ulAqleNm2yiVSln52NHRQWtrKx6Ph6KiogM+P+YKgiDIqgSpFcpisVBYWLjf8y8rK0smsFpaWqbc8ia1/DQ3N0+aE3S4wWQyyfcF6XltZI13V1cXPp+PkpIS9Hr9IW/g+6RCoVCQnZ2N1WrF6/XidDppaWlBq9Vis9mwWCwpwiaFFI4wpFqfUjhsIE1wnE4n2dnZVFdXp0iaKeCTRtJI9o6dO3fS3d0t58osWrSIvLy8OZOEq9VqiouLmTdvHnq9no6ODmpra/H5fHPy96SWpamoaSKRCB6Ph7a2Nnbs2MF7772H3+/H6/XKq2kVFRUsWbKEpqYmzjvvPFavXs1xxx3HkiVLsNvtk7b2DAwMyGRARkYG1dXVo8Z5aGiIpqYmObOmqqqKsrKycUmgLVu2cNJJJ5GXl8fChQupqakhOzubYDBIS0sLO3fupK2tDb/fz8BAhF/87AMyM3WYzfoxD5GCIOBy7+KJpy7mssv+h8suu4LLLruMd955Z8zf7enpYdWqVZOOY05ODolEgr6+PvlnbW1tk06gf/GLX/Dggw9Out0tW7awbNky4vG43IZTWVl5QHXWiUSC9vZ2WZlTXV09JZvXZJCsbZMpiurr6xkcHCQnJ4ecnJw5rVQPBoPodLoD+kyTKWoUCsV+M2pEUZxWU89IpKenE4vF9qsQMJvNBAKBaZFCh6oBSoJWq6W8vJxIJEJbW9ukr83NzcVms+HxeOju7p7wdQaDQT6OQ6EQtbW1h1UD33gwGAzMmzcPu92O1+udcv24xWKhqKhIVgdPtfkrMzMTu92Ox+PB7XYf6O4fFEhKo33vlVKNd3FxMcFgkNraWsLhMPF4fMbnXAr7hyAIWCwW5s+fT1lZGUqlkvb2dnbv3o3L5Tqsz7cUUkhhNFKKmhQOC0iVwMlkktLS0sNaFn04IZFI0NTUxODg4BE9bslkEq/Xi9vtJhQKyZki+wsHngsYDAaqqqoYGBigq6uLpqYmMjIyKCgomNV9CQQCiKI4xr4liiKhUGiUjUl6qFWpVLKyYsmSJeO2qZx33nmcd9558r89Hg/HHHMM995777j7kUwm+fjjj/F6vSxevJiKigqUSiXxeByFQiE3uAiCQEFBATk5OdNalUtLSyMtLY2CggIGBwfxer309/fT19fHhx/009fnJytrfKIkHArjG/BhNhdw3rn3c/Y51Vxw0bwxr4vH4+Tl5bF58+ZJ98VoNJKWlobL5ZpSflM8HuerX/3q1D4ow7XE0WiUioqKA7LzSMRZPB7HZrPNigIoGAzi9Xqx2WwTqqzi8Tj19fVoNBr5/JtLhEKhA2rwE0URUfz/7J15eFx12f4/Z/ZJJplkZjJJJvuetOkGrRYQuoCCUHhVVtksKFt9RXgtiIgK/kALIogoO1LEIiKLAgJKhbIKFOjeNPs+mWSS2ZLZl/P7I55j0mZtkzbgfK6LS5vZzn7O9/4+z32L4wo1er0ehUIxoUcNDE8SHIzR80ifmomuDWazGbvdLm//qXIkq2pgWIjKz8+ns7MTu92OzWYb9715eXnE43EcDgcqlWpcA2pBEMjKyiIjI0NO4HO5XBQWFs7ZNEdBELDZbHJ1TWNj45Sq27KysuRABEEQKC4untK1UzIX7uzsRK/Xz3njXa1Wi1arxev1jhleYLFYSEtLo7W1ld7eXrxeb7Kl/TAgCAKZmZlkZmbi9XpxOBx0dnbS09Mjt0rNVb+oJEmSDJMUapIccXp6erDb7eh0OsrKyuZsKfRcIx6P09jYSCAQOKjkl7mAZA7c399PPB6Xk4NMJtMRf4DIyMjAaDTS19dHT08PdXV1WCwWbDbbjKT3+Hw+ecbf5/ONismWBpZarRaj0TjKX6aurg6DwTClNK94PM65557L2WefzTnnnAPAP//5T2666SZCoRCxWIwLLriA/Px8FixYwBVXXMHixYt5//33SUtLY8WKFbz00ktYLBZaWlrIzMzk2WeflQebP//5z3nyySdRKBSkpqbyzjvvjPp9j8fD1772NU4//XSuvfZannvuOe677z65vSov5yzSDFb6+/tRqpTodXr0ej1KpRKv10swGESlUqFSqbDlGXlzSztrzqhErVaycuVKeVlNJhP33XcfS5cupb+/H4APPviAG264QZ79/ulPf8ppp52G1Wrl9ttv589//jMZGRmcdtpp8vK2tbWxdOlS1q5dy+uvv87ll18uR87eeeed466z5BF00003sW/fPlQqFU899RQ1NQeKShMRjUbp7OzE7XaTkpJCeXn5jCXldHV1oVKpJhQKJNE3JycHi8UyI8f5eEQiEaLR6CH70wDjtj5lZGRMKNRIglUkEjkoEVaj0aDVavH5fBOejxqNBoPBwMDAwLSEmiPtVQPDVWjBYJCenh65HW48CgoKRrVBTVSpplarKSkpwWKx0NHRQWNjI5mZmRQUFMxZI93U1FRqamrkFlmpnWcirzSr1Sp7TCkUiim3M0k+Qc3NzdTU1Mz5tEuj0YjT6Ry3wk2r1VJVVUVKSgpvv/0227dv5+ijj04mFB0mjEYjRqORwcFBHA4H3d3dOBwOuXJyNq/1SZIkOXiSZ2aSI0YsFqO1tRWfz4fJZKKoqGhWy+w/S+wv0nyaZqZEUcTr9eJ0OvH5fLI5sNVqnXMzh4IgkJ2djdlspqenB6fTicvlIjc3d9qVJRKRSIShoSHq6+uJRqPyIFIQBPR6PRaLRRZm9h+wSL40konwZPzgBz9AFEVuv/12+W9HHXUU77zzDkqlkvfff59TTz2VP/zhDyxcuBAYHqxv3LgRv9/Pq6++Sn19PX/+858pKCjgsssu49577+W2227j8ccf54UXXuC9994jLS2NgYGBUedve3s7X/va1/jBD37AWWedxdtvv83TTz/NW2+9hVar5YUXXuLyy67nO99+gFAoNJxS5R/C6/USjUblxJlgKB1nfzsPPXI50Wict98z8/HHWwFoaWnhnXfeQaVSjWrP8Hg8XHnllbz88svk5ubS09PDsmXL2L17N52dnTz22GP89a9/5ZhjjmHdunWjttnAwADLli2ThZmbb75Zfm2sdRYEAbvdTmNjIw888AArVqzgtttu49Zbb2XTpk1T2k/S73Z2dpJIJGTzzZnyE3C73QwNDVFUVDTuYF8URfbt2ydXPMxmJDfMnD8NcMB9IxqNEovFRrU9jTWAHFlRc7Ckp6czMDCAKIoT7i+z2Ux7ezuBQGBa63ykq2oACgsL5RYorVY77vILgkBJSYnctqdSqSa9N6WlpTFv3jy5cs/r9ZKXlzdmteBcQKFQkJ+fT0ZGBm1tbTQ0NGC1WsnLyxv3+SU7O5tQMEpvby8KhYKCgoJJf2csc+G5/HwkTWoMDg6Oa7osCAKFhYWUlpbi9/vlGO9koufhIy0tjbS0NPx+v2yW3dvbK1/z56pImiTJfytJoSbJEWFoaIiWlhZisdhnKqHocBCLxWhsbCQYDH6qRBrJHNjpdBKJRFCr1bJh71x/OFCpVBQUFJCVlUVXVxddXV1yetBklUz7x2RLlQS9vb2UlpZis9nklpzJHsT7+/vleOzJeOaZZ3jqqaf46KOPRg3OnU4nl156KXv37iUSicjtJ6IoEolEOO644wiFQuTn52Oz2TjuuOPkgcXy5ct57bXXAHjppZe46qqr5BnRkd5IPT09rFq1it///vd84QtfAODFF19kx44dfP7znwekpKp+BIWAPkWPPkVPLBqTE6fMZjMarYa+fsjKKubbVz1MV6ePW3++Wv6d888/f8yZwPfee4/W1la+/OUvy38TBIGmpibee+89vvjFL6LRaAgGg1x++eU8/fTT8vt0Op1cfbQ/+6+zyWSipaUFv99PRUUFK1askLfTiy++OOk+gmHhrr29HZ/Ph8FgoKioaEarCkVRpLu7WzaZHo+2tja8Xi8mkwmTyTTrM/iBQABBEA5JqJFEmP3PG8kzZmTCzERCzaEYCqelpeF0OvH7/RMKzZmZmXR0dDAwMDCtdZ4LVTWCIFBWViabC1dXV497zZbe29DQQEtLCxUVFZNWTUjGvSaTSU6MGxgYoLCw8JAqrmYTg8HAvHnz5DQ2qbpm5DHQYx/k3Xc7eevNDqKROH6/H0tWG18+1c3KVfNRqyfelzqdjuLiYtlcuLi4eJbX6uBJS0tDoVDg9XonTceSkgBTU1PHjPFOMvukpqZSVlZGMBjE4XDQ29tLX18fFotlwvbYJEmSHF6SQk2Sw05vb69sEltdXT1jpf3/DYwUacrKyg46ovdwMjQ0hNPpxO12y54sBQUFGI3GT90smk6no7y8HJ/PR1dXFy0tLRgMBgoKCuQY4P39ZaRZf7VajcFgIDs7m3A4jEqlYv78+VN+OI3H47hcrim1hdXV1ckVJfu3ZFx11VUcc8wxfPe73yUcDrNu3To8Hg979uyR/W/mz5+PWq1GEIRRooHkXTMZUgvDyy+/LAs1oihy6aWX8tOf/lT+9w9veB2/P0JqqoZEIoHb7Uar02I2mw8YCIbDMbQaJWlp/3mAHG9gLIoiCxcu5K233jrgtffeew+dTodCoaCvr++A11NTU6d8XLa1teHxeLBaraMGlFPdTk6nk66uLmC4bWQq7WzTpa+vj3A4TEVFxbjrJYoie/fuJZFITGo8PVP4/X5SUlIO6RowXuvTSKEmHA6Peu9IBEFArVYfUkWNJEIMDg5OKNQolUoyMjJwuVzk5+dPa73nQlWNZAxbX18/aXy0QqGgvLychoYGmpqaqKysnJLgotVqKS8vx+1209nZyb59+w456Ww2kapjpOqa+vp6srOzyc3N5e+vtvDCX+pRqRRYslLQaJSIYhod7U4eun8bb/yzi+t/sJqMjIlF2YyMDGw2G3a7nZSUlFm5RswEgiCQnp4+JfN9vV6Py+WipqZm3BjvJIcHKWnMZrPhcDjkpE2TyUROTk7SiiBJkiPM3K2jTPKZIx6P09zcTFdXF0ajkZqamqRIMw2kRJlQKER5efmcFmkSiQT9/f3U1dVRX1+P1+uVBYDKykoyMjI+dSLNSNLT06mpqcFms+F0OnnzzTf55z//ydatW6mvr6e7u1uOsC4uLqa2tpaFCxdSWlqK1WolFouh0WimNYPocrlIJBKTVp8NDg7y1a9+lZ/97Gd87nOfG/VaPB6nt7eXzMxMFAoFLS0ttLa2ylUsKSkp5OTkTKnCac2aNdx///1yPPHIJCWdTsdf//pX9u7dy3e/+11EUeT000/n97//vSxMJBIJCov9uPpDeD193PWrC4jH45hMpjF/3+kMsGJ18aSz0ADHHnssjY2No8yFt27diiiKrFy5kldffVU2sH744Ycn/b6x1rmjo4OWlpYpVVXtTygUor6+no6ODgwGA/Pnz5+VAVgsFqOnpwej0TihUavdbmdgYACz2YzRaJz1mW1RFGWh5lAYr/UpGAyiVqtRqVTya+Ol7mg0mkOqqFGpVKSkpEwpCchkMhGLxab03pEc6QSokctRXFyM3++nvb19wveqVCoqKipQq9U0NTURCoUOeM94+yQzM5P58+eTnZ2N0+lk9+7do64vEsXFxVRXV7N48WKqq6u57LLLDkl0m4iVK1fy0ksvHfD3jRs3cskllzBv3jyysrLo7e3ld4++yZ//tJtcmwFbXhoazfA1SxAEioqtlJSZeP+Dd8jKymDhwkXU1tayYsUK9u3bJ3/vt771Ld5++21gWKiTzJdHxsHffPPNrF+/fsbXdePGjZx11lnT/pzRaCQSiUyagqbT6YjH40SjUTnG22g00tXVRUNDwyGdj0kODq1WS1FREbW1tWRlZeF2u9mzZw8tLS0EAoEjvXhJkvzXkqyoSXJYCAQCtLS0EIlEyM/PT86aTJNoNEpjYyPhcJiysrI5m44RCoVwOp0MDAzI5sBFRUWYTKY53V8/VcLh8KhqmVAohEajQRAEPB4P0WiU4uLicaOrJXw+37T3odPpJCUlZdKZ6d/+9rc0NTVx3333cd9998l/F0WRRx99lHXr1nH77bejUqmoqamhoqICq9VKTU3NtGatL774Yrq7u1m+fLlcLTSygkWj0fDMM89w4YUXcvnll/Pggw9y2223ccYZZxCPx4lEIpxxxlfR6k6goal+OKHClDnmdhMTIgpB4LjjJvd2gOGB3gsvvMB1113HNddcQyQSobS0lBdffJGFCxdy4403cu6556JWqznllFOmvc5Lly4Fhgcm77///qgB1kSIokhvby92ux2FQkFxcfGE7UiHihR9nJ+fP+H7du/eTTweJycn57BU04RCIRKJxCG3tUzU+iSJTdJrEyU/SVU3B0t6ejq9vb3jGqlKGI1GVCoVAwMD0xba50JVDQyfW5Lv02QVHmq1moqKCurr62loaKC6uhq3K8K//tXFO2914PdHUKuVLFyYzYrVxZSVZaJQDAv4SqWS/Px8TCYTHR0dtLW1ye1QI2f5n3nmGWpra4nH4xx//PE899xznHvuubO+HfZHqVT+2ztMx+ub68jIVBEKBVCr0mC/OYkMYwZWqwFDai4//tFjnHX2UXz/+9/n2muv5ZVXXgHgkUceGfWZ4uJi9u3bR0tLy4yaC8disRkzkh0Z0z2R2Cu9NlJQLSsro7+/n87OTvbu3SuHCiQ5vGg0GgoKCsjNzaW3t1euhjYajeTk5Mw5H8EkST7rCOPNaAAsXbpU/Oijjw7j4iT5LNLf309HRwcqlYrS0tLkhX6aRKNReZapvLx8zqUkSObAkpGgFAmZlZX1qd7Xoige4C8jzdYqlUrZ8NdgMJCSkkI0GqW7uxu3241arSYvL2/MQXggEKCurm5ag3S/38++ffsoLCw8qMjkSCQiR0cbDAa2bduGVqtl0aJF5OXlHTGPoEQiwebXtvH9636JxZrDyhVfGVVpNXxshfF5w1xx1VKWHDWzIoLURrhgwYIpV3hJKXVZWVlTNnWG4f0umckejnSbUCjE3r17sVgsEy5nX18ff//730lLS6OqqmraSVUHw8DAAG1tbcyfP/+QSuvdbjctLS2jvkcURbZt24bVaiU/Px+v10tTUxPV1dVjCkOSH8rixYsPejkGBwdpaGiYUqWj5FOzcOHCabfzNDc3Mzg4yIIFC454K1BzczMej4eKiopJRedgMMi+fft4/18DbP8kgEqlxGxJQatVEo+LDPQHCIfi1C6wcullS0hJOfC86O/vp6uri0QiIbcXlZaW8tJLL1FbW4vf7+f4449nw4YNfOlLX2JoaIjvfOc7bN06bDx+8cUXc/311wPD5/B3vvMdOjo6CAaDfP3rX+fGG28EhttGv/vd7+JwOBBFkfXr1/ONb3yDlStXsn79etasWcNTTz3FL3/5S55//nk2b97Mk08+SWZmJrt37wZ0HL34GnJyMwgGgqjUw4bK+5/rLS3beOGlX3Pqybew4RdfZNu2j1m/fj179uwBGPV7Xq+Xa6+9lg8//JBIJMKyZct44okn+OlPfypXrLa0tFBWVsaf//xnUlJSDkj3++EPf8h5550nf/fIxLy//OUvfOc73+H111/HYrGwZMkS+vr6eOaZZ6Z9XNTV1aFQKKiqqhr3PbFYjB07dow5aRcOh2ltbcXv92MymSgsLDzix/p/M/F4nL6+Pvr6+ojFYqSlpZGTkzNnJwuTJPk0IgjCx6IoLh3rtWRFTZJZI5FI0N7ejsvlIj09nZKSkmQE4DSJRqNyOlBFRcWcEj6i0ajczxyJRNBoNLI4MdfNgcdCilgeKcxIs/AajYa0tDRZmBlrtlCr1VJaWsrQ0BCdnZ20tbXR19dHQUHBqP0mla5P50FnOibC+xMKheSEMK1Wy969e1EqlXzhC1+Y1WqOyRBFkZaWFswWeOzx23j1lW7aWj0IAqhUCuJxkURCxJaXxje/tYSq6pk3HM/OzqaxsRG32z2lbStVw5jN5imLNIlEQk7WkGaOD4cBeFdXFwqFApvNNuH7du/eTTQaJTs7+7BU08Cw8KhUKg/Z/2Cs1qdwOIwoitOqqInH45NWw0yEZAQ+UeKNhNlslmepp2uifzBVNcXFxeh0OrRaLfF4nJtuukkesB8KUnz07bffjtFolEWQsdDr9bS1qNj8j27y8gxkZ2cg/LtyRqUSyM4x/NsnycmD93/Mt7+zTG4XArj//vtZt24dH374IVlZWTgcDlwuF11dXZx++ukYjUaamppQqVR8//vfx+l0snPnThKJBLt27WJwcJBjjjmGBQsW8OUvf5mLL76YH/3oR5xwwglEIhFOPPFEli1bxqpVq/if//kfFi1axMKFC7nzzjsPaLm64447+Mc//sHmzZvlfb1161Z27txJQUEBRx+1huaWV6muuRK9To/H66G/v1++d8iCsABqtYp4TMnWD/fx7HN/Gne/XHPNNRgMBnbu3Mng4CAfffSR3Hr20UcfsXXrVoxGIyeffDKbNm3isssuG5Xu19vby9FHH83JJ58st2mOTMy79957aW1tZe/evUSjUU444YSDNi42Go309PRMWKmjUqlQqVRjtsNJMd5SItHQ0NCkEehJZg+lUklubq7chtjb20tjYyOpqank5OR8asIskiT5tJIcNSeZFUKhEM3NzYRCIWw2Gzk5OZ9qT5IjQSQSoaGhgVgsNqdEmv3NgdPT0z+V5sDRaHSUKBMMBmXPBCkhR3q4nk6ZucFgoKamRh5I1NfXk5mZSV5eHlqtFp/Ph16vn7KYNR0T4f0JBALU19fT399PSkoKsViMlJQU5s+ff8RFmtbWVrxer1wltGhxMV2dPurq+hkaipCiV1NVY6G4ePaOq/T0dHQ6Hb29vZMKNdKMfmZmJkVFRVP6/qGhIdrb2wmFQpjNZgoKCg7L7LDP58Pr9ZKfnz+hOO52u+np6SEjI4O0tLTD9tA9E/40MHbr00gj4ZGvjSfUSOd2JBI5aOFIoVBgMBim5D2TmpqKVqvF5XJNW6g52AQoqT1o27ZtHHvssZx00klT/u3xBtySYfA555yDSqUiHo+Puzz9zgCv/b2D6upcfIOe4euZ2TTqvBYEgbz8NPbucfLJxz0sP+Y/7Xq/+93vWL16Nb///e+59957MZvNdHR0AHD99dfzzW9+kzvuuIOHH36Yb3zjG1xwwQXcdddd3HPPPXKy2Ne//nU2b97MCSecwJYtW3A6nfL3Dw4OUldXh81mIxaLMX/+fIaGhoDRaXY333wzhYWFvPzyy6PuCSOT8axZVXR2bQNAq9OSpcnC5/UxNDSE3+9Hp9MNH5siOJ1tvPLajbz4ihuDIZUf/ehHY26/l156iY8//hiFQoHRaGT+/Pl0d3czNDTEySefLJ+3n//852lubgb+k+7X2NiISqXC5XJRX1/P8uXLgdGJeW+88Qbf+MY3UKvVqNVqLrzwQt55550xl2UyJKHG5/NNeE0dmci2P1IKWHp6uhyBnozxPrIoFAqys7OxWq0MDAzgcDhobm5Gr9eTk5NDZmZmct8kSTILJIWaJDOOy+Wivb0dhUIxpbLoJAcSiUSor68nHo9TUVFxxCNKJbHA6XQSDAZRKpVYrVYsFsunJhUgFAqNEmYkXwqFQiHPDkkx2TMxmJYiSHt7e3E4HHg8HiwWCx6PZ1oeE5KJ8HRbnoaGhvjkk09wOp3k5uaSm5sre+McrsqJ8ejo6MDtdpOfny+vlyAIFBQaKSg8vCbZVquVjo4OhoaGxhVDpWuaVBk42QNpPB7HbrfT19eHRqM5rNdBURTp6upCq9VOalAsJX0VFxeTnZ19WB60E4kEwWBwRnzKpIqakedrMBgclVY2lYoaGBZuD+ValpaWRnd3N9FodFIR1mw2Y7fb5UrE6XAoXjVLliwhLS2N1tZWotHouO0/xcXFnHfeebz++ussWLCAgoKCcVtsnnrqKbq6uvjJT35CWVkZGzZs4Mknn5Svq++88w4fvN/FvsZ/0tj0KrFYFKVCy5e+uI7ysgWj/FsEQcBk1vOPvzfz+eXDg/Ldu3fT19fHn//8Z5YtW8add95JWloa8+bNA4bF6F/84hf8+te/JhgM8uMf/5jTTz+dhoYG7rnnHtavX4/JZOLYY4/lww8/5IQTTiAej5OXl8ejjz5KTk4OXq+Xb37zm9x9993yAHSs43P58uW89tprtLe3U1FRIf995HGj0aqJxf+T+KZQKMjIzCA1koo/4CcUChEMBP9dxVfA6af+gu9dt5yrv3sxV155Jc8888ykVVk5OTkEAgF8Ph9arVb+u1KplMWPq666ijPOOIPnnnsOQRCorKwcVcEyWxM/qampqFQqvF7vpEJNf3//pN9VU1NDV1dXMsZ7jiAIAhaLBbPZLAv9ra2t2O12cnJyMJvNScEmSZIZ5NPv7plkzpBIJOjo6KC1tZWUlBTmzZuXFGkOgnA4LIs0U401nS1CoRCdnZ3s2rWLjo6O4dSKoiIWLlxIfn7+nBVppFSZ3t5empub2bFjB3v27KG9vV02OszPz5cTQyorK7HZbKSnp89oxYNCoSA3N5fa2lpMJhOtra00NTXJ7RlTQTIRnk4FQm9vL5s3b8bhcFBeXs7ChQtJTU0lFotRUFBwRI2dOzs76e/vl8upjzRmsxmVSkVvb++Yr3s8Htra2jAYDJSVlU36EOrz+di7dy99fX1YrVbmz59/WK+DAwMDBIPBSWefpWofqaXvcFVYSZVrM3FdSyQSCIIwaj2DwSBarVY+xqdTUXMoSPt4ZCrPeEgDWJfLNe3fOZQEqDfeeINQKERFRQUXX3wxV199NR9++CEff/wxr7zyCq+99pr8Xp/Px4cffsijjz4KDLfYPPnkk9TV1RGNRtm0aRMw3KqSlpaG1+vlV7/6FS+88ALvvfceO3bs4MUXX0ShUPDHP75MZ+d7XPbNe/nOt3/HF447j1f+fg8ej+eAZUxP19BjH8LZN5w08+ijj/KNb3yD4uJiFi9ezF/+8hcAeZ8XFhZy7rnn8j//8z9YLBYuvvhiysrKyMzM5IMPPuDtt9/mT3/6Ew888AAGg4GtW7eyatUqFAoF3/ve9wC47rrrUKlUNDY2YrPZZENfGJ1md8opp3D//fdz6qmnyl4y+1NSYiQaGT7WvD4nd99zIQBqjZqMjAyys7PJNGWiUg9XIYVCQwSCvfzsZz/jX//6F3/7298OqMxas2YNv/jFL+R7Rn9/P8XFxajVanw+35hm2B6Ph+LiYgRB4LXXXqOpqWnM5QVYvXo1TzzxBLFYjGAwyJNPPjnue6eC0WjE6/VOeI/T6XQkEolJzzuFQkFhYSHl5eVEo1Hq6urGvVYnOXwIgoDJZGL+/PmUlZWhVCppb2+XhdXxrrdJkiSZHsmKmiQzQjgclmP8kiWqB084HKahoYFEIkFlZeURiS8XRRGPx4PT6ZTNgU0mE1lZWUe8smc84vH4KH8Zv98vPyhotVqMRqPcxnQkxCW1Wk1xcTHRaJSBgQFcLhfhcJj8/PwJB/F+v59gMEh+fgGxWAKVamKBJR6Ps3fvXnbu3Iler+f4448nJyeHWCxGU1MT6enpR7SnXKoysVqtk3qnHC4UCgUWiwWHw0E4HB41Q+3z+WhpaSElJYXy8vIJBa5YLEZXVxcDAwPodDqqqqoOe7tiPB6nu7sbg8FwQGT44GAYlyuIKILRqKOxcS+RSISCggKsVuthE+/8fj/AjAk1YyU+jbxuTqei5lDQ6/WoVKpJWz5g+JpkMBgYGBg4qOq26VbVnHXWWeh0OtLT03n22WdRq9Xjtv988YtfBIbNd0cyXosNDItHWVlZ/O1vf+Oiiy6S/UQk8W9v3Tv09TVz/4NXDn9AFAkEfARDQaJ9UdKN6fJ5JwgCCgUEQ1Gi0ShPPvkk7733HgBr167ld7/73ahUp+uvv16OdjYYDJx55pm0t7fLJrRLliwBhsWx+vp6jjrqKKLRKF1dXcRiMRYsWEBraysPPfQQKpWKl156iS996Us8/vjjvPbaa6xfv56LLrpI/r3Vq1ezceNGzjjjjDHNdsvKTCCKxOMJBn39KBSjhX+p2mt4Gyk5bU0N6emp+Hw+zj//fH79619jsVhGHY93330311xzDbW1tahUKlasWMGvf/1rMjMzGRwcpLm5merq6lG/s2HDBtatW8dPfvITli1bxsKFC8c6NAC4/PLL2blzJzU1NVgsFpYtW3ZIYojRaGRgYAC/3z/uNXBk8tNUqsqklq/29na6urrwer0UFxfPWPpVkoMnIyODjIwMfD4fPT09dHZ20tPTQ3Z2NllZWUkz6CRJDoGkUJPkkJFmnIHDZpT5WSQUCtHQ0IAoilRWVh728l7JHNjpdBKNRmVzYIvFMudMoCORyAH+MoDsR2CxWGRhZi4ZG0ejUWpra7FarXR1ddHY2IjRaByzOikYjPL3V/ey+bUW4jH7vwUzPSd+sYSly2wYjaPf73K52LlzJ11dXeTl5XHsscfKg5/u7m4SiYTso3AkkMwhLRbLEV2OsbBarXIUqRRlPTQ0RHNzMzqdjvLy8gkfNt1uNx0dHcTjcbnN7EgI1Q6Hg1gsNiqOu6Pdyxuvt/HhB90gDHeaRKMxEmIPtQtSSUtLO6gksYPF7/fLXhiHyv6+KPF4nHA4PKo6SBJqxpvdVygUKJXKQ66oEQSBtLS0KVXUAHLsdCAQmLYgP12vGsmjRkIS4Ldu3Trufth/gD3y+jSyxUaioKAAlUpFf38/fr9/lBCnVAosWvRlTjn5slGfCQVD+Hw+XAMuNNphw3aNRoMoglql5IUXXsDr9XLiiScCw2Kbw+Ggs7OTgoIC8vPzefHFF6mtreXmm29mcHCQiooK+vr6CIVC/N///R/nn38+AGeffTZf/vKXufTSSw9Y16OOOkr2naqpqeHMM89EpVJx5513yu/ZsmWL/P+PO+44WahasmQJa9eulV/7ztVXkJt7PP94tZnO7h2sOP6CMbdveloV37rkAb582nyMRh2xWIyf/exn9PX1sXv3btatWydHJGdmZrJx48YDvuPWW2/F5/PR2NhIW1sbN998s/zaF7/4RRobG8f87ZHrAsNVZQ899NCY7z0Y0tPTEQQBr9c7JaFmqlH1yRjvuU16ejrp6ekMDQ3R09NDd3c3DocDq9WK1Wqdc8+RSZJ8Gki2PiU5aCQvhObmZrRaLTU1NUmR5iA5kiLN4OAgLS0t7Nq1C7vdjl6vp7y8nNraWnJycubEzTUYDOJ0OmltbWXXrl3s2rWL1tZWBgYGUKvV2Gw2KisrWbx4MdXV1RQUFJCZmTnnRJpgMChXtcyfP5/8/HyGhobYu3cvHR0dxGLD3gYd7V5+ctMb/HFTHYKoprDISEFhOgqFwLNP1/GjG99g964+YHjbNDQ0sHXrVvr7+1m0aBErVqyQRRq/38/AwADZ2dlHrFXN6XTS3d0tx63ONdRqNZmZmfT39xOPxwkEAjQ1NaFWq6moqBj3HIhGozQ3N9PS0oJGo6GmpgabzXZERJpIJCKbIkuD5A/e7+Lnt73Dxx/ZyclNJS8vDVteGmpNiO6uEP98LcjOHaHDOuO5/yD+UNi/okby4Bh5/ZysogaGB6qHWlEDwz41kUhkzDSb/TGZhs10908Vmiq5ublydO50SUtLk6OsJTo7O3E4HAe1LDAsVJ1zzjk8++yz7Ny5U64eBDj55FPZvuPveL3Dy5pIxOnurken16HVCTz5p+8Ri8YY6B/Abu9Dp1NgzU7ld7/7Hb/5zW9oa2ujra2Njo4OLrnkkjFFC2kZ8vPzqampQaFQ0NfXR319PcFgkDPOOIP77rsPt9sNDFev7tixAxiuknnssceA4Van559//qC3A8BXv1bNytXFFOafgi33OBKJ/4iEQ0MROtp9pOjVXPN/n5cFd5VKhcViYd68eaxZs4a8vDw6Ojpoampi165d1NfX43Q65XuERHp6Ovn5+bjd7kPafzOJUqnEYDDg9XonfI9arZ7SubI/0nbS6XS0trbS2to67TbAJLOHwWCgoqKCmpoa0tLS6OnpYdeuXXR1dc3IdTZJkv8mjvwILMmnkmg0SktLC0NDQ2RlZVFQUJBsdTpIpIG2IAhUVVUdlsG0ZA4szTyqVCqsVitZWVmjWj8OB1J8rLTeK1eu5NZbb2VoaIhbb72VgoICPB4P4XCYtWvXYjAYyM7OlmOyJzrufvWrX3H++edPaqp6ONg/llsQBLKzs2Vj0f7+flwuF0qlkUcfqicWC5OTo8OSlcFNP15BdnYpgiANOkWCgTu4aG0VhrQwfX19qFQqjj76aNmXAIbF1I6ODtRq9YQtEjfffDM33njjmGXkF154IQsWLOD73/8+AL/5zW+45pprcLlc8rrU1tZyzz330NjYSDAY5Nprr2Xjxo289NJLPPjggzz33HP85je/YefOndO6TkjfMVaLwUxjtVpxuVx0d3fjdrtRKpXs2rWLiy66CFEUCYVCHHXUUbJ/g5QCJYoi+fn5WK1WBEHg5ptvZmhoaNRs/FRYu3YtS5cu5X//938nfN9Y2+Sll17i1ltv5f777ycvLw+Aur1OfvfwdrJzU9Hphm/1Xd37ePfdp6mddyYZmRoyjGm8taWX0tIOjj9h4iSrBx54QN6347FlyxbWr1/PRx99NObrUsXLdNOOxmN/oWb/xCf4j5fJREKNWq0+5IoaGO1TM9l1XKlUYjQacblc5OfnT/v+ebAJUBKbNm3i2muvZcGCBcCwePO73/3ukIzGL7nkEjo7O7nwwgvRaDSYzWbeeustLrv8q/zr3T08sekHiIkE8XiU2tpV5OVVMTjYj0qlxpptxe/309ToZOVqAx999CFbtmyRvXAkLrjgAi655BJuuummcZdDr9eTkpKC1WolFApRV1fHqlWrcDqdrFixAhg+HtatW8eiRYv40Y9+xKWXXkp1dTU5OTmccMIJB70NAJRKBV8/v5alS2288c9WduzoRRAERFHEZNJz/oW1HL00l9TUsdt2UlJSOPbYY6mvrycUCpGZmUkoFKKjo4POzk7S0tJks3qlUkl2djaBQIDu7m5SUlLmhDeg1I42kWH2RMlPk5GM8Z77pKSkUFZWRigUoqenh76+Pvr6+rBYLGRnZx/2Z80kST6NJIWaJNPG5/PR2tpKIpGgpKQkWXZ6CIwUaSorK2ddpJEqUwYGBkgkEqSkpFBcXExmZuYRNZj93e9+R2FhIUNDQ3KkNAwnV0gtTAaDYcwb+0SxsL/61a846aST5oRQ4/P5UKlUB7Q5qFQqCgsL5Xao3z28jf6BIOnpCnQanVwVdMVl96HVDn82GAxi7x7gicd3ctHafDIzM7HZbAe03PT39xMIBCgtLZ1w/95yyy2sX79+zAfqVatW8cwzz8hCzZtvvsnSpUt5++23Oe2003A6nTQ1NXHsscfKLQoS0WiUtrY2UlJS0Gq1c1rMTU1NRaPRsHXrVsrLy0lLS+Pqq6/mk08+oaCgAFEU2b59O+FwmI6ODnw+HwaDgaKioiNuqh0KhYhGo2RnZ/+7dUTk2WfqMGZqZZEGID+vmtUrr8Jut5OWnobBkIoly8Dzz+7j88vz0WjGPo9isRhXXnnlIS/nTPrTwIHnfjAYRKFQHHCdUCgUk1bUHOyAcSRarRaNRoPP55tSO5nZbMbj8eDz+abc/jGSqXjVSG3J+5OTk8Mf//jHKX1mZEvN/v8e+f8FQeAnP/kJ3/3ud2lubsZkMv3bDNbI+RdcwIcfrKSwKH3UdaCtfScrjr8AQRAIBRWUldk46aRy/AE3b7/9Nl6vl5SUFPnadMIJJ8htRyOXc/9llNp7YrEY3d3d9Pb28sUvfpFLL730gMpfo9HIs88+O+a2OFgEQaCyykxllRm/P0IwEEOpUmA0alEoJr8OajQaKisrqa+vZ3BwkKqqKkRRxOVy4Xa7aWtrQxAEjEYjJpOJgoICgsEgLS0t1NTUHPFBsCTUeL3ecc8FvV6P0+lEFMWDujckY7w/Heh0OkpKSrDZbPT29tLf309/fz8mk4mcnJwjfv9MkmQuk2x9SjJlRFHEbrfT2NiIWq2mpqYmKdIcAoFAgIaGBhQKxaxW0kgPd/X19ezdu5f+/n4yMzOprq6mpqYGs9l8WEWacDjMwMAA7e3t7Nmzh0gkQmdnJ319fXKVSXl5OQ6HgwsvvJDTTz+dc845h87OTmD4AXzhwoVccsklLF68mFdeeYWHHnqImpoaFi9ezMKFC9m3bx+33XYbdruds846i8WLF7N377B56nXXXcfnPvc5Fi1axEUXXcTQ0BAwXNFwxRVXsHr1aoqKirj22mt5/fXXOf744ykuLuaee+6R12H9+vUsW7aMRYsWceKJJ9Le3g4MDxwsFgs//OEPWbJkCVVVVbzzzjsA8qzuWK/B8MNMhtFGX69AeppSNhweWSostQd43B7S07X09PSwZs3pPPbYY/zP//wPjzzyCCtXruS6667juOOOY8mSJTz44IOysewtt9wiJ10tWbIEj8fDt7/9bQCOPfZYFi9efEASy8qVK3n33XflkvtPPvmEa6+9Vh4Ivfnmm3zuc59Dr9dz8803s379emB40CyZSebl5RGLxbjiiitYuHAhixYtoq6uTv6Nxx9/nM9//vMcffTRrF69WhbqRrJlyxYWLVrEZZddxoIFCzjqqKPYs2cP55xzDvPmzePkk0+WhYCDIRqN4vP5iEQiWK1W3G43arV6lN9JXl4ee/fu5b777uO3v/2tfN729vbKs9owHD++evVqqqurOfPMM+UWgImOv0PB6XSiUCjkaoiNG//Mb357JZue/F8eeOgqOjqHE2qaWz7h95uuRaFQEI0M8pv7L+Sttx/j95vWUVn5n+NROo7Xr1/PUUcdxSOPPDJq3wL8/Oc/Z8GCBSxatIhjjz1WFkIm2s/S/vnkk09kk1eJpUuX8uabbwJw++23U1tbS21tLZdccom8jW6++Wa+/vWvc+qpp1JdXc3ll18+KvEmGAyO2TY6mVCjVquJRqNTTmKbiFhMwz/+3sLvH9vOpid28s7bHfj9Y1frGI1GVCrVQaU/waElQM0mGRkZ2Gw2XC4XDocDQRC48OIFHHVULm2tXtyuoLytv3DcuVRWrKKz3UdKippr/m85lVXF1NbWkpWVxcDAALt376azs/OAtp+poFKpKCoqoqqqCqVSSXNzM01NTTNSQTVVUlM1WLJSyMzUTUmkkdBqtVRWVgLIzwp5eXnU1tZSXV1NVlYWfr9fbl1WKpUMDQ3R1NR0xI8HnU6HVqudsP1pqslPkyHFeGdlZdHb20tdXd2MCK9JZhatVkthYSELFiyQ77F79uyRg0iSJElyIEmhJsmUkFJjenp6MJvNVFdXJ1XwQ8Dv98sPXpWVlbMy+xWJRLDb7bKfSzQaJT8/n4ULF1JcXHxYEpxEUSQQCNDX10dLSws7d+5k9+7dtLW14Xa70Wq1KJVKufT83HPPZffu3XKb06ZNm9i5cyfnn38+F1zwH1PGPXv2cPnll7N9+3bWrFnDddddx+uvv8727dvZunUrhYWF/PCHP8Rms/HMM8+wfft25s2bxx133IHRaOTDDz9kx44d2Gw2fv7zn4/63ldeeYW6ujo2bdrEH/7wB958803effddfvjDH8oDxhtuuIGtW7eyY8cOvv71r8vVJjDscXDMMcewbds2fvzjH/P973+fYDBILBbD7XYf8NpIGhsGUKrVGAzDJq9KpVJOZrnvgSu497eX8Ps/XMPfX7sLhUKBIIgMDnpZtWoVn3zyiVz10NHRwaZNm9i0aRPPPfccjY2NuFwu7r77brZt28b27dt56623MBgM/Pa3vwXgvffeY/v27QfMNksG4R9//DF79+6lvLyc1atXy4PqLVu2sHLlylGfGRoaoq+vD6VSKacl7dmzhyuvvJKdO3dyzjnncOuttwLw9ttv8/TTT/PWW2/x8ccfc911141p+Amwd+9evv3tb7Nr1y6OOeYYTj75ZO666y727t2LUqkct0JgMmKxGA0NDaSkpFBaWsrg4CCLFi3ic5/7HIWFhXz1q1/lxhtvZNeuXaSlpfH973+fl19+WT4eHnroIc4//3y5Wurtt9/mj3/8I/v27cNoNPL//t//A5j0+JsqmzdvZvHixSxevJgFCxZw2223odFoUCgUNDc3c+edGzj1lJv59rpH+Or/XM9Tf/oJAF63B1EU5QqFYNBHYeF8LjjvN5x26rcOOI6XLVs26riSePzxx8eMYQbG3c8wLE7rdDpWrFjB0NAQO3fuBGDXrl243W5OOOEEXnnlFZ544gnee+89du3aRTwel7cfHBgT/eKLL8qvHaxQI1VrHIp/gtcb4sH7PuLeX+1hyz/tfPhhFx9+aGfTE7v4/nWbee7ZOqLR0YNnQRDIzMzE4/Ec9MD6ULxqZpPc3FwyMzPp7u7G6/Wi1ar41hVLWPe/y7BkpdLVMUh35yBdnT5isQRnnzePG374BbJzhs1n1Wo1BQUF1NbWYjab6evrk33UDmZbGQwGampqyM/PZ3BwkD179uBwOGZEnJtNdDodlZWViKJIQ0ODLGqkpqZSUFDAggULqKysxGQyEQwGSSQS7Nq1i3fffZfBwcEjun5Go5HBwcFxz72RhsKHSjLG+9ODWq0mPz+fBQsWkJubi8/no66ujsbGxhmZuEiS5LNEsvUpyaQMDQ3R0tJCLBajqKhoxvwF/lvx+/00NjaiUqmorKyc8XhJn8+H0+nE6/UiiiJGo5GsrKyDKq2fLolEYlRM9tDQkPyQptEMp3pIbUzSQ5pSqeS5554blUry4osvsmjRIubNmwcMex+sW7dO9nmpqKjgmGOOkd+/evVqvvGNb3D66adz2mmnUVpaOubyvfDCC/h8PtnfIxwOs2jRIvn1r3zlK7JoVlVVxamnnirPYmZmZtLV1UV1dTWvvPIKv/3tbxkaGjpgltdgMLBmzRoAli9fzve+9z18Pt+4r0WjUSKRCJFIhK5uJwG/n3BoCLVGjSiKslBz2pdvJDvbRmpqKh6Ph0g0QkZmGmq1lnPOOWfUMpxxxhkMDAxQWlpKTU0Nzc3NlJaWUl5ezsUXX8yXvvQl1qxZM+V+/pUrV7JlyxbS09NZuXIlWVlZBINBfD4fW7Zs4d5775XfG41GaWpqQqVSYTAY5NaUqqoquYpi+fLl8gD7xRdfZMeOHXz+858HhsU9yfBzf6qqqli8eDEwnNTS3t4uJxwdffTRNDU1TWl9RhKPx2lsbCQSiVBRUYHf76erq4tQKMTzzz/Pli1b+Pvf/84bb7zBxo0b2bNnDyaTiTPOOIMnnniCyy67jIcffph//vOf8neuWbOG7OxsAL75zW/yne98B5j8+JsqJ510Es888wyJRII9e/bwzjvv8Kc//QmAv//973R3t/NC7w2o1cp/r2OM9vYmhv5d0ZKSkoJCqUKj0VNddSz9zgA22zyefe5X8m/odLoDjiuJl156iauuuuqAGGYYfz/D8LVP8s/4xje+wcaNG7nrrrvYuHEj3/jGNxAEgc2bN3PeeefJ77v88sv57ne/K3/HyJjo2tpaudIuGo0Si8UOuqJG+o6DuR57PCHu+sW/cLmDFJeYcPbFSEtXYjCk/vt74/z95SacvQG+efkSVKr/zJGZzWacTicej2fUdpwqKSkpGI3Gg/aqmU2Ki4sJh8O0trbKkztLjsph8ZJs3O4QwUAUtVqJ2aJHqRx73lCj0VBUVER2djZ2u132usjJyZl2rLxUsZmZmUlnZyfd3d0MDAxQVFQ0bjrRXECv11NRUUFDQwMNDQ1UVVXJx6yUNpaWlkZhYSE+nw+9Xk9DQwPBYFAWzEaajB8ujEYjfX19DA4Ojvn8IU32BYPBGQuiSMZ4f3pQqVTYbDays7NxOp309vZSX1+PwWCQW9qSJPlvJynUJJmQ3t5euru70Wg0VFdXTztGNMlopLLkmRZp4vE4AwMDOJ1O2Rw4Ozsbi8Uyq73q0Wj0gJhsaQZPislOTU3FYDDM6IPS/g/Vzz33HFu3buX1119n1apVPPDAA3z5y18+4HOiKHLfffexevXqMb93/wja/f8di8Vob2/n2muvZevWrZSUlPDee+/JEbDAqO0tiiKxWAy73U4wGEStVtPa2kokEqG1tZVQKCRXFQD4fC68Xh9paXE0Gg1+v18eYJpNZgwGA64BF/F4HFOmiUFfAK32QENlyQ/HZrPJy61UKnn//fd59913ef311zn66KN59dVXWbhw4aTbe9WqVTz99NMYjUauvvpqYDii9rnnnqO5uVkWzaLRKG63G5VKRU5OzqjlGmtbStvo0ksv5ac//emkyzHZ/pnuzGwikZANkMvLy2UB0W63097ejiiKpKenc8UVV3DrrbeycOFCtmzZwte+9jW+853vcMEFF2C1WqmpqaGiomLS35vs+JsufX19RCKRUQN8URQ55phVFORejNmiIhAIkEgkUKlVpKamIiCgUqtQqUClGj4nw5E4GZkpo0TH1NTUg/J5GG8/RyIRotGo7IulVCrp6Ohg8+bNtLS0sGfPnml//0gBZiwj4bHeJzHSlFm6NkUikSkNZv/yl7/wgx/8AJ1Ox1NPPcWdd/yVZ5/7DTqdjnPP+QkqtZ5wOCxfp9RqJYXFRj76yM5PbvkfMjIN8nqsWrWKb37zmwwMDByUUAPDwvVbb71FX18fX/7yl/nXv/51WJID29raWLp0Kf39/WO+rlAoKCsro66ujqamJqqrq1GpVAiCgMmkB9PUl1Gn01FaWkogEMBut9Pd3S1781gslmkdqxqNhrKyMrxeLx0dHdTX12M2m8nPz58TKYdjkZKSQnl5OY2NjbJYs/+ySp41y5Ytk+PfE4kETqeTvr4+tFqtLNocjuPDYDCgUCjwer1jCjVKpRKNRnNQyU8TkYzx/nShVCpl4bW/vx+Hw0FjYyMpKSnk5uYm02ST/FeTbH1KMibxeJzm5ma6urowGo3U1NQkRZpDZGhoSPb3qaqqmhHhIhAI0N7ezs6dO+ns7ESpVFJcXMyCBQvIy8ubcZEmFArR399PW1sbu3fvZufOnbS0tNDf3y/fbCsqKli8eDE1NTUUFBRgMpmmva7Lly9nx44d7Nu3DxhutViyZMmYFSCxWIyWlhY+97nPccMNN/ClL32Jbdu2AcMpLCN75M844wzuuusueVA3ODg4ykNjKvh8PjQaDVlZWQQCAe69914SiQR2u52uri7i8Th79uxh27Zt1NXVEYvF2Lt3r1xdNNJQdWS59ve+9z3MFlCplChVStmY1GwaHrzpU1IY6B8gnohjMpnQ6rREo/FRs/MwLJaEw2Hy8/NHza4PDg7KqSe33HILtbW17N69GxhOfJnIS0Dyqdm6dSvLli0Dhk09f/azn/H5z38enU5HOBzG5XIhCAIVFRVTntk//fTT+f3vf09XVxcwfO35+OOPp7g3Dp5EIkFTU5NstjwyjSsajbJ582Y++OADysrKKCkpweFw4HQ6KSkpAWDBggWYzWauueYa2edH4m9/+5tcCfXYY4/JwsxUj78PP/zwAGPm/YlGozgcDjIyMkZdm4877jg++OAN2jt34/MNDg+Ewk6ysrJQqVSIiKMGaaIoEo8nmFc7dcPtNWvWcP/998sVblOJmJY8CCQh5K9//SsrVqxg+fLlLF++nKKi4dSpk046iT/96U94PMNtWo888ghf/OIXx/zOkSak0xVqRjKyomYiJNHpwQcf5Kc//Snbtm0jPc3G3//xJ07+0jf5328/SlZWIVqtlkgkMqrtRBAEcnJTCQZj/PGPf2L79u1s376du+++G7PZzODg4JS8OsZr+0lPT6e3t5ePP/74sAzCp4okikji9KG24kiCRVVVFVqtlo6ODnbv3s3AwMC0v1uqvsjJycHlcrF79+5xRae5gMFgoLy8nEgkQmNj44QtYCUlJbJnVVVVFcXFxWi1Wnp7e9m7dy979+6lp6dnlMfTTKNQKA64B+/PoSQ/TUYyxvvThUKhwGq1smDBAoqKiuRxyN69e3G5XHO+TTFJktlgbk4dJDmiBAIBWlpaiEQiFBQUzInEnE87g4ODNDU1yUkO0sDgYJBaQ5xOJ0NDQygUCkwmE1lZWTMqpkn+MiMrZqSBitTWkpWVhcFgICUlZUZTFrKysnjiiSc4//zzicViZGVl8Yc//GHM98bjcdauXYvH40GhUFBQUMCGDRsAuPrqq7nkkktISUnhySef5IYbbuDmm29m2bJl//Z4GU4pqampGfWdiUSCRCJBIBBgYGCASCRCLBajo6OD4uJiVq5cSVVVFRkZGRx33HHEYjF6enrkgater8doNBKPx1EoFBQVFaHX61GpVHKLl1arRaFQkJWVRSwWY9euXahUYVJSQsRjBvQpeghASurwPn3goSsREFD+e0b6nDNvw2DQoFQKo7ZFOBxGq9UeMDvv9Xo588wzZR+Do446iq997WsAfO9732P16tXo9Xq2bNlywAyWlO5WWloqH7srVqygsbGR888/n0gkQkNDA6IokpmZOS2B8IQTTuC2227jjDPOIB6PE4lEOPvsszn66KOn/B3TRRRFWlpaGBwcpLi4WF7fwcFB2tvbicfjpKam8thjj7Fhwwb0ej2JRIJbb711lAnut771LW688Ua5nU3i+OOP57zzzqO7u5t58+bxy1/+EmDKx197e/ukg+2enh4SiQR5eXns2bOHaDTK3r17icfj3HbbrWz4+b18/EkQhSJBYdECSkoWEolEEBD+bZ47/D1uV4j8/HTy86cea3vxxRfT3d3N8uXLUavVGAwG3nrrrQk/4/f7EQRh1DVq7dq1XHTRRTzxxBNs3LiRP/zhD6SlpdHX18fSpUsRRRG/309OTg6vvfYaVVVV2Gw2uZKjoKCAzs5O3njjDW699VaqqqpwuVycf/75sj/FSSedxLp16wiFQlxxxRW8/vrrWCyWUftREATuuecePvjgA9RqNaeccgq33347SqWStWvXolKp5PSdVatW8fbbb1NfX899991HWloRPY69/P21Hj7Y+le+dek9aLVa/EN+IpHIqHNBr1eTEEU62r2M9FI2mUw89NBDXHbZZXJVxP33309VVdWo7dLY2Mgf/vAHWlpauPHGG9HpdJx55pnAsCdMZ2cnKpWKwcFBDAYDxcXFXHzxxbz22mv09PSwfv16Of59/fr1vPnmm0QiESwWC7/73e8oKiqSt+0VV1zByy+/TCAQ4NFHH+ULX/gCAL/97W+5++67SU9P57TTTpvS8WIwGCgsLJTbUQoKCqb0ucm+s6qqCp/PR3d3N21tbTgcDmw2m2yePhWk1laz2Ux7ezvt7e309/fL1+y5RlpaGmVlZTQ1NdHY2DiuKD6ymqmtrY3q6mrMZrPsleZyubDb7djtdlJTU+VKm0N5NhkLo9GIx+MZ1z9Kr9fj8/kOOvlpMpIx3p8+BEHAYrFgNptxu904HA5aW1ux2+3k5ORgNpuTqV5J/msQJlIoly5dKn700UeHcXGSHGmcTiednZ2o1WpKS0sPe0/zZxGfz0dzczNarZaKioqDfhCKRCI4nU76+/uJxWJotVqysrKwWCwz4ksQj8dHiTJSywQMP+yMjMn+NBtJi6I4yhdGaskY+e+x0kVUKhUajUb+T61WH/DvsR4epGjYRYsWjbmf3G43mzdvZtOmTXz729/G7RL5x6sBEIIYjXrSDGm43C4UggKT2YRKpSIcjmG3D3HFlUexdFme/F1SetbhrICLRqPU19cTi8WorKyc85V3oijS2tqK2+2msLCQrKws4vE43d3dOJ1OtFotRUVF9Pb24vf7WbBgwbg+GN/61reoqqriuuuum9FlvPrqqznnnHPkwfH+BINB9u7dS0ZGBjqdTr4m6PV6rFYrJpMJtyvEHRveIxqLY7GkEIlE6OsdbpXKzc1Fn7MTPS8AAQAASURBVKLH6w0T8Ee57vvHUlg0ux5WDQ0NxONxampqKC4uRqfTydeR22+/nZ6eHv73f/+XHTt2UFZWhsfjYdWqVbz88svk5ubS09PDsmXL2L17Nx6Ph5KSEu6++27OP/98XnvtNe68806efvppXnrpJfbt28eDDz4IDJ9fAwMDPPbYY2zdupW//e1vRKNRTjjhBIqLi3nmmWe4//77efzxx3n88ccpKSnhy1/+MmeddRZXXXUVa9euZffu3bz55pvy/XDlypWsX7+eNWvW8MBvP+K2Dd9k1crzqa46lng8TjAYpKenh9SU4QGwVqeVj6Gf334WJlMamZkGed1TUlL40Y9+xN13382SJUt45ZVXuPXWW3n33XfZuHHjqO3S29vLvHnzeO+996iqquKOO+7g+9//PoODgzgcDioqKvB4PBiNRoqLiznrrLO48847aWtro7a2FofDgcFgoL+/X/abe+SRR9i8eTNPPfUUbW1tlJSU8OKLL7JmzRo2bdrEfffdx7vvvsvOnTs55ZRT2LZtG9nZ2axbt46nn356ylUo0vVpNrzu3G43drudUChESkoKeXl5B+VxMTAwIFdGWq1WcnNz55Tvj4TH46GlpYXU1FQqKirGvUYNDQ3R0NBAeno65eXlo16LRCKyaCNVvKWlpZGZmUlmZuaMtIFFIhF27dpFXl6eXOEzkoGBAdra2pg/f/6sP1f4/X5aW1sJh8PJGO9PGR6Ph56eHgKBAGq1mpycHCwWy2FNLE2SZLYQBOFjURSXjvVasqLmvwBRTCDSi0gIAQ0CVgRhtFiQSCRob2/H5XKRnp5OSUnJnO3V/jTh8/loamqSkxsOZptK5sBSbHJGRgZZWVmHbLQWiUQO8JcB5FlvqVomNTV1xmfZZpORosv+Aoz0t/2ReuU1Go28vvuLMAf7QODz+UhNTT3gYd/r9WK32wkEAsybN4+HH36Yzs5OiovTUCodPP9sJyQSBPz96HRqTGYToihg7x4kFktw0cULR4k0wWAQp9M545VVExGLxWhsbCQajX4qRBoYTsRyu93k5eWRlZUl+1REIhGys7Ox2Wzyvm5oaMDtdh9QnWS321m1ahU5OTn8+te/nvFlnOw79+3bh91uJxaLoVKpyMjIwGq1jpolNltS+L/1y7nvNx/R0e4lHgui1ipQqTW4XAHizghpaVquXb981kUaqTpvpEfEM888M8pAfOPGjXzhC1+grKwMGE4ha21tHeU1JQgCTU1NWCwWDAYDxx9/PAqFgs9//vN0dnai1+tZvnw5d999N9dddx0rVqzg5JNPxu1288EHH3DJJZegVqtRq9VceOGFchz55s2b5coUjUbDJZdcwvPPP89VV10FwFlnnTXupIWgADGRIBgYPv9i0WGRNzU1FaVCKV+31Ro1Oq0ORJHbbn2ACy86Sf6O66+/noaGBs477zy0Wi2CIIwy1B65XT744AOOOuooqqqqgGGzZSmty2azAcMTLpInyHnnnQcMG/seiiE6DCe8nXbaabJR9uWXX87TTz895nYZi/z8fEKhEB0dHeh0uhk18M3MzCQjI0OuFGlsbMRgMJCXlzet3zGbzRiNRllgd7lcFBQUTKtK53CQkZFBSUkJLS0tNDc3U1ZWNuY9ymAwkJ+fT2dnJ3a7XT5GYPhYz87OJjs7m1AoJIs2HR0ddHZ2kp6ejslkwmg0HrRYpdFo0Ov1eL3eMYWakclPsy3UpKamMm/ePLq6uujt7cXn81FSUjInK6eSjCYjI4OMjAx8Ph8Oh4POzk56enqwWq1zzkQ9SZKZJDkS/wwjimFiiU+IiVsQRTfw75kDQYdaOAGV4nMIQhqhUIjm5mZCoRA2m43c3NwjutyfFbxeL83NzXJiw3REmlgsJpsDh8Nh2Zw1KyvroLxtRFEkFAqNEmYkPwSFQoHBYCAzM1MWZubqLEUsFhtXgJH+vn+VoEKhkAWX9PT0UQKMJMLM1k0+FosRCARGPRwPDg5it9sZGhpCq9VSXFyMyWQaHuTFYvh8PsrK0/jBD4/hH3/fx/ZtYUCDoyeAQiFwzHEFnHBCIQWFowfXkkfRyN+aTeLxOE1NTYRCISoqKj4V1XednZ309/fLBqStra24XC70ej3V1dWj1iEtLQ29Xk9vb+8BQo3NZqO+vv6wLnsikcDlctHc3ExjYyN5eXnk5+dPeE3IzjHwo5tPYPu2bv70xw8YHFQTDIbJzVVy1tlLWLAoG6129h8DwuGw3E42ESMH1KIosnDhwjFbqtra2uSWIqVSSTweJxaLkZKSwjHHHMO2bdt47bXXeOKJJ9iwYcO4bZMjUalU43rUjDXQHxoaGm6TS7iIRGIEQ0HZk0On06FUDV9TotEo4VCYUDg0HFUsJvB4HLS1tWE0GklPT5cNtb/2ta+RlZV1QGvQVIUGSSjt6+uTvZQO1RB9pCH0oSIIAiUlJezbt4/m5mZqampm1GReEATMZjMmk4n+/n56enqor6/HaDRis9mmLCSrVCq56qe9vZ2WlhaMRiMFBQWzas4/XTIzMykuLqatrY2WlhbKysrGrBCxWq0EAgF6enpISUkZ05xVp9ORm5tLbm4ugUBAFm1aW1tRKBQYjUZMJhPp6enTfj6QUsni8fgB99qRyU+HQwyTfOGMRiNtbW3U1dWRl5cni49J5jbp6emkp6czNDSEw+HAbrfT29tLVlYW2dnZyQnmJJ85kkf0ZxRRHCIc30iCVgTRhEKwjXgtRJRXicX/RXDwHNrb/CgUCiorK5N9uzOEVJY8XZEmEAjgdDpxuVwkEgkMBoPccz+dEl3JX2WkMCOZ6EmeEtnZ2XLKzVwo/43H4xMKMJFI5ABDUEEQZLFFSpbavzXpSN64Jc+a9PR0/H4/3d3dDA4OolarKSwsHJVW0tfXh8vlwmq1YjQacblcnLqmlCvXlRDwx0gkRNLSteh0B66P2+1mcHCQwsLCw7K+I414y8rKPhXXDbvdTl9fH1arFZ1Ox549e4jH49hstgMSqiSys7Npa2tjcHDwiK2j1PIoCXm9vb0UFRVx7LHHTklgVKkUZFkTnH9RGQsWLKClpYVEIkF1dd6kn50pRhpoT5Vjjz2WxsZG3njjDVatWgXA1q1bWbp0uDpYEmQVCoWcGqPX62ltbSU/P5/zzjuP448/Xm73WLZsGU888QTnnnsu0WiUJ598ksLCQmDYx+aPf/wjxx57LNFolMcff1yusJGIRCJ4vV68Xq88SHC73Sw/phClUkGGMUMW9P78zG3Mm3c88+edIFfwGNIMDA6GUCmVlJWb8Xg8DAwMIAgCixcv5oYbbmD16tWoVCpyc3PZsWPHmD5Ny5cv59JLL5X9SR555JED3hOPx+nr6xt320qG6Dk5OSQSCR544IEp7ZOVK1dy++23y+fRo48+OqXPjUSlUlFeXi6LNVVVVTM+MSAIAllZWZjNZvr6+nA4HNTV1ZGZmYnNZpty5UZqaio1NTX09fVht9vZu3cvOTk5414vjgRms5lEIkFHRwctLS2UlpaOuWyFhYWEQiFaW1upqamZcBukpKTI7WNDQ0OyaON2u1EqlWRkZGAymUhLS5vSdjAajTgcDrxe7wHJSwqFAq1WO+PJT1NZpmSM96cXyVg7EAjgcDhwOBz09fVhsVjIzs5O7scknxmSQs0YSP3zWq2WeDzOTTfdJJcPj4cgCLKB36mnnsq9995LWVkZGzdu5Nhjj6WyshKAF154gbfffptf/OIX016ukXGiEyGKccLxJ0jQhSDmH3AjjcXUbPjZTv701IcoFHejEMzMm1fLrbfeyrx586a9XDNNJBLhK1/5Cl1dXZx44olUVVURDAa59tprj/SiTQm3201rayspKSlTSr9JJBKyObDf75fNga1W65RLcmOx2AH+MtJARq/XYzKZ5GqZIzEjmEgkxm1Dkv7/WGkMktgimfPu7w0z11uyfD4fkUgEu90uR2YXFBQc0Fstzc5L1x2Xy4XRaKS0tBSFQoFeP/5DRyKRoLOzU45Dn21EUaS5uZmhoSFKSkrGjF2da/T29tLT00N6ejrhcJi+vj5SU1MnNQyVWkV6e3sPu1AzODhIX18fHo8HQRDIyMhAEAQEQaCsrGzKVWDRaJSBgQEsFgsqlQqtViu34xwu/H7/AXHqk5GZmckLL7zAddddxzXXXEMkEqG0tJQXX3xx1PtGxrLrdDq2bNnCXXfdhVKplEUIlUrFV7/6VQYGBqipqcFisbBs2TLZcPjyyy9n586dnH/++ej1ek4++WQuu+wyAoGAPBDYtWsXMFxtolarsdlsLFq06N/mv3pcrv8MNO32eo45ZrTQk0iI9DtDpKRqKCgoYP78+fj9frxeLzqdjiuuuIIrr7yScDiMUqnkrLPOGmV4LGG1WnnooYc4/fTT0ev1BwhK8J8EqPFYsGABZ599NvPmzcNisXDqqadOagYNsHDhQm688UaOO+440tPTOfXUUyf9zFjodDpKSkpoamqira2N0tLSg/qeyVAoFHIlam9vL729vbjdbiwWC7m5uVMazAmCQHZ2tnwtsNvtuFwuCgsL54xAnZWVhSiKdHZ20tbWRnFx8QHPfftHpdfU1EzpGiL50uXn5zM4OIjL5ZJFRpVKJZsQT1T1lZqaikqlGlOogdlNfpqIZIz3p5+UlBRKS0sJhUJyMqPT6cRsNpOTkzOnKuCSJDkYkmbCY1BcXMxLL71EbW0t27Zt49hjj6Wzs3PCQdBIoWYkI00HD5WpCjVxsZFw7EEExjZKW3vRE3i9fjbccTJ5BTHSUs5j8z+GB5Rf/epXD3k5J0PyVRiPDz74gEsvvZQ9e/bM+rLMNJJIk5qaSnl5+YQPQuFwmP7+ftkIVKfTybOAkz1AhcPhUcKMNBslCAKpqanyw5X0gDSbHG5z3k8LoVCIN954g0gkQlFRETk5OVit1jFnjz/66CMaGhooKytDpVJhMpnGfNgei+7ubhwOB1VVVTPq+TAWUlqSx+OZFUPQ2cDpdNLR0YEoivJ5ZbPZsFqtU9q+drudnp4eamtrZ/2hT2pv6uvrIxgMolKpsFgsZGVloVQq2b17N3q9Xhb+p4J0fEjL73A46O7uZvHixYetr7+urg6lUjmt5Z4Mj8cjt8/Y7XbC4TDz588f873SPpwoScztdtPU1ER+fj7RaBSPxyO3QhkMBoxGo2zevD+BQJTf3PMhLc1ujJlxnn3+Vi5de5f8ejAQxeHws+rEYr5+fu2Yx10kEsHj8fD++++jUCjIzc1FoVCQlpaG0WiUheqpEAgE5JaOsXxB5grSsXi4Wq6ldD6n0wkMCxw5OTnTEvy9Xi+dnZ2Ew2FMJhP5+flzZsJA2p4Wi0WOu9+fkebC47VKTYYoini9XlwuF16vl0QigUajkUWbsVrMWltb8fl8LFy48IDftNvtOBwOlixZcsTu+eFwmNbWVvx+PyaTicLCwqTvyaeQcDhMb28v/f39iKKIyWQiJycn6UOUZE6TNBM+BJYsWUJaWhqtra14PB6uuOIKnE4nKpWKn/3sZ5xyyikHfEYSerZu3cpHH33E1VdfzU033cSdd95JV1eXLLbU19ezdu1aAoGAHDG8fv16IpEIN954I6+++ipKpZLS0lKef/55YHiG/txzz2X37t1kZGTw7LPPyg9it99+O88++yzRWC+5uVrue/BCcnJGG87u2dPFC3/dxb+2rqO4OBeNJk5CeJNTT/0BgjB8U4pEIvzwhz/kzTffJBwOs3DhQu6//34MBgO9vb1ceeWVNDc3I4oi1113HRdffDEAb7/9NuvWrUMQBFatWsVf/vIX/va3v1FbW0txcTHnnXcer7/+OgsWLOC2227j61//Oj6fj1AoxGmnncYdd9xBfX09F1xwAXa7ncWLF/ODH/yAuro6hoaGuPPOO0etZywWIy8vj4cffnhOPIxK/dxSSeZ4N3mv14vT6cTr9cpRrPsbgY5EFEWCweAoYUYaQCiVSgwGA2azWY7Jnuky8rlmzjvXCYfD8sDQ5XKxcOFC5s2bN+7x4HK5qK+vl71yrFbrlONrQ6GQ7KEy2yINDMdGezweuSporuNyuWhqamJoaIjMzEy5imY6gktWVpZcVj0TscJjEQ6H5US3eDxOSkqKbP4qnSddXV3EYjHy8/On/L3xeByn0zkqMl3630gkclgeXhOJBMFgcMY9IKQ2SIVCQTAYnPD4l7bhWBHA0WgUr9dLT08PDQ0NBAIB0tPTZXHEaDROKnanpKj5zjWf46UXGnjrrQ5OWvUTOjuHI4cRBdLTtVxw0QJOWFE07kBUo9FgtVpZvHgxTqeT0tJShoaG5HYrGK48kJbNYDCM+10pKSmyL4gk8s1FcnJyCAaD2O129Hr9mN4pM4lU0ZidnS0LNv39/VitVnJycqa0nYxGI2lpaXK7hdfrJS8vb1Qb65FCamXr6elBEAS5tW8kBoOBgoICOjo6sNvt5OVNvwVSqvDLyMggkUjg8Xhkgbm3txetVovJZMJkMsnCptTOGwgEDmiB1Ol0so/ekRpQJ2O8PxtotVoKCwvJzc2lt7dXthLIyMggNzf3UxF4kCTJSJJCzSS88cYbslnmySefzOWXX843v/lN9u7dywknnEBdXR1ZWVljfvaSSy7h8ccfH1VRs3HjRvn1++67jzPOOIMf/OAHAHLKw89//nNaWlr45JNP0Gg0o6Ivt27dys6dOykoKOCyyy7j3nvv5bbbbuMPf/gDzc3N/Otf/yIs3sjDDzRzw3V/ZeMTF8mfHRoa4l/vNlJSmkl5RQFKxfBDSQI7Il4Ehss977jjDoxGIx9++CEA3//+9/n5z3/ObbfdxtVXX01tbS3PP/+8PEN51FFHUVFRwde//nX++Mc/cvzxx/P8888fkFzi8/nk7wyFQrz44osYDAai0Sgnn3wyr776KqeccgqPPPII69evR6rmuvnmm+XvkNZTmnW8//77+d73vsemTZumt2MPElGMy4LWSKSIybS0NMrLyw8QIfY3B1ar1bKh6f6zpIlEYpQo4/f75UGJRqMhLS1Nrpg51IeaT5s571wmEonQ09Mj+06kpKRQXl5OZWXluNsjFAqxbds23G43CxcuxGazTcsMuLOzE4VCcVAP29Olo6ODgYEBuRplruN2u/n444/x+/0UFhbKnkDTRa1Wy+akNpttRo/tsdqbrFbrAaKD1K5lNpun9aApCT8jRRJJqAmHw4dlUBQMBhFFccbNpkf6VU0mOknX40QiIbdKeTwevF6v7J8jbf+CggJKSkqmPejW69Wcfe58Tju9kr17nLgGAihVCnJyDFRVW1CppiZMS8biiUSCgoICCgoKCIVCsmAjDYaVSuUoQWl/Mclms1FXV4fT6ZwTExnjUVRUJFczVFdXH5ZjUqPRyFWOUjWHtJ3Gq3ociUKhwGazYTKZ6OjokK+NhYWFR3wgaLPZSCQS9Pb2olAoxhR2s7Ky5Ja+lJSUQzLxlVq1TSYTsVhMFm16enro6emRW6+NRiOCIOD1eg+4FoxMfjqSlQ+CIJCbm0t6ejqtra00NDQkY7w/pajVavLz88nJyaGvr0++z6anp5Obm3tYJraSJJkJkkLNOJx11lnodDrS09N59tlnUSqVbN++nUsuuQSAefPmsXjxYt5//31OP/30g/qNE044geuvv55AIMCqVatkw8SXXnqJX/7yl/IAfuTg4rjjjpNndZcvX85rr70GDHvffPTRRxx99NEkRDvxmJJ04+gSbbVajUanQalUySJN3V4H37jocULBZ/nyl9dwzz338MILL+Dz+eQWq3A4zKJFi4DhGNNf/vKXAOTm5nLqqafyxhtvkEgk0Ov1HH/88QB89atfPWB2TKq8geGZ3uuuu4733nsPURRxOBxs3759zAqlkUjredRRRwHDQsNsemSIoohIF7HE+8TEbUAE0KASlqBSLEcgn4GBAdrb28cUafx+v6zoi6Iox4VKfhMwPKO7f0y2JI5IviNSG9N0DNI+i+a8c5FoNCo/6MN/yuk7OjpkT5CxiMViNDQ0UFdXh8Viobq6eloCiMfjwefzUVBQMOul993d3TidTrKzsz8VqXC9vb1y9PLChQspLi4+pG1ktVoZGBigv7//kCtDEomELNpK7U3jibYS3d3dCIIwLUFOFEXZW2fkwGikUHM4kISQmR7ASp5W0npMNMATBEH2gfL7/XLiXWpqKjabTW5pEkURnU53SIOylBQ1S5cdfPKawWBAq9UyMDAgmxPrdDp0Oh3Z2dnE43EGBwdl4Uaa4ElNTZVFG8kM9tNQVTPSO6W5uZnq6urDdo/RarWUlJSQk5NDd3e3HMmdm5tLVlbWpMeBTqejsrISl8tFZ2cndXV1WK3WGRd0p0t+fv4osWYs8b+wsJBgMEhbWxs6nW5GBBKpVdNisRCNRmUTYmnb9vX1EQgEyMrKGnU9ls65I+FTMxbJGO/PDiqVCpvNRnZ2Nk6nk97eXurr6zEYDOTk5HwqPPaS/HeTHHGNwzPPPENtba38bym9ZSY588wzOeaYY/jHP/7Bhg0b+N3vfjdpjOhYUZsw/FB+0003cemllxKI/RhBNCAIox/6tVotxx5TybXfeQGPJ0hGhp7qmmze//gbPHq/lY8/3i1/13333cfq1atndH1HKth33XUXbrebDz74AJ1Ox+WXXz4l1/+R6znbiGKUaOJ5YokPQNAgiGYEQYUoxojxCbHYBwT9NbS315KebqKsrAyFQiGbA0sPJQqFQvaZ0Ov1hEIhBgYGZGFGGmgoFApSU1PJycmRhZnxHvb+W8155xJSAk9fXx+iKGI2m2WDSlEUGRwcHNeUUBRF6uvr2bVrF3q9nqOPPnpaIk0ikaCrqwu9Xj9uRd9M0dPTg8PhICsra1ptN0cCURRpampi69atsnA8Ey1aKSkppKWlyWk3BzOQn0p701hIqSs2m21a56fL5SIajVJcXDzq70qlEqVSeViFGukaM5NIIvN4Qk0sFpPFjPb2drq7u9HpdLKRrNFoPGB7qtXqcSO6Dycmk4menh4ikcgB201K3ZEmQgKBgLyedrsdu92OWq0mPT0dvV6Py+Wa81U1arWasrIy6uvraWlpoaKi4rBWMOj1esrLyxkaGsJut9PZ2Ulvb69cNTPZskgVI5IY4Xa7KSgoOCxx0+NRWFiIKIr09PTIpsojkUzJZ0sgU6vVWK1WrFYr4XAYt9vN0NAQbW1tqNVq2c8mMzMTpVJ5RJKfJiIZ4/3ZQqlUyhVz/f399Pb20tTUREpKCjk5OUf0XE2SZCKSQs0USUtLY/HixTz++ONccskl1NXVsWPHDpYvXz7h59LT0+X+8v1pamqitLSUtWvXUlFRIVfrrFmzhl/96lcsX75cbn2abLBxxhlncM899/DVr36V1PTl+MOv07hPYOGi0TOw5RVZrDmjlnVX/on7HzyXtPQgCqGMQMAz6rvuuusujjnmGPR6PYODg3R1dVFTU8NJJ53Eww8/zC233ILD4eDll1/m2muvlWPy3n33XY477jj++te/Tpgs4vF4yM3NRafT0d3dzV//+leuuuqqCdcRhlvRXnzxRe666y5isRjHHnss69at46OPPpKToSYyXR752kcffcTdd989ZtuUKCaIJp4lJm5l53ZoarJz1tnDN2hBUJGi3kB7900Iynew2vzYrOuIRqOjBmI6nY6CggJ0Oh3BYJAPP/yQr3zlK2zevBkYVvoNBgNZWVmyv4wgCLI5bzAYPChzXq1WS1pa2pgiTLJ899CJx+OyQBOPxzGZTNhstlGVM36/n3g8Pm5/e1NTE3v37kUQBCorKykrK5vWMvT29hIOh6msrJzVfSrF0prN5jH9DuYSfr+furo6GhoaMJvNrFixYlopQ5NhtVppbm7G4/FM66HO5/PR19cne1KN1940Hl1dXajV6mkPEHp7e2VPk/3RarVyVclsM5YnxUyQSCQQBIFQKCR7YoVCIbmlaWhoCBgeMEopa7W1tRMui0ajOWzbZSLMZrPscTWZwCJVz+Tm5hKLxfD5fHi9XjweD/F4XBZaly5dOsozZK4h+Ue1tbXR2dl5RK43BoOByspKfD4f3d3dtLW14XA4sNlsk57zSqWSwsJCzGazHJWdnp5OYWHhEUueKSwsJJFI0N3djUKhOGAyYKRA1traSnl5+azcT7RarVy9oFarSU1NJRKJ0N7eTkdHB0ajkXA4PObk0pEmGeP92UI6D7KyshgYGMDhcNDS0oJOpyMnJ2dKwmySJIeTpFAzDTZt2sQVV1zB3XffjUql4oknnph0Nvvyyy/ne9/7Hr/4xS9kM1yJp59+mk2bNqHRaBAEgXvuuQeAG264gR/84AcsXrwYjUZDeXn5pElPF110Ef39/axYsQKIEUv0cfkVJxwg1AA8/OjX+flt/+ALy+9CpU5gMhWTZyvjhhtukH//5ptvZtmyZSgUCgRB4Cc/+Qk1NTX8+te/5oorrmDhwoWIosiGDRvkpI0nn3ySK6+8EkEQWLFiBVarddyywquvvpqzzz6b2tpa8vPzOfHEEydcPwmDwcCll17Kq6++ikaj4amnnkIQBB599NEpfX4kS5cuHdfbJkErscRWBPLYtfMjXn55D2edPToq1ecbwmTOI8XQSHvHm7hdGXL6gTQI6+rqktuYwuGw3L4g7XNJgOnt7Z2SOa9SqSQzM/O/ypx3rpBIJGR/iFgsRmZmJrm5uWOWQ/t8PoAxB8nt7e188sknpKWlkZaWRnFx8bT2XSQSweFwkJmZOatGh1JkaUZGxrgJInOBRCKB3W6nvb2dnp4eiouLWbp06Yw/SBuNRrRaLX19fZMO2qT2pr6+PkKhkNzetH/J/2S4XC78fv+0jxGv10swGKSkpGTM17Va7WFpM4jH44RCIbmFZ6a/W6FQ0N/fz+DgILt375arayThIiMjg5SUFLxe75QEGLVafdgqjSZCq9WSmpo6JaFmJFJinMlkQhRF/H4/RqORbdu2sWvXLrm9TmqRSktLm1P3DbPZTDAYlEXG2a4WHI/09HTS09PxeDx0d3fT0tJCSkoKNptt0laJ1NRUqqurcTqd2O129uzZQ25uLtnZ2Yd9WwuCQHFxMYlEQvYz23/SLzU1lcLCQrnqbDarJvV6PWlpaej1esrKyggEArhcLrnqq7+/n9TUVMxms+xpMxcYK8a7qKgoWYXxKUYQBCwWC2azGbfbjcPhoK2tDbvdTk5ODmazeU5dG5P895KM5/6MEo2/TiTxEgpyEYQDBwaimEAUulEKR6NRnIcgHPoFaXBwUB44vvHGG6xdu5bW1tYZvdiNjE73+/0cf/zxbNiwgffee09Ohtq4cSObNm1Cr9fT1NRETk4OTzzxBHl5eaMqarZs2TLKtPj3v/89v/jFLxAEgZJSNff89njUqiyWL7uTQV+IoiITxx1fxv+77WQsGTfxf9d9gdf+3oTbPcR3rzmJZUdfg0qlYs+ePdx///0Eg0EEQWDdunWsXr2azs5OzjvvPP75z38SiUT4yU9+gtVq5f/+7//48Y9/THt7O9FolJKSEu69916sVivvv/8+69ev5+ijj2bbtm3ceuutMxL1nmTqJBIJ+vv7cTgcRKNRjEYjNpttQs+Nffv2AVBdXT3q7z09Pbz55pukpaUxb948XC4X8+bNm1bve3NzMz6fj/nz58/arJ7b7ZZnhGdrlnUmGBwcpL29ncHBQXw+H1arlXnz5s3aDHZfXx+dnZ1UV1ePWZkhmf4ODAzI7U1Wq/WgZukSiQR79uxBpVJRU1Mzrc/W19cTiUSorR07Clry4pjtOFyfz0djYyMVFRVjipYHQzwex+v1smfPnlHnZFVV1bgx1oODgzQ0NFBZWTmhuNnZ2cnAwACLFy+ekWU9FKRY+ZqamkP292lqasLj8ZCfn4/f78fn85FIJA46/ns2EUVRvsZVVFQc8dQdURRlc9xwOCz7zE2lIi4ajdLZ2Ynb7ZbTaGbqPJgO0jaVqkHGEk47OjpwOp2UlJSM27I7E0jGy4sWLRr1bNjR0cGuXbswm81yIEFmZqY8ITFX7kHJGO/PLh6PB4fDIbfrZmdnk5WVlRRsksw6yXju/0JUilWAQFR8GREQxExAA8QQBQ8IcVTCctSKr8yISAPw7LPPcvfdd5NIJNDpdDz55JOzcoGTjJ6bm5v50pe+xJe+9CXee++9Ue9555132L59O1VVVdxyyy1897vfnbAqaffu3dxwww18/PHH5OSY+cFNK1l/zRb+8Me1/PgnX+bll/fwxz9dQo+jh7q6OgDi8SD3PXQie/e4+NEPXuXhhy8kGoVf/OIX/PrXv5Z7YS+++GKWL19Oamqq/GB86aWX8pWvfIVrrhkWdzZu3CjPdN1000088sgjbNiwAY1Gw549e3jwwQc55phjZnxbJhkfURQZGBiQvSLS0tIoLS2d9AE9Ho/j9/sPMN3t6+vjzTffRK/Xs2rVKjnKfToijc/nw+PxyFVZs4HX65WXraysbM48II8kHo/T1dVFf38/CoVC9mCoqqqa1TYDs9mM3W6nr69vVLXK/u1NmZmZWK3WQ2r5kars9veYmQy/38/Q0BAFBQXj7jutViu3WM7m4DwQCAAccutTOBwe1dIkiiI+n4/U1FRSUlKoqamZsDVsZOrTRKjVauLxuCxiHEkyMzPp7OzE5XIdslCTm5srt2CXlZXJyYKSt430mk6nk0WbieK/ZxNBECgpKWHfvn20tLRQXV19xFqHpOUxm81y8ltPTw/19fWkp6eTl5c34b5Rq9WUlpbi8/no6OigsbERk8lEfn7+YfWDEwSB0tJSmpqaaGtrQ6FQHFANUlBQQDAYpL29HZ1ON2vpVUajEafTydDQ0CjRSopILyoqQq1W43a7cbvd9Pf3y542mZmZRzytJxnj/dlF8v4aHBykp6eHrq4uHA6H7LWUFOSSHAmSQs1nFEEQUCtXoRSXEE98QowPEfEhoEUlHIdKsQyFMLPmgmvXrmXt2rUz+p1jIRk9h0IhzjzzTH71q18d8J4vfOELVFVVAfCtb32LBQsWTPidb7zxBqeeeiq5ubmI4iDfvGwxy49+/ID3tbe302PvAWDFijxUShVHH51PX1+IzMxUduxoore3l/Xr18ttY5K5bEFBAZFIhK985SvccsstnH322fL3/v73v2fTpk1EIhH8fj+VlZXyaxUVFUmR5jCy/wxqamrqtB7EJOPxkQ+hAwMDbNmyBY1Gw0knnSS3hExnEC6KIp2dnWi12lkzNBwcHKS5uVk21zzSg9Wx8Hg8dHR0EIvFMJvNDA4OIggCFRUVs+6/oVQqsVgs9PX1kZOTw9DQkNzepFarD6q9aSykJLGMjIxpDwCk6OaJfM0kcSYcDs+qUOP3+9HpdNN+wJXadiSvFclkVK/Xk52dTUZGhtyaIpmwT8RUhRppW0QikSPu5aJSqTAajbhcrkOOB5YSoUYmQEntPVOJ/05PTz+swoJSqaSsrIx9+/bJRrdH+lokCAJZWVmYzWacTicOh4O6ujoyMzOx2WwTHi/p6enMmzcPh8OBw+HA6/Vis9mmlCw1UygUCsrLy2lsbKS1tVX2y5KQxBxpm9fU1MxK+pbUbuf1ekfdI7Varew5ZbFYMBqNJBIJOdnM6XTS19eHRqOR2/uOVApTMsb7s43Ulu73++np6cFut8vXzuzs7GTyaZLDSvJo+4yjEDJQKFejZmYTnOYCOp2ONWvW8NJLL7Fs2bIZ/GYNMPYD/fz58/9t/PoWixbNR5+qJpEYNsDTaPTE43HKy8t5+OGHD/jsnj17UCqVVFdX84c//IElS5ag1Wr5+OOP+c1vfsM//vEPcnJyeOaZZ3jsscfkzx3pGaT/JtxuN3a7nVAoREpKCuXl5dOOb/T5fKMGj5JIo1QqOfHEE0lNTaW1tVUu7Z4qvb29hEKhWUtE8fv9NDU1odPpqKiomHOzRyPbCPR6PcXFxXR1dRGLxaioqJi1GeD9SU9PZ8eOHfT392M2m0lNTaWkpITMzMwZ2y92ux1RFKftFyGlq+Tm5k44sJUqFGbbONfv909ZaIrH47IRrtfrJRaLIQgCaWlpZGVlkZGRMUpUSiQSsqAy2YBN2hYTtXoDshgRjUaPuFADwxVcHo+HwcHBQ26Zyc3NZd++fWMmQE01/lsSbmbDHHp/dDodpaWlsrAwXcP12UKhUJCdnY3FYqG3t5fe3l7cbjdmsxmbzTau8CnFZEtmw1KbXVFR0WG7do0Ua1paWigvLx91XEnmwlI102zca6SqYq/XS0FBgfx3QRDQ6XSjkp+kyp/MzEzi8Tgejwe3201vby8OhwOdTieLNkei6ioZ4/3ZJjU1VQ5KkUTWvr4+LBYL2dnZc6JVNMlnn6RQk+RTSyKR4M033xxVfSLx7rvvyt4Ijz322KRR46tWreLnP/85DoeD7OxsNj7aweoTh1sb0tJ1+LzDDw9phjTSDMMDj3SjEYNBS0L0ADBv3lFUVi5kw4YN9Pf3c9xxxxGLxdi6dSu1tbVEIhGUSiW33347P/nJT1i3bh233norra2t6HQ6edbo/vvvJxaL8fHHH9PU1EQwGKS+vh6VSoVarUalUo3735Gedfy0IkXbBgIBeYBwsEaBPp9P7qnv7+/n3XffBWDlypUYjUZisRhut3tavc/RaJSenh65kmCmCQQCNDY2olarqaiomHMzRgMDA3R1dRGPx8nLy8NisdDU1EQoFKK8vPywiJkj25skEWEyz5ODIRgM0t/fT3Z29rQHH729vfLM/0RIZuazaZwrGaNPNKiPRCJyS9Pg4CCiKMqVJFIlx3iCoSTUTPQeiYOpqJkLGI1GlEolAwMDh3zej1VVMxYTxX/39PTQ09Mz5X10qEgVP52dndjtdmw226z8zsGgVCqx2WxYrVZ5AOdyucjKyiInJ2fcCiStVktFRQUul4uuri7q6urIysoiLy/vsIjjSqWSiooKGhoaaG5upry8fNQ1LCUlRU7fmi1zYaPRiNfrJRQKjRJE9Xq9nNY21nKbzWbMZrN8D5UmVux2OykpKXLc9+EcQI8V452fn39AwlaSTy8pKSmUlpYSCoVwOBw4nU6cTidms5mcnJxJ79Oi6CMuNiCKQ4AGpSIfgfFbk5MkGcncehpPkmQKSB41klnmj3/8YzkxS+K4445j/fr1NDY2ymbCE1FbW8uGDRv44he/+O8e+Sx+9dsvIIoiq1ZX8Ku73uBzR/2CL5xQxl2/+pr8ueEZ2uFWF8mb4oUXXuC6667D7XYTiUQoLS3lxRdfJBwOo1AoqKio4Mknn2T9+vXccsstPPnkk7z33nucd955mEwmjjnmGD7++GNyc3NpamqSW6hCoRBDQ0NjRnNLKBQKWbSZTNSR/vtvZnBwkO7ubvx+P1qtluLi4kOKZwyHw4TDYfnhffv27YiiyLHHHisbOA4MDCCK4oStKfsjpYfNxkNzKBSisbERpVJJZWXlYW1xmIxIJEJHRwder1duQdNoNDQ1NREIBCgtLZ1Vc854PC6nN4XDYdRqNTabjdLSUlpaWgiFQjMu1HR2dsopUdMhGo3S39+PxWKZdB9KLZmzKdSM508zsqVJSp7S6XRYrVYyMjJITU2d0vkXj8eJRqNTmr2ejkcNMGby3pFAEARMJhMDAwMz4pszUVXNeEwU/z0wMIAgCBgMBlm0melqAqvVSiAQoKenB71eP+eSdlQqlTwwlwZx/f39WK3WCdskTCYTRqNR9rySzJ5n08hXQhJr6uvraWpqorKyctR5ajabCQQCcvrWTKe2SVWqXq/3AKHG5XIRj8cnFK1UKhVZWVlkZWURiURwu92y8NXV1YXBYJBFm8P1jCPFeEvx8h6PJxnj/RlDp9NRXFyMzWbD4XDQ399Pf38/JpOJnJycA659CdFDNPEycXEHInEEUQFCgmhMQBByUCtOQ6WoHufXkiQZJpn6lCTJGIhilHD8YRK0I4g5Yw4cRFFEFBwoKECrvGLMdK3ZIhaLTfhfNBod9e/xBiiCIKBUKqck6kjv+SzMAgwNDWG32xkcHESj0ZCbm4vZbD7kdZOSWjIyMmhvb2doaIiFCxeO8qKRknwkD6XJkBJrcnNzZ3xGORwOU19fDzDrRrzTxel00tXVBUBeXp5cJSKll8xmOkkoFMLpdMrpTampqVit1lHtTXV1dSQSCebPnz9jv+v1emlqaqKgoGDaM7J2u52enh5qa2untB8bGhpIJBIHJJPNFFKy1MKFC0cZ10aj0VGD+4yMjIM67nbs2EFXVxeLFy8mLy9vwvcmEgm2bdtGXl7epALF9u3b5TSXucDQ0BD19fXjpvVMl6amJvx+P7W1tYdUwTHSR0iKgwdmJf5bFEXq6+sJBoNUVVUdtlahgyEcDmO323G5XCiVSrKzsyeN5g4EArS3txMIBEhLS6OwsPCwtN5Fo1Hq6+uJxWJUVlaO2q6iKNLY2MjQ0BDV1dUzvs337t2LSqUaVRHt8XhkT6KDaa8Lh8Ny3HcoFJJbJ00mExkZGYetnVeK8RYEIRnj/RkmGo3S29uL0+kkkUiQkZFBTk4OqampJMR+wvH7EfEjiFkIwn+OPWmCV8SLWnEuauXnjtxKJJkTJFOfkiSZJoKgRqu8mHB8IwlaQTQCw+0sIy+yCkrQKtceVpEGmHY1TCKRmJKoEwwG5f8/HkqlcsqijkqlmlNeJ4FAALvdjtfrRaVSUVBQgMVimbGWMZ/PR39/P8FgkGAwSHV1NUVFRfLrg4OD0zIRlgyENRrNlGfAp0o0GqWxsZFEIjGnRJpQKCSLXOnp6RQVFcmG3K2trXi9XoqKimZFpJHMVH0+n1zNkJWVNeagITs7m9bWVnw+34xU9YiiSFdXFzqdbtLWpf1JJBL09fVNS/TQarV4PJ6DWNLJkfyEPB4PO3fuRBRFlErlqHaZQ53pDgaDCIIwoxU1MCw0zJWKGhj2KNNqtbhcrhkRag6mqmYsJLFNiquORCJytc3AwABOp3PG4r8FQTjAXHguVf6NRKvVUlJSQk5OjtyW09fXR25u7rj3mpSUFKqrq+nv76e7u5u9e/eSk5NDTk7OrLYzq9VqKisrqa+vp7GxkcrKSvl8ksyF6+rqZsVcWGrDG1k9I/12MBg8KKFGq9WSm5tLbm4uwWBQFm3a2toQBAGj0ShXMs3mdrVYLKSlpdHa2kpLS0syxvszQnFxMS+99BK1tbXA8Pnzla98hdtvv52amhq5Mi49PRVr3nOoNWEU5PCvf7Xyv+ueRq1Scvud/8OKlRVAOohaouKfUYo5KISxJwa2bNlCJBLhS1/60mFc0yRziaRQkyTJOAiCAa3yMmKJPcTENxDpQRQFEEQEslELa1Ap5iMIc2OAOxEKhQKNRjPlB2VRFInH45NW6kSjUVncmahqZ6qijvTfTFftBINBenp6cLvdKJVK8vLysFqtM/qwlkgkqKurIxqNolAoKCoqorS0dNS6OJ3OaZkIO51OgsEgZWVlM7qssViMhoYGotHoqIfzI4koivT29mK321EoFAdUELS3t+N2u8nPz59W29hkjNfeNFkLUWZmpmwiORNCjdPplD13pnv89/f3E4/HpzXw1mq1xGKxSdsMpkogEJD9ZgKBAC0tLXJ7QkZGxozHPQcCARQKxZSPXYVCMSWhRq1WzxmPGgmTyURPTw/RaPSQBYqpetVMF41Gg8ViwWKxzEr8t2R0W19fT0tLC5WVlXO6ulOv11NWVobf76e7u5vOzk56e3vHrd6UvKUyMjLo6uqip6cHl8tFYWHhrLZ3ajQaWaxpaGigqqpKruZRqVTyNm9ubp7RbW40GnE4HPh8Pvl+qNVqUSgUcnXWoaDX68nLyyMvLw+/34/L5cLtdstJcRkZGZhMJtLT02flOErGeP/3IPlVZWdn09/fj8v9Ib7BJhTkYTCE+eOmj7jgomX83/dGe2UKgpZoVElUeBut8oIxv3vLli0MDQ0lhZr/YpJCTZIkEyAIWtTKo1CJSxDxABFAg0DGnH5IPFRGiitTZf+qnf1FnZmo2hmvRWu8wcb+Zei5ublkZ2fP+MxWIpFg165duFwuuQqjvLx81PaLxWJ4PJ4pmwhHo1Hsdjvp6emjYlQPlXg8TmNjI5FIhPLy8sOS4DIZI0v/MzMzKSgoGDUglRJSpIehmSAUCtHX1yf7f6SmpmKz2aac3iQNrKSUsENpVYjH4/T09MjVB9NBErgMBsO09uXI5KeDEeoSiYScDuTxeOQqFIPBgNlspri4mKqqqhn3t5B+OxwOo1Qqp7zdpyrUaDSaGRkoziRms1keuM/E8T9TVTXjoVAoxoz/lgy5Dzb+OyUlheLiYlpaWujo6BhVrThXSU1NpbKyUvZDa29vx+FwkJeXN6Zgr1arKSkpwWKx0NHRQWNj45jXxJlEq9UeINZI1wfJXLi1tZWurq5RSU2HQmpqKkqlEq/XO2o77J/8NFO/lZqaSn5+PkNDQ7Jo43K5UKlUsmgz02LyWDHeOTk52Gy2z/Tz438jvb29XHnllTQ3N5NIuFj3nYWsOT2HDT97haef/oTUFA1PPfkxb77zXRYv2MDZ5yxhyxtNzK/N4Sf/b5BvXvQgPp+fUCjEaaedxh133MGuXbt44IEHSCQSbN68mfPOO48bbrjhSK9qksNMUqhJkmQKCIKAQLLPeCIOpWpnPFFnZNVONBodN153/6qdRCKB2+3G5/OhVqvJzs7GZrOh0+lkU86ZelCShI+enh5g2PyytLT0gAGkZCI81baW7u5uEonEjD0Yw/AAV0oS2z/t40iQSCTo6emht7cXlUo1ZtpWd3c3fX19ZGdnT9tgdyzGam+yWq0H5cGQlZWFw+Ggt7f3kAaNPT09xGKxg9rXkmn5dD1VpIFYOByeslATjUblCgmfzyefS1KVhNFoRKVSMTAwgFarnTURUBJqLBbLlM/j6VTUSNeauTKYkrblwMDAjAg1s1VVMx5Tif9OSUmRj6GJjpvMzExyc3Nlc+FPS7pOWloa1dXVeDwe7HY7LS0tctXHWOJsWloa8+bNkysyvF6v7NU1G8elTqejsrKShoYGWayR7uUmk0k2F05JSZkR8VVqRZKqrST0ej0+n++Qv3+830xLS5N9gHw+n9we1d/fj1qtJjMzE5PJNKPXrpEx3g6HQ/ZYmwuVrEmmhxRmItHQ0ADA1VdfTW1tLc8//zwtnddx3Ocf5HOfX8D1N5xMU5OL2tpsvnX5cvT64XNq0BfmnX9dC0Ag2MlfX3iQ9LQaotEoJ598Mq+++iqnnHIKV155JUNDQ9x5552Hf2WTzAmSQk2SJEmOCCPFlanOiicSiQlFnWAwKHsCxONxuRolFArR0tIy6rtGVu1MxUx5rMGM5PMSCoWIxWKkpKRQUlIyZqm60+nEYDBMaV39fj8DAwPk5OTMmKmkJNIMDQ3NelrSVBgaGqK9vZ1QKITZbCY/P/+ACi6Hw4HD4cBisRxS4lU8Hqe/vx+n0zmqvSkrK+uQfBdUKhUmkwmXy0VeXt5BfVc4HKavrw+LxXJQD+4OhwO9Xj/tSpyRQs1EBINBuaXJ7/cDw1UnZrOZjIwMOYp+JH6/H6VSOWu+R/F4nHA4PC1xTaFQjCv0jkQanEaj0TmV2GI2m+no6CAYDM7IAG+2q2rGYybiv202G8FgUPZ0OtLXsumQkZGB0WiUo6WbmpowGAzYbLYDhHOpIsNkMtHR0SFXFhYWFs6KCKrX6+Xobkmskap48vLyCAaDtLe3o9PpZuT3jUYjLpcLv98vf59er2dgYIBYLDariU2SUGQ0GkkkEni9XlwuF06nk76+PrRarZwcNRPnWzLG+7PBM888I3vUACxdOuz/unnzZn75y18CkJObysmnVPPWlkZqa09Ap9WhT9GPul+df+F/fGPj8QQ33nAb//rXLkRRlBNDTznllMO0VknmMkmhJkmSJJ8aFAoFWq32gAFgLBbD4XAQDAZJT0+npKSE3Nxc1Gr1lBKywuEwfr+fWCw2adWOJOrE43G6urpkt//u7m6qqqowGAzEYjGUSqU8gB0cHCQcDk8ptUkURTo6OlCr1TM2gJKMeAcHBykuLj6iKRSJREKuktFoNFRUVIw50Orr66O7u/uQEnj2b2+SjE8zMmauddFqtcoxnQezv7q6uhAE4aASvXw+H8FgcMrm1CNRKpUolcoDhBpRFEe1NEl+LVJrWEZGxqQDl0AgQEpKyqxVpESjUaLR6LSFmqlW1Ei/MZeEmszMTHmgfiiipcThrqoZj6nGf0ttUtKxV1xcLPvV1NTUzBkz9KkgVfJlZmYyMDCA3W6noaGB9PR08vLyDjiutVotFRUVuN1uOjs72bdvH1lZWeTl5c34fktJSTlArJF840pKSmRD55qamkNuxZKu+16vVxZqpImJUCiEwWA4tJWZIgqFgszMTDIzM4nH43g8Hlwulywc6vV6eX8d6nGWjPH+7KMQrMDo1n61Sj3qvmkwDB9Hopjg3nu24vZY+eCDD9DpdFx++eUz3v6X5NNLUqhJkiTJp5Z4PE5vb69cQWMymbDZbKMeptRq9bQeKMcyUd7fd2doaIjm5mZisRiZmZns2LGDwcFBBEFg79698ndJ1Tg9PT2EQiFMJhPBYHBc3x2FQsHAwACBQICSkpIZeQgXRZG2tjY8Hg+FhYWz4hkyVXw+33Ci02CQ/n4VdXu8uFwfolYrqKq2cPyKQgoLh2dZOzs7ycjIoLi4eFoDflEUZS+MmWhvmgy9Xk96errcnjWdZR0cHMTj8WCz2Q5q0ONwOFCr1QedgKXVaolEIsRisVEtTfF4XPYZyc3NxWg0Tnn5RFEkEAjMmJfQWEiVPdOZ1RcEYcoeNTDs3TMX/JskpCoTqXprJkSwI1VVMx5ShZrJZDog/ru7u5vu7u5R8d8lJSU0NDTQ1NREdXX1py5VRxAELBYLJpMJp9OJw+Ggrq6OjIwM8vLyDqimzMzMJD09XW4XlczVZ/qanpqaSnl5OU1NTbJYI1WgSulbM2HorFKpSE1Nxev1ykL1yOSnwyXUjESpVGI2mzGbzUSjUdxuN263Wz7+UlNTZdHmYIUqlUpFeXm5HOO9d+/eZIz3p5yTTjqJhx9+mFtuuYV+RxV/f7WBq7/7xUk/J+LG50nBlluETqeju7ubv/71r1x11VXAsJjZ3d0924ufZA6TFGqSJEnyqUOKI3Y4HMTjcTIzM2UPmkNFqjQYb+bM7/fT2NhIRUUFBQUFtLW1kUgkqKmpYeHChQf47oRCIQYHBzEajQwODk5YtZNIJGhvbyclJYX09HQ5Rny89qyRVTvj0dHRIQ/uphv7PFPEYjG6uroYGBiguyvCa38fIBYTSEvXoNOpEEWRD97v5p23OigtN3DsF1LIzs48IDVrIsZqb8rLy8NiscxqCT0MV9U0NTXhdrunJZp0dXWh0WgOStQIBAIMDg6Sn59/UIOlUCiEz+fD6XTKPhGSR4PU0nQwSWOBQABRFGdFFJOYjlAjiiKdHT527nATiyUYGkyjqtpMSsrYg6yRFTVzDZPJhMfjYXBwcEbafUZW1cx0Ct6hMtX4b0EQcDgcAMybN2/O+ApNB4VCQXZ2NhaLRTZb3rNnD2azmdzc3FH3IqVSSX5+vtwO1dbWJrdDzVSbLAx75JSVldHU1CTf75RKJXq9XjZ07uzsPOhqRwmj0YjdbpcTzTQaDUqlck4YeqvVaqxWK1arlUgkIpsQd3Z20tnZSVpaGiaTiYyMjIO6xyRjvD87/PrXv+aKK65g4cKFiGKC/3fbydTMm/geKIoxIMDVV/+A8879PrW1teTn53PiiSfK7/nqV7/K73//exYvXpw0E/4vRZioZ3vp0qXiRx99dBgXJ0mSJEnGJ5FI0N/fL5uvGo1GbDbbrA4KR+Lz+WhubpaTOVpbW4nH43JbTUVFxQGfcTgcdHd3M3/+fPlBev+qHUnUaW9vx+l0UlxcjEqlkl+Px+PjLtP+4s2KFSvQ6XRotVqCwSBnnnkmV155JQUFBXLVzv54PB4eeughrr/+evlvK1euZP369axZs2Za22jt2rVs3rwZi8VCIBBg5cqVXHXVVcMtNT4tT/6hBbMlBYPhwFLvUDBEfX0PRUVG3t96F9dff92kvy9VMYVCIbZt28aGDRvQ6XT86le/YvXq1RN+dibZs2cPCoWCmpqaKb1/YGCAtrY2SkpKDqoipqWlBZ/Px4IFC6b0YC+KohyZ7PF4ZG+cQCDA8uXLyczMnJHzqK+vj87OThYsWDBr5fy7du1i165dfOUrX5lwmffs7uMvz9fT2e7FNzhIQkyQYTSi1ig5/vhCTl1TMeZxuG3bNrKysmakxWgmSSQS7Ny5U64mmQn8fj/79u0jLy9vTlTVTIWR7Xler1f2srLZbFRWVh5U/PdcQmrldTqdiKKIxWKRW3n3p7+/X27BlQzXZ1Jw83q9NDc3k5qaSkVFhfzd3d3dOBwOioqKsFgsB/39wWBQriiRvmffvn0oFAoqKytnZB1mmlAoJIs2oVAIQRBIT0/HZDJhNBqnLbRIviQ9PT2o1epkjPdngITYSSh+P4gqBA5MkhTFMCK9qBQno1Z86VN7rUoyMwiC8LEoikvHei1ZUZMkSZI5jyiKskATjUZJS0vDZrMd1tJot9tNa2srOp2O8vJy2traiEQiFBcX09raOu4Md39//wEmwmNV7QQCAVQqFYsWLTog/UcUxUljz2OxGOFwGFEU+dnPfkZ6ejrbtm3jxz/+MSeeeCIejwcYnr3dv/Wqp6eHDRs2cOmll45KzppIIJqIG264gSuuuIK9e/eyZs0aqqurufTSy7j1lvcxm8cWaSLhyL/bgAy43QJez/g92qIoyulNAC6Xi/z8fP71r39x2WWXcd111x3Uch8KVquVjo4OhoaGJj0uJZ8eqYx+uoTDYdxuNzk5ORMOCuLxuDyY9Xq9xONxeVAhDep6enrIysqaMVElEAjIM+OzRSAQQKvVTrjub7/VzhMbd5KRqaOgKB2PJ0EsGiPLaiQajfPG623U1fVzzf99HqNxdCWClPw015C8NFwul5y4dajM5aqa8ZCOYSn+u6Kigt27d8tx1pIB8XTjv+cKKpWK/Px8srOz6enpob+/n4GBAbKyssjJyRlVvWGxWMjIyJAThVwul2xaOxNIomBLSwtNTU2Ul5ejUCiw2WwEAgE6OjrQ6XQHfS/W6/VoNBq8Xq8s1Oj1evl+NRfR6XTYbDZ5G0iiTWtrq5yCZzKZSE9Pn9L5lIzx/uyhEArQKb9NOP5nRLELESWIGiABREDQoRbORKU4NrmPk0zI3L8jJ0mS5L8WURQZGBhgz549dHR0oNFoqKyspLKy8rCKNP39/bS0tJCamkpVVRU9PT0MDg5SVFQk+16MJdT4fD7C4fCUWo46OztRqVRjmsoKgoBarZb9UCTPFZvNRmFhIaWlpVRWVjJv3jy5XNtkMvG1r32NzMxMNBoNRUVFOJ1OvvWtb3H22Wdz/vnns337dgYHB7n++uvx+Xwcd9xxrFixgvr6evx+P88++yyLFy8mPz+fb33rWzQ0NNDS0kJHR4ecruVyufD5fAQCAdl41u/3s2fPHhKJBEcddRSxWIzWFj9PPvV/dNn/U6X5yKNXs6/+PaKRKE1NO3n62R+y6anv8d77d+N0+ojHh7dtU1MTJ554IgsXLmThwoU88MADNDc3y0a48+fP5+mnn+bZZ5/lnnvuYfHixQeUzldUVLBjxw7537/5zW+45JJLANi6dSvHHHMMCxcu5JhjjmHr1q0AtLW1YbFY+OEPf8iSJUuoqqrinXfeGXP/mc1mlEqlLB5NRG9vL9Fo9KArNnp7exEEYczEkHA4TG9vLw0NDezYsYPW1lZ8Ph8ZGRmUlZWxePFiysvLWbZsGR0dHfJnYDjBYsuWLdNeHo/Hwx133AEwKsFlOtx0001yXz7ASy+9hCAI7Nmz5/+zd97hcZTn+r5nq1Zlm3rvxb0XSoyNgUOvMTEQwKal0FsI5YTQTgglEHpCM8XAoQVy+KUBwQ7dgLsty+ptV1rtrrZoe5nfH8pMJEuyJVtyY+/Lui5LuzszOzszO9/7Pe/zyH879dRTef755/nwww957bXXUCgUrFmzRk7ekD6v+nonr760hdz8VIymJARBQBAEueVQrVZSWKTH3uPj+T9u4JNPPpGXAf0+NdKxPBYWL17MBx98MObXSUjbvzvS09OJx+NyatCSJUv2en0SkpHvaI7dgxGtVsvs2bOZPHmy7KtkMpno6+ujpaWFzZs3U1tbi8VikdvmDgXUajVFRUVMmTIFk8lEd3c3W7duxWq1Diqiq1QqSkpKqKqqQqFQ0NDQQGNj414dw8NhMpkoKSnB6/XS1NQkR9eXlZWh0Whoamrap8KmXq/H6/XK56dOp5MnJQ52kpOTKSgoYNq0aVRXV5Oeno7X66WxsZHNmzfT0tKCx+MZVeKcFOOdkZEh+xUdDC1gCfYOhZBPkvJaklTXoRKOQamYjFIxG43ix+iU/41aeVSiSJNgjyQUNQkSJDgokQYiwWCQ5ORkKioqxm2WcCx0d3fT0dGBXq+nvLycnp4eOeEnPT2d5uZmuYiyK3a7HZVKJUfRjoTD4aCvr4+SkpJ97k+Px+N0d3czb948LBYLmZmZHH300QBcccUVvPjiiyxdupSPPvqISy65hIaGBl555RXmzp3Lli1bZHWOTqfD7XbzwQcf4HK5WLRoEcuWLaOgoEB+zq6Ew2Ha2toQRZHJkyeTmprK1q1bufrqq/nLB5tBEAkFQwSDQTkuORqJ4nA6+PDjJzj6qHOZM+dk2tq38cdnr6S7u39Qdd5557Fs2TKOP/54GhoauOKKK1i3bh0VFRVA/0Dl5ptvZtu2bcydO5errrpqyLZdfPHFvPTSS/zud78D4MUXX+SRRx4hHA5zzjnnDNov55xzDg0NDfJnc8QRR3DfffexevVqbrnlFj7//PMhy1coFGRmZtLV1UU4HB5RURKJROjq6sJkMu1VsTEajeJwOEhPT0etVg8yXXW5XHJahE6nIzs7G6PROGICk0ajQRTFfRrQRaNRuVBz4403yqbZY2XJkiWDPre1a9eyYMEC1qxZw5QpU4jFYnz22Wc8+OCDtLe3s3DhwhFnq//x1waSU1Rotf+5xRlYqJHIyU1l504HubvUy9Rq9UE7oE9NTUWj0eB0OqmsrOSTTz7Z52UeiqqaXREEgfLycmpra7Hb7UyaNIni4mL8fr/sbTPa+O+DDa1WS0lJCdnZ2VgsFrlInpOTQ2Zmpvx5paWlMXnyZLq7u7FarWzbto28vDyysrL2eUCYnp6OKIq0trbS1NREWVkZSqVSNhdubGykurp6r9ZjMBiw2+309fWRlpY2KPnpUFJCSZ5KhYWFeL1enE6nnF6mUqkwmUyYzebdXvcVCgXFxcUYjcZEjPdhgCAICBSgUR5cbbQJDh0ShZoECRIcVLjdbiwWC36/n6SkJMrKyg5YGoLUh28ymSgtLcXj8dDR0YHJZCI/Px/oV80MV0CKRCK4XK49DnxisZjcBrOv6R1Op5NoNMptt92GSqWioaGBt956C41Gw5YtW9BoNLJR3XHHHYdGo6Gurk7uh9doNHKBQaVSceGFF1JQUEBBQQFTpkxBFEWmTJkir29gO1ZXV5esCvrb3/7GV199RXNzM8uXL/+3hL8WMR7H5/PR6+wF+gs73V1dGAxFOJztzJp1IgBFhVMwm4vpdXpZv349mzZt4plnnsFsNnPqqacyZ84cduzYMawn0EhcdNFFLFiwgAceeIDa2lpcLhc/+MEP2Lp16273S2pqquyTs3DhQm688cYR15GZmSmnkI2kluns7EQURfn4GSs2m02Ojm5pacHtdhONRhEEgbS0NDIzMzEYDKOKkZVafHaN6Ib+4/qGG25g8+bNBINBlixZwu9+9zuUSiWLFy9m5syZfPXVV5jNZgRBwOVyMWvWLARB4N1332XmzJnystra2rj44ot55JFHRtyWI488kubmZrq7u8nOzmbt2rXceeedrFq1iiuvvJINGzag1+vJy8vjueee47vvvhtkuighivD8Cw9h7d5ANBLirLNuoaR4OoIg0NzyHe/93wdEo2GUSjUnn3QVak0xmzf9J1WjpaWFOXPmcMYZZ7Bx40YCgQCrV6/mmWee4euvv0an0/H++++P2s+lpaWFuXPnYrfbh/39ySef5JFHHkGv13PKKafIr7v11lsxm83cfPPNvPnmmyxfvpyuri6ysrK47rrrOPvsswE44ogj5GW988473H777eh0OpYtW8btt9+O1+sdVUFQSoCSCgCHIlKajlQ4qKqqkuO/c3JyBsV/S6bEgiDIhaqB8d8HIzqdjvLycnw+HxaLhY6ODrq7u8nLyyM9PV1WjuXk5Mhx7pKJe1FR0T6rUDMyMojH47S3t9PS0kJJSQk6nY7S0lIaGxtpa2ujuLh4zMvV6/UIgoDb7SYtLW1Q8tOh6NUysDUvHo/j8XhwOp2yCbZGo5GLNiN5bO0a4+12uykpKTmkClcJEiTYdw69aZMECRIclni9Xnbs2EFDQwOxWIzS0lImT558QIo0oijS1tZGV1cXGRkZlJaWEgwGaWpqIjk5mZKSEqDfKyMajQ57M+lwOGQjyN0h+e7sa3qGy+WipaUFhULBn/70J+rq6njjjTdYuXIl3d3de7XMXX11dlXRSF4JnZ2deDweioqKyMnJ4b//+7+pq6tjy5Yt/L//9/9ob2+nsCgfrTYJg0FPRmYGJpOJaCyMRqsd9BnH43H6+vqIRWP09joIh8MIgsC0adMoLi7e64GU1ELw17/+lVWrVrFixYpRzf7umrgynJJIQroBt9vtw/r7+P1+HA4HWVlZoyqkDCQcDtPV1cW3336L1WrFYrHgdrvR6/WUlZUxY8YMKisrx7RsqQXuuOOOY+bMmYOi5W+44QaOOeYY1q1bx8aNG7HZbLzwwgvy401NTXz22Wf85S9/4cknn8RoNPKPf/yDF154gZKSEjZu3MjGjRt58cUXMRqNw6qcBqLT6Zg/fz5r1qzB6/Xi8/k48cQT2bhxIwBr1qxh8eLFBAIB4vH4iIlnTqeDnJzJXH3lCyxZcjF//8czAPT2Wln37TtcfOGDXPmz5zjrjF/wxv/eiUGvpcvaN2gZvb29zJw5k2+++YZLL72UpUuXcuWVV7J582bmzJnDE088Mar9uyc2b97Mfffdx+eff8769etxOBzyY0uXLuXjjz8G4OOPP2bhwoX885//JBKJsHHjRmbOnDnIx6O7u5srrriC//u//2PDhg1jPk8GqmpGE2N+sCKlEvl8Prm1T0KK/y4tLWX69OlUV1eTnZ0te0Zt376dLVu20NbWhtvtPmj3g2TsW1VVhUajobW1lW3btuF0OuXnaLVaKioqKC8vJxaLUVdXR2tr626vX6MhKyuL/Px8nE6nvH+NRiO5ubly6t5YUSgUpKWlDUqfU6lUh0Xbj0KhwGg0UlZWxvTp0yktLUWn02Gz2aitrWXbtm2ycnhXpMJjcXExfX19bNu2jd7e3gPwLhIkSHCgSChqEiRIcEDp6+vDYrHg9XplLxVpdvBAIIoizc3Nsllrfn4+kUiEhoYGlEqlbKYI/aoDGN6fxm63D5JxD0cgEMBms5GRkbFPiTsej0cuIg1Mdlq2bBlvvvkmv/nNb3jggQcIh8N88sknLFmyRB70VVdX09fXJxedRhMz+sQTT9DR0cG1116L1WpFqVTK6UUD1UPV1dXcfffd3H777dxz1xukpGRjse5kyuRFNDdvw+Fo+3cLkIHsrFK++urPlJUuxGLdidvTTmVVAQsWLGDmzJmsXr2alStXUltby6ZNm1i4cOGY99OKFSt47rnn+Oabb/jqq6/kbRxpv1gsljGvIysrC6fTSUNDJ8GAhnA4TnKyivIKMx0dHahUKnJzc0e1rIEtTYFAAKfTSTAYZMaMGeTn55OSkrJP58nbb7+NRqMhHo9TU1MzyKflz3/+M+vWrePhhx8G+otMA1VC559//pBjxefzDTL5bW9v54c//CGrV6+mvLx8j9uzePFi1qxZg16v5+ijj0apVFJZWcm2bdtYs2YN55xzDoFAAKVSOaJKLTk5hdKS+QAUFk7hr397CoCGhnV4PN08+/zV8nPj8Rg+v5N4fHBLVGpqKkcffTThcJjZs2dTUFAgK4TmzJnDhx9+uMf3MhrWrFnDKaecIsezX3HFFbz55psAHHXUUfzoRz8iHA7z+eef89BDD/H222+Tn5/P1KlTSU9Pp729XV7W119/zezZs2WV2SWXXMINN9wwpu05HFQ10O+pkpeXh8VikVsAd2XX+O9IJDJIaSPFf6elpcmmxGMtrk40aWlp1NTU4Ha76ezspLm5ma6uLvLz82WVp9FoRK/Xy+1SLpeLgoKCfVJv5uTkEI/HsVqtCIJAUVGRbKzb3t6OTqcbs3rHYDDQ3t5OKBRCq9WSlJQ0bPHiUEapVGI2mzGbzXLLqNPplFvykpOTZaXNwNbZRIx3ggTfXxKFmgQJEhwQ/H6/rApQq9UUFhaSkZFxQP0R4vE4jY2NeDweOXVD+ls0GqW6unqQ9Njj8aDT6YbIkSUT4eGMgQfS3t6OQqHY6zYY6C90NTY2otPphm0F+s1vfsOcOXO45ZZbeOedd7jmmmtkw1dpoG42m7nggguYNm0aJpOJL774Yrfr3LJli3zzbzKZKCoqGrHA85Of/ITHHnuMXtdGZk7/IWv+9QBbt60l3VxMTnYF8Xgch8PB4kU/4eNPnubrdW9jNJZQUjKF7Oz+WMvVq1fzk5/8hEceeQSVSsUrr7wyKoPmXTn77LO58sormTdvnqxg0mg0I+6XvcHpiPLBn7uo3V47SCkkilEqq9Scs2zmiDfYkkxeGjBGIhF5QJmfn48oihQVFVFdXb1X2zYcWq122IQVURR57733KCsrG/Z1ww3EfD6frC7zeDyceuqp/Pa3v+WII44Y1bYsWbKEn//85xgMBo455hgAFi1axMcff8xnn33G448/TiAQQKVSjVig0mq1xGMioiiiEBTE4zGikSjRWIzysrmct/zXg55vt/sxmgarT6TPPhKJoFQq96gs2x1SgprEaAefOp2O6dOn8/rrr5Obm8uSJUu48cYbKSgoYOnSpZjNZurr60e9HaMhJSUFvV5/SHvVSOTm5hIIBOjo6JBN2HeHWq0mIyODjIyMIfHfbreb9vZ2kpKS5Bapgyn+W9omp9OJxWKhoaGBlJQU8vPzSUtLQ6FQyMWZtrY2WlpasNvtFBUV7bVCMS8vT/ZDk5ZfWloqt51NmjRpTNdQqVDjdrvJyspCp9MNUggdbqhUKvl4i0Qi9Pb24nQ66ezspLOzk9TUVEwmEyaTCbVajVarpbq6Wo7x7uvro7S0dL+GKiRIkGD/kyjUJEiQYL8SCASwWCy4XC5UKhX5+fkHxaAgFovR0NBAX18fxcXFcstSa2srPp+P8vLyQaoXqUVnOJM/yUR4d21bvb29eL3e3RY59oTf76ehoQGNRkNlZSVKpZKWlpZBz6moqJAl5bm5uXz55ZfDLuvZZ58d9Puu6T9r1qyRWwS+/fZbnnjiCcrLy4cYJa9atWrQ7yqVirq6OgCUii0oFPeQlhZDrVYjCAKxWIxYNEZJyWSuuvI5AoEovc4Qt95+FIVFBvk9SG0guzLQIHbXde9KcnKyvC8GMm/evGH3S0lJiez/Mdzvu1K7vYcnHvuGWCxKerqajAwt2iQtiNDZ2cU367x4PDu57gYzJlP/4F/yMnK73Xi9XrmtR6/Xy7PhKpUKp9OJIAjDqgP2Ba1WSzQaHdKqdfrpp3P//ffz9NNPo1QqsdvteL1eSktLhyxDr9fj9/sJBAKyF8gPf/hDLrzwQn74wx8Oeu5FF13EWWedxVlnnTVkOUcccQQtLS1y4Qz6CzUrVqzAaDRSUlLChg0bdjuTrFAI5Bek4fH8x3fH5/NRXDiD79a/S3d3M9nZ/e+ho6OWeCyfBUdk8/mA2qQ0AB+P1JycnBxZkVdRUcFrr70mP7Z48WJ++9vfYrPZyMrK4vnnnx/02qVLl3LnnXfy05/+FK1WS0FBAatWrWL16tWyN5BUBFqwYAErV66ksbGR8vJyXnrppb3a3ry8vMNCVQP956vUslpTU7NbdeNAdo3/DoVCcsHGZrPR3d19UMZ/m81mTCYTDocDq9XKzp07ZV+nlJQUdDod1dXV2O12Ojs7qa2tJTs7m9zc3L36/i0oKBhUrMnLyxtiLjza5UoqmoGFmlgstltj9sMFKakxKyuLUCgkF23a29tpb29Hr9fLRZuBMd51dXWJGO8ECQ5zDt3pkgQJEhxShEIhmpub2b59O16vl7y8PKZOnUpOTs4BL9JEIhE5krqsrEwu0litVpxOJ/n5+UMKEn19fYiiOGSmVhp47659Kx6P09HRQXJy8h49bEYiEAhQX18vt4fsbbFntHi9XrZv305XVxfvvvsu8+fP32Oa1a4sPFKPyRygpcWFxxNGoVRgMpv6fVWSdHR3+XH1hvj5VXPlIs1InHTSSTzzzDOD/iaKImVlZaxdu5bLLruMTz/9dKxvE9i7mOXurj6eeuJbDEYtRUVm1GoVfb5+7xOf34dCIVJdnUOvM8ATj33Jl19+hUqlYurUqRx55JGcccYZtLS0UFVVxYwZMygrK8NsNsufa3d3N0lJSbz33ntDih97yyuvvCK37+1alHj00UdRKpXMmDGDadOmceKJJ9LZ2TncYjCbzSxbtozly5dz+umn8/nnn/Pxxx/z6quvMnPmTGbOnMmDDz4IwHfffUdhYeGwy0lKSmLBggUAshpt3rx5dHZ2snjxYoLBIKIo7lZRA3DiSeU4HcF/tzSJ+AN+cvPKWPbDO/jTe7/l8SdW8ujvf8xnn/8JszmJouLhj7W9iQdesWKFbMBdUFDA9u3b+f3vf8/xxx/P/PnzBxWZpk+fzm233cZRRx3FnDlzhpxPS5cupbW1VTZNXrp0KQ6Hg/nz56NSqUhNTUUU+9VD2dnZPPPMM5x88snMmjWLnp4e1Gr1mFsqB6pqDlaPltGiUCioqKhAEAQaGxuH9Y0aDVqtlqysLCorK5k5cybl5eUHbfy3IAhkZGQwZcoUCgsL8fv9cuFE8nyRHk9PT6erq4tt27YNq6obDUVFRWRkZGC1Wunq6iIpKYnS0lL8fv8Qj6A9YTAY8Hq9xGKxQclP3ye0Wi05OTlMnjyZyZMnk5ubSygUorW1lU2bNsmx6zU1NYkY7wQJvgcIu8ZVDmTu3Lnit99+ux83J0GCBIcb4XAYq9UqJ2xkZWWRnZ094YWF0RIOh9m5cyeRSITy8nK58NLb20tTUxPp6emyefBAOjo6sNlszJw5c1Chqauri87OTqZMmTLiDK6UJlVdXb1X0uVQKCSrVKqrqyfUO0FKperp6UGr1VJcXDymJA5RFHG5XDQ1NbFjxw50umSUikK++8ZNjy2IQtk/4BYEWLCwgKXHlZKXv+flv/XWWzz88MOy1wzAJ598wuWXX059ff0+zTAuXryYm266SU57Gg1vvrGNtWtbyf/3tns9Hvr6fKSnp+Nw9pvEJicnEwqG6OzsY+nxWm697WfU1tZiNBp58cUXeeyxx6itrR2ybI/HQ319PcXFxXzwwQd88MEHvP3223v9/uLxOIIgUFpayltvvYVCoRhWHTUWOjs76e7uHnI+DMThcLB8+fK99nhxOp00NzejUqlITk4eMfUrHhdZ/cpmPv1XG0ajgkDAR2ZWpnzNEUURpyNANBrnxpuPHLZQs3nzZvR6/bDn/sGCdI2qrKxEr9fj9Xrlc/PFF1/k+eef57PPPhvzcn0+Hzt27CA/P/+QV9VAf1F9586dpKWlyYWb8SIQCMhqm76+/sLswRT/HYvFZBVQLBbDbDaTl5cnf2f09fXR1tZGIBDAYDBQVFQ0ZgWLKIq0tLTgdDopLCwkKytLNjyXfh8NXq+XnTt3Ul5eTmpqKps2bZJbkL/v+Hw+WWkTiURkk2KlUonT6SQejydivBMkOEQRBOE7URTnDvfYwTFSSpAgwWGHFNkspUBkZmaSk5NzUEjEJYLBIDt37iQej1NVVUVKSgrQf1PU0tJCamrqiHGjHo+H1NTUIYPSPZkIh0Ihuru7SU9P36sijVRYEkVxwos0brebtrY2wuEw2dnZ5OXljVr9FI1G5RQQr9eLxWKhoKCAI444Ao1Gw+lniFg6vfh8ERRKgezsFNLSRv9ezjjjDH72s/5Cx6RJk4D+wenKlSsRBGFQseWPf/wjjzzySL9/STzOm2++SU1NDbW1tVx77bV0dXUhiiI33XQTF198MQBr167l/vvvx2KxcO6553L//fcD/Sqrq6++Wh7cnHfeeVx//c18+mkbq1+/hBnTl9LYtJ6szFLmzF5OfUM98Vgco9FIwB9Aq9WSkWHE1t3f4iQNhKXtlXj55Zd58MEH5Xan2267TTYAdbvdnH766TQ0NJCTk8Mrr7wi+xz99re/5Z133iEajZKfn8+zzz5LTk4Ov/71r9m2bZv8mV544YVYLBYuvPBCRFHk2WefZdGiRaPe/7vi8/nQ6XS7PT7S09P3yYg3EAggCMIgw+zhUCgEzv/xNAzGJN54/RsElKg1YRSKCKFgjEg0TkF+GisumUlB4fDeJRqNZq8UNfsTg8EgD9T0ej2PPfYYb731FtFoFLPZPKSdcbQcTl410O+nVFRURGtrK52dnYNMsfcVnU6HTqc7aOO/lUolubm5ZGZm0t3djc1mo7e3l4yMDHJzc0lNTWXSpEnYbDYsFgvbtm0jNzeX7OzsURe0BEGgpKQEURRpb29HEARyc3Px+/2yR9BoivupqakolUrcbjdGoxG1Wp1QivyblJQU2Xeor68Pp9OJy+UiGo0Sj8dl5ZTL5aK0tPSgus9KkCDB3pMo1CRIkGBciUajcoFGFEXS09PJzc096PrMfT4fDQ0NCIJAdXW1fAMdDodpbGxEpVJRXl4+7M1qJBIhEAgMMQGWTIR3Zw68LwbCkUiE+vp6YrEYVVVVo/ZcGCvRaJT29nacTic6nY6amhq5iLUn/H4/NpsNp9OJKIrodDpEUaSysnKQwaQgCOQX7N7gc3doNBouuOACXnzxRR544AG8Xi/vvffeoIhpiZtvvpkdO3bIMvJYLEY0GuWMM87gvvvuY9myZQCD4pHb2tr417/+hdfrpby8nEsvvZTKykouuugi/vu//5tFixYRDodZunQpxcWTiUXVCIC3z825P/wfIuEIva5eep29FBYVkpWdhVajBQFS02JD2gL+9Kc/sXz5cgC2bt3KL3/5S7777jsMBgPXXHMNjz76KEuWLAHgs88+Y+PGjVRXV3PXXXdx7bXX8vbbb/Pqq6/S2NjIV199hUKh4Omnn+bGG29k9erVQH8y0Pr16+V2u2effZa3335bHtjvC36/f5+XsScCgQBJSUnE4/E9Fg+USgVHHZ2BOb0KX18a7W0BIpEY6enJzJ2fR2mpcbcDUbVafdC3XSgUCkwmE06nk6KiIm6//XZuv/32cVn24eRVA/3tPoFAgO7ubnQ63T6lHo2EFP9tNpsRRRGfzycXbiSTWI1GIxdtJKPf/cFAPzir1YrdbsfhcMgTKNnZ2ZhMJtrb2+ns7MThcFBcXDzqyQRJoRePx2lra0OhUFBSUsKOHTtoamoalbmw5A0k+YgdjslP+4ogCKSlpZGWlkZRUREej0cu2jidTjZs2EBTUxNTp04d14JkggQJDgyJQk2CBAnGhVgsRnd3t+xtIBVoDrZIU+iXWDc0NKBWq6msrJS3UUp4isfjVFdXj9ieNVIsd09PDyqVasQWEmmmtaCgYMwzXtFolPr6esLhMJWVlfsU5707JBPDWCxGbm4uubm5e5xZldqbbDYbfX19KBQKOdGitbVVblMZ72LdJZdcwoknnshvfvMb/vd//5ejjjpq2JvTY489losvvpjTTjuNU045hbKyMrZt20Y0GpWLNMCgwduyZctQKBQYDAYmTZpEY2MjeXl5rFmzRlaJQf9n+u2363C5JhOLxykv6Y8NT05OJhKNIIoiRqNx0HkgCAKxaP8+mzlzJj09PQSDQdatWwf0t3CdfPLJ5Obm0tzczLJlyzj//PPl1x999NFy8tNll13GtGnTgP5I7W+//ZbZs2cD/ceMFNMLcPLJJw/riaTVagmFQkP+PlqCwSCxWGzUxby9JRAIkJqaitfrHVU7ic1mw2xO5eijJ415XRqNBq/XuzebuV9JT0/HbrfjcrnGtVB2uKlqoN/8NhAI0NraSlJS0oQerwPjv/Py8oaN/5YG3VLhZn98V6rVaoqKisjOzsZqtdLd3Y3dbpdbksvLy2XVXV1dHenp6RQUFIyqVVkQBMrKymhsbKSlpYWysjIqKiqora0dtbmwwWCgt7cXv9+PTqfbrXn79x1BEORjJx6P43a7sVqt1NbWsmbNGjIyMpg8eTKZmZn7XcmVIEGC8SFRqEmQIME+EY/HsdlsdHV1EYvFMJlM5OXlTZjaY1+R/FKSkpKorKwcVDBpbm7G7/dTWVm52xsbr9cr+2RISDfiWVlZwxY24vG4HPE61j5yKZEqGAxSUVExIZGckUiEtrY2XC4XKSkpFBcX7/HmLhqN0tPTQ09PD5FIRE6mkWLWm5qa8Pv9VFRUTEhhacaMGeTl5fHXv/6VF198keuuu27Y57377rt88803/POf/2TJkiU888wzcjz3SAwXySx5u/ztb3/D7/fj8XiIxWJ4vVGefaYJhSCQk5OP2WTG4XCg0WjIzMgkGAhi0Bvg34dFwB/BZNZiNBrZuHEjsViM66+/nvPPP3+Q546UADLaAbgoitxxxx1ccsklwz4+0nGj1Wr3qcVAMlCdqOIhICfA6HQ6XC7XHgd8Xq8Xv98/YuvinlCr1cRisVGpdw4kqampaDQaHA7HuCuaJFVNT0/PYeETIhUSJHPdmpqa/ab0HCn+2+PxyOk++zP+W6vVUlJSQk5ODhaLBavVSk9PDzk5OWRmZjJlyhS5kONyueTr+p6Q/K7q6+tpbm6mrKyM0tJSGhoaaG1tHTY1biBSYdntdqPT6YjH44RCoYNywudgQlLXmUwmqqqq2LFjBw0NDXz55Zfk5eXJSi+z2ZzYlwkSHEIcvHcfCRIkOKiRCjRbtmyhs7NT7nUvKys7aIs0DoeDxsZGkpOTqaqqGlSk6ezsxOVyUVhYOEQpsysej2fIc+x2O6IokpmZOexruru7CYVCFBUVjekGXFL5+P1+ysrK9rhte4Pdbmfbtm14PB4KCgoGtYINh9/vl9NOLBYLOp2OiooKpkyZQnZ2Nkqlko6ODnl/DlR1jDeXXHIJv/71r9m5cydnnHHGkMej0ShNTU3Mnz+fX/7yl5xwwgls2LBBVky99dZb8nMHtj4NJB6P09vbi8ViYebMmdx111309fVhMplISkqiqqqQOXNLEEVAAIfTIRt3vvr69Xg89kGFEJcrxMIj/qP8USqVPPDAA1itVt5//32WLFnCX/7yF7Zu3QrA+++/z/HHHy8///PPP6e+vh7o9+U59thjgf5I7aeeeore3l6gv9CzadOmEfed1GYgKWp2Fy6wO3w+HwqFYkLPe2n/SYO3PRVPbDab3IqyN0gD+PGI6J5o0tPT8Xg84+6pI6lqurq6DvkEKAmppTUWi8nqyf2N1OJTWFjIlClTmDp1KoWFhWg0Gmw2Gzt37mTTpk00NTVht9sn1CspKSmJsrIyJk2aRHJyMh0dHWzduhWHw0FeXh6TJk1Cp9PR2trKjh07RlXQldK2kpOTaWpq6m9zzc/H6XTS3d2929eqVCpSUlLkQg18/5Kf9hUpTfD444+nurqaUCiEw+Ggs7OTrVu3UltbS3d39yFxbUuQ4PtOQlGTIEGCMSGKIna7HavVSiQSIS0tjfz8/Alve9hXuru76ejoQK/XU15ePmig53A46OrqIjMzc49ql0AgIL9vCWmfpKWlDTtbFQ6H6erqwmQyjTkxqampCa/XS2lp6T6l8gyHFPsppcUUFxePONsmiiK9vb309PQMam/KysoaMkC32WzYbDaysrImPIXi/PPP56abbuKKK64YdnY8FouxYsUKWYVRWFjI/fffj0ql4v333+eqq67i7rvvRqFQcNNNN3HhhRcCyEaYLpcLn8+Hw+EgHo/zxz/+kfvuu48LLrgAgLS0NF544QWOP6GMO38NvS43JmMKZrOZSMRPIOAhNc1An68PXbIOny+MRqNk6rTB+yUpKYl7772Xu+66i/Xr13PfffexfPlylEolNTU1/OEPf5Cfe9RRR3HTTTdRX18vmwkDXHjhhdjtdo455higv8D085//nBkzZgy776655hpWrlyJRqPhzjvvZOrUqXulMPD7/aSkpEyoAkAaIErH5+5an0KhEC6Xi9zc3L1Ww0hF3EgkctAWniXMZjNWqxWn0znuypfDTVUD/cW+srKyUas8Jhop/jsrK4t4PD7IkFgquiYnJ8tqm4n4rpXaUyXj97a2Nrq7u8nLy6Oqqgqn00lHRwe1tbVkZWWRm5u723NQqVRSWVnJzp07aWxspKKiApPJJJsL727CwWAwYLFY5HYrKZEqwdhISUlh+vTptLe3Y7fb5TSyQCBAR0cHHR0dpKamYjabMZlMB00SZ4IECf5DIp47QYIEo0IURZxOJ1arlVAoJPfej6XwcKCQpN0mk4nS0tJBA8qxRrdKBZ9p06bJg1opPrmsrAyTyTTkNY2NjXg8HqZMmTLqgbAoijQ3N9Pb20txcfGoZOejRRRFOeVDEITdytojkYic3iS1N2VlZZGenj7sjbrL5aKxsRGj0UhZWdmEDt7Hk1gsJg+O3G43sVhM9pAwGo0YDIbdfnaxWIzfP/pPPv+0k+qaXFJTk9m2bS22nhYWzF+G2+UmKUmP1xPl51fPY/qM3Q96pXjbyZMnT7i/gHT8VlVVjfl8FkWRDRs2kJWVNaHmlW1tbTidTqZMmcLmzZspKioaUb3W3t5OT08P06ZN2+v0k1AoxNatWykpKZkQ49nxZseOHYiiKCegjSf19fX4/X6mTZt2ULeBjZWuri46OzsP6hjyAxX/7Xa7sVgssldMXl4eqampdHZ2YrfbUavVFBYWDvt9N5BoNEpdXR3hcJjy8nI6OjoIh8NMmjRpxEkBv99PbW0tJSUlWCwWUlNTD3gx7VDH5XLR2tpKLBajoKAAvV4vx30Hg0H5u85sNsux3wkSJNg/JOK5EyRIsE9IbR/BYJDk5GQqKioOmRmutrY2enp6yMjIGNJ2FAqFaGxsRKvVjrqo4PF4SEpKGjRo352JsMfjweVykZ+fPya1QmtrK729vaP2Bhgtkpmmz+fDYDBQXFw87GDW5/PR09Mjpzfp9XqKi4t3+7n7fD6am5tJSUkZUhA7GAmFQrjdblwuF319fYiiKH+ORqMRvV4/qoGpVFQ7+gcmcnLMfP5pN71OD/l5CygsXIivL0p3dwijsY9rr1/ElKm7VxlJbYX7K85XGjDtjRTe7/cjiuJ+MRKW2p6AET+XWCyG3W7HbDbvU0TtQEXNoYDZbKa9vV3eT+PJ4aiqAcjJySEQCNDZ2YlOpzsov9MOVPy3tDzpu7+xsZGUlBTy8vJkk/impiYMBgOFhYUjFl1UKhVVVVXU1dXR1NREcXExra2tskfQcOdxcnIyarUat9tNUlJSIqJ7HDAajaSkpNDa2kp7ezt6vZ6SkhJyc3MJBAI4nU6cTictLS2yib7JZMJgMBxWxdkECQ41EoWaBAkSjIgUKyrF4paXl497+81EIYoiLS0tcjvArrP9kkEvQEVFxahmkOLxOH19fYMKJ5KJcHZ29pDChCiKtLe3o9VqxzTAaW9vlz0CxmtgJIoiVquVrq4ulErlsOofqb3JZrPJviOZmZlkZmbusf1j11jzg/HmTorMlYozkveBTqcjOzsbo9FIcnLymApMUpHG7XZTVlbC/PkZnHpaiO++tbB5o41gKIrRmMQpp+WTpg9SUbnnwaDD4SAaje63WX6NRoMgCHuV/OT3+wH2S6HGbDbLhZqRzle73U48Ht/nljuFQoFKpTpkfBzMZjMdHR04nU7y8/PHddkDvWoyMzMPynN7bykuLiYYDNLU1ERNTc1BnY6za/y33++XizYTFf9tMpkwGo04HA6sViv19fVyNLTP58NisbB9+3ZycnLIyckZ9tqpVqvlYk1bWxu5ubl0dHTIyVDDIRWJ0tPT8Xq9iKJ40Bf+D3bUajUVFRXY7Xba29vZtm0bxcXFmEwm8vPzyc/Px+fz4XQ66e3tpbe3F6VSidFoxGQyodfrE59BggT7mUShJkGCBEPweDxYLBZ8Ph9arZbS0lJMJtMh8yUdj8dpamrC7XYPK2uXvF9CodCgeO494fP5iMfjg/rrJRPh4VQvNptNTmoa7b7r7OzEZrORnZ1Nbm7uqF4zmu1ubW2VB7uFhYWD+tGHa28qLCwcsb1pV2KxGPX19cTjcWpqavZJyTDexGKxQbPQ0WhUjs7NzMzc51jc4ZRPer2WJceWsuTY/8j1I5EIW7ZswWazUVhYOOLyRFGku7ublJSUCUn3Gg5BENBoNHtVqPH5fKjV6glNzwmHw8RiMXQ6HbFYDBheUSO19KWmpo5LApVarT5kFDUqlQq9Xi8XeMf7Wn24qmqklKKBSVCHgleHpKSRVC4TGf8tCAIZGRmkp6fT09OD1Wqlrq5Obm91OBxYLBacTidFRUXDtk9qNBq5WNPV1UVGRgZ2u52urq5hC9IGgwG73U4sFkMURUKh0EHvFXWokJGRQWpqKi0tLTQ1NZGenk5hYSFKpVI+pgoKCvB6vXLBxuFwoFKp5GSpQ6HlPUGCw4GD/9soQYIE+42+vj4sFgterxeNRkNxcTHp6emHTIEG/qOU6evrG9Hbpb29HY/HQ3Fx8ZhuODwejzzIh/+YCOv1+iE3wZFIBIvFIt8kj4auri551no8/D7i8TgWi4Xu7m40Gs2QljWfz4fNZqO3txdRFDEYDGRlZY0pWUoURRobG+Wi18FwMx0Oh2XVjDQbq1QqMRgMckvTePTgt7W1jVr5pFarMZvN2O128vLyRly/y+UiFApNqN/LcEjJT2PF5/NNaCw3DE18guELNS6Xi3A4vNtC2FjQaDSHjKIG+tOfJC+T8R5IHc6qGo1GQ3l5udyeU1lZeUh958HQ+O++vj65cDNe8d+CIJCVlUVGRgY2m42uri5cLpdc/JcSq8xmMwUFBUMK9lqtlqqqKnbu3Inb7SYlJWXEtrO0tDQEQZALpcFg8KD4bjlcSEpKorq6WlbZSoEF0r2NlEym1+spKiqSja2lIqD0fWYymQ76IIkECQ5lEoWaBAkS4Pf76ezsxOPxyCaBmZmZh9zNaiQSoaGhgUAgMKKxr81mk2eFx+r94vF4SElJkQfZHo+HcDg87KC6o6MDURRHPWi02Wx0dnZiNpspKioa03YNh9frpbW1lVAoRGZmJvn5+SiVyiHtTUqlctTtTcMhpUaVlJQc0Fm2gS1N0sA+KSmJrKwsuT9/PI/nzs5O+TgarfIpKysLh8OB3W4fsbDT1dUlD6j2JxqNBpfLNabXxGIxgsHgXkdgj5aBhRqv1wsM3/pks9nQarXjtu/UarXc2nUoYDAYUCqVOByOCTkXc3NzqaurO+xUNdBfiCouLqalpYWOjo5xK/YdCCQlTVpaGgUFBbIXl9vtxmaz0d3djVKpHKS2GYsKUqFQkJOTQ2ZmJl1dXXKx32QykZqaitPplNWsGRkZg667SUlJchpUKBRCpVLR3Nw8xFxYqVSSmpoqt6cGAoFDpu36UEEQBPLy8jAYDDQ3N1NXV0dOTs4QRZ4gCLJvWzwex+VyyfcQ3d3daLVauSUvUUxLkGB8SRRqEiT4HhMIBLBYLLhcLlQqFQUFBYfsbGk4HGbnzp1EIhEqKiqGVYV4PB7a29sxGo1j9nGIRqP4/X7y8vLkv0mRl7veQPb19eF0OsnNzR2V3NzhcMjbVVJSMqbt2pVYLEZHRwd2ux2tVkt1dTWpqalEIhG6u7ux2+1y5PBY2puGw2q1yoqS/Z2Ms2uMrTTzmpqaSkFBAQaDYcJuGvdW+ZScnExqaqocXb5r4cjr9eL3+ykuLt7vRVKtVks0GiUWi436eNhf/jR+vx+NRoNSqRyx9cnn89HX10dhYeG47TuNRkMkEjlk/DEUCgUmk0luQRnv63hqauphq6qBfkVSIBCgu7sbnU6HWp3Kt99Y+PqrTvy+CDqdmnnz85i3IB+T6dAZkA4X/y1dO6Xi7MD479H6dCmVSvLz88nKyqKrq4uenh4A9Ho94XBYVhwWFRUNUt3pdDq5WCOKoqyCrampGXTtMRqNtLe3IwhCwlB4AklJSWHy5Mm0t7fT1dWFx+OhpKRkWL8mhUIhF2VisZicHGW1WrFareh0Ollpsy8txQkSJOgnUahJkOB7SCgUknvKlUoleXl5ZGVlHbKRjMFgkPr6emKxGJWVlcN6e0iGkTqdbq8SiTweD4BcAIpEIrhcriEGiqIo0tbWhkajGZUZbG9vLy0tLej1+n2Os3a5XLS1tRGJRMjJyZETHaSY771tbxoOyZcgPT193Lx09oTkwyC1NMXjcZRKJXq9Xm5pmmh/iX1VPmVnZ9PY2IjL5Rqi+Orq6pIl5fubgclPozVU9fl8APul9UnappFan2w2G0qlclwLhgOTnybSg2c8kdrrpJaU8eZwVtUA5Ofn4/f7efut9az/NoBKqUJv1KJRK+nzhXjvTzt47087OPmUSk4+tRKF4uAv4A1EoVDI6ggYHP8tDbal+G+9Xi+rtHaHpMLNzs7GYrHgcDhQKBQkJSXJUdtZWVmDWj6Tk5PlYk08Hsfn89HS0kJ5ebm8XIPBQHt7O5FIJFGomWAUCoWc6tja2kptbS0FBQW7NWVXKpVyu10kEpGLNpKxdUpKily0OZh86xIkOJRIFGoSJPgeEQ6HZRWEIAjk5OSQnZ19SJgnjoTf76e+vh5BEKiurh52kBmNRmloaEChUFBRUbFXM8EejwelUikPSu12O8CQ9qmenh4CgcCoko/cbjfNzc2kpqZSXl6+10WaaDRKW1sbvb296HQ6ysvLCQaD1NXV4ff75famrKyscZnlktqq0tLSKC4u3ufl7Q4p2cTlcskKDq1WS0ZGBkajca+8FvYWKS1jX5RPkqmnzWYbVKgJBAJ4PB7y8/MPiFJBOi5CodCYCjVarXZCrx+Skai0r4ZLfZIGCZmZmeNabJaKM+Fw+JAp1KSlpaHRaHA4HBNSqNlbVc2CBQsIhUKy8nHq1KkAzJo1i8LCQqZMmcKPfvSjMW/PySefzOOPP055eTmrVq3iyCOPpKqqaszLkRAEgfqdcN99/43dUcstN7+LRtN/bgR6e3jp1Su45eb3ef+9Oj797O/8+f+eIikpiTfeeIPq6uq9Xu/ixYu56aabOPXUU/d6GXvDeMZ/azQaSkpKyMnJwWKx0NvbiyAIiKJIV1cXvb29FBYWyudySkoKFRUVsqec3W4nOTlZLvxrtVq0Wi1+v59QKHTIKNsOZXaN8Xa73ZSUlOyx0KJWq2XVVjgcluO+JX+ktLQ0zGYzRqPxkL7fTJBgf5M4WxIk+B4QiUSwWq1ycSEzM5OcnJxDfpbD6/XS0NCASqWiqqpq2CKEZHYbiUSoqqra6wGX1+uV4ylHMhGORqNYLBZZ4bGn5UkKn70tHgHyzVAsFpMHqg0NDUSjUZKSkigqKiI9PX3cBv/BYJDGxka0Wu0+FZdGIh6P4/V65cGCZOaakpJCfn7+HgcLE0Vvby+tra37rHySDDnb29vx+/1y4a+rq0uOQz8QDCzUjBafzzfhvkTBYBBRFOXPfLjWJ5vNhiiK+xzJvSsDFTWHEmazma6uLiKRyIRc4/dGVfP1118D0NLSwty5c9m4ceMeXxOPxxEEYbfn2l/+8hf5/6tWrSIjI2OfCjWdHR7e+t/vsDtqMRpy+O67f7Bw4amDtkGlUlBUrOfZ51bxi1t+wVVXrRyynGg0esgNSMcr/jspKYmysjL8fj8Wi0VO2/N6vTQ2NmIwGCgqKkKr1ZKWlkZ5eTkNDQ309vbS3t4ut2FBf2G7p6dH9sM6mOPTDxekGO+enh46OjoGxXiPBklNnJOTQzAYlIs2ra2ttLW1odfr5aLN4dY+mSDBeJM4QxIkOIyJRqN0dHSwdetW7HY7GRkZTJ06lcLCwkO+SONyuaivr0ej0VBTUzOiUqS1tZW+vj5KSkr22ksjGAwSDoflQalkIryrmqazs5N4PL5HI0qfz0dDQwMajYbKysq9UgGEw2EaGhpobm4mGo2SnJwsx52mpKRQWVnJlClTxtVLIhKJUF9fj0Kh2OvtHo5oNIrD4aCxsZFNmzbR0NCAw+EgOTmZkpISZsyYQU1NDTk5OQfkRn28lE8Ski9Qd3c30P9ZToQiZCwolUqUSuWoCzWRSIRIJLJf/GmAQa1PA4/neDyO3W7HaDSOuyfCQEXNoYTU/uV0Oidk+QNVNZLCaV9YsWIFTzzxBAC//vWvWbZsGSeccAKTJ0/G5XJRUlLCL3/5S+bMmUNFRYX8XICSkhK2bt3Kiy++yLfffss111zDzJkz+eijj/jpT3/KzJkzmTlzJhUVFaMaaH72WTtNzWupqT6ChQvOZsvWj4Y12f7b35+kq2s7d9/13yxZsgToL8L++te/Zt68edx11114PB4uu+wy5s+fz/Tp07n22mvlQuP27dtZsGABU6ZMYfny5bJp7q4cd9xxvP/++/LvH3zwgby+hoYGli5dyvTp05k9ezZ/+9vf5OcJgsD//M//MG/ePMrKynjnnXf2+N4HIilp8vLymDRpEtOnT6e4uJjk5GQcDgcNDQ1s3LiR+vp6bDbbsNeN5ORkKioqqK6ulj1L+vr66OzsZOvWrVitVkRRRK/XU15eLkdyNzY2yvvDYDCg0Wjw+/0j7qMEE0NmZiaTJk0iKSmJpqYmWlpa5ON3tCQlJZGXl8fUqVOZNGkSWVlZcjv2pk2baGpqwuVyIYriBL2LBAkObQ6tcn+CBAlGRSwWo7u7m+7ubuLxuOwjcriYuzkcDlpbW+UbwZFmLru6umSz29HOBg3Hrv40UjzlQNWMz+eT03x2Z2IbCASor69HrVZTVVW1V7OuPT09tLW1ySldSUlJBINBsrKyyMzMnJDPOR6P09jYSDQapbq6ep9bQSRvBJfLJXudaDQa0tPT5Zamg2G2TZoF3lfl00AkL5Wenh4KCgrkgs14K0LGylgiuqXPbKILNYFAAEEQ5GNa8iWScDgcRKPRCfFLUSqVKBSKQ05Rk5SURHJyMk6nc8J8ZCbSq+brr79m/fr1gwrhNpuN7777ju7ubmbNmsWiRYuYPn26/PjKlSt56aWXBrUPHXfccUB/UfG//uu/uPrqq3e73nhc5PNP26hv/JiTT7qSwoIp/O0fT2K3W1CrBk9snHLy1VgsO5k86Uze+dMd8t91Oh3ffPMNAJdddhnHHHMMzz33HPF4nAsuuIAXXniByy+/nAsvvJBrrrmGiy++mK+++oqjjjpq2G1asWIFL730EmeccQYAL774IitX9it4LrjgAq644gouvfRStm/fzqJFi6itrZVVeXq9nm+++YbPP/+cc889l3POOWfPO38E9iX+OzU1lerqajwej5wu2dPTg9frlc2GDQYD5eXl8uSSWq1m8uTJpKWlkZSUhNVqJRAI7NP3eIKxs6cY77GQnJxMcnIyBQUFcuBCb28vvb29KJVKjEYjZrNZjmZPkCBBolCTIMFhRTwex2az0dXVRSwWw2QykZeXd1hFJtpsNrnnuby8fEQFgsvlkk1f99Xs1uPxyP3y4XAYt9s9xES4ra0NtVq923UFg0F27tyJUqmkqqpqzKqmYDBIQ0MDHR0dhMNhsrKySEtLIysra1zbm3ZFFEWam5vx+XyUl5fvlXmsKIpyS5PL5ZJVCsnJyXJE6ESb0o4VSfkkRcqOp9olKysLm80mm3qbzeYD7oOi1WpHbdrp8/kQBGHCFU6SkbB0rsVisSFtT1Ka1kSgVqsPOUUN9Ktq2tvbBxkxjycTmQB18sknD1ErXnrppUC/Gfcpp5zCmjVrBhVqdsell17KtGnTuPbaa3f7vGAwitVaTzDYR1npbARBYOqUxdTuWIPXcwSiGOif+RcBoV91giji90dISuq/nb744ovl5f35z39m3bp1PPzww0C/OqygoACPx8PWrVu58MILAVi4cCHTpk0bdpvOPvtsrr/+ehwOBwBr167l5Zdfxuv1snHjRrloM3nyZGbOnMlXX33FaaedBsDy5cvl5VssFoLB4LjcC+xt/Lder0ev19Pb24vFYsFut9PU1CQXawoKCqisrCQSidDU1CRfd43GNBzOr4nGQ0RiuSgEEwqhAkE4tFXBhwqjjfEeC6mpqaSmplJYWIjX68XpdOJyuXA4HKhUKkwmE2azecKu6wkSHCokCjUJEhwGxONxenp66OrqIhqNYjAYyMvLO+gGvvuKxWLBarViNBp36xPi9/tpbm4mJSVln81upQKD1E4g3TAPHEjY7Xb8fj+lpaUjDubD4TD19fUAVFZWjmlQLooiTU1NbNu2DZ/PR1ZWFpWVlXKhZqLp6OjA5XJRWFi4R++dgUjmlC6XC4/HIw+y09LSyM3NlW/gD0Ykk2q1Wk1lZeW4+01otVqMRiP19fUYDIaDIkFHq9XKMvQ93YD7/X50Ot2Eq54CgcCghLKBrU8ej4dgMEhpaemErV+K6D7UMJvNdHR04HQ6yc/Pn5B1TJSqZjwHZ7/61a/weDysWrVqj89VqRTsqPuQYLCPh373I0RRJBIJoVYnkZoyGZ/fSSwWw2KxkJqaSlwUEcX+1w237aIo8t5771FWVjZoPZJCczQkJydzxhln8NprrwFwxhlnkJKSgtfr3eNrpaKM9J0UjUZHvd6xsGv890CPseHiv6XUKafTSUdHB1arlY0bN2K1WqmoqKCmpoZNmzaxfftW0gzbMGV9TZHQBKpkImI6xAEhBbVwDCrFIgQhMZTZHwwX411aWrpPxT9BEOQCnhQd73Q6cTgc9PT0oNFo5KLN4XY/myDBaEhc3RIkOISRTG2tViuRSAS9Xk9eXt6EtyMcCNrb27HZbKSnp1NcXDziQDISicgGw6NJXtoTPp+PeDyOXq8f1kQ4Go3S2dlJamrqiCkrkUiEnTt3EovFqK6uHvWNTTwep7Ozk02bNuFyuTAYDCxcuJC8vLz91sZms9mw2WzyjfieCAaD8g16X18f0K9KMJlMGI3GEQ0oDyakuPe9VT6NlszMTNatW4derz8oTDK1Wu2/B6d7jqP2+XwTHiMejUaJRCKD9s3A1qfu7m752Joo1Gq13OZ1KKFSqdDr9RNaqJlIVc2urFq1iqOOOoqenh7+8pe/cM011wx5jl6vx+12D3rN3//+dz755JNB2/anP/2JP/3pT7z88suDXh+PR2hs/hcXnPcYGRlZ+Pp8KJQKVr92PWazAq3WCIDH6yEUDhEKhkEI4fe7SE4eGgt/+umnc//99/P000+jVCqx2+1y68i0adN47bXX+PGPf8y6devYsmXLiO99xYoVshro97//PdCf7jVz5kxeeuklVq5cSW1tLZs2bWLhwoWj36kTgEKhkAsyMDj+u6urS47/lqK/J0+eTG5uLq2trXR0dGCz2SgqKqKioowe5/O4ffVkJFUTjWTidQtkpuf/29A/RET8gDhtaBQXJNQ1+4nhYrzz8/PHpW13YHR8LBbD7XbjdDpllVZSUpIc9304qcQTJNgdiUJNggSHIKIo4nQ6sVgshMNhUlNTKS0t3S/qiv2NKIq0tLTIfgsFBQUjPjcej9PQ0EAsFqOmpmZcBtjS7GdaWppsIjzQLNhisRCNRikqKhr29dFolJ07d8qpU6MZkIfDYbq7u9mxY4fc2rFw4ULKysr2a5HD5XLJcdQj7feBfgUul0v2ONHpdLJq5lAqHIZCIXbu3IkgCGNWPu3Nug4mRZH0XkOh0G7fdzAYJBaLTfgMp9SGNfCcicViKJVKgsEgHo9nn+T3o0Gj0dDb2zthy59IzGYzzc3NeL3eCftumEivmoFkZGQwZ84c3G43t95667CtQldccQU33ngjDz74IA899BB33XUXAEceeSTQfw3/9NNPaWhoGKTSknj//fcpKSnB61GhS/KRnJyMXq9n5swTqNv5L6ZOORmFIKBSqVCr1USjcWomGejs7MBi6QT6r5kpKSkIgsCjjz7KL37xC2bMmCH7LD366KOUlpby8ssvs3LlSu6//36mTZvGvHnzRnzvRx99tPw9dPTRR8t/X716NT/5yU945JFHUKlUvPLKKwcsNW4kBsZ/S4NvKQLc6XRy2mmn8Yc//IE5c+aQkZFBW1sbO3fuJK+whaLSVhx2PeGgE41Wg9/nJxqLsnmjlcd/v5YXX/4xMXErkfg/0ChPGbTejRs3snPnTs4999wD9M4Pb/Y2xnu0KJVKOYEsGo3KXjYWiwWLxUJycrJctDnQLcMJEkwkwu6ctufOnSt+++23+3FzEiRIsCekL6tgMEhycjL5+fnD3nQeDsTjcZqamnC73eTn55OTk7Pb5zc1NdHb20tFRYU8o7ev7NixA4CamhoaGhrw+/1MmzYNQRDw+/3U1taSlZU1bNJTLBZj586dBINBKioq9jhY6uvrk31LLBaLHIFdU1Oz36Ne/X4/dXV16HQ6qqqqBhWIYrGY3NLkdruJxWKyb4HRaJSTOg41IpEIdXV1smHyRKpcRFFk27ZteL1eOf3rQJ/HoVCIrVu3UlJSIrf6DYfD4aClpYXJkydP6D6S/KimT58uDwC2b9+OVqtFpVLhdDqZNm3ahJ4b0jbMmDHjkItbjsfjbN68GaPRSElJyYStp76+Xr4uTkQhuaSkhA8++ICpU6eOy/LOOeccHn744UH7JBaL/TuCupvVr7QixrTkFxoHPW7rtqHW9HsWuXrDJOlUXPHTGkpK8gmHw7KxtUqlIj09nfT09INCKXcwIsV/19TU8OSTT8qqL6VSSTDUR4rhaUJBBbG46j8x8yKUlJZiGHCdFMUIouBAp/wVgvCfwvGqVav44IMPePvtt/f7e/u+IcV4KxQKioqKJlThGIlEZBNiSekoqZlNJtMhd41OkABAEITvRFGcO9xjiSM6QYJDBJfLhcVikc0hy8vLx+QXcqgRi8VobGzE6/VSVFS0x5lCi8VCb28vBQUF41akicVi+Hw+cnNzZRPh3NxceQa/vb0dlUpFXl7ekNdK6p5AIEB5efmIRZp4PC7Le30+Hw6Hg3g8TkVFBRUVFQdk8C5Ffw9sH5MMI6WWJlEUUalUslQ5LS3tgEVLjwd7o3zaF9xuN6FQiOrqalnyf6ALNRqNBkEQ9pj85Pf7USgUEy4/DwQCsnpBIhaLyYpCs9k84TfmAyO6D7VBgNRK0NvbS1FR0YSp8faXqma82DWq2u1209bWRjgcpqAghzt/PYnHf/8NbW1usrJSSEpSoVQqUalVRCJxvB4BjUbJT382C11yjPb2drKzs5k2bRoejweHwyG3ayQnJ5ORkZEYRO6CFP+tVCopKyvj1FNP5ZVXXiEvLw9NUhMnHP8+jzx2EtnZapad/R5H/yCHLZudzJpdzKWX/YBbf/E+n399Iz09QS6+8HV6bG8joOO4447jjjvukL2JZs6cyaJFi3jssccO9Fs+bMnMzCQtLY2WlhaamppIT0+nsLBwQu4H1Go12dnZZGdnEwqF5KJNW1ubHDJhNpsxGo2H9P1IggQSiW+NBAkOcjweDxaLBZ/Ph1arpbS0FJPJdFjHF0ajUerr6wkEApSWlu7RC8PpdGK1WsnIyBjXgcLAWG673Q78x0TY6XTS19dHcXHxkBsCKcq6r6+PsrKyYQtH4XCYnp4e7HY70WiUWCxGMBgkPT2dnJwc8vPzD4iXSywWo76+nlgsRmFhITabDZfLRTAYBPoNKrOzs+WWpsPhOJTeczgcpqKiYr+0anV1daHVajGZTIRCoXFNZdlbBEFAo9HssVDj8/n2y2c/XGJRPB7H5XIhCMJ+KQpIRaJD0VAY+tOfHA4HLpdrwjyFJtqrpqWlZVyXJyFFQTscDpKSkqipqZHP/Zt/eSSfrm3jow+bsPf4AQG/P0Y0GuKcH86mpBRE/BQUlON2u+nu7pb9Z6SYaafTid1ulweRRqORjIyMRPzwLsTjcaDfcDgnJ4dovBaFoPi3QjMJAQGXy8/PrspmzpwpBAcE073x2neUlZn5+z/uRKM8k97eXkwmE3fffXdCUbMfGRjjbbVa9ynGe7RotVpyc3PJzc0lEAjIRZuWlhYEQcBgMGA2mzEYDAe9L16CBCORKNQkSHCQ0tfXR2dnJ319fWg0GoqLi0lPTz/sb/CkdKRwOEx5efke1TF9fX20tLSQlpY2ok/M3uLxeFAqlSQnJ9PU1CS39MRiMTo6OkhJSRkSIytFWXs8HkpKSobIgL1er1z8gP5BTiQSIRQKyUbJByqSMhaLsWHDBrq6ujCbzbS2tiIIAqmpqWRmZmIwGPabifH+YqDyaTTtaeNBX18fPp+PoqIiBEEgMzMTq9UqG2keSLRa7W4LNVLLwniYR+6JQCAw5PyKxWL09vZSUlKyX4paAxU1hyJpaWloNBpZgTRRHGqqGmkWPhaLyYO9gd+taWlaTj61kuNOKKO93UMoGCUWC9Pns1BdnYPBYGDHjh20tLRQU1ODXq+XzVULCgrIzMyUDdj9fj8Oh0MeSKrVark16lA3RY3H48RisTH/RCIRgsEgoVCIdevWEQgE+PLLL2lpacGUsUU+z83pJgSFwDk/nIo5PcrMWTP56os2ef3zF5Tw+GOf8MtfvMixS1T813/91wHcG99vJiLGe7TodDry8/PJz8/H5/PJ55rL5ZKVhWazGb1ef9jfQyc4vEgUahIkOMjw+XxYLBY8Hg9qtZqioiIyMjK+F18uUtpOLBajsrJyjwWLcDhMY2MjGo1mt3Hde4tkwunxeIhEIvKgUUrZKi8vH/KalpYWXC4XRUVFss/HwPYmqZ0jJycHlUpFd3c30WiU3NxccnJy9vvMj9TS5XK5qKurw+VyUVBQQG5uLkajEb1ef9hKiKUijaR82l+tR11dXbKPBSD/3+FwkJeXd0BbJDQajVxEHI5AIIAoihOuOgqFQsTj8UGKGlEUcblcxOPx/VYMUKlUCIJwyCpqoN9UuLu7+z9eHxPA/kyA2hcikQhtbW24XC6Sk5MpKSnZbZujRqOkvLy/2C6KIps323G73ZjNZioqKqitraWxsZHq6momT55MS0sLbW1tsrmqSqUiOTmZ5ORkCgoKcLlcOBwOurq66Orqkov9JpNpv19nRVEcdWFFUn3u+jOSz6VUjBn4ung8Lhd2pPQ26XeVSkVqairFxcXojSKRqEh+Xj5VlQVo1Brmz5/N1GlDW4wXHlHCF99cyNqP03nllVe4//77+eyzzyZ61yXYDRMR4z3W9aekpFBQUEBfX59ctHE6nXK7ttlsJjU1ddT3jKIoImIhGl+PiA1QoqAYpWIWCsE4oe8nwfebRKEmQYKDhEAggMViweVyoVKp5Fm5g/WGd7zx+/3U19cDUFVVtcdEmVgsRkNDA6IoUlFRMe6D21AoRCgUIjs7G7vdjlqtxmAwEAwGsdlsZGRkDBmstrW1yXG4mZmZhMNhbDYbdrudWCyGTqejuLiYtLQ0Ojo65MFCRUXFhCfoDMTn88nFGSlZx+PxoFAoWLBgARUVFYd9YVAURZqamvB6vcMqnyYKKa42Ly9v0LmdlZWF3W7Hbrfv0TR7ItFqtfLgariBo2TgONGFmuESn6SCZ2Zm5n4rqgmCgFqtPmQVNdDf/tTV1UVvb++EKqEOdlWNw+Ggvb2deDxOfn4+2dnZY7rOSe0ULpcLURTRarWUlZXR0NBAS0sL5eXlVFZWYrPZ6OjoYNu2bZSUlMiqUEEQMJlMmEwmIpEIDocDh8MhJ+cMbI3aE2Mpsoz0I7Uc7Q6FQoFSqZR/VCoVWq120PoHFmCi0SjRaBTobxvUarUIgiC3VWo0GrRarfz/pKQk5s2bx7Rp04jFYsydO5ePPuqmxxYgOTmpf3AvMOLn1NxkI69Qw/nnXc+SY3xUVFQQj8eHRLUn2L9MZIz3aJECDiS1tcfjwel0yi2JarUak8mE2Wze7fdZXHQQjr1OXGwBQYUgJiECMWE7kdhfUAnzUStORxAOL7VxgoODRKEmQYIDTDAYxGq14nQ6USqV5OXlkZWVddiqGIajr6+PhoYGlEollZWVe5x5kdqLgsHgqJ6/N0j+NFqtdpCJcHt7OwqFQk6pkOjo6KCnp4ecnBxSUlJobGyUvTSMRiNZWVmkpqbicDiora3d68HC3hCPx/F6vXJKk6QOSE1NpaCggFgsBkBpaemEpsMcLEiR7263e5DyaX/Q3d2NQqEYYo6t0+nQ6/XYbLb9ckyMhNTaFg6Hh1Ua+Hw+VCrVhKd6SYWagee2x+MhGAzu15t96B9wHsqKmqSkJJKTk7Hb7Wi1esKhGBqtEr1eO67H2cGqqgmHw7S2tuLxeGTVxt5+ZxgMBhwOB319faSlpaHX6ykoKKC9vR2LxSJ/f6elpdHc3ExDQwOZmZkUFBTI+0MURRQKheyf4fF46OnpobW1Vf4e1Ov16PV6VCrVuBVZlEolGo1myN92/VEoFHLhRWrLDYfDg352Xb+07NTU1GELMiMpuWKxGHq9nnvuuYeLL76Yxx9/nGOPPZaiokzigh1RzB/2dRJr/7WRJ36/BZXyn8TjcZ555hkUCgVLly7loYceYsaMGRxzzDEJM+EDxETHeA/krbfe4n/+538QRZFgMMjs2bN57bXX+PWvf81tt92GwWDAYDAQj8flePienh5sNpvsF/faa69x8cUXy98xTz39EH2+j7jqujkI5CMg8O9/gBFRjPGn91eTl7eeoxfehSBo+Pbbb3nkkUdYvXo1LS0tzJ07V/Y4TJBgrCTiuRMkOECEw2EsFgsOhwOFQkFWVhbZ2dnfu2QIt9tNU1OTHFE8mgFge3u77OexpzSovaWxsRG/3096ejpWq5Vp06bh8/loamoasl6r1UpHR4d8Qyq1N2VkZJCZmYlGoxnXwcJoiEQismrG6/XKUnO9Xi+3NKlUKrxeL/X19aSmplJZWXnYK2kAWltbsdvto4p8H0/C4TBbt24lMzNz2Dh3t9tNQ0PDqAy0Jwopcn7XVLlIJEY4HKOhoY6UFB0VFRUTuh1NTU34/f5Bkczbt29n06ZNHH/88UO8ayaSxsZGgsEgU6ZM2W/rHE8ikRj/WruDP7+/jYAvCbVGhRgXKSjSc8J/lTN9RjYazfhMDPT19VFXV0dBQcFBoaqx2Wx0dnYCyCrVfSEWi7F+/XrS09PJzc2VCyctLS309PRQUFBAWlqaXOSwWCzYbDbUajU5OTmyx9lwSAV1t9stJ6ulpaWRnp6O2WxGrVbvscgy8Geka3k8Hh9SeAmHw3JBJhKJDGlpkoqzA4svAwsyezOxZLVaqampoaura0hRWBRDhGLPEqcNQcxGEJS7PB5HFGwIZJCk/BmCMPEG8An2jYmM8bZarUyfPp3169dTWFiIKIps3LiRWbNmIQgCXq932Fb6WCyGy+XC6XTi9Xo59dRTefrpp5k/fz4mswmUzxHHioKRrxuXX/Ias+akcvVVd6BWHjvosfEo1Iykbk1w+JCI506Q4CAiEolgtVrlC3d2drbsV/J9w+l00tLSgk6no7KyclT7QJoBycrKmrAijSiKeL1ejEYjdrsdg8GASqWio6MDnU43aJDY1tbG1q1bgf7PUqPRyK00CoUCURQHDRYmsrjk9/vl4ozf7wf6FRIZGRkYDIYhaSPBYJDGxka0Wi3l5eXfiyJNe3s7drtd9gTan9hsNoARB7AGg4GkpCRsNtsBK9RIippQKEQsFmdnnYOPP2pm29YeRER6nU7mzS/kjDNNlFeYUSgm5pjZNfEpFArR29uL0Wjc79dKjUaD1+vdr+scL3y+MM/9YT1bt9gIRyPk5qSgN6T92+8nyLN/WE9llZmf/GwOaWn7Lt0/WFQ1wWCQ1tZW+vr60Ov1FBcXy0WSff3p6Oigubl5kEeZKIpy+lNJSQmpqakolUq5RVYyC8/LyyM3N3fE4opK1R8FPrA1KhQK4ff7MZlMpKen79G7TUoQHFh8GfgznDpMKrpIiphdCzLj/Tk+9thjPPXUUzz00EPDKvcEQYtWeRnh+PvE+BYRAUQt/XKGEAhxlMJUNIpzEkWaQ4SJjPHu6uqSTbqhv+1p1qxZXHnllQAceeSRKBQK1qxZw1/+8hd+//vfy+2sDz30EEuXLuWee+7Bbrdz/fXXo1ar+c39N/D5ly8SDOh44OGzWfdVKzdc+w7xuEgkGuOWW0/AbE7m/32wjX/+U8WqF87nxhv+h+LiMm666SZ2FTqEQiEuuugiCgoKeOihh/jrX//KfffdRzAYRKPR8Mgjj7Bw4ULWrFnDNddcw5w5c9iwYQP33nsvp5566j7vowSHJglFTYIE+4loNEpXVxc9PT2IokhGRoY8w/Z9xGaz0d7eTlpaGuXl5aP6svZ4PDQ0NKDX6ye0sODz+dixY4ds8FpeXo7f78dqtVJdXU1qaiper5cdO3ZQV1eHXq9nypQpZGdnD7qJDgaDtLS04PP5MBgMFBUVjevnHY/H6evrk1uapBuPlJQUjEYjBoNhRKPMSCTCjh07EEWRmpqa78VxaLFYsFqtZGVlDatomUhisRibN2/GaDRSWlo64vN6enpoa2sbFBW8v9m4cSPJyXr+8Tc7WzbbSE5Rk56uIxqJ0NNjRxR1xGMK5i/M58cXTR83NYZEPB5n48aNcmIIwIYN9Wza2IhCoWTq1CqmzyhEpRqfweNIknmJrq4uOjs7mTlzpnydKikp4YMPPhik+BkrFouFCy64gE8++WTYxwfOBEvy/d2dp1u3buWmm26ioaGBeDzOrFmzmD7lYrq6lRQUpPHpZ2+TnVlJdc3M/vVb67Hb20g3zaes3MQ1181HrR75s5SStiQl4JIlS3jkkUeGPO/iiy/mBz/4AaeddtqYVDWLFy/mpptuGnZQIu2rf/zjH7stoixYsIAHH3wQnU6HKIpyG5LULrS7e17o3+d7Uqo4nU66u7uZPHkyKSkp8t/j8Tj19fUoFApqamoGtXdEo1FaW1txuVykpaVRWlo66vaPvr4+7HY7vb29xONxFAoFer1e/q7ZtSCzq2JnJH+YgT8Hc5E+LrqIxTcSxwKIKMhBqZiJQth/LasJxg9RFOUYb41GMy4x3vF4nLPPPpvPPvuMxYsXc/TRR3PhhRfKSakDFTUOhwOz2YwgCNTV1bF06VI6OjqA/1zXq6qqcPf9L/ff/3s8bgW33bGEn17+Hj88dyYX/HgBgiDgdgcxGnVcfslrzJ5TyE9+XoZWeSmf/qtLLtRIipqdO3dy9tlnc/bZZ3PNNdfQ2NjIj3/8Y/7+97+j1+vZtm0bJ510Em1tbaxZs4alS5fy2WefccQRR+zz/k5w8JNQ1CRIcACJxWJ0d3fT3d1NPB6XJdOHW8zxWLBarVgsFnnQOprZumAwSFNTE0lJSZSWlk7ojaXkTxMIBFCr1SQlJdHU1ITRaCQQCNDa2ip/pqWlpcydO3fQ5ymKIl1dXVitVpRK5bi2skSjUVk14/F4Bt24S9GYe1IcxONxGhsbiUajVFVVfS+KNN3d3VitVjIyMvZ7kQb6CzBPPPEECoWCZ599FoAPPviA0047ja1bt8ptNStWrGDu3LmYTCbKysqGXdbJJ5/M448/PmzqmIS0nKuuumrM26pUqln9Si22bigq/k+caTgSRqEQyM4x4Pd7uPmWc/j13Wo0mhgWi4WqqioATjnlFCorK/nggw94++23x7z+YDCIKIrodDrq65188Oc6vvyifwAsxmN8utaPyVTP3z+6g1//+lbOOuuMMa9Dwmq18vOf/3yIZH4g0vkRiUTGVYKel5c3YpFmV+666y5uuummEc/V3t5ejjvuOB5//HGWLVsGwC2/uJtHH7uS6697CUEQqN2xFpVSRzg0GY1WQ5e1gR11X3De8mOp2+Fg+7YeZszcvcrs7bff3m1xKhaL8dJLL7Fz5066u7tlVc1oYpxDoRDd3d00NjYO+bsgCDz00ENs3rx5xHVLcc8dHR1MnTqVgoICkpKSRlStjOTPsicyMjIIhULydXcglZWV1NXV0dTURFVVlXzuqFQqysvLsdvttLe3s23bNoqLi4e0f4iiSCQSGbYdSaVSyQUbSTGZkpKC2WyWo76HU8RMVNLX/kIhGFEoFx/ozUgwTkxEjLdCoeC9995j69atrF27lvfee48HH3yQLVu2DHluY2Mj5513Hp2dnajVajmBbaDCVqPRoDeESdKmEkkWSUtLY+GRRTx4/8fs2GHl9DPmsGBB8S5vDESGKi+DwSBHH300d911l3xt/vvf/05jYyOLFi2SnxeNRunu7gb6ryOJIk0CSBRqEiSYMOLxuDyYj8VimEwm8vLy9ltE4cGK5C+Tnp5OcXHxqL6Yo9EoDQ0NCIJARUXFhPfrejweVCoVfr+f3NxcGhsbsdlscj+zlGoxa9YsqqqqBt3c+/1+WlpaCAQCmEwmioqK9rlVQ0oKcrlccuqORqMhPT1dbmkarTRdMmL2+XyUl5cfMNXG/kTqjZc+j/2N1P62aNEi7r//fvnva9euZcGCBaxZs4YpU6YQi8X4/PPPufXWW+nt7SUcDg87MP/LX/4yodvb3hakdnsvU6cNvnGOhCMoVf2D2dRUI9dfu4r2Ng+LlsR55JG7B0m9V61atdfrl4yEN2108vqrtShUUbKytKSmpeLr85GZqScSEemx+fh/H9Rz0klRkpJGd45Fo9FB5+NIknmJL7/8khtuuAGHw4FWq+Xhhx/mhBNOAODNN9/k8ssvx2q1ctNNN8lFsZKSEn784x/z8ccf09nZyf3334/NZuO1117D6XTywgsvsGjRoiH+Be+++y633XYbSUlJnHPOOfI2DCffH+gfBPD444+zePFieSAAkJf7XyQlvcaWrf8kHo/R1VWPy9XFN9++xZIlF/HRP58nFPLzxFOXkpszhX/83cz0GUONrKWEH1EUCQQCeL1eOeFn9erVvP3226SkpNDc3MxDDz3Evffey/Lly8nLy6O1tZXnn3+e+vp6wuEwc+fO5frrr0epVNLU1MRdd91FIBCgvLwcn89HIBAgFAqxYsUKJk+ezKZNmzAajfzmN7/h5JNPpq6uDqVSyXfffcevfvUr+Xp4yy23MGnSJNRqNd3d3bzzzjtDPpfxQqPRoNPpcLvdQxRDUuR3U1MTra2tQ8zZzWYzKpWK+vp61q9fT2pqKhkZGUSj0T36w6SkpGAymdBoNIiiSF9f36DPQvpO+D5c0xMc+kxEjPfUqVOZOnUqV155JZMnT2bNmjVDnnPeeefx8MMPc+aZZxKPx0lOTiYYDA6ztP77TIWgIDU1lVtvO4WzfziHf360gxuve5fjjq/m13efvMtrht6HaTQaFi5cyJ///GfOPvtslEoloihy4okn8vLLLw95fm1t7T4rjBIcPiQKNQkSjDPxeJyenh66urqIRqMYjUby8vJGbEH5viCKIq2trTgcjjG1nkgxyuFweL+oP2KxGD6fT74Rbm9vp76+nuzsbHnWsquri7y8PCorK+UCSTwex2q10t3dLc+e7jqYGi2SR47b7cbtdhMKhYD+QYA0E7W3cd6dnZ24XC4KCwv3evsOJZxOJ21tbRgMhglXYo2Ew+EgEolw0kkn8ZOf/ITu7m6ys7NZu3Ytd955J6tWreLKK69kw4YN6PV65s+fzyeffMJZZ51FT08PgUCA8847j9tuuw0Y3HbT2dnJNddcI0fbn3feedx6661AfyvMscceS3t7O0cccQQvvdSvrPB4PNxwww1s3ryZYDDIkiVL+N3vfodSqWTx4sUEA0YaG7eyaUsGF1/0IAAPPnwuAgpUKg2CQmDJMRcxffpStElKNm6wDvu+PR4PP/rRj9i6dStGo5F33nmHnJwcWlpauOGGG+jo6CAajZKfn8+zzz5LTk4OfX19/OxnP+Prr77F640xe/aJfPzPP3LVz17D5bLw3vsPEBcj5GSXo1TFsXR4Wf3KFo5Zksa8efPkVKqcnBz0ej1PPfUURx11FAaDgYKCAs466yzuueceeRtnzJjB/PnzKSoqGiSZv+WWWzjrrLO49NJLeeONN0hLS6OwsHCQOsHv9/Pll1/S0tLC1KlTWbFihXyDHQqF+PLLL/nmm29YvHgxDzzwAOvWrePNN9/ktttu47PPPhu0r7q7u7n88sv54osvqK6u5oEHHpAfe/LJJ3nqqaf44osvRryB37x5M0cffbT8ezgcY0etndLSqXR1NXDSiVeyYcPfmDXzNLKzJ2E2mfnBUV7qG77mzDNuJR6Ls2ljG1u2mNBohGEThiKRCMuWLZPVg1dffTW9vb189913vPHGG5SUlMiDkJSUFDIyMnjwwQc58cQTeeaZZxAEgZ///Od89dVXXHLJJVx22WVcf/31rFixgm+++YajjjqKkpISJk+eTHJyMk6nk2+++QaVSkVLS4ucluZ0Ornwwgt59913mTFjBo2NjXI7g1qtRhTFET+X8cJgMMiTMAMnDmKxGElJSaSkpFBfX4/L5UKv1w/xhxEEgUgkQn19PZ2dnZSWlmI0GsfkDyMVibxeL3a7HYfDQU9PD0lJSaSnp5Oenn7Iq2kSHN6MV4x3Z2cnbW1tsgpFSuEsLS0lLS0Nt9stXwNcLpfcfvzCCy/I91fAoFh3BUUghIH+6139ThvVVTlUV+VgNKax+pV1AKTpk3C7AyCKCEIG7KKqUSgUPP/881x11VX86Ec/4vXXX+eEE07grrvuYtu2bbKa9ptvvmHevHlj24EJDnsShZoECcYJURSx2+1YrVYikYjcipKY3eovYjQ3N+NyuWQzxdHS1taG1+sdlz7m0eB2u3E4HNhsNtnnID8/n6OOOopwOEx9fT1JSUlUVlbKN+h9fX20tLQQCoXIyMigoKBgzKqfaDSKx+ORW5pisZic+pGTk4PBYNjnm26bzUZ3dzdZWVn7PeL4QOByuWhpaSEtLY2ysrID5sPQ3d1NcnIyWVlZzJ8/nzVr1nDyySfj8/k48cQTue666wBYs2YNixcvRqPRcM8997By5UpWrlxJNBpl6dKlzJs3j+OPP37Qsn/84x9z8skn88477wAMSpfYunUrH330EQqFglmzZvHRRx9x/PHHc8MNN3DMMcfw3HPPEY/HueCCC3jhhRe4/PLLicVELJZOlp1zN7n/9ocBQBQ58b+up7RsKm53J3949ueUl88hM1PPt98On2jxzTffsHnzZgoLC7n88st5/PHHue+++3j22Wf59NNP5ajyp59+mhtvvJHVq1dzzz33EIlEuOD8R3G7orz5zg1A/+zrS6/8iqlTTmDx4nPp6Kzlj89eyeJjdHz7TSdPPn0XWVlZPPzww5SVlbFo0SK+/vpr2bhbEATeeOONIW07u5PMf/nll0yePJlFixaxYcMG4vH4oFaV5cuXA8jm4R0dHdTU1ADwox/9CIDZs2fj9/vl3+fMmUNDQ8OQffX1118ze/ZsqqurAbjiiiu45ZZbRjqkhrCrCiMcHj5ZKBQK0tnZSTgUJhAIEI1G8fv8CAqBeDxGMBhBp9MNG+OsUql47bXXmDZtmvy3V199lUWLFnH66afL65AKygsWLGDdunW0tbWxatUqRFHE7/dTWlpKPB5n+/btrFy5EoVCwcKFC5k2bdqgbT3//POHVSNKn0thYSE7duxAo9Ewe/ZsDAYDsPvPZV+R2pKk7/vt27ej0+mG9Yfx+/1s27aN8vJyOYp7YAFm+vTphEIhWlpaiEQiJCUlkZOTM+brVFpamuzD09vbi91up7OzE4vFgl6vJz09HaPReFD70CT4frOvMd7RaJQ777yT1tZWdDod8Xice++9l1mzZnHjjTdy7LHHotPpWLNmDY8++ihnnnkmJpOJE088UVZTAlxzzTWsXLmS5ORkXl39DP1B3P3X1ief+JR/ra1Ho1ah0ar43aNnA3D+BXO54tJXefedjdx4wzSKi4uHbJ8gCDz55JPcdNNNnHnmmbzzzju8+uqrXHrppQQCAcLhMEcddVSiUJNgCIlCTYIE+4goijidTiwWC+FwmNTUVLmKn6B/hrGxsRGv10thYeGYCgTd3d1yQs9Ep+CEQiFsNhtbt26lo6NDVkKpVCqqqqrk9ispRlypVBKLxejs7KSnpwetVktVVdWYPvdgMDiopUkURdRqNSaTCYPBgF6vH7e0DZfLRXt7O0ajkYKCgnFZ5sGMx+OhqamJ5ORkKioqDlj6jMvlIhgMyjN4ixcvZs2aNej1eo4++miUSiWVlZVs27aNNWvWcM455+Dz+fj666/p6enhkUcekWPUa2trBxVq+vr6+OKLL/jwww/lvw1MJDvzzDNlGfns2bNpbGzk+OOP589//jPr1q3j4YcfBvoHlNIxEY+LVFQsQqlUEYv+Ry0giiLBUAilQkleXhVabTK9vVa2bF3Nli2fEY44Wbp0KS+88IJ8o1pZWcny5csJBoO4XC7Zc+eJJ57A6/WSkpKCVquloKAAjUbDSSedxL/+9S+MRhPdlhxOOfU8qiqPwm5vBaL02Fuoqf4BgiBQVDiF7Oz+4ls0GmDLlk0ceWT/bOrkyZOZOXMmX331FaeddhqAXOStq6vj7LPPZtu2bUSjUdLT07njjju4+eab2b59O5mZmRgMBhYtWiS3H11yySX4fD75XD/iiCMQRXGQRF+pVMotkYD8mLT/Bv4+8Hl7g8PhYOnSpQBUV1fzv//7v8yYMYOvvvpKfo5Wq0QQoL19OwsXnAVi/2AmFAqTkiKQkpqC3qDvLw7k5hCPi4RDXqZNm4RON/zgSPJkGXiNUyqVIxbQU1NTQYSVK27H48rDbu/3VYlHVPz9r0OLVcO+fhj8fj8+nw+bzUZmZib5+fmDCuO7+1x2x0B/mOHSksLhsKwuEkVRVsqVlpYOm5g0depUGhsbCYfDFBcXD+tLp9FomDx5Mm1tbVgsFjweDyUlJXvlYSelTGVkZBAMBuXUKLfbjUqlkr1s9laNmSDBRKJWq6moqJBblbdv3z7qGO/i4mL+8Y9/DPvYnXfeyZ133in/fuGFF3LhhRfKv//P//yP/P/LLruMyy67bMBrryMqrkMURR597D/tqAOZMzePbzf9GI3iYlTKGQByG3BJScmgyZOHHnpI/v8JJ5wgt9EOZPHixUMSoxJ8f0kUahIk2AecTidWq5VgMEhycjLFxcVDzAW/z0SjUerr6wkEAmM21HW73bKvSN7Amf1xxuPxYLPZcLvdCIKAQqEgJyeH/Px8AFmOLnkjVFZWolarcbvdtLW1EQ6Hyc7OJi8vb4/FAFEU8fl8ckqT1Bet0+lk1cxEKLD8fj/Nzc0kJycfsPaf/UlfXx+NjY1y7PuBKtJAf7FRo9HIN5tLlizh5z//OQaDgWOOOQaARYsW8fHHH/PZZ5/x+OOPE4/HEQSBt99+G0EQ9jpZaKQBqyiKvPfee8OaFSsUoFYlI4oi0VgUDf2thnFRJBAMICgEmprWE42GSU8v4OijzsdsmkGn9R3OO+88brnlFt544w1sNhuNjY00Nzej1+u57777uO+++4B+b6eWlhZaWlqA/uvEggULeOSRRzj//PM58b/O48knH2H23AXEYv8eZA84ZHc9flP1WiRByTXXXMMdd9xBY2Mj11xzDQsWLBj0murqajweD1arlZaWFiorK3nnnXe4+eab+fjjj5k9ezYffvghxcXF1NTU8Ic//AGdTofVauWll14iKyuLY489dgRPg71n4cKFXHLJJdTX11NZWclzzz036PGB8v309PQhhsdXXXUVkyZN4q233mLZsmWo1Urszo/x+bxMn3Ycva5elEotIhEyMzKJx+NoNSkEQ/0eLw5HgClTM/nJTy7lrLPO4qyzztrn99Te5iYvby5PP/0sp5x0HYVF6fh8LjxeB5/8M4pBX8S99zzBr+68hnXr1g1r/Lkrra2tpKen09jYiMvlYs6cObKSZE8Dung8PmzxZaBh70j+MDqdbogixmQy4fV6mTRp0ojX1PLycnbs2EFDQwM1NTXDKi0lw3mDwUBbWxu1tbUUFhYOmukfK0lJSeTn55OXlye3RvX09MhK0YyMDNkvJ0GCg4mJjPEeK2rF6cTjvcSpAzELQRgcGgF9iPSiUpyIUjF9v29fgsOfA3f3miDBIYzL5WL79u00NzcjCALl5eVMmjQpUaQZQDgcpq6ujmAwKEu/R0sgEJDVELuaMY4HsVgMm83Gtm3bqK+vl02Dq6ur0ev7Z5nD4TCCIJCZmcnOnTsRBEE2Dm5ubqahoUGOYS0oKBixGCANIpqbm9m0aRN1dXXYbDY0Gg1FRUVMmzaNyZMnT1ibXDgcpqGhAZVKdUCVJfsLn883RPl0oOjr66Ovr4/s7P8YtB5xxBG0tLTwzjvvsHjxYqC/UPPEE0/IKWhpaWn84Ac/4PXXXycUCuF2u2XDxYGkpqZy5JFHDopIHjh7NxKnn346999/v9ymYbfbaW5uBkCpVJCTm4q3Lyo//vyL1xGLhvniy+f5wx9/wsf/fIHzl9+DTpfG+vWfsu6bP7Jt2zYeeughuYCwZcsW+vr6WLRoETNnzuQPf/gDoijS3d3NkUceSU9PD729vUB/i9a2bdtYvnw57e3tPPb4PcTiEZpbtlDf8CUAWm0KJmMBW7b9E4D2ju10dzcBoNOmkJtbQXd3N4899hivv/46SUlJrFu3blgF37HHHsvHH3/MRx99xHnnncfWrVupqqpi1apVPPfcc9x7772kpqaSlpbGu+++y7p16+jo6GDZsmVs2bKF2bNn77MqZleysrL44x//yGmnncasWbOGFIIkL4cZM2bgcrmAfsNmQRB44oknMJvNfPjhhzz77LNotVpKSkr45yevcuSRP6fX5SYYCDJv7ml8t/493v+/O2lv30xe3mQi4QCPP7GSDz96gqXHlfLdd9/J/mGPPvooNpttr95Pb2+AomIjPzh6JWlpSbz2v9fw2OMXs+rlmwmFeiko1HPOWbfxxJNPUlFRwyOPPLJb2b/UDmq326murua9997jjjvuYPr06cyZM4fvvvtONjz2er3YbDaWLVtGe3s7p59+OjU1NUyaNInf//731NfX09raitVqxevt95NITU0lOzub4uJiKisrmTJlCrNmzWLGjBmcd9555ObmUlBQwPz58+no6CA5OZn09HRisRh9fX0jbrdWq6WsrIxQKERzc/Nu48HNZjOTJ09Gp9PJg9Rdo7bHiiAI6PV6ysrKmD59OkVFRQiCQHt7O5s3b5YLXnuKLU+QYH+SlJREdXU1ubm5OBwOtm/fvtvzbKIQBC1axQrUwsmIgo+42Emc/h+RThCS0CguRq04/rCfAEtwYEiU0hMkGAMej4fOzk78fj9arXZcY5cPJ0KhEDt37iQWi1FRUTGmdqBIJEJDQwNKpXLcCwtSe5PD4SAWi5GSkkJpaQkGo4gghHE6O3G5nCiV/dJ/s9lMS0sLoihSVVWF3++nra2NWCxGbm4uubm5w345S4Nrl8tFX18foiiiUqkwGo1yS9P+KCDEYjEaGhqIx+PU1NQc9saSgUBAPnYqKysP+GyxZCw9sB0pKSmJBQsW0NnZKSvF5s2bR2dn56DEntWrV3P99dezfPlyFAoF6enpvPDCC4MiRAFeffVVrrzySl566SWUSiXnn3/+Hr1NHn30UX7xi18wY8YMBEFAq9Xy6KOPyu1Zs2bn8sWncaKRaH9akLUBBCXHHXs1kyfPlY3Rnb1W/vXpH7j3vod4/fU/8thjj3H++efL68nJyZELN6tWreKDDz4gOzubE044gVdeeUVWFAUCAXQ6HRs3bqS5uZlLL/05Gzds56uv3mTalONY++kqIpEoRx6xkq++fpkddR+Rk11GQX6/74g/EOGnV/yGh363gquvvhqTycQrr7wi+9PsilSoaW5u5tVXX2X79u0sWrSIu+66ix07dgDw+uuvA/1JS6eccgplZWWceeaZTJ8+nVdffZW77rprkNJJUgft+n8Y7B8zUAq/qyz+7LPP5uyzz5Z/v+OOO+T/G41GysvLueeee2QT8FWrVjF79mz5OdOnTx8k/49GYzz84Ed887WVquocsrMXk53VP6EQCAaIx0WuuPwp2ls9zJ6bS0Zmf2zu3Llz5ePkuOOOk4tdu74v6I+BX7FixaC/ffTRR6x6vj9GOyvLzFln3ozD7kBv0A8qRhcWVXD5JU8RicT5n98uRaX6z7VeSmsJBoNYLBYikQhr1qyR21ErKyt58803B7Uobdy4kXfffRfoTxcMBoPccsstrFy5cpASRmpPUqvVoxpc7apektDr+6Pr3W73br/jJCNqqb1JUmsOh0ajoaqqiu7ubiwWCz6fj5KSknFppVapVGRmZpKZmUkgEJBbo1wuF2q1Wm6N+r4HHyQ4OJiIGO+92w4NauVSVOIPiItN/47gViAIGSgoShRoEkwoiUJNggSjoK+vj87OTvr6+tBoNJSUlGA2mxMX6GHw+/1yAk1VVdWY+uHj8TiNjY1Eo1Gqq6vHrbCwa3uTyWQiM8uINqmRqPh/hOI2EBXEBDe5hUH6vLPQ6RbKs7ilpaVYLBZcLhcpKSkUFxcPupmVWpqklCYpXjgpKYns7Gy5pWl/Hi+iKNLY2EgwGKSysvKwj4UPhULU19fLyqeJTgfbE5IvS25u7pBi466RoWq1Wo4ZlsjJyeH111+nq6uLzs5OeaYdBg+Y8/Pzee+994asf9d47IG/p6Wl8fTTTw+73WvWrCESiWGz/oXWVi/+gI3KyiNoavoOlVolFx1EUaS1xYY2SctPf/pjrr/+skED9l/96lccddRRcqrFihUr5HQLSbW2eXP/YD4ajTJ16lReeeUVFi1axEMP/YaHH/wMlVJHRUU5az9dha+vD4M+l+LiGWRnF3LEwv/4BbS1ujnr7CP58OMZ3HTTTZx66qmD3pMoioOUeUuXLuXWW28lMzOTgoICjjvuOG699dYhRs0DUSqVw7bG7E9WrFjBqlWrOPnkk2lqasLn8w0y4F2xYgVz587lqquuIh6Pc+65yygtLWfxsWfw+BN3olKqcXk6CAZd5ObUMH3KRXg9SkKRb/jdo+/w1DNa4vE4O3bs4J133sFisfDDH/6QpKQkXnvtNSoqKrj99ttZu3YtoVCI6dOn8/TTT5OamsqKFStQqVTU1dXhcrk5+ojfAPDpZ29Qu+MzQiE/Ryw4jyOPPP3fio7t/P3DPxAK+QiHYhSX/prLrziX+vp6Fi1axLJly1i7di2LFy+mqqqKP/zhD0QiEaqrq2lvb+fSSy+Vjbclf5hd05LS09PldL5dWbx4MXPmzGHdunW0tLRw7bXXkp+fz+OPP47FYuHBBx+UC6eCIOD1eod45khm7y6Xa4++X1JxpKurC51Ot9sJHkEQyMnJIS0tjebmZnbu3DnuA1SdTkdBQQH5+fmDDPQl4/OMjAxMJtMBL3YnSDARMd57gyBoUArjY0qeIMFoSVyBEyTYDT6fTzb4U6vVFBUVkZGRkSjQjEBfX98gRcNYv0hbW1vx+XyUl5fvs+FhLBaTbz5DoRBqtZq8vDwyMjJQqUKEYquIxJsQMCGQB4KA2xUhFveQW7AOMd6Oz3UmRmOBLFkvKCggKysLQRCIx+NySpPb7SYajSIIAqmpqRQWFmIwGPbKEHK8aG1txev1jtts7MFMOBxm586diKJIdXX1Ad3vElKi0b6ma2VkZGC1WrHZbMOmSUwEarWSCy+exAvPb8bt0jN3ziU0Na9HKSiIx+PY7X58fRGOPXYhWTnLmTp1ChkZGZx88sn861//AvqNhEdKtZg+fTrV1dVMnTqVmpoa3n77bf7v//6P6667jnvvvZdYLIZKlcakqp+iUPYXuYKhEFqtFoejjYrymfK2unqDpGckU13T7+chedRI3H333YMSiQAKCgpIS0uT46yPPfZY2traOPbYY0fcJ5ICTopXPhAsXryYp556it7eXl566SUuuugivvvuuyHPk5R0kUiErKwMrrz6KD5Zm82G9Vs4Yv51mIzpvPPetcyc2cyKS5dxyikXsWPHDnJzcwmFQsRiMW6//XaeffZZ3n77bVk5dO+992IwGFi3rj+W9pZbbuE3v/mN7D20ceNG1q5dy/Ztbl54dgPQX8y4+soXsFgaee6FqykumU6yLoV333uAc878FTqdgZbWTm677TqmTC3A6/XidDpJTU3lV7/6FXq9nl/84hf8/Oc/Z/ny5Wzbto3jjjuO0tJSZs6cucd9dv/99w/y+1m1apX8uo6ODtauXUtXVxcVFRVcf/31fPHFF6xbt46zzz57kMJtJIxGI21tbQSDwT1+3xUWFhIMBmlpaUGr1e6x1XV/DFAFQcBoNGI0GolGozidTux2O21tbbL5fEZGBmlpaYn7ngQHjPGK8U6Q4FAjUahJkGAYAoGArKBQqVQUFBSQmZl52Pt77Atut5umpibZG2Ssigar1YrT6SQ/P1+W9g+kpKSEpKQktFotsViMO+64g2AwyAcffMDbb78tPy8YDNLT08M777zD+vXrue2222hqauLuu+/m22+/RRSjhGIvE6cdgUL55jMSjfDa6vWsXdPM40+dRmpqL3rz/+HoOYu0VDPFxcUIgoDdbsflcuH1ehFFEaVSicFgkH8OpCeKhNVqxeFwkJeXt0+GlIcCkUhEbrOrqqo6KJRDkUgEh8Px76Lgvn3NqlQq0tPTsdvt5Ofn77cZbpM5lR+eW4hCyOG11V9x5qmPEwyF6OzoY/acIo47vpSaSRkolXOBx+XX3XXXXfL/R0q1UKlUfPDBB4P+VllZyf/7f/+PDRs2oFAoCAbDfLo2QMNODzdd/2eCoQCxWJRA0MPkyYuA/iJNIBjlymvmoVQqhiiVBrJr205dXZ38/+zsbDnNR2LgslatWoXH46G+vp5wODxErbS/EASBc889lzfeeIM33niDL774YkihJh6Py75baWlpspIvLU3DuT86hQsvPIKKimoCkXeprlag10c59thjufjiiznttNPkNq/h+POf/4zH45Gvt6FQiBkzZsiP//CHPyQlJYVQyIH470jbOXNOASAjvRCjIZ+vv/yQ7JwcXK4u3nr31wj0J431p3dFMRqNaLVali9fTmFhIUlJSTQ0NHDVVVfJhc/p06eP+jr7y1/+kquuumrYx5YtW4ZCoZCvk5KB8pw5c+js7BxV8UWKBHe73Xt8riAIlJWVUVtbS2NjI5MmTdqjanS4Aap0PzLeqFQqsrKyyMrKwu/343A4cDqd9Pb2olarSU9PJz09/aC4xib4frKvMd4JEhxqJAo1CRIMQOqH7+3tRalUkpeXR1ZW1kEx+D6YcTqdtLS0yCk7Yx1MSvHm6enpQzw4BiLN7m7YsIEjjzySe+65R37M7XZjs9nweDwIgsCZZ57J5ZdfTkpKyiAT1rhYT1xsQiB/0Ayh3+fHH/CD2N8qEQrpSUntISfHjUARTU1N+P398bJarZasrCwMBgOpqakH1UzjwH2Zm5t7oDdnQpFSxSKRCJWVlQdN7KzNZkMURbKzs8dleVlZWfT09NDT07PfPlOtVotKpSAvT8UFF5ZSWFBG7Y56CgpyqKiYGGVPKBQiHo/j9/sxm81cfe0sXnt1M3/9y1a0Gg0qtci55zyEvSdAMBglPSOZK6+ZR3GxcUK2ZyDSQOBAKmoALr74YhYsWMCiRYuGFGEVCgVdXV34/X7Ky8uHFJ8EQfh3JLoKlUqJVqslEonw4osvsnPnTv75z3+yZMkSnnnmGU466aQh6xZFkaeeempE5ZHUGqTRKBGkmC5RxOPx4Ov7T2tfLB4jJ7ucn1zxJAA2m48pU9IpKjJQV1eHTqdj2rRpaLVaPB6PvO3jza6paLtGqo/GMFpKhHK73aM63yVT9x07dtDY2Cgb1O8JaYDa0tJCW1sbHo+H4uLiCSvcJicnk5ycTEFBAS6XC4fDQVdXF11dXXLymMlkStwbJdjv7EuMd4IEhxoJeUCCBPQPEFpaWti2bRtut5ucnBymTZtGbm5u4kZkD/T09NDc3ExKSgpVVVVjvnH0+Xy0tLSQmpo66taOWbNmkZaWJqeAnHjiicyePZtzzz0XlUrFtGnTWLNmDRdffPGQ10bEtax+pYF5sx5k3qwHOPeHL2Czeemx9xAMBBAREeMiiPDEoztYsuTH/OAHP+D222/HZDIxZcoUCgsLufbaa5k3bx7HHXccF110ETfddBPQ34Zz8803M3/+fGbMmMGFF16439IKvF4vLS0tpKWl7bc2mQNFLBajvr6eYDBIRUXFEP+IA0UsFqOnpweTyTRuLVhJSUkYDAZ6enr2m0eKtO12ux2lUklWtgmjUYtWO3G3DYFAQDbfzsrKQqtVccKJ2fzkZ5WccloVJrMWk0nHtOnZXHfDQu6+d/F+KdIAskIwHA7vl/WNRFlZGffddx///d//PejvkUgEg8HApk2bqKiowO/388knn8iPx+Nx2UBdQvI82rBhA/Pnz+eXv/wlJ5xwAhs29Lct6fV63G63/PzTTz+d3/3ud7IHl9frpba2dphtNMG/FTWffvYOvj4fwbALt8dCReVs0k2l2B3t1O1cByK4er3Yer7D5/ORn5+PUqmUjz+9Xs+UKVNkc+f169cPivF+4oknuPXWW/d6f44HBoOBvr6+USc06XQ6SktL8fl8tLa2jno9arWayspKCgsLcbvdbN++XS5kTRSSp1tFRQXTp08nPz+faDRKa2srmzdvprm5WU7OSpBgf5KZmcmkSZPQaDQ0NTXR0tKyzylpCRIcbCQKNQm+10QiEdra2ti2bRtOp5Ps7GymTZsm3ywm2D1Wq5W2tjYMBsNeRSGHw2EaGxvRaDSUl5ePetb073//O4FAgJ6eHtavX88tt9zCN998w5w5c3jzzTdHlMGKYpgtW77iV3d8wv/99Sd8s+EXTJmSww3XvsOO2h0Eg0EEBNQaNV9+0cF7f2rgw0/Oobb2O1JTU/nDH/5AUlISd999NyaTiR07dvDWW2/x6aefyut44IEHZB+HTZs2kZeXx29+85sx7Ze9IRgM0tjYiFarHdO+PBSJx+M0NDQQCAQoLy8/qDx47HY7sVhst8qwvSErK4tIJILT6RzX5Y6ENFB2OBxyuo1SqZzQG+FAIEBvby+pqamYzWa56FVals1Jp5RzwYWl3HTLEVx6+ax/t13tv1sYpVKJQqE44IoagCuuuGKQP0ssFmPnzp2cfvrpeL1eFi5cyM9+9jMWLFggP0dShwws1AiCgMFg4IYbbmDatGnMmDEDq9XKT37yE6Df72flypXMnDmT7du388tf/pIZM2bIPkNHH330sIWa9AwdJWXJ/962KG+/ext/eu9eFi+6nJycQkymTE496Rd89NHzPPzIj/nTn6/jHx++waRJk4Y12X355Zd59NFHmTZtGg899BDTpk2TW45qa2t32955//33M3PmTPnnmWeeGcOeHh1GoxFRFAcVtUbzmry8PJxOJ93d3WNaX1ZWFpMmTUKlUlFfX097e/sQ9dREoFarycnJYcqUKdTU1JCeno7b7Wbnzp1s2bIFi8VCKBSa8O1IkEAiKSmJmpqaAx7jnSDBRJFofUrwvSQajdLV1SXPUGdkZJCbm5vocx0DHR0ddHd3YzabKSkpGXNhQBpsx+PxUStxzj77bJRKJTqdjt/+9rf4/X6OOuoolixZAsARRxzBhx9+uJslRPnXmg5OPHESubn9N/qXXn4kC+Y8yA2/mI7J5CElpY+8vDw2rN/M8vPmkpmlR6XsHxxde+21AHzyySc8/ni/L4fZbObMM8+U17AnH4eJIBKJyIlHe1MwO5SQ0qz6+vooLS2VB2wHA6Io0t3dTVpa2ri3YUlJSTabbb/4DimVSqLRKD6fT97HCoViQgeELpeLUChEdna27AcVi8XIzs6WVRwH8hqtVqsPmKJmuGhsgD/+8Y/s3LmTSCTCvHnzZDPnXXnggQew2Wyyikby2fH5fDz33HMUFxcPipEHuOyyy7jssssG/e2+++6TzYMHIi0vHA7T0tLCjJlaLvrxG+RkmzAYdYTDYRx2B2mpabjcLjIySvnBkdfg7I1w5dVHcMaZ/ZHgu0aWS3/7+uuvEQSB7du3s3jxYtngeOvWrdx///3DvufdeQnt6me0u0j1gf8f7nNISUlBpVLhdrt3m+a0K7m5uQQCATo6OmTV3GjR6XTU1NTQ2dmJzWbD6/VSWlq636K1U1JSSElJGdQaZbVasVqtpKWlya1RCV+/BBPNwRLjnSDBRJAo1CT4XhGLxejq6sJmsxGPx2Ufj4MhJeZQQRRFWltbcTgcZGVlUVhYuFfLaG5uJhAI7DEdSmpvikQi/Pa3v2XSpElkZmaSmZnJq6++OmiGWBpcjkx/+4JkdDmQWbNms21zlJ1129BqtPJ2AgiM3jxxTz4O483ASPODIZZ6IhFFkaamJtmfYSyDov2B0+kkEokMioIeT7Kzs+U0r/2hIgqHw4TDYfR6PTDxhZrOzk6SkpLIzMxEFEVsNhupqamkpKTIaoUDWajRaDQHhaJGIhQKyUbalZWVu00R8vv9JCcnDxm4pKSkkJSUJJtf7wsOh4P29nYA5s2voaJyEk8+to6Odg8pKf3rVSgUeN0+enr8GE1mzrsgh6JiJR6PRz7OduWLL77g5ptvlq/Hzz77rOxHsXbt2n3a5vHCYDDgcrkQRXFMg8OSkhJCoRDNzc3U1NSMyahXoVDICYMtLS1yEs54eWONdhvMZjNms7m/GOdw4HA4ZC8ds9lMenr6QdOamuDwJSUlhUmTJtHR0XFAY7wTJBhPEqXuBN8LYrEYVquVLVu20NXVhdFoZMqUKZSUlCSKNGNAGig7HA5yc3P3qkgD/QMyl8tFYWHhiDfnwWCQtrY2Nm/eTEdHB9Afqyt5B+2NiaIgqFiy5L/4+9+209XV39v/4vNfcuxx1ex6a33s0irefus7/H2lgJbnnnuO448/HuiPyX355ZeBfhXA+++/L79utD4O44FU8PL5fJSWlu4x7vVQp7W1VT5u9nVQORF0dXWh0+lGPKb3FbPZjEqlwmazTcjydyUcDqNUKuXi30S2PoXDYbq7u+Vz2+l0Eg6H5RaySCSCWq0+oDOkB1JRsyvBYJC6ujpZkbinc18q1AxHeno6fX19e922Eo1GZY8InU7HpEmTSE9Pp6LCzJ13L+bMs2ro6wvR2upixw4LgaCC+QuzueNXP+DCixah1WppaGgY0W/lhBNOYNOmTWzevJnNmzdzxhln7NV2TiRGo5FYLDbmtguFQiG3qjY0NOzV+aXX65k8eTIGg4GOjg7ZYH1/o9FoyM3NZerUqVRXV2MymXA6ndTV1bF161asVutBc/4kODxRKpUUFxdTXl5OOBymtrZ2yPelKAaIxL4lEH0Ef/R2/NFfEYo9RyxehygmPG4SHFwkFDUJDmvi8Tg9PT10dXXJ0Z95eXn7TR58OBGLxWhsbMTr9VJYWEhWVtZeLcdut9Pd3U1mZuaQZYj/TggZmN5kNpvJyspCrVZjMBj2eaA2Y/q53H3vPzn1xP/P3nvHt3bX9//Pc7Qty7I1vLe8742zbgYFshMgZTR8oUBC4CZQKJRRWqBQkpb+CmWl0BZov2GEBJKwv4ymJITQhFFWLsmd3rbkbWtasvY6vz/cc7DvtX09ZFt2zvPxyOORa0tHR7J0dD6v83q/Xv+BIAg0t9r53L//6Tm3u+lFnZw82ck1L/gM8HmOHDnCXXfdBcDf/d3fcccddyiz0UeOHFFs6x/4wAf48Ic/zGWXXYYoigiCwN///d/T3d29rf1ejeWC12qV5geJiYkJpXJ8q++9nSQcDpNMJmlpadmxxxBFEafTyezsLKlUakdF5nw+r4gjsktgJzNapqamkCSJ+vp6AObn5zGZTMrnSt6XvaRYHDWJRIKhoSEAOjo6zvt9lkwmzwkSXo7NZmN6eppgMLjpVrFIJILH4yGbzSpujuXH6PJyI3/0gioyWQM+fxmXXHIpbW2NjI4OodMn0Wq1dHR0MDw8zMjICC6Xq6jGGTeKnOMUDoc37XaTM9qGhoYYGxujra1t099zWq0Wl8u1ogmnqalpz74XSktLKS0tpbGxkVAoRCAQYGZmhpmZGcrKyrDb7ZSXl6ujUSo7wlo13oLGQzr/VSCJIJUhsBR8npPGyTGAINRi0BxFFIrLravy3EVYr0HiyJEj0rFjx3Zxd1RUCoMkSfj9fmZnZ8lkMpSVlVFbW3vgHQc7RTabZWRkhHg8TlNT05YzMhYXFxkeHsZisaw4GZXHm3w+H6lUCr1ej9PpxOFwFLx+VJIkMvnvkc3/8n8rus/Nc5GkPJIwjVa4DJ34pwjCypPJTCZDLpfDaDQSiUR4wQtewKc//WluuOGGgu7reni9XiYnJ7c8frafmJ6eZm5ujqqqKmUhX2wMDg6STqc5fPjwjro+MpkMp06dwul07ujfPRwOc+zYMXQ6HVdeeaXSrJFIJDh06FBBH0uSJH7xi1/g9/u5+eabSafTDA8P09zcrBxr+vv7lVrWvUL+zF144YU7Vot8PuLxuJJH1dHRsSFbvzyK0tPTs6aoMzQ0pLx/N0I+n1fyUYxGIy0tLec4dnK5HNPT04p40NzcrOR1zc7OMjMzw+HDhzEYDGSzWYaHh5WA8P0o1gwPD5NKpTb8Gp6N3+9nfHx828f0ZDKJ2+0mHo/jcDhoaGgoCkEklUopo1GyW08ejVLPzQ42zc3NPPLIIxw+fJh4PM4tt9xCbW0tX/rSlwqWqff973+f2tpaLr/88hU/l48/euMsdU2PY9A5EYTV3295/AiUYNS8A0EojDP2qaee4r3vfS/qelplLQRB+L0kSUdW+53qqFE5UEiSRDAYZGZmhnQ6TWlpKa2trep89DbIZDIMDQ2RSqVobW3d8hW6VCrF2NgYBoOB1tZWBEFQmpsCgQD5fJ7S0lLq6uooLy/fscWuIAjoxFcAItn8/yChQZBsgA7IIgkBIItWuBKd+CfniDQAoVCIl7zkJeRyOZLJJLfeeuuuijThcJjJyUnKy8uLVrgoFLOzs8zNzeF0OoviuUqSxMREmOPPzhNeSGIwamhpKQUiNLc07fhojk6no6KiQnEX7VRwdDgcRq/XYzKZFPF0p0afQqEQ0WgUh8OBwWBgYmICnU63IoMonU4XPKB5syyv6N4LoSYWizE8PIxGo6Gjo2PDjqp4PI4oiuuKOna7HY/HQzQaPe/3ZTwex+12k0wmqayspK6u7hwhIBKJMD4+TjqdVjKHlgv8DoeD2dlZ/H4/dXV1K5w1o6Oj2/qu2SvKy8uZmJggmUxuKRfD4XCQSCSU0OetjnfKTTgzMzPMzc0pQcN7LYYYDAZqa2upra1lcXERv99PIBDA5/NhNBpxOBzYbLY9d86p7BwLCwv88R//MZdddhmf+cxnCvp9+f3vf58jR46cI9Q4nU5KLSUEIg8SDuUwGDOUlUmIqzy2iIM8M2TyT6DXvLJg+7YVcrncgS6GUNkYqlCjcmCQBZpUKoXZbKapqWnHsiKeK8hhldlslvb29i0HmOZyOUZGRgBwuVwsLi4qTRVyGKHT6dy1hZggaNCJr0ArXkE2/zuy/B5IAEa0wmVoNVcisHZjQGVlJb///e93ZV/PJh6PMzY2RklJCS0tLQe61cDr9TIzM4PdbqexsXGvd4eJ8TAPfu0kE+MRNBoBnV4kn5P44fcX0Okl3vLWKpzOzYWJboWqqiqCwSB+v3/HgkPD4TB2u51EIkEqlcJisexYmLCcIeB0OkkkEiwuLlJfX6+8jpIkkc1m9zwoe3Exy8jwIvHYDNXVFbS0VqDV7o5TIRqNMjIyoggam3ktYrHYqkHCy6moqFDGC9cSauRWs5mZGbRaLe3t7ed8x2azWaampggEAhiNRjo7O9Hr9cpiXEYeZfX7/Uo7i0ajob29neHhYcbGxmhpaVFCg/cDsgsoHA5vOcC0vr5eyWczGo1bvsgkCAJ1dXWUlZXh8XgYHBykpqaG6urqovjOsFgsWCwWcrkcoVAIv9/P1NQU09PTK0ajimFfVQqD1+vl9ttv5+Uvfzn/8A//wP33388jjzyiNGQu//f999/Pww8/TEVFBadPn6a8vJzvfve7VFdX86tf/Yp3vOMdynjuXXfdhc1m44c//CFPPPEEX/rSl/irv/orrrjiCo4ePUo8HieXS3Dr7TX82Vtv4MePnuHT9/yCbBbyOYn3f/AG/vQ1lwBw0/Wf4+JL6jj29NeZGH8X7373X1JXV8dnP/tZZmZm+NSnPsWrX/1qYOkz9pGPfITvf//7BAIBvvjFL/LEE0/w2GOPkclk+Pa3v73qyPuPfvQjPvrRj5JMJtHr9XzmM5/hyiuv5KmnnuJd73oXl156Kc8++ywf+chHeOlLX7p7fyCVokQValT2PQsLC8zMzJBIJDCZTLhcrn13Ja4YSSQSDA8PI0kSnZ2dWxZR5ADieDyO3W5neHiYdDqNXq+nrq5uR8abNoIgCAjUoNe8Aj2v2HRbx16QTqeVxVpbW1tR2Nl3Cr/fr7iGmpqa9np3GBsL8Zl7foPeINLQaFHeK9lsFknSoNUauf++E8RiGW68ybWj+1JSUkJpaSler5fKysqCv2+TySTpdJqGhgampqaUANCdEGqi0agiJJhMJubm5tBoNCvcBHIuzF5dafd4Fnjsv0Z49tlZQqEQpaVLIoTZrOfGm1q5+tomDIadO4YtLi4yMjKCXq+no6NjU6+DJEnE4/Hz5jqJokhFRQWhUGjVUZlUKqU4bioqKmhsbDznuB0KhZiYmCCXyymigCiKSkjw2eKFw+FgYWGBhYUFRZCRxZqRkRHcbjfAvhFrZAfawsLClgVUQRBoaWlhYGCA0dFRuru7tyVQWiwWenp6GB8fZ2ZmRmnC2WvRU0b+rDscDpLJpDIaFQ6H0Wq1ymjUXrvpVLbPn/7pn/L2t7+df/iHf9jQ7Z9++mlOnjxJQ0MDf/Znf8ZnP/tZPvrRj/KJT3yC973vfbzuda9DkiTC4TDl5eW8/OUv58iRI7zjHe8A4N3vfjcvf/nL+eAHP0gq9y38gd9gKbXwwqu7eP4Lm0GSiMfhpuvv5cabuqioWHqPTU9H+PF/v4aQ9yV0dryM97znPfzqV7/id7/7Ha985SsVoQaWXHRPP/003/72t3nFK17BN77xDT72sY/xyU9+ko9+9KM8+OCDK57T6Ogo//iP/8iPf/xjysrKOHPmDC95yUuYmJgA4MyZM9x7770873nPK8ArrnIQOLhn+SoHnkgkQn9/P6Ojo0iSREtLCz09PapIUwCi0SiDg4MA2xJpYGluf3BwkGg0SigUUkafDh8+THV19Z5lPZxNsYs0sispn8/T3t6+b+zhd911F29729uUfz/yyCMIgsCZM2eUn730pS/ly1/+svLvYDDI+Pg4ZWVlypicIAibblQpFMlkln//7DFKzDrs9pXOhFg0BgLYHVbq6i1851v9fPKTn+dVr3rVim088sgjXHPNNQXbp6qqKtLptFJbXUjkbZaXl6PX65U2II1GgyRJrJdtt1m8Xi+SJGE2mxFFkVAohNPpXGH53kuh5vizc3zin/6HgQE/DQ1WqqqNVFWbqG8ow2jS8N1v9/Fvn/kt8fjOhAxHIhFGRkYwGAybFmlgSXCXX9/zYbfbyeVy57ynAoEAfX19JBIJWlpaaG1tXXHczmQyjI6OMjY2hl6vp6uri9raWkXsSSaTAOeMapWVlSlum+VoNBra2towm82MjY0RDAY39Zz3kvLycmKxGNlsdsvbkIV4SZIYHR3dtjiq0WhobW2lubmZRCJBX19fUb6mRqORuro6LrjgAtra2rBYLPh8Pvr7++nr68Pr9W7rdVXZW26++Wa++c1vMjMzs6HbP//5z1eymq688kpGR0cBuPbaa/nIRz7CRz7yEX73u9+tec5/1VVX8aUvfYm7776bJ//7t1SUL7n/Igtp3v0X/8VLbvoKr37l/YSCcYYG/9AM9cr/cyGiKFBTa8Fut3PLLbcAcOmllzI9Pa0czwBe85rXAHDJJZcgCILigLn00ksVF/lyfvzjHzM6OspVV13FRRddxG233UY2m2V+fh6A9vZ2VaRRWYEq1KjsOxYXFxkcHGR4eJhsNktzczM9PT0r8gxUtk4kEmF4eBitVktXV9eWLNySJLGwsMCvf/1rfve736HT6WhtbaWnp4eOjg4qKiqKXhgpJuQT9mQyicvl2rKtfi+49tpreeqpp5R//+xnP+OKK65QfpbL5fjlL3+piBjhcBiPx0NpaalSW7vXnDwxRzSawmpdudDM5/LEE0u1x6IootNpMBo19J/xrbGlwmG1WtHr9coJXiGJRCIYjUb0ej0Gg0ERauSF92ZzatYS644fP04oFMJisfBXf/VX3H///QiCcI77QxZq/vRP/1Q5Wd8qzc3NnD59et3b/MVf/AUXXXQRh3ou4NIjDXz7u2/jm995J5//v29CAD7+yT8mlYpjMulobLYy5l7g/i8fL5iAdf/99/OqV72KhYUFRkZGMBqNWxJpAH7605/ypje9icsvv5zW1lbuvPNOQqHQqre1WCzo9XoCgQCw5BYbHR3F4/FgNptX/Z4NBAKcOXOGcDhMXV0dXV1d5wj7qVQKjUZzzv4LgoDD4WBxcXHF4gf+4KyxWCy43e6iFBZWw2q1Ku2F20EOaI7H43g8noLsm91up7u7G5PJhNvtxu1270jm1HYRBAGr1Uprayu9vb00NjYiCAKTk5OcPHmS0dFRwuFwQQVjlZ3n/e9/P0ePHuXaa69VxieXi5BnHwOWn+doNBpFpPvLv/xLfvjDH+J0OnnnO9+ptHGezf/5P/+HX/ziF7hcLu755OPcefS7ALzrHd/hqqvbePbkBzn27N9QV19OKvUHAdBolI9TOjQajbIf8sWD5WLh8t8tF6KX7+9yJEnixS9+McePH1f+m5mZURx4ap6mytmoQo3KvkEOUpSDbRsbGzl8+DB2u70oFnMHgVAopCwM5GyBzZDNZpmbm+P06dOcOHGCiYkJ2trauP7662lqalJr0bfI+Pg4i4uLNDU1bTknaK/4oz/6I9xutyIo/OxnP+Puu+9WhJpnn32WsrIyXC4Xx48f58Ybb+R1r3sdr3vd63j88cfP2d7x48e56KKLlP9KS0v513/9VwC++tWvcsEFF9Db28stt9yiZJ+k02ne8pa30NHRwQte8ALe8Y53rHC8fOITn+Dyyy/nkksu4WUvexlzc3MAfPjDH+Z1r3sdt9/+Kr79/97GA197P+n0H04mY7EYSFBq/sPJlcNZwvh4mExm7avg2WyWF73oRRw5coRDhw5xxx13KONF999/PzfddBOvec1rOHToEM9//vOV/fnVr37FJZdcwkUXXcThw4f5n//5H6LRKPF4XNn2m9/8ZuX1ADh9+jStra1Kvsgtt9xCb28vF1xwAV/96leV2zU3N/N3f/d3PO95z+Pqq6/me9/7HsAKR40s1Gz2Cv9aYp0s2BiNRo4fP64cz89e0MuvzX/913/hcu3sWBnA5z//eY4fP85fv+ermM02brv1H3nnX9zHO//iPrSriA319RZOnpxnanJ7i/PlpNNpJYuqo6PjvM7D1RYFIyMjHD16lHe+851K/bXVal1h3T8bm81GJBLB7/fT19dHOBymvr7+nFwcuZnL4/FgMpno6elZM/8kmUyuGXzscDgQBAG/33/O70RRVJwVbrdbEZCKGbPZjE6nY2FhYdvbslqt1NXVEQqFmJ2d3f7OgeLMqq2tJRQK0dfXt2dOxY2g1WpxOp10d3fT09NDZWWlktd06tQppqamSCQSe72bKhvkgx/8IG984xu59tpraW1t5eTJk6RSKdLptJJVcz6GhoZwuVy89a1v5d3vfje/+93vgCWH3nI34MjICNXV1Rw9epS77/5Lfn9sGoDwQoKmZhuCIPDkfw8zOrLy2CMLgKJQ+PKCm266iccee2yFo/jpp58u+OOoHBxUoUal6EkkEoyMjDAwMEA8Hqe+vp7Dhw/jdDpVgaaA+P1+xsbGMJvNm756m0gkGB8f59SpU0xPTyNJEqIocsEFF3D55ZcXzXjTfmR2dpZAIEBNTc2Wa9H3EpPJxOWXX85TTz3F4uIisVhMuaIES9WV11xzDdFolNtvv52XvexlnDlzhgcffJDXv/7154xFXHTRRcqVqI9//OM0NDRw2223cfr0aT7wgQ/w+OOPc/LkSQ4fPsw73/lOAO69914mJibo6+vjiSeeWFGT+eCDDzI6OspvfvMbnnnmGW6++Wb++q//Wvn9sWPHuOaqv+bd7/wa+VyWEyd/AkAqmcLv92M0GtFo/zCmo9GICAI89dRPVwhK73rXu5bdRsPDDz/MsWPHOH36NLlcjvvuu0/5/dNPP80999zDmTNn6Onp4bOf/SyAMpt//PhxTp8+zatf/WpEUVQEKYCjR4/ywAMPKP/+yle+wtGjRxEEgXe9610cPnyYkydP8vjjj/OBD3xghbskHo/z2GOPce+99/Lxj3+caDSqVCcvb6DYrFCzmlj3oQ99iJ/97GeUl5dz8uRJTCYTTU1N5PN5XvWqV3H55ZdzwQUX8E//9E9kMhkEQaCtrU3Z376+Pq644goOHz7M61//eq688koeeeQRYOkzc/Y2NsvCQpKnj82gEVd+x8ivwa9/813+/f++hXs+/RrO9P0MrU7kl7+Y4Le//S3XXnstl156KZdeein/9V//pdx3PSHxrW99q2J7//nPf04sFsNsNtPa2srf/M3fcPjwYQ4fPsx73/texQVx9OhR3vzmN/PCF76QI0fObfb8p3/6J2655RauuuoqYEn4+OQnP8ng4CC/+MUvVn3eFRUVzM7O8swzz6DVaunu7j4nb8Xn83HmzBmi0SgNDQ10dnau6/JbrwVJDhWWm//ORhZr5FDc1QSdYsNqtRKJRAri+KiursZmszEzM1MQ8QeWxMWamho6OzsRBIHBwUHle7uYMZlM1NfX09vbi8vlwmw24/V66evrY2BgAJ/PV5QOIZWV/O3f/i1veMMbuOOOO7juuus4dOgQN9xww6rBu6vxb//2bxw6dIiLL75Yya0BuP3223n44Ye56KKL+OpXv8q3vvUtLrjgAi6++GLe85ef5ZOfvhFJyvCP//RSPvg3P+SKSz/Fd799nAsuqDnrEaKIQhui4CzwM18abXrwwQd505vexIUXXkh3dzf33ntvwR9H5eCgrp5UipZkMsnMzAyhUAiNRkNtbS2VlZVqXd0OMDc3x/T0tGI33khIrTze5PP5VrQ32Ww2PB4PVqv1wAfe7jRyk5ndbqe2tnavd2fLXHPNNTz11FOUlZXxghe8QBlrOHPmDE899RQvfelLOXHiBIODg7z//e9Hq9XS09PDRRddxG9+8xte9rKXnbPN48eP87a3vY3HH38ch8PB17/+dW6++WZqapZOut761rdy4YUXAvDkk09y++23o9Vq0Wq1vO51r1MWqj/84Q85duwYl1yy1PqQzWaV9haAF73oRWiwAAL19T0Eg9MkEgmGBoeYmZnh8itWVoHKvOD51/BfP/qB8u9HHnmEe+65B1gSOu655x4effRRpfVk+bjI2bP5P/nJkjgkz+aPjo5y4403csUVVxCPx/H5fNTV1aHT6XjBC17A4uIip06doru7m69//ev8+te/BuCJJ57gn//5nwGoqanh5ptv5sknn+Tw4cMAvPa1r1UcFBUVFUxNTSmL9HQ6veXRp+Vi3c0330wsFuPIkSMMDg5SVVXFf/zHf3Do0CHKy8t5y1vewt13381VV11FOp3m+uuvp6GhgYsuumjFNm+//Xbe85738PrXv55jx45xxRVXKL97wxvecM42LrvsMm688cYN77N3PrZU33rWxQD54oDBUMLb//wLjI+f4uvf/Hve9Rff5MSJcT55z9386Ec/oqamhtnZWS677DJOnz7N1NQUH/jAB/j9739PTU0Nd999N+985zv55je/yb333ovb7aavr4/Z2Vle/OIX09jYSHt7O/feey/Hjx/nmWeeAeAlL3kJX/jCF5RRsuPHj/Ozn/1s1QyakydP8rrXvW7F73Q6HZdccgknTpzghS984Yrbx2IxPB4PyWQSk8lEV1fXiuN3MplkfHycaDRKWVkZTU1N53Vd5vN50un0ulXiTqdTCRVebYRZFEVcLhejo6OMj48DbLm6ejeQ26yi0WhBHJBNTU2kUincbjddXV0Fc6aazWa6u7uZmppaUeO90dr3vUIQBMrLyykvLyebzSoBxBMTE0oAvcPhwGKxqBfzioSzx/c+9KEP8aEPfWjN2x89epSjR4+u+u/Pfe5zq97nsssuW+FUgSVRSCaTe4p0/odcd30bp/tXf+wfP/EmJCGETnzxqvu9XMxc/v/Nzc0rRORrrrlGuSC0/P9hyVVz0003nfPYZ99ORQVUoUalCEmlUoqLQBRFampqqKqqUgWaHWJ6epq5uTlsNhvNzc3nPbHJZrP4/X58Pp/S3lRfX4/dbkcURSU7aLMVsiorWVxcxOPxYLFYiqL1aDtce+21vP3tb8dqtXL11VcDS0F/P/3pT/nlL3/J29/+djQaDYIgbMjJNTU1xate9Soeeugh2tvbt7VvkiRx1113ceedd676e6PRSHVlGfNzUURBJJaIMzM9QyqVwuF0YDSsdApks0uuAJ1+7ePVww8/zC9/+Ut+8YtfYLFY+Kd/+ieGhoZWPKbM2bP5L3vZy3jiiSd45zvfyU033cTdd9+N1+vF5/MpYt4b3/hG7r//fq655hq6u7s3/P4xGo1EIhEsFovyuPKiTc4Zgc07auBcsS4QCNDc3Izb7eYXv/gFV155JaWlpTz11FMrXFSLi4sMDQ1x2WWXKT+LRCKcPn2aW2+9FYAjR47Q29sLLIkNq22jv79/U0JNLpc/x2EgSRJzs0tjaD3d1wDQ0NDD4qKffD6Dx3MKt9vNS17yEuU+giAwMjLCr3/963WFxDe+8Y2K8H3LLbcwMDCAKIo88cQTHD16VDmW3nHHHXzve99ThJpXvepVawYFy4La+cLgJUlibm6O2dlZRcgJBoOkUilMJtOKWm5RFGlubt6wu08em1vPcVNWVobBYMDn862ZNSeLNWNjY4yPjyNJEk5n4a94F4KysjIEQSAcDhdEqJGfu1ye0NXVVTCXqkajoampibKyMsbHx+nr66OhoaGohbDlaLVaqqqqqKqqIh6PEwgECAaDhEIhdDoddrsdu92+r3LdVHYGrXg1EjGy+Z8iSWYEKhCEJSFakrJIQgCEPHrxDWiE/X3OpXJwUIUalR1BkiQkfEhEARERB4KwfkhWOp1mbm4Ov9+PIAhUVVUVVSvQQUOSJCYmJvD7/TidThobG9e9vXzlPhgMks/nsVgsNDQ0YLVaFXHH7XYTjUZpbW3dUMuIyuokk0lGR0cxGAxFE6i7HZ73vOfh8Xj47ne/q4wAXXXVVbzxjW/EbDZTX19PZ2cnF110EQ888AB33HEH/f39nDhxgiuvvHLFtiKRCC996Uv52Mc+xh/90R8pP7/22mv52Mc+xtzcHNXV1Xzxi19UFubXXHMNDz30EK95zWvIZrN885vfVESNl7/85fzrv/4rt9xyCxUVFaRSKQYGBpRFNMD1N7TyH5//HfFEnFQqTS6fI50OcPzk9+ju/vSK/fN547hcNoILk2u+HgsLC8oV33A4zMMPP7zq6MrZDA0N0dHRgcvlorS0lAceeACDwUB5eTk+n0+pQ37DG97AlVdeycjICHfccYdy/xtuuIEvfvGL/MM//ANzc3P86Ec/4j3veY/ye3lRvXzUZblQIy86tyLULBfrLrvsMlKpFNdeey0//vGPOXXqFO9///spKVlq1Hr66adXCHZnzpxZVcBb7XORz+dX3cZmKS3Vc/YkSCQSIZNdCjbOZpZEEFFcEq9isSQWi47e3l5+/vOfn7M92dW0FuFwmImJCcUNsNHP/Hrhk11dXZw6dWrFsTiTyfDMM88o432yUyMWi2Gz2WhsbESSJEKhEIFAALvdjsfjIR6PU15eTmNj46Ze140INbDkkJEbVda67XJnzcTEBJIknbd2fC8QRRGLxcLCwgL19YXJudDpdLhcLgYHBxkbG6O9vb2g3wsVFRWYzWY8Hg/j4+OEw2Gampr21flXSUkJJSUl1NfXs7CwQCAQYG5ujrm5OUpLS7Hb7VRUVKgX/Z6jCIKATrwZjdBOVvo5OWkISRLkX6IVLkcrPh9RqFp/Qyoqu4g6k6BSUCQpTzZ3glTuX0lmP0Uq+wVS2f8gkfsI6dy3yUvnBuJls1mmpqY4ffo0fr8fh8PB4cOHqa+v31cnCfsJSZJwu934/X5qamrWFGnkE/bBwUH6+/sJBoPY7Xalvam8vFw5WZybmyMYDFJbW0tFRcVuPp0DRTabZWRkRMnkOAgnlUajURlNkQWSiy66iOnpaS699FLa29sxGAw89NBDPPjgg/T29nLbbbfxta997Zyr5t/73vcYHBzkox/9qJL/8tBDD3H48GE+/vGPc+ONN9Lb28uJEyeUUN0///M/p6amhp6eHq677jq6u7uV8abbb7+d2267jauvvpre3l4uvfRS/ud//mfFY9Y36IE4sdhSqK3JaCInxdHpjCtcF8lklmw2T1f3+m6DN7zhDSwuLtLV1cXLXvayc0ZQ1mKt2fzKykqy2azSjNPY2EhPTw9PPfUUr3zlK1fc/8SJE/T29nLjjTfy8Y9/nEOHDim/l0NFy8rKlJ9pNBo0Gg2pVGrLo0+wUqyTg8pvuukmPve5z1FSUsKVV16JxWLhhS98IR//+MeV+01OTjI7O7vCnVdWVsahQ4f4+te/DsAzzzzDqVOnANbchhzIvJzPfe5zfPCDH1x1f+sbyqiqMpPPL/19U8mU0oYFnBNgGo2mufW2mxkeHubJJ59Ufv70008jSRLXXnstP/rRj5T9WC4kXnrppTz44INYLBZqamqU5wVL4toDDzxAJpMhk8nwwAMPbNgZ9OY3v5kf/OAH/OpXvwKWRKz3v//9tLe3c9VVVymBwclkkpaWFlpaWtBoNGi1WsrKyhgYGKCvr490Ok1raysul2vT4tda1dxnI5cCnJ1JdTaCIOByuSgvL2dycnJHWs8KQXl5OalU6pwmm+1gNptpampicXGRycm1heCtotfr6ejooL6+nnA4TF9f37bbq/YCQRCoqKigra2N3t5e6urqyGazjI+Pc/LkSTweD4uLi3u9myp7gCAIaMQODJo3Y9T8LUbtOzBq34VJ83foNa9URRqVokNYLzzsyJEjkjovp7JRJClLJv8dMvnfIWIFypRFvGIrJI9efCNasYdcLsfc3Bxer5d8Po/D4aCmpkYdl9lh8vk8o6OjRCIR6uvrzwmKhHPHmwwGA06nE4fDsapwEAqFGBsbw2az0dLSshtP40CSz+cZGhoikUjQ0dFxYF1J2WyWwcFBMpkM7e3tu/I8FxcXsVgspFIpXv7yl/PqV7+aN7/5zeveR5IkZmdnmZ2dZXERvvqVYZLJDA6HiZ//8j5crivpaDtCqaWUcDhFOJTizj+7iCuuLHxbxPno6+sDoKenZ8vbGB4eJp1OrxBvAPr7+9FqtTQ1NXHq1Cmampq2NBpxzTXXMDU1xTe/+U3q6+ux2WyUlZVxxRVX8N///d+Iosjc3Bzvec97lNBgi8XCX//1X/P85z9fCQw+fPgwp0+f5s477ySRSHDBBRfQ39/Pv/3bv/HCF75w1W3cd999dHV10dzcrGzjL/7iL2hpaeG9733vqvv7q/+Z5EUvOsIb3/BxNOLSe0er0/L5/3gtb3nzA9RU16E36PnQ3Vfxzrd/n3s+81JOnHiG973vfYRCIUXg+M///E9EUeSrX/0qn/rUpxAEgdbWVu69915yuRwTExP867/+K8eOHcPhcHDJJZcwPz/Pd77zHXK5HO9///v58Y9/DCxlJn3yk59Eo9Fw9OhRjhw5wjve8Y5V9//06dOcPHmSz33uc/j9fjKZDFdffTWf/OQnWVxc5Fe/+hVf+tKX+MlPfrLiezcWiyk1yL29vfT09Gz5oonszpBH09ZjbGyMSCRCb2/vebPN5IsNoVBoze+xvSSdTnPq1Kkd2bepqSnm5+dpbGzcsfGveDyO2+0mmUxSWVlJXV3dvs+bi8ViymhULpdDr9cro1HFnsujoqJycBEE4feSJK1qq1aFmgPKS17yEl7xilfw53/+58rPJEnC5XLxla98RcmJWM7yk74Pf/jDRKNRJfzyfNx///388D+/yIPfuBKBOmXu82wkKU6eEIvB1zE3K5LL5bDZbNTU1KxrjV6+P5vdt+cakpQDUixNNupW2KNlt0YsFls1ZyAej+P1egkGg0iSRFlZGU6nc8V409nE43EGBwcxmUx0dHTs+5O5vUKSJMbGxlhYWFCuGB9EcrkcQ0NDJJNJ2tvb1x3dKCRXXHGFcoX7hhtu4F/+5V/WXXxms1ncbjeRSAS73Y5er6evb5xnjiU49vQUeoOBbCaNXqenpNRMba2FV726m55DezOKEQgE8Hg8tLe3r3DEbJR8Ps+JEydwOBxKkLHM2NgYiUSCrq4ujh8/TkNDw5ZHTjweD6FQiN7eXuLxOP/93/+NzWZb01WUSqU4ffr0OceraDSK2WxGEAT6+vq45pprGBwc3JSb7+qrr+aRRx5ZM0ckl8vzpXuf5amnBrHbteh0S+8Xh9PB/Pw8RqMRUTQRWUjxl399JR2dm2tlkxfcDoeDxsbGgo6y5HI5jh8/Tl1dHdXV1crPw+EwHo+HXC5HfX39ir9jPp9nZmaG+fl5dDodkUiE2tpaWltbt7wfg4ODAHR2dp73tnIeUUtLy5pZNctZLtac/TyLgb6+PjQazYae+2aQJEm52NLe3l6QHJzVyOfzTE9P4/V6MZlMtLS0FCzIeC/J5/PKaJTsGLJYLMpolHoOo6KispusJ9SocyUHlDvvvJN//ud/XiHUPPXUU4iiqFR1FhJJiiPhR6B2HZFGIh6XiCeipJL/hcVyK7W1tbvyxS/nFuz3rI+1WMoEmiGb/w1Z6RiQAyRE6tEK16ARu8lmBYaHh0kmkyuEALm9yev1Eo1GEUURh8NBZWXleXMFMpkMIyMjaLVaXC6XeoKzDaanp1lYWKChoeHAijT5fJ7h4WESiQRtbW27JtIA/Pa3v93wbWOxGKOjo2SzWZqamjAajQwODuJyVXPxxWUcucxEPmdjaHgcu93K5Vd00ty8tpi5G9hsNqampvB6vVsSahYXF8nn8ysar2QMBgMLCwvK89tqBW4mkyEYDCrOvLm5ObLZ7LoL7ExmKRPm7JGbX/3qV7zvfe9TRs+++MUvbnrk8mc/+9m6v9doRP745bX4A9MMD6VJJKI4HBZi0QzxOMzNhmhqMvCe915Je8fmRJrJyUm8Xu+G8sG2QiwWA/4QJJzP55mcnMTv9yui+vLv3sXFRcbHx0mlUjidTurq6piZmVEqj7c6gplMJjd8PLNYLOcNFV6OIAi0tLQgCIJSLy2HNRcD5eXlzM7Oks1mCzrGLT/vgYEBxsbG6Orq2hFHiCiKNDQ0KNXo/f3954h7+5HlDZXpdFppjfJ4PExMTGCz2bDb7bv6/aSioqKyGqpQc0B5xStewdve9jb6+/vp7u4G4Ctf+Qp33HEH73vf+3jssccAePGLX8wnPvGJdU/CTp06xW233cZnP/tZuru7ufXWW5W58BtuuIHPfOYz5KVxQEIQNExOhnjtq+7jPe+9joH+eaLRFH/34RtZjC7y6U/9nFQqxyf/2cg/f/wLDA1NEA6HGRsbw+Vy8e1vf5uSkhLC4TBvetObOH36NNXV1TQ0NKxpH/7EJz7Bd7/7XbLZLHV1dXzxi1+kurqaD3/4w5w5c0YJafz1r399ILNTJClPJv8TsvmfgKBFkBwIgvZ/xZsF0tLXyGcrmRh9IamUUbkCl81m8fl8+Hw+MpkMBoOB+vr6NcebziafzzMyMkIul6Orq2tbwZ3PdXw+H/Pz81RWVu77k+C1kN8v8Xic1tbWLYkJu4HX62Vqagq9Xk9XV9f/Omn6MBgMNDY24na7cVaWcsEFnVTVpLFYLDQ3l+/1biMIApWVlczMzKwbyLoWkUgEURRXXZwYDAYkSSKbzSIIwpbChGHpfS4HwMbjcRYWFigtLV13QZROL+UCnT0Su1bFaSFJJBJ4vbO85nU9aDUWfviDZ4hEDIiijsqqWmpqM1xz7WGqqjYn0oyPj+P3+6mqqipY2OzZxONxYCnXJBaL4Xa7SaVSVFdXU1tbu0J0m5qawu/3YzAY6OjoUBwaNpsNr9dLKBTa0qhbLpcjm81u6r3odDqZmpoikUhs6CKOIAhKW+HMzAySJCk5WHuN1WpldnaWSCSyIeFpM2g0GlwuFwMDA0oT1E5dKLFarRw6dAiPx8Pk5CThcJjm5uYD8Z2v1+upqamhpqaGaDSK3+8nGAwqnweHw4HNZlNH8lVUVPYE9fL3AUWv13Pbbbfxla98BVi6Wvb973+ffD7P8ePHeeaZZ3jmmWd49tln+cIXvrDmdp544gluvfVWvvGNb3D11Vfz0EMP4XK5OHXqFKdOneLv/u7vAMgzB5KOkyemueVlX+QT//wnvOrVF5PL5YjH44TDYbQaLSUlJRiNJrQ6HRKLHDt2jIcffpj+/n4ymQwPPfQQAP/f//f/KWGG3/nOd9a88vnggw8yOjrKb37zG5555hluvvlmpc0Clq6iP/zwwwwMDBS1SBMKhTCZTLz73e/e9H2z+ScxaF9MLFqBSDWCsKS/LjmIrFx55GFmZ4cwl3+X9o56NBoNHo+HkydPMjMzg8lkoq2tjUOHDm2qBt3tdiuL7oNgh94rZCHRarXu2KJtr5HHuhYXF2lqaipKx1Aul2NsbIzJyUmsVivd3d2UlJTgdrvJ5XK4XC4kSSISiSjHEkEQzqlw3kucTieCIOD1ejd9X7lKeLXFnrxIkQOFtyLU5PN5fD4fVqsVo9HI/Pw8mUyGioqKdY8fazlqdpp8Ps/Y2BharZbm5ma0ugwvuKqKv73rGv72rhfyl3/1fHoO2VlcXNjwNiVJwuPxKCHuO/l5j8Vi6PV65ufnGRwcRJIkOjs7qaurU0SacDjMmTNnFNGop6dnxRiN2WzGaDQSCAS2tA8bDRJejhwq7Pf7N3wfQRBoamrCbrczOzvLzMzMpvd1JzCbzeh0OhYWFnZk+0ajkdbWVhKJBG63e0ceQ0ar1dLW1kZjYyPRaJS+vr4de157RWlpKc3NzVx44YU0Nzej1+uZnp7m1KlTDA8PK42XKioqKruF6qg5wNx55528+MUv5mMf+xjf/OY3ef7zn8/x48c5evSocuJ9xx138L3vfY+3ve1t59z/8ccf57HHHuPxxx9XrlBdeeWVfOYzn+F973sfV199NS960YuWbixlOX1qntf+6Vf4f9//M7q6l9wvgiggCiI2uw2D3vC/IkD2fx8hz4te9CJl0XbFFVcwOjoKwJNPPslnP/tZYKm2c3lzyXJ++MMfcuzYMS655BJgKVdiuXX/5ptv3tKVwN3m4Ycf5sorr+TrX/86n/rUp865erPW6FZeWiAjLYVMygLNctKZDD/80RsQEDCbw3j9jxHy92xqvGk5soV7+ZjOaqMSKhsjHo8zNjZGSUkJra2tB3I0T86RCIfDNDY2npOLVAwkEgnGxsZIJpMrsi7kq+FNTU2YTCb8fj+SJClXx7cqWuwUWq0Wm81GIBCgtrZ2w+MWqVSKVCq1pptreUW3RqPZ0uhTKBQim81SVVVFOp0mFApRWlpKJpM5r1AjiuKut59NTU0pOUparZZIJEJpaekKIctmsymC0/mEpOV5KrW1tTs+ohMKhVhYWCCdTmO322loaFBew2w2y+TkJMFgEJPJhMvlWjPQ2263Mz09TSqV2vR4zUaruZej1WqpqKggEAhsKsB2ubNmdnYWSZKoq6vb1P7uBFarlVAohCRJO3J8Lysro6GhgcnJSWZmZnbcTeR0OrFYLLjdbkZHR3E6ndTX1x+osWdRFJWQ4VQqpYxGud1uNBqNMhp1UMP+VVRUioeDc2RVOYcLL7yQ2tpaHn30Ub7yla9w5513bur+HR0d5HI5lgdKP+95z+PZZ5/l0ksv5Wtf+xrXXnvt0i8EE7X1pVRUlPDzn40ot9frtOgNBgz6pRO8ZHLp6iiSBOhWnMBpNBqy2SybQZIk7rrrLo4fP87x48c5ffr0imrd/TJjfN9993HXXXfR29vLD37wA2ApQPnVr341N910Ez09PSwsLPDII49w5MgRLrzwQi6++GKePf5tYOmK/r9/7uc8/8pP093xj3zv/50glU7h83lpqf8Ei4tJvvbAGG9/24dpaKiht7dXCYl0u92cOnWKF77whVxyySX09PTwL//yL8q+HT16lDe/+c288IUv5MiRIwQCAebm5hShR2VrpNNpJd+nra3tQJ3oLmdiYkJpZtmphpLtEAwGGRgYIJfL0dHRoYg0i4uLzMzMYLPZFLE3FAphMBiU3A9RFIvKUQNQVVVFPp/flCMhHA4DrCm66vV6BEEgnU5vWZyan5/HZDJhsViU0Vmz2YwoiuuOFWxEBCk04XAYn89HZWUlZWVlZDIZEonEOa+PzWZDkiRCodC625MdZfLnYKdFmpmZGQYHBxFFkdbWVpqbmxWRJhgMcubMGUUw6u7uXnfBKYuSW3HVbMVRA0sXZ3K53Hlf19VoamrC6XQyNzfH1NTUpu9faKxWK7lcjmg0umOPUVlZqbiJtvKabRaj0UhXVxfV1dX4fD76+/uVUbuDhsFgoLa2lgsuuICOjg6sViuBQICBgQHOnDmjCLUqKioqO8HBXBmoKNx55518+MMfZmhoiFe84hXccMMNPPDAA2QyGTKZDA888AA33njjqvdtbm7m8ccf54Mf/CDf/OY3gaVxl7KyMl772tfy6U9/mt///vfk83k0tGCr0POjH7+Nhx86xr9+5ikAWl0Onn1minw+z+Jikkd/1AfkQDAiUL7mfl933XXK2FYgEOB73/veqrd7+ctfzr//+78rJyepVIoTJ05s7cXaI06ePEkgEOC6667jjjvu4L777lN+t3x0y+fz8eY3v5mvf/3rnDhxgt/85jc0NM8hSEtjGBaLkf/5zV/x5a/cxl/95XeVWlRYOtl47euez7HfzYLgQ6PR8Oijj9LV1UVLSwvNzc088cQTPPPMM/zud7+UcViCAAD+gElEQVTjC1/4Av39/cp+HD9+nMcee4xf/vKXjI+PY7FYdiQA87lCLpdjZGSEfD5PW1vbgZj1Xw05vLSmpqbo6nMlSWJiYgK3201JSQnd3d3K2Ecmk8HtdmM0GmlqagKWXAiLi4srRii3k9eyU8hiiJwHsxEikQgGg2HNBbUgCOj1+i2PPi0uLpJIJKisrCSbzeL3+7HZbORyOUwm07pOg3Q6vaufj0wmg8fjwWQyKY4MuRnm7Fwlk8lESUnJuiJGPp9ndHRUcSDu5OdADncfHh6mpKSEiy++WHm/yr9zu90YDAa6u7upqak5r8tDr9dTVlZGMBjc9P4kk0kMBsOmnSQWiwWj0YjP59v0YwJKbfX8/PyeizVlZWUIgrDjY0JNTU2YzWY8Hs+uiCaCIFBXV6dc0BsYGGBubq7ohOtCYrFYaGlpobe3l6amJjQaDVNTU5w6dYqRkRHFOaWioqJSKNTRpwPOrbfeynvf+17e8pa3oNfrectb3sLIyAgXX3wxAC960Yv4sz/7szXv39DQwE9/+lNe9KIXkUgkkCSJT3/602g0GvL5PP/3//5fRFFEEKpB0FFWluORR/+cV77ii8Tjaf76fdfxnW8f56ILPk5DQwUXX1yPRBytcBWC8D9rPu7dd9/NnXfeqVy1Waup6vbbb8fv9yt14/l8nre//e1ceOGF23jVdpcvf/nLvOENb0AQBF75ylfyzne+k+npaWDl6NZPfvITbr75Ztrb24El8cWikUBa+hi/+jVLf9MrrmxmbnaRRDxNU/NSBkJFRQWlpQZe+vI2Hn74u/zluy/k/vvv5+jRo8DSCM7b3vY2Tpw4gSiKzMzMcOLECSWI+lWvehVarZaBgQH0ev2BHdPZDeSr6/JYxUHN95mZmcHr9VJZWVk04Z4y6XSasbExYrEYVVVVK3I75ByRXC5He3u74nRaWFhAkqQVQo0oiltuQNpJqqqqGBkZYWFh4bzZXEsi+uJ5R0QNBsOWR5/m5+eVsaz5+Xny+TxVVVUMDQ2dN68ok8ns6oiBx+Mhn8/T2tqq/O3D4TA6nW7Vz6rctrVagLMs0sjjczs5hruwsMD4+Dj5fP5/j/eligPI7/czNTWFJElKa89mjt82mw2Px0M0Gt2USzWVSm061FrG4XBsKlT4bOS68/n5eSRJOqdyfrcQRZGysjLC4fCO7oMgCOeEC++GwGmxWOjp6WFiYoLp6WnC4TAtLS0HOnxXo9HgcDhwOBwkk0llNCocDivHObvdrjgvVVRUVLaKsJ76e+TIEWn52IuKynrkpFFSuXsRJCuCcO6JtSRJSIIXkSoMmrciCAdzgboZ0uk0dXV1GAwGJU8iEAjwgQ98gEwmQzQa5Z577gHg85//PL///e9XOG4S2U+ClKVE/yF8oY9TWrp0Rdykew/zwY9RZjFi0r1H+d0vf/k0f/PXJ3n88afo7OxkYmKCkpIS3vSmN1FRUcHHP/5xtFotN910E7feeitHjx7l6NGjXHLJJVx//fVkMhm6urq2fPKt8ofGl+bm5qLMaykEc3NzTE9P43A4FEdKsRAOh/F4PEiSRHNz8zlCgRxGevbCemhoiEwmw6FDh5SfjYyMkMlkFEGzmDh9+jRarZaurq51bxeJRBgeHqa9vX3dJq7x8XEWFhYwm82bes6pVIrTp09TU1NDdXU1p06dwmw209TUxMmTJ2loaFh3hPLZZ59VcjB2Gq/Xy+TkpOLIgKXvrRMnTlBeXk5zc/M598lkMpw8eZLq6uoVmSiyay4aje7oZz2XyzE5OUkgEKCkpISWlhYmJyfJZDK4XC7Gx8dZXFzEYrHQ1NS0pRrnfD7PiRMnsNlsm/o8P/vsszgcji0JFNlslpMnT+JwOLbl3pyammJ+fn7HatA3gs/nY2JigkOHDu34d2c8HmdwcJCSkhI6Ojp29YJKIBBgYmICQRBobGwseNNVMSMHzQcCAUXUN5lMSmtUIevZVVRUDhaCIPxekqQjq/1OHX1SKRgawYVefDOSkCLPNJIURpLSSFKKPF4kZhCFJgyaN6sizf/ygx/8gM7OTqampvB4PHg8Hh5//HHuv//+c25700038aMf/Yjh4WFgaQEUj3YiCeFVty2edYImSSn+6AVtRCJJPvjBD/Inf/InyhUf2Zav1Wo5ffo0v/jFL1bc1+/3k0qlcLlcqkizDWZnZ5VRoIMq0vh8Pqanp7HZbEU1HidJEjMzM4yMjKDT6eju7j5HpFktlwaWFuNnjz1B8YUJL6eyspJYLEYsFlv3duFweM1a7uUYDAay2SySJG3qOc/PzyMIAk6nk0AgoAQKJxIJgHXdErlcjnw+vyvOgEQiwdTUFFardUWWUjweJ5fLrZnfo9PpzhkNyuVyDA8PE4vFaG1t3bHPejQapb+/n0AgQE1NjSKix2IxEokEfX19xONxGhsb6ejo2JJIA0vv84qKCkKh0Ib/9plMhnw+v+XvCzlUeLtNO/X19VRVVeHz+RgfH9/ydraD/N7ZjZakkpISmpubiUajTExM7PjjLcdut9PT04PRaMTtdivOxOcCgiBgtVppbW2lt7dXcXRNTk5y8uRJRkdHCYfD6miUiorKplAlXpWCohU70AgfIpvvI8cvkQgBWjRCL1rN8xBpVEdmlnHfffdx2223rfjZ8573PPL5PD/72c+49NJLlZ+3t7fzxS9+kde85jXkcjk0Gg1fuf/faO/Z2Be/JPjRCS/mjW/Ucffdd68QY+666y5uv/12vvzlL9PR0bFi1CwWi5FMJmlsbFxR3aqyOYLBIDMzM9jt9qIbBSoU8hVVq9WqNLAUA9lsFrfbTSQSwW6309jYeE5482q5NDLyAutsoabY6rmX43A4mJmZYX5+ntbW1jVvt1qb0WrIi/x8Pr/hxVculyMQCChXlOfn5zGbzSsChYuhmjufz+N2u5Uq7uXI+TTrHfvsdjtut5toNIrRaGR4eJhEIkFra+uOVNHLouPc3BwGg4HOzk5FaAuHw4yOjiqfwcbGxoKModjtdmW843zjdLD1IOHlOJ1OgsEgwWBwW2Nj9fX1CILA3NwcwK67/PR6PSaTiXA4rISV7yQVFRXU1NQwOzuLyWTa1dB/+f04NzfHzMwMi4uLtLS07Jtih0Kg1WpxOp04nU4SiYQyGrWwsIBOp1NGow7q2LOKikrhUIUalYIjCAZ0movRcfFe70rR8+ijj676c7mm/Gxe9rKX8bKXvWzFz9K5RWLpLMKyj3Mi85kV/5/Hj0AFWvFy7rrreu66664V27j44os5ffr0OY/n8/n4wAc+QFVV1b6oOS9WFhcX8Xg8yvjBQSQUCinPsZgyjGKxGKOjo2Sz2TVzQuTq5LNzaWSCwSBGo/GcE+tidtSIoojD4cDr9ZJOp1ddrKdSKZLJ5IbauOQFt+yU2Ah+v598Pk9lZSULCwukUillPCiRSKDT6dYdCUin0wA7nncxPT1NIpFQqriXEw6HMZvN6+5neXk5oigyPz+vvKYul2tNF852SCaTuN1u4vE4DoeD+vp6NBoNkiQxNzfH4OAg6XSarq6ugo6LWSwW9Ho9gUBgU0LNdhyYpaWlGI1G/H7/tr9/5Bwqubq7qalpV49R5eXlzM7Oks1md2UMpra2VnGJGY3GdccaC40gCNTU1FBWVobb7WZwcJCampoNhVcfNEwmE/X19dTV1REOhwkEAni9XkW0ttvt2Gw2pZVNRUVFZTnq6JOKyj5HJ96EVrwGiRnykhdJWrraLUkSkrRInikELBg0b0EQNu6IiUQiTE5OYrVaV2QvqGyOZDLJ6OgoBoMBl8t1IE9Uw+Ewbreb0tLSoqoa93q9Sk1xV1fXmou9ubk5FhcXaWxsPEeMkbOiVstbKMZ67uVUVlYiSdKa7TmyW2QjgoIs1GSz2Q0JNZIk4fV6sVgslJSUMD8/j8FgUBwmGwmJ3Q1HTTgcVkKvz17M5nI5YrHYeRe58ujY8ePHSSQStLW17YhI4/V66e/vJ51O43K5lOaZeDxOf38/MzMz6HQ6XC7XjhyzbTYbkUhkQ3XEckPYdkU2p9NJLBYrSJNRbW0ttbW1BAIBJadqt5DfD/Jnbjdobm7GaDQyNjZGKpXatceVMZvNdHd3K9Xhg4ODe7IfxYAgCJSXl+Nyuejt7aW+vp58Ps/ExAQnTpxgbGyMSCRS1N8nKioqu09xnE2rqKhsGUHQoBNfhkH7TjTiYSTBS55ZJGEGBCM64bUYNe9GFDZ+RTKZTDI2NobRaKSlpeVAigu7QTabZWRkBEEQaGtrO5BXzRYXFxkbG8NkMhWNSJPL5RgbG1OExu7u7jUbOORcGrvdvmqWSCgUAs4de4LirOdejl6vp6KiAp/Pt+p+hsPhdWu5l6PRaNBoNBvOqVlYWCCdTlNZWUk0GlUatuRxsWQyuedCzWpV3MtZq5b7bNLpNIFAgGQyuargU4j9HB4eZnJyUmnZKS8vJ5/PMz09zcDAANlsFpfLhdPpVCqhC43dbkeSpA1VdcvV3NvFZrMhCAJ+v3/b2wKoqamhtraWYDC4q2KN2WxGp9PtSk6NjEajUS4OjIyM7ElejEajobm5mdbWVpLJJH19fQX7W+5XtFotVVVV9PT00N3djdPpZHFxkeHhYU6dOsX09LTiSFNRUXluo44+qagcAARBQEMzGk0zkvR/gCSgAcybPmF/LogLu0E+n1dagbYT5FnMxGIxRkZG0Ov1tLe3F8V7JZFIKPXndXV162ZCLM+lWSv4OBQKYTKZVh3hKObRJ5nKykpCoRCBQGDFiNNGa7mXYzAYSCaT6HQ68vn8uqKc7KCxWq2Mjo6i1WoVISyVSpHP5zck1Gg0mh0T/+Q665aWllUfIxKJoNFo1q0HT6VSDA0NYTAYaGtrU8a1CkUoFGJiYoJ8Pr+ijSoajTI+Pk4ymVRGoERRxO1271h4sdFoxGw2EwgEqKqqWve2yWSyIPXEct1xMBhUnuN2kUdwpqenkSRp1y5GWK1WQqEQkiTt2sUPg8FAa2srw8PDuN3uPXN1VlRUYDab8Xg8jI+PE4lEaGxsfM63IZWUlFBSUkJ9fT0LCwsEAgHm5uaYm5ujtLQUu91ORUVFUXy3qqio7D57f+lTRUWloAiCAUGwIgilmz4hkySJ0dFR0uk0bW1tO54NcZBxu93EYjFaWlrWXejtVxKJBMPDw+h0Ojo6OorihDsYDDIwMEAul6Ojo2NdkWZ5Lk1ra+uqC8B0Ok00Gl0zk0P+fBWzXb20tBSz2YzX613x82g0Sj6f35T7Q25+AtYVqOS2qcrKSpLJJOFwmMrKSuU13kjjEyy9/jvlpvF6vYTDYerr69fcj0gksq47JZlMMjg4SD6fp7OzU8mhkF+j7ZDL5fB4PIyNjWEwGJQr77lcjomJCeVx29vblREoWQDbyeON3W4nkUgof8PVkCSJdDpdMHHa4XCQy+U25OTZKNXV1dTX1xMKhRgbG9uVz7DVaiWXyxGNRnf8sZZjsVhoaGggHA4zMzOzq4+9HL1eT0dHhyJK9PX1sbi4uGf7U0wIgkBFRQVtbW309vZSV1dHNptlfHyckydP4vF41NdKReU5iCrUqKioKIyPjxONRmlubj6Q4sJuMTU1pVSe70Try16TTCYZGhpCFEXa29t3pT55PSRJYmJiArfbTUlJCd3d3edtKJudnV0zl0ZGHntaLZ8GUISH/eCqkQUTmUgkgiAIm2pyW17Rvd4YhdfrRaPRYLfbmZ+fRxTFFW4eeZF/vqDZTCazI2LxWlXcy0kmk6TT6TWFrEQiwdDQEJIk0dHRQUlJiTIaJL9vtko0GqWvr49gMEhNTQ2dnZ0YjUYikQh9fX34fD4qKys5dOjQiv2Tq9h38thdUVGBIAgEAoE1b5NKpZAkaVtBwsspLS3FZDKtmbW0VaqqqmhoaGBhYWFXxBpZ9NvN8ScZuYVobm6uoILXVqiqqqKrqwuNRsPQ0BBTU1NFLXbvNjqdjurqag4dOkRXVxc2m42FhQWGhoY4deoUMzMzz9msHxWV5xqqUKOiogIsjSoEAgFqamrWXJiqnB+fz8f8/DyVlZW7Wou6W6TTaYaHhwGKYqQrnU4zODiIz+ejqqqKjo6O8wpHkUiE2dnZNXNpZEKhECUlJWs+x/3gqIGlxbVOp1vhqgmHw1gslk2NkhgMBgRBWDdQOJ1OEwqFVrggHA7HCsdVIpHAaDSe97EzmUzBRcD1qriXI4taqwk1skgD0NnZqQh9JpMJk8m0roixHpIkMT09zeDgIIIg0NnZSW1treKuGR4eRhRFOjs7aWhoOOf1i8ViiKK4o59JrVaL1WolGAyu+b6XF5GFEmpgyVUTj8cLEiq8nMrKSkWsGR0d3dHPsiiKlJWVrRBMd5OGhgZKS0sZHx9XRL29QhbUnU4n8/Pz9Pf3r+vSeq5iNptpamqit7eXlpYWjEYjs7OznD59mqGhIQKBQNFfKFBRUdk6qlCjoqLCwsICU1NTVFRUUFtbu9e7s28Jh8NMTExgtVoLWo1bLGQyGYaGhpQa60IuxLZCOBymv79fqUOur68/77jfRnJpYElwiMVi61YR7xdHjSAIVFZWEolESCQSpNNpksnkppuJ9Ho9giCQTqfXfM4+nw9JkqisrFSEobPzTDbS+AQ7I9TIVdzNzc3rjutFIhGMRuM5jp5YLKY0iclOl+XY7XZisdimr3gnEgn6+/uZm5vD4XDQ09OD2WxWRkSCwSDV1dV0d3dTWlq66jbi8Thm8+ZzyTaL3W4nk8ms2WAkB6EWUjCy2+2IolhwVw0siTWNjY2Ew2FGR0d39PNstVqVCvfdRhAEXC4XWq2W0dHRDbV37SSiKNLY2EhbWxuZTIaBgYFzRjRVlhBFEZvNRnt7OxdccAG1tbWk02k8Hg8nT55U3NAqKioHC1WoUVF5jhOPx3G73ZjN5nWvMKusTzweZ2xsjJKSElpbWw9cU1Y2m2V4eJhMJkN7e3tBgkK3iiRJzMzMMDIygk6no7u7e0MjZnIuTT6fx+VyrevoWK/tSUa+f7E7amDJkSCKopLNAudvMzobg8GARqMhk8msOvqUz+fx+XxK+KXf76eiomKF2JHP50mlUucVauQRq0IKNetVcZ/9PKLR6DlCVjQaZXh4GK1WS2dn56pChPx+2YyrRq7dzmQytLW10dTUpDSXjY6OotPp6Orqoq6ubs33rCRJxOPxXflcWq1WtFrtms8xlUqh1WoLmlul0WioqKggGAzuSHuR0+mkqalpx8Ua+T21F+NPsOSIamtrI5fL7bgotVGsVis9PT1YLBYmJyeVEH6V1dHr9dTU1HD48GE6OzspLy8nGAwyODjI6dOnmZubK3iouYqKyt6gCjUqKs9hMpmM0shyvoWrytqk02lGRkaUk+CD9jrmcjmGh4dJJpO0tbXtaX6R3Eomjy51dXVt+Mr98lya87mBgsEgZrN53W3LYlwxLHbOh9y6FAgECAQCGAyGTTui9Ho9oiiSyWRWfc6BQIBcLkdlZSU+n49cLreqmwY2FiQsP2YhOF8V93JWC1qW63O1Wi0dHR1r7pder8disWwoBySdTjM0NMTk5CRlZWUcOnQIq9VKIBDgzJkzLCwsUFdXR1dX13kFmEQigSRJu/LZFARByc1YTTQpVDX32TidTvL5/I5lrDgcDpqamohEIjsmYuj1ekpKSvZs/AmWPnstLS3EYjEmJib2bD+Wo9PpaGtro6GhgcXFRfr6+vb0NdovlJaW0tzczIUXXkhzczN6vZ7p6WlOnTrF8PAwwWBwX3w/qaiorM7BWk2oqKhsmHw+z+joKNlsFpfLteeBsPuVXC7HyMgI+Xyetra2A/c6yjXjiUQCl8u1qfDZQhOLxejv72dxcZGmpiaam5s3LIrJuTQOh+O89cWpVIp4PL6umwb2l6MGlkY88vk8ExMTm3bTwNIC3Wg0rjn65PV6MZvNSstUWVnZOQLDRoUa+Yp6oT5P4+Pj5HK5Nau4lxMOhxFFURkxikQiSg19Z2fnecUju91OKpVadxQhGAzS19dHLBajqamJtrY28vk8w8PDiqDU09NDdXX1htx5cubIbjndbDbbmsHJyWRyR8YizWYzJpMJv99f8G3LOBwOmpublb/5TixyrVYr0Wi0IO1gW6W8vJza2loCgQDz8/N7th9nU1lZSVdXFzqdjpGREaWaXmV9RFHEbrfT0dHB4cOHqampIZlM4na7OXnyJBMTE3ueS6SiorJ59r5PVUVFZU/weDzEYjFcLteejrHsZyRJYmxsjGQySXt7+4ZyN/YTcl17NBqltbV105kmhcTr9TI1NYVer9+Qw2A5ci6NyWSioaHhvLffyNgT7C9HDSyFu2o0GoLB4JaEGlgSWFYbfQqHwySTSVpaWggEAmQymVVHKROJxIYCbwsp1MjjXg0NDRv6jEYiEUpLSxFFURmFMRqNG66hLy8vRxRFgsHgOXkycr227NhqaWnBYDDg8/mYmpoClkJfnU7npsYn4/E4Wq1218K9zWYzRqORQCCAw+FQfp7P58lkMjuWX+V0OpVF5065h+x2O4Ig4Ha7GR4epr29vaAuSavVyuzsLOFw+Lyi8U5SU1OjNKAZjcY9Pb4vx2Qy0d3dzfT0NPPz8ywuLtLS0qKep2wQg8FAbW0ttbW1LC4u4vf7CQQC+Hw+jEYjDocDm8124C4qqagcRFRHjYrKc5CZmRlCoRD19fUHsj56t5iYmCASidDU1LSnTpOdQBah5Od3PtFip5CzOiYnJ7FarXR3d2/qhF1+Hvl8ntbW1g0tuORF9PmcE/slTHg5RqORXC635QyItRw1Xq8XnU5HRUUF8/PzlJSUrNmYtNEgYdi+ULO8insjLWxy0HJZWRmhUIjR0VFMJtOGRRpYylORcyOWu63kkY5QKERtbS2dnZ0ADA4OMjExQWlpKYcOHaKysnLTGVexWGzXF7J2u51oNLoiOHkngoSXY7PZEEVxR1018uPI40HDw8MFzcUxm83odLqiGO1pbm7GZDLhdrv3JOB4LQRBoL6+nvb2dnK5HAMDA8zNze31bu07LBYLLS0t9Pb20tTUhEajYWpqilOnTjEyMsLCwsK+cYSqqDwXUYUaFZXnGMFgUMn3ODs/QmXjzM3N4ff7qamp2dOrojuFx+NhYWGBhoaGFVfMd5NEIsHAwAChUIi6ujpcLhcajWZT25iZmSEajdLU1LShq/zJZJJEIrGhivr9Us+9nHw+T0VFxZYXukajUXFNyCQSCSKRCJWVlYqzZq1jy0aFmnQ6jVar3VYot1zFrdFoNhyULjcZ5XI53G43JSUlmxJpZGw2G7lcjnA4TD6fZ2pqiqGhIaUtqrq6Gq/XS19fH4lEgqamJtrb27eUyZPP50kkErueHSV/RpaHCu9ENfdyNBoNNpttx0KFl7OTYo3VaiUSiez5sUMURdra2hAEgZGRkR1/TTdLWVkZPT09WK1WpqenGRoaUoNyt4BGo8HhcNDV1cWhQ4eoqqoiHo8zOjrKyZMnmZycJB6P7/VuqqionIUq1KioPIeIxWJ4PB5KS0tpamra693ZtwSDQaanp7HZbAeyzlwezaitrd2QC2EnCAaDDAwMkMvl6OjooLq6etPbiEQiSt3xRoQX2PjYE+w/R43sFmlqaiIej2+pztVgMCCK4oqr716vF1EUcTgczM/Po9frV339MpkM2Wx2w46a7QYJb7SKezmRSIR4PM7s7CylpaW0t7dvWhyEpQWmTqdjenqagYEB5ufncTqddHd3I4oiAwMDTE1NKSHC2xFD5QXWbgs1er2esrKyFeG+O+2ogaUcmZ0MFV5ORUUFra2txOPxgoo1VquVXC5XFJXKer0el8tFOp1mbGxsz8Wjs5HLDpqamojFYoorTWVrGI1G6urquOCCC2hra8NiseDz+ejv76e/vx+v17un+UkqKip/QBVqVFSeI8jNRPJJ2UGrj94totEoHo8Hi8VyIOvMp6am8Pl8VFdXU1NTs+uPL0kSExMTipuhu7t7S2Nl6XR6U7k0MqFQiNLS0g2N3Ow3R408atHS0oJWq91SiOjZQk02myUQCGC320kmk0SjUaqqqlY9vmw0SBiWhJrtjD0tr+LeaPaGJEl4PB7C4TBlZWW0tbVtSaSRyWazHD9+nFQqpTTazM3N0d/fTzqdprW1tSBB7rsdJLwcm822Ijg5mUwq7WA7hdlspqSkBJ/Pt2OPsZzy8nJFrBkaGiqIWFNWVoYgCHtW0302paWlNDY2EolEmJ6e3uvdWRWHw0FPTw9Go5GxsTE8Hk/ROYD2E4IgYLVaaW1tpbe3l8bGRgAmJyc5efIko6OjhMPhffP9pqJyEFGFGhWV5wByM5EkSbS1tW3axq+yRDKZZGRkBIPBcCDFrtnZWeXK//kqjHeCdDrN4OAgPp+PqqoqOjo6trSIlSQJt9u9qVwaWBISEonEhvN49pujJhKJKPXADoeDhYWFFfkiG8FgMCAIgiLU+Hw+JEmisrKS+fl5tFrtmu6Q3RJqNlPFvRyPx8PMzAw1NTW4XK4tiw3pdJrh4WESiQSlpaVUV1ej1Wrp7+9ndnaWiooKDh06VLDcp3g8jl6v35Nw0IqKCkRRVMafUqnUjo09LcfhcJBIJHatyaa8vByXy0UikWBoaGjbjgNRFCkrKyuKnBoZh8OhfI6Xj7MVEwaDgc7OTmpqaggEAvT396ttRgVAq9Uqjr+enh4qKyuJRqOMjIxw6tQppqamiirDSEXluYIq1KioHHDkRWsymaS1tXVXTqIPItlslpGREQRB2PaV9mJkfn6emZkZ7Ha7cmVtNwmHw/T395NMJnG5XNTX129ZCNtsLo3MZsaeYH/Vc0uSRCQSUdwlcmDtZl0JGo0GnU5HIpFAkiR8Pp+yzYWFBZxO55oCRyKRQKfTnVcoliRpW0LNZqq4Zebm5hgcHMRisXDhhRduWaRZXrvd1dVFa2srQ0NDyhhfW1ub4mgqFHsRJCwjiiIVFRWEQiHy+TzJZHJXmqfkUOHdctXA0rhSIcUaq9VKKpUqqgVwfX09FouF8fHxohjLWg1BEJQwbkmSGBwcZGZmZl8ch/cDJpOJ+vp6ent7cblcmM1mvF4vZ86cYWBgAJ/PpzqZVFR2CVWoUVE54ExPTyvVtFut5H2uk8/nGRkZIZPJ0NbWtmsVuLuF3+9namqKioqKXc8ukiSJmZkZRkZG0Ol0dHd3b6uJLBwObzqXRiYUCmGxWDYsEOyneu5oNEo+n1eOAXJDk9/v3/RJt9FoJJlMEgwGyWQyylV4URTXzTTabOPTVjJq5Cru+vr6DT0WLDnJpqen0Wq1dHZ2bklEyWazjI2NKeN2PT096PV6AoEAk5OTK0JRC0kulyOVSu16Ps1y7HY7uVyOQCBALpfblYsBcqhwKBTa1UWj1Wqlra2NVCq1bbFmucBZLAiCQGtrK3q9nrGxsaIO7i0tLaWnp4eKigpmZ2cZHBzctENQZW0EQVCcZL29vdTX15PP55mYmODEiRO43e6iCMRWUTnIqEKNisoBxu/3Mz8/T2VlJU6nc693Z9/i8XiIxWK0tLTs6YJoJwgGg4yPj1NWVkZLS8uujnPJLiW5hayrq2tbIlg6nVZGXjaTSwNLIkIymdzUOMp+ctSEw2EEQVgh1lZWVioL7M1gMBhIpVJ4vV6MRiMmk0nJqVlL5JAkaceruTdbxQ1LQvbMzAxWq5Xy8vItCSmRSIS+vj4WFhaUdrK5uTmGhoawWq00NjZSWlq6Iy68vcynkbFYLOj1emZmZoCdDRJejtPpJJ/P7/qYTllZGS6XSxFrtlp1L48hFtP4E/whvDefzzM6OlrUQrRGo6GlpYWWlhaSySR9fX1FO7a1n9FqtVRVVdHT00N3dzdOp5NIJMLw8DCnT59menpaFclUVHYAVahRUTmgLC4uMjExQVlZGfX19Xu9O/uWqakpQqEQ9fX123J6FCMLCwtKC9huZ+7EYjH6+/tZXFykqamJ5ubmbQWQbjWXRkZukNmMULOfHDWRSITS0tIVr4vZbKa0tBSv17spsclkMhEKhYjFYlRVVSn3X6uSG5aySyRJ2jGhZitV3JOTk8zNzeF0OrHZbOcIWRt5zMnJSYaHh9FoNHR1dWEymejr68Pv91NVVcWFF15IdXX1ji0e96rx6WxsNht+v59sNrtr47UlJSWUlJRsuWp+O8hh09sVa6xWK9FotOhadkwmEy0tLcTjcTwez17vznmx2Wz09PRQUlKCx+NhbGxMHc/ZIUpKSmhoaKC3t5fW1lZMJhNzc3OcPn2awcHBTbs0JSlDLt9HOvco6dwPyOR+Tl7a/c+0ikoxogo1KioHkGQyyejoKAaDgdbW1gMXertb+Hw+xZG03iJ0PxKJRBgbG6OkpIS2trYdbWk5G6/Xy+DgIIIg0NXVta1qYpmt5tLIhEIhysrKNj32Iopi0Qs16XSaRCKxqluksrKSVCq1qav6RqNRGdewWq34fD4qKirWdVJsNkgYNifUbLaKe2JiQmmFkttutFrthp0p8XhcqbKtrKykvb2d+fl5RkZG0Gq1dHV1UV9fjyiKSjPSToSexmIxDAbDnmdm2e120um0Eli9WzidThKJxJ7kqVgsFtrb20mn01sWa2Txv9hcNbD02a6rqyMUCjE3N7fXu3Ne9Ho9HR0d1NXVsbCwQF9fH4uLi3u9WwcWQRCoqKigra2N3t5e6urqyGazjI+Pc/LkSTwez7qvvyRJZHK/JpH7KKncV8jmf0Y2/1sy0n+SzH2CVO4+8lJwF5+RikrxoQo1KioHjFwux+jo6IENvd0twuEwExMTWK3WA+dIikajjI6OYjQad/U9ksvlGBsbY3JyEqvVSnd3d0FGNuRcGtkZsVni8TipVGpLLTyCIBT96FMkEgFY1S1SXl6OXq/H6/VueHuCIBCNRikrKyMYDJLL5c4rZCYSCQRB2JCIlk6nEQRhw6LZZqq45QpuuYJeHpGLRCJYLJbzitqSJDE3N6eEA7e3t2M2m+nv7ycUClFTU0N3d/cKh4vcjCS7tgpJLBbbczcNLIl3Go1G+TvvFjabDY1GsyeuGljKSZHFmsHBwU1nupSUlKDT6YpSqAGorq7GZrMxPT1dVFk6ayEIAtXV1XR1dSGKIkNDQ0xPTxf9MXq/o9PpqK6u5tChQ3R1dWGz2VhYWGBoaIjTp08zOzu74rMhSRKZ/GOk899GkIyIQh2iUI0oVCJShyDVkJNGSOU+p7prVJ7TqEKNisoBQpIkRkdHSaVSuFyuAxd6u1vE43HFbXLQHEnxeFwJ7m1vb9+1qvZEIsHAwAChUEjJ8SiEQLQ8l2arglooFFKCEzfLfnDUhMNh9Hr9qm4WQRCorKxkcXFRGaM5H7FYDEmSlLEpi8VyXrEgkUhgMBg25NySG5828rmTr+BupIpbFmkCgQA1NTXK7ROJBJlM5rwijzzmMj09TXl5Oe3t7fh8PtxuNwaDge7ubmpra8/Zb41Gg9VqJRgMFnTBmMlkyGQyRSHUwJJbSs4i2i1kx1IwGNyz8aHS0lI6OjrIZrMMDQ1tWqyxWq1FHcra1NRESUkJbrd7V/+226GkpITu7m4cDocirBZTu9ZBxmw209TURENDAy94wQv41Kc+xczMDKdOnWJoaIhAIEAmd5ps/ieI1CIIS+L9D39wiqd/Nw6AIIiIVCKRJpX7KpJU3N+xKio7hSrUqKgcICYmJpTMj9LS0r3enX1JOp1Wxhd2eyRop0kmk0qeRkdHx5brjzdLMBhUHAgdHR1UV1cXZLuSJDE2NoYkSbhcrm1VKlssli2JVsXuqJEkicXFxXWzVxwOB6IobshVk8vlFBeH3+8nnU5vaCxwo0HCwKaquT0eD9ls9rxV3HKGUTAYpK6ujtraWuV3spthvdcoEAjQ399PIpGgpaWFsrIyBgcHiUQi1NfX09nZue7zs9vtZLNZxd1UCIohSFhGkiQMBoPSdLWbOJ1OJEnaEcfSRjGbzbS3t5PNZjftrLFareRyuaId0xFFURHWR0dHiy5PZy1EUaSpqQmXy0U6naa/v39X69yf63zjG9/gyiuv5NFHH6Wzs5Pa2tr/vbDiZnru60QXBTLZPwgw//mDUxx7emLFNkQcSNIMeTxrPk4+ny/q72AVle1wcFYgKirPcbxeL36/n+rqaux2+17vzr4kl8sxMjJCPp+nra1t14SM3UB2AwiCQEdHx67kSEiSxMTEBG63W7nCabFYCrb96elpYrEYTU1NW3aPxWIx0un0lkamoPgdNdFolFwut65bRKPR4HA4lLrt9fD7/QiCgN1uZ3p6GpPJdF4nilwhXWihZqNV3HJ7TSgUoqGh4RyhMBKJYDKZVn3MbDbL6OgoHo+HkpISXC4Xfr9fcfH09PRQVVV1XvePnH9USBEjHo8jCEJRCDXpdHrF+2g3F04mkwmz2bzni3Cz2UxHRwe5XG5TVdFlZWWIoli040+wlP8iCx6yOL5fKC8vp6enh9LSUiYmJhgZGdk3YtN+5r777uOuu+6it7eXRx99lJqaGu655x6efOoRzOYQ8biWO9/wNT75iR/xwx8+y389cpp7PvVTrrj0Uzz0tacBuOdTP+XIRQ/Qe8FV3HHHHUoW1Yc//GFe/epXc9NNN9HT07MvxvJUVLaCKtSoqBwAwuEwk5OTlJeXn9f+r7I6sjsjmUwqTQYHBTnsUpIk2tvbd2UkTs5s8Pl8VFVVFdzBEw6HmZ+fx+l0bilbRmY7Y0+wJNQU86IlEokgCMJ5BbLKykokSVp3sStJkjLqpNFoCIfDG3LTyCMHhRRqNlrFLYs04XCYxsbGc26bz+eVvJ2zCYfD9PX1EQ6Hqaurw2q1MjIyQjwep7Gxkc7Ozg1/lgRBUHIbCtVGE4vFMBqNReH6k0WJmpoaMplMQZ1DG8HpdJJMJvckVHg5JSUldHR0kM/nGRoa2pBYI4oiFoulqIUa+MNIy+LiIpOTk3u9O5tCHvVtaGggEolw5syZon+99zMnT54kEAhw3XXXcccdd3Dfffcpv9Prc5Rayqiqqkav1yMKIpddVs1117t493uu4re/fx+33X4ZP36sn68/dIwnf/42nn72XeRyOf7xH/9R2c5vf/tbHn74YQYGBrZ1DqCiUszs/be7iorKtkgkEkqeSktLy17vzr5lYmKCSCRCU1PTpip6i51sNsvw8LASfLobAlQ4HKa/v59kMonL5aK+vr6gOT/pdFpx6Ww36Flue9pqXo4gCEXtqAmHw5SWlp73+RkMBqXBaa3ns7CwQDqdprq6WnHqbMSJtJnGp3w+TzabXVeoWV7F3dTUtO7tRkZGiEQiNDc343Q6z7nN4uIikiStcAXl83nlyrtWq6WlpYWFhQWmpqawWCz09PSsuq3zYbPZkCSJUCi06fuuRjweL5p8GlmMq6ysLLhzaCNUVFSg0Wj23FUDK8WawcHBDWWjWK1WUqlU0WfA2O12qqqq8Pl8RfFab5bKykq6u7vR6XSMjIwwOTlZ1Mfv/cqXv/xl3vCGNyAIAq985Sv57W9/y/T09IrbCIKARqPBbDbjrKxEq9Oi1fxh/Pi/fzrEq//0YsrKjAiCyFve8haeeOIJ5fc333xzQRojVVSKGVWoUVHZx2SzWUZGRtBoNAcuT2U3mZubw+/3U1NTc6DGxnK5nBJu2dbWtuMjEpIkMTMzo4QVd3d3b9mpst5jjI2NAdDa2rqt97w89rSdq3HFPPqUyWRIJBIbFh6rqqrIZrNrZn14vV4MBgM6nY5MJoPFYtnQc08kEoiiuCH3iTx6td5o3vIq7rUEnVwux/DwMNFolJaWljU/15FIBFEUlUyvWCymZFnILVJut5tUKkVLSwttbW1bHhs0m80YDIaCZKmkUimy2WxRjD3B0v5oNBr0en3BnUMbQQ4VDoVCRTHWYjKZ6OjoQJIkhoaGzivWFHNN99nU1dVRVlbG5OTknjuYtoLJZKKrq4vKykq8Xi/9/f0bDlJXOT/pdJqHH36Y++67j+bmZrq7u8lkMtx///1otVqkvBFYypVJppY+q1qNBp129QB5iRiiUHvOz9UcRpXnAuqqTkVlnyJfLc5mswcuT2U3CQaDTE9PY7PZVgSM7nfkharsatnpkxpZNJydncVut9PV1bUjI1aFyKWRCQaD2xp7guIOE5YXfefLkJGxWCyYTKZVQ4Xj8TjRaJTKykqCwSAGgwGLxbKh0NTNBgkDax7PIpHIeau45fadWCxGS0vLuq6fcDisjIXNzs4yODhIPp+nvr6eaDTK3NycknGx1Ryj5djtdhYXFzfdDHQ28sKymBw18uex0M6hjSKHCu+2m2ctNiPW6HQ6SkpK9oVQIwgCra2tGAwGRkdHt/1e3gtEUaShoYH29nZyuRwDAwPMz8/v9W4dCH7wgx/Q2dnJ1NQUHo8Hj8fD448/zv33309bWxvHjg0gCs3MzE7x86eGlftZyoxEIn/4jFx3fQff+dZxFhcX0QhX8KUvfYkbb7xxL56SisqeoQo1Kir7lPHxcWKxGM3NzUVzVXW/EY1G8Xg8lJaW0tzcvNe7UzDkXI54PE5ra+uOj3LJLgS5cay5uXlH3F0LCwsFyaWRCYVCWK3WbdWEF7OjJhKJoNPpNjXuVlVVRSKROKeBZn5+Ho1GQ2lpKZFIBKfTiSAIG8rgKJRQk81mlSr2tbK45FG/RCKBy+Va932SSqVIpVIYDAYGBweZmZnBarVitVqZnp4mk8ngcrlobW0tmBAuiz3bddXEYjEEQSiaLK1kMonRuFSzazabMRqNuy6YyKHCfr9/Vx93PUwmE52dnQAMDg6uO9pktVqJRqNF4Qg6HxqNBpfLhSRJSgD/fqSsrIyenh6sVitTU1MMDQ2dN1BdZX3uu+8+brvtthU/e97znkc+n+d5z3seU1NTXHLBp/nLd/yAI5c1Kre59bYjfPMbv1fChF/04m5ec1sX1131bS7qfQUAd911164+FxWVvWbzXaQqKip7zuzsrFIzq4aobY1kMsno6CgGgwGXy1XQDJW9RB4NWlxcpKWlpeCjR2fj9XqZmppCr9fT1dW1Y6LhUq3nUvNOQ0PDtrcXjUbJZDLb/vwUq6NGkiQikcimn19FRQVTU1PMz88rTpNMJkMoFMLpdOL3+xFFkcrKSpLJ5HmFmkwmQzab3bCgIF+dX00Ykau429vbVxUCM5nMilG/8wmUkUiEhYUFMpkMRqMRp9PJ4uIiCwsL2O12GhoatiXirYbBYKC0tJRAILCtmvpYLEZJSUlRHLfy+TzpdFoRagClFUwWwnYLp9OJx+NhcXGxoA1z28FoNNLR0cHQ0BBDQ0N0dHSs+nkoLy9ndnaWcDi8L0ZwjUYjra2tDA8P43a7cblce71LW0Kr1SptbpOTk/T19dHY2KieW22RRx99dNWfj46OAvDkk08iSRKZ/ONk8z9GYCnv68hljTxz4gMASFKePPO8933X8aEPfBtRWPl5+PCHP7xzT0BFpYhQHTUqKvuMUCjEzMwMdrt9Wyf6z2XkMR2AtrY2tNqDoVlLkoTb7VYabgoxqrEWuVyOsbExJicnsVqtdHd375hIc3YuTSEWp8FgEFEUty1kFaujJhaLnbeWezVEUcTpdBIOh5VRDa/XiyRJ2Gw2AoEATqcTg8GwIUfNZoKEYUlsEUXxnM+kz+dbt4pbbjbbqEiTzWY5deoUfr+f8vJyLBaLEqTc3t5Oc3NzwUUaGZvNRjKZ3HIuhiRJRRUkLL8Hlgsy8rHnuRwqvByj0UhnZyeiKDI0NLTq376kpASdTrcvxp9kysrKqK+vZ2FhgZmZmb3enW3hcDjo7u5Gr9czNjbG+Ph4UR7bDwKCIKATb0InvhaELHlpmrw0S16aJ880kjCHRujCoHnHOSKNispziYOxOlFReY4Qi8WUUZ312k5U1kbO9slkMnR0dOzq1d6dZnx8nFAoRH19/ZZaaTaK3DSWTCapq6vbccFQzqWRcxG2iyRJLCwsYLVatz2iVaz13OFweEO13KvhdDqZm5vD6/VSX1+viBnhcJh8Pk9NTQ3hcBitVrsjQs3Zbhq5irusrGzVKm5ZpJHdNufLYwqHw7jdbubm5qivryeTyRCLxaisrKSurm7HQ9ltNhuTk5MEAoEtiZvJZJJ8Pl80I6/ye2C5o0av11NWVkYwGNzV7C9RFLHb7fh8PrLZbFGJ8AaD4Rxnzdl/Q6vVSigUQpKkonBLbQR5XHJ2dhaTybSvnShGo5Guri5mZmaYm5tTnKnFIooeJARBQKe5HK10CXlphJw0CWQQKEcjdiMK+/d9pKJSKFRHjYrKPiGdTjM6OqrYdPfLSVyx4fF4lJDRg3TyJS/8ampqqKqq2rHHCQaDDAwMkMvl6Ojo2HGRRs6lqaysLNgCoFBjT1C89dyRSGRDtdyrodPpFPeM1+slm83idDrx+XyUl5cri0udTrchoUan0214wXy2UCNXcYuiuGqOVCqVYnBwcEMiTT6fZ3x8nJGRESX8Np/PI4oinZ2dNDQ07EpznkajWbEg3yzFGCQMnCOi2mw2UqnUrjcDyaHCxZRVI2MwGOjs7ESj0SiB18spLy8nl8udkxFV7DQ2NmI2m/F4PPu+QUkQBOrq6ujs7ESSJAYHB5mdnS1KQf4gIAhaNGIXes2N6DU3o9P8kSrSqKj8L6pQo6KyD5DDYfP5/IEa1dltpqamFMfJTme37CbT09N4vV6qqqp27Oq1JElMTEzgdrspKSmhu7t7xzMgUqmUkktTX19fsO2GQiFEUdz0WNBqFOPoUyaTIR6PbytEurKyknw+z+DgICUlJSSTSbLZLFVVVQiCgCAIaLVa0un0uguYzQQJy/u+XKhZr4o7mUwqLU0dHR3rChexWIy+vj78fj8mk4lIJEIymaS1tZXu7u5dr3q12+1kMhkikcim7xuLxdBoNCscLHtJMplEp9OdIwpWVFQgiuKujz8ZjUZKS0uLUqiBJbdRZ2cnWq2W4eHhFWKNxWJBFMV9Nf4ES8dBl8uFRqNhdHR0XwQin4/S0lJ6enqoqKhgZmaGoaGhDYWnq6ioqBQKVahRUdkHuN1u4vE4LS0tRdPysd/w+XxKY9BOOk52m7m5Oebm5nA4HAUVM5aTTqcZHBzE5/NRVVVFR0fHjtfBy3k7ULhcGnm7cttTIdwTxRgmLC/+tyNEyUG1c3NzOJ1O5ufnKS0tVQQNjUaDVqtdCoVcoyVFkqRNCzXpdFp5b61XxZ1IJBgcHARYdYRk+T7MzMwwODiobDuRSJBOpzl06BCNjY274qI5G7ltbCvtT/F4vGjGnmBJUF1NNBJFkYqKCkKh0K6LmU6nk1QqtSUhbDfQ6/V0dHQoYo3sOhJFEYvFwsLCwt7u4BbQ6XS0tbWRzWYZHR0tuuPiVtBoNLS0tNDS0kIikaC/v3/bjW0qKioqG0UValRUipzp6WkWFhZoaGgoiAPguUg4HGZiYgKr1VqQxqBiwev1Mj09jc1mo7Gx8fx32ALhcJj+/n6SySQul4v6+vpdGbubmppS6ucLmSO0uLhINpstWNCyvMgvpkVJOBzedC33akiShCRJhMNh0un0CoFTFEXFQbHWVeZUKoUkSRvej1wuRz6fR6/Xr1vFHY/HGRoaQhCENRt04A+Om9nZWeU9m81mqayspLq6ek/D2AVBwGazsbCwQC6X2/D95CDhYhJq5DGy1bDb7eRyuV13iJSXl6PVaovWVQPnOmtksaa8vJx0Or1ulXexUlJSQlNTE9FolImJib3enYJhs9no6enBZDLhdrtxu92b+tyqqKiobAVVqFFRKWICgYByRXu1EE2V8xOPxxkbG6OkpKSgzoy9JhAIMDk5SXl5Oc3NzQV/XrITYWRkBJ1OR3d3966Niy0sLChOikI/pjz2tJ2xoOXIr3uxjD/JtdzbFXWTySSSJFFVVcXAwABGo3HF32J5M9NaQo280NyoqCA7c3Q6nVLF3dLSssLxEovFGBoaUnJl1hr/8fl89Pf3K1kfcvhuT08PZrMZQRAK9h7YKjabjXw+vyn3RCKRQJKkosmnyWazZLPZNf8OFosFvV6/6+NPcqiwXL9erOh0Ojo7O9Hr9QwPD7O4uKh8dvfb+JOMzWajuroav9+P1+vd690pGLILqra2llAoRF9f377LElJRUdlfqEKNikqREo1GGR8fx2KxHCgXyG6STqcZGRlBq9XS1ta2JyMOO0EoFMLj8VBWVkZLS0vBRRq5vnx2dha73U5XV9eutWPJuTRms7ngo1xy21N5eXnB3gvydopFqJFrubcrQszPz6PRaJRFydkZLhqNBo1GgyAIpNPpVbcRj8cRBGHDWSrygjocDq9axR2NRhkaGkKr1dLZ2bnqezKTyTAyMsLExISyX6Io0tDQoAg7cmPVXrtSSktLMRgMmxIx5DyTYhFqVqvmPhubzUY4HN51wcThcCBJ0q6LRJtFp9PR0dGBXq9Xgq5LSkr2rVADUFdXh9VqZWpq6kCJGYIgUFNTQ2dnJ4IgMDQ0xPT0dFE5KlVUVA4OB2PVoqJywEilUoyOjmIwGNSGpy2Sy+UYGRlRAph3OlNlt5CrhUtLS3G5XAUXn2KxmOJEaGpqorm5edcELkmSGBsbA9gRASoSiZDNZgtaHyvvY7GcqMu13NsRarLZLMFgEJvNhiRJ6PX6c2z+ci25Xq9f11FjMBg2/HfMZDIkk0nm5+fPqeJeXFxkeHhYGRfR6/Xn3H9hYYG+vj4CgQDpdBqtVovVaqWnp4fKykplPyKRyJ67aWRsNhuLi4sbFjFisRharXbV578XyI1P64lxdrsdYNezPYxGIxaLpajHn2RkZ43BYGBkZARRFIlGo/s6lLelpQWDwcDo6OiBC+E1m8309PTgcDiYm5tjYGBA+SyoqKioFApVqFFRKTJkgQGgra1tS/W6z3XkBb/c6nJQApgXFxcZGxvDZDLtiEPI6/UyODiIIAh0dXXhcDgKuv3zMTU1RTweL3gujUwoFFKqkQtFsTlqIpEIZrN5W8cNv99PPp+ntLSUWCxGW1sbCwsLK5wzctuVwWBYV6jZjGslmUwyMzODwWBYUcUdDocZHh5Wqo3PFl1zuZxSux2JRJRcnKamJjo6Ola8l+LxONlstmjyvjYrYsTj8aJx08DSRQVBENb9vBqNRsxm8544WxwOR1GHCi9Hq9Uq71e/3080Gt3XrhqNRkNbWxsAIyMjBy7TRRRFmpqacLlcpNNp+vv794UoqKKisn9QhRoVlSJCFhhSqRStra27Nm5y0JiYmCASidDY2Fg0V863SywWY2RkBL1eT3t7e0EFvFwux9jYGJOTk1itVrq7u3d9LCQUCu1YLg2sHHsqpFOnmMKE5Vru7YgQkiTh9XopKysjEokgiiLd3d1IkoTP51Nup9FoyOVyazpqcrkc6XR6UyLp1NQUmUyG1tZWRYxZWFhgdHQUk8mktOQsJxqN0t/fr4RPm0wmnE4nhw4dWlVolBfsxXJcMBgMGxYx8vn8psWvnSaZTKLX68/7mbLb7SQSiV0PyK2oqECr1a547xYzslhjs9mYm5tjampqr3dpW8iu4FQqhdvtLorjZKEpLy+np6eH0tJSxsfHD0w9uYqKyt6jCjUqKkXE5OSkIjBYLJa93p19ydzcHH6/n5qaml13hOwUiUSC4eFhJcvg7MXqdrc9MDBAKBSirq4Ol8u16y6uVCrF+Pj4juTSyEQiEXK5XEHHnqC4woQLIUKEQiEymQzl5eWEQiGcTicmk4mKigp8Pp/yPJc7arLZ7DlXy+UF+UaFmkgkwuzs7Ioq7lAopASBn/2+lySJ6elpBgYG8Hq9SJJEeXk5LpcLl8u15qhjOBympKSkoJ+h7bJRESMejwPFk08Da1dzn01FRQWCIOy6q0YQBOx2+55k5GwVrVZLe3s7drudM2fOEAqF9nqXtoXFYqG+vp5wOMzMzMxe786OoNPpaG9vV55nX1/fvnBxqaioFDeqUKOiUiT4fD58Ph9VVVUHRmDYbYLBoFJXXVtbu9e7UxCSyaTSctPR0VHQrJ1gMMjAwAC5XI6Ojo49qStenkuzk61cwWAQjUZTcCdFMTlq5Fru7Tgu5ufnMRqNSt6CnBNTWVlJLpdTFtrLhRrgnEDhzQg1chW3VqtVhLpAIMDY2Bhms/kcB1kymWRgYAC3260EHdfV1XHo0KF1hbhcLkcsFisaN43MRkUMOUi42Bw1G3F+ynlBwWBw1z8rTqcTSZL21ViKVqvlkksuwWAwcOrUqU01gxUjlZWVSp7LbmcV7SZVVVV0d3crleuTk5NFIeKrqKjsT1ShRkWlCIhEIkrVcl1d3V7vzr4kGo3i8XgoLS1dkW+xn0mn0wwPDwMorSCFQJIkJiYmcLvdlJSU0N3dvWcOrsnJSSWXZqcCUvP5POFwWFkQF5JicdTItdzbESGi0SjxeBybzYbf78dmsyl/k9LSUkpKSpS6XXn0SV6knz3+lEgk0Gg0G/qbylXclZWVSj6Hx+PBYrGcI9J4vV7OnDnD5OQk2WyWqqoqOjs7aWlpOa9LZnFxEUmSik6o2aiIEY/H0ev1RROMnk6nyefzG271stvtZDKZXXcaGAwGJVS4GATVjVJeXk5TU5MymrrfnTWNjY3KeJDsDjuImEwmurq6qKysxOv1MjAwsOsjfyoqKgcDVahRUdljkskkY2NjGI3GHWm6eS6QTCYPXEtWJpNhaGhIcbtsdDF0PtLpNIODg4p7q9Aunc0QCoWU/diJXBqZnRp7guIJE5ZrubeTTyNXcufzefL5PFVVVSt+X1VVRTKZVLJrAOW9s5pQsxE3jc/nU6q4NRoNkUiE8fFxrFbrisDsTCbD8PAwAwMDzM/PY7VaaWlp4dChQxt+zvJ+n101XgzYbDYymcy6VcaxWKyo3DTy33yjxyar1YpWq92TUGGn00k6nd5X4yiiKFJeXk5FRQVms1lxkO1XBEHA5XKh1WoZGRnZN6NoW0EURRoaGmhvbyebzdLf36+I3CoqKiobRRVqVFT2kGw2q1Rx7kSLz3MB+TWEpZasYsqe2CrZbJahoSEymQzt7e0Fa60Kh8P09/eTTCZxuVzU19fvmai1PJdmp11koVAIrVa7I66hYqnn3m4+TSqVYmFhAbvdjt/vx2q1nvO+q6ioQKfTMT8/rxyrBEFAo9FsSahJJpNMTU1RVlamuHi8Xq+SNSM/RigU4tSpUwwPD5NOp2lsbKSnp4empqZN5SnJjqNiFHKtVisajWbNsZBsNksqlSqqfBp5PG6jofeCIGCz2VhYWNj1BqDy8nK0Wu2+Gn+Cpf3O5XLU1dVhNpsZGxvb16NDWq0Wl8tFLpdjdHR0zwXunaasrIyenh7KysqYnJxkeHj4QAtUKioqhUVdFaqo7BGSJDE6Oko6ncblcu3Y2MdBJp/PK1fm2traDkRLVi6XUxakbW1tBVmYSZLEzMwMIyMj6HQ6uru7d9TBcj7y+fyu5NLIj7UTbU8yxeKoCYfDlJaWbjkI2ufzKaKLPFJ0NoIg4HQ6iUQiSiaNPP60XKhJp9Pkcrl1hRo5m0gURZqbm5mYmMDr9eJwOJT3RC6Xw+PxcPLkSWU0tKuri56enk2LbqlUilQqVXRjTzKiKFJRUUEoFFr1vVSsQcKiKG7qu8tutyNJ0q47QwRBwOFw7KtQYUBxi0WjUdrb27FYLLjd7j1xJRWKkpISmpubicViTExM7PXu7DharZa2tjYaGxuJRqP09fXt+8whFRWV3UEValRU9ojx8XGi0SjNzc1FdfK9n/B4PMRisQPzGsrCUyKRoLW1tSAOENlxNDs7i91up6ura88FrampKeLxOC0tLTsuUIbDYfL5PDabbUe2Xwxhwtlslng8vmURIpfL4ff7KS8vJxgMYjab13zvOZ1ORFFUrurLgcLLhZqNBAlPT0+TSCRobm7G5/Mp1fBtbW0IgkA0GuXkyZOcPHmSRCJBW1sbF154IfX19VtyHobDYaB4arlXw263K8Li2eznIOHllJSUYDQa90RocDgc+y5UWA4HX1hYUJy3FosFj8ezr8WaiooKampqCAQCzM/P7/Xu7ApOp5Pu7m70ej2jo6OMj4/vucCvoqJS3KhCjYrKHjA3N0cgEKC2tnbHFpAHnampKUKhEPX19TuSPbLb5PN5RkdHiUajtLS0bCtrRCYWi9Hf38/i4iJNTU00Nzfv+Xjd8lyaQjzHjTyeVqvdsVySYggTlkWIrb6egUCAXC6HXq8nlUqt6qaR0Wq1yvhKNptVhJp0Oq2IVecTaiKRCPPz8zidThYXF5mdnaWsrIza2lr0ej3T09M8/fTTjI2NYbfb6e3tpaenZ1tibCQSwWAw7LlIuR6lpaXo9fpVF+DxeByDwbBlx9ROkEwmt5SdZbfbiUaj54zL7TQGg4GysrJ9GSoci8XIZrOKWFNWVobH49lXotPZ1NbWUl5eztTU1L7KDtoORqORrq4uqqur8fv99PX1KSKsioqKytmoQo2Kyi6zsLCgVEjX1NTs9e7sS3w+n7LQW29RuV+QJAm3200kEqG5ubkgwpPX62VwcBBBEOjq6iqKyvfdzKWBnW17kikGR00kEkGr1W7JbSFJEl6vl9LSUqLRKAaD4bxjcZWVlQiCoGSNGAwGJElSRkoSiQR6vX5VUUGu4jYajeTzeebn56msrKS6uppkMkl/fz/Hjh0jFovR1dXFJZdcQm1t7bb+fpIksbi4uCvC4Hax2WxEIpFzxnNisVhRuQYlSSKdTm9JqJEvTuyVq2a/hQrL71tZkBVFEZfLRVlZGePj4/h8vr3cvW3R0tKCyWRibGxMyTw66AiCQF1dHR0dHUiSxODgIHNzc/tKPFRRUdkdVKFGRWUXicfjuN1uzGYzTU1Ne707+5JwOMzExARWq5WGhoa93p1tI0kSHo+HhYUFGhoasNvt29qeXOUqj5J0d3cXxbiEnEsjCMKO59LILCws7OjYE+y9o0au5d6qCBEOh0mlUphMJmKxGFVVVef925hMJqxWK6FQSHHiwB9agNYLEvZ4PGQyGaX9p6qqioaGBmZnZzlz5gyDg4NUVFRw2WWX0dPTU5Ag7Wg0Sj6fL+qxJxn58788MDaTyZDJZIpKqEmlUkiStCWHkl6vp6ysbE9CccvLy9HpdPtK3CgpKUGn060YiZOdNVarlYmJiX31fJYjPw9BEBgdHd31kOm9xGKx0NPTQ3l5OdPT0wwNDSnZXyoqKiqgCjUqKrtGJpNhZGREaT3Y6xGU/Ug8HmdsbIySkpJdW+zvNBMTEwSDQerq6qisrNzWthKJBAMDA4RCIerq6nC5XEUzKiHn0jQ3N+9acHYoFEKn0+3oAlcQBARB2DOhJh6Pk81mtyxCzM/PKyNPWq12w0JhVVUV2WyWYDCoLNblxXsymVxVYPH5fCwsLCBJEtFolJqaGiorKzl9+jS//e1vSaVSHDp0iMsvv3xDgtFGCYfDCIKwI61fhcZoNFJSUrJCxCjGfJrNVnOfjc1mI5VKEY1GC7lb50UQBOx2O+FweF8tisvLy4lEIitcF3LddXl5uRLGvR/R6/W4XC5SqRRjY2PPKWeJRqOhtbWV5uZmEokEfX19+7rVS0VFpbCoK0UVlV1ADonN5XK0tbWh0+n2epf2Hel0WhG6DkqV+dTUFH6/n+rqaqqrq7e1rWAwyMDAALlcjo6Ojm1vr5AEg0F8Ph/V1dW7Nn6Sy+V2fOxJRhCEPVtcbCckNx6PE41GsVgsRCIRKisrN/y5stls6PV65ubm0Ov1CIJAOp0mmUwiSdI5Qk0ymWRyclIRTWprazEajfzyl7/k1KlTGI1GLr/8cg4fPrzlxf9aRCIRSktL980xw263E4/HlayfeDyOIAhFJdRstpr7bCoqKhBFcU/Gn5xOJ8C+ynexWq3k83kWFxdX/Fx2KJaXlzM5Oblvg3lLS0tpbGwkEokwPT2917uz69jtdrq7uzGZTLjdbtxu93PKXaSiorI6++OsRUVln+PxeIjH47S2thbEyv9cI5fLMTIyQj6fPzBC1+zsrJLPsZ28FkmSmJiYwO12U1JSQnd3d1E5B5LJJOPj45SWllJbW7trjxsOh5EkaVeCpkVR3DNHTSQSwWw2o9VqN31fr9eLKIrkcjlEUVQWsBtBFEVsNhuxWIxYLKa4clYLEpYkidHRUWZmZigtLaWmpoZwOMyTTz5JKBSit7eX3t7eHREXM5kMiURiX4w9ydhsNgRBUK6sx2IxjEZjUQlNyWQSrVa7pfcdnL+OfCeRR6/2U6iwxWJBFEVFmF2OLNZUVFQwNTXF3NzcHuzh9nE4HDidTubn5/d1o9VWMRgMdHR0UFtbSygUoq+vb9cdZyoqKsVF8Xzrq6gcUGZmZpR2ov0QZllsSJKkBA0eFKFrfn6emZkZ7Hb7tnJ20uk0g4ODSotSR0dHUYlYci6NKIq0tLTs6qhaMBhEr9fvWNvTcvbKUZPNZonFYls6rmQyGYLBIGVlZYTDYRwOx6YW3aIoYrVaEQQBr9erVHQnEgkEQVjhipmcnGR4eBiLxYLT6WRwcJDf//73lJWVcfXVV9PT0wOwI+9dOTR2Px17tVrtigyXeDxeVPk0sDT6tF3nk91uJ5fLrVpHvtM4nU4ymcyqwkcxIooiFotlzddKEARaWlqw2WxMT0/vW7GmoaEBi8XC+Pj4c7INSRAEampq6OzsRBAEBgcHmZmZ2TeCooqKSmHZ2qUQFRWVDREMBpmdncXhcByIdqK9YGJigkgkQlNT0766Kr4Wfr+fqakpKioqthUoHQ6H8Xg8SJKk5BQUG5OTkyQSCdra2nYtlwaWHFjyKM9usFeOmu2IED6fb8XJ/2aPT4IgoNVqqagoIZ78NRWOASRpDo1Oj6OmglxeRCN2Ew4nOHbsGDqdDqPRyDPPPEM+n+fCCy+ks7MTnU6nNBztlFCj0+n2ncBrs9lwu934/X6y2WxRjT3BkqNmu8dji8WCXq8nGAzuaOD3alitVnQ6HX6/vyiPnatRXl5OOBxeM6xbEASam5sBmJ6eRpKkfdcsKbuDBgYGGB0dpaura1e/O4oFs9lMd3c3k5OTzM7OEolEaGlp2fKooYqKyv5EFWpUVAqAJEnnuAWi0SgejweLxUJjY+Me7dn+Zm5uDr/fT01NTVHUS2+XYDDI+Pg4Vqt1yw4TSZKYnZ1ldnYWk8mEy+UqypO3YDCo5O/stptBDqzdjbEn2DtHTTgc3lItdz6fx+fzKdk0FRUVW1oM6Q1ebFWPkc2GyWZLyOfKyWYFTMYEaekh8ukSfvu7FqLRJTfAyMgIDoeDyy67bMXCfKeEmu02Yu0l5eXlaDQapqamAIrKUZPL5chkMgXJErLZbMzNzZHJZHbVDSgIAg6Hg9nZWdLp9L4QA5bXdK8lPMpijSAIihNjN0dOC4FcuCCLNZ2dnUU19rdbaDQampubsVqtjI+P09fXR0NDw4E4F1JRUdkYz70jn4pKgZCkCJncz0lk/4lE7v3Esx8gmfsCuXw/qXSc0dFR9Hr9gWkn2m2CwSDT09PYbLZ9d6K5GgsLC4pwt9X3RDabZWRkhNnZWex2O11dXUUp0uxVLo1MKBRCr9fv2uJ2Lx01W3E1BINBstks1113Hbfccgsvf/nLOXz4MN/4xjfWvZ8gCEpmwktuvo5Q9H5EQcP/+1aQ/v4oubxEJp3jJ4/P8bd/c4yp6UlG3V/g7//+Q6RSKS644AKuv/76c9wTcvtOoRfL223E2ktEUaS8vJz5+flVw5n3ErnxqRDHntXqyHcLecG7X0KFdTodJSUl5x0VEwSBpqYm7HY7s7OzzMzM7M4OFhCTyURLSwvxeJzx8fG93p09paKigp6eHsxmM+Pj44yOjpLNZvd6t1RUVHYBVahRUdkC2dwJErmPkZEeAQkEqRZBcpLPT5HMfhlv4CMIYoS2trYthy0+l5HdSKWlpYqVez8TiUSUWvGtVrPHYjH6+/tZXFykqamJ5ubmorzKuJe5NLAkZskukd1iL4SaWCxGNpvdklvE6/ViNBqRJInPf/7znDp1iq997WvccccdG1q0SpLE9354Cy3NdvI5M9/59ikm3GFisRi5fI4/fulh3vq2XsZG/UhImErS3HTTTfT29q56PDyfo2ar7SfyaNh+FGpgScSIRqPkcrmiEvvlxqdCOGqMRiNms3lPwmP1ej1Wq3VfhQqXl5crn/31kJ01smtoPzYplZeXU1dXRzAY3LeZO4VCr9fT0dFBfX094XCYvr4+5fimoqJycCm+s3wVlW0QCoUwmUy8+93v3rHHyOZPkc5/lWeOLXLn7T9FEEqYGA/RUPP3CIKNcLgEiQBNricxGDJbeoxjx45x2223rXub48eP861vfWtL2y9mUqkUo6OjGAwGXC5XUS1QtkI0GmV0dBSj0Uh7ezsajWbT2/B6vQwODiIIAl1dXUVtfZZzaVpaWvZknEAee9rNzIu9GH3aqggRiURIJBLodDokSVIcDRdffDEWiwW32831119Pb28vl1xyCY899tg525CYobPtLvr7Unzj4Wd59pkpPvKPT/GqP/kmv/jZGJ/9t8e5843fQKvVYre3YDQKlFcshcZed911fOYznwHggQce4IorruD666/nz//8zxkdHQXg/vvv54YbbuCWW27h8OHDnDp1asuv0VYbsYqB0tJScrmc4jgqFgrpqIElQSqRSCiNYbuJw+HYV6HCy8efNkJTUxNOp5O5uTlljG4/UV1dTUVFBdPT0/vmb7STVFVV0dXVhUajYXh4mKmpqT1rHFRRUdl5VKFG5UDx8MMPc+WVV/L1r399R05uJSlFOv9tctlyjhxp4/6v3b7i94uRCKlkilJzEzr9Ipn8z7f0OEeOHOGhhx5a9zYHUajJZrMMDw8DHAg3UjweZ2RkBL1evyWRJpfLMTY2xuTkJFarle7u7qILFV3O8lyavXIxhEIhDAbDrr5Oe+GoCYfDWxIhvF4vOp2OdDqNIAhKK9aTTz5JMpnk9a9/PbfeeisnT57kwQcf5PWvfz0+n2/FNnL5fgAEQeRPX3shl1zawCfveTn3fukGbI4EPp8PnU7HJZdcgq1iSTAbc/+M66+/nre//e285z3v4Re/+AXf+ta3+PnPf85//ud/cscdd/CmN71JeYzf/OY33HPPPZw+fZqLLrpo069PLpcjFovtWzcNLDlXLBYLmUymqEYdkskker2+YI6+iooKBEHYE1eNHCp89nu8WCkpKUGn022qKauxsZHKykrm5+eZnJzcuZ3bIZqbmykpKWFsbGxPxLxio6SkhO7ubqXKfGDg/2fvvuOjru8Hjr++3xu5zEtyCSOsDAg7CdstOFBRaVWwFouCVevoT23VqlUrrhZXwVG1S3HPVkXrRMVRRIaGJZBNICFkXe5ye3y/vz/SOxPIXjf4PB8PHy25u+/3873cXe77/r7HHvG8CEKUEoEaIao888wz3HHHHeTl5fHOO+8AsGLFCi666CIWLFjA2LFj+dnPfsb333/PKaecQk5ODjfffHPw8QcPHmTRokXMnj2bqVOn8sc//jF4W2ZmJrfccjUnHft3/u+a//DlFyUcP+eR4O2qqmK329FqY7jy8je47eZv8Sr/5eKLL2LmzJlMnTqV8847D7PZDMD69espKCjgV7/6FXl5eeTn57N79+7gbTNnzgRaTqxOO+00pk6dytSpU/nNb35DQ0MDf/jDH1i3bh0FBQVcd911A/7cDjRFUSgpKcHr9TJ27Niw7L3SE06nk+LiYjQaDePGjetxo0yn08mePXswm82MGDGCnJycXmXjDJZQ96WBlkBfc3PzoJY9weBn1PR2LLfL5cJisaDX63G73Wg0GhYtWkRBQQF33XUXL730EhUVFSxfvhyASZMmUVBQwMaNG9tsR8UGSMiSjKK2BKh0ej1x8XF4PB6MRiPJyckkxLcEgWpq7Jx+2q959NFHWbRoEQDvvvsu27ZtY86cOZx55pk89thjbU4iTzjhBHJycnr7FGG1WlFVNaIDNQ6Hg6SkJAwGQ0h6uHSkP0Zzt6bVajEajTQ2Ng56ZlqgqbDVag1mCoW75OTk4Ou7u0aNGsWQIUOora2NuGCNLMvBv3+iP0sLWZYZPXo0Y8eOxev1snv3bmpra0O9LEEQ+pkI1AhRY/v27TQ0NHDKKaewfPlynnnmmeBtW7du5ZVXXmHv3r3s2bOHW2+9lQ8++IDt27fz3HPPBbM4LrnkEq677jo2bdrE1q1b+eCDD/jkk0+C27E0V/Dlhit4+u8Xtdm32+tBVVUcToWLL3qZY4/N4oGHzkfCx59X3cCWLVvYsWMHkydP5oEHHgg+bteuXVx11VVs376dCy+8kPvuu++I43rppZfIyclhx44d7Nixgz/84Q+YTCbuueceTjvtNAoLC3nsscf6++kcdBUVFdjtdjIzM8NqwklvuN1uiouLkSSJ3NzcHpcANTY2smfPHvx+P7m5uQwbNmyAVto/WvelCWXzbLPZPOhlTzD4GTW9LXuqra1FkiT8fn8wI+LNN9+ksLCQL7/8krlz53ZzSzGA2iZAJQETJ05k5syZpKentwkqJifHMD53DO+//37wZ6qqctlll1FYWMi//vUv/vOf/1BZWRm8PZDp01tWqxWNRhPRnyV2u534+HhSUlLCKlDjcrn6PZBuMpnwer0h6bsRaU2FjUYjiqLQ3Nzco8eNGjWKoUOHUltb2+a9Fgn0ej05OTl4PB7KysoipqfQQDMajUyePJmkpCT2799PcXFxsOeXIAiRTwRqhKjxz3/+k0suuQRJkjj//PP59ttvgw30zjjjDIxGIxqNhry8PE4//XRiYmKIj49n/PjxlJaWYrfbWb9+Pddddx0FBQXMnj2b6urqYJYLwJKLC5A48qRbVRTcbh+LfvICv7r6BK79v5NabpDg+RfeZMaMGUydOpWXX36ZwsLC4OPGjx/PtGnTADjmmGOCPRpaO+aYY/jggw+4+eabee+99/p8AhOOqqqqMJvNjBw5ctCzIfqbx+OhqKgIVVUZN25cj05oVFWlsrKS8vLyYHpzYmLiAK62f7TuSzOYI3YPZzabMRgMgz4hZ7AzaqxWK1qttkdBCJ/PR0NDAwaDAZfLxdChQ4+4T2JiIgUFBTz33HMA7N69m23btnHMMce0uZ9G+l+mi8T/slYMNDU5aGpqwhDT9vlXVRWDQctb7zzPDz/8wPXXX4+qqpx77rk8//zzHDhwAK/XiyzLbN26tRfPRvusViuJiYkR3ePKbrcTFxdHamoqdrs92MQ3lLxeL36/v18zaqDlhFOr1Yqmwt2QmJiILMs9Kn8KGDlyJMOGDaOuri7ipinFx8czZswYmpubI7LfzkDRarWMHTuW0aNHY7PZ+OGHH0Q/H0GIEiJQI0QFj8fDyy+/zDPPPENmZiYTJ07E6/WyZs0aoO10Co1Gc8S/fT4fiqIgSRKbN2+msLCQwsJCSktL25QVtZw0HzmBxBBjICZGx+w5Y/jPuzvx+1uurv/36wP87ek3+PDDD9mxYwf33Xdfmy/b7a3jcMceeyzff/89M2bM4IUXXmDevHm9fp7CUV1dHTU1NaSnp7d78hhJvF4vxcXF+P1+xo0b16OAgcfjYe/evdTV1TF06FByc3NDGvToroaGBurr6xk+fHhIy0y8Xm9Iyp5g8DNqLBZLj5/r+vp6FEVBVVW0Wm2HDalfeuklXnzxRfLy8rj44ot54YUXSE9Pb3MfWcoBZCTZjaqoXHb5sdx/70ecdfozfP99HRKtgyNOQItBn8ubb77JoUOHuPLKKznhhBO4//77WbhwIYsXL2b+/PnBctW+crlcwRKsSKWqKk6nMxiogdCMsD5coDyovwM1kiSRmppKU1NTr6d89UV6ejo+n69XwY/BJssySUlJvT4ZHzFiBMOGDaO+vp6KioqICE4FmEymYFZQpGRADZb09HQmTpyIXq+npKSEyspK0WhYECJcZHfqFIT/eeeddxg/fjxff/118GfffPMNl1xySZfTkwISExM58cQTWblyJXfeeSfQkimg0+mCpScSY1GlHUgceQIgyxJP//0ifnPdv/jFkud47oWLsTS5MBpTMZlMuN3uNuVY3VVeXs7IkSO56KKLOPHEExk7diyKovTpi1q4sFgswUa5o0aNCvVy+iTQCNnj8TBu3LgeNbO1WCzBL8w5OTkkJycP3EL7kcvlorKyksTERIYPHx7StQROsKI9UONwOHo8lltVVWpra9Hr9bhcLoYPH44sy1RUVBxx37Fjx/Lpp592uJ2A0rIvaLI9RbPVy9x5Waz7/JckJSUFs3yWXjobVXVz4skpbNq8DkmS0Gq1vPrqq8FtXHzxxSxevJgdO3YwZsyYYPBo2bJlLFu2rNvHd7jA52Kk96dRVZX4+Hh0Oh1JSUk0NDSErP9TQOBCw0D0EDOZTNTW1mI2mwd9sl1SUhJ6vZ76+vqIyOo0Go00NTXhdDp7lUE4YsQIJEni4MGDQMt0qEjJPhsxYgROp5PKykoMBkNUZhn3lsFgYMKECVRVVXHo0CGam5vJyspq831EVS34lO/xqd8BDsCAVpqORp6OLCWHaumCILRDZNQIUeGZZ545IiBz7LHHoigKX3zxRbe389JLL/HDDz8EG/f+7Gc/a3OFTSvnAjKq2n4zO0mSWP34IsaMSeXCRX9j7tyzycnJJTc3l5NPPpnp06f3+NjWr1/P9OnTKSgo4KyzzuLpp59GlmVOPfVU7HY7+fn5EdlM2OFwUFZWRmxsbEj7mvQHv99PSUkJLpeLnJycbn9xVFWV6upqSkpK0Ol0TJw4MWKCNIqiUFpaiizLZGVlhfz319jYGJKyJxjc0qfeBCHMZnOwb4EsywwZMqTP69DKeSiec5DkeprtFcTE/FiKpao+FA6hSg3o5IvQyhM63E5gOl9/jnK3Wq0YDIaQjIfvLw6HAyD4nJpMJjweDzabLZTLwu12I0nSgDy3cXFxGAyGkJQ/RVpT4UCgti8ZQBkZGWRkZNDQ0BBRmTWSJJGdnY1er6e0tDTsxteHmiRJjBw5ktzcXPx+P3v27KGmpgZFUfD6P8Ppvx+v+h9QnaDqQHXjVT/A5f8jHv9HqKrIwhGEcCF19sE8c+ZMdcuWLYO4HEEIf17/J3iVD5AYgSS1P4VHVZtRJQcGzQ3IUmSX8wwEj8fDnj17kCSJCRMmRESJT0cC06psNhvZ2dndDrT4fD7Ky8uxWq2YTCZGjx7db+NuB0NFRQUNDQ2MGzcu5JkLXq+X7du3k5GREZLMnoMHD1JdXc306dMHPGC1Z88eACZM6Dj40d5jXC4XiqKQlpbG6NGj+2UttbW1bNr8NrkTm8gYWYcs/e/1K4FWmoVWPhZZGtHpNsxmM2VlZUyaNKlfgmyKorBt2zbS0tIiOkuvoqICi8VCfn4+8ONxpaamMmbMmJCtq7S0FJfLxeTJkwdk+zU1NVRVVTFlypRBn/zn9XrZsWMHQ4cOZcSIzl+34aA3nwXtCTznqampZGZmhjzo3l0ul4s9e/ag1+uZMGFCRPz9zMzMxO12c+DAgWDD9TVr1rB8+XIef/xxfv3rX3d7W9XV1Vx88cV8/vnnHd7H5/NRWVmJ2dyIacgO0oZuQyONRJKOLKhQVR8q1WjlU9DJZyNJEsuXL2fTpk1MmTKF1157rc2/L774Yr766iseeuihDvf/9NNP43Q6+c1vftPt4xKEo40kSVtVVZ3Z3m2i9EkQekgrn4qKE5/yBaoah0QK0v9OUFTVjSo1gqQjRnOFCNK0I5B9oigK48ePj+ggjaqqlJWVBdOLuxuksdvtlJWV4fV625R8RIqGhgYaGhpC3pcmIDDyPlQlC4ETG1VVB/QkJzCWuyfBKJvNht1uR6fT4ff7+7UP1KFDh2gyx2GM/wnxugRUWib2SBiRpO6V/gUyffrrc8Bms6EoSkT3p4GWjJrWzaJlWSYlJQWz2cyoUaNCdlLqcrn6vT9Na6mpqVRVVYWkzEun0wWbCmdkZIR9wMJoNFJdXY3P50Or7f3X+UBpd1VVFaqqhkWGZHcYDAaysrIoKSmhoqKC7OzsUC+pWzIyMvjoo49YsGAB0BKo6Wm2tc/nIyMjo9MgDbQ0Gs7Ozqah0YnT+xX1dSaSjT4MhiNfL5KkBXUEPuVzNPJU6g8Z+Ne//kVTUxOyLHPo0KE2/wZYuHBhp/u/6qqrenRcQLBfZCS8BgVhoIV/+FkQwowkyejkc4nRXoVGzkKVDqKoLf+pkg2tdAoGzW/RSJHxpWEwBQIbLpeL7OzskJSp9BdVVSkvL8disTBmzJhuj4Sura1l7969wWyiSAvSBHoDhENfmgCz2UxsbOyAnkB2JvCldaD71ARGF/ckCFFbWwu0fLFPSUnptywFq9Ua7OeRlJSEJMUjS8ORpeHdDtJAS6Am0L+mv9YlSVJE961QFCXYSLi11NRU/H5/yHqTqaqK2+0e0PeZXq8nKSkpZI2TI6mpcOBzoD9eD8OGDWPkyJHBDLdIKYMyGo3BdQf67YS7ZcuWBQddlJWVYbfbmTp1KgCffvopxx57LNOmTWPq1KltenrNnTuXG264gWOOOYaFCxdSUVHR5vuDJEn88Y9/ZNasWWRnZ/Ovf/0reNvuPe+y5MJ1LFzwIiceu5o339iE8r/f8UsvbGZmwYPMmvYgP1v8HLV1PsyWz5g3bx4Oh4Pp06dz7733tvn3qlWrWLNmDYsWLQLgnnvuoaCggIKCAiZNmoQkSVgsFlasWMFNN90UXMcDDzzA7NmzmT59Oueeey41NTUArFixIthUftKkSRHx/hOEwSAyagShFyRJQsM4NJpxqKoVFTugQSIZSYrcvggDrbKyEqvVypgxY8IiE6Mv9u3bFxwp3p1gi9/vDz4mOTmZzMzMYOpzpFAUhbKyMjQaTdhcdQ307QhlqULrjJqBFBjL3d1G1R6PB7PZjEaj6ddsGp/PR0VFBXFxcSQkJPQpQOXxePo1q85isQTHF0eqw/vTBCQmJqLT6WhsbAxJ9pjH40FV1QEvSUpNTaWiogKbzTboAbdAU+G6urqwbyocFxeHXq+nqakJk8nU5+0NHToUSZLYv38/ZWVlEdM7bujQoTidTqqrq4mNjQ37Pm9z587lySefxGw289xzz3HJJZewdetWAKZPn87XX3+NRqPh0KFDzJgxgzPOOCP4WiwrK+Prr79Gq9W22ww+KSmJzZs389///pcLL7yQCy64ALO5gWuvWcVba3/F8IxUSkuqOX3eU+RPG4bdBnfc/h4bvv0tw4cbufuu97np+i94/hUD//nPW8yadTyFhYUALF26lJkzZwb/HQg2AfzhD3/gD3/4AwC/+MUvOOOMM464oPDiiy9SWlrKxo0bkWWZp556ihtvvJGXXnoJgG+//Zbvvvsu4i5eCcJAEoEaQegjSUpCIrKDDoOhpqaG+vp6hg0bFvF/iCsrK4Op+d05+XU6ncFMosBo1EhUWVmJy+UKq9HhoS57gsHNqGnJXuneyVMgm0ZRFBITE4848e+tffv24fP5yMrKYv/+/X0ap+z1evutMa3H48HlckX854vdbgc4IiAXGGFdW1vb53KX3hio0dyHS0lJCX7GhiIzKj09naqqqgEv8+oPRqORhoYGFEXpl+DkkCFDkCSJyspKSktLyc7Ojoig5+jRo3G5XJSXlzNhwoSwztaVJIkLL7yQV199lVdffZUNGzYEAzV1dXVcdtllFBcXo9VqaWxsZO/evRxzzDEALFmypNP3/UUXXQTAMcccQ3V1NS6Xiw0bvmBfhYXzzv1n8H4ajYZ9FWYKv6/hzDMnMnx4S1Dll1ccx5wZDwHzgZ431b7zzjtxOBw88sgjR9y2du1atmzZEizzOnx64YIFCyL+s1sQ+psI1AiCMODMZnOwWWEkNGnsTFVVFXV1dQwdOrRbpT+NjY3s27cPWZbJzc0lMTFxEFbZ/1r3pQmnYzCbzcTFxQ1649HWAicyA5lR43A48Hq93c5EUxSF+vr64Lr6K5umvr6epqYmRo4cGTyJ7kuAyuv19ttJVaA0LNKz9RwOB3q9vt1gaGpqKocOHcJsNpOenj6o6wqM5h7o4EWo+/GYTCaqq6upr69n5MiRg7rvnjIajdTV1WGz2frtdR94XQWCNTk5OWEfrJFlmZycHHbv3k1JSQkTJ04c9EBmT1x66aXMmTOHk046qU021NVXX83ChQv597//jSRJ5ObmBt93QJeBy8B7M5Ct6/P5UFWZKVPT+eSz37YJ8iuqyt49FsDczpZUenqK+Mwzz/DJJ5/w+eeft/t6UVWVO+64g8suu6zdx0dyuaogDJTw/uQVBCHi2Ww2ysvLSUhIIDMzM9TL6ZOamhpqampIS0vr8gu8qqpUVlZSXl5OXFwckyZNCqsAR0+EY18aaLnCb7fbQ16iEPjyO5AZNT0dy11fX4/f70dVVWJjY/ulua7L5WL//v0kJSUxdOjQ4MlAXwM1/ZWdZbVa0el0YX01vTvsdnuH5W1xcXHExsaGZIS1y+VCo9EMygmwyWTC7/eHpFeFTqcjOTk5mKkSzgJlfv39PKWnpzNmzBisViulpaVh/zxAy+8tJycHr9dLaWlpWPfZyc7O5v777+fOO+9s8/Ompqbg5K1PPvmEkpKSPu/ruONOorTEwhfrtwV/tmVzJRIwd+44PvxwNzU1LUHuZ//5Daecmo1EOtD9z9F169bxwAMPsHbt2g4/fxcuXBgs+YKWv9/btm1r976CILQI33CzIAgRz+12U1paSkxMDDk5ORFR796R2traYFZQV+ONPR5PsElgYNRrpB57OPalCQiHsicYnIwaq9VKXFxct4MatbW1wXKI/simCTTPlmU5GHANHHdvS5/8fj9+v79fAjWqqmK1WkP+Wugrn8+H2+3utAQgMBnJ7XYPaibZQDcSbi0xMRG9Xk9jY2O3G7X3p7S0NMxmM01NTSHZf3fJskxSUtKANJhOS0tDkiQqKiooKSlh7NixYZ9ZEx8fT2ZmJuXl5VRWVoZ0lH1XrrzyyiN+tnLlSq655hruuusuZs2aRV5eXp/3k5qayr/feopbbrmV3934CR6vj6wsE/96+3ImTxnOffefwzlnPo0kQWa2iceePBGtdEqP/tbff//92Gw25s+fH/zZV1991eY+S5cupb6+npNPPhlo+W5xzTXXkJ+f3+djFIRoJXX2xXLmzJnqli1bBnE5giBEC5/Px549e/D7/UyYMCGkpSl9VV9fz759+0hOTu6ywaLFYqGiogJVVcnMzAz7xoZdKS8vp7GxMSzLtnbv3h2cnhVKzc3NFBUVDdhz5Pf7KSwsZPjw4d0aWWyxWCgpKUFRFAwGA1OmTOlzgO3AgQMcOnSInJyc4Gs6sK6RI0f2KhjkcrnYtWsXWVlZfT4Zttls7N27l+zs7IgO1litVoqLizt9LXk8Hnbs2NHt10N/2bFjBwkJCWRlZQ3K/qqqqqipqSEvLy8kPbF27tyJTqdj/Pjxg77vngj8fZo0adKAZJM1NDRQUVFBYmJiRARr4MfXzujRowe9RDAcqaobl/9xVJqQ6TgIrFCPRAIGzQ1IUnj3ZxKEaCFJ0lZVVWe2d1v4f9oKghBxFEWhtLQUr9fL2LFjIzpIYzab2bdvH0lJSZ0GaVRVpbq6mpKSEnQ6HRMnToz4IE19fT2NjY1kZGSEXZDG7XbjcDjC4qR8oJsJ97T3yqFDh/D5fEiSFGwO2hfNzc0cOnSI9PT0Nq/pvh631+sF6JeT8GjpT9NRI+HW9Ho9iYmJgzrCWlEUPB7PoDbXDfTuCNWo7rS0NGw2W5seIeEoUNY4UGViJpOJrKwsmpubKS4u7lPz8MGSkZGB0Whk//79NDc3h3o5ISdJMcRoLkMiEYUDqGrb17SqulGoQiKOGM3lIkgjCGFCBGoEQeh3gdGqmZmZ/TZpJhQsFkuwv05npVs+n4+SkhIOHjyIyWSK+AwiaOlLE+hHEo5TqsKl7AkGfjy3xWJBo9F0673kdDqDJyZarbbPUzR8Ph/l5eUYDIYj+jJJkoQsy70+cevvQE18fHzEjbw/nMPhwGAwdHkcJpMp2KNpMAQmPg3m55rBYCA+Pj4k/Xjgx9Kfurq6kOy/u3Q6HfHx8QNS/hSQmppKdnY2drudkpKSsA/WSJJEVlYWMTExlJWVBV+/RzNZSsWguRaddBaq5EJRq1HUgyhqNapkQyvNx6D5P2RJTF4ShHAhetQIgtCvqqqqMJvNjBw5MixOonurubmZ0tJSYmNjO033ttvtlJWV4fV6GTNmTFSMl/T7/cG+NIHGhuGmsbGR+Pj4fhvt3BeDkVHT3bHcrbNp0tPT+xy4CIzi7ug9IMtyyDNqfD4fdrt9UMuABordbu9W9lpycjKyLNPQ0DAowfDBmvh0OJPJRGVlJU6nc9CbRGu12mBT4REjRoR1yY/RaKS6urpfm3MfLvD3vLy8nOLiYsaNGxfWgVGNRsPYsWPZvXs3paWljB8/PqzXOxgkKQGd5lS06kkoVIPqBkmPTAaSFPq/pYIgtBW+f3UEQYg4dXV11NTUkJ6e3m/jgEMhcNUwJiam0y+jtbW17N27N9gnJRqCNNAyltXlcpGVlRWS3hBdcblcOJ3OsGnyOZDNhANjubsztcnr9dLY2IiiKGi1WoYMGdKnfQdGcY8YMaLDUpy+BGo8Hg+yLPf55CmQQRTpZU9erxev19utwItGoyE5ORmz2Two020CGQmDHahJSUlBkqSQZdWkp6fj9/uDGXzhKvD5MJBZNdDy+8jOzsbhcEREGVRMTAzZ2dm4XC4qKipCvZywIUk6NNIYNHIuGilTBGkEIUyJQI0gCP3CarWyf/9+jEYjo0aNCvVyei3wBVSn05Gbm9vuKNpAxkngeCdOnNhpT4lIEs59aQLCqewJBnY8d096r9TV1eH1epEkCZPJ1Kcg2+GjuDui0Wj6VPrUHxlRgdKwSH8Pdqc/TWupqan4fL4BPzmHlteDTqcb9KwSrVaL0WikoaEhJOOWExMTiYmJob6+ftD33RNxcXHo9fpBeS0Emuo7HA6Kiorw+XwDvs++SEpKYuTIkTQ1NVFdXR3q5QiCIHSbCNQIgtBnTqczWCbU1VSkcOZyuSguLkaj0ZCbm9vuia7T6WTPnj2YzWZGjBhBTk5O1KRTO51OKisrw7YvTYDZbCYhISFssn0GMqPGYrF0ayy3oijU1dXh8/nQ6XR9ymhrbxR3R/pa+tRf/Wm6WxoWzhwOB5IkdTtQk5SUhFarHZRmu4M5mvtwJpMJn88XDFoOtvT0dGw2G06nMyT77y6j0YjVah2wEszWkpOTycnJwel0UlxcHPbBmiFDhpCWlsbBgwfDPjtKEAQhQARqBEHoE4/HQ3FxMVqtNmJGd7bH7XZTVFQEwLhx49q90t/Y2MiePXvw+Xzk5uaGdTCjpwJZQlqtlqysrLA96XU6nWFV9gQDl1Hj9/ux2+3dyqYxm814PB6g5SSqLyfVVVVVOBwOxowZ02UgJdSBGqfTidfrjfiyJ2jJqDEYDN3+DJUkidTUVJqamga8BMXlcoWsQbrRaESr1Yas/MlkMiFJUthn1RiNRhRFGbQpR0ajMRisiYTMmtGjR5OQkEBFRQUOhyPUyxEEQehSZJ5RCYIQFvx+PyUlJSiKwtixY8Mmw6GnvF4vxcXFKIpCbm7uESe5qqpSWVlJeXk5cXFxTJo0KWzLgnqrdV+a9sq9wkXgamg4jT4fqGbCVqsVVVW71Z/m0KFDuFwuDAZDnwKIgVHcaWlp3XqO+1L65PF4+vyZEciy6M5zFO4cDkePGwObTCZUVR3QLAGfz4fP5wtZRs1gBqTao9VqSUlJoaGhYVCyVXorMTERWZYHpfwpwGg0Mnbs2OCFjnAO1kiSRHZ2NlqtltLS0mAzc0EQhHAlAjWCIPSKqqqUlZXhcrnIzs4e9Ikc/cXn81FUVITX62XcuHFHHIfH42Hv3r3U1dUxdOjQDkuiIlldXR2NjY2MGDEi7ANQZrOZxMTEsPsdSJLU76VPVqu1W2O5m5ubcTgcqKpKQkJCr6cAtR7F3d0+U73NqPH5fKiq2uceNRaLhdjY2LB7PfSU2+3G5/P1+HcXFxeHwWAY0GyTUDUSbm0wAlKdSUtLC/umwrIsk5SUNKiBGmgpwQsEa/bu3RvWARCdTkdOTg4+n4/S0tKQ9D0SBEHoLhGoEQShVyorK7FarYwePTpiyw78fj/FxcV4PB7Gjh17xEmSxWJh9+7duFwucnJyGDlyZNiWBPWWw+EINo0N91Iup9OJy+UKmybCrfWlBKgjFoulW71XDh06hMPhIDY2tk+9aQKjuLOysrpdftPb4+6P0dyKomCz2SL286e1njYSbs1kMmGz2YIBlf4WGM0dqtInGJyAVGcSExMxGAzU1dWFZP/dZTQa8Xg8g95PJzExkbFjx+LxeIIXPsJVXFwcmZmZ2O129u3bF+rlCIIgdEgEagRB6LGamhrq6+sZNmxYxI6kVhSFkpISnE4n2dnZbTJJVFWlurqakpISdDodEydODKtSm/5yeF+acNfY2IgkSWEZqOnvjJpA75WuSnrcbjcWiwVVVYmLi+v167Q7o7jb09vSp/4I1DQ3N6OqalQEahwOB7Is9yozMdCvaaCaCrvdbiRJCmmgBgY+INWVtLQ07HZ7WDcVDnxeNDU1Dfq+ExMTGTduXEQEa1JSUhg+fDgNDQ3U1taGejmCIAjtEoEaQRB6xGw2U1VVRWpqKiNGjAj1cnolEKSx2WxkZWW1ORn2+XyUlJRw8OBBTCYTEyZMCPkJykDZt28fHo8nWLcf7gJlT+G41v7OqAmUL3QVhDh06FCwCW1vs2kCo7gTExN7vI1QZtRYrVZkWSYhIaHX2wgXdrud2NjYXmXs6fV6EhMTByxQ43K50Ov1Ic8mDASkQt1UOJyzanQ6HfHx8YNe/hSQkJAQDNbs3bs32OA8HGVkZJCcnMz+/ftDNlFMEAShMyJQIwhCt9lsNsrLy0lISOhybG+4Cowebm5uJjMzs012ht1uZ/fu3TQ3NzNmzBgyMzMjdopVV+rq6jCbzWRkZETEia7D4cDtdodlNg30f0aN1WrtsveK3++noaEBv99PbGwsJpOpx/tpPYq7N1lVvW2kHDiB62ugJtBANZKpqtqrRsKtpaam4nK5giVU/SnQpDrU9Ho9SUlJgzKOvD2BpsKNjY1h3VTYaDRit9tDltGSkJBAbm5usP9bOAdrsrKyiI2NDfbbEwRBCCeR/e1GEIRB43a7KS0tRa/Xk5OTE/Krq72hqioVFRU0NTUxevToNie2tbW17N27F0mSmDBhQsSWdHVHJPWlCTCbzUiSFLYlaP2ZUeP3+7HZbF2WPdXX1+NwONDr9QwZMqRX78nq6upuj+Juj0ajCa65J7xeL1qtttdBFrfbjcvlioqyJ5fLhaIovepPE5CSkoIkSQMSxHC73WERqIGWgJTb7cZms4Vk/+np6fj9/pAFi7oj8BkZqqwagPj4eMaNG4fP52Pv3r0hK1friizLjB07FkmSKC0tDclUMUEQhI6IQI0gCF3y+XwUFxcDMG7cuLAsPemOysrK4HSj9PR04Mc+LYHAxcSJE/t0whTuIq0vTUBjYyNJSUlh+9qTZbnfMmoCvVc6C9SoqkptbS0ul4v4+Pjg67mn+6mpqen2KO729Dajxuv19jmbBrouDYsEDocDoE8ZNRqNhuTkZBobG/s1s8vj8aAoStiUf6akpCDLcsjKnxISEjAYDNTX14dk/90RGxuLXq8PaaAGWl7Pubm5+P1+ioqKwjZYo9fryc7Oxu12U15eLiZBCYIQNkSgRhCETimKQmlpaXAyUrh8Ye+pAwcOBBsgB7JInE4ne/bswWw2M2LECMaOHRvMEIhWkdaXBlpK0jweT9iWPUFL6VN/ZdRYLJYux3I3NTVhs9nQarWkpaX1+HXbm1Hc7QlloEav14dNpkdf2O12NBpNn4/FZDLh8/n6td9GOIzmbk2WZVJSUjCbzSErP0pPT8dutwcDbOHIaDRitVpDXqIVFxdHbm4uiqKEdbAmMTGRUaNGYbFYqKqqCvVyBEEQABGoEQShCxUVFcGmu3254htK1dXVHDp0iCFDhgQbIDc2NrJnzx58Ph+5ubkRUwLUF5HWlyYg3MueoH9Ln6xWa5djuQNNhBMSEhgyZEiP99GbUdzt6W3pk8fj6XWgRlVVmpubuywNixR2u71fsvgCGWf9mW0S6NsRLoEaaAlI+f3+kEw2CuxfluWwzqoxGo0oikJzc3Ool9ImWLN3796w7QWTnp5Oeno6hw4dClnGliAIQmsiUCMIQoeqqqowm82MHDkyrLMZOnPo0KHgBKdRo0ahqiqVlZWUl5cTFxfHpEmT2ozmjlaBvjRGozHiglJms5mkpKSwznbqr2bCTqcTj8fTaUmP3W7HYrEgSRImkwm9Xt+jffR2FHd7epNRo6oqPp+vx+sOsNvt+P3+qCh7UlUVp9PZL0HwwOh6i8XSb702XC4Xsiz3KfupvyUmJqLX60PWJ0aj0YR9U+FAk+1Qlz8FxMbGkpubi6qqFBUVhW2wZtSoUSQmJrJv374BacwtCILQEyJQIwhCu+rr66mpqSE9Pb3XY39Dra6ujgMHDpCSksKYMWOCI0Pr6uoYOnQoubm5YXUCMlACfWl0Ol3ETeuy2Wx4PJ7gaN5w1V8ZNd3pvVJbWxuceNTT92ZfRnG3pzeBGp/Ph6qqvX7vBYJU0RBgdTgcqKrab32xTCYTiqJgNpv7ZXvh1Ei4tdTUVCwWS8gmG6WlpYV1U2FZlklKSgqbQA20BGvGjx8PQFFREU6nM8QrOpIkSWRnZ6PX6yktLQ3Z60sQBAFEoEYQhHZYrVYqKysxGo196l8RSo2NjcFjyMrKwmq1snv3blwuFzk5OYwcOTIiJ1f1RqAvTVZWVsT0pQkIlD2Fe5lLf2XUWCyWYDPQ9ng8HhoaGlBVldTUVGJjY7u97b6O4m5Pb0qfAic/vQ3UWK1W4uPjwzrDqrv6o5Fwa/Hx8cTExPRbAMHlcoVlX7LAxL5QBUoSEhKIjY2lrq4uJPvvDqPRiMfjCateOgaDgdzcXCB8gzVarZacnBz8fj+lpaVhmzUlCEL0E4EaQRDacDqdlJaWEhsbS1ZWVkQGM5qamqioqCAxMZGsrCwOHjxISUkJOp2OiRMnhnWvk/5WW1sbbJYcSX1pAsxmM0ajMexPyvsjo6Y7Y7nr6upoamrq1Wj1vo7ibk9vMmr6Eqjx+Xw4HI6oKHuCljIurVbb6zKw9phMJpqbm/F4PH3ajqqqeDyesMyoMRgMxMfHh7SXSFpaGg6HI6wCIa0FPkfCKasGfgzWSJIUtsGawPcfu93Ovn37Qr0cQRCOUiJQIwhHIVV1o6h1KGodqvrjFAav10txcTFarTZiJyBZrVbKysqIi4tjzJgxlJWVBXvUTJgwISyvDg8Uh8PBgQMHMBqNEVm+ZrPZ8Hq9EdEfqT/GcwfGcncUhFAUhdraWrxeL8nJyT0KvPXHKO729CZQEwgg9CZQEygNC/cMq+5yOBz93qQ9UCbY12wTt9uNqqph+5lpMplwOp0hO9EPNBUO16wanU5HfHx82AVqoCVYM378eGRZpqioKCyDXcnJyWRkZNDY2EhNTU2olyMIwlFIBGoE4SiiqIfw+N/B6b8bl+9hXL6HcfrvxuN/G6+vmuLiYhRFYezYsRHZu8Vms1FaWorBYCAjI4OioiKam5sZM2YMmZmZfZpuE2kiuS9NQGNjI7IsR0QGVH+M5w6M5e4oANPQ0EBTUxMJCQk9yqbpr1Hc7Qm8pwar9MlqtaLVavutp0soKYqC0+ns92OJiYkhISGhz9km4TjxqbWUlBQkSQpZVk3rpsL91by5vxmNRux2e1j2WomJiSE3NzesgzXDhw8nJSWFqqqqsAx4CYIQ3Y6esxZBOMr5/N/h8j+CT/0GSU1BloYjS8OR1BR8ykYaLPegStvIzs7uUd+LcGG32ykpKUGv15OcnExJSQmSJDFhwgTS0tJCvbxBV1FRgcfjITs7O+L60kBL2UWg7CkSAmz9UfoUaBDcUblhbW0tTqeTlJSUHmWUVFZW9sso7vZIktTjY/d6veh0ul6VVVoslqgpe+rv/jStpaam4nK5+nTy63a3ZFuGa6BGq9ViNBqDPZtCIT09HUVRwrapcCDIHa5BhpiYGMaPH49Go6GoqCgsJy1lZmYSFxdHeXl52E6rEgQhOoX/t19BOMq43W5uvPFGcnJymDBhAtOmTePtt9/u8P6XX345X331Vafb9Cl78CgvIampyAxDkn68ki1JOv7+1z38sMvF8FH/JS6hutNtLVu2jCeeeAKAp59+mlWrVnV6/7fffptNmzZ1ep++cjqdlJSUAC1XOQ8ePEhSUhITJ06MiivvPVVbWxscvzwQJ4GDwWaz4fP5IqLsCQgGHXp7wuhyufB4PB0GYCwWCw0NDRgMBoYOHdrtIEd9fT1ms5mMjIwBey/0NlDTUw6HA5/PFzWBmsBJ6UC8RwPZJn0JILhcLrRabViXwJpMJnw+X7AkbrDFx8cTGxtLfX19SPbflUBj8nAN1ADo9XrGjx+PVquluLg47II1siyTk5ODJEmUlJTg8/lCvSRBEI4SkXeZVRCi3DXXXIPNZmPXrl0YDAZ27tzJmWeeSWpqKieddFKb+/r9fv7xj390uj1VVfEqa5FIRpKOvDJqs9t45aXvSEs7iWOPHYpXWYtGykWSuo7jXnXVVV3e5+2332bmzJnMnj27y/t2tH6VQ/iUragcBCQkRqKVpyNL6bjdboqLi3G73eh0Oux2OyNGjOhxo9VoYbfbI7ovTYDZbEaW5YjpRdK6V0tvTmwDJ1IdBSECI7lHjhwZnHjTldajuAfy/aDRaHpc+tSX/jTRFKjR6/UDkvEWyDZpbGxkxIgRvcpeCtfR3K0ZjUa0Wi0NDQ0h+6xIT0+nsrISu90eloHxQNaRoihhm52o1+vJzc2lqKiIoqIixo0bF1bN7/V6PTk5ORQVFVFeXs7YsWMjctCCIAiRJTw/sQXhKLVv3z5ee+01nnrqqeAX5ClTpnD77bdz9913s2bNGk477TTOO+88pkyZwo4dO5g7dy7vvfce0HIic/nllzN79mzy8vK4/vrr8fpLUdVazjjtOW67ZS2nnPwYE3Pv5Y7fv4vL5eKZf2xgx/Ya7vj9Bxwz82k+XbeFbTs+4sQTT2T69OlMmjSJ1atXt7veFStWcNNNNwGwYcMGpk+fTkFBAZMnT+aVV17ho48+Yu3ataxcuZKCggKef/75Hj0fqmrFrfwdl+8RfOqXKEoVirIfn/oZLv+DODz/pLh4G01NTcEvobm5uUdtkCYa+tLAj2VPycnJYXticbi+ZtR0Npbb6XRSW1uLTqdj6NCh3XpOAqO4JUnqt1HcHelpRo3H4+l1oCYuLi4i+2e1ZyAaCbdmMpnwer00Nzf36vHhOpq7NUmSSE1NpampKWR9YlJTU5FlOWyzapKTk1EUpdevg8ESyKzR6/UUFxdjs9lCvaQ2EhISGD16NFarlQMHDoR6OYIgHAUi4xuwIBwlduzYwdixY4NTOwKOOeYYtm3bBsDGjRt5+OGH2blzJwUFBW3u99vf/paTTz6ZTZs2UVhYSG1tLc/880kCb/X9+82s+/zXbNx8E88+s5Hvvi/l4l/MYMbM0Tyy6ny+3Xoz1171ETZbMevWrePrr78mIyODFStWsHPnzk7X/sADD3DzzTdTWFjIzp07OeusszjjjDNYuHAht956K4WFhVxyySXAkeVQ69evZ+bMmW22p6pWXP6n2LJ5A5dd8hkyw5EkI5KUjMxwFGUY5qaNqNrnKCvfzcaNG5k0aRKJiYk9ft7/8Ic/8NprrwFtg0+RpqKiAq/XG7F9aQKam5sjquwJejf9KEBRFGw2W6fZNE1NTaSmppKent6tbQZGcWdmZg54YKMngRpVVfH5fD0eRx0YXR4t2TQ+nw+32z2gpZmBsfa9abbr9/vxer1hn1EDLQGpQHA3FDQaDampqWHbVDghIQFZlsO6/ClAp9ORm5sbDNaEW3ApLS2NIUOGUFtbG7aBOUEQoocI1AhCGOnO1fgTTjiBnJycdm9bu3YtDz30EAUFBUyfPp2tW7dSVFRBoMrx/Avy/1dOEsv4CUOpqXa0czIs4XLZWLp0Kenp6Wzbtg1VVbsM1MybN4/77ruP++67j02bNnU6qac7fWs8ytuomJk5s4A1Lyxtc5uiKNTX1VFbKxOf0IzFupGvv/66Vyekfr+fe+65h5/97Gc9fmx7QlW/Hg19aQLMZjMajSaiTsoDgZreZNRYrVZUVW23dMPn8wVHww4bNqxbAbiBGsXdkZ6UPvV24lNXo8sjzUA2Eg7oS7ZJuDcSbi0uLg6DwRCy6U8Q3k2FZVkmKSkpIgI10DZYU1JSEnbBmpEjR5KUlERlZWXYZf0IghBdRKBGEMLI1KlTKSkpOeLL3saNG8nLywPotG5bVVXefvttCgsLKSwspKioiAcevA6klpMjg+HHkyOtRsZgiGunjELl4QffZv369fz2t7+lrq6OUaNG8cgjj7RZz6JFiwDYuXMn8+fP55tvvsHj8fDss89y1VVXcccdd7BhwwbeffddVq5c2WU5lM/n41e/+hV5eXnk509h1w9fIKlD+PKLEo6f07Lv2tpmzjrjSabl/YnT5v6NR/+8GZSRPPzQv1i3bh0FBQVcd911AHz44YdMmzaNvLw8Tj311GCz4fXr15OXl8fy5cspKCjggw8+aNMgubUdO3aQl5fHF198gcfj4eabb2b27Nnk5+ezdOnS4Je0ZcuWcfnll3PiiScekRk0GAJ9aZKTkyO6Lw1E3rSngEDpU28yaqxWK7Ist/verquro6GhgdTU1G79bgdyFHdHepJR09tATWfPUSQKNEwd6GbnqampKIpCU1NTjx4XmG4T7qVPASaTCZvNFgwwDba4uDji4uKoq6sLyf67kpycjMfjCcsR2O3R6XSMHz+emJgYSkpKQtYsuj2SJJGdnY1er6e0tBSPx9PmdlVVQjaFTBCE6BI534IF4SiQmZnJ4sWLufrqq4NflHfu3Mn999/PXXfd1eXjFy5cyMqVK4NXT+vr66ncZ4AuvjMkJRmwWFzBLxeff17ItGnTuPfee9m5cyd79+7t9PGbN2/mmmuuobi4mFNOOYXRo0ezadMmHnjgAWbNmsXVV1/dZTnUrl27uOqqq9i+fTsXLDqWB/74zRENjV95eStDhsTw4isL+XDdZdz7x/PIyBjCHXcdzymnzqCwsJDHHnuM2tpali5dyksvvcT27dtZsmQJF198cXA7u3bt4sorr6SwsJBzzjmn3WNat24dS5Ys4dVXX+Xkk0/mwQcfxGg0smnTJrZt20ZGRgZ/+tOfgvcvLCzkww8/pLCwsPMnu5/5fL6o6EsTYLVa8fv9R5T/hbu+ZNQERk4f3pxSVVVqamrwer0MGzasW+VCAzmKuyODFajpbHR5pHE4HBgMhgGfqJSQkEBMTEyPMz0CAY9ICdQEPi9CnVXjdDrDbmoR/NiAO1KyaqClIXZubm4wWBNOa9doNIwdOxZVVSktLcXvt+D1f4nTdz9O/+9w+m/B5XsMn38bqhqa4KEgCJFPBGoEIcw8+eSTZGRkMGnSJCZMmMAvfvELHn30UU4++eQuH7t69Wo0Gg35+flMnTqVM888k+oqL7I0Bui4JOeyy4/lT/d/xJyZD+Byqpx++nzWr1/PxIkTWbFiBePHj+90v8cffzxvvPEGkydP5qOPPuLrr7/m/vvvZ968eRQVFfHoo4+Sm5vL2rVrO9zG+PHjmTZtGgCz54ygvOzIL2VTpqbzxfpy/v7XnWz7volkY+BqtAR4g/f79ttvyc/PZ9KkSQAsX76cwsLCYAr1uHHjOPbYYztcy8cff8wNN9zARx99FNzG2rVrefHFFykoKKCgoIC1a9dSWloafMyiRYtCUnK0b9++YF+acB6j212RWPYEvc+oCYzlbu94Gxsbqa2tJTk5uVsNsgdjFHd7elL6FLj63JMeNW63G7fbHTETwLrDbrcP2u8oNTUVq9UaDJJ1h8vlQq/XR0xWm16vJykpKaSlRykpKciyHJZZNTqdjvj4+LAKdnRHIFgTGxtLaWlpWK3fYDCQlZWFT9lJneV2POq7oEpI6ggkdTiqasajvIjL/2cUtTbUyxUEIQJFxl9gQTiKxMbGsmrVKsrKytizZw+FhYVccMEFQEuJzZtvvtnm/uvXrw9mhSQmJvLUU0+xc+dOduzYwZYtWzjxxBPRa87jw09/zlkLRgcf9/Gnv2bB2ZMBWHD2ZLbt/D82bl1ObKyRlStXsmLFChRF4bHHHuPWW28NllGsWbOGE044AWhpvHvRRRdhMBh44okn2LVrF/fccw/z5s1j1qxZ3HDDDXzyySfce++9pKSkUFRU1OFxt+6FoNFo8fmOPOE99dTJ/HfjbzjhxPG88vJWzjjtL715irssn8jNzcXv97Nly5bgz1RV5cknnwyWle3evZtXX32129scCIcOHaKpqYmRI0dGfF8aaHmOm5qaSE5OjrjMid5m1AROPNoLQtTU1GC328nIyCA2NrbT7bjd7kEZxd2enmbUSJLUo2bXXY0ujzRerxev1zto79nAOPeeBDFcLldE9KdpzWQy4Xa7Q9Y3RKPRYDKZMJvNYdlU2Gg0YrfbexSwCweHB2u6KuPzer3BC0yTJ08mPz+fRYsW8cMPP/R437fccgsTJ04kPz+f22677Yjb4xMPkjH6C1wOLU6bEUmKQ5Kk//1nRJZGcMapf+Wttb9BUXvW7LqgoACn09njNUfyQARBENoSgRpBOArI0ghiNL9ClXwoVKGqNlRV/d9/tpafST5iNFcCLVkZt912G5deeinz5s0jOzub7du343a78Xg8RwSLOlJUVEROTg6/+tWvuP7664MNhLtqbCiRTnv1WhXlDQwZksyFP5vOAw/9hO+/O4CiKCQl6rBafswYCkzJ2rNnDwDPPfcc06ZN6/ZEqMzMTD7++GNuu+224DSohQsX8uc//zn4xam5uZndu3d3a3sDwW63U1VVRXJyMkOGDAnZOvpToOwpkqY9BfQ2o8ZqtWIwGI7IMAk0BDYajV0GXlRVpaysDEmSQlL+1tNATW/KnmJiYiKmDKcrgdKYwQrUxMTEEB8f36OyILfbHXGBmuTkZGRZDmn5U1paGoqihHQNHQk0Fg+nrJTu0mg05ObmEhcXR1lZWafBmuXLl7N9+3a+/fZbdu3aRWFhIcuXLz+ihFtROu8l8+WXX7bp+bdlyxa+++674O2q6sOrvE6cYTgGQzLNzc243K52tqQF3HiVj3t0zIWFhe0G6EM1sEAQhMEXufNbBUHoEY2USazmFnzKDnx8gUo10BIU0UkXoJXzkKS2qfi///3vUVWV5cuXc8oppzB58mQyMjLIz8/n4MGDXe7zscce4/PPP0ev1xMTE8Pjjz8OwNKlS1m2bBlvvPEGv/3tbxk9enSbx2nkLEBCVdte+fvyixIeW/0FGo2Eoqg8/pdFSJKHuadO5PHVteTn53PyySfz2GOP8cILL7BkyRJ8Ph/p6em8+OKLPXq+Ro0axaeffsoZZ5yB0+nk1ltvZcWKFcyaNQtZlpEkibvuuouJEyf2aLv9Idr60gQ0NjZGZNkT9G48t6IoNDc3txtoC0zxmjBhQpcBxsAo7kCDy8EWKLlTFKXLUpmeBmpUVaW5uTmYFRIN7HY7kiR1mSXVn0wmE5WVlTidzi736/V68fv9ERcYk2WZlJQUzGYzo0aNCknZVlxcHPHx8dTV1YVdAD02Nha9Xo/FYiEtLS3Uy+kxjUbDuHHjKC4upqysjKysrCOC+sXFxbz11lvB5vrQEkQ/++yzgZZsk127dmGxWKisrOSbb77h3Xff5aGHHkKSJHJycvjrX//KkCFDKC8vZ+rUqciyzMKFC5kxYwbp6ekAfPrpp9x+x404nQfx+zT87tbTOOX00TSZm6ir83PNr17HbnczeUoGLpcP1CT86vfMnfsEM2bMZtOmTVRUVHD99dczYsQIHn/8caqrq3nooYdYvHhxcN3Nzc0kJCSQmZnJRRddxGeffcbUqVO5//77+fnPf47VasXlcnH22Wfz4IMPDt4vQxCEQSF1Fk2eOXOm2jr1XxCE6KGqLSeUhzfsDRce/8f4lI+QGNlhGYyqKigcQC+fj05zwiCvMHQCUzDGjx8fFSVP0HKSv23bNlJTUxkzZkyol9NjLpeLXbt2kZWV1e1GyBaLhZKSEsaNG9cmOOV2u/nmm29wuVzMmTOn0wyj5uZmioqKSEtLC9nzVldXR2VlJXl5eV0GYXbt2oXBYCAnJ6db2w4c39ixY6OmR01xcTE+n29Qg7w+n4/t27czZMgQRo4c2el9bTYbe/fuPeJ1GQkCr5eevA/7W319Pfv27WP8+PFhN6WssrKShoYG8vPzI6b/0OH8fj8lJSXY7XYyMzPb/J5ff/11/vjHP3bY1H/FihU888wzfPfdd6SlpQWnVm7dupXhw4dz5513UlRUxGuvvcaaNWt47733uP322zn//PODWYvQ0kstJv5DkHZSV2vguDmP8O3Wm/D77Zxz5hr+7/q5XHLpHL7dWMEpJz/GG//+JWeencxZp33OsKE5vPLKK9TU1DB27Fh+85vfcP/997Np0ybOP/98Dhw4ABwZqFmwYAFPPvkk0PL3xufzkZCQgNfr5YwzzuB3v/sdZ555JitWrMBms/Hwww8P7C9CEIR+IUnSVlVV2x0ZG5mf0oIg9JkkyWEbpAHQyaeikWegsh9VPXKkqKraUTiATj4RrXxcCFYYGocOHcJisURNX5oAq9WKoigRWfYEvcuosVgsyLJ8RMZMbW0tjY2NDBkyJHhVuD0+n4+KigpiYmIGbRR3e3py7F6vt0dZP1arFUmSul22GAkGs5FwgFarDTbb7aqPUqSN5m4tMTERvV4f0qbCqampaDSasGwqnJycHMzki1SBzJr4+HjKy8s7/V3/8MMPFBQUkJuby/XXXw/AggULghlFn3/+OQsWLGD48OEA/OpXv2LdunVttjF58mRGjBjBeeedF/yd1tXV8fMLH2RWwd9ZuOBpzI0OSovr0WjiKNpbx0VLpgMw55hMpkwZ/r8tqYDK4sWLkWWZjIwMTCYT5513HgAzZsygqqoq+P47XGBCJrQEq26++Wby8/OZMWMGO3fuHPSJk4IgDLzwPUsTBOGoJkka9PLP0MkXgORHUatRqGr5T60CSUYv/xyd/NOwDjj1J5vNRlVVFSkpKWGXVt9XjY2NaLXaiD0h700z4fZGTvv9fiorK9FqtYwc2XE2GbRcHQ9M/Arl1fHWpU+dURQFv9/fo9Ini8VCQkJCxF79P5zb7cbv94ckyGoymfB6vV2epLtcLiRJCkkZXX9ITU3FYrGErGmuLMukpqZiNpvDrp9IYmIisixHZJ+a1mRZZty4cSQmJlJeXh7sCTRt2jSKi4uDPWwmTZpEYWEh1113XfCYe5rlpNfr+fLLL5k1axbz5s0D4Oqrr+akk6ew6fsr+XbrzYwYmYzb7UP/v882bYcTGKXDBidogv8OfI529Jppve4///nPmM1mvv32W7Zv385Pf/rTDgM8giBEruj45iMIQlSSJA06zfEYNL8nRvsr9PJF6OWfE6O9GoPmFnSaWRE3Hai3fD4f5eXl6PX6iCwN6oyiKFgsFlJSUiL299nTZsIul6vdkdP19fXU19czZMiQTvtIhGoUd3sCQZSuJt0ETpy7G6jxer04nc6IK7/pTKCRcCh+Z0ajEY1G02W2SaCRcKS+F3sz5aq/paeno6pq2DUVliSJpKSkLicnRQJZlhk7dixJSUlUVFRQX1/PuHHj+MlPfsIVV1zRJhgVeN8dbt68ebz//vvU1NQA8Pe//53TTz+9zX28Xi+yLHPZZZdRWlqK3++nqamJzMzpSLKbT9ftpbSkHoCkJANTpgzntVdamg5v3rSPnTsPBgP4Ev2TpdbU1MTw4cMxGAxUVVXxzjvv9Mt2BUEIL6KZsCAIYU+SNGjIgcg8b+gXFRUVeL1eJkyYELzyFi0sFktElz1BzzNqrFYr0HYst6qq7N+/H5/Px+jRozvMImk9invo0KF9XHnfdbf0qaeBmsBzFE2BGofDgSzLg9pIOCDQbLexsbHT11ckjuZuzWAwBKdcher9ERsbS3x8PPX19WHxHm0tOTmZpqYmHA5HyIO8fSXLMjk5OZSWlrJv3z4A1qxZw7333susWbPQ6XSkpKSQkZHBrbfeytq1a9s8fsqUKaxcuZLTTz8dSZLIzs7mr3/9a5v7/OY3v+Hrr7/G5/Px+OOPo9FoWLlyJddcczV3r2hmxswxTJ06PHj/fzx7MVde/goPP/Qpk6cMZ8bM0UAzGulYoH/6fl533XUsXryYKVOmMHLkSE499dR+2a4gCOFFNBMWBEEIc4cOHeLAgQOMGjUq6kqeAMrKyrDZbEydOjVir+IDwYaUGRkZXd63uLgYj8fD5MmTgz8zm83897//JSkpieOOOw6t9shrKaqqsnfvXlwuF5MmTQqL8hSn08kPP/xATk5Opz11GhsbKS8vZ/Lkyd0KBJSXl9Pc3ExeXl4/rja09u7di6qqTJgwIST776rZrqqqfP/99wwdOpQRI0aEYIX9I9DgetKkSSEJigE0NDRQUVERdk2FfT4f27ZtIyMjI9ibJdIpikJZWRkWi4XRo0cHpzMNNK//G7zKG0hkIEntX/tWVTuqZMWguQ5Zitz3lCAIA0M0ExYEQYhQ0dyXBn4se0pOTo7oIA20XN3tTulToJnn4ZkiVVVVOBwOxowZ026QBlpGcdvtdsaMGRMWQRoYmNInVVWxWq1RlU2jqioOhyOkTcADzXY7KsnxeDyoqhqRjYRbC5RRhrL0KCUlJSybCmu1WuLj46Oi/CkgkFljNBqprKyktrZ2UParlY9BJ5+DSg2KWouq/vgZqKpuFA6iSnb08uUiSCMIQo+JQI0gCEKYiua+NAFNTU0oihKyUbr9SZKkbpU+NTc3o6pqm7Inh8PB/v37SUlJYdiwYR0+rqamhrS0tLAqE+tJ6ZMsy90q3XM4HPh8vqgK1LhcLhRFCfm0ttTUVKxWa7vNdgMNSSO59AlaghFGo5GGhoYeNfjuT7IsYzKZwrKpcHJyMg6HI2QNlweCJEnBrL79+/cPSrBGkiR0mlOI0f4fGnkKqlSLoh5EUQ+iSja00jwMmhvRyuMGfC2CIEQfEagRBEEIU4G+NNnZ2VHXlybAbDaj0+nCqjSgt7qbUWO1WpFluc0xV1dXY7VayczMbDebwe/3h8Uo7vZ0d+qT1+s9qvvThLKRcGudNdt1u91A5AdqoOU4fT5f8LUUCmlpaWHZVDgQJI706U+HC/SZCQRrDh06NCj71UhjiNEsIVZzFwbtjRi0NxOruRO95kxkyTQoaxAEIfqIQI0gCEIYqqmpwWKxMGrUqJCf2A0Uv98fnPYUDbqbUWOxWIJjcqElgFFeXk5CQkKHfUH27duH1+slKysr7EZVd7f0yePx9ChQExcX12EJWCRyOBxtxvGGisFgIC4urt1AjcvlQqPRRMXzbjQa0Wq1IQ2SxMbGkpCQQH19fcjW0J7Y2Fj0en1UlT8FBII1KSkpHDhwIDjRSVVVFPUgHv/7uP1rcPtfwOv/AlXtv0CeJMUhS0OQpTQkKTxKUwVBiFyR/5dYEAQhythsNqqrq0lJSRm0poihYLFYUFU1agI13cmocbvduN3uNpNgDh06RENDA1OmTGk3KNfQ0IDZbGbEiBEhL5vpSHeO3ev1dmv9fr8fu93eYQlYpLLb7WETdDWZTOzfv/+ICU+B0dzRQJIkUlNTqaurw+/3hywrMS0tjYqKCpqbm0lMTAzJGtqTnJxMfX09iqKEXfC3ryRJIisrC0mSqKqqQqWJlPTPUZQykDSgxgAqfmkHXv/7aKXZ6ORzkKTI7s0kCEJ0ia5PZkEQhAjn8/koKyuL6r40AY2Njej1+qgoe4KWYEVXGTWBUoNASY+iKJSWlhIbG8vo0aOPuL/b7aaysjJsRnF3pLuBmu5k1AR6+ERT2ZOqqjidzrAJtHXUbNflckV8I+HWTCYTqqpiNptDtoZwbSpsNBqDjc0HyhtvvMG0adMoKChgwoQJLFmypFfbefrpp1m1alWX91u2bBlPPPEE0BKsyczMxJSmwe3/Czb7XiQykBmGLKUgS6nIZCCpQ/CpG7nt9vOZMGE8J554Yq/WKAiC0N9ERo0gCEIYKS8vx+fzMWHChKjtSwMtWRNWqzWqJllJktRlsMJqtWIwGIInww0NDdTW1pKVlXVEYEJVVcrLy4MnHOE8FUuj0XRa+uT3+1EUpVuBGovFgkajCZugRn9wOByoqho2GTU6nY6kpCQaGxuD5XaKouDxeKImowZa+gEZDAYaGhpIS0sLyRoCTYXr6urw+XxhU1YWKL+0WCxtGpv3l4MHD3LNNdfw3XffMWrUKFRVpbCwsFfbuuqqq3q9jmEjNmBuAmuTHlWxkZjQNqtJkjSgZvDoqlWUlr9OxrDzu71tRVGQJKnfP5sHaruCIEQWkVEjCIIQJmpqarBarVHdlyagqakpqsqeoOuskvbGcpeWlgZ7KhwuHEdxd6SrY+/JaG6r1UpiYmJUnaQ4HA6AsAo+paam4vF4ghkV0dRIuDWTyYTNZgseXyikp6ejqmpY9aqRJImkpKQB61NTU1ODTqcLNq+WJIlp06YB8OGHHzJt2jTy8vI49dRTKSkpAeCee+6hoKCAgoICJk2ahCRJWCwWVqxYwU033QTAjh07OPHEE5k+fTqTJk1i9erV7e5/xYoVLL7wXM4+60HmHv86Xq/Mu+9s46Tj/8xxsx/h5BNW8+3GCgBOm/c4Lpef+adfzU033QjAAw88wJQpU5gyZQrLly/HZrP9uN3Fi5k/fz6TJk2isLCQtLQ0brvtNqZNm8aECRPYunUrV1xxBXl5ecyZMyfYJyew3dmzZzN9+nTOPffc4G2Hbzca+wcJgtAzIlAjCIIQBmw2G1VVVaSmpkZ1X5qAQNlTOJ249lVXzYRtNhuKogSvXlutVqqrqxk6dOgRAatwHcXdka4CNR6PB6DLgJPL5cLj8URV2RO09KfRarVhFXBLTk5Go9EEmwoHRnNHU+kTtASkgJA2FTYYDGHZVDg5ORmv1xsMJPan/Px8Zs+ezejRo1m0aBGrV68OZhAuXbqUl156ie3bt7NkyRIuvvhiAP7whz9QWFhIYWEh06dP54Ybbjgi2yczM5N169bx3XffsWnTJv72t7+xe/fudtew6dtvefaFhWzbdRt+n5Ynn/iWfzx7Ph99eiVP/fVn/GLJcwB8uv46AD778iIeePAKPvjgA1544QU2bNjAjh078Pv93HvvvcHtfvvtt7z88svs2bOHlJQUGhoaOOGEE/j+++/55S9/yamnnsq1117L9u3bmTFjRrAc68UXX6S0tJSNGzfy3XffsWDBAm688cYOtysIwtFNBGoEQRBCLNCXJiYmpt0+JdHG5/PR3NwcPIGKFl0FKywWS5ux3OXl5Xg8HsaNG9cmeyScR3F3pKvSp+5m1ARGKQ9EKUYo2e32sAtKyrJMcnIyZrMZRVGiNqNGr9cHy7xCKT09HbfbHdJx4YcbyDHdsizz9ttvs379eubNm8d//vMf8vLy+OCDD8jPz2fSpEkALF++nMLCwja9cu68804cDgePPPLIEdt1OBz88pe/ZOrUqRx//PFUV1ezbdu2dtdwxlmTSTe1/J355OM9VO5rYsnPXuXkE55g2SUv4PMpHDrUqkePBCpW1q1bx0UXXURSUhKSJHHllVeybt264N0WLFjQppQuISGBs88+G4Dp06czcuRICgoKAJgxY0YwY2jt2rWsW7eO6dOnU1BQwF/+8hcqKio63K4gCEe38CiUFQRBOIodLX1pAqKx7Am6zqhpPZbb5XJRUVGByWQ6IoMqMIp7/PjxETONRZblYDCmPd0N1FgsFgwGQ1hlnvSV3+/H5XKFZWDSZDLR0NCAxWLB5XKh0+ki5jXXEyaTifLycmw2W8ialycnJ6PVaqmvrw+bjDGtVkt8fDxNTU0MHz58QPYRKB+69tprg8GZzjzzzDN88sknfP755+2+Fn//+98zbNgw1qxZg1arZf78+cFssMMlxMeioiIBqgqnz5/AP9dcjNfnQ9dhr6CuX/+Hv4ZaZ6FpNJo2wU6NRoPP5wNa+o7dcccdXHbZZd3ariAIR7fo+2ssCIIQQQ4ePIjVamX06NFR35cmwGw2ExMTE3XH21lGTWAsd+AErbKyEpvNRm5ubpvgXGAUd0ZGRthlYHSmOz1qNBpNp0EARVGw2WxhcxLbXwJlJeH4ek9ISECn09HQ0HDEqO5okpycjCzLIS1/CjQVbmpq6jSoOdiSk5NxOBz9vqaqqiq++eab4L8PHDhAXV0dkyZNYtu2bezZsweA5557jmnTppGYmMi6det44IEHWLt2LbGxse1ut6mpiVGjRqHVatm5cydfffVVh2uQSASp5f132unj+eTjPfyw62AwSLNlc2XbB6gqkmTitNNO47XXXgtOoPvHP/7B6aef3penA4CFCxfy5JNPBqeQud3uDrOBBEEQREaNIAhCiDQ3N1NdXU1qaupRk+7s8/mwWq0MGzYs1Evpd51l1ARKC4xGIz6fj5KSEpKTk8nIyAjeJ1JGcbenq9Inj8fTZTZNoIdPtAZqwjHwJkkSJpOJQ4cOoapq1PbHkmWZlJQUzGYzo0aNClnWUFpaGocOHaKhoSFsPgONRiNVVVVYLJZ+/Tvk8/m466672LdvH7GxsSiKwn333cesWbN44YUXWLJkCT6fj/T0dF588UUA7r//fmw2G/Pnzw9u5/BAzB133MHSpUv55z//SW5uLieddFKHa5CkoYCEqiqMHZfOM89dzFVXvobL6cXj9XHssVnMnDW61f3TkRnDWWdlsX37do499lgAZs6cyR133NHn52Tp0qXU19dz8sknAy3B6WuuuYb8/Pw+b1sQhOgjdZamPXPmTHXLli2DuBxBEISjg9frZffu3Wg0mqOm5Amgrq6OyspKJk2a1OEV00i1f/9+Ghoagr0JWispKcHlcjFlyhT279/Pl19+ycyZMxk/fjzQkhK/d+9eXC4XkyZNirjSn8DV8sBUl8Pt2bMHjUbDuHHjOt1GbW0tBQUFUVV+U1ZWht1uZ+rUqaFeSrucTifbt2/HarWSl5cXcUHC7mpubqaoqIisrKyQlqEVFRXh8XiYMmVKyNZwuB07dhAbG8vYsWNDvZR+5/G/gU/dhKRmdDhJTlX9qFShl3+BVjN9kFcoCMLRTJKkraqqzmzvtuj5JiQIghAhVFWloqICv99Pdnb2UROkgZayJ4PBEHVBGui4/CcwlttoNAYDMnFxcYwZMyZ4n4MHD0bMKO72dKf0qTuNhAM9fKKJw+EIy2yagNjYWDQaDVarNWpLnwASExPR6/UhbyqclpYWdk2Fk5OTaW5u7vQ9HKl08kJkKQdVqkJVjxzRrqo2VKrQyqehkdsPNAuCIIRCdH0bEgRBiAA1NTVYrVZGjRoVlQGLjni9Xpqbm6OuiXBAR6VPrUt6AuNps7KygifFNpuNgwcPYjKZIva5CQQbOzrR6ypQ4/F4cDqdUVf25PP5cLvdYdmfprX4+HicTmenzbCjQWpqKhaLJaQ9YlJSUtBqtdTV1YVsDYczGo3BgHK0kaQYYuTL0ErzUSUbilqFwgEUqlDUAyBp0ckXo5PP6jDjRhAEIRREjxpBEIRBdDT2pQkINFCM1GBEVwKZIKqqtvnCb7FYkCSJxMRENmzYgFarDZYA+f1+ysvLI340e+DY/X7/ERkxPp8PVVU7DdQEsguiLVATzv1pWouNjUWSJOx2O8nJyaFezoAxmUzU1NTQ2NgYshKvQF+g2trabmWaDYZAJltTU1NwZHc0kSQ9es18dOpcFLUUFSsgI0kmZDKRJHHdWhCE8CM+mQRBEAaJ1+ulvLwcg8HQpuzlaGE2m4mNjY3aLKJAcObwrJJASY/dbqeqqopRo0YFT9wDo7izsrIiuuQnsPb2Mmo8Hg9ApyVdVqsVnU4Xda8Nu90OhOfEp9YURSElJSXkZUEDzWAwEB8fH9LpTwDp6emoqkp9fX1I1xEgSRJGozHY9DxaSZIejTwRrTwHrTwLjZQtgjSCIIQt8ekkCIIwCFRVpby8PNiXJpJPynvD6/Vis9miNpsG2g9WuN1uXC4XRqORoqIi/H4/EyZMACJ3FHd7Oit9CpSZdJQ5oKoqVqs16rJpoCVQYzAYwr4PlcvlIj09HY/Hg81mC/VyBpTJZMLpdAaznUIhJiaGxMRE6uvrw6bczGg04vV6Q/q8CIIgCD86us4UBEEQQqSmpobm5uajri9NQLSXPcGPGTWtT7wCJT0xMTGUlZUxbNgwUlJSInoUd3talz4drqtAjcPhwO/3R2XJRbg3Eg5wu90MHToUWZZDnm0y0FJSUpAkKeTZQ4HAWLg0FQ68/5qamkK7EEEQBAEQgRpBEIQBF+hLYzKZjrq+NAGNjY3ExsZG9VSZ9jJqLBYLMTExVFdX4/F4mDhxYjC7SpIkMjMzo6KBZV8yagLlFomJiQO0utDweDx4vd6wL3vyeDwoikJsbCzJycmYzeaonP4ToNVqMRqNNDQ0hDSbJTk5Ga1WGzblT1qtloSEhKgvfxIEQYgUIlAjCIIwgFr3pYnkZrF94fF4sNvtpKamhnopA6p1M+HA/zY3NxMfH09RUREpKSkMGzYs4kdxt6ezjBqPx4NWq+0wIGW1WomPj0erja75BpHSSNjlcgEt/VtMJhN+vz/qT9ZNJhM+ny+k2SySJJGWlkZTU1Owj1OoGY1GHA5HSKdiCYIgCC1EoEYQBGGAHO19aQKOhrInOLKZcHNzc3DkbXNzMxMmTMBut0f8KO72dNZM2Ov1dhiQ8vl82O32qO1PI0lS2Jc6ut1uoCVQk5iYiE6nC3lZ0EAzGo1otdqQl3kFMixDvY6AQPlTtAfqBEEQIsHRedYgCIIwCA4ePEhzczOjR48O+5O1gWQ2m4mLiyMmJibUSxlQh2fUBK7WHzhwgISEBEaOHBkcxT1q1KiQrXMgdFX61FHZU3NzM0DU9qeJjY0N+wCty+VClmV0Oh2SJJGamorFYsHn84V6aQMmcJxNTU3tZoENlpiYGJKSksKmqXBsbCx6vV70qREEQQgD4f3tQRAEIUJZrdZg5oTJZAr1ckLG7XZjt9ujKnukI4dn1FgsFjweD42NjYwdO5YDBw4ER3GH+xSgnuqqmXBHgRqr1YpGown7Pi69YbfbI+K43G53m95RqampqKoazISLViaTKSyOM9yaCicnJwezAQVBEITQEYEaQRCEfib60vwocBIU7f1poG35j8fjweVycfDgQXQ6HSaTKWpGcbeno9InVVU7DdRYLBaSkpKioqFya263G7/fHxG/a5fL1SbbLS4ujtjY2LApxxkocXFxGAyGkB+n0WhEp9NRV1cX0nUEGI3GYMmmIAiCEDoiUCMIgtCPAn1pFEUhJycn7MseBprZbCY+Pj5qmuZ2pvV4bovFgs1mw2KxMHLkSGpqakhISIiKUdwdkWX5iEBNoClpe79/p9OJ1+uN2v40EP6NhFVVPSKjBloCq3a7Pdi/JlqZTCZsNltIjzPQVDiQgRdqiYmJaDQaUf4kCIIQYkf3GYQgCEI/a92XJppHUXeH2+3G4XAcFWVPEMgq8aMoLWUMVVVV6PV6YmNjkSSJrKysqMscaU2j0RxR+tTZaO5AqUe0BmpkWQ77z4DWjYRbC2TARXtT4cBxhjqrJtBUOBxGdUuSRFJSkmgoLAiCEGLRNQtTEAQhhERfmrYCJ3nRHqhRVRc+ZSc+6TOGjNiNpE9AilHRxxrQaaahqmpUjeLuSGcZNR0FagLNS6ONw+EgLi4u7ANzgdHchzf61uv1JCYm0tDQwPDhw0OxtEGh1+tJSkqioaGBjIyMkK7DaDRSX1/P8OHDQ/66MRqNmM3m4OtYEARBGHwio0YQBKEfBPrSxMbGHvV9aQLMZjMJCQlReSIeoKhVuPwP4VVfBZz4vOm43SlYmprJzNnD5PyPSR/aFPXBKuhZoCbQAyMas2lUVY2YE9yOMmqgpSwo0Aw8mplMJjweDzabLaTrSEtLw+v1hkUmS2AKmyh/EgRBCB0RqBEEQegjVVUpKytDURSys7OP+r400HKl3ul0hm2A4qyzzuLpp59u8zNVVcnOzuaLL77o1jYUtY6srMns2nEQmZHIUhIg4XS6aGiw43IkExNjwjT0A/xq6QAcRXhpr/TJ4/EgSdIRgZrm5mZUVY3KQI3L5UJRlLDvTwMta9Vqte1OIUtOTkaW5ZCXBQ20cDnOQFPhcCh/0mq1JCQkhEXQSBAE4WglziYEQRD66ODBg9hsNtGXppXAtKdwDdRcdtllrFmzps3P1q9fjyzLnHTSSV0+XlEUPP7/ACBJifzv/wDQUN+A2+XGmGzEaByOjBGP/w1UtW/jbn0+X58eP9A6yqjpqOxJlmUSEhIGa3mDJpCBEgkZNS6Xq8PPLI1GQ3JyMmazGVVVB3llg0eWZVJSUjCbzSEdSR1uTYWNRiMOhyOYFScIgiAMLhGoEQRB6INAX5q0tDTRl6aVxsZGEhISOhzLHGo/+clPKCkpYffu3cGfPfvssyxfvpwHH3yQ2bNnM336dM4991xqamoAWLFiBYsXL2b+/PlMmjSeBvN3tP4zWnPQwtW/eouLL/oXv77qC159aS96nQ5JSuTrrwrJy5tIXl4e119/PWPGjGHnzp0A7N27l7POOotZs2aRn5/Ps88+G9ymJEmsWLGCWbNmcffddw/Ok9NLPQ3UJCQkRGX2mcPhQKPRRETQtr2JT62lpqbi8/miPrPCZDLh9/tDXuoTTk2FRfmTIAhCaEXfNyRBEIRB0rovzahRo0K9nLDhdDpxuVzBiSrhSK/Xc/HFFweDIs3Nzbz99tuMGTOG0tJSNm7cyHfffceCBQu48cYbg4/79ttvefnll9n5w8skp7TtvXP58pc57/xx3H1fPm+8dRHrPy/j03V7cbt9LFv6Po8+finbt29n7ty5VFZWAi1ZMkuWLGHVqlVs3ryZr7/+mpUrV7Jnz57gdmNjY9m8eTP33nvvIDwzvdfR1KfDAzUejweXyxU8EYw2drs9IrJp/H4/Xq/3iEbCrSUlJaHVaqN++lNiYiJ6vT7kx9m6qXCos5hiY2OJiYmJ+iCdIAhCuBJTnwRBEHpB9KXpWKDsKTk5ObQL6cJll13GmWeeyZ/+9Cdee+01jj/+eNauXcuWLVuYPn060BJIaR1QWLBgQUvTT/8PSOqPk1nsdjdfflHCgQP1eL0+EhKKsdk87Nl9iCFDEomN1XH8iWMAOO+884LPTVFREbt37+aiiy4KbsvtdrN7924mTJgAwKWXXjrQT0W/aC+jxuPxHFHeFDjxi8b+NIqi4HQ6GTp0aKiX0qXOGgkHSJJEamoqdXV1+P3+dnvZRIvU1FRqamo6zAIbLOnp6ZSUlGCxWEL+GRoIGimKIv7GCYIgDDIRqBEEQeiF6upqbDYbWVlZEVHiMJjMZjOJiYlhW/YUkJ+fT0ZGBh988AHPPvssN9xwA6+//jp33HEHl112WbuPCQQdJMkArSboKoqKJEn856NfkpgQ3ya4s2N7NaAiEXvE9lRVJS0tjcLCwg7XGSl9XA4P1CiKgt/vP2Lql9VqRa/XR+X7xul0oqpqxDQShiNHcx/OZDJRW1uL2WwOluZEI5PJRE1NDY2NjSENtCUlJaHX66mrqwuLQE1tXRXW5h0kJupB0iMzouXzTxAEQRhQIjwuCILQQxaLhZqaGtLS0sK6vCcUHA4HLpcrbJsIH+6yyy5jxYoVFBUV8ZOf/ISFCxfy5JNPBrOC3G4327ZtO+JxstR2BHtiooHjT8jmqb9sDJYs7N9vpqbGSu74ITgcXjZucALwzjvvBPs+jB8/nri4OF544YXgtvbs2YPVah2Iwx1QGo0GRVGCx9/eaG5VVaN2LDdEXiNh6DyjBlqOxWAwhHwq0kAzGAzEx8eH/DgDTYWtVmsw6ykUVNWGIe4bhmQ8h0f5K25lDW7fX3H678HjfxdFbQrZ2gRBEI4GIlAjCILQAx6Ph4qKCtGXpgNmsxlJkiImULNkyRJ27drFkiVL0Ov1LF26lIsvvpiTTz6ZvLw8ZsyYwX//+98jHidLw5ClLODHDJJnn/8FJUUNzDvpKWYWPMjSJc9jaXKi13t59oULuPaaP5GXl8e6desYMmQIRqMRrVbLu+++y6uvvkpeXh6TJ0/mmmuuCYupLz0VKI0IZNW0F6ix2+34/f6oDdQ4HA50Ot0RWUThyO12ExMTgyRJXd43NTUVm80Wka/LnjCZTDidThwOR8jXAaFrKqyojbj8T+BjHVptMk6nEZnhyFIGkpqCT/0at/9RFLUmJOsTBEE4GkidNSubOXOmumXLlkFcjiAIQnhQVTcqzYCERCKSpEdVVYqKinA4HEycODEqSzf6aufOncTExDBu3LhQL2XA+dV9uP1/QVKTkaSWDIr6+npkjUxqSkumlap6UKnBbT+flOQTAPj8889ZtmwZ5eXlUdX3oa6ujsrKSvLy8tDpdJjNZsrKypg0aRKxsS1lX9XV1dTU1JCfnx+V/U527dpFTEwMY8eODfVSurR79260Wm233qsej4cdO3aQkZHB8OHDB2F1oeHz+di+fTtDhgxh5MiRIVnDG2+8wR//+EfcbjdOp5Njjz2Wl19+mRUrVvD73/++T0HApqYm/va3v/G73/2uw/uoqgeX/zFUmpBJw+l00tTURFp6Gjrtj0FXRTUjSVoMmt8iSfGsWbOG9957jzfffLPX6wNYs2YNxx13HLm5uW1+XlBQwDfffMMFF1zA448/Tk5OTp/2IwiCEA4kSdqqqurM9m4TPWoEQRBaUdSD+JRv8Kmb+TFbQotWOp76Q6Ow2TyiL00HHA4HbrebYcOGhXopg0IjjUEvX4ZHeQ4VC5JqQpIkVFVFVX2oUgNIPnTSIl5/u4hVq65FURQMBgMvv/xyVAVpgGDgJZBRE8i+aH1iabFYiI+Pj8ogjd/vD/tpZ6253e5u9z/S6/UkJCTQ2NgY1YEarVaL0WikoaGBESNGdCvbqD8dPHiQa665hu+++46kpCSKi4uD5XR33303N910U58DNQ8++GCngRq/shtVPYQsjQB+7GHkcrnQJfwYqJGlFBSq8Cnb0GmO6/YafD4fWm3Hpx9r1qwhLS3tiEBNoI/X+++/36vtCoIgRJro+pYoCILQB17/Jlz+VfjUTUiqqSXVm+FIqhGnex0++TGGDDNHzInYYGtsbESSpJA3wBxMWnkCBs1NaKW5qJIVWVuHLNehSvVopZkYNDeg0xzHsmXL2LZtGzt27GDz5s0cf/zxoV56vwsEngIjur1eL7IsB4MyPp8Ph8MR1WVPEBn9abxeL36/v8tGwq2ZTCZcLlcwcBCtTCYTPp8vJH2iampq0Ol0mEwmkpKSiImJYfjw4Vx77bUAHHfccRQUFNDU1MTLL7/MnDlzmDZtGtOmTePTTz8Nbuemm25i1qxZ5Ofnc+qpp7Jv3z4Arr32WpqamigoKOC441qCK3fffTcTJkygoKCAadOmUW/+AKdDz5KL1jAtbyXHzHyE6659F7erpV/Oi89v4sTjVnHc7EdYcPq/+WHPG6hq22lv+/fvZ+bMmbz++utAS9+dFStWMGvWLO6++26sViuXX345s2fPJi8vj+uvvx6/38+zzz7Lli1buO666ygoKGDdunXs2LGDE088kenTpzNp0iRWr14d3M+yZcu4/PLLOfHEE5k5s90L0oIgCBFLBGoEQYhomZmZ7Ny5s83PFixYQGlpKQBz587lvffe63I7PmUHXuXV/wVohiFJP16ZU1QNH/ynhq++aCR1yEf41fLglcnWLr/8cr766qtO97N69Wpqa2u7e3gRxWw2k5SUdNRd1ZQlE3rNWcRq/oDDcjnWxkuJ1axAr7kgeFX6aNBej5rW/WkCJ77RHqiJpIlPPckMTElJQZIkGhsbB2pZYSHQOyoUTYXz8/OZPXs2o0ePZvHixbz11lvs37+fP//5zwBs2LCBwsJCkpOTOeOMM9i4cSPff/89r776KpdeemlwO7feeiubN29m27Zt/PznP+eWW24B4C9/+QvJyckUFhayYcMGGhsbWbVqFd9//z2FhYV88cVnxCXU8snH1TRbXXy//VY2fXczqx4/D6/Xy5dfFvOvNwtZ9/n/sWHTjfzmxtO46orXAVtw39u2bWPBggWsWrWKCy+8MPjz2NhYNm/ezL333stvf/tbTj75ZDZt2kRhYSG1tbU888wzLF++nJkzZ/LYY49RWFjIaaedRmZmJuvWreO7775j06ZN/O1vf2P37t3B7RYWFvLhhx92OjlPEAQhEh1d36YFQTgqdJQa3RFV9eP0/AutJg1JanuFWQWazE1s/KYSRdVw/vlT8frXYjYvPCKF/B//+EeX+1q9ejWnnXYaQ4YM6dEaw53dbsfj8ZCRkRHqpYSMJOlBTcHvcx+V42sPL31qL1Cj1WojIuOkN+x2O3q9PiIClYFpQj0J1Gg0GpKTk2lsbGTkyJGDXhY0WCRJIjU1lbq6Ovx+/6CW6cmyzNtvv83OnTv54osveOutt3jiiSfaZMsElJaW8vOf/5yqqip0Oh01NTXU1NQwbNgwPvjgA/7yl79gs9nw+Xwd7s9oNDJ27FguueQS5s+fz9lnn07yEC35+SPYs+cQN/zfm5x48ljmnzkevV7Dh49uZvv2ak46bhUAqgrmpmZUWvaxfft2zj//fN577z0mTpzYZl+tA0lr165l06ZNPPLII0BLkLOjnkAOh4Orr76abdu2Icsy1dXVbNu2Lbj9RYsWRURwVBAEoafC/9uEIAhCD2VmZvLee+8xZcoUANatW8c999xDY2MjF154IX/84x+BlmybgoICvtm4nuQUK++8ex0PP/Qpb/97O36fn4wRRh54eAH79zfwykvbUFVY/1kJiy7MYeOGtcEU8ri4ODZs2MDcuXO56aabOOecc/jb3/7GqlWriImJQVEUXn/9df71r39RXV3NokWLgn1KJk2aFMqnqt8Epj0dTWVP7ZFlORioONocXvrk8XjaBGWsVitJSUlRe4Jvt9sj5oTR5XIhSVKP+52kpqZiNpuxWq0YjcYBWl3omUwmamtrMZvNpKWlDfr+p0yZwpQpU7j22msZO3Ysn3zyyRH3+fnPf84jjzzCT3/6UxRFIS4uDpfLxb59+/jNb37D5s2bycrKYsOGDSxZsqTd/Wg0GjZu3Mh///tfPvvsM2bOPI633jubvKnj+G7bLXz+WTEff7ibu+78D1u+/x2qCpcum8MfVpwFtFzkUKVaJFre5yNHjqS5uZn169cfEahp3Q9JVVXefvttsrOzu3wufv/73zNs2DDWrFmDVqtl/vz5wYyww7crCIIQTUTpkyAIUe+HH34Ipoy/++67bUqhysrK+PyLFby19me88tIWykvr+fK/1/PN5ps49bRcbr/tP0yfMYYrfnU8S34xk01bb+amW+bw6GNXt0khP9zNN9/MZ599RmFhIZs3b2b06NHcfvvtZGRk8Oabb1JYWBg1QRr4sewpGpvE9kSgmfDRqL3Sp0AgwOFw4PV6o7bsyefz4fF4IiZQ43a7e9UQPZRlQYMpLi4Og8Ew6MdZVVXFN998E/z3gQMHaGpqYujQoSQkJGCxWIK3NTU1kZWVBcAzzzwTzJKyWq3o9XqGDRuGoig8/fTTwcckJSXhcDiCWTbNzc3U1dVx8sknc/fddzNlyhT2/mDkQFUFGo3Mwp9M5cFHfkp9nY3GRgdnnzOZl17czIEDTQD4/HVs+y4pmEGYmprKunXreOGFF4LlWu1ZuHAhK1euDAZ16+vrKS8vD67x8OMcNWoUWq2WnTt3dlleLAiCEC1ERo0gCFHv0ksvRavVkpCQwEUXXcRnn33GOeecA8CSJUvQaD34FQ3vvbeT77bu59hZLenYXp+fhHg9SYmHnVyqMuCiM6eccgqXXnop5557LmeffXa3rhxGKpvNhsfjYcSIo6cfS0eO5oya1qVPfr8fRVGCpU/R3p8m0GA3Usq6XC5XrwI1kiSRkpJCQ0PDoJcFDTaTyURVVRVut7tHTZf7wufzcdddd7Fv3z5iY2NRFIX777+f/Px8li9fzimnnEJsbCzr169n9erV/PSnPyUlJYUzzzwTk8kEwNSpU1m8eDGTJk0iLS2NBQsW8OWXXwItgZSLL76YqVOnkpKSwuuvv84FF1yA0+lEURSmT5/Ooguu46NPf8tdv38bkPArCjfdchoZGUYyMoysuOdsFp/3D/x+BY/HzaLFF3Ps7B+PwWg08vHHH3POOedgt9u58847jzjO1atX87vf/Y78/HwkSSImJobVq1eTlZXFlVdeyY033shDDz3Eww8/zB133MHSpUv55z//SW5uLieddNIg/CYEQRBCTwRqBEE4qiUkJCAhA15UFW69bT6XLp/T+YMkBej8yvm///1vNm/ezGeffca8efN4+umnOeuss/pt3eEkUPYUzaUQ3SXL8lGfUeP3+/F6vQBtAjWxsbFtetZEk0ia+KSqKm63u9dliiaTibq6OpqamoLBgWiUmppKVVUVDQ0Ng9Z7a8yYMXz88cdH/LympoZLL72UBx98MBhgW7p0KUuXLg3eJ1DSC/Doo4/y6KOPBv999913B///3//+9zbb/vbbb4/Y3zln/R9nnDEaiWEtvbda+fmSGVz083xUqtHKp6KTFwAtE5iWLVsGtPxdXb9+ffAxh38mJiYm8tRTT7X7HJxzzjnBCykBhw8MCFizZk27PxcEQYgGovRJEISo9+KLL+Lz+bDb7bz++uuccsopbW7XyJMAP2efPZm/Pf01ZnPLSZfb7WP7tioAEhMNWC2u4BjSlOTJbVLIW/P5fJSVlTF79mxuvfVW5s+fz/fffw8cmdYd6VRVxWw2YzQao/rqendJknTUZtS0Ln1qHahRFAWbzRbVgTy73Y7BYIiI94DH40FV1V5l1EDLVKuYmJioL3/S6/UkJSWFxXGaTCYkSaK+vn5Q9qeVT0InX4AqNaBQhao2o6pOVLUZhWpUqRadfBY6+ayo7TklCIIQaiKjRhCEiHfaaae1mbTS3Nzc5vYJEyZw3HHHBZsJH361TmYMkjSUJb9IpKHBzvxTngBAUVWu/NXx5OWP4Cc/ncrPFm1mzswHuPBnx3PH73PbpJC37lPj9/tZtmwZTU1NyLLMqFGjWLlyJQDXXXcdy5cvJy4uLiqaCdtsNrxeLykpKaFeSlgIZNSoqnpUnsAESr88Hg/QcrLb3NyMqqpRW/YELRk1kXJ8gUasfSnnMZlMVFdX4/F4etyQOJKYTCbKy8ux2WwhbVqr0+lITk4OZvcEgqIDRZIkdJrj0ar5+JQd+KWtqKoNiSS00klo5WlIUmS83gVBECKV1FmK9syZM9UtW7YM4nIEQRBCw6+W4/Y/haQakaT2y5pU1YoquTFo/g9ZGjbIKwxPlZWVNDQ0kJ+fP+AnD5GgpqaGqqoqpk2bdlQ+H9u3b8doNBITExN8Hg4cOEBDQwMFBQVRGbzyeDzs2LGDUaNGMWTIkFAvp0u1tbXs37+f/Pz8Xo8Sd7vd7Ny5kxEjRjBsWPR+FiqKwrZt20hNTWXMmDEhXYvVaqW4uJisrCxSU1NDuhZBEAShf0iStFVV1Znt3Xb0fYsUBEFoh0bKQi9fjio5/pfq7QhmRqiqreVnkoJBc5UI0vxP67KnozEo0Z7DJx8dbQIZNV6vF41GgyzLWK1WEhMTozJIAz/2p4mUiU8ulwuNRtPrIA20ZOMkJCTQ2NjYjysLP7Isk5KSgtlsDvl7OikpiZiYGOrq6kK6DkEQBGFwiNInQRCE/9HKuWikW/Ep2/DxBSrVAEiko5MuRCtPQZJiQ7zK8GGz2fD5fKLsqZVAMOJobSis0WiCgRqdTofb7cbtdkdEpklv2e12JEkiNjYyPht6O/HpcKmpqVRWVuJwOCKiiXJvmUwmGhoaaGpqCnkmS1qaiUN132F3fY9G14iEjMQYtPJMZCk9pGsTBEEQ+pcI1AiCILQiSYnoNCeg4wRU1QdISFL4NwgNhcbGRmRZjuomsT0lMmrkNqO5A2O5o/k1YrfbiY2NjZisMrfbTWJiYp+3k5KSwv79+2lsbIzqQE1iYiJ6vZ6GhoaQBmoUtY6k1FfwSjuxuxJI1KSjoqJK5fj8n6GR8tDLi8TFBEEQhCgRGd8qBEEQQkCStCJI0wFVVWlqaiI5OTliTlAHQ+C5OFozalqXPun1eiwWCzExMX1qXBvuHA5HxJQ9BRo998fvQ6vVYjQaaWxsjOrXe2ZmJueddx7nnHMO48eP54orrghONQMoKCjA6XSyYMECSktLB2QNilqPy/8XkBvRakbisMcBCUhSEjLDkdQM/OpO3P5/oKruLre3du1abr755k7vs379+nZHhQuCIAiDQ3y7FgRBEHqsublZlD21I1D6dLRm1LQufdJqtTQ3N0fMNKTecLlc+P3+iMkocbtbTuL7o/QJWsqCvF7vEZP2os1rr73Gyy+/zOeff86uXbv497//HbytsLCQ2NhY3n//fXJyco54rM/n69O+VVXF438N8KL6U4mLS0BV1OD0Lmj53JEZjp99eJVPu9zmwoULeeihhzq9T18CNX6/v1ePEwRBEH4kAjWCIAhCj5nNZjQaTVSfhPeGyKiRcbvdLSeXHg+KokT1ayQSGwlD30Zzt2Y0GtFoNDQ0NPTL9sJVTEwM8fHxVFdX43K5SElJYdmyZTzxxBPB+7T+97Jly7j88ss58cQTmTmzZZjH7bffztixY5kzZw633HJL8OcAzz33HHPmzGHGjBmccsop7N27F4A1a9Zw+uknceEFq5mV/ww7dxwkOf4WnvrLt8w78XEm5t7L558Vceft73HMzIeZnf8iO394J5hV09l2Fy1aBMDevXs59thjyc/PZ8qUKTz88MPs2LGDp59+mueff56CggJWrlwJwPvvv8/xxx/PjBkzOPbYY9m4cSPQEtTJy8tj+fLlFBQU8MEHHwzkr0MQBOGoIHrUCIIgCD0ipj117GjPqJFlGY/Hg1arxel0IklSv/RDCVd2ux1ZlvstQ2WgBQI1/bVeSZJISUmhsbERRVGi9vNg0aJFaLVaysvLOf3005k/fz4vv/xyp48pLCzkiy++ID4+nnfffZf33nuPbdu2ERsbGwySAHz11Ve8/vrrfPnll8TExPDBBx9w2WWX8d///heAjRu3sHHrJYzNmRh8TFpaIm+9u5Svvqxm8fn/5PmXLuHe+8/hkYc/5cE/fcVLLxaz4Wtzp9sNePLJJ1m4cCG33XYb0BKET0lJ4aqrrsJms/Hwww8DUFpayr333stHH31EUlISu3bt4qyzzqKyshKAXbt28de//pVjjz2270+4IAiCIAI1giAIQs9YrVb8fn/IJ6CEo6O9mbBGo8HtdgcDNUlJSWg00dvnKTDxKFJGj7vdbvR6fb8GVEwmE/X19ZjNZkwmU79tN5y8+eabTJgwgc2bN3PHHXewatWDgPd/Defbt2jRomCm1eeff86FF14Y/Pell17KvffeC8C7777Ltm3bmDNnDvBjIDzguOPHkZ09rM22L1oyC1V1MnXqMCRJYsHZkwGYPn0U77y1FUVt7nK7ASeddBK/+93vcDgczJs3j3nz5rV7PB999BGlpaWcdNJJwZ/5fD4OHToEwLhx40SQRhAEoR+JQI0gCILQI6LsqWNH+3huWZbxer3BZqvR/BpRVRWHw0FaWlqol9JtLper3xs7JyQkEBMTQ2NjY9QGagA0Gj8ZI+uZd5qGjz55mmHDEnD7DuH2p6OVj2vTMwZanpfuUFWVyy67jHvuuafd2xMSDEDbz5O4uBjiE5JwORuJifnxq7xGI+PzKUiSpsvtBlxwwQUce+yxfPzxx6xcuZJnnnmGF198sd11nnnmmTz//PNH3LZ79+5uH68gCILQPdGZoyoIgiAMiNbTniIli2AwHc0ZNYpag1a/iaSUjcjar4mNqyUxKXpP3lwuF4qiREx/GmjJqBmIMq3U1FSsVmubaUjRRFEtuPyPk5j8Md9uLCc7O4OcsaP5bosZv7KLiv0r+fzzD1HV9t/3c+fO5c0338ThcKAoCi+88ELwtnPPPZfnn3+eAwcOAC2NeLdu3drq0fEguThce5++gQCxJKV3Y7stSkpKGDZsGMuWLeOuu+5i06ZNQEuQ1WKxBO83f/58PvzwQ3bt2hX82ebNm9t/wgRBEIQ+Exk1giAIQrdZLBZR9tSJo7GZsKJW41HeQVHL0MS4SUpuRMVHQsJuZP1ufMpP0MoTQr3Mfme324HIaSTs8/nw+XwDMio9NTWVgwcP0tjYyNChQ/t9+16vl/vvv59XXnkFrVaLVqtl3Lhx3HPPPUyaNKnTxy5btoyZM2fy61//ukf7vPzyy7n00ksBlcWLzyMmRsLrlcjJSeH/bjiOpEQjS362hhn5zzB2bBozZ5nwq7va3dbChQvZsGEDeXl5pKamcswxxwTLkE466STuv/9+Fi5cSFFRER6Ph9TUVIxGI5MnT0aWjYCEqvqQpPa/tr/w3CaOOTYTcAFaZDI56aSs4Hb9fj8ej4fFixczY8aMNo99/fXXeemll9Dr9UiSxKOPPgrAeeedF2wmfNFFF3Hrrbfy4osv8stf/hKn04nH4+H4449n1qxZPXpeBUEQhO6ROvsyOXPmTHXLli2DuBxBEAQhnJWXl2O1WsnLyxMZNe3wer1s376d0aNHk56eHurlDDhF3Y/L/xSoGiRScbldVO6rxOfzMWLECIxGDSpN6OQl6DQzut5gBNm3bx9ms5mCgoJQL6VbbDYbe/fuZezYsRiNxn7f/p49e1AUpcvASW/84he/wOFw8Mwzz5CcnIyqqrz//vt4PB7OO++8Th/b20BNgNf/JR51LRpGAi09uuwOO0OHDkNu9Rmoqn5UqQaD5nfI0pHv/ebmZhITE1EUhcsvv5xhw4bxxz/+sc195s6dy0033cQ555zDwYMHmThxIh999BHTZtbiU9cjqSPb/dydf+oTXP+bkzjr7GT08qVoNfm9OlZBEARhcEmStFVV1Znt3SZKnwRBEIRuURRFlD11IdQZNZmZmUyYMIGCggImTJjAFVdc0etylBUrVnDTTTd1eNuNN96Ay/9PJNWALJmQJAlJkvB4PNTW2lh8/vNIUiLHzHwFq+NFFPVgj/Y/d+5c3nvvvSP+f7hwOBwRk00DLWVP0H8Tnw6XmpqK0+nE6XT263aLi4t56623+Oc//0lycjLQ0gvq7LPPDgZpPB4PN998M7NnzyY/P5+lS5dis9mC29i5cyennHIK48aN45JLLgm+P61WK5dffjmzZ88mLy+P66+/Hr/fD7S85t599x186hdcddnn/Prq1znz9L8ws2AV9674lI8/2smpcx9j/Nh7eOKxL5AkDSCza/fbnHXWWcyaNYv8/HyeffZZAC655BIkSWLIkCG88847+HwdNyIGGD58OOPHj6eyshKdfCZffKZl7okPMWfmg8wseJDXX/sOgOfWfMt3Wyu56bf/4thZ7/D5Z7X9+fQLgiAIISICNYIgCEK3WK1WFEUhJSUl1EsJW+EwnvvNN9+ksLCQXbt2sWvXLv79738PyH5UtR6wIUk/NgyWJBm3283QoYl8tK4lg2HT1t8RG2vAp3wzIOvoSFcnwn2hKApOp5O4uLgB20d/c7lcSJKEXq8fkO2npqYiSRINDQ39ut3vv/+ecePGdfq58+CDD2I0Gtm0aRPbtm0jIyODP/3pT8Hbd+7cyfvvv8+uXbvYunUr69atA+C3v/0tJ598Mps2baKwsJDa2lqeeeaZ4ONUmlDVZkDDDz/U8M57v6Jw522sfXs3r760lU8++zWffXEdK/7wPjabG783iUt+sYJVq1axefNmvv76a1auXMmePXt46623ALj55ptpaGjgwQcf7PS4i4qKaGhoYO7cuUiSjjkzb+KLL19h45ZrePfDn3LbLW/RYC5j6aUjmT5jNKtX/5HC70s4/fTT+/BsC4IgCOFC9KgRBEEQuqWxsRGtVktiYmKolxK2wqmZsMvlwuVykZKSckT5R+t/WywWfvOb37B582ZkWebEE0/kiSeeAKCqqooFCxZQVlZGTk4Ob7zxRjA4caB6F+edu4mKcgvZ2SZeenUZWh18800lLz5XhMT7+HwKv7vtNBZfmIePTcyfu5pZs+bwzTffUF1dzYUXXsjKlSsB+OGHH1i+fDk2m42pU6ceMUUnwGq18tvf/pbt27fjcrmYN28ef/7zn9FoNMydO5eCggI2btxIamoq77///oA8t06nE1VVIy6jJiYmZsCy4bRaLUlJSTQ2NjJixIgB288PP/zAkiVLcDgcnHXWWTz66KOsXbsWq9XKm2++CbQca37+j+U/P/3pT4OZRNOnT6e0tJTTTz+dtWvXsmnTJh555BGgJUtq5MiRwcep+Ai07T33J1ODE5bG5aZzxlkTkWWZESOSSU6Jo+pAE36/j717arnooouC23C73ezevZsJE1r6NLX0venYddddxy233MKePXt45JFHgiWU9fVmbvnlaoqLi9FqFcyNPsqLZzH82FOQpc1o5DEi01EQBCGKiECNIAiC0CVFUbBYLJhMJnEy0AVJkkLaTHjRokUYDAZKS0uZP38+8+fP5+WXX+7w/jfccAMJCQls27YNWZapr68P3rZlyxY2b96M0WjkjDPO4KWXXuKKK65AVVW+21rBVxtuIjk5jnMXPM2rL29lydJp5OQYefXNi8jKzOTQoWaOm/MIp8+fgDFZBfxUVlby5Zdf0tzcTE5ODr/85S8ZN24cS5cu5brrruPSSy9l48aNHH/88e2uN5AF8Y9//ANFUbj44ot55plnuOKKKwAoKyvj66+/RqsduK84gUbCkZZRMxCNhFszmUxYLBZsNlu/BXSnTZtGcXFxsOxy0qRJFBYW8sQTTxDoo6iqKk8++SSnnHJKu9toXe6l0WiC2VaqqvL222+TnZ3d7uMktARGYxtajcHW6bQYjT9ONNNoJHw+BfBiSounsLCww+Ppaoz1Y489xjnnnMN///tfTj/9dE499VSmTp3K1VdfzcKFC/n3v/+NJEnk5ubi84xClkZ0uj1BEAQhMonSJ0EQBKFLFotFlD11kyzLYVH6VFdXh8vlYvXq1Z3e/7333uPmm28OZgOlpaUFbzvjjDOCPYnmzJlDaWlp8LbTTs8iOTkWSZKYNXsMZWX1GGIM5ORM4ZYbP2VGwQMsXPA05kYHRXt/7JuxePFiZFnGaDQyceJESktLsVqt7Ny5k6VLlwJwzDHHMHXq1HbXu3btWh566CEKCgqYPn06W7dupaioKHj7kiVLBjRIAy2ZFzqdbsDKiAbCQI3mbs1oNKLRaPq1/GncuHH85Cc/4YorrmgzLjoQLIOWqUp//vOfg/1xmpub2b17d5fbXrhwIStXrgz2pamvr6e8vDx4u0Ty/0r7uldGN26Cjri4xDbjt/fs2YPVau3W41s7/vjjufbaa7nzzjsBaGpqIjMzE0mS+OSTTygpKQne9/BR2oIgCELkE4EaQRAE4QiKWoPH/z5u/z9w+/+JzbmWGIOty6vBQugzagIMBgPnnHMOn3zyCVqttk3wqKOyova2EdA6E0GSJAyGRMD+v9vk/2UUwA3/9y9OOnksW77/Hd9uvZkRI5NxudwgSYCmw212VyALorCwkMLCQoqKinjooYeCtw/Ga9Rut0dUNo3H40FRlAEP1MiyTEpKCmazuV+DlWvWrGHChAnMmjWLyZMnc8IJJ7B161auu+46AG699Vby8/OZNWsWeXl5nHDCCd0K1KxevRqNRkN+fj5Tp07lzDPPpKqqKni7JGnQSiej4u5yW6rqR6uFtWvf5NVXXyUvL4/JkydzzTXX4PF4enXct99+O19//TXff/89K1eu5KabbqKgoIDXX3+dvLy84P2uvPJK7rnnHgoKCoL9dwRBEITIJkqfBEEQhCBVteJWXkNR9oKkQVLjUFQVNAcYMmIjHqUcvbwYSYqc3hyDLdQZNQGKovDFF1+Qm5vL0KFD2bx5MwAHDx7k888/54QTTgDgnHPO4aGHHuKxxx5DkiTq6+vbZNV0RGYUqmRFom2Ji6XJyZjMlsayn67bS2lJPapkQSudBmxsd1tJSUlMnTqVl19+mV/84hds2rSJHTt2tHvfQBbEU089hUajob6+nubmZrKysnrw7PSe3+/H5XKRmpo6KPvrD4HA3ECXPkFLU+H6+nqampr67TnS6/Xce++93Hvvve3ertPpuP/++7n//vuPuG3NmjUd/jsxMZGnnnqq3W2uX78eAFV18vdnLkPlx5LAjz9tO+p7T/HtqFShlU5jfO4c/vOf/7S7za4CuIF9BiQnJ7cpRSwuLm73ceeccw7nnHNOp9sWBEEQIovIqBEEQRhAmZmZDB8+PJhaDy0nCpIkBRu29tSCBQuCJSj9Nba4Zdzydbj8T6GoZUiMQGY4kmTE44nB5zERE5OJX92Dy/9XFiw4I7iG4uJipk2bxrRp03jppZdYsWJFt64gr169mtra7o2SXbZsWfD56mxsdDgIdUbNokWLKCgoYMqUKSiKwh/+8AeuuOIKDhw4wKRJk7j66quZM2dO8P6rVq2iubmZKVOmkJ+fzz333NOt/UhSGhCPqrYt67j3j+dw2y1rmTPjIf71RiFTpg4DFLTyMZ1u7/nnn+fxxx9nypQprFq1ilmzZrV7v66yIAaaw+EAiLhGwjBwo7lbS0xMRK/X09jYOOD7GgySFItBczkSQ1DUA6hqU/D9rao+FA6hUo1WnodOPjPEqxUEQRCihcioEQRBGGAZGRl89NFHLFiwAGgJ1EyfPr3X2xuoSTaKWoJKHDLDAoNOAHA5XcgamRhdDIoyBEU6yNvvXoFekwPAv//9b4477jj+8pe/AC2BiptuuqnL/h2rV6/mtNNOY8iQIQNyPK0pioIkSYPSCDmUGTUVFRUd3vb555+3+/Pk5OQjsg6gJSDW0b8D/9+v7sPtf5rf3zkLiZbsiVNPG8/O3bcDoKo2VBrRyT9HlkYckTHQ+t+TJk3i22+/bXeNre/XnSyIgRSpjYRlWUan0w3K/lJTUzl06BBer3fQ9jmQJMmIQXMtfnUPPmU9CgdaWgxLMlppBlrNHCRGiUbrgiAIQr8RGTWCIAgDbNmyZcET4bKyMux2e7BRautMkcP//be//Y2JEydSUFBAXl4ee/bsAVqydHbu3HnEfl599VVmzZrFgQMH2LBhA9OnT6egoIDJkyfzyiuvAC1NgS+77DKmTp1Kfn5+cFyzqjo5UF3Oeee+Q/6UP3Hewr/hcHhQVJWVf1rH/129lnPOeoppeQ9gMScyLueX7NixiZdeeolVq1bxxhtvUFBQwFlnnQXAcccdR0FBAU1NTe0ex/333091dXUw++OHH37A4/Fw8803M3v2bPLz81m6dCk2m63L5/eBBx5g9uzZTJ8+nXPPPZeamhqgJZiwePFi5s+fz6RJk2hqaurFb6/nZFkOix41g0EjjcGg+TWyNASVKhSqUdRaFPUginoAJA16zS/RadrPjolEDoeDmJiYAW9Y3J9cLtegZNMEmEwmVFXFbDYP2j4HmiTp0cp5xGj+j1jNvcRq7iJWcx96zWJkabQI0giCIAj9KnK+ZQiCIESouXPn8uSTT2I2m3nuuee45JJL2Lp1a5ePu/nmm9mzZw/Dhw/H7Xa3KZ863IMPPsjHH3/MunXrMBqNXHvttdx88838/Oc/R1XV4ESQjkYxK2ot32+t4etvfofRaAiOW/75xQWgwvffVfPN5htJS/uxUatPKePiiy+muLgYm83Gww8/DLRk1GzYsCHY1LW947j99tv5+9//zptvvsmUKVMAuO+++zAajWzatAmAW265hT/96U/t9p0IePHFFyktLWXjxo3IssxTTz3FjTfeyEsvvQTAt99+y3fffdetniv9RZKksOhRM1hkaQQxml+jchC/sgdVagYMaOSxyGQhSdF1Tchut0dU2RO0lD4N5poNBgNxcXE0NDQMSsbcYGoJyMT87z9BEARBGBgiUCMIgjDAJEniwgsv5NVXX+XVV19lw4YN3QrUnHLKKVx66aWce+65nH322WRnZ7d7vxUrVjB69Gjef//9YLnRvHnzuO+++ygtLeX0008P9iR577332Lp1azujmJ2cdno2ycmxAMFxy36/H1mWOfOsiW2CNC26Nw62u8exdu1arFYrb775JtBycpmfn9/ptteuXcuWLVuCpWQ+n+//27v/+J7r/f/j99f7vV9+zWZEk2iSYTZmk50lphMOWd/iyGmJpTpO33JWCQdphDh0kOJ86NQiEiOtPkR1hJL8CMc0HKQOKr9nZj/eP56fP5Z3HJtSa3vhdr1culz2fr9er+fr+X6/u1zsfd/z+XioZs2avuPdunWr0JBGKllRc7FQ7UpkWZYshcvhDK/sqfyq3G63iouLL6vwwRijoqKiCi9+HBYWpv/85z8VvpoHAIArwZX1Zy4AsKl+/fpp1KhRioqKUlhYmO/5i7VNXrJkicaOHav8/HwlJSVp+fLlpY7drl077dixQ1999ZXvubS0NGVlZalOnTp67LHHNHLkyB+ZoaXAoB+y+7PtlqtXr66q1aqpWvXS/nrs/JExL+11GGM0Y8YMX9vlnJwcLViw4KJjG2M0cuRI3zXZ2dn65JNPfMcro514ZRcTxq/ncqxPU5GFhM8VGhoqy7J07NixCr0vAABXAoIaAKgAERERGjdunJ5++unznr/xxhsvaJsslfzlft++fWrbtq2GDRumzp07a8uWLaWO3bVrV82cOVPdunXTjh07JEm7d+9W48aN9cc//lF//vOffduJzrZiPhsk/ND6NVhS6dt1yqq84LDqlPp8jRo1fFutLvY6goODfedJJW2X//a3v6mgoECSlJeXp5ycnDLu/sM1Z7eVSSVfSrdt23bRa35tdmnPjfJ3tuPT5RTUVGRr7nP5+/srODj4iun+BABARWLrEwBUkIcffviC5x566CH16tVLzZs310033eTbouTxeNS/f3+dPHlSDodDDRo00IQJE8ocu1OnTsrIyFBycrIyMzP1j3/8Q6tWrVJAQIACAwM1ffp0SSWtmNPS0hQVFSU/Pz916NBBL7zwwvehi1PGFMuyLt6tyZhCSZYc1vWlHn/yySfVqVMnValSRStWrCjzdQwaNEipqamqWrWq5s+fr2HDhik9PV3x8fFyOByyLEvPPPOMmjVrVuZc+vbtq6NHj6pDhw6SSro7PfLIIz+6ZerXxIqaK1d+fr6CgoLkdP601WR2cDaoqYztR7Vq1dKXX36pvLw81ahRo8LvDwDA5cq62C+TcXFxZtOmTRU4HQBAZXF53pfL+54s1S+zAKwxXhkdkL/jLvk721fwDC8PX331lXJzcxUdHV3ZU0E527Ztm2rWrKlGjRpV9lR+ssr8/9Hr9Wrbtm2qVauWGjZsWOH3BwDAzizL2myMiSvtGFufAACSJD9HJzkdcTI6IGPOXHDcmHx5dUB+jlvk50ishBleHq6m9txXk+LiYrnd7suu41NhYWGFb3s6y+FwKDQ0VCdOnGA7IAAAl4CtTwAASZJlORXg6C23GsltPpTXHPyhQI2RLKuWAqw/yM8R932LWpTmamvPfbW4HAsJSyV1m87thFbRwsLCdOzYMeXmHldIyNltlVVkWf6VNicAAOyOoAYA4GNZTvk7E+Rn2sqr/TLm5PfPh8qhRmVuicIPKCZ8ZTpz5owsy7qsghqPxyOXy1VpK2okqVo1t2qEbFWhd64KPAEqSX/95Gf9Rn6OtmUWJQcA4GpGUAMAuIBlOeVU47JbPqFMZ1cbGWNYeXQFyc/PV5UqVS6rz7QyCwlLktv7bxV7MxRaO1f5p/2lGvW+3xpYLLfWyO1ZI3+rt/ydbSplfgAA2BV/GgUAoBw5HCX/tLKq5spy5syZy64+TVFRkSQpJiZG2dnZkkpeR5cuXZSamiqPx1Nu91q6dKk2bNjge/zPVQvVNr69LFNVQYGNZLwBKigskCRZVoAculZ39Xhbu/49Qw8M6Km1a9de8j3T09M1ePDgC34GAOByx4oaAADK0bkranBlKCwslMfjuWy2PXnNERnzrYrd3yogMF9nFwGdPHlS3bt3V3x8vKZMmVKuq4OWLl2quLg4tW3bVpLk9n4qySHLqiZ/P8nP308FBQWqVvWHsOvtdwbKmHy99D9GQc7flNtcfiqv1yvLsi6rVVIAgKsDQQ0AAOWIFTVXnjNnSrqg2X1Fjcfsl9u7Uh7zb0mWLP881arrllGuDn6zTH37zldy8p0aPXq0MjIy9O677yozM1OSznuckZGh+fPnKzQ0VNnZ2QoJCdHixYtVr149rVu3To8++qi8Xq9cLpdGjhypWrVqKSsrSx988IFefvllpT3+gOpdd0hut6VH/7RQn63fL2OMprzQXQmJITp65Iz63TdXeacKVVjkUpeu12vypN5yWjcpPT1du3btUm5urvbt26fGjRtr0aJFqlq1qnJzczVgwABlZ2erXr16atCggerWrVvqezFx4kQtXrxYbrdb9evX1+zZs1WvXj2lp6drx44dys3N1ddff61PP/1UoaGhFfgpAQDw49j6BABAOTob1LCi5sqRn58vh8NRabVefgq3Z6uKPC/J4/2PLBMuh8LlKgqTZa6VZOnePzyj33Wvp/T0IT9pvI0bN2ry5MnasWOHmjdvrunTp0sqCUCeeuopbd26VdnZ2frd736nLl26KDk5WcOGDdPWrVuVcl/JqpqcL77Vgw//Rhu3DFHP3q314vR1KigoUEhIFS1e+qDWbXhSn216Sp9//p2WLZ/nu/emTZs0f/585eTkyOVyad68kmNjxoxRcHCwdu7cqczMTK1evbrUub/++uvau3ev1q9fr88//1zdunXTk08+6Tv+2Wefaf78+dq5cychDQDAlghqAAAoR2e3UbCi5sqRn5+vO+64Qzt27JB08Tovhw4dUlJS0iXfY9OmTUpJSflZ8/Oa/6jYzNPrr+1XSp8sWZalNav3qFvnf8jPz0+Spa5do5S5aIO+PDDzJ4WIiYmJatCggSSpXbt22rt3ryQpKSlJY8eO1dixY7VhwwaFhISUcnWB3lq8WxGNw9Sq9XXfj9FIBw/kKSAgQB6PV8OHZqlt7CT9pu3z+mLHUW3bttt3dZcuXRQSEiLLsnTzzTf77r1q1SoNGDBAklS7dm3dfffdpc797Oqe2NhYtWrVSi+99JL279/vO96tWzfVrl37R98DAAAqC0ENAADliBU1VxZjjAoKCnyf68mTJ3X77berWbNmeuWVV+R0On3nut1uhYeHa9WqVZd8n7i4ON/KkUvl8q6STIAs+fue83i9MjLfBzXSE4M76b6+Cep623gdPPS5/Pz8zgsTz3aIOuvc1UNOp1Nut1uSlJaWpqysLNWpU0ePPfaYRo4cWcqMqmjpkt1yOhznjOGQ8UqBAYF6YepqnThZoDXr0rRxyxD1SG6iou9v7/V6y7z3T2WM0ciRI7V161bfyp9PPvnEd7x69eqXNB4AABWNoAYAgHLEiporg9cclsebrfyCDXL6/0eWZenw4cNKSkrSb3/7W02dOlWWZaljx45KS0tTu3btlJycrP3795+3WsOyLI0bN07x8fGKiIjQhx9+qL/85S9q3bq1oqKilJOTI0n66KOPFBcXJ0m+MUaMGKHWrVuradOm+vjjjyWVhEFdunRRXFycWrRoodTUFBUUbZWlWufN3+PxyO326pGBmfrmUK7uv2+OeiS3VMr9LdWpU7J27typZcuWKTY2VklJSXrttdckSdu3b9f48eP14Ycfqnnz5po6dapvzP79+6tPnz566KGHNH78eIWFhem9995T+/bttWTJEi1fvlySNPG5LB0/Vqh9+47p5jaTlPPFt3K5PDpw4KRuSZiiGS+u0fZtB+V2e3Xw4EnNn5etd9/9l9q3b69Zs2aV+Zl06tRJr776qiTp2LFjeuutt0o9Lzk5WTNmzNCJEycklXS/2rZt20/+7AEAqGwENQAAlCNW1FzePGavCj1/V6Fnkoq8c1TsnafQ2ktlWafUu/dduuOObho9evR51+zbt08ff/yxli1bVuqYISEh2rhxoyZOnKg777xTiYmJ2rJli+6//36NGzeu1GuOHTumhIQEbdmyRaNGjdLQoUMllawwmT9/vjZt2qTs7Gy5PWc059VsWZbzvOu9Xo925hxR/wfa6drwmurdO1YPps7TkKFdlHjLdZo6dapSUlJ06tQpHTlyxLc1qFGjRnrqqad02223acOGDZo1a5YOHTrkG3fNmjX65ptvFBISog8++EDh4eFavXq13njjDS1fvlwtW7bU9ddHKiysum6IqKnPNj+lZs3radGbW+R0OvTxp4/r4/VP6GRugZo1eVYDH56na+sF67tvT+i9997TwIEDy/xsnn76aZ04cUKRkZHq2bOnbr311lLP69u3r1JSUtShQwdFR0erTZs2562oAQDA7uj6BABAOTHGJVlfKrDKXnmNW15zoxxWWGVPCz+Ry7NBLu+bkqrJUrgsy5KrKFceT1XJstS5a7jeXPiyBg58UPXr3+C77t577/VtMSrNPffcI0mKjY2VZVm64447JElt2rTRkiVLSr2mevXqvvPatWvnK4br9Xo1efJkLV++XB6PRydOHFFgUL0Lrg8ICFRE4zB17HiTdu0ZJa/Xq/HjVujUqWKFhgYpJCREmzdvVvXq1WWMkb+/vzIzM/Xdd99p9erV2rVrlxITE3Xo0CFFRERo+PDh6t+/v5544gkNHjxYktS+fXvdf//9cjgc6t69u+rXr69FixYpMjJSo0aN0Jz5XWVMniyrhrKzv1GN4CDd3GaSJCkkpIpatqyr1+Z31sAB+9S8WVtVq1ZN6enp572Ocx/XrFlTixcvLvX9+u/rHn/8cT3++OM/eh4AAHZEUAMAwC9kTJHc3k/kMmvkdZ5SzVon5XUGq9DjL6fVTH6O2+S0Glb2NCtMo0aNVFRUpAMHDvhquGRkZCg1NVXTp0+Xn5+fCgoKSv0ifa6srCytXbtWkyZNKvOcjz76SMXFxercufPPmuuoUaPUokUL9eodL5f3TVm6RpYV6DvucrkU4B+g7749rfj4SDVtdlTNmrfQ0CEjNGLECEk/XvPkbM0Vp9OpwMAfxr5Y/ZWyzps2bZoyMzP1+eefq0aNGho3bphydr17wQouh2X5tuGdy6hQMoF64IEHNGbMmAuODx8+XPXq1VNGRob8/PzUuXPn8+rX/Hf9mLLryTgV4OwlY30io0MyxqNp03upY1ITGVMoYx2T5KcAx71yWM9TNwYAgHOw9QkAgF/AmAIVeWbLZf5XlgmSwwqX21VHMnVlmWvl8X6pIs+LcnuvrhoZ4eHhWrFihe9xRkaGYmNjJUkDBw780ZBGKqk1crGQRioJalauXPmz5ujxeDRmzBjdc889cnnfl1TtvJDGGCOX2yV//5IivZZlaciQ/6eIiBp64YWp520Jqij79+/X0aNHVaNGDeXm5uqNN96VpSBJpy84d9/eY/r445KOSW++8blaRF2r4GCPevS4V3PmzNGBAwcklbwPmzdvllRSLLlBgwby8/NTdna21q5d+7PmGRwcrNOnqquKc4j8rTvVvUekpk19T/kFX8lYhSo8fau+3H2n/Bwtf94bAQDAFYygBgBwVWjUqJEiIyMVExOjZs2a6eWXX77kMSzL0unTP3whNsao2PumvPpalrlOlhWktWv2Krn7azLGyLIcclhhskyYir3zNGXKMzp8+HB5vizb6t+/vzIyMiSV1HDJz89Xy5YlX8rT09N922cyMjLUuXNn3XPPPWrRooUSExP17bff+o716tVLkrRr1y4lJCQoJiZGUVFRmjx5srZv366///3vmjNnjlq1aqUJEyZIkpYtW6bExES1adNGCQkJWr9+vaSSUCc6Olqpqalq1aqVli9frv79+2v69Anymj366J9H1OGWqWoXN1lxrf6qN97YJBnJP+CHbkqW5VBUy2t0XYNQNW7cWOvWrdP06dNVXFwsScrLy9Pp06fVtm1bRUdHS5Kvhffs2bOVm5ur1q1bKyEhQXv27PGNm5SUpG+++Ubx8fFq3769XC6Xr+hw586dfWOsXLlSp06dUlBQkG688Ua1b99ep05V1509XtG4Z1fonx/s1pyMzyRJUVHX6vakF3V9+NN69JFFim1TT5ZVXR07pGjcuHFKTk72vZ9vv/22JGnkyJGaPXu2oqOjlZ6eXmYdmB8zaNAgpaamqnXrW/TvXaEa+Zdlah3TSx0SVqpd7BIldRipXTsrPugCAOCyYIwp8782bdoYAACuBA0bNjTbt283xhizfft24+/vbw4ePHhJY0gyeXl5vsce7yGTXzzYnCn+mylwTTEFrilm+co/maiWdc2x3HG+5wpcU0x+8XBzfcPavjmUF5fLVa7jlYeGDRuaf/3rXyYyMtIcP37cjBo1yrzwwgumX79+Zvr06eaZZ54xTz75pDHGmFdffdWEhISYr7/+2hhjzIMPPmiGDx/uO9azZ09jjDGDBg0y48eP993j+PHjxhhz3ljGGLNnzx7Trl07k5uba4wxJjs72zRo0MAYY8yqVauMw+Ew69at853fr18/M+2F4SbfNdgcOjzOnC583hS4ppj9B8aYa8ODzZZ/DTKniyab9rc2NouXPmgKXFPMfX1bmaiW4SYvL8+4XC5z++23m+nTpxtjjBkwYICZM2eOMcYYj8dj+vTpY2bNmmWMMebw4cO++77//vvm5ptv9j2WZF588UVjjDELFy401apVM++8844xxpiJEyealJQU32s49/czl8tlYmNjzbbsiSbf9YT57thY0+SmOmbr9mGmwDXFSDLPjr/DnCkebfJdQ4zbu++SP08AAFD+JG0yZWQx1KgBAFx1oqKiFBoaqoMHDyovL09paWk6evSoiouLlZaWptTUVEnSkiVLNHz4cAUFBalnz57njZGSkqKduz5TYWGuGt94rf5ndh+FhpYUnZVK/hBy8mSB+vz+FXXr3kJnzhTpm0PH1avX3QoKqqr58+frxhtv1IgRI7R69WoVFRUpOjpaM2fOVPXq1dWxY0cNHjzYV1D23McdO3ZUq1attH79etWqVavMbkOVybIs9e7dWwsWLNCCBQu0bt063/aa/5aYmKgGDRpIKimc+/77719wzq233qohQ4bozJkzSkpKUlJSUqljrVixQnv37j1vJYjb7dZ3330nSWrSpIkSEhLOu8bIK8mho0dO648PLdDePUfk53To5IkCHTvuVqTj/I5KkqVev2/tq6vSr18/LV68WI8++qiysrK0YcMGPf/885KkM2fO6LrrrpMkbd68WePHj9fx48flcDi0e/fu80b9OUWHd+/erZycHN2fMk9Gp2RMvoqKipST86VualpVknTvfQ0ky6lA55/ktBqVOg4AALAPghoAwFXnk08+Ue3atRUTE6OEhATNmzdPkZGRysvLU1xcnBISEhQaGqqHHnpI69atU9OmTfXXv/71vDGmTZumaiGvSaZIo5/5SM9P+lBjx/fwFXD9+usTGtDvTQ0eepvu7tlKkvTqK+v05qIpimnZXZI0duxY1axZUxs2bJAkDR06VM8991yZLZvPdbYl9MW6DVW2fv366eabb9att96qsLCyu1+VXZD2Bz179lRCQoJWrlypCRMm6JVXXtHrr79+wXnGGHXt2lVz5sy54FhOTk6pRWstBUomX4MefUvd72ihNxelyrIstWw+Xh53aQV5PZKqlPpajDFaunSpIiIiznu+uLhYvXr10po1axQbG6tDhw6pfv36pb4Pl1J02Bij2rVra+vWbd8/zpXbu0Ve7ZZRyXassJoPKcgZfUELbwAAYE/2/e0OAIBy1qtXLxljtGfPHi1atEh79uxRTk6O+vTp4zunZDVCjpxOp2JjY9W0aVNJ0sMPP6yhQ4f6zpszZ47mvj5FrmK38s+41KTJNZIkS9KxowW6O/lVvfxqihJvOf8Lu4zH92NWVpZOnTqlzMxM371jYmJ+0mv5sZbQdhAREaFx48apbdu2v3isPXv2KCIiQv3791eTJk18q56Cg4N18OBB33mdO3fW6NGjtWPHDrVo0UKStHHjRsXHx5c5tqVasiynTp7MV8NGtWRZlj78YJf27jlaxhUevbU4W4OfyFdgYKDmzp3rW/2SnJysCRMmaObMmXI6nTp69Kjy8vIUFhYmt9vtWzk0Y8aMn/U+BAcHKzc31/e4adOmqlq1qubOnau+ffvKsmpq77/rKTw8VsHBwZIek9PRhJAGAIDLiL1/wwMAoBxlZmYqKipKixYtUmpqqrKysr5fjbD1gnOzsrLKHGft2rWaOXOmVq19QrXCcrVwwT698vKnvuOhtarquutCtOK9nAuCGsuq6vvZGKMZM2aoU6dOF9zDz89PXq/X9/jcFsnSj7eEtouHH364XMZZuHCh5s2bp4CAAFmWpWnTpkmS7rrrLl8x4T59+mjYsGF6/fXXNWDAABUUFKi4uFiJiYkXD2osh/ysDhozbqseH5SlsaPfU5u469Wy5bUXnGvMSVkKVFxcSZHfw4cPq2PHjr7XOXXqVA0ZMkQxMTGyLEuBgYGaOnWqbrjhBo0ZM0bx8fEKCwvzFUm+VNHR0WratKmioqIUGRmpzMxMvfPOO0pLS9OkSZPk8XhUt25dLVy48GeNDwAAKp9VUsOmdHFxcWbTpk0VOB0AAH4djRo10rvvvquoqChJ0u9//3vVrVtXH3zwgUaMGKG+fftKknbu3Knw8HAVFhaqefPm+vTTT9WkSRNNnjxZTz31lPLy8rRq1SqNHj1an65/RacLX1XPO/9XbrdXKz98VGtW79FfhrytVWv/rJQ/vKbrrw/V5L/dJSlfbWNf0syZC3XLLe0lSc8++6w+++wzLVq0SFWqVFFeXp4OHDigZs2aaeDAgapTp46effZZffHFF4qNjVVmZqavRs259WvwyxnjUpH3NXnNLlnmWlnWhY0xjTkpYxUryPn/5bDqlzIKAADAT2NZ1mZjTFxpx2jPDQC4Kj333HOaO3euZs+erQULFig6OlotWrTQI488ouLiYl1zzTWaNWuWevToodatW5+3oqVr165q3LixmkXerS63LVKrVtdcMH5AgJ/eeLO/Dh8+rUcGvimP96gefSxVDzwwQK1atdIXX3yhYcOGKSYmRvHx8YqOjtYtt9yinJwcSdKQIUO0bNkytWzZUhMnTlTr1q0r7L25GlmWvwIdfeVnxctY38qrb2TMKRmTJ685Iq85KFlBhDQAAOBXx4oaAAB+AY/5UkWev8sy1WVZNS44boxXxjokpxWlAEdfaoVcBrzmmNzez2W0V0YuWaotP0e8HIoodaUNAADApbrYihpq1AAA8As4rRsU6ByoYs88ec0BSVVKugjJyFh5kiX5WQnyd/QgpLlMOKwwBThvl3R7ZU8FAABchQhqAAD4hZzWDQpyDpPX7JHbbJQxJyTLT376jZyOWDms0MqeIgAAAC4TBDUAAJQDy/KT04qUU5GVPRUAAABcxthoDQAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgEwQ1AAAAAAAANkFQAwAAAAAAYBMENQAAAAAAADZBUAMAAAAAAGATBDUAAAAAAAA2QVADAAAAAABgE5YxpuyDlnVE0lcVNx0AAAAAAIArXkNjTJ3SDlw0qAEAAAAAAEDFYesTAAAAAACATRDUAAAAAAAA2ARBDQAAAAAAgE0Q1AAAAAAAANgEQQ0AAAAAAIBN/B8jQKhvcGgKxQAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "node_labels = nx.get_node_attributes(G, \"label\")\n", "\n", "# defining general variables\n", "## we start off by setting the position of nodes and edges again\n", "pos = nx.kamada_kawai_layout(G)\n", "\n", "## set the color map to be used\n", "color_map = plt.cm.plasma\n", "\n", "# setup node_colors\n", "node_color_attribute = \"type\"\n", "\n", "groups = set(nx.get_node_attributes(G, node_color_attribute).values())\n", "group_ids = np.array(range(len(groups)))\n", "if len(group_ids) > 1:\n", " group_ids_norm = (group_ids - np.min(group_ids))/np.ptp(group_ids)\n", "else:\n", " group_ids_norm = group_ids\n", "mapping = dict(zip(groups, group_ids_norm))\n", "node_colors = [mapping[G.nodes()[n][node_color_attribute]] for n in G.nodes()]\n", "\n", "\n", "# defining the graph options & styling\n", "## dictionary for node options:\n", "node_options = {\n", " \"pos\": pos,\n", " \"alpha\": 1,\n", " \"node_size\": 150,\n", " \"alpha\": 0.5,\n", " \"node_color\": node_colors, # here we set the node_colors object as an option\n", " \"cmap\": color_map # this cmap defines the color scale we want to use\n", " }\n", "\n", "## dictionary for edge options:\n", "edge_options = {\n", " \"pos\": pos,\n", " \"width\": 1.5,\n", " \"alpha\": 0.2,\n", " }\n", "\n", "## dictionary for node label options: \n", "node_label_options = {\n", " \"pos\": pos,\n", " \"labels\": node_labels,\n", " \"font_size\": 11\n", " }\n", "\n", "\n", "## set plot size and plot margins\n", "plt.figure(figsize=[20, 20])\n", "plt.margins(x=0.1, y = 0.1)\n", "\n", "# draw the graph\n", "## draw the nodes\n", "nx.draw_networkx_nodes(G, **node_options)\n", "\n", "## draw the labels\n", "nx.draw_networkx_labels(G, **node_label_options)\n", "\n", "## draw the edges\n", "nx.draw_networkx_edges(G, **edge_options)\n", "\n", "\n", "# create custom legend according to color_map\n", "geom_list = [Circle([], color = rgb2hex(color_map(float(mapping[term])))) for term in groups]\n", "plt.legend(geom_list, groups)\n", "\n", "# show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "smooth-detroit", "metadata": {}, "source": [ "We can tell from the network visualization that Schmoller had a lot of connections to a lot of academics from a wide range of different scientific fields. \n", "\n", "Now we want to get a more precise overview of his connections by aggregating the connected `topicTerms` of the persons he had relationships with. \n", "Let's create a data frame that provides us the information about the node type and the node label (name) of each of the nodes:" ] }, { "cell_type": "code", "execution_count": 13, "id": "documented-dance", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>type</th>\n", " <th>label</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>2923000</th>\n", " <td>PerName</td>\n", " <td>Schmoller, Gustav von</td>\n", " </tr>\n", " <tr>\n", " <th>2834694</th>\n", " <td>PerName</td>\n", " <td>Liesegang, Erich</td>\n", " </tr>\n", " <tr>\n", " <th>51586460</th>\n", " <td>TopicTerm</td>\n", " <td>Bibliothekar</td>\n", " </tr>\n", " <tr>\n", " <th>51565992</th>\n", " <td>TopicTerm</td>\n", " <td>Schriftsteller</td>\n", " </tr>\n", " <tr>\n", " <th>51623002</th>\n", " <td>TopicTerm</td>\n", " <td>Philologe</td>\n", " </tr>\n", " <tr>\n", " <th>...</th>\n", " <td>...</td>\n", " <td>...</td>\n", " </tr>\n", " <tr>\n", " <th>51560168</th>\n", " <td>TopicTerm</td>\n", " <td>Autor</td>\n", " </tr>\n", " <tr>\n", " <th>2854581</th>\n", " <td>PerName</td>\n", " <td>Weicher, Theodor</td>\n", " </tr>\n", " <tr>\n", " <th>3005380</th>\n", " <td>PerName</td>\n", " <td>Steiner, Kilian von</td>\n", " </tr>\n", " <tr>\n", " <th>51745298</th>\n", " <td>TopicTerm</td>\n", " <td>Mäzen</td>\n", " </tr>\n", " <tr>\n", " <th>51583256</th>\n", " <td>TopicTerm</td>\n", " <td>Bankier</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>125 rows × 2 columns</p>\n", "</div>" ], "text/plain": [ " type label\n", "2923000 PerName Schmoller, Gustav von\n", "2834694 PerName Liesegang, Erich\n", "51586460 TopicTerm Bibliothekar\n", "51565992 TopicTerm Schriftsteller\n", "51623002 TopicTerm Philologe\n", "... ... ...\n", "51560168 TopicTerm Autor\n", "2854581 PerName Weicher, Theodor\n", "3005380 PerName Steiner, Kilian von\n", "51745298 TopicTerm Mäzen\n", "51583256 TopicTerm Bankier\n", "\n", "[125 rows x 2 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "types_dict = nx.get_node_attributes(G, \"type\")\n", "label_dict = nx.get_node_attributes(G, \"label\")\n", "\n", "types_df = pd.DataFrame.from_dict(types_dict, orient=\"index\", columns=[\"type\"])\n", "label_df = pd.DataFrame.from_dict(\n", " label_dict, orient=\"index\", columns=[\"label\"])\n", "\n", "schmoller_contacts_df = pd.concat([types_df, label_df], axis=1)\n", "schmoller_contacts_df" ] }, { "cell_type": "markdown", "id": "saving-simpson", "metadata": {}, "source": [ "The next step we need to do is filtering for all `TopicTerm` nodes and calculating the degree centrality for each of the nodes. " ] }, { "cell_type": "code", "execution_count": 14, "id": "delayed-velvet", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>type</th>\n", " <th>label</th>\n", " <th>degree</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>51562647</th>\n", " <td>TopicTerm</td>\n", " <td>Historiker</td>\n", " <td>14</td>\n", " </tr>\n", " <tr>\n", " <th>51562669</th>\n", " <td>TopicTerm</td>\n", " <td>Hochschullehrer</td>\n", " <td>13</td>\n", " </tr>\n", " <tr>\n", " <th>51565992</th>\n", " <td>TopicTerm</td>\n", " <td>Schriftsteller</td>\n", " <td>10</td>\n", " </tr>\n", " <tr>\n", " <th>51563092</th>\n", " <td>TopicTerm</td>\n", " <td>Jurist</td>\n", " <td>9</td>\n", " </tr>\n", " <tr>\n", " <th>51617740</th>\n", " <td>TopicTerm</td>\n", " <td>Volkswirt</td>\n", " <td>7</td>\n", " </tr>\n", " <tr>\n", " <th>...</th>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " </tr>\n", " <tr>\n", " <th>51601402</th>\n", " <td>TopicTerm</td>\n", " <td>Kunstsammler</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>51629389</th>\n", " <td>TopicTerm</td>\n", " <td>Romanist</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>51689269</th>\n", " <td>TopicTerm</td>\n", " <td>Staatswissenschaftler</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>51587285</th>\n", " <td>TopicTerm</td>\n", " <td>Botaniker</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>51583256</th>\n", " <td>TopicTerm</td>\n", " <td>Bankier</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>69 rows × 3 columns</p>\n", "</div>" ], "text/plain": [ " type label degree\n", "51562647 TopicTerm Historiker 14\n", "51562669 TopicTerm Hochschullehrer 13\n", "51565992 TopicTerm Schriftsteller 10\n", "51563092 TopicTerm Jurist 9\n", "51617740 TopicTerm Volkswirt 7\n", "... ... ... ...\n", "51601402 TopicTerm Kunstsammler 1\n", "51629389 TopicTerm Romanist 1\n", "51689269 TopicTerm Staatswissenschaftler 1\n", "51587285 TopicTerm Botaniker 1\n", "51583256 TopicTerm Bankier 1\n", "\n", "[69 rows x 3 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create new df with those rows only that have a type of \"TopicTerm\"\n", "topicterms_df = schmoller_contacts_df[schmoller_contacts_df[\"type\"] == \"TopicTerm\"]\n", "\n", "# create a dictionary that contains all the degree values of the topic terms\n", "degree_dict = dict(G.degree(topicterms_df.index.tolist()))\n", "\n", "# make a dataframe out of the degree dictionary\n", "degree_df = pd.DataFrame.from_dict(\n", " degree_dict, orient=\"index\", columns=[\"degree\"])\n", "\n", "# add the degree values as a new variable to the topicterms_df\n", "connections_degree_df = pd.concat([topicterms_df, degree_df], axis=1)\n", "\n", "# sort the data frame by degree in descending order\n", "connections_degree_df.sort_values(\"degree\", ascending=False)" ] }, { "cell_type": "markdown", "id": "activated-drilling", "metadata": {}, "source": [ "Gustav von Schmoller was in contact with quite some historians. Who are these historians?" ] }, { "cell_type": "code", "execution_count": 15, "id": "working-structure", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Heyck, Eduard',\n", " 'Lamprecht, Karl',\n", " 'Schulte, Aloys',\n", " 'Lang, Wilhelm',\n", " 'Koser, Reinhold',\n", " 'Zeller, Eduard',\n", " 'Schwegler, Albert',\n", " 'Lenz, Max',\n", " 'Hampe, Karl',\n", " 'Gothein, Eberhard',\n", " 'Fechner, Hermann Adolph',\n", " 'Ermisch, Hubert',\n", " 'Brinkmann, Carl',\n", " 'Sybel, Heinrich von']" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get the node id of the topicterm node \"Historiker\"\n", "historian_term_id = topicterms_df.loc[topicterms_df[\"label\"]\n", " == \"Historiker\"].index[0]\n", "\n", "# get all neighbors (connected nodes) of the historian node\n", "historians_node_ids = [n for n in G.neighbors(historian_term_id)]\n", "\n", "# Print the name of the historians Schmoller was in contact with\n", "[y[\"Name\"] for x, y in G.nodes(data=True) if x in historians_node_ids]" ] }, { "cell_type": "markdown", "id": "revolutionary-captain", "metadata": {}, "source": [ "Awesome, this could be an interesting starting point for the investigation of his academic network. But more on that in [Chapter 3](#How-does-the-academic-network-of-Schmoller-look-like?).\n", "\n", "At first, we jump into his connections to Berlin politics." ] }, { "cell_type": "markdown", "id": "proof-saint", "metadata": {}, "source": [ "# What connections does Schmoller have to Berlin Politics?" ] }, { "cell_type": "markdown", "id": "premier-council", "metadata": {}, "source": [ "In this chapter we ask ourselves the question if Schmoller was connected to Berlin politics and with whom he was in contact with. \n", "\n", "Our approach to retrieve the relevant data from the SoNAR (IDH) database is to query every person that is connected to either the `TopicTerm` \"Politikerin\" or the male counterpart \"Politiker\". We can use this result afterwards to keep only those persons that also have a relationship to Schmoller and Berlin. \n", "\n", "The query below uses the same structure as the query we used in Chapter 1.1 in Notebook 4 of this curriculum. Please read up the explanation in Notebook 4 in case you are confused how the Cypher query in the code block below works.\n", "\n", "\n", "The politics related topic terms we need are the following ones: \n", "\n", "* `TopicTerm Id` for \"Politiker\": `(DE-588)4046517-2`\n", "\n", "* `TopicTerm Id` for \"Politikerin\": `(DE-588)4175019-6` " ] }, { "cell_type": "code", "execution_count": 41, "id": "combined-selling", "metadata": {}, "outputs": [], "source": [ "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "query = \"\"\"\n", "MATCH (n:PerName)--(t:TopicTerm)\n", "WHERE t.Id IN [\"(DE-588)4046517-2\", \"(DE-588)4175019-6\"] \n", "WITH DISTINCT [x in collect(n)|id(x)] as collectedIds\n", "MATCH (n:PerName)-[rel:SocialRelation]-(n2:PerName)-[rel2:RelationToGeoName]-(g:GeoName)\n", "WHERE (n.Id = \"(DE-588)118609378\") AND (id(n2) IN collectedIds) AND (g.Name CONTAINS \"Berlin\")\n", "RETURN n, rel, n2\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "G = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "markdown", "id": "noticed-stocks", "metadata": {}, "source": [ "Alright, let's have a look at the network we just queried:" ] }, { "cell_type": "code", "execution_count": 17, "id": "whole-employer", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "node_labels = nx.get_node_attributes(G, \"label\")\n", "\n", "# defining general variables\n", "## we start off by setting the position of nodes and edges again\n", "pos = nx.spring_layout(G)\n", "\n", "## set the color map to be used\n", "color_map = plt.cm.plasma\n", "\n", "# setup node_colors\n", "node_color_attribute = \"type\"\n", "\n", "groups = set(nx.get_node_attributes(G, node_color_attribute).values())\n", "group_ids = np.array(range(len(groups)))\n", "if len(group_ids) > 1:\n", " group_ids_norm = (group_ids - np.min(group_ids))/np.ptp(group_ids)\n", "else:\n", " group_ids_norm = group_ids\n", "mapping = dict(zip(groups, group_ids_norm))\n", "node_colors = [mapping[G.nodes()[n][node_color_attribute]] for n in G.nodes()]\n", "\n", "\n", "# defining the graph options & styling\n", "## dictionary for node options:\n", "node_options = {\n", " \"pos\": pos,\n", " \"alpha\": 1,\n", " \"node_size\": 150,\n", " \"alpha\": 0.5,\n", " \"node_color\": node_colors, # here we set the node_colors object as an option\n", " \"cmap\": color_map # this cmap defines the color scale we want to use\n", " }\n", "\n", "## dictionary for edge options:\n", "edge_options = {\n", " \"pos\": pos,\n", " \"width\": 1.5,\n", " \"alpha\": 0.2,\n", " }\n", "\n", "## dictionary for node label options: \n", "node_label_options = {\n", " \"pos\": pos,\n", " \"labels\": node_labels,\n", " \"font_size\": 11\n", " }\n", "\n", "\n", "## set plot size and plot margins\n", "plt.figure(figsize=[10,10])\n", "plt.margins(x=0.1, y = 0.1)\n", "\n", "# draw the graph\n", "## draw the nodes\n", "nx.draw_networkx_nodes(G, **node_options)\n", "\n", "## draw the labels\n", "nx.draw_networkx_labels(G, **node_label_options)\n", "\n", "## draw the edges\n", "nx.draw_networkx_edges(G, **edge_options)\n", "\n", "\n", "# create custom legend according to color_map\n", "geom_list = [Circle([], color = rgb2hex(color_map(float(mapping[term])))) for term in groups]\n", "plt.legend(geom_list, groups)\n", "\n", "# show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "altered-danish", "metadata": {}, "source": [ "Schmoller is directly connected to 15 politicians that have a connection to Berlin. Now we can investigate what these relationships are about.\n", "\n", "We can use the `SourceType` attribute of the edges to get a better understanding of how the nodes are connected:" ] }, { "cell_type": "code", "execution_count": 18, "id": "municipal-metropolitan", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "edge_labels = nx.get_edge_attributes(\n", " G, \"SourceType\") # retrieve the edge labels\n", "\n", "# defining general variables\n", "## we start off by setting the position of nodes and edges again\n", "pos = nx.spring_layout(G)\n", "\n", "## set the color map to be used\n", "color_map = plt.cm.plasma\n", "\n", "# setup node_colors\n", "node_color_attribute = \"type\"\n", "\n", "groups = set(nx.get_node_attributes(G, node_color_attribute).values())\n", "group_ids = np.array(range(len(groups)))\n", "if len(group_ids) > 1:\n", " group_ids_norm = (group_ids - np.min(group_ids))/np.ptp(group_ids)\n", "else:\n", " group_ids_norm = group_ids\n", "mapping = dict(zip(groups, group_ids_norm))\n", "node_colors = [mapping[G.nodes()[n][node_color_attribute]] for n in G.nodes()]\n", "\n", "\n", "# defining the graph options & styling\n", "## dictionary for node options:\n", "node_options = {\n", " \"pos\": pos,\n", " \"alpha\": 1,\n", " \"node_size\": 150,\n", " \"alpha\": 0.5,\n", " \"node_color\": node_colors, # here we set the node_colors object as an option\n", " \"cmap\": color_map # this cmap defines the color scale we want to use\n", " }\n", "\n", "## dictionary for edge options:\n", "edge_options = {\n", " \"pos\": pos,\n", " \"width\": 1.5,\n", " \"alpha\": 0.2,\n", " }\n", "\n", "## dictionary for node label options: \n", "node_label_options = {\n", " \"pos\": pos,\n", " \"labels\": node_labels,\n", " \"font_size\": 11\n", " }\n", "\n", "\n", "## set plot size and plot margins\n", "plt.figure(figsize=[10,10])\n", "plt.margins(x=0.1, y = 0.1)\n", "\n", "# draw the graph\n", "## draw the nodes\n", "nx.draw_networkx_nodes(G, **node_options)\n", "\n", "## draw the labels\n", "nx.draw_networkx_labels(G, **node_label_options)\n", "\n", "## draw the edges\n", "nx.draw_networkx_edges(G, **edge_options)\n", "\n", "## draw edge labels\n", "nx.draw_networkx_edge_labels(G, pos = pos, edge_labels=edge_labels)\n", "\n", "\n", "# create custom legend according to color_map\n", "geom_list = [Circle([], color = rgb2hex(color_map(float(mapping[term])))) for term in groups]\n", "plt.legend(geom_list, groups)\n", "\n", "# show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "immediate-tournament", "metadata": {}, "source": [ "We are analyzing the `SocialRelations` of Schmoller. The social relations in the SoNAR (IDH) database have very specific characteristics since they are derived from resources like diaries or letters. We retrieved three different types of social relations for Schmoller, namely `knows`, `associatedRelation` and `correspondedRelation`. The table below provides some information on what these relationship types mean:\n", "\n", "\n", "|Type|Meaning|\n", "|:--|--|\n", "|`knows`|Derived from diary entries, albums or family registers|\n", "|`associatedRelation`|Inference of a social relation|\n", "|`correspondedRelation`| Derived from letters and other correspondences|\n", "\n", "\n", "We can use the attribute `Source` of `SocialRelations` to get the ID of the node the `SocialRelation` was derived from. \n", "\n", "Let's check two examples in more detail. In the network visualization above, we can see that Schmoller `knows` Hans Hermann von Berlepsch. Berlepsch was an administrative lawyer and politician in the Kingdom of Prussia. How do Schmoller and Berlepsch know each other?" ] }, { "cell_type": "markdown", "id": "younger-greensboro", "metadata": {}, "source": [ "At first, we extract the `Source` attribute from the relation between Schmoller and Berlepsch. We can use this source attribute now as a filter for the next database query. The `knows` attribute is derived from a diary or a family album. So we need to query `Resource` nodes to find the document that connects Schmoller and Berlepsch." ] }, { "cell_type": "code", "execution_count": 19, "id": "funny-steps", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Schmoller, Gustav von',\n", " 'Berlepsch, Hans Hermann von',\n", " 'Hoetzsch, Otto',\n", " 'Naumann, Friedrich',\n", " 'Treitschke, Heinrich von',\n", " 'Liszt, Franz von',\n", " 'Duncker, Maximilian Wolfgang',\n", " 'Braun, Heinrich',\n", " 'Bismarck, Otto von',\n", " 'Droysen, Johann Gustav',\n", " 'Delbrück, Hans',\n", " 'Schmidt-Ott, Friedrich',\n", " 'Thiel, Hugo',\n", " 'Münsterberg, Emil',\n", " 'Arendt, Otto',\n", " 'Borght, Richard van der']" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[y[\"Name\"] for x, y in G.nodes(data=True)]" ] }, { "cell_type": "markdown", "id": "dirty-ghana", "metadata": {}, "source": [ "Let's investigate the relationship of Schmoller with Hans Hermann von Berlepsch. We know, there is a relationship between Schmoller and Berlepsch. This relationship links to a `Resource` node that connects both people. When we want to investigate their relationship further, we need to identify this `Resource` node at first. " ] }, { "cell_type": "code", "execution_count": 20, "id": "finnish-leave", "metadata": {}, "outputs": [], "source": [ "# the line below defines the target person's name\n", "target_person = \"Berlepsch, Hans Hermann von\"\n", "\n", "# Now we can extract the \"Source\" attribute from the relationship between Schmoller (the source) and Berlepsch (the target)\n", "source = [attribute[\"Source\"] for source, target, attribute in G.edges(data=True) if (G.nodes(\n", " data=True)[source][\"Id\"] == \"(DE-588)118609378\") and (G.nodes(data=True)[target][\"Name\"] == target_person)]" ] }, { "cell_type": "code", "execution_count": 21, "id": "fabulous-contractor", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'BibDE_611_HS_3090549'" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "source[0]" ] }, { "cell_type": "markdown", "id": "framed-maintenance", "metadata": {}, "source": [ "Now we run a query against the database to get all relevant nodes and their relationships with the resource we identified above. " ] }, { "cell_type": "code", "execution_count": 22, "id": "unexpected-federation", "metadata": {}, "outputs": [], "source": [ "query = \"\"\"\n", "MATCH (res:Resource)-[rel:SocialRelation|RelationToPerName|RelationToTopicTerm]-(n)\n", "WHERE res.id = \"{source}\" \n", "WITH DISTINCT [x in collect(res)+collect(n)|id(x)] as collectedIds\n", "MATCH (n)-[rel:SocialRelation|RelationToPerName|RelationToTopicTerm]-(n2)\n", "WHERE ID(n) in collectedIds AND ID(n2) in collectedIds\n", "RETURN n,n2,rel\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "schmoller_berlepsch_graph = to_nx_graph(neo4j_driver=driver,\n", " query=query.format(source=source[0]))" ] }, { "cell_type": "markdown", "id": "funded-bristol", "metadata": {}, "source": [ "Let's visualize the graph:" ] }, { "cell_type": "code", "execution_count": 23, "id": "cheap-grammar", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqwAAAKaCAYAAAD74QuAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAC9p0lEQVR4nOzdd3hb5fn/8bcky3tK8l6yHcd29oYEAgFK2JQkhFF+hFBWCatAKRQo0DJKgVIoYbVAKRBGG1ZpCIUUUlaADDKJM7xly0Pykm3tc35/5GuVQBKcxPaR7ft1XVzElnR0S1Gkj57zPPejU1UVIYQQQgghwpVe6wKEEEIIIYQ4EAmsQgghhBAirElgFUIIIYQQYU0CqxBCCCGECGsSWIUQQgghRFiLONCFFotFtVqtg1SKEEIIIYQYqdavX+9QVTV1X5cdMLBarVbWrVs3MFUJIYQQQgjxf3Q6Xc3+LpMpAUIIIYQQIqxJYBVCCCGEEGFNAqsQQgghhAhrB5zDKoQQQggh/sfv92Oz2fB4PFqXMmRFR0eTk5OD0Wjs820ksAohhBBC9JHNZiMhIQGr1YpOp9O6nCFHVVWcTic2m42CgoI+306mBAghhBBC9JHH48FsNktYPUQ6nQ6z2XzQI9QSWIUQQgghDoKE1cNzKM+fBFYhhBBCCBHWZA6rEEIIIcQhGmV9jOam7n47Xlp6HLurrzngdQwGA+PHjycQCFBWVsbf/vY3YmNj+3T86upqCgoK+NOf/sQ11+y5n6uvvppp06axePHiwy1/wMgIqxBCCCHEIerPsNrX48XExLBx40a2bt1KZGQkTz31VJ+OHQgEAEhLS+PRRx/F5/MdVq2DSQKrEEIIIcQQNXv2bHbv3k13dzc//elPmTFjBpMnT+btt98G4Pnnn+fMM8/k+OOP54QTTgAgNTWVE044gb/97W/fO95f/vIXpk+fzsSJE1mwYAE9PT0ALF68mCuvvJIjjzySwsJCVq9ezU9/+lPKysr2Gpl9//33mTlzJlOmTGHhwoV0dXX1y+OUwCqEEEIIMQQFAgFWrlzJ+PHjuffeezn++OP56quv+Oijj7jpppvo7t4zWrthwwaWL1/Of//739Btb775Zh566CGCweBex5w/fz5r165l06ZNlJWV8eyzz4Yua2trY82aNfzxj3/kzDPP5Prrr2fbtm1s2bKFjRs34nA4uOeee1i1ahUbNmxg2rRpPPzww/3yWGUOqxBCCCHEEOJ2u5k0aRKwZ4T1kksuYdasWfzzn//koYceAva036qtrQXgxBNPxGQy7XWMwsJCjjjiCF5++eW9fr9161Zuv/122tvb6erq4qSTTgpddsYZZ6DT6Rg/fjzp6emMHz8egLFjx1JdXY3NZuObb77hqKOOAsDn8zFz5sx+ecwSWIUQQgghhpDeOazfpqoqr7/+OiUlJXv9/ssvvyQuLm6fx7n11ls5++yzOfbYY0O/W7x4MW+99RYTJ07k+eefZ/Xq1aHLoqKiANDr9aE/9/4cCAQwGAyceOKJvPLKK4f5CL9PpgQIIYQQQgxxJ510Eo899hiqqgLw9ddf/+BtSktLGTNmDO+8807ody6Xi8zMTPx+P8uWLTuoGo488kg+++wzdu/eDUB3dzc7d+48qGPsjwRWIYQQQohDlJa+79HLwT7er3/9a/x+PxMmTGDs2LH8+te/7tPtbrvtNmw2W+jnu+++myOOOIKjjjqK0tLSg6ohNTWV559/nvPPP58JEyYwc+ZMysvLD+oY+6PrTeL7Mm3aNHXdunX9ckdCCCGEEEPd9u3bKSsr07qMIW9fz6NOp1uvquq0fV1fRliFEEIIIURYk8AqhBBCCCHCmgRWIYQQQggR1iSwCiGEEEKIsCaBVQghhBBChDUJrEIIIYQQIqzJTldCCCGEEIeo0zcDFUe/HU+HhcTIrw54HYPBwPjx4wkEAhQUFPDiiy+SnJzcbzWEIxlhFUIIIYQ4RP0ZVvt6vN6tWbdu3YrJZOLxxx/v1xr6IhgMDur9SWAVQgghhBiiZs6cSX19PQAVFRWcfPLJTJ06ldmzZ4d2mfrHP/7BuHHjmDhxIscccwwAHo+Hiy++mPHjxzN58mQ++ugjAJ5//nmuvvrq0PFPP/10Vq9eDUB8fDw33ngjEydOZM2aNbzwwgtMmDCBiRMncuGFFwLQ0tLCggULmD59OtOnT+ezzz7rl8cpUwKEEEIIIYagYDDIf/7zHy655BIALr/8cp566imKi4v58ssvWbJkCR9++CG//e1v+fe//012djbt7e0APP744+h0OrZs2UJ5eTlz585l586dB7y/7u5ujjjiCP7whz+wbds27rnnHj7//HMsFgutra0AXHfddVx//fUcffTR1NbWctJJJ7F9+/bDfqwSWIUQQgghhhC3282kSZOor6+nrKyME088ka6uLj7//HMWLlwYup7X6wXgqKOOYvHixZxzzjnMnz8fgE8//ZRrrrkGgNLSUvLz838wsBoMBhYsWADAhx9+yMKFC7FYLACYTCYAVq1axTfffBO6TWdnJ11dXcTHxx/WY5bAKoQQQggxhPTOYe3p6eGkk07i8ccfZ/HixSQnJ7Nx48bvXf+pp57iyy+/ZMWKFUydOpX169fv99gREREoihL62ePxhP4cHR2NwWA4YG2KovDFF18QHR198A/sAGQOqxBCCCHEEBQbG8uf/vQn/vCHPxAbG0tBQQH/+Mc/AFBVlU2bNgF75rYeccQR/Pa3vyU1NZW6ujpmz57NsmXLANi5cye1tbWUlJRgtVrZuHEjiqJQV1fHV1/tu2PB8ccfzz/+8Q+cTidAaErA3Llzeeyxx0LX21eAPhQSWIUQQgghDpEOi6bHmzx5MhMmTOCVV15h2bJlPPvss0ycOJGxY8fy9ttvA3DTTTcxfvx4xo0bx6xZs5g4cSJLlixBURTGjx/Pueeey/PPP09UVBRHHXUUBQUFjBkzhmuvvZYpU6bs837Hjh3LbbfdxrHHHsvEiRO54YYbAPjTn/7EunXrmDBhAmPGjOGpp546vCfk/+hUVd3vhdOmTVPXrVvXL3ckhBBCCDHUbd++nbKyMq3LGPL29TzqdLr1qqpO29f1ZYRVCCGEEEKENQmsQgghhBAirElgFUIIIYQ4CAeaTil+2KE8fxJYhRBCCCH6KDo6GqfTKaH1EKmqitPpPOi2V9KHVQghhBCij3JycrDZbLS0tGhdypAVHR1NTk7OQd1GAqsQQgghRB8ZjUYKCgq0LmPEkSkBQgghhBAirElgFUIIIYQQYU0CqxBCCCGECGsSWIUQQgghRFiTwCqEEEIIIcKaBFYhhBBCCBHWJLAKIYQQQoiwJoFVCCGEEEKENdk4QAghhBAiDKmqir2hizVrbNTVdgCQm5fEzJk5ZGbFo9PpNK5w8EhgFUIIIYQIMx0dHv721018s60FQ4SeuDgjALt2tfLBvysYMzaViy6eSFJStMaVDg6ZEiCEEEIIEUY6O708/OAX7NrZSm5eItnZCSQnR5OcHE12dgK5eYns2tXKww9+QWenV+tyB4UEViGEEEKMaP/4xz+YPHkykyZNorS0lJ/85Cc/eBur1crWrVv3e/lTTz3FH//4R/75z39y00037fM61dXVWCyW7/15+Wvf4HB07/e0v06nIzMzHoejm9f//s0B63z++edJTk5m0qRJof927Njxg48v3MiUACGEEEKMWHa7nSVLlrBhwwZyc3NRVZWNGzce9nF/9rOfhf585pln9vl2bW0e1q1rIDMr/gevm5EZz5df1jHv7DKSk/c/NeBHP/oRy5cv3+/lgUCAiIjwjoQywiqEEEKIEauxsRGj0YjZbAb2jF5Onjw5dPmaNWs4+uijmThxIhMnTuT9998PXfb3v/+dmTNnYrVaWbp0aej3v/jFL5g+fToTJ07khBNOoKamJnTZ448/zqhRo5gyZQrPPvvs9+rZsqkRVYWGhnKeee46Hn/yUh5/8lLKd6wBoK3Nzr2/O4OV7z3Ok09fxjfb/83mjY0H/bitViu33HILM2bM4IorrqCxsZHjjjuOqVOnMnbsWH75y1+GrnvXXXdx/vnnc+qpp1JaWsppp51GT08PsCeM947c5uXl7fXc9afwjtNCCCGEEANo4sSJzJgxg7y8PObMmcPRRx/NhRdeiNlsprW1lXnz5vHGG28wa9YsgsEgnZ2dodv29PSwZs0aqqurGTduHIsXLyY+Pp5bbrmFhx56CIBnnnmGm2++mVdffZXNmzdz77338vXXX5Oens6SJUu+V0+Lo4dgsJt/vfsHFi36PQlxZpodNp597hquv/bF/7vfDrKzSznl5KuwN7hocfQc8DGuWrWKSZMmAVBQUMCbb74JQGdnJ1999RUAHo+Hd955h/j4ePx+PyeddBLvvfceJ598MgDr1q1j7dq1JCUlcdJJJ7Fs2TIuu+wy/vnPfwLQ0dHB7NmzueOOOw7jb2P/JLAKIYQQYsTS6/W89dZbbN26lf/+97+89dZbPPjgg2zZsoU1a9YwZswYZs2aBYDBYCAlJSV02/POOw/YM1qZkpKCzWajtLSUlStX8vjjj9PV1UUgEAhdf/Xq1Zx22mmkp6cDcPnll/P3v/99r3oiDHoa7NtpbWvgub/eiKooqKqKqqjU2naSlppFREQk48cdD4CqgtFoOOBj3N+UgEWLFoX+HAwGuemmm/j8889RVZXGxkY2btwYCqwnnXQSycnJABxxxBFUVFSEbuv3+5k/fz4XX3wx8+bNO/ATfogksAohhBBixBs3bhzjxo3jqquuYsyYMaxevZqoqKgD3iY6+n/zRg0GA4FAgJqaGq6//nrWrl1LQUEBn3/+eZ8WcfWKjQvQ2enCbMplwfzfEhMdQ4+7B71eT1paGu3tjURGxoQWYwUCCrm5iYf0mOPj/zdP9uGHH6atrY0vv/yS6OhoLr/8cjwez34fq9vtDv186aWXMnbsWK6//vpDqqMvZA6rEEIIIUas+vp61qxZE/rZZrPR0tJCQUEBM2fO5JtvvgldHgwGaWtrO+DxOjs7iYyMJCMjA0VReOqpp0KXzZkzh3fffZfm5maA0BzWtrY2qqurCQQCJCS6yc0po6Ozie7u+j2hWQWXq+F79+XxBIiJNdLjruaEE044rOehvb2dzMxMoqOjqa+v5+233+7T7e666y7a29t55JFHDuv+f4iMsAohhBBixAoEAtx5553U1NQQExODoijcc889ocVDb7zxBjfccAPd3d3o9XoeeughfvSjH+33eOPHj2fhwoWMGTMGi8XCqaeeyscffwzAhAkTuPXWWznqqKOIj4/nmGOOIRgMUllZicfjQa/XM3nyBBb/1ERPz+18+NHf6OpqI6gESLXkUlg4MXQ/irJnF6xzzxtLQ8N6YmJiDut5uPbaa1m4cCHjxo0jJyenzwH4N7/5DaNHj2bKlCkAlJSU8Nprrx1WLfuiU1V1vxdOmzZNXbduXb/fqRBCCCHESBMMBmltbcXhcNDT04NOpyM5ORmLxUJCQkLoNL+iqLz80hb+/V45kZEBcnLSiIr+3/SELpePlpYe5hyXz/kXjOfnP7+Oc845h6OPPlqrh9YvdDrdelVVp+3zMgmsQgghhBADx+Vy4XA4aG9vR1EUYmJisFgsmEym/fY/9fsDvPLyJ3y5phVF2bvHqtkSw6mnFXPkzBz0+u9vLDBUHSiwypQAIYQQQoh+5vP5cDqdOBwOfD4fBoMBs9mMxWIhNjb2B2/f3NzE2HGJzF8wg8ZGL63OPYucTOYYCgtThlVQ7QsJrEIIIYQQ/UBRFNrb23E6naF+rYmJiWRnZ5OcnIxe37e17j6fj6amJsxmM/HxcYwaFQejBrLy8CeBVQghhBDiMPT09OBwOGhtbSUYDBIZGUlWVhZms5nIyMiDPl5Dw56OAFlZWf1d6pAlgVUIIYQQ4iAFAoHQAiq3241er99rAdWh6unpwel0kpGRcUhhd7iSwCqEEEII0Qeqqu61gEpVVeLi4sjLy8NkMmEwHHjHqb6w2WxERESQkZHRDxUPHxJYhRBCCCEOwOv1hhZQ+f1+IiIiSE1NxWKxHHb/02/r6OjA5XKRm5vbL+F3OJHAKoQQQgjxHYqi0NbWhtPpxOVyAZCUlITZbCY5OTnUM7W/qKpKff2ena1SU1P79djDgQRWIYQQQoj/093djcPhoK2tjWAwSFRUFNnZ2ZjNZoxG44Ddr9PpxO12U1hY2O9heDiQwCqEEEKIEc3v94cWUPVukZqSkoLFYiE+Pn7A719RFBoaGoiPjyclJWXA728oksAqhBBCiBFHVVU6OjpwOp10dHSgqirx8fHk5+eTkpIyqHNIm5qa8Pv9FBYWDtp9DjUSWIUQQggxYng8HpxOJ06nE7/fj9FoJC0tDYvFQnR09A8foJ/5/X4aGxtJSUkZlNHcoUoCqxBCCCGGtWAwGFpA1dXVhU6nCy2gSkpK0nTOaENDA6qqkp2drVkNQ4EEViGEEEIMS11dXaEFVIqiEB0dTU5ODiaTaUAXUPWVx+PB4XCQlpZGVFSU1uWENQmsQgghhBg2/H5/qGeq1+vFYDBgMpmwWCzExcVpXd5ebDYbBoOBzMxMrUsJexJYhRBCCDGkqapKe3t7aAEVQEJCApmZmaSkpKDX6zWu8PtcLhcdHR1kZ2cTESFx7IfIMySEEEKIIcntdocWUAUCAYxGI5mZmZjN5rA/xW6z2YiMjCQtLU3rUoYECaxCCCGEGDKCwWCoZ2pPTw86nY7k5GQsFgsJCQlDoul+a2srPT09WK3WsBz9DUcSWIUQQggR9lwuFw6Hg/b2dhRFISYmhtzcXEwm05A6pa4oCvX19cTGxmI2m7UuZ8gYOn/DQgghhBhRfD5faAGVz+fDYDBgNpuxWCzExsZqXd4haWlpwefzYbVatS5lSJHAKoQQQoiwoShKaAFVZ2cnAImJiWRnZ5OcnDykT6EHAgHsdjtJSUkkJCRoXc6QIoFVCCGEEJrr6enB4XDQ2tpKMBgkMjKSrKwszGYzkZGRWpfXL+x2O8FgUDYJOAQSWIUQQgihiUAgEFpA5Xa70el0pKSkhBZQDSder5eWlhYsFgsxMTFalzPkSGAVQgghxKBRVXWvBVSqqhIbG0teXh4mkwmDwaB1iQOivr4enU5HVlaW1qUMSRJYhRBCCDHgvF5vqGeqz+cjIiKC1NTUETHi2N3dTVtbG5mZmWGxJexQJIFVCCGEEANCURTa2tpwOp24XC4AkpKSyMnJITk5eUj0TO0PNpsNo9FIRkaG1qUMWRJYhRBCCNGvuru7cTgctLW1EQwGiYqKIjs7G5PJNGwWUPVVe3s7XV1d5OXlDekOB1qTwCqEEEKIwxYIBEI9Uz0eD3q9PrSAKj4+XuvyNKGqKjabjejoaCwWi9blDGkSWIUQQghxSFRVpbOzE4fDQUdHB6qqEhcXR35+PikpKcN2AVVfORwOvF4vo0aNGjHTHwaKBFYhhBBCHBSPxxNaQOX3+4mIiCAtLQ2LxUJ0dLTW5YWFYDBIQ0MDCQkJJCUlaV3OkCeBVQghhBA/KBgMhhZQdXV1odPpSEpKwmw2k5SUJCOI39HY2EggECAnJ0frUoYFCaxCCCGE2K+urq7QAipFUYiOjiYnJweTySQtmvbD5/PR3NyMyWQiNjZW63KGBQmsQgghhNiL3+8PLaDyer3o9XpMJhMWi4W4uDitywt7DQ0NqKoqW7D2IwmsQgghhEBVVTo6OkILqADi4+PJzMwkJSVFWjL1kdvtxul0kp6ePuJaeA0kCaxCCCHECNYbsJxOJ4FAINTg3mKxEBUVpXV5Q47NZsNgMJCZmal1KcOKBFYhhBBihAkGg7S2tuJ0Ounu7kan05GcnIzZbCYxMVEWUB2izs5OOjs7ycnJGfEtvfqbBFYhhBBihHC5XDgcDtrb21EUhZiYGHJzczGZTERESCQ4HL2bBERFRZGWlqZ1OcOOvDqFEEKIYczn84VO+Xu9XgwGA2azGYvFIivY+1Fraytut5vCwkIZoR4AEliFEEKIYUZRlNACqs7OTgASEhLIysoiOTlZFlD1M0VRqK+vJy4ujpSUFK3LGZYksAohhBDDRE9PT2g0NRgMEhkZSWZmJhaLRVasD6Cmpib8fj+FhYValzJsSWAVQgghhrBAIBBaQNXT04NOpyMlJSW0gEoMrEAgQFNTE8nJycTHx2tdzrAlgVUIIYQYYlRV3WsBlaqqxMbGkpeXh8lkkhXqg6ihoQFFUWSTgAEmgVUIIYQYIrxeb+iUv8/nIyIigtTUVMxmsyyg0oDH48HhcGCxWIiOjta6nGFNAqsQQggRxhRFob29HYfDgcvlAiAxMZGcnBySk5NlRbqG6uvr0ev1ZGVlaV3KsCeBVQghhAhD3d3dOJ1OWltbCQaDREVFkZWVhdlslgVUYaCrq4v29nays7Olh+0gkGdYCCGECBOBQCB0yt/tdqPX60MLqBISErQuT3yLzWbDaDTKJgGDRAKrEEIIMQA6OjpoaWlh1KhRB7yeqqp0dnbicDjo6OhAVVXi4uLIz88nJSVFFlCFoba2Nrq7u7FardLTdpBIYBVCCCH6UTAYxGAw8OSTT7J582b+8pe/EBcX973reTye0Giq3+8nIiKCtLQ0WcAT5lRVpb6+npiYGEwmk9bljBgSWIUQQoh+1Dsiev755/Pxxx9TVVXFuHHj9rqOoih88803ACQlJWE2m0lKSpIFVENAc3MzXq+X4uJi+fsaRBJYhRBCiEOkKArAXqeF7XY7999/Pw0NDezevZv33nvve4FVVVUKCwuJi4vDaDQOas3i0AWDQex2O4mJibIpwyCTiRdCCCHEIdLr9ej1+lBwBXjxxRdpbGzkb3/7GwsXLmT58uU4nc69bmcwGEhOTpawOsTY7XaCwSA5OTlalzLiSGAVQgghfkAwGKSmpga32w3sGSEF+PTTT1mwYAGXXXYZb7/9NgA1NTWceeaZxMbG8pvf/Ibo6Gg2bdqkWe2if3i9XpqbmzGbzcTExGhdzogjUwKEEEKI/VAUBb1eT1NTE++//z7jxo1jypQpuFwu3G43TzzxBFdeeSWFhYWMHz+eDRs20N7eTmJiIt3d3cTFxZGRkcGLL77InDlzZEX5ENbQ0IBOp5NNAjQi/3KEEEKI7+gdQe0NmLGxsaxYsYILL7yQOXPmsHPnTt577z0mTJjAtm3bWLJkCePHjyclJYXZs2fz9ttvs2HDBmDPoqovv/yS6upqrR6OOEw9PT20traSnp4umzZoRAKrEEIIwf9CKhBa/b1x40ZuuOEGAKKiosjPz+fZZ59l1qxZ9PT08OSTT+JwOLj//vv54osvSEtLY9GiRcyYMYO77rqLsWPHkpiYyJ///GcKCws1eVzi8NlsNiIiIkhPT9e6lBFLpgQIIYQY0Xr7pn63RdENN9zA559/zpw5czAajTz44IM8//zzfPzxx4wZM4bjjjuOV199lQsuuIDS0lI6Ojq45557uP7667n88suZPn062dnZshPSENfR0YHL5SIvL082cdCQBFYhhBAjTm9Ihf/1Tf3kk08wmUyMHTuWbdu2sWPHDr744ovQbSIjI0lPT2fLli0ATJgwgfPOO4/f/va3tLe3U1NTw+zZs0PBd/LkyYP8qER/U1UVm81GdHQ0FotF63JGNAmsQgghRoTeBVTwv5Dq9/v5/PPPufrqqykqKqKkpISysjLmzp1LZWVlaAcqv99PZGQkY8eOZf369TzxxBOkpqby4x//mHPOOYeNGzdywgknyPzGYcbhcODxeCgqKpJNAjQmc1iFEEIMW01NTbz22ms89dRTtLS0AHuC6xdffMHChQv54IMP+Oijj3jvvfd45ZVX2LVrF8uWLcPhcDB16lTefvttdDodkZGRuN1uZs2axamnnsrTTz/N9u3bsVgsZGZmcsopp0hYHWaCwSANDQ3Ex8eTnJysdTkjnoywCiGEGJZ27NjB0qVLGT16NNdccw1erxdVVRk/fjzTp0/nvPPO49RTT+X+++/nrbfeIjY2lpkzZ3L99deTk5PD3Llzueuuu9Dr9bz33nvs2LGDlStXctZZZ3HWWWdp/fDEAGtqaiIQCMgmAWFCAqsQQohhqaSkhMzMTNxuN3feeScGg4E77riDE044gZ07d7JgwQJcLhdHHnkkLS0t/PWvfw3dduvWrSxatIjc3FxefPFFxo0bx+9+9ztiY2M1fERisPj9fpqamkhJSSEuLk7rcgQSWIUQQgxDH3zwAc8++yydnZ1YrVYsFgsOh4OamhoWL17MhRdeCEBcXBynn346V155JZ9++ilOp5Mnn3ySWbNmYbVaOe644zjuuOM0fjRisDU0NKCqKtnZ2VqXIv6PzGEVQggxrFRVVfHggw9y7rnn8otf/IKvvvqK5ORkurq6+OKLL5gyZQoxMTGsXLkSvV7PMcccwx133MErr7zC0qVLOf/887n99tuJj4/X+qEIDbjdbhwOB2lpaURFRWldjvg/MsIqhBBiWGlra6OtrY158+YBsGjRIjweD7GxsZSXl6OqKueddx6PPPIIp5xyCgDnnnsu8+fPx2g0alm6CAP19fUYDAYyMjK0LkV8i4ywCiGEGPK+vUuVwWDg2GOPZdOmTQCMHj2azz77jIKCAnbt2sXnn3/OxRdfTGFhIX6/P3Q7Cauis7OTjo4OMjMziYiQMb1wIoFVCCHEkOXxeLDb7XsF1sLCQiIjI3nppZcASE1NZefOnXg8HgoKCkhKSsJsNvPkk09KSBV7qa+vJzIyktTUVK1LEd8hXx+EEEIMKYqi0NbWhsPhoKurC4CkpKTQCv6EhAQuvvhilixZwgknnEB7ezvXXXcdZ599tuxWJPbL6XTS09NDQUFBaIMJET4ksAohhBgSurq6cDqdtLa2oigK0dHRZGdnYzabvzdSWlxczPPPP09lZSWzZ8/WqGIxVCiKQkNDA7GxsZhMJq3LEfsggVUIIUTY8vv9OJ1OnE4nHo8HvV6PyWTCbDb/4Cr+7OxsaUsk+qS5uRmfz4fVatW6FLEfEliFEEKEFVVV6ejowOFw0NnZiaqqxMfHY7VaSUlJkdO1ol8FAgEaGxtJSkoiISFB63LEfkhgFUIIERY8Hg8OhwOn00kgEMBoNJKeno7ZbCY6Olrr8sQwZbfbURRFtmANcxJYhRBCaCYYDIYWUHV3d6PT6UhKSsJisZCYmIhOp9O6RDGMeb1eWlpasFgs8qUozElgFUIIMehcLhdOp5O2tjYURSEmJoacnBzMZrP0vxSDxmazodPpyMzM1LoU8QPkXUEIIcSg8Pl8oQVUXq8Xg8GA2WzGbDYTFxendXlihOnq6qK9vZ2srCzpxzsESGAVQggxYFRVpb29PbSACvb0Sc3KyiI5OVkWUAnN2Gy20DxpEf4ksAohhOh3brcbh8NBa2srgUCAyMhIMjMzMZvNREVFaV2eGOHa2tro7u4mPz9fvjQNERJYhRBC9ItgMEhraysOh4Oenh50Oh3JyclYLBYSEhJkAZUIC6qqUl9fT0xMDGazWetyRB9JYBVCCHFYOjs7QwuoVFUlNjaW3NxcTCaTLKASYaelpQWv18uoUaPkS9QQIu8kQgghDprP5wv1TPX5fBgMBlJTUzGbzcTGxmpdnhD7FAwGsdvtJCQkkJSUpHU54iBIYBVCCNEniqKEFlC5XC4AEhMTycnJISkpSeYCirDX2NhIIBCQTQKGIAmsQgghDqinpye0gCoYDBIVFUVWVhZms5nIyEityxOiT3w+H01NTXIWYIiSwCqEEOJ7AoFAaAGV2+1Gr9fvtYBKiKGmvr4egKysLI0rEYdCAqsQQghgz+rp3gVU7e3tqKpKXFwceXl5mEwmDAaD1iUKcUh6enpobW0lIyNDzgoMURJYhRBihPN6vaEFVH6/n4iICNLS0jCbzcTExGhdnhCHzWazERERQUZGhtaliEMkgVUIIUYgRVFoa2vD4XDQ1dUFQFJSEhaLhaSkJGn3I4aNjo4OXC4Xubm5cpZgCJPAKoQQI0hXVxdOp5PW1lYURSEqKors7GzMZrPspy6Gnd5NAqKiokhNTdW6HHEYJLAKIcQw5/f7QwuoPB4Per2elJQULBYL8fHxWpcnxIBxOp243W4KCwvlrMEQJ4FVCCGGIVVV6ejowOl00tHRgaqqxMfHk5+fT0pKipwaFcOeoig0NDQQHx9PSkqK1uWIwySBVQghhhGPxxNaQBUIBDAajaSnp2M2m4mOjta6PCEGTVNTE36/n8LCQq1LEf1AAqsQQgxxwWAwtICqu7sbnU4XWkCVmJgop0LFiOP3+2lsbCQlJUWmvQwTEliFEGKIcrlcOJ1O2traUBSF6OhocnJyMJvNRETI27sYuRoaGlBVlezsbK1LEf1E3tGEEGII8fl8OJ1OnE4nXq8Xg8GAyWTCYrEQFxendXlCaK53WkxaWhpRUVFalyP6iQRWIYQIc6qq0t7ejsPhoLOzE4CEhAQyMzNJSUlBr9drXKEQ4cNms2EwGMjMzNS6FNGPJLAKIUSYcrvdOBwOWltbCQQCREZGkpmZidlslpEjIfbB5XLR0dFBdna2TIsZZuRvUwghwkgwGAz1TO3p6UGn05GcnIzFYiEhIUEWUAlxADabjcjISNLS0rQuRfQzCaxCCBEGOjs7QwuoVFUlJiaG3NxcTCaTjBQJ0Qetra309PRgtVplmswwJO+CQgihEZ/PF+qZ6vP5MBgMpKamYjabiY2N1bo8IYYMRVGor68nNjYWs9msdTliAEhgFUKIQaQoSmgBlcvlAiAxMZHs7GySk5NlZEiIQ9DS0oLP58NqtWpdihggEliFEGIQ9PT0hBZQBYNBIiMjycrKwmw2ExkZqXV5QgxZgUAAu91OUlISCQkJWpcjBogEViGEGCCBQCC0gMrtdqPX6/daQCWEOHx2u51gMCibBAxzEliFEKIfqaoaWkDV3t6OqqrExcWRl5eHyWTCYDBoXaIQw4bX66WlpQWLxUJMTIzW5YgBJIFVCCH6gdfrDS2g8vv9REREkJaWhtlslg9SIQZIfX09Op2OrKwsrUsRA0wCqxBCHCJFUWhra8PhcNDV1QVAUlISFouFpKQk6ZkqxADq7u6mra2NzMxMjEaj1uWIASaBVQghDlJ3dzcOh4O2tjaCwSBRUVFkZ2djNpvlg1OIQWKz2TAajWRkZGhdihgEEliFEKIP/H5/aAGVx+NBr9eTkpKCxWIhPj5e6/KEGFHa29vp6uoiPz9fWsGNEBJYhRBiP1RVpaOjA6fTSUdHB6qqEh8fT35+PikpKbKASggNqKqKzWYjOjpaNgkYQSSwCiHEd3g8nlDPVL/fj9FoJD09HbPZTHR0tNblCTGiORwOvF4vo0aNknniI4gEViGEAILBYGgBVXd3NzqdLrSAKjExUT4YhQgDwWCQhoYGEhISSEpK0rocMYgksAohRrSurq7QAipFUYiOjiYnJweTySQLqIQIM42NjQQCAXJycrQuRQwyCaxCiBHH7/fjdDpDpxYNBgMmkwmLxUJcXJzW5Qkh9sHn89Hc3IzJZCI2NlbrcsQgk8AqhBgRVFWlvb09tIAKICEhgczMTFJSUmSlsRBhrqGhAVVVZQvWEUoCqxBiWHO73aEFVIFAAKPRSGZmJmazmaioKK3LE0L0gdvtxul0kp6eTmRkpNblCA1IYBVCDDvBYDDUM7WnpwedTkdycjIWi4WEhARZQCXEEGOz2YiIiCAzM1PrUoRGJLAKIcJCIKBQvt1BbW0Hfl8QkzmWcePTSEnpexspl8uFw+Ggvb0dRVGIiYkhNzcXk8lERIS83QkxFHV2dtLZ2Ulubq70Ph7B5B1cCKEpVVX59JNa3nl7J52dPgwG0Ol0BAIKer2OqdMyWbBwDMnJ+w6uPp8vtIDK5/NhMBgwm81YLBZZmCHEENe7SUBUVBSpqalalyM0JIFVCKEZVVV5641y3l2xm4yMOPLyE/e6PBhU2LC+karKdm785azQaKuiKKEFVJ2dnQAkJiaSnZ1NcnKyLKASYphobW3F7XZTWFgoU3lGOHlXFyLM/eMf/2Dy5MlMmjSJ0tJSfvKTn/zgbaxWK1u3bh2wmp5//nnOPvtsAFavXs20adMO6Thfb2jk3RW7yctPJCb2+z1PK6vWseK9X/HYExcwYfwkpk+fzh/+8Ac2b95MVVUVHo+HrKwsxo8fT3FxMSaT6YBhdfXq1bz//vuHVKsQYnApikJ9fT1xcXGkpKRoXY7QmIywChHG7HY7S5YsYcOGDeTm5qKqKhs3btS6rH4RCARY+e5uUkzRGAzfD5m7dn/FG2/+nvPOuQuzuYDKilZOPCmSdes/ZP78+aEFVAdj9erVdHV1MXfu3P56GEKIAdLU1ITf76ewsFDrUkQYkBFWIcJYY2MjRqMRs9kM7JnbOXny5NDla9as4eijj2bixIlMnDhxr9HDv//978ycOROr1crSpUtDv7dardx+++3MnDmTvLw8Xn75ZR555BFmzJjBqFGj+Pjjj0PXfeGFFxg/fjwTJkxg3rx5NDc3/2DN7777LkcddRRTp05l5syZfPHFF8CesDhhwgQuvvhiJk2axIsvvo6ttpOkpH20llLhP//5K0fMOJvISAuuThdGow6/N4ulS5dSUFDA+vXr9xrZ/fZI744dO5g5cyYTJ05k3LhxPPTQQ2zZsoWnnnqKF154gUmTJnH//fcTCAQ46aSTmDZtGmPHjuXiiy/G5/MBUFxczKZNm0LHX7p0KRdffPH3Sj3Q9dauXcvMmTOZMGECM2fOZO3atQBUV1djsVi47bbbmDx5MiUlJXz66ac/+NwKMVL4/X4aGxtJTk4mPj5e63JEGJDAKkQYmzhxIjNmzCAvL4+zzz6bRx55BKfTCeyZ2zVv3jweeOABNm3axIYNG5g+fXrotj09PaxZs4bVq1dzyy230NXVFbrM6/WyZs0aXn/9dS677DKMRiNfffUV9913H7feeisAW7du5ZZbbuH9999n8+bNjBs3jmuuueaA9VZUVHD33XezcuVK1q9fzzPPPMM555wTunzbtm1cfvnlbNy4kSmTj0Wn53vz0txuNw32BuyNu7CYCoiLjSM1NZWc3DTa29U+rRJ+4oknOPPMM9m0aRNbt27lkksuYfz48fzsZz9j0aJFbNy4kVtuuQWDwcDLL7/MunXr2Lp1K8FgkOeeew6Aiy66iL/97W+hY/71r3/dZ2Dd3/V8Ph8LFizgnnvuYfPmzdx9990sWLAgFIidTiczZ87k66+/5o477uDmm2/+wcclxEhht9tlkwCxFwmsQoQxvV7PW2+9xerVqznuuONYsWIFEyZMoLW1lTVr1jBmzBhmzZoFgMFg2Gue13nnnQfsGVFNSUnBZrOFLjv33HMBmDJlCj09PaGfp06dyu7duwH46KOPOPXUU0N9D6+44gpWrVp1wHr//e9/U1FRwTHHHMOkSZO44IILCAQCNDU1AXtGI2fOnLnvG6vQ2dFJdVU1NTU1AJjMZhKTEokwRvDmW7/l0aWLycjI+MHn7ZhjjuGZZ57h17/+NR9++CHJycn7vJ6iKDz00ENMmjSJCRMm8OGHH4amXCxatIhXXnmFQCDAli1baG9vZ/bs2d87xv6ut2PHDiIjIznhhBMA+NGPfkRkZCQ7duwAID4+ntNPPx2AI488koqKih98XEKMBB6PB4fDgcViITq6723txPAmgVWIIWDcuHFcddVVfPDBByQlJbF69eofvM233+gNBgOBQOB7l/WOVn77529f72CpqsrJJ5/Mxo0bQ/81NDSQnp4OsNepvZSUGBRlz20URcHZ6qS7u5vomGjS09OxWKzU1m0LXX/uj37Fb+96KRR+IyIiUBQldLnH4wn9ecGCBXzyyScUFRVx//33c+GFF+6z3pdffplPP/2UTz75hC1btrBkyZLQcfLy8hg7diwrV67k+eefZ/HixftcpdzX633Xt3fZOtznXYjhpL6+Hr1eT1ZWltaliDAigVWIMFZfX8+aNWtCP9tsNlpaWigoKGDmzJl88803ocuDwSBtbW39dt/HHXcc7777Lo2NjQD85S9/4cQTTzzgbebOnct7773Htm3/C5q98za/KzcvkU7X1yx7+behHqpJyUlER0djMpmYMf1sPlr9N+rqvkFVVXy+IBMn/28EubCwkMrKStra2lBVlVdeeSV02e7du8nIyGDx4sXceeedfPXVV8Ce1lcdHR2h67W3t4cWb3V0dPDyyy/vVePixYt55plneOWVV7jooov2+7j3db2SkhJ8Ph8fffQRAB9++CF+v5+SkpIDPodCjGRdXV20t7eTkZEhm32IvcirQYgwFggEuPPOO6mpqSEmJgZFUbjnnntCC6/eeOMNbrjhBrq7u9Hr9Tz00EP86Ec/6pf7HjduHPfffz8nnngiOp2OwsJCnn766QPepri4mJdeeolLLrkEt9uNz+fjqKOO2mtubS+dTkdiUide755+qxazBZ1eBypERUYxacJxqEGFd/71KK6uNpKSzJTvsoRqyMrK4sYbb2Tq1Kmkp6dz7LHHhoLy3//+d5YtW0ZkZCQ6nY5HH30UgHnz5oUWXZ133nlceeWVvP3225SWlpKWlsbs2bNxu92hGufPn89VV13F9OnTycvL2+/j3tf1IiMjef3117n22mvp7u4mLi6O5cuXyz7oQhyAzWbDaDSSlpamdSkizOhUVd3vhdOmTVPXrVs3iOUIIUYKu93OBRdcwNGzLqbelkh2TiIQoK21DYvFgjHSSFtbO3V1beRkp/Kr247FbJGdq4QYrtra2qisrMRqtYY6o4iRRafTrVdVdZ+NvWWEVQgxqBRFoaqqivb2dp577jlyc3P57+pa/vXPnTgcnfh9HnQ6D36/G1XVMbo4mZNOSSM5ZR/tr4QQw0LvFqwxMTGYTCatyxFhSAKrEGLQeL1eKioqcLvd5Obmhk77HX9CAUfPzuP9f39NZUUr6RlZmM2xTJqUQUysyo4dO6irq8NqtWr7AIQQA6K5uRmfz0dxcbFswSr2SQKrEGJQuFwuKisrUVWV4uJiEhMT97o8MtJAQWEMZWOKKCoq2uuyjIwM7HY7SUlJskWjEMNMMBjEbreTmJj4vfcFIXpJlwAhxIBrbm5m165dREREUFZWts8PJVVV8Xq9++y7mJmZSVxcHLW1tfj9/sEoWQgxSOx2O8FgkJycHK1LEWFMAqsQYsCoqkp1dTV1dXUkJSVRWlq6V//Rb/N4PKiqSkxMzPcu0+l0WK1WFEWhurp6gKsWQgwWr9dLc3MzZrN5n//2heglgVUIMSD8fj87duzA6XSSmZlJUVHRAbdV7W0ntb8PrejoaHJycujs7KSlpWVAahZCDK6GhgZ0Op1swSp+kMxhFUL0u+7ubioqKggGgxQWFvZp3qnb7Uan0x1wK8bU1FTa29ux2WwkJCTIto1CDGE9PT20traSmZmJ0WjUuhwR5mSEVQjRr5xOJzt27ECn01FaWtrnRVIej4eoqKgfXCFstVrR6/VUV1dzoD7SQojwZrPZiIiICG3dLMSBSGAVQvSL3j6K1dXVxMfHU1ZWdlBz0txud5+ubzQaycvLo7u7O7RtrBBiaGlvb8flcpGVlXXAqUJC9JLAKoQ4bIFAgN27d9PU1ERaWhrFxcUHtQ+4oih4vd4+B9yUlBTMZjN2u53u7u5DLVsIoQFVVamvryc6OhqLxaJ1OWKIkMAqhDgsbreb8vJyXC4X+fn55ObmHnTjb4/HA+x/wdW+5ObmYjQaqaqqQlGUg7o/IYS2srKyyMnJkU0CRJ9JYBVCHLL29nbKy8tRFIXRo0cf8mhJb4eAg1lEZTAYsFqteL1ebDbbId2vEGLw6XQ6kpOTSUpK0roUMYRIYBVCHBK73U5FRQXR0dGUlpYSHx9/yMfq7RCwvx6t+5OQkEB6ejotLS10dHQc8v0LIQbOvhZHysiqOFgSWIUQB0VRFCorK2loaMBkMlFSUkJkZORhHbN3wdWhfIhlZWURExNDTU0NgUDgsOoQQvQ/CaeiP0hgFUL0mdfrpby8nLa2NnJycigoKECvP/y3EY/Hc8g9VfV6PQUFBQQCAWpraw+7FiFE/2hoaADgH//4B9ddd53G1YihTjYOEEL0icvlorKyElVVKS4uJjExsV+OGwwG8fl8h7UtY0xMDFlZWdTX1+N0OjGbzf1SmxDi0Pj9fl599VVWrFiB3W7nxRdfBMDn8x32GRkxMskIqxDiBzU3N7Nr1y4iIiIoKyvrt7AKP7wla1+lp6cTHx9PXV0dPp+vP0oTQhyirq4ubrjhBkpLS2lpaeGRRx5h69atobD6+OOPS0s6cVAksAoh9ktVVWpqaqirqyMpKYnS0tKDXhj1Q/orsOp0OgoKCgCorq4+3LKEEIdo06ZN3H777XzwwQecccYZbN68maKiIs4880xuuOEGnnzySZ588kni4uK0LlUMIRJYhRD75Pf72bFjBw6Hg8zMTIqKigZkRxqPx4Ner++X04SRkZHk5ubicrloamrqh+qEEAfLZDKRnJzMK6+8wsaNG2loaOCuu+5izZo1oXnwzz33nNZliiFGd6C9uKdNm6auW7duEMsRQoSD7u5uKioqCAaDWK1WUlJSBuy+du7ciaIolJaW9tsxKyoq6OjoOOjtYYUQ/Wft2rW89dZbVFZWMnXqVH784x9TXFyMoij9slhTDD86nW69qqrT9nWZvGKEEHtxOp3s2LEDnU5HaWnpgIZV+F9Lq/6Un59PREQEVVVV++wBKYQYWH6/n6ysLO6++25+/vOfU1lZyX333cfjjz8u7efEIZEuAUII4H/7ezc1NZGQkEBhYSEREQP7FhEIBAgEAv0eWCMiIsjPz2f37t00NDSQnZ3dr8cXQnxfMBjEYDDw5Zdf8uCDD5KcnExdXR3//ve/mTFjBq+99hpdXV3SJUAcEgmsQgiCwSCVlZV0dnaSlpY2aHt8H8qWrH2VlJREamoqjY2NJCUlHdZOXEKIH9Y7x/2OO+7guuuu48svvwy9j3zzzTfMnz9fwqo4ZDIlQIgRzuPxsH37dlwuF/n5+eTm5g7azjT91SFgf3JycoiKiqKqqopgMDgg9yGE+J+amhoyMzM59dRTWblyJTfddBMAS5cu5d1339W4OjGUSWAVYgRrb29n+/btKIrC6NGjsVgsg3r/brebiIgIjEbjgBy/dxcsn89HXV3dgNyHECNdV1cXNpsN2DN/PDIyktLSUubMmcPo0aPZtGkTn3zyCaeccorGlYqhTKYECDFC2e12GhoaiI2NpaioSJNTdW63e0CmA3xbXFwcmZmZ2O12kpOTSU5OHtD7E2Kkeeqpp2hqauKUU05h1qxZ3HHHHdx888188cUX3HzzzWzdupUrr7yy33s4i5FF2loJMcIoikJ1dTVtbW2YTCby8/M1azGzceNGTCYTeXl5A3o/qqpSXl6Oz+djzJgxAzaiK8RItGXLFl5++WUaGxtJT0/nJz/5CfHx8dTU1PDRRx8xb948Jk+erHWZYgg4UFsrGWEVYgTxer1UVFTgdrvJyckhPT1ds1p8Ph/BYHBQ+qT27oK1fft2ampqGDVq1IDfpxAjQTAYZPz48aSlpbF161bWrFlDY2MjRx55JPPnz+fYY4+VnquiX8irSIgRwuVyhUYZi4uLNQ2rMPALrr4rOjqa7OxsOjo6aGlpGZT7FGK4MxgM2O12/vznP/POO+9QXl7O6aefztNPP81ZZ53FqlWrtC5RDBMSWIUYAZqbm9m1axcRERGUlpaSmJiodUl4PB5gYFpa7U9aWhqJiYnYbDa8Xu+g3a8Qw5ndbic1NZXy8nIAzj77bJYtW4aqqhQVFWlcnRguJLAKMYypqkpNTQ11dXUkJiZSWlo6qAHxQNxuN0ajccA3J/guq9WKTqeTXbCE6CdTpkzh+OOP54UXXmDNmjU4nU4++ugjxo8fL4FV9BuZwyrEMOX3+6msrKSrq4vMzEyysrK0LmkvA7Ela18YjUby8/OprKyksbGRzMzMQa9BiOGis7OTqKgobrnlFn7zm9/w7LPPUllZiU6n49lnn9W6PDGMSGAVYhjq6elh9+7dBINBCgsLSUlJ0bqkvaiqisfjITU1VZP7T0lJwWQyYbfbSUxMJC4uTpM6hBiKerdg/eCDD3juuef46quvuPzyy/nd735HZ2cn3d3dqKoadl+SxdAmUwKEGGZaW1vZsWMHOp2OkpKSsAursKdDgKIomk5PyMvLw2g0Ul1djaIomtUhxFDTuwXr3Xffzbx58/jnP//JihUryMvLY9myZWF5RkcMfTLCKsQwoaoq9fX1NDU1kZCQQGFh4aDPD+2rwe4QsC8GgwGr1crOnTupr68nNzdXs1qEGCoURUGv17N+/XqsViunn346sbGxfPzxx3zwwQecf/75GAwGLr/8cq1LFcNMeH6aCSEOSjAYpLKyks7OTlJTU8nNzUWn02ld1n6FQ2AFSEhIID09naamJpKSksKie4IQ4ay3p+qyZcv45ptveOihhzjnnHMoKirixBNPxOFwaFyhGK5kSoAQQ5zH42H79u24XC7y8/PJy8sL67AKewJrVFRUWDQUz8rKIjo6murqagKBgNblCBHWejtr3HPPPdx5553s2rWLp59+mnfffZddu3btdR0h+pP2nxZCiEPW0dFBeXk5wWCQ0aNHY7FYtC6pTzweT9i019Lr9RQUFBAIBKitrdW6HCHCUu88b6/Xy+bNm1m7di2zZ8/mySefpKysjGeffZb3338fIOy/MIuhSaYECDFENTY2Ul9fT2xsLEVFRURGRmpdUp/0dghISkrSupSQ2NhYsrKyqK+vp7W1FZPJpHVJQoSlX/3qV7S2tuJyuVAUhblz5/LTn/6U0047Tc5QiAElI6xCDDGKolBZWUl9fT0mk4mSkpIhE1Zhz+iqqqqaz1/9rvT0dOLj46mtrcXn82ldjhBhRa/Xs2PHDlavXs3f/vY36urqmD59Ou+++y4//vGPqaioID8/X+syxTAmgVWIIcTn81FeXk5bWxs5OTkUFBSExTzQg9G7JWu4BVadTofVakVVVaqrq7UuR4iw89VXX3Hbbbfxn//8B7PZzG233cZxxx1HTk4OxcXFWpcnhrmh9UknxAjmcrnYvn07Pp+PUaNGkZ6ernVJh8TtdqPT6YiKitK6lO+JiooiNzcXl8tFU1OT1uUIERZ6F1GddtppnHrqqXR0dDB16lRgz05XWVlZsmOcGHAyh1WIIaClpYW6ujqioqIoKioKmwVLhyKcOgTsi8VioaOjg/r6ehITE8NuJFiIwabT6fB4POj1evR6PUcddRTXXXcdH374IW63m3//+99alyhGAAmsQoQxVVWpra3F4XCQlJREQUFBaJeZocrtdhMbG6t1GQeUn5/Ptm3bqKqqoqysTFY9ixHttdde409/+hOlpaUUFRUxb9486urqWLt2LampqUP2bI8YWsJziEMIgd/vZ+fOnTgcDjIyMigqKhryYVVRFLxeb9iPEEdERJCfn4/b7aahoUHrcoQYdJWVlaxevRrYs0nADTfcwGmnnYaqqjz++OM88MADJCQkYLVaNa1TjBwywipEGOrp6aGiooJAIEBhYSEpKSlal9QvwnXB1b4kJydjsVhobGwkKSmJ+Ph4rUsSYtBs3ryZ66+/njFjxmCxWFiwYAEADQ0NfPbZZ/z3v/+lra1N4yrFSCIjrEKEmdbWVnbs2AFASUnJsAmrED5bsvZVTk4OUVFRVFVVEQwGtS5HiEFz1llnsWbNGo466ijeeOMNzj//fNra2sjKymLhwoXcdNNNzJw5U+syxQgigVWIMKGqKvX19VRVVREbG0tZWVnYz/U8WOHcIWBfDAYDVqsVn8+HzWbTuhwhBkVvV4CMjAxuvfVW1q1bh8lkYs6cOdx7770oiiI9V8WgkykBQoSBYDBIZWUlnZ2dpKamkpubOywX+vRuyTqUHlt8fDwZGRmhqQHJyclalyTEgFEUBb1ej9Pp5M033yQQCJCfn8+jjz7K2rVrueuuu6itreXpp5/WulQxwkhgFUJjHo+H3bt34/P5yMvLIzU1VeuSBozb7R6Sc0GzsrLo7OykpqaGuLg4jEaj1iUJMSB6v0xeeeWVjB07lhUrVjB9+nROOeUUJk6cyMqVK3G5XBpXKUYimRIghIY6OjooLy8nGAwyevToYR1Wg8EgPp9vyMxf/TadTkdBQQHBYJCamhqtyxFiwOh0Onbs2IHT6eTOO+8kPj6e8847D4AXXniByspKkpKSNK5SjEQSWIXQSGNjI7t37yYqKoqysrIhOfJ4MIZSh4B9iY6OJicnh46ODhwOh9blCDEgVFXF5/MxdepUrr32WjIzM5k9ezZNTU08/PDDxMXFaV2iGKEksAoxyBRFobKykvr6ekwmEyUlJURGRmpd1oDr7RAQ7j1YDyQtLY2EhATq6urwer1alyNEv1EUBafTiU6nY/z48VitVlatWsVJJ51ERUUFd955J2eeeaZswSo0I4FViEHk8/nYsWMHbW1tZGdnU1BQELZblPY3t9uNXq8fMh0C9sdqtaLT6aiqqgqtphZiKNu5cydXXHEF55xzDr/85S8BWLRoEYsWLeKrr77i0ksvJTk5mXvvvVfjSsVIJouuhBgkXV1dVFRUoKoqo0aNGnHzwNxu95CdDvBtkZGR5OXlUVVVRWNjo4w4iSHvjjvuwGq1cu2117J06VJWr17NF198wUUXXURmZiY+nw+9Xk9EhEQGoZ2RMbQjhMZaWlrYuXMnERERlJaWjriwCsMnsAKYTCZMJhN2u52enh6tyxHikH344Ye0trZy//33M378eN544w1WrFjBl19+SVlZGS+//DKRkZESVoXmJLAKMYBUVaW2tpba2loSExMpLS0d0nM4D1UgECAQCAyrx56bm0tERARVVVUoiqJ1OUIckjfeeIPPP/+crq4uVqxYwbHHHsuDDz7Im2++ycsvv8xnn32G3+/XukwhJLAKMVD8fj87d+6kpaWFjIwMioqKMBgMWpeliaG2JWtfREREYLVa8Xg81NfXa12OEIdk6dKl/Pe//2Xy5MmcccYZLFq0KHRZS0sL5eXl0ndYhAUJrEIMgJ6eHsrLy+np6aGgoIDs7OwhtbtTfxuOgRUgMTGRtLQ0mpub6ezs1LocIQ7J1KlT2bVrF++++y6XXnop11xzDcFgkNdee427775b6/KEACSwCtHvWltb2bFjBwAlJSWYTCaNK9Kex+PBYDAMy5Ga7OxsoqOjqa6uJhAIaF2OEIfs5JNPxm63U1xcTGRkJDqdjlmzZmldlhCABFYh+o2qqtTX11NVVUVsbCxlZWXExsZqXVZYGE4Lrr5Lr9dTUFBAIBCgrq5O63KEOGiqqhIMBgEwGAxce+21dHV18eKLL2pcmRD/I4FViH4QDAapqKigsbGR1NRURo8eLatqv2U4B1aA2NhYMjMzaW1tpbW1VetyhDgoDQ0N31s8GBMTI2eHRFiRwCrEYfJ4PJSXl9PZ2UleXh55eXkjer7qd/l8PoLB4LAOrAAZGRnExcVRW1uLz+fTuhwh+sTn89Hc3IzBYBgxm5iIoUlenUIcho6ODsrLywkEAowePZrU1FStSwo7Ho8HGNpbsvaFTqejoKAAVVWprq7Wuhwh+qShoQFVVcnOzta6FCEOSAKrEIeosbGR3bt3ExUVRVlZGfHx8VqXFJaGa4eAfYmKiiI3NxeXy0Vzc7PW5QhxQG63G6fTSVpaGpGRkVqXI8QBySQ7IQ6SoijU1NTQ2tpKSkoKVqtVTqUdgNvtxmg0jpg5vRaLhfb2durr60lMTBz2I8ti6LLZbERERMj2wmJIkE9ZIQ6Cz+djx44dtLa2kp2dTWFhoYTVHzDcF1ztS35+Pnq9nqqqKlRV1bocIb6ns7OTzs5OMjMzR+yGJmJokU9aIfqoq6uL7du34/V6GTVqFBkZGVqXNCR4PJ4RN8poNBrJz8+np6cHu92udTlC7EVVVWw2G1FRUTLvXgwZEliF6IOWlhZ27txJREQEpaWlJCUlaV3SkOD1elEUZcSNsAIkJydjsViw2+10dXVpXY4QIU6nE7fbPeJ34BNDiwRWIQ5AVVVqa2upra0lMTGR0tLSETdaeDhG0oKrfcnJySEqKorq6uq9elwKoRVFUWhoaCAuLo6UlBStyxGizySwCrEfgUCAnTt30tLSQkZGBkVFRTLX6yCNlJZW+2MwGLBarXi9XtkFS4SFpqYm/H4/OTk5WpcixEEZGct2hThIPT09VFRUEAgEKCgokB1fDpHb7SYyMnJEB/34+HgyMjJobGwkOTlZppMIzfj9/tDrUNrwiaFGRliF+I7W1lZ27NgBQElJiYTVwzASOwTsS1ZWFjExMVRXVxMIBLQuR4xQdrtdNgkQQ5YEViG+RVEUbDYbsbGxlJaWEhsbq3VJQ5aqqng8Hgms/G8XrGAwSE1NjdbliBHI4/HgcDiwWCwjdoqOGNoksIoRZ/ny5VRVVe338rKyMkaPHo3RaBzEqoYfr9eLqqoSWP9PTEwM2dnZtLe343A4tC5HjDD19fXo9XqysrK0LkWIQyKBVYw4L730Eo899tg+Q4Ner8doNEqrl37Q2yFARnP+Jz09nYSEBOrq6vD5fFqXI0aIrq4u2tvbycjIGDE7zonhRwKrGDH8fj8AS5cuZePGjbz88ssEg0GNqxq+JLDum9VqJScnR4KDGDQ2m43IyEjS0tK0LkWIQyaBVYwYRqORTZs2ceWVV5KWlsZNN93E8uXLJbQOELfbTXR0tGxd+x2RkZFYLJb9Pi/Sr1X0p9bWVrq7u8nKypJ/i2JIk1evGBFUVcXtdnPnnXdy8skn8+qrr/LEE0/w9NNPs3btWq3LG5ZG4pasfbW/KSdbt27lpz/96SBXI4YrVVWpr68nJiZGup2IIU8Cqxi2vj1yqtPpiImJISsrK7R39iWXXMKECRO49NJLQ22sRP9QFEU6BByC1157jYkTJ0rrK9Evmpub8fl85OTkyLx8MeRJYBXDkqIoGAwGVFXl6aef5vXXXycYDGKxWNi9ezdNTU0ALFmyBIfDIaOs/ax3hysJrH139dVX884773DGGWfI/FZx2ILBIHa7ncTERBITE7UuR4jDJu+KYljS6/XU19dz4YUXcvzxx/PPf/6TN998kxtvvJG7776b5uZmrFYrK1as4De/+Q3/7//9P61LHlZ6F1xJYD0wRVHQ6/W8++67tLe3s3LlSjIzM7UuSwwDdrudYDAoW7CKYUNGWMWw0d3dvdfPK1as4LzzzuOWW27B4/GQn5/P5MmTeeCBBzjiiCPYvn07ixcv5oorrtCo4uHL4/Gg0+mIiorSupSwptfraWtr4+GHH+bYY4/dK6y+8847fPTRRxpWJ4Yqr9dLc3MzZrNZvjSKYUNGWMWwYLPZ+PTTTznppJNYs2YNWVlZREREsG7dOo444gguu+wyfvazn9HQ0IBer+f888/nnHPOGdF73A+k3g4BMm/uwNrb27nuuusoKChg8eLFPPPMM/h8Pp555hkyMzNJT0+nsLCQ/Px8rUsVQ0hDQwM6nU62YBXDigRWMSxERESwa9cu7rvvPpKSkvjkk09oamri7rvvZunSpZx22mnAnjmro0eP5oEHHpAWLwPI7XYTHx+vdRlh77PPPuOll17ipz/9KdOnTyctLY3S0lImT57MzTffzOjRo7UuUQwx3d3dtLa2kpmZKbv1iWFFPrHFkNbbszIjI4OOjg46OjpC4fSkk05i4cKFPPfcc1xxxRUcc8wxZGZm8sADDwD7by0kDk8wGMTn88mpyD6YPn0611xzDWeccQb33nsvP/7xj3nzzTcpKCjguuuu4+233waQrgGiz2w2GxEREaSnp2tdihD9Sqeq6n4vnDZtmrpu3bpBLEeIg/fxxx+zcuVKbrvtNr766ivefvttysrK+NnPfgbA6tWr6enpwefzcdZZZ2lb7AjQ3d1NeXk5RUVFJCcna13OkHHLLbdQU1OD0+nkggsu4LjjjuMnP/kJ//nPf2QusOiT9vZ2KioqyMvLC7XvE2Io0el061VVnbavy2RKgBjSli1bxkMPPcQNN9xAfHw8RxxxRGg+60cffURnZydRUVGceuqpWpc6YkiHgIPn9Xqprq7mz3/+M4mJiUyZMgWPx8O0adNwuVwYjUaZwiIOqHeTgOjoaCwWi9blCNHvJLCKIUVV1b1O5a9fv54//elPzJ49m0AgQFxcHCeeeCJ+v59bb70VRVF45513NKx45HG73ej1ehkVPAgGg4HKyko+++wzTjnlFH7zm99w00038ZOf/ASLxUJ3dzdxcXEEg0FZKCj2yeFw4PF4KCoqkulOYliSwCqGjN6elb3/V1WVtWvXUlxczOzZswkGg0RERGAymbjkkkuYM2cORUVFWpc94siWrAcvIiKCe++9l5///OdMmDCBM844g+zsbCZPnszf//53fvOb3/Dpp5+SkpISev0L0SsYDNLQ0EB8fLxMwxHDlrzriSFDr9ezdetW/t//+3/85S9/Yc2aNdx777289dZbbN68maioKD799FPOOussWltbKSws1LrkEcntdst0gENw4okncsUVV7BmzRoAioqKuOiii/jVr35FcXExTzzxBICEVfE9TU1NBAIB2SRADGvyzifCWm8XAIBPP/2UhQsXsmDBAr755hvuuOMO0tPTOeWUUzjjjDO4+eabufLKK7nkkkswmUxyWkwDgUAAv98vgfUQXXvttZx99tm8/vrrHHXUUcTHx/Pxxx/zzDPPUFFRwfr16+nq6qKtrU3rUkWY8Pv9NDU1YTKZiIuL07ocIQaMdAkQYevbpz5ra2v57LPPyMvLIzExkfPPP58HHnggtJhqzZo1uFwuCgoKKC4u1rLsEc3lcrFz506Ki4tl//JDZLPZOOaYY/j973/PwoULQ793uVxcffXV6PV6AoEACQkJoVFXMXL1dpYYO3aszBsXQ550CRBDUm9Yvfzyyxk/fjx6vZ4bb7yRgoICli9fTmlpKZWVlVRXVzNnzhw5VRoGPB4PIB0CDkdOTg5bt24lNjY29DubzcYHH3xAdXU1DoeD5557jt/97nfU1dWRm5urYbVCS263G4fDQXp6uoRVMezJJ7wIK5WVlaxduxZVVXE4HCxevJikpCSuueYazjnnHI466ihOP/10SktL2bJlC/Pnz6e6ulrCaphwu90YDAbZYecwfTusfvzxxzzxxBNs27aNX/ziFxQXFxMXF8eyZcskrI5wNpsNg8FARkaG1qUIMeDkU16Eja1bt/Liiy8yevRoAoEA8fHxrFmzht27dwN7Ru2uvPJK3n77bc4991zOPfdcbrjhBn76059qXLnoJQuu+o+qqjz33HO88sorxMXFMW/ePM444wzeeustioqKqK+vB/asEBcjT2dnJ52dnWRmZhIRISdLxfAnr3IRFrZt28bTTz9NSUkJ27Zt47333uPnP/85K1asYO7cuaxcuZJTTjmF448/nvfffx+n04mqqtIJIMy43W5MJpPWZQwLOp2OsWPH4na7Of/88zGZTKiqisvl4quvvuKOO+7gk08+wWAwSKurEai+vp7IyEjS0tK0LkWIQSHvcCIsjB07lpkzZ9Lc3Mx//vMfKisrefXVVxk1alRoJ6tdu3YBkJiYSEFBgYTVMOP3+wkGg9KDtR8dccQRXHXVVZhMJp566ikWLFjAVVddRUlJCT/+8Y+54oorAGl1NdI4nU56enrIzs6WbihixJB3OREWXC4XK1as4KOPPmL37t2UlJSwYcMGXnnlFebPn8+5557LmWeeic/n07pUsR+yJevA+fzzz3njjTe48MILOeGEE7j66quZM2cOcXFxoeddjAyKotDQ0EBsbKyczRAjigRWobn29nYWLFjAzJkzefLJJzEYDERHR5OSksJnn33Ge++9x1133cWjjz5KZGSk1uWK/ZDAOnA8Hg82m4158+axePFiWlpaOPnkk5k1a9Zez/eB2hSK4aG5uRmfzyebBIgRRwKr0JzP56Ozs5NzzjmHcePGcd1117F9+3YsFgs9PT18/PHHdHd3M3fuXK1LFQfgdrsxGo2yAGQAHH/88cybN49FixYxa9YsTCYTzzzzDOeeey42m40vv/wSQE4PD3OBQIDGxkaSk5NJSEjQuhwhBpUEVqG51NRUjjjiCJYvX47H42HixInk5eXx3nvvMWfOHG666SbZwWUI8Hg8Mn91AN1zzz2oqkp+fj733XcfCxYs4L333uPiiy/m5ptv5umnnwb23h1ODC92ux1FUcjOzta6FCEGnQRWoTmdTsfcuXOprKzkgQceoLOzk23btnHaaaexaNEiUlJStC5R9IG0tBpYOp2ORx55hN/97ndkZmYCsGrVKoqLi3nnnXd4+OGHqaurkwVYw5TH46GlpQWLxSJfDMWIJO9sQjNutzvUQ/LUU09l/vz5bN68mfnz51NaWsovfvELjSsUfeX1elEURQLrADObzbjdbu69914ATj75ZEwmEwkJCdx8881s27ZN4wrFQKmvr0en04W+rAgx0shkMzHoFEWhpqaGtrY2xo4di16vR6fTMWvWLI488kgcDof0FhxiZEvWwVNWVsb69et59dVXGTduHNu3bycYDIY20OidmqGqqsxpHSa6urpob28nKytLdpETI5aMsIpB5fP52LFjB62trWRmZhIVFbXXh6per5ewOgT1dgiQU5WD48knn+T+++/nkUceoaurC7/fz9q1a5k+fTo//elPWbduHTqdTnbBGiZsNhtGo5H09HStSxFCMzLCKgZNV1cXlZWVBINBioqKSE5O1rok0U/cbjeRkZEYDAatSxkRxo0bx/Lly3E6nYwdO5bo6GheffVVZs+ezVlnncXVV1/NF198IX8fw0BbWxvd3d3k5+fL/GQxosmrXwwKh8PBzp070ev1lJaWSlgdZmTB1eAbNWoU+fn5vPbaawDMnDkTg8HAMcccw7hx43jppZc0rlAcLlVVqa+vJyYmBrPZrHU5QmhKRljFgFJVFZvNRnNzc2hLVenTObyoqorH4yExMVHrUkYcvV7PAw88wLHHHsuMGTNYuXIlAE8//fReo6syn3Voamlpwev1UlxcLH9/YsST5CAGTCAQoLKyEpfLRXp6uux7PUx5vV5UVZURVg2kpaXxq1/9iiuuuILRo0fz2WefAbBr1y4qKysxm81MmTIFo9GIoihySnkICQaD2O12EhMT5cugEEhgFQPE7Xaze/du/H4/VqtVTmcNY7Ilq7YWL15MdHQ0u3fv5uOPP+a5557jD3/4A7NmzSI9PZ2//e1vPPHEExJWh5jGxkYCgYBsEiDE/5F3MNHv2traKC8vR1VVSkpKJKwOc9IhQHvnnXcet99+OzU1Nbz11ltcddVVlJeXc88997B7927eeustrUsUB8Hn89HU1ITZbCY2NlbrcoQICzLCKvpVQ0MDdruduLg4ioqKpGfgCODxeIiKipIRvDCwfv16ysrKWLJkCRs2bOCBBx5gzpw5Mvo9xPRuEpCVlaV1KUKEDQmsol8Eg0Gqq6tpb2/HbDaTn58v81VHCOkQED56enpobGwE9iy8mjBhAoFAgCuuuILW1lZMJpPGFYof0tPTQ2trKxkZGURGRmpdjhBhQ4ZExGHzer2Ul5fT0dFBbm4uVqtVwuoIoSgKXq9XAmuYuOGGG9i1axcPP/wwBoOB1atXs3LlStxuNw8++CCrV68G9vy9ifBks9mIiIggIyND61KECCsywioOS2dnJ5WVleh0OoqLi0lISNC6JDGIpENA+Fm6dCnPPPMMbrcbg8HAxo0befvtt1m1ahXr168nMzOTkpISaXUVhjo6OnC5XOTm5sqmD0J8h4ywikPW1NTErl27iIyMpLS0VMLqCCQLrsLPlClTeOKJJ6ivr2fZsmW89957jB8/nq1bt3LRRRdx6623AkhYDTO9PaujoqJITU3Vuhwhwo6MsIqDpigKtbW1OJ1OkpOTKSgokAU3I5Tb7Uan00lgDUPvvfceX375JYsWLWLu3LkAXHDBBfzoRz/SuDKxL06nE4/HQ1FRkXyZEGIfJLCKg+L3+6moqKC7u5usrCwyMzO1LkloyO12Ex0dLR+wYejCCy/krLPOIicnB9izMNJgMJCeni6bCIQZRVFoaGggPj5etq0WYj8ksIo+6+7upqKigmAwSFFRkbyxCtxuN/Hx8VqXIfYhKSmJpKSk0FzV3jmRElbDT1NTE36/n6KiIq1LESJsSWAVfeJ0OqmpqSEyMpLi4mJZZCNQFAWfzyfTAcLct0e/VVWlubkZo9EoG3qECb/fT2NjIykpKcTFxWldjhBhSwKrOKDehQDNzc0kJiZSUFBARIS8bIRsyTpUdXR04Ha7SUhIkD6fYaChoQFVVWULViF+gJwXEvsVCATYtWsXzc3NpKenM2rUKAmrIkQC69Cj0+koKCgAoKqqClVVNa5oZHO73TgcDlJTU4mKitK6HCHCmgRWsU9ut5vy8nK6urqwWq3k5OTIwhqxF4/Hg16vl1G6ISYyMpLc3Fy6urpobm7WupwRrb6+HoPBIItXhegDCazie9ra2igvL0dRFEpKSmSum9gn6RAwdJnNZpKTk6mvrw+NlIvB5XK56OjoICMjQ85cCdEHEljFXhoaGqisrCQmJoaysjJZBCD2y+12y3SAISw/P5+IiAiZGqARm81GZGQkaWlpWpcixJAggVUAe3o0VlRUYLfbMZvNjB49GqPRqHVZIkwFAgH8fr8E1iEsIiKC/Px83G439fX1WpczorS2ttLT00N2dra0GBOij+Q8hMDr9VJRUYHH4yE3N1e+8Ysf5PF4ANmSdahLSkoiNTWVpqYmkpOTpafuIFAUhfr6emJjYzGZTFqXI8SQIV/tRrjOzk62b9+O3++nuLhYwqroE+kQMHzk5OQQFRVFVVUVwWBQ63KGvZaWFnw+X2gHMiFE30hgHcGam5vZtWsXkZGRlJaWkpCQoHVJYohwu90YDAbpEDAM6PV6CgoK8Pl81NXVaV3OsBYIBLDb7SQlJcn7rRAHSaYEjECKolBbW4vT6SQ5ORmr1RratlGIvpAFV8NLXFwcmZmZ2O12kpOTZdvlAWK32wkGgzK6KsQhkBHWEcbv97Nz506cTidZWVkUFRVJWBUHzePxyPzVYSYzM5PY2Fhqamrw+/1alzPseL1eWlpasFgs8m9HiEMggXUE6e7uZvv27bjdboqKiqRZtTgkfr+fQCAgI6zDTO8uWIqiUFNTo3U5w059fT06nY6srCytSxFiSJLAOkI4nU527NiBXq+ntLRUTvmJQyYLroav6OhosrOz6ejooKWlRetyho3u7m7a2tpIT0+XdoFCHCKZwzrMqaqKzWajubmZhIQECgsLZVcVcVh6W1pJYB2e0tLS6OjowGazkZiYKHvc9wObzYbRaCQjI0PrUoQYsmSEdRgLBALs2rWL5uZm0tLSKC4ulrAqDpvb7SYiIkJeS8OY1WpFp9PJLlj9oL29na6uLrKysmSTACEOg/zrGabcbjfl5eV0dXVhtVrJzc2VPd9Fv5AOAcOf0WgkPz+f7u5uGhsbtS5nyOo9wxUdHY3ZbNa6HCGGNAmsw1B7ezvl5eUoikJJSYm8UYp+JYF1ZEhJScFkMmG32+nu7ta6nCGppaUFr9dLTk6ODBgIcZgksA4zdrudiooKYmJiKCsrIy4uTuuSxDDi8/lQFEUC6wiRl5eH0WikuroaRVG0LmdICQaD2O12EhISSEpK0rocIYY8CazDRDAYpKKigoaGBsxmM6NHj5bVqKLf9XYIkD6SI4PBYMBqteLxeKivr9e6nCGlsbGRQCAgmwQI0U9k1cQw4PV6qaiowO12k5ubS1pamtYliWFKWlqNPAkJCaSnp9PU1ERSUhKJiYlalxT2fD4fzc3NmEwmYmNjtS5HiGFBRliHOJfLRXl5OT6fj+LiYgmrYkC53W4iIyNld7QRJisri+joaKqrqwkEAlqXE/YaGhpQVZXs7GytSxFi2JDAOoQ1Nzeza9cujEYjZWVlMvIhBpxsyToy6fV6CgoKCAQC1NbWal1OWHO73TidTtLS0oiMjNS6HCGGDQmsQ5CiKFRXV1NXV0dSUhIlJSXS3FsMOFVVpUPACBYbG0tWVhZtbW20trZqXU7YstlsREREyNbXQvQzmcM6xPj9fioqKuju7iYzM1P2pRaDxuv1oqqqBNYRLD09nY6ODmpra4mPj5cRxO/o7Oyks7OT3NxcmTYjRD+TEdYhpLu7m+3bt+N2uykqKpKwKgaVbMkqdDodVqsVVVWprq7Wupyw0rtJQFRUFKmpqVqXI8SwI4F1iHA6nezYsQO9Xk9paSnJyclalyRGGGlpJQCioqLIzc3F5XLR1NSkdTlhw+l04na7yc7Olk0ChBgAMiUgzKmqSn19PU1NTSQkJFBYWCh7uAtNuN1uoqKiZD90gcVioaOjg/r6ehITE0f8qLuiKDQ0NBAXF0dKSorW5QgxLMknTxgLBALs3r2bpqYm0tLSKC4ulrAqNCMLrsS35efnYzAYqKqqQlVVrcvRVFNTE36/XzYJEGIASWANU263m/LyclwuF/n5+eTm5sppJqEZVVXxer0SWEVIREQEVqsVt9tNQ0OD1uVoxu/309jYSHJyMvHx8VqXI8SwJYE1DLW3t1NeXo6iKJSUlGCxWLQuSYxwHo8HVVVl/qrYS1JSEhaLhcbGRrq6urQuRxN2u102CRBiEEhgDTN2u52KigpiYmIoKysjLi5O65KEkC1ZxX7l5uYSFRVFVVUVwWBQ63IGlcfjweFwkJqaKl/mhBhgEljDhKIoVFRU0NDQgNlsZvTo0RiNRq3LEgLYE1h1Op18KIvv0ev1WK1WfD4fNptN63IGVX19PXq9XjYJEGIQSGANA16vl/Lyctrb28nJycFqtcpKbBFWPB4PUVFRMo9a7FN8fDyZmZk4HA7a29u1LmdQdHV10d7eTkZGhiyGFWIQyL8yjblcLiorK1FVleLiYhITE7UuSYjvcbvdxMbGal2GCGOZmZl0dHRQU1NDXFzcsD9DZLPZiIyMJC0tTetShBgRZBhPQ83NzezatYuIiAjKysokrIqwpCiKdAgQP0in01FQUICiKNTU1GhdzoBqbW2lu7ubrKwsORsmxCCRf2kaUFWVmpoa6urqSEpKorS0lKioKK3LEmKfZMGV6Kvo6Giys7Pp6OjA4XBoXc6A6N3MJSYmBpPJpHU5QowYMiVgkPn9fioqKuju7iYzM5OsrCytSxLigDweDyCBVfRNWloaHR0d1NXVkZCQMOy+jDc3N+Pz+SguLpY53UIMIhlhHUTd3d1s374dt9tNYWGhhFUxJLjdbvR6PZGRkVqXIoaI/Px8dDrdsNsFKxAIYLfbSUxMlClcQgwyCayDxOl0smPHDnQ6HaWlpbLftBgy3G430dHRMpok+iwyMpK8vDy6u7tpbGzUupx+09jYSDAYlC1YhdCATAkYYL3znZqamkhISKCwsFBaoIghxe12y2iSOGgmk4mOjg7sdjtJSUlDvsuE1+ulubkZi8Ui02OE0ICMsA6gYDDI7t27aWpqIi0tjeLiYgmrYkgJBoP4/X7ZMEAckry8PCIiIqiqqkJRFK3LOSwNDQ3odDqZyiWERiSwDhCPx8P27dtxuVzk5+eTm5srp1TFkCMdAsThMBgMWK1WPB4P9fX1WpdzyLq7u2ltbSU9PX3Y95cVIlxJYB0A7e3tbN++HUVRGD16NBaLReuShDgkEljF4UpMTCQtLY3m5mY6Ozu1LueQ2Gw2IiIiSE9P17oUIUYsCaz9zG63U1FRQXR0NKWlpcTHx2tdkhCHzOPxYDAYpEOAOCzZ2dlER0dTXV1NIBDQupyD0t7eTldXF1lZWRgMBq3LEWLEksDaTxRFobKykoaGBkwmEyUlJfIhL4a83g4BQhwOvV5PQUEBgUCAuro6rcvps95Fs9HR0XKmTAiNSWDtB16vl/Lyctra2sjJyaGgoEC26xPDgtvtlukAol/ExsaSlZVFa2srra2tWpfTJw6HA4/HQ3Z2tqxBEEJjsmT9MLlcLiorK1FVleLiYmn/I4YNv99PIBCQwCr6TXp6Oh0dHdTW1hIfHx/WZ6GCwSANDQ3Ex8eTnJysdTlCjHgyDHgYmpub2bVrFxEREZSVlUlYFcOKbMkq+ptOp8NqtaKqKtXV1VqXc0BNTU0EAgHZJECIMCGB9RCoqkpNTQ11dXUkJiZSWlo67PbLFqK3Q4DMYRX9KSoqitzcXFwuF83NzVqXs09+v5+mpiZMJhNxcXFalyOEQKYEHDS/309FRQXd3d1kZmZKE2kxbLndbiIiIqTvpOh3FouF9vZ2bDYbiYmJYfelqKGhAVVV5f1diDAiI6wHobu7m+3bt+N2uyksLJQ3MzGsyYIrMZDy8/MxGAxUVVWhqqrW5YS43W4cDgdpaWly5kyIMCKBtY9aW1vZsWMHOp2O0tJSUlJStC5JiAHl8XjCbuRLDB9Go5H8/Hx6enpoaGjQupwQm82GwWAgIyND61KEEN8iUwJ+QG8fvqamJhISEigsLCQiQp42Mbz5fD6CwaCMsIoBlZycjMViobGxkaSkJM03Wuns7KSzs5OcnBx5nxcizMgI6wEEg0F2795NU1MTaWlpFBcXy5uYGBFkS1YxWHJycoiKiqK6uppgMKhZHaqqYrPZiIyMJC0tTbM6hBD7JoF1PzweD9u3b8flcpGfn09ubq40jhYjhgRWMVgMBgNWqxWv14vNZtOsjtbWVtxut2wSIESYGnHDhZ2dXjZ+3Uh9vQuA7OwEJk3OIDHxf5PrOzo6qKqqQq/XM3r0aM1PUwkx2DweD0ajUfZOF4MiPj6ejIyM0NSAwW7UrygKDQ0NxMXFYTKZBvW+hRB9M2ICq8cT4PXl2/nsk1pUBSKj9gwu+7wKr768laNm57Hg7DLa2x3U19cTGxtLUVFRWO/EIsRAkQ4BYrBlZWXR0dFBTU0N8fHxgzr9qrm5GZ/PR0FBwaDdpxDi4IyIwOrxBFj66Ffs3t1KVnYCERF7z4QIBBQ+WV3DN1trOf3MVDIyU8nPz0evlxkTYuRRVRWPx0NqaqrWpYgRRKfTUVBQwPbt26mpqaGoqGhQ7jcQCNDY2EhycrKcTRMijA1qIquursZisRzSbXU6HV1dXXv9zmKx9Gl7v7feLKdidxu5eYnfC6t7jq0SHetl104HW7YEKCgo2CusLl68mKVLl+51m1/84hfcddddh/RYhAhnPp8PRVFkhFUMupiYGLKzs2lvb8fhcAzKfdrtdhRFITs7e1DuTwhxaIb9EGJXl49P/ltLZnb8PifS+7w+HC0OFEWhuCSTzRvb6eryDUgtiqKEVYNsIfZFr9eTkZEhW1IKTaSnp5OQkEBdXR1er3dA78vj8dDS0oLFYpGew0KEuT4FVp1Ox5133smkSZMoKSnh9ddfB6Cnp4eFCxcyZswYJk6cyDnnnBO6zXPPPcfEiROZOHEi06dPp6mpKXTZbbfdxuTJkykpKeHTTz/tlwfyhz/8genTpzN58mRmzpzJxo0bAdi8qYknnj6NTz9bxhNPXc5DD5/L1m2rAehob+WlV27jpZev5+/Lb+Gf79xPIKCyeVPT/u9oP37/+98zY8YMpkyZwhlnnEFjYyMAd911FwsXLmTu3LmMGTOGjRs3YrFY+NWvfsXkyZMpLS1l/fr1XHbZZUyYMIEjjjgidNstW7Ywe/ZspkyZwpgxY3jkkUdC97d48WJ+9rOfcfzxx1NcXMyiRYtCYfhAl33bpZdeyqOPPhr6eevWrRQWFqKqKk1NTcybN48JEyYwfvx4XnjhhdD1rFYrd9xxBzNnzsRqtX5v9FkMbUajkaysLNnlR2jGarWi0+morq4e0C/59fX16HQ6MjMzB+w+hBD944BzWD0eT+jPBoOBjRs3smPHDmbNmsXs2bP57LPP6Ozs5JtvvgGgra0NgNWrV3Pffffx6aefkpGRQVdXFxEREbjdbpxOJzNnzuTee+9l2bJl3HzzzXz22Wd9KnbWrFl7napvb28P/XnRokXceOONAKxatYqf/exnfPHFFzQ27plGEBUVy5Kf/Zmami288tqdjC6exedrVuBxd3PxRUsxGAx4vd10utzsKLdRPDoavV6PwWDA7/fzu9/9jr/85S/AngDf0NDAkiVLAHjppZeoqKjgiy++QK/X8+STT3LjjTeybNkyAL788ks2bNgQmsLgdDo5+uij+d3vfseDDz7ICSecwOrVq/nLX/7CkiVLWLp0Kffccw9Wq5VVq1YRFRVFV1cXM2bM4KSTTqKsrAzYEzBXrVqFXq9n8uTJrFq1ihNPPPEHL+u1ePFirr32Wq677joA/vrXv7J48WJ0Oh3XXnst48aN480338RutzN16lSmTJnCuHHjgD1fVtasWUN1dTXjxo1j8eLFMv9rGJG2PkJLkZGR5OXlUVVVRVNT04DsOtXV1UV7eztZWVkYjcZ+P74Qon8dMLD29mIEuOSSSwAoKSlhypQpfPHFF0ycOJHt27dz1VVXMWfOHE477TQAVqxYwaJFi0JvMt8OMvHx8Zx++ukAHHnkkaGQ2Reff/75Xsf69nzY9evXc99999Ha2oper2fnzp3A/z54J4w/AYDc3DG4XA487h6SErPp6LTzwX+eIid7DHl5k+np9tLW3kZtbW3o2J2dnVxwwQWce+65od898sgj2O12Nm3axIsvvsg333zD2LFjgT0bDiQmJlJXV4fL5eK4445DVVVaW1vp7OwkPj6eOXPm4PF4mDBhAjk5OUycOBGAqVOn8sEHHwB7QuGVV17Jpk2b0Ov1NDQ0sGnTplBgPeuss0KnsaZMmUJFRUUolB7osl5HH300LpeLLVu2UFZWxiuvvMKaNWuAPaH/D3/4AwCZmZmceuqpfPTRR6HAet555wF7RkJSUlKw2WyUlpb2+e9SCCEOxGQy0d7eTkNDA4mJicTGxvbr8W02G0ajkfT09H49rhBiYBwwsKakpBzwxoWFhWzbto3//Oc/rFy5kltvvZUtW7Yc8DbfPs1oMBgIBAIHUe6++Xw+zj77bD7++GOmTJlCQ0NDaAJ9dvaegBsRsac9lV6/p69kZJSR4tHjyc37Ix2dNeze/RVffvUaZ535J2bNGs+ECRkoihIKn6mpqRQWFhIMBgkGg8TFxREbG0tKSgoGg4GrrrqK+fPnEwwGQ7dzOp24XC4URQkF4IaGBgwGA+Xl5cCehWiKorBhw4ZQKG1tbWX79u38+te/Jjk5mddff52oqCguvPBC7HY7TU1NeDwegsEgHR0d6PV6VFXF7Xbj9/tRVXWv+VgHep4vuuginn/+eebMmUNZWRn5+fl9es77enwhhDhUeXl5dHV1UVVVRVlZWb91bmlra6O7u1u6wQgxhBzwX+q3t8n761//CsCuXbv4+uuvOfLII7HZbBgMBs466yz++Mc/0tLSQmtrK6eddhovvPBCaN5qV1fXXtML9ueEE07gq6++OugH4fF4CAQC5ObmAvDEE0+ELhs3fs+3Z39A2es2Op0OvT6AqkJ21gROPeUaurrbUdQeJk7KwGg0EhUVRWxsLEajkZiYGFJSUrBYLKSnpxMfH09iYiJ5eXmcf/75LF++nNTUVMrKyhg1ahSqqjJp0iSysrJIS0tjwoQJjBs3jlGjRmEwGBg1ahQFBQVkZGSE5gympqYSExODwWDAaDTicrlIS0vD7/ezbt06vvrqKzo6OrDZbHR3d+N0Otm9ezc7d+6ko6MDu93O5s2baW1tpba2lq+//prNmzfT1tZGY2MjO3fuZPfu3VRVVVFTU4PNZuOkk05i2bJlPPHEEyxcuJCOjo7QqPCTTz6J3++noaGBd999l+OPP/6g/26EEOJQRUREYLVa8Xg81NfX98sxVVWlvr6emJgYzGZzvxxTCDHwDjjC+u3J7oFAgMmTJ9PT08PTTz9NWloaK1eu5JZbbgH2hNtf/epXZGVlkZWVxa9+9St+9KMfodfriYqK4p133jlgIcFgkE2bNpGTk3PQDyIxMZHf/va3TJ8+HbPZzNlnnx26LDZ2z9ykxvouiorj9pqb53DW8N57TxJUguh1OiaNP5szz5xGTMzBzWe68MILcTgcHHvsscCebgBLliwJnebX6XShOVIxMTHodDqSkpIASEpKwmg0hib9WywW4uLiGDVqFPfffz8XXngh//rXvxg9ejTHHnssVquVSZMmkZKSQmZmJmVlZQSDQRISEjCbzeTl5REbG0tSUhKpqakEg8HQjkWqquL3+/F4PKFRYL1eT35+Pp988gm33347u3fvBuDyyy/nvvvuY8yYMaiqyhVXXIHf72fz5s34/X4qKyuJjIxEr9cTCASw2+0kJydjMBhCc397/7+v38mohva8Xm/o7y06OlpWSYuwlJiYSFpaGs3NzSQnJ5OQkHBYx2tpacHr9VJcXCxztYUYQnQHWoE5bdo0dd26deh0Olwu14AuqtmwYQNPPPEEzzzzTL8f2+8P8uenNrB5UyMZmfFERX0rp6tgtzfT2NjN0bOLWXL1DIzGkbMdpaqqKIoSCrDfntLw3f/35TJFUX74Tv9PX0JtXy8bjgH41Vdf5Yorrgh9UZwyZQo33XQTRUVFBAIB9Ho9Op0OVVVDj19V1X1+CCuK8r3n6MMPP+SGG25gypQpJCcnYzKZmDx5Mrm5uaSmphIXF0diYuKgPFYhDkRRFLZv346iKIwZM+aQtwwOBoNs3bqV2NhYiouL+7lKIcTh0ul061VVnbbPy8IlsA40vz/Iynd38+EHVXi8AfSGPR/qSlAlwqijuNjAiXOtjBkrC4cOR28APtTA+93/9zUA75niceiB97v/D4cA/PDDDwNw/fXXs2PHDgwGA5mZmfv9d/jtsPrd4Hr99dczZ84csrOzmTp1KjqdDr/fT2trK4888ggffPABMTExJCQksHnzZgKBAI899hgLFy484P0IMVh6enooLy8nJSXlkLdQra+vp7GxkbKysn5fxCWEOHwHCqx92pp1ODS7NxoNnPnjEuaeVMS2rS00N+9pd5WWFs/Ycal0dbVTU1NDc3MzaWlpGlc7dOl0ulAQ7A/fDsCHEni9Xu9ev+vra/nbAfhwR38NBsMhBTyn08mMGTPQ6XR7dWD4/e9/T1xcHA6Hg0mTJuHxeDj66KPJycnhww8/ZPTo0eTk5GC32zGZTBiNRv74xz9+7/gGg4H09HRaWlp4+OGHOeaYYwBoamriqquu2udOV4qiYLPZyMvLO+jHI8ThiI2NJTMzk4aGBpKSkjCZTAd1e5/PR1NTE2azWcKqEENQnwLrcBIdHcHUad9vEh0dbaG9vR2bzUZiYqLM5wsTAxGADzb4fvvPfr//kAPwgUKt2Wz+3tw8t9vNz372Mx5++GFcLhfnnXcev/zlL/noo48IBoOcfvrpFBcX85Of/ISHH34Yk8nEaaedxu23385tt93G/PnzufXWW5kwYQI33HADu3bt4tNPPw2d5u8N0TU1NVRUVHDkkUeiqirp6el4PJ59blXp9XrZtGkT6enpsrGAGHQZGRl0dHRQW1tLQkLCQfVP7d0kICsrawArFEIMlBEXWA8kPz+fb775hqqqKkpLS+W05zCk0+mIiOi/l/13A/DBhmGfz4eiKKFFeN9WV1fHsmXLmDlzJjabLRQQ/X4/8+fP56qrrgJgwoQJ6HQ6Xn31Vc4++2x8Ph+VlZXk5uZitVrJz8/n5ZdfJioqaq8pFr2v75tuuolnn30Wj8dDbm4uH374Ia2trfvsqxsMBnniiSe45pprePXVVznyyCP77bkU4ofodDoKCgr45ptvqK6u7vM81J6eHlpbW8nIyCAyMnKAqxRCDAQJrN9iNBrJz8+noqICu90u38TFD+rvAPxtTqeT7OxsYmJi9vpgbmtrY9q0/03xOeKII7DZbPz973/njjvu4KWXXuLNN9+ktLSU7Oxs6uvr+eUvf4nRaOSxxx773kju3LlziY+P54UXXuCzzz5j2rRpLFmyZJ9TAmJiYrjsssuYP3/+Xr/vDeS9I8byZU8MlKioKHJycqitre3zFC6bzUZERMSA7JglhBgcEli/Izk5GbPZjN1uJykpibi4OK1LEiNUe3v7PvtEBoPBvcLkMcccwyOPPEJTUxNHHnkkDz/8MBUVFVx55ZWYTCZOOeUUzj777NC2u9/m9/v56KOP2LFjBzfeeONewXhfnQU6Ojr2OQ2ira2Nmpqa0M+9C9f6aw6wEN+WmppKR0cH9fX1PziFq7e3dG5urryWhBjCJLDuQ25uLi6Xi6qqKsaMGRMWK8bFyNPS0sJxxx1HQkICer2eOXPmcM8991BTUxOaHqCqKhMmTGD58uX8+Mc/Rq/Xk5qayooVK3j22WeBPXNhs7Oz9/qw7h0Nffrpp6mqqmLZsmV0dHRw++2387vf/Y7S0lLmzZv3vZqqq6v32QczLi6O/Pz8A06F8Pv937usr/qzA4SEluGhL1O4VFUNTadJTU3VoEohRH+RwLoPBoMBq9XKzp07ZUW00ExNTQ09PT309PTgcrlCUw/eeuut0Ba6vR/SN9xwA8cddxwAJ510Em1tbaHTn7/5zW+44ooreOutt0LzUntvt2LFCp555hmMRiMlJSUAbNy4cb+v+Zqamr1O//eKiYnZ5xSCH3I4HSC+uwnGwfQA7s/RX/lCq429p3A1kJGpElDWolAP6NCTTWf7KDweD0VFo2SaihBDXJ/6sI5UNpuNpqYmRo0atc9FMUIMJfvqn3rWWWdx5513ct111/H8889TWFjI7NmzWbp0aWintm/bsmUL/+///T8A1qxZE3btgfqr/+/BBuD+HP2VAHxwamo2E9S9iiW1hwhjDDp1z2tSoZu2thbUoJWcjOvQ6WQTDCHC3WH3YR2psrKy6OzspKamhjFjxgzY4hohBsO+RpjuuusuXn75Zerq6ti9ezePPvooqampjB07dp/HGD9+PJs2bRroUg9Zbxg8mHZH+3OgTTD6Eni9Xm+/b4JxKGF4OAdgVe3EkvVP2tpaaW9PIdWSFnqd93SB36tgtnTiCT5JtGEJOt3hbesqhNCOJLAD0Ov1FBQUsH37dmprayksLNS6JCH6TUdHB0ajkZkzZ+JyuXj44YeZO3cu9957b9h+ObNarURHRxMdHY3H42H27Nk88cQT+w2op556Ko899hhFRUUHPO7nn3/O5ZdfjtFo5OGHH+a4444b0E0wvvv/VatW8dBDD2G320lOTkav13PBBRcwf/78vTbB+HZQPtDZsXXr1hEIBDjyyCP3GYAPJwwP1Kn1mpoalixZQl1dHaqqEhUVxfPPP8+4ceP2e5tf37kIV1cDd997Nk6Hk05XJ0mJSQQVhe6ubqJjYog0pqBgx6e8Q5ThJwdd17d3erRarfzrX/86YE2Doaenh5SUFGpra0lPTwdg2rRpFBQU8I9//APY8xqYN28edXV1e/07mDNnDr/4xS84/fTTWbx4MdOmTePqq68+qPv/9jEOlc/n4+c//zn//e9/MRgMKIrCrbfeyk9+8hM2btzIzp07Oeecc0LXnzRpEmvWrDnoqUfDYadOsUd4fiqFkZiYGLKysqivr6e1tfWgd1cRItz4/X6MRiOrV6+mvLycm2++ObTAqra2lqqqKsaPH69xlfu3fPlyxo0bRzAYZPbs2bzxxhuce+65e11HURR0Oh3vvvtun4754osvctFFF3HTTTcNRMnA/jfBeP/99/n5z3/O8uXLQ31tq6urefHFFw/4JflAu8C99tprdHV1sWDBggPOAe7PTTAONQz3BuAlS5ZwyimnhMJTfX39AUfKFbUVlWZ0xBJpjCQ+Pp6uri6io/Z8mVFRSUj4v00y1DSCbEJVTx/0qQGBQKDfvwDGxsYyY8YMVq9ezbnnnktnZyc9PT1s2bIldJ3Vq1czZ84cgD7/OxhMjz76KE6nk82bN2MwGOjq6sJutwN75tH/61//2iuwbty4UaNKRbgYvueK+lF6ejrx8fHU1tbi8/m0LkeIw1JZWcmf/vQn7rvvPr7++mu+/PJLNmzYAMDf//73sPxw2xePx4PH4yElJQXYM71h4cKFzJ07lzFjxtDe3o7VamXr1q0A2O12zj77bGbMmMH48eO57777AHjwwQd57bXXePTRR5k0aRJut3uv+ykuLt5rGsTSpUu5+OKLAVi7di0zZ85kwoQJzJw5k7Vr1wJ7AqfFYuG2225j8uTJlJSU8Omnn+7zcfz2t7/l17/+9V6bMFitVn79618De4LHt/vu9v6s0+nYvXs3xx57LEceeSRHHHEEf/7zn6mrq+OFF15g+fLlnHzyybz44otkZmZyxRVXcM4553DWWWdx//33M2rUKMaPH8/ZZ5+NwWBgypQpTJw4kU8++YRHHnmE0tJSiouLKSwsxGq1snDhQtrb20lPT8dkMvHGG29wxx13YDAY2LhxIwsWLGDu3LmcfvrpfPjhh9TX1/Pll19SVFTEjTfeyPTp0xkzZgwvv/wyW7ZsYdOmTWzYsIENGzawadMmdu/ejaIolJeXs2vXLrxeLz09PdTV1bF9+3bOP/98xowZw7hx47jssstwda9FCSrYbB38+PSnOfrIx7j04teps9np6uriice+4uJFyzjrjD8zrux+LvzJ26xd/ybHH388RUVFe3052b17NyeccAITJkxgypQpvPfeez/4+tvf66n37++WW25hxowZXHHFFd+77R/+8AemT5/O5MmTmTlz5l5hTKfTcd999zF9+nQKCwt5/fXX93n/c+bMYfXq1QB8+umnHHPMMRQXF7Nt27bQ66R3Iea3/x1819atWzn++OMpLi5m0aJFoS8unZ2dXHrppcyYMYMJEyZw3XXX7bOzx+LFi7niiis4/vjjyc/P5/rrr+fDDz9k9uzZWK1WHn300X3er81mIyMjI/QFLj4+nuLiYpxOJ3fccQerVq1i0qRJXHvttaHnpatrz5bqO3bs4JRTTmH69OlMnDiRv/71r6HjvvHGG5SWljJp0iTuvvvuve7zggsuYNq0aYwfP5558+bR1ta2z9pEmFJVdb//TZ06VRV7eDwedcOGDeqOHTu0LkWIw1JTU6P+85//VFNTU9Wzzz5bvfHGG9VLL71Uveyyy9TS0lL1rbfe0rrE/crPz1dLSkrUiRMnqvHx8er8+fNDl915551qbm6u2tLSstf1t2zZoqqqqv7oRz9S//vf/6qqqqper1c9+uij1ffff19VVVW96KKL1Mcee2yf93n33Xer119/fejnKVOmqP/9739Vr9er5ubmqqtWrVJVVVU/+OADNTc3V/V6vWpVVZUKqO+8846qqqr60ksvqbNmzdrn8WNiYtSvv/56v4/5o48+Ur/9Xvztn6+99lr1vvvuC13W2toaei5uvPHG0O8VRVEdDkfozxdeeKH65JNPHvDxHe7z4PF41F27dqmAunz5ctXlcql/+ctf1BkzZqgOh0NtampSGxoaVJvNptbU1Kh//OMf1bi4OHX69OnqJZdcor7yyivq5s2b1a+//lo944wz1HPOOUf96quv1HXr1qmrVq1Sy3f9Uf35DVPUfGuyunHLtWpFzU3qUUfnqTf8Yqq6o+J69dbb56pFoyxqo+M+tcvzB3Xc+FT1RydOUT0ej9rV1aWmpqaqO3fuVFVVVWfMmKE+88wzqqqq6rZt21Sz2aw2NzerqqqqgOpyuVRV7fvrKT8/X73yyiv3+3fae+ze5+uII44I/QyEXouffvqpmpWVtc9j/Oc//1FLS0tVVVXVm266SX355ZfVBx54QF26dKkaCATUpKQktaKi4nt1H3vssaHX5UUXXaQeddRRqtvtVr1erzpmzP9v787jm6wPP4B/crdp0xQaCA2kSa8UkPs+nFzTKeqU4zVFhtfmhc65eR8whzrZnBseG/4YP3VT0U10m+LU/eY4vEXkBpseadOUtA00TdP0SdIkz+8P1gykQAttnxyf91/QJk8+TdM+n37zfb7fkfGv4Qc/+IH4pz/9SRRFUYxGo+KVV14prlu37qTHCAaDYiAQEAcNGiRed911YjQaFV0ul5iVlRV//o61Z88eMT8/Xxw1apR40003iX/961/jn3vhhRfERYsWHXf7zu9DR0eHOGHCBPHgwYOiKIpia2uraLPZxIMHD4oNDQ3iwIEDxa+//loURVH85S9/edz379jfDQ8++KB47733dvncknQAfCmepJNySkA3aTQamM1m1NbWdnt3FaJEVFBQALPZjI8//hgKhQKCIKCpqQmBQAB33303rFar1BFPqXNKQDAYxKJFi7BmzRrccccdAI7OWTUYDCfcJxAIYMuWLfB4PPGP+f1+HDx4EOeff/4pH+/qq6/G1KlT8atf/QoHDx5ES0sLvvWtb2Hfvn1Qq9WYN28eAODb3/421Go1ysvLodPpkJ2dHZ/jN23aNNx5553d+voWL16MiooKNDY2oqGh4ZS3Pe+883DPPfegvb0dc+bMiY+ofVMsFsOvf/1rvPvuu4hGo/B6vfEVHk729Z3t82C32+PPw6JFiwAAc+bMwUMPPdTlhhh33HEHli1bhg8++ADbtm3DD3/4Q/zhD3/AkiVL8Omnn2L79u0YNmzYf6c0xHzQZKhx/gXDYbYYEYvFMGZcPlpawjAajZDJDuDb5w+HXn90zuOo0YMwbuwkaDQaaDQalJWVoaqqCkOGDMGuXbvio+YjR47EuHHj8Nlnn+HSSy/t8vnszuvp6quvPun3bceOHfjFL36B5uZmyOVy2O324z5/5ZVXAjj6ujl06BCCweAJmyNMnz4dDocDjY2N2Lp1K37yk5+grq4OTzzxBKZOnQq9Xt+t6y4uv/zy+LEnTJiAqqoqnH/++XjrrbfwxRdf4MknnwRwdN7ssGHDTnqMzrWhy8rKMH/+fMjlcgwdOhQDBgyAy+U6Yavn0aNHo7q6Gtu2bcPHH3+MH/3oR3jvvffw3HPPnTKv3W7HwYMH488RAIRCIRw8eDD+TkHnEn033ngj7r333vjt/vSnP+GVV15BOBxGIBCAzWY77fNDiYOFtQcMBgNaWlrgcrlOu7sKUSILBAJYs2YNfve73wEAzjnnnC6XvUpkGRkZuOSSS7Bp06Z4YT3ZhRWdc1q3b9/e4xUECgoKcM455+Ddd9/Fli1butwxrCudJ3Dg6OoFkUiky9uNHz8e27dvx7hx4wAcLeRtbW3xDRqUSuVxKwwEg8H4vxctWoTp06fjn//8J1avXo3nn38eL7/88gmPsWHDBnz00Uf48MMPodPp8Itf/CJekrr79fX18wAAeXl5+N73vofvfe97MJvNePXVV7FkyRIARy+CVSqV8fmgqlgJFHIZsrI0yMjIhLe5GSqlAvLMrPhjZmT89xSnUMiQmTnomP+fOsupdOf1dLLXYjgcxuLFi7Ft2zZMmDABhw4dwtChQ4+7Tee5pfPt8q5yZmZmYurUqdi0aRPa2tqQn5+PQYMG4auvvjpu/urpHHseO/Y5EUURf/vb37pVer95jJMds6v7XXDBBbjgggswf/58nH/++actrKIowmAwdDmn9a233jrp/T788EOsXbsWn3zyCQYNGoQNGzZg3bp1p/nKKJFwDmsPWSwWKBQKOByObl+kQJQoOl+ze/fujc9165yzuWvXLixevFiybD0Vi8WwdevWbo2S6HQ6fOtb38Lq1avjH6urqzvtCGana6+9FuvXr8err76Ka665BsDRkaRwOIzNmzcDAP7973+jo6MjPrrTXStWrMCqVavwxRdfxD8WCATi/y4qKkJ1dTW8Xi9EUcSrr74a/1xlZSWGDBmCa6+9Fj/72c/ix8jJyYHP54vfrqWlBQaDATqdDj6fDxs2bDjt19ffz8M777wTL+PRaBR79uxBYWEhAOCSSy7BE088EX/9Hj58GArZcECmhChG0dx8BOGOMDIzM7u8wEkUgwCUkOHE3a50Oh3GjRuHP/7xjwCAgwcPYvfu3cfNKe7qPmf6egoGg4hEIjCbzQCA3//+96e9z8nMnj0bv/zlLzFz5kwAR/+4KS4uxrp160462t5d3/3ud7F69er4vNXDhw/D4XCc1TGP9eGHH6KpqSn+/6+++ir+/f7m6/dYZWVl0Gq1eOmll+If+/rrr9Ha2opp06Zh586dqKioAACsX78+fpuWlhbo9Xrk5eUhFArh+eef77WvhfoHC2sPde6u0t7eHr+ikShZdJ7wy8vL42/9dy4T43A4oFarpYrWbYsXL8a4ceMwatQoxGIxrFy5slv3e+WVV3DgwAGMHj0ao0ePxhVXXIGWlpZu3XfhwoXYsmULRo4cGd8FTK1W44033sADDzyAMWPG4MEHH8TGjRt7/BxeeOGFWLduHX7yk5+gqKgI06dPxxVXXIH/+Z//AXB0Peg777wTEydOxIwZM5Cfnx+/71/+8heMHj0a48ePx49+9KP4BS4LFiyIj9quXr0aV199Nfx+P4YPH45LL730hLf8u/r6+vt52LJlC8aPH48xY8Zg9OjRUCgUWLVqFQDgt7/9Lfx+P0aNGoWxY8di1apVkMnUkImFCIW96OgIYcCAAScpq1HE0AS5zASZrOslyl555RW8/PLLGDNmDJYuXYqXXnrptFu5nunrKScnB6tWrcLkyZMxceJEZGVlnf7JOYk5c+agoqICs2bNin9s1qxZqKio6PYI68msWbMGCoUCY8eOxejRo3HhhReivr7+rI55rJqaGnznO9/BOeecgzFjxuCNN96Ivzswb948BAIBjB07Nn7RVSelUom3334br732GsaMGYNzzjkHy5cvRzgcxuDBg7Fu3TpceumlGD9+/HHvRlx44YUoLi6GzWbDrFmzMGHChF77Wqh/cKerM1RTU4MjR45g+PDhZ/ULh0gKjY2NuPXWWzF48GBcfvnlyM7OxgsvvIDS0lLcc889UscjOq1IJIKKinIo1O9jcH41NCojgOz4NIWj57Y2xOCFSj4bKvmlSTXlhSgdnWqnK46wniGz2Qy1Wg2Hw9GjLRyJEoHRaMSKFSswdOhQvPzyy7jhhhvOaAFxIikcLasVEIQQjIbrkaW5DpBlQIQbMbgRwyGIOATItNDIr2ZZJUoBvOjqDCkUClitVtjtdrhcrlO+jUaUiJqbmzFq1Cjcdttt0Ov1Usch6pZIJAK73Y5gMIiSkhLk5OQAmAilOAEi6hATWwAActlAyDCURZUoRbCwngWdTgej0YjGxkbo9Xqe9Ckp+Hw+3HvvvZDJZCgvL8dll12Gffv2oba2FhdffLHU8YhOqqOjI76pwH/L6lEymQwyFEAu4+ABUSrilICzZDKZkJmZidra2jNeIoWoP3TOV//qq6/Q2tp63IoAfr8/vt4iUSLq6OiA3W7vsqwSUepjYT1LcrkchYWFiEQicDqdUschOqnOwrp//35MnjwZ2dnZGDVqFACgoqICFotFynhEJ9VZVsPhMEpLS+Nr1BJR+mBh7QWZmZkwmUzwer1obm6WOg5Rl+Tyoz/uF198MZxOJ5YuXYpYLIbdu3dj8+bNGD9+vMQJiU4UDodRXl6Ojo4OlJaWnnRBfiJKbZzD2kuMRiN8Ph+cTieys7OTYj1LSk/l5eVYsGABVCoVWlpacPPNN+Paa6895YLxRFIIh8Ow2+2IRCIoLS3lEoJEaYzrsPaiUCiEAwcOICsri3sUU8KaMmUKvvjiCwiCgEOHDqG4uFjqSEQnCIVCsNvtiEajsNls0Gq1Ukcioj7GdVj7iUajgdlsht/vP27LOaJE0draipkzZ2Lz5s3IzMxkWaWE1FlWY7EYyyoRAeCUgF5nMBjQ0tICl8uFnJwcZGRkSB2JKG7v3r149tlnsWnTJkyePDm+teGkSZOO2/KTSCrBYBB2ux2iKMJms8W3Diai9MYR1j5gsVigUCjgcDhwqikXRP0lEAggHA5j5syZ8Hg82LBhA2bMmAGHw4H77rsPv/3tb6WOSMSySkQnxRHWPqBSqWCxWFBVVQW32w2TySR1JEpz77//PubOnYs9e/agubkZxcXFuO6663gRCyUMQRBgt9shk8lQVlbGd6eI6DgsrH0kNzcXeXl5cLvd0Ov1LAYkqcrKSkybNg2bNm2C3W5Hbm4utFotcnNzoVarcf3118NgMEgdk9LUsWXVZrOxrBLRCTgloA+ZzWao1Wo4HA7EYjGp41CaEkURgiBg7dq1yMnJwdSpU5Gfnw+FQgGfz4d9+/bxrVeSTHt7O+x2O+RyOUdWieikWFj7kEKhgNVqRSgUgsvlkjoOpSlBEFBSUoKBAwdi69ateO6559DW1oZoNAqv14spU6bwHQCSxLFl1WazQaPRSB2JiBIUC2sf0+l0MBqN8Hg88Pl8UsehNKTVarF06VKcc8450Ov1+Pe//42lS5di0qRJqK6uhsfjkToipaFAIAC73Q6FQoGysjKWVSI6Jc5h7Qcmkwmtra2ora3FyJEjoVTyaaf+E4lEoFQqsX37dgwdOhT5+fnIz8/HmDFjEIvFsGPHDqkjUpppa2tDZWUllEolbDYbdwYkotPiCGs/kMvlsFqtiEQicDqdUsehNNP5B9Ls2bOxefNm3HvvvXj//ffx+uuv489//jNGjhwpcUJKJ21tbaioqIBSqURZWRnLKhF1CwtrP9FqtTCZTPB6vWhubpY6DqWhmTNnYt26ddBqtfjXv/6F119/HbNmzcLixYuljkZpwu/3o6KiAmq1GmVlZVCpVFJHIqIkwfem+5HRaITP54PT6UR2djZHFqjfjRkzBiNHjkRbWxuysrJYGKjftLa2oqqqCmq1Gjabja89IuoRjrD2I5lMBqvVClEUUVNTI3UcSlMymQw5OTmcS039prOsajQajqwS0RlhYe1nGo0GZrMZfr8fTU1NUsehNNTQ0IBdu3ZJHYPShM/nQ2VlJTIyMmCz2fiHEhGdERZWCRgMBuj1erhcLgSDQanjUJoRBAEZGRmQyWRSR6EU19LSgqqqKmRmZqK0tJRllYjOGAurRCwWCxQKBRwOB0RRlDoOpRFBELizFfW5lpYWVFdXQ6vVcmSViM4aC6tEVCoVLBYL2tvb4Xa7pY5DaSIajSIcDrOwUp/yer3xslpaWgqFQiF1JCJKciysEsrNzUVeXh7cbjcCgYDUcSgNdE5BYWGlvtLc3AyHw4GsrCyWVSLqNSysEjObzVCr1XA4HIjFYlLHoRQnCAIAICMjQ+IklIo6y2p2djbLKhH1KhZWiSkUClitVoRCIbhcLqnjUIoTBAFyuZz7tlOvO3LkCBwOB3Q6HUpKSiCX8/RCRL2Hv1ESgE6ng9FohMfjgc/nkzoOpTBecEV94fDhw6ipqUFOTg7LKhH1Cf5WSRAmkwmZmZmora1FJBKROg6lqGAwyOkA1Ks8Hg9qa2uh1+tRXFzMskpEfYK/WRKEXC6H1WpFJBKB0+mUOg6loEgkgo6ODo6wUq9pamqC0+lkWSWiPsffLglEq9XCZDLB6/WiublZ6jiUYjovuGJhpd7Q2NiIuro65Obmori4mBtREFGfYmFNMEajEdnZ2XA6nQiHw1LHoRTCJa2otzQ0NMDlcmHAgAEoKipiWSWiPsfCmmBkMhmsVitEUURNTY3UcSiFCIIAhUIBlUoldRRKYg0NDaivr8fAgQNRWFjIskpE/YKFNQFpNBqYzWb4/X40NTVJHYdSBFcIoLPldrvjZdVqtbKsElG/YWFNUAaDAXq9Hi6XK/5WLtHZYGGls3Ho0CEcOnQIeXl5LKtE1O9YWBOYxWKBQqGAw+GAKIpSx6Ek1tHRgWg0ysJKZ6S+vh5utxsGg4FllYgkwcKawFQqFSwWC9rb2+F2u6WOQ0mMW7LSmXK5XGhoaMCgQYNgsVikjkNEaYqFNcHl5uYiLy8PbrcbgUBA6jiUpLikFZ2Juro6NDY2YvDgwSgoKJA6DhGlMRbWJGA2m6FWq+FwOBCLxaSOQ0lIEASoVCoolUqpo1CScDqdaGpqwuDBg2E2m6WOQ0RpjoU1CSgUClitVoRCIbhcLqnjUBIKBoMcXaVuczqd8Hg8MBqNLKtElBBYWJOETqeD0WiEx+OBz+eTOg4lGUEQOH+VuqW2thYejwdDhgzBsGHDpI5DRASAhTWpmEwmZGZmora2FpFIROo4lCRCoRBisRhHWOmUOjcrOXz4MPLz8zF06FCpIxERxbGwJhG5XA6r1YpIJAKn0yl1HEoSvOCKTqezrB45cgQmkwkmk0nqSEREx2FhTTJarRYmkwlerxfNzc1Sx6Ek0LnxBKcEUFdEUYTD4UBzczOGDh2K/Px8qSMREZ2AhTUJGY1GZGdnw+l0IhwOSx2HEpwgCFCr1VAoFFJHoQTTWVa9Xi+GDRuGIUOGSB2JiKhLLKxJSCaTwWq1xt/GIzoVbslKXRFFEdXV1fGyajQapY5ERHRSLKxJSqPRwGw2w+/3o6mpSeo4lKBEUeSSVnQCURRRVVWFlpYWmM1mllUiSngsrEnMYDBAr9fD5XLF5ykSHSsUCkEURc5fpbhYLIbKykr4fD4UFBRg8ODBUkciIjotFtYkZ7FYoFAo4HA4IIqi1HEowXCFADpWLBZDVVUVWltbYbFYMGjQIKkjERF1CwtrklOpVLBYLGhvb4fb7ZY6DiWYzsLKEVbqHFltbW2F1WqFwWCQOhIRUbexsKaA3Nxc5OXlwe12IxAISB2HEkgwGERGRgbkcv6op7NYLIaKigr4/X4UFhYiLy9P6khERD3Cs1iKMJvNUKvVcDgciMViUsehBMEtWSkajaKiogKBQACFhYUYOHCg1JGIiHqMhTVFKBQKWK1WhEIhuFwuqeNQAojFYlwhIM2xrBJRqmBhTSE6nQ5GoxEejwc+n0/qOCSxzpUjWFjTU2dZbW9vR1FREQYMGCB1JCKiM8bCmmJMJhMyMzNRW1uLSCQidRySEAtr+opEIrDb7Whvb0dxcTFyc3OljkREdFZYWFOMXC6H1WpFJBKB0+mUOg5JSBAEyGQyaDQaqaNQP+osq4IgoLi4GHq9XupIRERnjYU1BWm1WphMJni9XjQ3N0sdhyTSecGVTCaTOgr1k86yGgqFUFJSwrJKRCmDhTVFGY1GZGdnw+l0IhwOSx2HJCAIAqcDpJGOjg6Ul5fHy2pOTo7UkYiIeg0La4qSyWSwWq0QRRE1NTVSx6F+Fo1GEQ6HWVjTREdHB+x2O8LhMEpKSqDT6aSORETUq1hYU5hGo4HZbIbf70dTU5PUcagfdV5wxTVYU184HEZ5eTnC4TBKS0tZVokoJbGwpjiDwQC9Xg+XyxUvMZT6Ordk5QhraguHw7Db7YhEIigtLUV2drbUkYiI+gQLaxqwWCxQKBRwOBwQRVHqONQPBEGAXC7nCgEprHNklWWViNIBC2saUKlUsFgsaG9vh9vtljoO9YNgMMjpACksFAqhvLwc0WgUNpsNWVlZUkciIupTLKxpIjc3F3l5eXC73QgEAlLHoT7GFQJSV2dZjcVisNls0Gq1UkciIupzLKxpxGw2Q61Wo6amhlMDUlgkEkFHRwcLawoKBoMoLy+HKIosq0SUVpRSB6D+o1AoUFRUBKVSCVEUuaB8iuKWrKkpGAzCbrfHyyq/v0SUTlhY00xWVhbLaorrXCGAc1hThyAIsNvtkMlkKCsr4/eWiNIOpwSkoZOV1Vgshra2NgDglIEkJggCFAoF1Gq11FGoFxxbVm02G8sqEaUlFlYCADidTixYsAB33nkngJOXWkp8vOAqdbS3t8Nut0Mul3NklYjSGgsrYePGjVi0aBEKCgrw7LPPSh2HzlIwGGRhTQGBQCBeVm02G9fUJaK0xjmsae7BBx/Eq6++il//+tdYuHAhAGD//v0wGo0wGAyc75pkOjo6EIlEOBKX5AKBACoqKqBUKmGz2Ti9g4jSHgtrGjt8+DB27tyJjz76CCaTCR0dHfjnP/+JTz75BBaLBTfeeCNkMhlLaxLhlqzJr62tDZWVlSyrRETHYGFNYwaDAZFIBH//+98xe/ZsbNmyBc3NzcjIyMDGjRsBIF5aKTmwsCa3trY2VFRUQK1Ww2azQaVSSR2JiCghcA5rmnvppZewZcsWLF26FE6nE263G9u2bUMoFMLevXuxe/duAEA0GpU4KXVHMBiEUqmEUsm/RZON3+9nWSUiOgme1dKc0WjEihUr8PLLL+PQoUNoaGjA4sWLMXz4cLS2tuKKK67A3r17efJMElwhIDm1traiqqoKGo0GpaWl/HkjIvoGFlbCqFGjkJ2dDZ/PhwceeAATJ05EdnY2AGDt2rXYtWsXJk+eLHFK6g5BEGAwGKSOQT3Q2tqKyspKZGRkwGazcXSciKgL/M1IAID77rsP9fX1MJlM8dGdhx56CJFIBBaLBQB48VWCC4fDiMViHGFNIj6fD1VVVcjMzERpaSnLKhHRSXAOKwEAlEolLBYLVCoV9u3bh9mzZ2P37t14+eWXkZeXB+C/81gjkYiUUekkeMFVcmlpaYmXVY6sEhGdGgsrHWfLli2YMmUKFixYgLfffhsbNmzAddddh0WLFuH2228HcLTcxmIxiZPSN3UWVq7Bmvi8Xi+qq6uh1Wphs9mgUCikjkRElND4Jz0dZ/bs2fj4448xfvx43H///fD7/bj66qsxcOBArFixAu+++y7y8vLw0ksv4ZlnnpE6Lh1DEASo1WqWnwTn9XrhcDiQlZWFkpISfr+IiLqBhZVOMH78eFRVVaGiogIPPPAAhg8fDq1Wi+XLl+ORRx5BTk4O5syZg1gsBrmcg/SJgisEJL7m5mY4HA5kZ2ezrBIR9QALK3Vpz549aGxsxIQJEwAAu3btwm233YbS0lI8/PDDmDhxIgKBAOrq6jBy5EiJ05IoiggGg8jJyZE6Cp1ENBpFXV0ddDodSkpK+MceEVEPsLBSlxYsWIAXX3wRv//973HgwAF89dVXuOaaa3DfffchIyMDTqcTra2teO+991hYE0AoFIIoihxhTWAymQwjR46EQqFgWSUi6iEWVjqpZ555Bpdddhna2trw9NNP46KLLkJHRwe+//3v49NPP8X+/ftx1113SR2TwBUCEk1X02XkcjlkMhmXhiMiOgP8M59OqqCgAP/7v/+LrVu34qKLLsIHH3yACRMmQC6X47PPPjvuanSuGiCtYDAIgCsESGnPnj3YtWsXAOC1116Dz+c74TYsq0REZ4aFlU5pwoQJMJlMuOGGG3Dbbbfhpz/9Kf70pz9h0KBBWLlyJdasWQMAfItTYoIgQKPR8PsgkXA4DL/fjyeffBIjRozAoUOHoNfrpY5FRJQyOCWATuvIkSM4cuQI/vGPf6CwsBD79u3Dj3/8Y3zxxReYO3cupk6diunTp3MnLAlxhQBpqdVqWK1WfPrpp8jKyopfrEhERL2DwzF0Wnl5eXjzzTdRWFiI5557DsuWLcOUKVNw5MgR3HLLLXjkkUcQjUZZViUiiiJCoRALqwQ6d38TRRFDhw7F3//+d9x333149dVX8cYbb8Rv5/V6pYpIRJQSOMJK3fbss8/iqaeewvr16zFr1iwAwKxZs2A2m9HU1IT8/HyJE6anYDDIFQIkEI1GoVAo0NTUhJUrV8Jms2HSpElYsmQJvF4v/vGPfyAcDmPz5s244oorMG/ePKkjExElLRZW6rYbb7wRt9xyCxQKBQRBwB/+8Ad88cUXyMzMRDQaxcUXX4xFixbFT+TUP7glqzQUCgUaGhqwcOFCXHXVVfD5fLjuuuvw3HPPYfny5XjppZfw/PPPo7S0lGWViOgssbBSt6lUqvjb/rt370ZlZSXa29uhUqnw1FNPYcqUKZg3bx5yc3OlDZpmBEGATCZjYe0nx87V3rhxI5YvX4558+bhu9/9Lq688krcfPPNWL9+PZYtW4aFCxciKytL4sRERMmPc1ip246do/r3v/8der0ef/zjH1FeXg673Y45c+bgq6++kjBhehIEARkZGZxD3A8652q3tLRAFEVcc801WLBgAW688UbceOONeOyxxzBy5EhcfPHFOHjwILRardSRiYhSAgsrnZGmpiaMHj0aOp0ODz30EObPn49gMIhp06ZJHS3tBINBjq72g1gsBoVCgaqqKlx++eV47733oNPpoNFoYDabMW7cOLS1taGoqAgbNmzAiBEj+EcEEVEvYWGlM3L99dfj8ccfR3l5OebPn4/XXnsNCxYsgEwmg9vtRkdHB4D/XkVNfSMWi3GFgH4il8vR2NiISy+9FDfffDMuuugiAIBSqcTAgQOxZs0aTJw4EZmZmbj88sulDUtElGI4h5XOyMyZM7FgwQK8/PLLuOeee2AwGPDll1/i+eefhyAIMJvNWL9+PRQKBddn7UPckrXvHfv6dTqdGDt2LBYuXIj169fjnXfegd/vx1//+lfU19ejsbExvoIGERH1Ho6w0hlbuXIl7r//fuh0Orz55psIhUL4wQ9+gPfffx8ejwdPPPEEAG5H2Zc6t2RlYe0bsVgMMpkMtbW12LZtGyZOnIiKigqce+65cLvdeOihh2AwGLBx40YMHz6cZZWIqI9whJXOilarxf79+/H222/jlVdewfDhwwEAv/nNb/Dwww8jGo0iGo2ioaEBBQUFEqdNPYIgQC6XQ61WSx0l5YiiCLlcjl27dmHZsmVYsWIF5HI5PvvsMxw5cgRGoxHhcBgNDQ0YMGCA1HGJiFIaR1jprHm9XgwcODBeVkOhEIqLi/HUU09h7dq1uP3227Fjx47429fUe7hCQN+RyWQ4fPgw7rjjDjz77LP43ve+B5fLha1bt8JoNMJut2PChAm48MILOWeViKiPcYSVztq5556LjIwMPP7447j//vuh0WgQDofxxhtvYPXq1SgsLMRjjz0GjUYjddSUIwgCcnJypI6RUo6ds5qdnY2hQ4finXfewQcffIADBw6grq4O3/rWt7Bq1So88sgjWLBggcSJiYhSH0dYqVesX78+PoL61Vdf4Sc/+QkOHDiAX//613C73aioqIBczpdbb4pEIujo6OD81V7UOWe1uroa+/btg9frxe233479+/djxIgRWLNmDdauXQvg6HQYllUiov7BEVbqFUajEatWrUJLSwuee+45FBUV4bzzzsOMGTMwY8aM+DJXALhqQC/pvOCKa7D2Hrlcjs2bN+P+++/HpEmT4PP5cNttt2HTpk2QyWT4+uuvceutt2LZsmVSRyUiSisc8qJe9eGHH8LlcuHWW2/FjBkzAAAejwf79+/Hzp07AXDVgN7CJa16n8fjweOPP46//vWvmDRpEvbu3Yv8/Hx0dHTA5XLhrrvuwrJly7B8+XKpoxIRpRUWVupVc+fORXl5OVpbWwEAP/3pTzFjxgw4nU787Gc/w1/+8hcA3FCgNwiCAIVCwRUCekl1dTUaGxtRUlKCf/7zn3juuefw/PPPo6CgAPv374dSqcS6detYVomIJMDCSr0qKysL7733HrRaLa6//nocOHAAS5cuhSAIeOaZZ/Doo4+itbUVCoVC6qhJj1uy9p49e/Zg0aJFyMrKglwux8qVK/H0009jwoQJ2L59O2666SZ4vV6YTCapoxIRpSXOYaVeV1paClEUoVar8eKLL2LIkCGYOnUqzjnnHFx66aVSx0sZgiAgNzdX6hhJqaWlBRkZGcjIyMC2bduwYsUKPPjggygsLMQFF1wAmUyGtWvXorKyEo8//jjuvvtujBgxQurYRERpiyOs1CdkMhkqKiqwZcsWAMCjjz6KBQsWoL6+HllZWfHbiaIoUcLk1tHRgUgkwvmrPSSKItra2rB06VK88MILiEajMJlM+PTTT/Gvf/0LAHDxxRfjhhtugM1mQ11dHR599FFcffXVEicnIkpvHGGlPvPII4/ghz/8IcaMGYPzzz8fVVVVGDp0KN58803k5+ejtLQUgwYNQiQSgUKh4MVYPcALrs5cdnY2HnroITz88MPQ6XT4/ve/j507d2LatGkYOXIkbr/9dowZMwZjxoyROioREf0HCyv1mRkzZuCnP/0pPvvsM4wcORI7duzA9OnTMWnSJGi1WtTU1ODjjz+GUqlEc3MzBg4cKHXkpNG5pBUL65kRRRGRSAS33HILWltbsXz5cnz00Ue44IILIIoifvzjH0sdkYiIjsHCSn3qhz/8IYCjmwk8+OCDWLt2LS655BIAwB133IGPP/4Ya9euxcGDB7Fjxw4poyYVQRCgVCqhVPJHuCdkMhn+7//+D3fccQc2btyIrVu34sUXX0RWVhauueYavP3225g7dy4WLFgAs9nMUX8iogTBsx31i927d2PJkiW45JJLEIlEoFQqceTIEVx00UWYNWsWNm/eLHXEpCIIAkdXu+nQoUPHXd1fV1eHadOmYcSIERgxYgTy8/Nxww03IBgM4qabbkJ9fT30er2EiYmI6Jt40RX1i/b2drz33nvx/99zzz3YtGkTnnnmGbz99tvIycnh2qw9wMLaPU6nEwUFBbjxxhvx1FNPAQCKioqg0WjgcDgQiURw2WWXYdasWdiwYQM8Hg/LKhFRAuIIK/WLW2+9FeFwGFdddRW2bduGoUOHYu/evRg2bBiAo3MKuTZr94TDYcRiMa7B2g2ZmZmYN28ezGYztm3bhs8//xzz58+H3W7Hm2++iYKCAmi1WrS3t+O3v/0tBg0aJHVkIiLqAgsr9Ztrr70Wjz32GO666y7cd999AIBYLAa5XM65gj3AFQK6b9CgQZg5cyY++ugjvPvuu3j99dexdetW1NbWwuFw4Msvv0QgEMBdd92FCRMmSB2XiIhOglMCqN8MGDAA1dXV8bIqiiLkcr4Ee4qFtWdWrlyJwYMHo7a2FoWFhXjnnXdw4YUXoq6uDnq9Hk8++STmzJkjdUwiIjoFjrBSv8rJyYEoipDJZBBFEbFYjFMBeigYDEKtVvN566ZIJILS0lI88MAD2LlzJ1avXo0lS5bg66+/xoABA2A0GqWOSEREp8HhLep3nW//C4KAvXv3IhAISJwouQiCwPmrPaBUKnHttdfio48+wsKFC7FkyRIAwPDhw1lWiYiSBAsrSSYjIwMKhQIOhwOxWEzqOElBFEWuENBN0Wg0vvJEQUEBVq9eDYVCgUAgwC2BiYiSDAsrSUahUMBqtSIUCsHlckkdJymEQiGIosjCehqhUAgHDhyA3++Pl9OpU6di586dAMCL/IiIkgwLK0lKp9PBaDTC4/HA5/NJHSfhcUvW0wuFQrDb7YhGo1Cr1fFyWlJSgtdffx1ZWVkSJyQiop5iYSXJmUwmZGZmora2FpFIROo4Ca1zhQDOYe1aMBhEeXk5YrEYbDYbtFrtcZ9n0SciSk4srCQ5uVwOq9WKSCQCp9MpdZyEJggCNBoNlwPrQjAYhN1uhyiKXZZVIiJKXjzrUULQarUwmUzwer1obm6WOk7C4gVXXRMEAXa7HQBQVlbG54iIKMWwsFLCMBqNyM7OhtPpRDgcljpOwhFFEaFQiGXsG44tqzabjdMliIhSEAsrJQyZTAar1QpRFFFTUyN1nIQTDAYhiiIL2THa29tht9shk8lQVlbG54aIKEWxsFJC0Wg0MJvN8Pv9aGpqkjpOQuGWrMfrLKtyuRxlZWXQaDRSRyIioj7CwkoJx2AwQK/Xo76+Pr6MEx0trDKZjKOIAAKBAOx2OxQKBWw2G8sqEVGKY2GlhGSxWCCXy+FwOLgr0X8Eg0FoNJq0X/Q+EAigoqICSqWSI6tERGmChZUSkkqlgsViQXt7O9xut9RxEgJXCADa2tpgt9uhVCphs9mgVquljkRERP2AhZUSVm5uLvLy8uB2uxEIBKSOI6lYLJb2KwT4/X5UVFRArVajrKyMZZWIKI2wsFJCM5vNUKvVcDgciMViUseRTLpvyer3+1FZWQm1Wg2bzQaVSiV1JCIi6kcsrJTQFAoFrFYrQqEQXC6X1HEkk85bsra2tqKyshIajQZlZWUsq0REaYiFlRKeTqeD0WiEx+OBz+eTOo4kOlcISLcLjHw+X7ys2mw2KJVKqSMREZEEWFgpKZhMJmRmZqK2thaRSETqOP2u84KrdFohwOfzoaqqCpmZmSyrRERpjoWVkoJcLofVakUkEoHT6ZQ6Tr8LBoNpNX+1paUFVVVV0Gq1LKtERMTCSslDq9XCZDLB6/WiublZ6jj9JhqNIhwOp838Va/Xi+rqami1WpSWlkKhUEgdiYiIJMbCSknFaDQiOzsbTqcT4XBY6jj9Ip22ZPV6vXA4HMjKymJZJSKiOBZWSioymQxWqxWiKKKmpkbqOP0iXQprc3MzqqurWVaJiOgELKyUdDQaDcxmM/x+P5qamqSO0+eCwSDkcnlKL5R/5MgROBwO6HQ6lJaWQi7nryYiIvovnhUoKRkMBuj1etTX18cX1U9Vqb4l6+HDh1FTU4OcnByUlJSwrBIR0Ql4ZqCkZbFYIJfL4XA4IIqi1HH6TCoXVo/Hg9raWuTk5KC4uJhllYiIusSzAyUtlUoFi8WC9vZ2uN1uqeP0iUgkgkgkkpKF1ePxwOl0Qq/Xs6wSEdEp8QxBSS03Nxd5eXlwu90IBAJSx+l1qXrBVVNTE5xOJ3Jzc1lWiYjotHiWoKRnNpuhVqvhcDgQi8WkjtOrOgtrKq3B2tjYiLq6OuTm5qKoqCitdu8iIqIzw8JKSU+hUMBqtSIUCsHlckkdp1cJggClUgmVSiV1lF7R0NAAl8uFAQMGsKwSEVG3sbBSStDpdDAajfB4PPD5fFLH6TWpdMGV2+1GfX09Bg4ciMLCQpZVIiLqNhZWShkmkwmZmZmora1FJBKROk6vCAaDKTEd4NChQzh06BDy8vJgtVpZVomIqEdYWCllyOVyWK1WRCIROJ1OqeOctXA4jGg0mvQjrPX19XC73TAYDLBYLCyrRETUYyyslFK0Wi1MJhO8Xi+am5uljnNWUmGFAJfLhYaGBpZVIiI6KyyslHKMRiOys7PhdDoRDoeljnPGOnfwStbC6nK50NjYiEGDBsFisUgdh4iIkhgLK6UcmUwGq9UKURRRU1MjdZwzJggCVCoVFAqF1FF6rK6uDo2NjRg8eDAKCgqkjkNEREmOhZVSkkajgdlsht/vR1NTk9RxzkiyrhDgdDrR1NQEo9EIs9ksdRwiIkoBLKyUsgwGA/R6Perr6+NvrycLURQRDAaTrrDW1tbC4/FgyJAhGDZsmNRxiIgoRbCwUkqzWCyQy+VwOBwQRVHqON0WDocRi8WSprB2Tr84fPgw8vPzMXToUKkjERFRCmFhpZSmUqlgsVjQ3t4Ot9stdZxuS6YtWTvL6pEjR2AymWAymaSOREREKYaFlVJebm4u8vLy4Ha7EQgEpI7TLcmypFVnWW1ubobJZEJ+fr7UkYiIKAWxsFJaMJvNUKvVcDgciMViUsc5LUEQoNFoIJcn7o+oKIpwOBxobm7G0KFDWVaJiKjPJO7ZkKgXKRQKWK1WhEIhuFwuqeOcVqJvySqKIqqrq+H1ejFs2DAMGTJE6khERJTCWFgpbeh0OhiNRng8Hvh8PqnjnFSirxAgiiKqqqrQ0tICs9kMo9EodSQiIkpxLKyUVkwmEzIzM1FbW4tIJCJ1nC4Fg0GIopiQhTUWi6Gqqgo+nw8FBQUYPHiw1JGIiCgNsLBSWpHL5bBarYhEInA6nVLH6VKibsl6bFm1WCwYNGiQ1JGIiChNsLBS2tFqtTCZTPB6vWhubpY6zgkEQYBMJkuoOayxWAyVlZVobW2F1WqFwWCQOhIREaURFlZKS0ajEdnZ2XA6nQiHw1LHOU7nCgEymUzqKAD+W1b9fj+sVivy8vKkjkRERGmGhZXSkkwmg9Vqja8jmkgEQUiY6QDRaBQVFRXw+/0oLCxkWSUiIkmwsFLa0mg0MJvN8Pv9aGpqkjoOgKOjmaFQKCEKa2dZDQQCKCoqwsCBA6WOREREaYqFldKawWCAXq9HfX19/GInKXVmkHr+amdZbW9vR1FREQYMGCBpHiIiSm8srJT2LBYL5HI5HA4HRFGUNEsibMkaiURgt9vjZTU3N1eyLERERAALKxFUKhUsFgva29vhdrslzdK5QoBGo5Hk8SORCCoqKiAIAoqLi1lWiYgoIbCwEgHIzc1FXl4e3G43AoGAZDk6t2SVYoWAzpFVQRBQUlICvV7f7xmIiIi6wsJK9B9msxlqtRoOhwOxWEySDFKtENDR0QG73Y5QKISSkhLk5OT0ewYiIqKTYWEl+g+FQgGr1YpQKASXy9Xvjx+NRhEOh/u9sLKsEhFRomNhJTqGTqeD0WiEx+OBz+fr18eWYkvWzrIaDodRWloKnU7Xb49NRETUXSysRN9gMpmQmZmJ2tpaRCKRfnvc/l4hIBwOo7y8HB0dHSgtLUV2dna/PC4REVFPsbASfYNcLofVakUkEoHT6ey3xxUEAXK5HGq1us8fKxwOw263IxKJsKwSEVHCY2El6oJWq4XJZILX60Vzc3O/PGZ/XXAVCoVQXl4eL6tZWVl9/phERERng4WV6CSMRiOys7PhdDoRDof7/PH6o7CGQiHY7XbEYjHYbDaWVSIiSgosrEQnIZPJYLVaIYoiampq+vSxIpEIIpFIn27JGgwGUV5eHi+rWq22zx6LiIioN7GwEp2CRqOB2WyG3+9HU1NTnz1OX19wFQwGYbfbIYoibDabpFu/EhER9RQLK9FpGAwG6PV61NfXx5ee6m19WVgFQUB5eTkAoKysjGWViIiSDgsrUTdYLBbI5XI4HA6Iotjrxw8Gg1AqlVCpVL16XEEQYLfbIZPJYLPZ+nTKARERUV9hYSXqBpVKBYvFgvb2drjd7l4/viAIvV4m29vbYbfbIZfLUVZWxrJKRERJi4WVqJtyc3ORl5cHt9uNQCDQq8fu7RUCji2rNpsNGo2m145NRETU31hYiXrAbDZDrVbD4XAgFov1yjHD4TCi0WivFdZAIAC73Q6FQoGysjKWVSIiSnosrEQ9oFAoYLVaEQqF4HK5euWYnRdy9UZhbWtrQ0VFBZRKJcrKyvpl1ywiIqK+xsJK1EM6nQ5GoxEejwc+n++sj9e5QsDZzjE9tqzabDaWVSIiShksrERnwGQyITMzE7W1tYhEImd1LEEQoFKpoFQqz/gYfr8fFRUVUKvVHFklIqKUw8JKdAbkcjmsVisikQicTudZHetsL7hqbW1FZWUl1Go1bDZbry+NRUREJDUWVqIzpNVqYTKZ4PV60dzcfMbHCQaDZzwdoLW1FVVVVdBoNCgrK2NZJSKilMTCSnQWjEYjsrOz4XQ6EQ6He3z/UCiEWCx2RiOsPp8PlZWVyMjIgM1mO6spBURERImMhZXoLMhkMlitVoiiiJqamh7f/0y3ZPX5fKiqqkJmZiZKS0tZVomIKKWxsBKdJY1GA7PZDL/fj6amph7dt3NJq55MCWhpaUFVVRW0Wi1HVomIKC2wsBL1AoPBAL1ej/r6+ngJ7Q5BEKBWq6FQKLp1e6/Xi+rqami1WpSWlnb7fkRERMmMhZWol1gsFsjlcjgcDoii2K379GSFgObmZjgcDmRlZbGsEhFRWmFhJeolKpUKFosF7e3tcLvdp729KIoIBoPdKqydZTU7O5tllYiI0g4LK1Evys3NRV5eHtxuNwKBwClvGwqFIIriaQvrkSNH4HA4oNPpUFJSArmcP7ZERJReeOYj6mVmsxlqtRoOhwOxWOykt+vOlqyHDx9GTU0NcnJyWFaJiCht8exH1MsUCgWsVitCoRBcLtdJb3e6wurxeFBbWwu9Xo/i4mKWVSIiSls8AxL1AZ1OB6PRCI/HA5/P1+VtBEFARkZGl0W0qakJTqeTZZWIiAgsrER9xmQyITMzE7W1tYhEIid8/mQXXDU2NqKurg65ubkoLi6GTCbrj7hEREQJi4WVqI/I5XJYrVZEIhE4nU4AR1cGaG0NobHBj8MePzQazXH3aWxshMvlwoABA1BUVMSySkREBIBb5BD1Ia1WC5PJBGdtHVx1EXz+2WFUVXkhxqLwer2w2Vpx2eXAmHFGeL2HUV9fjwEDBqCwsJBllYiI6D9YWIn6WE7OQGx6+0scPHAQZvMgmM06BIUgVKoMCMEY1q/bCcNgJS64MBcFBUZYrVaWVSIiomNwSgCllNdffx3jx4/HuHHjMHz4cFx11VXxzz388MMIh8Px/69cuRJ//vOfe/wY1157LZ599tlu3TYWE/Hi/+5GgzuGIUMyIJOH8OWOd7DhtQcgk8uQNzALUdGJX6y+CM8+/S5MJjNkMhluu+02rFixAl9++SWWLl0KAKipqYHBYIgfWyaToa2trUfZv3kMIiKiZMDCSinD7XZj+fLleOutt7Br1y4cPHgQd999d/zzP//5z48rrKtWrcIVV1zRp5kqK5qxZ3cjLNZc6HP1CIfCyB9SBlf9AcjlMvj9flRU7kB+fhns9r3Yu7sRALBlyxbMnj0bkyZNwiuvvNKnGYmIiBIdCyuljIaGBqhUKuTl5QE4OgI5fvx4AMCtt94KAJgxYwbGjRuHlpaW40ZKw+Ew7r77bkyZMgVjx47FsmXL4qOX9fX1mDdvHkaOHIn58+fj8OHD8cfcsGEDpk6divHjx2P8+PH44IMPjsu0+QMHMrRKyGQyaLVaaDI0UCp0UKu1qHMdRFtbGxoby/HtedfBc/gA3n+/Gk1NTaiqqsKMGTOwZcsWTJo06aRf89NPP43JkyejqKgIb7zxRvzjn3/+OebMmYOJEydi4sSJeOedd7q8v0wmw2OPPRY/xgcffID7778f48ePx6hRo3Dw4MGefhuIiIh6HQsrpYyxY8diypQpKCgowOLFi7FmzRocOXIEAPC73/0OAPDJJ59g165dyM3NPe6+v/rVr6DX6/HFF19g9+7dMJlMePzxxwEAt99+O8477zwcOHAAzz77LLZu3Rq/33e+8x189tln2LlzJ1577TVcc8018c/FYiJ27WqEwaCNfyxXnwsRIgbkFsLp3AttlhYejwOlJVMgihE4qhrw3nv/wuTJk0+7ZSsA5OTkYPv27XjppZdw++23AwBaWlpw8803Y8OGDdixYwc2bdqEm266CS0tLV0eIzc3F9u3b8cvf/lLXHbZZZg5cyZ27tyJq6++Go899tjpn3giIqI+xouuKGXI5XL87W9/w759+7B161b87W9/wxNPPIG9e/di4MCBp7zvW2+9hdbWVmzcuBEAEAqFMHbsWADA5s2b8fTTTwMAioqKMG/evPj9qqqqsGTJEtTX10OlUqGhoQENDQ0YMmQIwuEoRFGEXP7fC6jkCjly9bkoLBwHp3MHQiEvBuYNhUKhRIFlNNyN+7F1awPmzJnTra/5yiuvBABMmzYNhw4dQjAYxCeffAKHw4GLLroofjuZTIbKysou5692TouYMGECZDIZLrnkEgDAxIkT8eabb3YrBxERUV9iYaWUM2rUKIwaNQq33norRo4ciS1btmDhwoWnvI8oivj973+PuXPn9uixlixZgieffBKXX345YrEYtFotgsEgAECtVkChkCMajUGh+O+bGZnaTEye/G18/sUGVFXvQKF1HADAahmDr7/eA0dtOX73u+5d1NW5ratCoQAARCIRiKKIMWPGYNu2bSfcvqam5pTHOHZdWIVC0eWGB0RERP2NUwIoZdTX1+PTTz+N/9/lcsHj8aCwsBDA0e1ST7ZN6ne/+1385je/gSAIAAC/3x+fvzl37ly88MILAACHw3HcPNWWlpb48Z9//nmEQqH45x588AG0tn0IT1P7CY83cIAJmZk5+PSzN1BYOA4AMEA/HIcObUdNjQPTp08/06cBM2bMQEVFBTZv3hz/2Pbt2yGK4hkfk4iISEosrJQyIpEIfvazn6GsrAzjxo3D/Pnz8eijj8YvvLrzzjsxd+7c+EVXx7rvvvswduxYTJ48GWPGjMG5554bL6xPPfUUNm/ejJEjR+K2227D7Nmz4/dbs2YNLr/8ckyYMAHV1dXxC74AYM+ePZg2fThCoShisRPLYmHhOLS2HsawoSMgiiKi0WxotSpMmTIlPup5JgYMGIC33noLP//5zzF27FiMGDECDz/8MAsrERElLdmpTmKTJk0Sv/zyy36MQ5QaYrEYpk+fjk8++QSvvrIf27bUosCqP24+aydRFFFX24oxY4248ZaJUCr5dyQREaUfmUy2QxTFLpfG4RxWoj4gl8vx+eefAwCuvGoUAODDbU6oNQoMGqSFUilHLCbC42lHUOjA+An5uPb6cSyrREREXWBhJepjSqUcS5eNxrnnFWDbllp88Xk9IhERcjkwbvwQzJlrRXHJwC5HX4mIiIhTAoj6nSiK6OiIQamUs6QSERH9B6cEECUQmUwGtVohdQwiIqKkwQlzRERERJTQWFiJiIiIKKGxsBIRERFRQmNhJSIiIqKExsJKRERERAmNhZWIiIiIEhoLKxERERElNBZWIiIiIkpoLKxERERElNBYWImIiIgoobGwEhEREVFCY2ElIiIiooTGwkpERERECY2FlYiIiIgSGgsrERERESU0FlYiIiIiSmgsrERERESU0FhYiYiIiCihsbASERERUUJjYSUiIiKihMbCSkREREQJjYWViIiIiBIaCysRERERJTQWViIiIiJKaCysRERERJTQWFiJiIiIKKGxsBIRERFRQmNhJSIiIqKExsJKRERERAmNhZWIiIiIEhoLKxERERElNBZWIiIiIkpoLKxERERElNBYWImIiIgoobGwEhEREVFCY2ElIiIiooTGwkpERERECY2FlYiIiIgSGgsrERERESU0FlYiIiIiSmgsrERERESU0FhYiYiIiCihsbASERERUUJjYSUiIiKihMbCSkREREQJjYWViIiIiBKaTBTFk39SJvMAqO2/OERERESUpiyiKA7q6hOnLKxERERERFLjlAAiIiIiSmgsrERERESU0FhYiYiIiCihsbASERERUUJjYSUiIiKihPb/wM/gI09ufJAAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 864x864 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "edge_labels = nx.get_edge_attributes(\n", " schmoller_berlepsch_graph, \"TypeAddInfo\") # retrieve the edge labels\n", "\n", "node_labels_names = nx.get_node_attributes(schmoller_berlepsch_graph, \"Name\")\n", "node_labels_titles = nx.get_node_attributes(schmoller_berlepsch_graph, \"Title\")\n", "node_labels = {**node_labels_names, **node_labels_titles}\n", "\n", "# defining general variables\n", "## we start off by setting the position of nodes and edges again\n", "pos = nx.spring_layout(schmoller_berlepsch_graph)\n", "\n", "## set the color map to be used\n", "color_map = plt.cm.plasma\n", "\n", "# setup node_colors\n", "node_color_attribute = \"type\"\n", "\n", "groups = set(nx.get_node_attributes(schmoller_berlepsch_graph, node_color_attribute).values())\n", "group_ids = np.array(range(len(groups)))\n", "if len(group_ids) > 1:\n", " group_ids_norm = (group_ids - np.min(group_ids))/np.ptp(group_ids)\n", "else:\n", " group_ids_norm = group_ids\n", "mapping = dict(zip(groups, group_ids_norm))\n", "node_colors = [mapping[schmoller_berlepsch_graph.nodes()[n][node_color_attribute]] for n in schmoller_berlepsch_graph.nodes()]\n", "\n", "\n", "# defining the graph options & styling\n", "## dictionary for node options:\n", "node_options = {\n", " \"pos\": pos,\n", " \"alpha\": 1,\n", " \"node_size\": 150,\n", " \"alpha\": 0.5,\n", " \"node_color\": node_colors, # here we set the node_colors object as an option\n", " \"cmap\": color_map # this cmap defines the color scale we want to use\n", " }\n", "\n", "## dictionary for edge options:\n", "edge_options = {\n", " \"pos\": pos,\n", " \"width\": 1.5,\n", " \"alpha\": 0.2,\n", " }\n", "\n", "## dictionary for node label options: \n", "node_label_options = {\n", " \"pos\": pos,\n", " \"labels\": node_labels,\n", " \"font_size\": 11\n", " }\n", "\n", "\n", "## set plot size and plot margins\n", "plt.figure(figsize=[12,12])\n", "plt.margins(x=0.1, y = 0.1)\n", "\n", "# draw the graph\n", "## draw the nodes\n", "nx.draw_networkx_nodes(schmoller_berlepsch_graph, **node_options)\n", "\n", "## draw the labels\n", "nx.draw_networkx_labels(schmoller_berlepsch_graph, **node_label_options)\n", "\n", "## draw the edges\n", "nx.draw_networkx_edges(schmoller_berlepsch_graph, **edge_options)\n", "\n", "## draw edge labels\n", "nx.draw_networkx_edge_labels(schmoller_berlepsch_graph, pos = pos, edge_labels=edge_labels)\n", "\n", "\n", "# create custom legend according to color_map\n", "geom_list = [Circle([], color = rgb2hex(color_map(float(mapping[term])))) for term in groups]\n", "plt.legend(geom_list, groups)\n", "\n", "# show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "national-avenue", "metadata": {}, "source": [ "This graph visualization of the connection between Schmoller and Berlepsch gives us quite some interesting information. Let's go through it real quick: \n", "\n", "The central resource the graph is based on is a letter from Schmoller to Stieda. More information onn this specific letter can be found in the [Kalliope Catalogue](http://kalliope-verbund.info/DE-611-HS-3090549). The node of this resource contains the \"Uri\" attribute - this URI is pointing to detailed source information. \n", "\n", "Schmoller is the author (\"Verfasser\") of a letter to Wilhelm Stieda (\"Brief von Gustav von Schmoller an Wilhelm Stieda\"). So Wilhelm Stieda is the receiver of the letter (\"Adressat\"). This is why there is a directed relation between Schmoller and Stieda - Schmoller wrote (at least) one letter to Stieda.\n", "\n", "We also have a lot of information derived from the content of the letter. The letter is about Franz Schädler (\"behandelt\") but also Berlepsch is mentioned (\"erwähnt\") in the letter. And thus we know that Schmoller knows about Berlepsch and Schädler because he explicitly wrote about them in the letter to Stieda and hence his relations to Berlepsch and Schädler are directed. \n", "Wilhelm Stieda (probably) read the letter, and thus he also indirectly (*undirected*) knows about the existence of Berlepsch and Schädler.\n", "\n", "Now, let's check what information we have about Franz Schädler in the database. He seems to be of importance to Schmoller. " ] }, { "cell_type": "code", "execution_count": 24, "id": "functioning-italy", "metadata": {}, "outputs": [], "source": [ "query = \"\"\"\n", "MATCH (n:PerName {Id: \"(DE-588)134102126\"})-[rel:RelationToTopicTerm]-(t:TopicTerm)\n", "RETURN *\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "schaedler_graph = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "code", "execution_count": 26, "id": "julian-command", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "node_labels = nx.get_node_attributes(schaedler_graph, \"label\")\n", "\n", "edge_labels = nx.get_edge_attributes(schaedler_graph, \"TypeAddInfo\")\n", "\n", "# defining general variables\n", "## we start off by setting the position of nodes and edges again\n", "pos = nx.spring_layout(schaedler_graph)\n", "\n", "## set the color map to be used\n", "color_map = plt.cm.plasma\n", "\n", "# setup node_colors\n", "node_color_attribute = \"type\"\n", "\n", "groups = set(nx.get_node_attributes(schaedler_graph, node_color_attribute).values())\n", "group_ids = np.array(range(len(groups)))\n", "if len(group_ids) > 1:\n", " group_ids_norm = (group_ids - np.min(group_ids))/np.ptp(group_ids)\n", "else:\n", " group_ids_norm = group_ids\n", "mapping = dict(zip(groups, group_ids_norm))\n", "node_colors = [mapping[schaedler_graph.nodes()[n][node_color_attribute]] for n in schaedler_graph.nodes()]\n", "\n", "\n", "# defining the graph options & styling\n", "## dictionary for node options:\n", "node_options = {\n", " \"pos\": pos,\n", " \"alpha\": 1,\n", " \"node_size\": 150,\n", " \"alpha\": 0.5,\n", " \"node_color\": node_colors, # here we set the node_colors object as an option\n", " \"cmap\": color_map # this cmap defines the color scale we want to use\n", " }\n", "\n", "## dictionary for edge options:\n", "edge_options = {\n", " \"pos\": pos,\n", " \"width\": 1.5,\n", " \"alpha\": 0.2,\n", " }\n", "\n", "## dictionary for node label options: \n", "node_label_options = {\n", " \"pos\": pos,\n", " \"labels\": node_labels,\n", " \"font_size\": 11\n", " }\n", "\n", "\n", "## set plot size and plot margins\n", "plt.figure(figsize=[10,10])\n", "plt.margins(x=0.1, y = 0.1)\n", "\n", "# draw the graph\n", "## draw the nodes\n", "nx.draw_networkx_nodes(schaedler_graph, **node_options)\n", "\n", "## draw the labels\n", "nx.draw_networkx_labels(schaedler_graph, **node_label_options)\n", "\n", "## draw the edges\n", "nx.draw_networkx_edges(schaedler_graph, **edge_options)\n", "\n", "## draw edge labels\n", "nx.draw_networkx_edge_labels(schaedler_graph, pos = pos, edge_labels=edge_labels)\n", "\n", "\n", "# create custom legend according to color_map\n", "geom_list = [Circle([], color = rgb2hex(color_map(float(mapping[term])))) for term in groups]\n", "plt.legend(geom_list, groups)\n", "\n", "# show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "processed-notification", "metadata": {}, "source": [ "As we can see, Franz Schädler was theologian, teacher and also politician and member of the Reichstag. This could be a good starting point to investigate this trace further by looking up the original letter from Schmoller to Stieda and see what he actually wrote about Berlepsch and Schädler." ] }, { "cell_type": "markdown", "id": "downtown-strike", "metadata": {}, "source": [ "Similarly, we could now go on and investigate Schmollers relations to the other people in his network. But let's move on to the next topic for now. " ] }, { "cell_type": "markdown", "id": "appointed-momentum", "metadata": {}, "source": [ "## 📝 Exercise\n", "\n", "Task:\n", "\n", "1. Find out what resource connects Schmoller to Otto von Bismarck.\n", "2. Query the graph of the resource node you identified in Task 1 and visualize the graph." ] }, { "cell_type": "code", "execution_count": null, "id": "complex-permit", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "chicken-observation", "metadata": {}, "source": [ "# How does the academic network of Schmoller look like?" ] }, { "cell_type": "markdown", "id": "regional-polymer", "metadata": {}, "source": [ "We could proceed to investigate the question of Schmollers academic relations in a similar way we did with politicians. The difficulty in the academic field however is the presence of plenty of different field names, people can be working in. So it's not as simple as defining one or two `TopicTerms` we are interested in but we would need to create a big list of `TopicTerms` we want to cover in the network. \n", "\n", "This is why we use a slightly different focus in the following analysis. We want to know the relations of Schmoller to other university Professors. The following questions will guide our analysis: \n", "\n", "1. Is Schmoller predominantly connected to Professors that worked at the same universities as he did?\n", "2. In what fields academic fields are the professors he knows working?\n", "3. Is there one person Schmoller published the most publications with?\n" ] }, { "cell_type": "markdown", "id": "obvious-smooth", "metadata": {}, "source": [ "In [Chapter 1.4](#With-whom-was-Schmoller-in-contact) we created a data frame of all `TopicTerms` that are connected to people schmoller knows. Let's check this table once more for \"Professor:in\" or \"Hochschullehrer:in\" (male or female professors)." ] }, { "cell_type": "code", "execution_count": 38, "id": "aerial-worship", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Empty DataFrame\n", "Columns: [type, label]\n", "Index: []\n", " type label\n", "51562669 TopicTerm Hochschullehrer\n", "51613384 TopicTerm Staatsrechtslehrer\n" ] } ], "source": [ "print(\n", " schmoller_contacts_df[schmoller_contacts_df[\"label\"].str.contains(\"rofessor\")])\n", "print(\n", " schmoller_contacts_df[schmoller_contacts_df[\"label\"].str.contains(\"lehrer\")])" ] }, { "cell_type": "markdown", "id": "raised-alaska", "metadata": {}, "source": [ "The only relevant term in the general contacts Graph of Schmoller for university professors is \"Hochschullehrer\" so we go on with this term. In the next step, we query every person that is connected to the `TopicTerm` \"Hochschullehrer\" and that has a connection to Schmoller." ] }, { "cell_type": "code", "execution_count": 27, "id": "assisted-reflection", "metadata": {}, "outputs": [], "source": [ "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "query = \"\"\"\n", "MATCH (t:TopicTerm)--(n:PerName)-[rel]-(n2:PerName {Id: \"(DE-588)118609378\"})\n", "WHERE t.Name CONTAINS \"Hochschullehrer\"\n", "WITH DISTINCT [x in collect(n)+collect(n2)|id(x)] as collectedIds\n", "MATCH (n:PerName)-[rel:RelationToCorpName]-(c:CorpName)\n", "WHERE ID(n) in collectedIds\n", "RETURN n,rel,c\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "G = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "markdown", "id": "limiting-dining", "metadata": {}, "source": [ "We need to extract the node IDs of all `GeoName` nodes and afterwards we can calculate the degree values of these nodes to see how many people are attached to each place." ] }, { "cell_type": "code", "execution_count": 28, "id": "alpha-grove", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>university</th>\n", " <th>degree</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>156599</th>\n", " <td>Monumenta Germaniae Historica</td>\n", " <td>5</td>\n", " </tr>\n", " <tr>\n", " <th>145536</th>\n", " <td>Universität Heidelberg</td>\n", " <td>5</td>\n", " </tr>\n", " <tr>\n", " <th>145390</th>\n", " <td>Christian-Albrechts-Universität zu Kiel</td>\n", " <td>5</td>\n", " </tr>\n", " <tr>\n", " <th>95582</th>\n", " <td>Friedrich-Wilhelms-Universität Berlin</td>\n", " <td>3</td>\n", " </tr>\n", " <tr>\n", " <th>145530</th>\n", " <td>Universität Leipzig</td>\n", " <td>3</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " university degree\n", "156599 Monumenta Germaniae Historica 5\n", "145536 Universität Heidelberg 5\n", "145390 Christian-Albrechts-Universität zu Kiel 5\n", "95582 Friedrich-Wilhelms-Universität Berlin 3\n", "145530 Universität Leipzig 3" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "university_names = {x: y[\"Name\"]\n", " for x, y in G.nodes(data=True) if y[\"type\"] == \"CorpName\"}\n", "university_names_df = pd.DataFrame.from_dict(\n", " university_names, orient=\"index\", columns=[\"university\"])\n", "\n", "university_degrees = dict(G.degree(university_names_df.index.tolist()))\n", "university_degrees_df = pd.DataFrame.from_dict(\n", " university_degrees, orient=\"index\", columns=[\"degree\"])\n", "\n", "university_degrees_df = pd.concat(\n", " [university_names_df, university_degrees_df], axis=1).sort_values(\"degree\", ascending=False)\n", "university_degrees_df.head()" ] }, { "cell_type": "markdown", "id": "perceived-bernard", "metadata": {}, "source": [ "At the top places we see the universities of Heidelberg, Berlin and Kiel. Schmoller has work related relations in the database to Straßburg, Halle and Berlin - so his academic networks spreads over different places in Germany. " ] }, { "cell_type": "markdown", "id": "external-relaxation", "metadata": {}, "source": [ "Now, let's investigate further in what academic fields the other professors are working in:" ] }, { "cell_type": "code", "execution_count": 29, "id": "romance-liechtenstein", "metadata": {}, "outputs": [], "source": [ "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "query = \"\"\"\n", "MATCH (t:TopicTerm)--(n:PerName)-[rel]-(n2:PerName {Id: \"(DE-588)118609378\"})\n", "WHERE t.Name CONTAINS \"Hochschullehrer\"\n", "WITH DISTINCT [x in collect(n)+collect(n2)|id(x)] as collectedIds\n", "MATCH (n:PerName)-[rel:RelationToTopicTerm]-(t:TopicTerm)\n", "WHERE ID(n) in collectedIds\n", "RETURN n,rel,t\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "G = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "code", "execution_count": 30, "id": "designed-theta", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>term</th>\n", " <th>degree</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>51562669</th>\n", " <td>Hochschullehrer</td>\n", " <td>50</td>\n", " </tr>\n", " <tr>\n", " <th>51617740</th>\n", " <td>Volkswirt</td>\n", " <td>17</td>\n", " </tr>\n", " <tr>\n", " <th>51562647</th>\n", " <td>Historiker</td>\n", " <td>16</td>\n", " </tr>\n", " <tr>\n", " <th>51567773</th>\n", " <td>Wirtschaftswissenschaftler</td>\n", " <td>9</td>\n", " </tr>\n", " <tr>\n", " <th>51565198</th>\n", " <td>Politiker</td>\n", " <td>7</td>\n", " </tr>\n", " <tr>\n", " <th>51689269</th>\n", " <td>Staatswissenschaftler</td>\n", " <td>7</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " term degree\n", "51562669 Hochschullehrer 50\n", "51617740 Volkswirt 17\n", "51562647 Historiker 16\n", "51567773 Wirtschaftswissenschaftler 9\n", "51565198 Politiker 7\n", "51689269 Staatswissenschaftler 7" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "profession_names = {x: y[\"Name\"]\n", " for x, y in G.nodes(data=True) if y[\"type\"] == \"TopicTerm\"}\n", "profession_names_df = pd.DataFrame.from_dict(\n", " profession_names, orient=\"index\", columns=[\"term\"])\n", "\n", "profession_degrees = dict(G.degree(profession_names_df.index.tolist()))\n", "profession_degrees_df = pd.DataFrame.from_dict(\n", " profession_degrees, orient=\"index\", columns=[\"degree\"])\n", "\n", "profession_degrees_df = pd.concat(\n", " [profession_names_df, profession_degrees_df], axis=1).sort_values(\"degree\", ascending=False)\n", "profession_degrees_df.head(6)" ] }, { "cell_type": "markdown", "id": "spiritual-redhead", "metadata": {}, "source": [ "Schmoller is very well connected with economists (\"Volkswirt\", \"Wirtschaftswissenschaftler\"), historians as well as political scientists (\"Staatswissenschaftler\")." ] }, { "cell_type": "markdown", "id": "selective-attachment", "metadata": {}, "source": [ "The last analysis is this notebook is the investigation of the network around the works he published. We will query the resources only, since this is the kind of publications Schmoller predominantly has relations to. When you investigate another person, make sure to check the `UniTitle` nodes as well. " ] }, { "cell_type": "code", "execution_count": 48, "id": "forward-aspect", "metadata": {}, "outputs": [], "source": [ "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "query = \"\"\"\n", "MATCH (r:Resource)-[rel]-(n:PerName {Id: \"(DE-588)118609378\"})\n", "WITH DISTINCT [x in collect(r)|id(x)] as collectedIds\n", "MATCH (r:Resource)-[rel2:RelationToPerName]-(n2:PerName)\n", "WHERE ID(r) IN collectedIds \n", "RETURN r, rel2, n2\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "G = to_nx_graph(neo4j_driver=driver,\n", " query=query)" ] }, { "cell_type": "markdown", "id": "arranged-black", "metadata": {}, "source": [ "How many resources and how many people are in the graph?" ] }, { "cell_type": "code", "execution_count": 32, "id": "intermediate-symphony", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Resources: 763\n", "Number of Persons: 558\n" ] } ], "source": [ "print(\"Number of Resources: \", len(\n", " [x for x, y in G.nodes(data=True) if y[\"type\"] == \"Resource\"]))\n", "print(\"Number of Persons: \", len(\n", " [x for x, y in G.nodes(data=True) if y[\"type\"] == \"PerName\"]))" ] }, { "cell_type": "markdown", "id": "about-jesus", "metadata": {}, "source": [ "Let's take a look at the resources in the graph that have a genre attribute. This can tell us something about what Schmoller wrote most." ] }, { "cell_type": "code", "execution_count": 33, "id": "dutch-january", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>genre</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>Zeitschrift;;;Zeitschrift</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>Zeitschrift</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>Zeitschrift;;;Zeitschrift</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>Aufsatzsammlung</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>Bildnis;;;Einblattdruck</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " genre\n", "0 Zeitschrift;;;Zeitschrift\n", "1 Zeitschrift\n", "2 Zeitschrift;;;Zeitschrift\n", "3 Aufsatzsammlung\n", "4 Bildnis;;;Einblattdruck" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genres = [y[\"Genre\"] for x, y in G.nodes(data=True) if \"Genre\" in y]\n", "\n", "genres_df = pd.DataFrame(genres, columns=[\"genre\"])\n", "genres_df.head()" ] }, { "cell_type": "markdown", "id": "painted-mention", "metadata": {}, "source": [ "As we can see, the genre variable contains a special character format to provide multiple information (e.g. `\"Bildnis;;;Einblattdruck\"`). It's easier for us to clean this variable up a little, so we get a better idea of what genres are in the graph. \n", "\n", "In the code cell below, we apply some regex to the genre-variable to extract only the very first word when there are semicolons in the genre name. This is a very simplistic approach to clean this variable, it might be necessary to use a more complex data cleaning approach for other tasks. " ] }, { "cell_type": "code", "execution_count": 34, "id": "apparent-riding", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "genre\n", "Brief 449\n", "Dokument 55\n", "Quelle 23\n", "Hochschulschrift 9\n", "Bildnis 8\n", "Korrespondenz 7\n", "Werk 6\n", "Aufsatzsammlung 6\n", "Zeitschrift 6\n", "Briefe 4\n", "dtype: int64" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genres_df[\"genre\"] = genres_df[\"genre\"].str.extract(r\"(^[a-zA-Z]*)\")\n", "\n", "# and now we can aggregate the frame to get the total count per genre\n", "genres_df.value_counts(\"genre\").head(10)" ] }, { "cell_type": "markdown", "id": "incoming-radius", "metadata": {}, "source": [ "As we can see, letters are the biggest group of Schmollers resources that connect him to other academics. But there are other genres that can be interesting to analyze, too. \n", "\n", "We can take a look into the correspondences Schmoller had for example:" ] }, { "cell_type": "code", "execution_count": 35, "id": "bacterial-ballot", "metadata": {}, "outputs": [], "source": [ "documents_ids = [x for x, y in G.nodes(\n", " data=True) if \"Genre\" in y and y[\"Genre\"].startswith(\"Korrespondenz\")]\n", "\n", "documents_neighbors = []\n", "for i in range(len(documents_ids)):\n", " documents_neighbors.extend(\n", " [node for node in nx.all_neighbors(G, documents_ids[i])])\n", "\n", "documents_neighbors.extend(documents_ids)\n", "documents_subgraph = G.subgraph(documents_neighbors)" ] }, { "cell_type": "code", "execution_count": 38, "id": "constant-channel", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 864x864 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "node_labels = nx.get_node_attributes(documents_subgraph, \"label\")\n", "\n", "edge_labels = nx.get_edge_attributes(documents_subgraph, \"TypeAddInfo\")\n", "\n", "# defining general variables\n", "## we start off by setting the position of nodes and edges again\n", "pos = nx.spring_layout(documents_subgraph)\n", "\n", "## set the color map to be used\n", "color_map = plt.cm.plasma\n", "\n", "# setup node_colors\n", "node_color_attribute = \"type\"\n", "\n", "groups = set(nx.get_node_attributes(documents_subgraph, node_color_attribute).values())\n", "group_ids = np.array(range(len(groups)))\n", "if len(group_ids) > 1:\n", " group_ids_norm = (group_ids - np.min(group_ids))/np.ptp(group_ids)\n", "else:\n", " group_ids_norm = group_ids\n", "mapping = dict(zip(groups, group_ids_norm))\n", "node_colors = [mapping[documents_subgraph.nodes()[n][node_color_attribute]] for n in documents_subgraph.nodes()]\n", "\n", "\n", "# defining the graph options & styling\n", "## dictionary for node options:\n", "node_options = {\n", " \"pos\": pos,\n", " \"alpha\": 1,\n", " \"node_size\": 150,\n", " \"alpha\": 0.5,\n", " \"node_color\": node_colors, # here we set the node_colors object as an option\n", " \"cmap\": color_map # this cmap defines the color scale we want to use\n", " }\n", "\n", "## dictionary for edge options:\n", "edge_options = {\n", " \"pos\": pos,\n", " \"width\": 1.5,\n", " \"alpha\": 0.2,\n", " }\n", "\n", "## dictionary for node label options: \n", "node_label_options = {\n", " \"pos\": pos,\n", " \"labels\": node_labels,\n", " \"font_size\": 11\n", " }\n", "\n", "\n", "## set plot size and plot margins\n", "plt.figure(figsize=[12,12])\n", "plt.margins(x=0.1, y = 0.1)\n", "\n", "# draw the graph\n", "## draw the nodes\n", "nx.draw_networkx_nodes(documents_subgraph, **node_options)\n", "\n", "## draw the labels\n", "nx.draw_networkx_labels(documents_subgraph, **node_label_options)\n", "\n", "## draw the edges\n", "nx.draw_networkx_edges(documents_subgraph, **edge_options)\n", "\n", "## draw edge labels\n", "nx.draw_networkx_edge_labels(documents_subgraph, pos = pos, edge_labels=edge_labels)\n", "\n", "\n", "# create custom legend according to color_map\n", "geom_list = [Circle([], color = rgb2hex(color_map(float(mapping[term])))) for term in groups]\n", "plt.legend(geom_list, groups)\n", "\n", "# show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "conventional-istanbul", "metadata": {}, "source": [ "## 📝 Exercise\n", "\n", "\n", "Tasks:\n", "\n", "1. Create a graph that visualizes Schmollers network around his \"Hochschulschriften\" resources. \n" ] }, { "cell_type": "markdown", "id": "killing-protection", "metadata": {}, "source": [ "Congratulations! 🎉 You reached the end of the SoNAR (IDH) Curriculum. Now you should be able to conduct your own HNA with the SoNAR data. This curriculum provided an overview of methods and code snippets to conduct simple to more complex analyses. Still, this is just an introduction and there are many more things for you to discover in the field of network analysis." ] }, { "cell_type": "markdown", "id": "direct-affairs", "metadata": {}, "source": [ "# Solutions for the exercises" ] }, { "cell_type": "markdown", "id": "center-speech", "metadata": {}, "source": [ "## 2.1 Exercise" ] }, { "cell_type": "markdown", "id": "complete-atlanta", "metadata": {}, "source": [ "1. Find out what resource connects Schmoller to Otto von Bismarck." ] }, { "cell_type": "code", "execution_count": 42, "id": "rising-video", "metadata": { "tags": [ "do_not_check" ] }, "outputs": [], "source": [ "# the line below defines the target person's name\n", "target_person = \"Bismarck, Otto von\"\n", "\n", "# Now we can extract the \"Source\" attribute from the target relationship \n", "source = [attribute[\"Source\"] for source, target, attribute in G.edges(data=True) if (G.nodes(\n", " data=True)[source][\"Id\"] == \"(DE-588)118609378\") and (G.nodes(data=True)[target][\"Name\"] == target_person)]" ] }, { "cell_type": "code", "execution_count": 47, "id": "minor-stable", "metadata": { "tags": [ "do_not_check" ] }, "outputs": [ { "data": { "text/plain": [ "['BibGBV448763303']" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "source" ] }, { "cell_type": "markdown", "id": "eastern-genealogy", "metadata": {}, "source": [ "2. Query the graph of the resource node you identified in Task 1 and visualize the graph." ] }, { "cell_type": "code", "execution_count": 44, "id": "joint-alaska", "metadata": { "tags": [ "do_not_check" ] }, "outputs": [], "source": [ "query = \"\"\"\n", "MATCH (res:Resource)-[rel:SocialRelation|RelationToPerName|RelationToTopicTerm]-(n)\n", "WHERE res.id = \"{source}\" \n", "WITH DISTINCT [x in collect(res)+collect(n)|id(x)] as collectedIds\n", "MATCH (n)-[rel:SocialRelation|RelationToPerName|RelationToTopicTerm]-(n2)\n", "WHERE ID(n) in collectedIds AND ID(n2) in collectedIds\n", "RETURN n,n2,rel\n", "\"\"\"\n", "\n", "driver = GraphDatabase.driver(uri, auth=(user, password))\n", "\n", "schmoller_bismarck_graph = to_nx_graph(neo4j_driver=driver,\n", " query=query.format(source=source[0]))" ] }, { "cell_type": "code", "execution_count": 46, "id": "threaded-numbers", "metadata": { "tags": [ "do_not_check" ] }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 864x864 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "edge_labels = nx.get_edge_attributes(\n", " schmoller_bismarck_graph, \"TypeAddInfo\") # retrieve the edge labels\n", "\n", "node_labels_names = nx.get_node_attributes(schmoller_bismarck_graph, \"Name\")\n", "node_labels_titles = nx.get_node_attributes(schmoller_bismarck_graph, \"Title\")\n", "node_labels = {**node_labels_names, **node_labels_titles}\n", "\n", "# defining general variables\n", "## we start off by setting the position of nodes and edges again\n", "pos = nx.spring_layout(schmoller_bismarck_graph)\n", "\n", "## set the color map to be used\n", "color_map = plt.cm.plasma\n", "\n", "# setup node_colors\n", "node_color_attribute = \"type\"\n", "\n", "groups = set(nx.get_node_attributes(schmoller_bismarck_graph, node_color_attribute).values())\n", "group_ids = np.array(range(len(groups)))\n", "if len(group_ids) > 1:\n", " group_ids_norm = (group_ids - np.min(group_ids))/np.ptp(group_ids)\n", "else:\n", " group_ids_norm = group_ids\n", "mapping = dict(zip(groups, group_ids_norm))\n", "node_colors = [mapping[schmoller_bismarck_graph.nodes()[n][node_color_attribute]] for n in schmoller_bismarck_graph.nodes()]\n", "\n", "\n", "# defining the graph options & styling\n", "## dictionary for node options:\n", "node_options = {\n", " \"pos\": pos,\n", " \"alpha\": 1,\n", " \"node_size\": 150,\n", " \"alpha\": 0.5,\n", " \"node_color\": node_colors, # here we set the node_colors object as an option\n", " \"cmap\": color_map # this cmap defines the color scale we want to use\n", " }\n", "\n", "## dictionary for edge options:\n", "edge_options = {\n", " \"pos\": pos,\n", " \"width\": 1.5,\n", " \"alpha\": 0.2,\n", " }\n", "\n", "## dictionary for node label options: \n", "node_label_options = {\n", " \"pos\": pos,\n", " \"labels\": node_labels,\n", " \"font_size\": 11\n", " }\n", "\n", "\n", "## set plot size and plot margins\n", "plt.figure(figsize=[12,12])\n", "plt.margins(x=0.1, y = 0.1)\n", "\n", "# draw the graph\n", "## draw the nodes\n", "nx.draw_networkx_nodes(schmoller_bismarck_graph, **node_options)\n", "\n", "## draw the labels\n", "nx.draw_networkx_labels(schmoller_bismarck_graph, **node_label_options)\n", "\n", "## draw the edges\n", "nx.draw_networkx_edges(schmoller_bismarck_graph, **edge_options)\n", "\n", "## draw edge labels\n", "nx.draw_networkx_edge_labels(schmoller_bismarck_graph, pos = pos, edge_labels=edge_labels)\n", "\n", "\n", "# create custom legend according to color_map\n", "geom_list = [Circle([], color = rgb2hex(color_map(float(mapping[term])))) for term in groups]\n", "plt.legend(geom_list, groups)\n", "\n", "# show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "serious-coordinate", "metadata": {}, "source": [ "## 3.1 Exercise" ] }, { "cell_type": "markdown", "id": "collective-parks", "metadata": {}, "source": [ "1. Create a graph that visualizes Schmollers network around his \"Hochschulschriften\" resources." ] }, { "cell_type": "code", "execution_count": 49, "id": "british-pension", "metadata": {}, "outputs": [], "source": [ "documents_ids = [x for x, y in G.nodes(\n", " data=True) if \"Genre\" in y and y[\"Genre\"].startswith(\"Hochschulschrift\")]\n", "\n", "documents_neighbors = []\n", "for i in range(len(documents_ids)):\n", " documents_neighbors.extend(\n", " [node for node in nx.all_neighbors(G, documents_ids[i])])\n", "\n", "documents_neighbors.extend(documents_ids)\n", "documents_subgraph = G.subgraph(documents_neighbors)" ] }, { "cell_type": "code", "execution_count": 51, "id": "presidential-tampa", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 864x864 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "edge_labels = nx.get_edge_attributes(\n", " documents_subgraph, \"TypeAddInfo\") # retrieve the edge labels\n", "\n", "node_labels_names = nx.get_node_attributes(documents_subgraph, \"Name\")\n", "node_labels_titles = nx.get_node_attributes(documents_subgraph, \"Title\")\n", "node_labels = {**node_labels_names, **node_labels_titles}\n", "\n", "# defining general variables\n", "## we start off by setting the position of nodes and edges again\n", "pos = nx.spring_layout(documents_subgraph)\n", "\n", "## set the color map to be used\n", "color_map = plt.cm.plasma\n", "\n", "# setup node_colors\n", "node_color_attribute = \"type\"\n", "\n", "groups = set(nx.get_node_attributes(documents_subgraph, node_color_attribute).values())\n", "group_ids = np.array(range(len(groups)))\n", "if len(group_ids) > 1:\n", " group_ids_norm = (group_ids - np.min(group_ids))/np.ptp(group_ids)\n", "else:\n", " group_ids_norm = group_ids\n", "mapping = dict(zip(groups, group_ids_norm))\n", "node_colors = [mapping[documents_subgraph.nodes()[n][node_color_attribute]] for n in documents_subgraph.nodes()]\n", "\n", "\n", "# defining the graph options & styling\n", "## dictionary for node options:\n", "node_options = {\n", " \"pos\": pos,\n", " \"alpha\": 1,\n", " \"node_size\": 150,\n", " \"alpha\": 0.5,\n", " \"node_color\": node_colors, # here we set the node_colors object as an option\n", " \"cmap\": color_map # this cmap defines the color scale we want to use\n", " }\n", "\n", "## dictionary for edge options:\n", "edge_options = {\n", " \"pos\": pos,\n", " \"width\": 1.5,\n", " \"alpha\": 0.2,\n", " }\n", "\n", "## dictionary for node label options: \n", "node_label_options = {\n", " \"pos\": pos,\n", " \"labels\": node_labels,\n", " \"font_size\": 11\n", " }\n", "\n", "\n", "## set plot size and plot margins\n", "plt.figure(figsize=[12,12])\n", "plt.margins(x=0.1, y = 0.1)\n", "\n", "# draw the graph\n", "## draw the nodes\n", "nx.draw_networkx_nodes(documents_subgraph, **node_options)\n", "\n", "## draw the labels\n", "nx.draw_networkx_labels(documents_subgraph, **node_label_options)\n", "\n", "## draw the edges\n", "nx.draw_networkx_edges(documents_subgraph, **edge_options)\n", "\n", "## draw edge labels\n", "nx.draw_networkx_edge_labels(documents_subgraph, pos = pos, edge_labels=edge_labels)\n", "\n", "\n", "# create custom legend according to color_map\n", "geom_list = [Circle([], color = rgb2hex(color_map(float(mapping[term])))) for term in groups]\n", "plt.legend(geom_list, groups)\n", "\n", "# show the plot\n", "plt.show()" ] } ], "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": "3.8.11" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "307.074px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 5 }