{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "cf813e63-c8aa-4be4-9233-22cb29669e8c", "metadata": {}, "outputs": [], "source": [ "from pyspark.sql import SparkSession\n", "from pyspark.sql.functions import array_contains, col, lit, count, explode\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from pyspark.sql import functions as F\n", "import spacy\n", "\n", "import folium\n", "import json\n", "import ipywidgets as widgets\n", "from IPython.display import display\n", "\n", "import seaborn as sns\n", "import matplotlib.patches as mpatches\n", "import gzip" ] }, { "cell_type": "markdown", "id": "0384920e-dc46-4b14-bb97-e8ef7f6f9acd", "metadata": {}, "source": [ "# Academic Research: Exploring Fairness in Wikipedia Article Search " ] }, { "cell_type": "markdown", "id": "3ca1669e", "metadata": {}, "source": [ "\"fair-ranking-goal\"" ] }, { "cell_type": "markdown", "id": "d6bc8639-cb86-4746-bee0-347230bb9839", "metadata": {}, "source": [ "Wikipedia article search system is used by Wikipedia coordinators who search relevant articles and looking for editing work to do. Since the search engine result pages (SERP) significantly impact the attentions recieved by different articles, we aim to develop a system that:\n", "1. Provide **relevant** documents for users\n", "2. Provide **fair** exposure to documents from different groups.\n", "\n", " \n", "The **corpus** of the task contains more than 6 million English Wikipedia articles." ] }, { "cell_type": "code", "execution_count": 2, "id": "82beb457-e43c-4574-9c9e-5351fdfe37f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\n", " \"id\": 12148915,\n", " \"title\": \"Keith Osik\",\n", " \"url\": \"https://en.wikipedia.org/wiki/Keith_Osik\",\n", " \"plain\": \"Keith Richard Osik (born October 22, 1968), is a former Major League Baseball catcher who played in the major leagues from -. He played for the Milwaukee Brewers, Pittsburgh Pirates, Baltimore Orioles, and Washington Nationals. He was drafted in the 24th round of the MLB Draft. His brother was also a professional baseball player, but only played in the minors. He was born in Port Washington, New York, but now lives in Shoreham, New York.\\n\\nOsik is currently the head baseball coach at Farmingdale State College, a Division III institution located on Long Island in New York. He was inducted into the Suffolk Sports Hall of Fame on Long Island in the Baseball Category with the Class of 2008.\\n\\nExternal links\\n\\n1968 births\\nLiving people\\nMajor League Baseball catchers\\nBaseball players from New York (state)\\nPeople from Port Washington, New York\\nMilwaukee Brewers players\\nPittsburgh Pirates players\\nBaltimore Orioles players\\nWashington Nationals players\\nBuffalo Bisons (minor league) players\\nNashville Sounds players\\nDurham Bulls players\\nAlbuquerque Isotopes players\\nNew Orleans Zephyrs players\\nFarmingdale State Rams baseball coaches\"\n", "}\n" ] } ], "source": [ "# example of a document in the corpus\n", "file = '/usa/fmchen/trec_2022/trec_corpus_20220301_plain.json.gz'\n", "\n", "with gzip.open(file, 'rb') as f:\n", " line = f.readline()\n", "one_line = json.loads(line)\n", "print(json.dumps(one_line, indent=2))" ] }, { "cell_type": "code", "execution_count": 3, "id": "dc997f9d-e089-436d-9284-4ccdc049cfe1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "24/05/07 22:15:43 WARN Utils: Your hostname, infochain.ece.udel.edu resolves to a loopback address: 127.0.1.1; using 128.4.30.138 instead (on interface enp25s0f0)\n", "24/05/07 22:15:43 WARN Utils: Set SPARK_LOCAL_IP if you need to bind to another address\n", "Setting default log level to \"WARN\".\n", "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n", "24/05/07 22:15:44 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n", "24/05/07 22:15:50 WARN SparkStringUtils: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n", " \r" ] } ], "source": [ "# setup spark session to process page meta data\n", "spark = SparkSession.builder.appName(\"ReadingParquet\").config(\"spark.executor.memory\", \"8g\") \\\n", " .config(\"spark.driver.memory\", \"8g\") \\\n", " .config(\"spark.sql.autoBroadcastJoinThreshold\", \"-1\") \\\n", " .config(\"spark.executor.extraJavaOptions\", \"-XX:+UseG1GC -XX:G1HeapRegionSize=16m -XX:InitiatingHeapOccupancyPercent=35\") \\\n", " .getOrCreate()\n", "\n", "meta_df = spark.read.parquet(\"/usa/fmchen/trec_2022/trec_2022_articles_discrete.parquet\")\n", "eval_df = spark.read.json('/usa/fmchen/trec_2022/trec_2022_eval_reldocs.jsonl')" ] }, { "cell_type": "code", "execution_count": 4, "id": "9a7f2dfe-592a-48b6-ae44-79055596251f", "metadata": {}, "outputs": [], "source": [ "# meta_df.printSchema()" ] }, { "cell_type": "markdown", "id": "c7550662-8bac-4697-994d-8162975a4e0e", "metadata": {}, "source": [ "We were provided with page meta data which contains the group membership annotation. For demonstration purpose, we select **Geographic Location** (The geographic location associated with the article topic) as the example for fairness analysis." ] }, { "cell_type": "code", "execution_count": 5, "id": "300a4667-f956-4850-a797-ffd8c6228b00", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Row(page_id=12, page_subcont_region='Unknown'),\n", " Row(page_id=25, page_subcont_region='Unknown'),\n", " Row(page_id=39, page_subcont_region='Unknown'),\n", " Row(page_id=290, page_subcont_region='Unknown'),\n", " Row(page_id=303, page_subcont_region='Northern America'),\n", " Row(page_id=305, page_subcont_region='Unknown'),\n", " Row(page_id=307, page_subcont_region='Northern America'),\n", " Row(page_id=308, page_subcont_region='Unknown'),\n", " Row(page_id=309, page_subcont_region='Unknown'),\n", " Row(page_id=316, page_subcont_region='Northern America'),\n", " Row(page_id=324, page_subcont_region='Northern America'),\n", " Row(page_id=330, page_subcont_region='Southern Europe'),\n", " Row(page_id=332, page_subcont_region='Australia and New Zealand'),\n", " Row(page_id=334, page_subcont_region='Unknown'),\n", " Row(page_id=336, page_subcont_region='Unknown'),\n", " Row(page_id=339, page_subcont_region='Northern America'),\n", " Row(page_id=340, page_subcont_region='Western Europe'),\n", " Row(page_id=344, page_subcont_region='Northern America'),\n", " Row(page_id=358, page_subcont_region='Northern Africa'),\n", " Row(page_id=359, page_subcont_region='Unknown')]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Replace empty lists with \"Unknown\" in meta_df\n", "meta_df = meta_df.withColumn(\n", " 'page_subcont_regions', \n", " F.when(F.size(F.col('page_subcont_regions')) == 0, F.array(F.lit(\"Unknown\")))\n", " .otherwise(F.col('page_subcont_regions'))\n", ")\n", "# Explode the 'page_subcont_regions' array into individual records\n", "meta_df = meta_df.withColumn(\"page_subcont_region\", F.explode(\"page_subcont_regions\"))\n", "\n", "meta_df.select(['page_id','page_subcont_region']).take(20)" ] }, { "cell_type": "markdown", "id": "0baf5b60-a559-45f3-9115-722f8a5d4c72", "metadata": {}, "source": [ "**50 evaluation queries along with their relevant documents are also provided.**\n", "\n", "Generally, relevant documents are not provided for a new search." ] }, { "cell_type": "code", "execution_count": 6, "id": "e23706a9-7e90-4a5a-9aff-254052687999", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " \r" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----+--------------------+--------------------+\n", "| id| rel_docs| title|\n", "+----+--------------------+--------------------+\n", "| 187|[682, 954, 1170, ...| Architecture|\n", "| 270|[5729, 8490, 9623...| Athletics|\n", "| 359|[1135, 1136, 1293...| Baseball|\n", "| 365|[3921, 4871, 1087...| Basketball|\n", "| 400|[339, 628, 888, 9...|Biography/arts an...|\n", "| 404|[595, 890, 1020, ...|Biography/sports ...|\n", "| 480|[4191, 6811, 2472...| COVID-19|\n", "| 517|[1235, 5981, 1223...|Canada/WikiProjec...|\n", "| 568|[1252, 1301, 1370...| Catholicism|\n", "| 596|[639, 656, 657, 9...| Chemistry|\n", "| 715|[659, 848, 856, 1...| Companies|\n", "| 807|[1425, 1428, 4527...|Dance/WikiProject...|\n", "| 834|[25, 653, 876, 13...| Disability|\n", "| 881|[2699, 3975, 7661...|Elections and Ref...|\n", "| 883|[880, 3728, 3744,...| Electronic music|\n", "| 949|[765, 2126, 2834,...| Feminism|\n", "| 951|[6237, 7770, 9325...| Festivals|\n", "| 955|[316, 324, 330, 5...| Film|\n", "| 995|[734, 1043, 3209,...| Fishes|\n", "|1018|[925, 2174, 2273,...| Football|\n", "+----+--------------------+--------------------+\n", "only showing top 20 rows\n", "\n" ] } ], "source": [ "eval_df.show()" ] }, { "cell_type": "markdown", "id": "8f3e59e9-3e03-4fe9-9118-acdce51ce7d2", "metadata": {}, "source": [ "## Exploratory data analysis" ] }, { "cell_type": "markdown", "id": "1bc6b1ec-0592-4475-acf1-8906e21c73db", "metadata": {}, "source": [ "The first step is to explore the datasets and we start with the meta datasets and examine the geographic location annotations." ] }, { "cell_type": "code", "execution_count": 19, "id": "4a61840d-eabb-4e99-8ec4-88a522ff739e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " \r" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Count occurrences of each unique value\n", "frequency_df = meta_df.groupBy('page_subcont_region').count()\n", "frequency_df = frequency_df.toPandas().sort_values(by='count')\n", "\n", "# Plotting\n", "plt.figure(figsize=(9, 6))\n", "plt.bar(frequency_df['page_subcont_region'], frequency_df['count'], color='skyblue')\n", "plt.xlabel('Page Topic Region')\n", "plt.ylabel('Frequency')\n", "plt.title('Frequency of Each Unique Value in page_subcont_region')\n", "plt.xticks(rotation=90, fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7adb2f2c-81ad-4e67-b292-91822f07cf90", "metadata": {}, "source": [ "* \"Unknown\" indicating missing data or not applicable, takes the largest portion of group membership annotations.\n", "* Annotations are sparse and skewed." ] }, { "cell_type": "markdown", "id": "95c16056-cebb-481c-9377-49ee7b9d154e", "metadata": {}, "source": [ "### Group membership information of relevant documents (Geographic Location)" ] }, { "cell_type": "markdown", "id": "e76afcbe-c063-49d0-b022-baa81f80d1a1", "metadata": {}, "source": [ "Let's look deeper into geographic location annotations of relevant documents of different queries." ] }, { "cell_type": "code", "execution_count": 8, "id": "22849351-18b6-45b5-b862-3b66d13022f4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " \r" ] } ], "source": [ "# Explode rel_docs in eval_df\n", "eval_df_exploded = eval_df.withColumn(\"page_id\", F.explode(\"rel_docs\"))\n", "\n", "# Join the exploded eval_df with meta_df\n", "joined_df = eval_df_exploded.join(meta_df, \"page_id\")\n", "\n", "# Group by title and page_subcont_region, and count each group\n", "region_counts = joined_df.groupBy(\"title\", \"page_subcont_region\").count()\n", "\n", "# Calculate the total counts per title for percentage calculation\n", "total_counts = region_counts.groupBy(\"title\").sum(\"count\").withColumnRenamed(\"sum(count)\", \"total\")\n", "\n", "# Calculate percentages\n", "final_df = region_counts.join(total_counts, \"title\")\n", "final_df = final_df.withColumn(\"percentage\", (F.col(\"count\") / F.col(\"total\")) * 100)\n", "\n", "# Pivot the DataFrame to get one row per title with a column for each subcontinent region\n", "pivot_df = final_df.groupBy(\"title\").pivot(\"page_subcont_region\").sum(\"percentage\")\n", "\n", "# Collect the data for plotting\n", "plot_data_geo = pivot_df.toPandas().set_index(\"title\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "90c1c90c-e6b6-4a08-a36d-dbd1d452b142", "metadata": {}, "outputs": [ { "data": { "image/png": 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LyvVYEyZMKHKdn58fsrOzAaDQpAS+Bg0aYMCAAQX2yU9HRwdmZmZFPg6/UsP79+8LrLty5QqA3BYMampFTwBSVlZGly5dAACPHj0SWKenpwcAOHPmDFJSUop8DFFISEhAREQEwsLCEBoaitDQUOjo6AAAwsPDi61iQQiRH9TKgRBCCCGEEBnFUvURQgghhBBCSBHYjRaSDoEQALmtGnx9fXH+/HkcOnQIAHDu3DluXXkFBQUBAFRUVNC5c+dyPVarVq2KXBcaGsr9m1/NoCidOnXCtWvXkJKSgvfv38PY2LjANsbGxuDxip4/zK9U8Pv3b4Hl2dnZCA4OBgDY29vD3t6+2Fj4+BUS+CZPnoy///4bDx8+hKGhIaysrNCvXz90794dNWrUEOoxixMSEoK9e/fi2rVrBZ47r5ycHCQkJKBmzZrlfk5CiHSjxARCCCGEEEJkVE51A0mHQAghhBBCCCGEFGvkyJGYM2cOfv36hcuXL4NlWfz+/RuampoYOXJkuR8/NjYWQO5Avqqqarkeq7g2D/Hx8dy/SxpEr127dqH75aWhoVHsY/CTFnJycgrEkZWVVey+hclfFWH9+vX48uULTpw4ge/fv+PQoUNc4oiJiQlGjRqFuXPnolatWqV+ruPHj2P27NlCx5mamlrq5yCEyB5KTCCEEEIIIYQQQgghhBBCCCEVQktLC5aWljh58iRcXV25tguWlpbQ1NSUcHSClJSUhNqOYZgKjqRoeVtDzJgxA4sWLRJqv/xJGyoqKjh+/DiWLVuG06dP49atWwgICEBGRgbCwsIQFhaGPXv2wM3NDSNGjBA6vlevXnFJCTVr1sSKFSvQt29fNGjQAJUrV4aKigoAwNHRkWuJwX9PEELkGyUmEEIIIYQQQgghhBBCCCGEkApjY2ODkydPwsfHR2CZKFSvXh1AbiWBjIyMcldNKAq/tQIAfPv2DXXr1i1y27ytC/LuJ+o4WJZFixYtyvV4zZs3x99//42///4baWlpuH//Pk6dOgUXFxckJSVh/PjxiIiIgJ6enlCP5+TkhKysLCgpKeHOnTto2rRpodsVVUmCECK/im5eQwghhBBCZB6roiaRH0IIIYQQQgghhBC+fv36QU9PD1lZWcjKykKdOnXQr18/kTx227ZtAQCZmZl49OiRSB6zMHkTAPz9/Yvd9smTJwBy2zUYGRmJNA5VVVWYmJgAAB48eCDSx1ZXV0f//v3h6OiIXbt2Achts+Dp6Sn0Y4SFhQEAWrduXWRSAgAEBASUL1hCiMyhxARCCCGEEDnGalSRyA8hhBBCCCGEEEIIn5KSEiZNmgQ1NTWoqalh0qRJ4PFEM0RlZmbGtVbYt2+fSB6zML179+ZaPTg6Oha53cePH3Hjxo0C+4jS8OHDAeS2TfD29hb54wMQSByJjY0Ver+srCwAQHJycpHbfP36FVeuXCl7cIQQmUSJCYQQQkqmoiaZH0JIuVFiAiGEEEIIIYQQQqTBjh07kJaWhrS0NGzfvl1kj9u4cWNYWloCAC5dusTN9C9McnIyEhISyvQ8derU4Z7n2rVrcHZ2LrBNRkYGpk2bhszMTADA/Pnzy/RcJVm0aBG0tLQAAFOnTuWqFBTFy8sLL1684P4fHx8PDw8PsCxb5D55224YGhoKHZuxsTEA4O3bt3j48GGB9SkpKbC2tkZqaqrQj0kIkQ/Kkg6AEEIIIYQQUkaUxEUIIYQQQgghhMDOzg6PHz9GdHQ0Vq5cievXr2PKlClo2rQpGIZBVFQUbt++jf/++w/nz59H7969y/Q8e/fuha+vLxISEjBt2jTcv38fY8eORdWqVfHq1Svs3r0bwcHBAIAxY8ZgyJAhojvIPGrVqgVnZ2eMHj0aX79+Rfv27TFlyhQMGTIEBgYGyMzMxOfPn/HkyROcO3cO79+/h4eHB1q1agUA+PXrF4YPH44GDRpg5MiR6NSpE+rXrw9lZWV8/foVHh4eOHbsGABAX18fw4YNEzq2SZMmwdbWFjk5OTAzM8OKFSvQvXt3qKur49mzZ9i7dy/evn2Lbt26ibwVBSFEulFiAiGEEEIIIYQQQgghhBBCCJFZtWrVwr179zBixAiEhobi1q1buHXrlsifx8DAAL6+vhg2bBiio6Nx7NgxbgA/r5EjRxZaUUGURo4cicuXL2PKlCmIj4/HkSNHcOTIkUK35fF40NTULLA8KioKe/bsKfI59PT0cPnyZa46gzA6dOiAzZs3Y+PGjfj58yfWrl1bYJtly5ahRYsWlJhAiIKhxARCCCkDlmaoEkIIIYQQQgghhBAiV9R6W0k6BFIORkZGCA4OhpubG9zd3REYGIjY2FgoKyujbt266Ny5M0aNGoUePXqU63lMTU3x+vVrHDx4EJcuXcLr16+RkpKC6tWro3PnzpgyZQrMzc1FdFTFMzc3R2RkJBwcHHD16lWEhYUhPj4eysrKqF27NkxMTNC3b1+MHj0adevW5farX78+njx5gqtXr+Lhw4f48OEDvn37hqSkJOjo6KB58+YwNzfHzJkzUaVK6Vt2btiwAe3bt8f+/fvx9OlTJCcno2bNmujYsSNmz56NAQMGwMnJSYS/CUKILKDEBEIIKQNWu4akQyCEEEIIIYQQQgghhBCp0bt3b7AsW+b9p0yZgilTppR6XV5KSkqYPHkyJk+eLPTzbtq0CZs2bRJ6ewDQ0tLC6tWrsXr16lLtBwB+fn4ijatKlSpYtmwZli1bJnQMDMOgQ4cO6NChg9D7lDa2oUOHYujQoUWuF/Y1JYTID0pMIISQMqCKCYTILoX7+1W04yWEEEIIIYQQAkBy17+MRJ6VEEIIIdKOEhMIIYQQQgghhBBCCCGEEDnDapS+/LooUGICIYQQQgrDk3QAhBBCCCGEEEIIIYQQQgghhBBCCJFfVDGBEEIIIYQQIhMUrhULIURmZes1lMjzqkjkWQkhhEgtOn8mhBBCiBShxARCKgjdOCeEEEIIETE6vyKEEKlE17+EECKdWGVVSYdACCGEEMKhxARCKkhOdQNJh0AIKaPses0l8rw0w40QQoqXo11D0iEQQggpBF3/EkKIdMqpXlciz6skkWclhBBCiLSjxARCCCGEEDlGMxgJIUQ6sRpVJB0CIYQQQgghhBBCiNhQYgIhhBCi4GjgmhBCiDRQtO8jqgBCCCGEEEIIIYQQRUKJCURsFO1GIyGEEEIIIYQQQgghhBBCCCGEEEpMIGJEPScJkV2UWESI7KK/X0IIIYQQUh5U4YUQQgghhBAiCpSYQAghZUEDfUSO0MC1nKPXlxBCCCGElAOrUUXSIRBCCCGEEELkACUmEPFRtIERRTteQgghhBBCyoPOnwmRXfT3SwghhBBCCCGkBJSYQAgRCZpxLd/o9ZVzCvb6Ktr7mVVWrOMlck7B/n4VjcKVCqf3MyGEEEIIIYQQQhQIJSYQQkQip7qBpEMghBDh0ECQXFO0xBNCCJEV9PlMCCGESICKqqQjIIQQQgjhUGICIYSQktGNZEJkl4L9/VKiHCGESCf6fCaEEEIIIYQQQhQbJSYQQgghCo5K/RNCCCGEkPJQuFYshBBCCCGEEEJKjRITCCGioWAzcgkhhBBCCCGE5KJEV0IIIYQQQgghJaHEBEIIISWiG41EntD7mRBCpBQluhJCZES2XkOJPK+KRJ6VEEIIIYQQQkSDEhMIIYQQQoj8oIFNIkdYej8TQmQFfV7JN3p9CSGEEEIIISLAk3QARHGwKmoS+SGEEFICFTXJ/BBCCCkWnT8TQgghEqCiKpkfQgghJXJycgLDMGAYBlFRUWV+nClTpoBhGDRo0KBc8fBj2bRpU4F1oopV2nh5eWHQoEGoXr06lJSUwDAMdHR0yvRYmzZt4n5HhBDFQIkJhBCRoBvnhBBCCCGEEEIIIYQQorj8/Py4gWaGYVC5cmWkpKSUuF9qaiq0tbUF9vXz86v4gBXU1KlTud9zkyZNhN7Pzs4Ow4YNg4+PD+Li4pCTk1OBURJC5BG1ciCEiASrUUXSIRBCCCGEEBlGSadErtD7mRBCCJFJGTfcJB1ChVIdMFGsz5eUlIRLly7B2tq62O0uX76MX79+iSkqxZaSkoJz585x/3/z5g0eP36Mzp07l7jfn3/+CQBo2rQptmzZgoYNG0JZWRlKSkoVGjMhRH5QYgIRGxq4JvJE4W6cK9jx5tDnFSGEEEKIaCnY+SQhhBBCiKJTV1dHWloaXF1dS0xMcHV1FdinKFOmTMGUKVNEGabCuXDhApKSkgAAmpqaSE5OhouLS4mJCQEBAUhMTAQA7N69G2ZmZuWOZdOmTYW2wSCEyC9KTJAgRRv4YpXpRhSRH5RoI+foxjkhhBAidnR+RQghhBBCiPwYPnw4zp49ixs3biAmJga1a9cudLvv37/Dx8cHADBixAicOXNGnGEqHBcXFwBAu3bt0KlTJ9jZ2eHMmTPYt28fVFVVi9zvy5cv3L8bN25c4XESQuQTJSZIkqINfCna8RJCCCGEEJFStMReOn8mhBAppWCfzwpXMZAQQohIDBw4EHfv3kVMTAxOnz6NJUuWFLrd6dOnkZWVhdq1a2PAgAGUmFCBoqOj4evrCwCYMGECOnfuDDs7O8THx8PT0xMjR44sct/09HTu3yoqKhUeKyFEPvEkHYAiYytVkcgPIRWBVVaTyA8dLyGEEKJAVNQk80MIIYQoMFZFTSI/dLyEECLblJSUMH78eAD/b9VQGP4MfmtraygpKRX7mE5OTmAYBgzDICoqqsjtXr58iSlTpqBu3bpQV1dH3bp1YW1tjadPn5bqGE6dOoXevXujatWq0NLSQosWLbBx40b8/PmzVI9TnOzsbDg7O2PYsGGoU6cO1NTUoKuri+7du2PPnj1ITU0V2XO5ubkhJyeHe226dOmCRo0aAfj/65Bf7969wTAMpk6dyi0zNDTkXgeGYeDn5wcAiIqK4pY5OTkByG0dMXToUNSpUwfKysro3bs39zibNm3iti9Oeno6jh49CjMzM+jr60NNTQ2ampowMTHBjBkz4O3tDZZlC+z3+PFjrFu3Dr1790bt2rWhqqqKKlWqoHnz5pgzZw7Cw8NL8dsjhIgCVUwghJCyoJsGco2SQAiRXXRTlxBCiDTI0a4h6RAIER0FO7/KqW4g6RAIIURuTJo0CXv37kVQUBDCwsJgYmIisD48PByBgYHctsHBweV+zrNnz8LGxkZghv/nz59x+vRpuLu748iRIyU+RlZWFqytreHu7i6wPCwsDGFhYXBzc8PNmzfLHevHjx8xfPhwPH/+XGB5fHw8Hjx4gAcPHuDw4cPw8vISSfsEfoJIv379uNYaEyZMwObNm3H16lXExcVBV1e33M8DACzLwsbGptikFGEEBwdj5MiRiIyMFFiekZGB8PBwhIeH4/jx44iMjESDBg249U5OTgLJFHyZmZl4+fIlXr58CQcHBxw4cABz584tV4yEEOFRYgIhRDQU7EYFIUSG0eeVXFO0HvWK1tqAEscIIbKCPq+IPKH3MyGEkLIyNTWFiYkJwsLC4Orqiu3btwus5w9at2jRAm3atCl3YsLTp08xYcIEZGVlQU1NDUuWLMHQoUOhpqYGf39/bNu2DXPmzEHz5s2LfZzly5dzSQlNmjTBypUr0apVKyQmJsLd3R0ODg4YO3ZsuWKNi4tD9+7d8enTJ6ipqeGPP/5Ar1690KBBAyQlJcHHxwf79+/Hu3fvMGTIEAQGBkJbW7vMzxcYGIjQ0FAAwMSJE7nlEydOxObNm5GZmYnTp09j/vz5AvudOHECycnJuHz5MtatWwcA8Pb2Rp06dbhtDA0NCzzfvn378OLFC/To0QNz5sxB48aN8fPnz2IrXeT38uVL9OjRA0lJSQAAS0tLjBs3DkZGRsjOzsabN2/g4+ODixcvFtg3KysLVatWxYgRI9CzZ08YGxtDU1MT0dHRCAwMxIEDBxAbG4v58+ejadOm6Nu3r9BxEULKjhITCKkgNGOTEEIIIRVO0c43FO14iVxTtOsFRTteQgghhBCSy8bGBqtWrcKpU6fwzz//cGX7WZbFyZMnuW1EYe7cucjKyoKKigp8fHzQs2dPbl3Hjh0xcuRIdO7cuUCFgrxCQkJga2sLAGjbti3u3LkDLS0tbn2/fv3QtWtXTJ48uVyxLly4EJ8+fUL9+vVx+/btAoP7vXv3hpWVFXr06IH3799j586d2Lp1a5mfj9+qQUNDA5aWltzyRo0aoVOnTvD394eLi0uBxAR+XAEBAdyyxo0bC1QnKMyLFy9gY2PDtd8oi4kTJyIpKQk8Hg8nT57EuHHjBNZ36tQJkyZNQlxcHDQ0NATWDRkyBNbW1gWWm5qawszMDAsXLkTPnj3x4sULbNy4kRITCBETSkwgpIIo2oxNQgghRBrQjD4iTxTt/axwx6tgA/UKd32kYK+volG4Vh30fiaEEFIOEyZMwJo1a/Dp0yf4+fmhT58+AAA/Pz98+vQJPB4P1tbW5X6ep0+fcoPns2bNEkhK4NPX18e///5bbLWDI0eOICcnBwBw9OhRgaQEPhsbG/z333+4du1amWKNiorCmTNnAAAHDx4stOIAkDuIPm/ePOzcuRNOTk5lTkzIysrC6dOnAQAWFhYFjmnSpEnw9/fH06dP8erVKzRt2rRMz5OXjo4ODh48WOakBB8fH67Nx8KFCwskJeRVWPsJfX39Yh9fW1sbf/31FywsLHD//n2RtrEghBSNEhMIIYQQQgiRUWwlBRvoI0Se0EAfITKLvn+JPMnWayiR51WRyLMqHnp9iTTQ19dHnz594OvrC1dXVy4xgd/GoW/fviUOIgvj5s2b3L+nTp1a5HaWlpbQ0dHBz58/i32cli1bol27dkU+zrRp08qcmODl5YXs7GxoaGhgyJAhxW7bs2dP7Ny5E9HR0fj48SPq1atX6ue7fv06vn//DkCwjQPf2LFjsWTJEmRmZsLV1bVclRn4zM3NUbly5TLv7+npyf178eLF5Y4nOTkZP378QHJyMliWBQCoqPz/0+r58+dUNYEQMaDEBEIIIYQQIj9ooI8QIiNoYJMQQgghhCgKGxsb+Pr64vz58zh06BAA4Ny5c9w6UQgJCQEAqKqqonXr1kVup6KiAlNTU9y+fbvAuvT0dLx9+xYA0KFDh2Kfr2PHjmWOlV/ZISUlBcrKwg/TxcTElCkxwdnZGQBQs2ZNDBgwoMD66tWrY9CgQfD09ISbmxu2bNlS5koHfK1atSrX/kFBQQCAevXqoX79+mV6jNjYWOzZswfnz5/H27dvuYSEorYlhFQ8SkwgpILQjUZCCCGEEEJKgRKL5BpdHxFCiJSi719CiBiMHDkSc+bMwa9fv3D58mWwLIvfv39DU1MTI0eOFMlzxMfHAwCqVasGJSWlYretVatWocsTEhK4weuaNWuW6TGEwa9eUFopKSml3ufnz5/w8PAAAIwbN67IRIhJkybB09MTHz9+FGi5UVZVq1Yt1/78RAE9Pb0y7f/s2TMMGjQIcXFxQm2fmppapuchhJQOJSYQQgghhBBCiDSigQJCCCGEEEKIHNDS0oKlpSVOnjwJV1dXbvDf0tISmpqaIn2u8s70F/XjFCY7OxtAbqWCwio3FMXQ0LDUz3XmzBmkp6cDAA4cOIADBw6UuI+Li0u5ExNKSg6pSBkZGRgzZgzi4uKgoqKCBQsWYMSIEWjcuDGqVq0KNbXca+3379+jYcPcljfFVVMghIiOwicmHDp0CLt27UJMTAxat24NW1vbcpXgIYQQQgghhBBCCCGEEFnAUiIkIURMbGxscPLkSfj4+AgsExX+DP24uDhkZ2cXOzD+7du3Qpfr6OiUuI2w64ujq6sLAPj9+zeaNWtWoYP4Li4upd6H33JDQ0OjAiISTvXq1QEAX79+LfW+t27dwvv37wEAdnZ2mDFjRqHb8atsEELER6ETE86cOYOlS5fiyJEj6NSpE/bt24dBgwbh9evXJZbpIYQQQgghhBBCCCGEyBkFG6jPqVJD0iGQiqRg72ci3fr16wc9PT1uoLlOnTro16+fyB6/ZcuW+O+//5CRkYHnz5+jbdu2hW6XlZWF4ODgQtepq6vD2NgYb9++xdOnT4t9vpLWF8fU1BSnTp1Ceno6AgIC0KlTpzI/VnEiIiLw8OFDALltHEaMGFHs9u/fv8fatWvx+/dvXLx4ERMmTKiQuITRtm1b3L9/Hx8/fsSHDx9Qv359ofcNCwvj/j127NgitwsICChXjISQ0lPoxIQ9e/bgjz/+wNSpUwEAR44cgZeXFxwdHbF69WoJR0cIIURi6MKdEEIIIYQQQhRStq6BpEMQLwW7/s2u11wiz6sikWcFcrQp8YRIDyUlJUyaNAn79+8HAEyaNAk8Hk9kj9+/f3+sXbsWAODs7FxkYsLFixeRkJBQ7OO8ffsWISEhCAoKgqmpaaHbOTo6ljlWc3NzrFy5EizLYt++fTh9+nSZH6s4easlLF++HO3atSt2+6ysLOzZswdxcXFwcXGRaGKCubk513Zi79692Ldvn9D7ZmVlcf9OTk5G5cqVC2yTk5MDBweHcsdJCCkdhU1MyMjIwLNnz7BmzRpuGY/HQ//+/fHo0aNC90lPT+d68QBAYmIiAODXr19liiH59+8y7Vde2Zpli7e86HjFg45XPOh4xYOOVzzoeMWDjlc86HjFg45XPOh4xYOOVzzoeMWDjlc86HjFQ2LHm5YhkefNLuP9xfJSuNdXUzJVcjUl9fpmMRJ53qwyHi//Pjv1epdfO3bswI4dOyrksTt27Ii2bdsiMDAQhw8fhpWVFbp37y6wzdevX7F8+fJiH2fWrFk4cuQIWJbFzJkz4efnB01NTYFtTp48iatXr5Y51iZNmsDKygpnz57Ff//9hw4dOmDp0qVFbh8ZGYnHjx9j/PjxQj8Hy7Jwc3MDADRo0KDEpAQAUFZWhoWFBY4fPw5fX198/foVenp6Qj+nKPXv3x/t2rXDs2fPYGtri86dO2PcuHGFbhsXFwcNDQ1UqlQJAGBsbMytc3JyKnQi8po1axAYGFgxwRNCiqSwiQmxsbHIzs5GrVq1BJbXqlULr169KnSff/75B5s3by6wvG7duhUSIyGEEEIIIYQQQgghhBCiSH7//g1tbW1Jh0FkkJ2dHbp3747MzEwMGDAAS5YswdChQ6GmpgZ/f39s27YNsbGxaN26NZ4/f17oY7Ru3Rrz5s3DwYMHERAQgPbt22PVqlVo2bIlEhMT4e7ujqNHj6J9+/blagVw+PBhBAQE4P3791i2bBkuX74MGxsbmJiYQE1NDXFxcXj+/DmuX7+OW7duwdLSslSJCffv38f79+8BAKNGjRJ6v1GjRuH48ePIzs6Gm5sbVqxYUepjExVXV1d07NgRSUlJGD9+PNzd3TFu3DgYGRkhOzsb7969g4+PD86dO4fQ0FA0aNAAADBo0CDUrFkT379/x7p16xAVFQVLS0tUr14d7969g4ODA3x9fdGtWzc8ePBAYsdHiCJS2MSEslizZo1A1lpOTg7i4+Ohq6sLhhFf9umvX79Qt25dfPr0CVWqVBHb80oKHa98o+OVb3S88o2OV77R8co3Ol75Rscr3+h45Rsdr3yj45VvdLzyjY5XPFiWxe/fv1GnTh2xPSeRL506dYKLiwumTJmCtLQ0/PPPP/jnn3+49crKyrCzs8ODBw+KTEwActuAR0dH48KFC3j16hXXDpzP0NAQZ86cQcOGDcsca7Vq1fDgwQOMGTMG9+7dw927d3H37t0ity/t32LeNg6jR48Wer/+/ftDR0cHP3/+hKurq0QTE5o1awY/Pz9YWlri06dPuHDhAi5cuFDifpqamnBxcYGFhQXS0tJgb28Pe3t7gW169+6NgwcPokWLFhUVPiGkEAqbmFC9enUoKSnh27dvAsu/ffuG2rVrF7qPmpoa1NQE+67p6OhUVIglqlKlikKcCPPR8co3Ol75Rscr3+h45Rsdr3yj45VvdLzyjY5XvtHxyjc6XvlGxyvf6HgrnqQrJagOmCjR5yflN378eLRu3Rrbt2+Hr68vYmNjUaNGDXTr1g1Lly5Fp06dSpwlr6KigvPnz8PNzQ1Hjx7FixcvkJmZifr168PS0hLLly9H1apVyx1r7dq1cffuXXh5eeH06dN49OgRYmJikJmZCR0dHRgbG6NLly4YPnw4evbsKfTjpqWlwd3dHQCgr6+PTp06Cb2viooKzM3N4erqipCQEAQFBcHU1LTUxyYq7dq1w+vXr3Hs2DFcunQJoaGhiI+Ph7q6OgwNDdGlSxeMHTuWq5bAN2jQIAQEBGD79u24desWfvz4AR0dHTRv3hwTJkzA9OnT8fHjR8kcFCEKjGEVuGFTp06d0LFjR9ja2gLIrYBQr149zJ8/v9CeM9Li169f0NbWRmJiokKcCNPxyjc6XvlGxyvf6HjlGx2vfKPjlW90vPKNjle+0fHKNzpe+UbHK9/oeGVXWloaIiMjYWhoCHV1dUmHQwghhMid0nzXKmzFBABYunQpJk+ejPbt26Njx47Yt28fkpOTC5TlIYQQQgghhBBCCCGEEEIIIYQQQkjZKHRiwtixY/Hjxw9s2LABMTExaNOmDa5fv45atWpJOrRiqampYePGjQXaSsgrOl75Rscr3+h45Rsdr3yj45VvdLzyjY5XvtHxyjc6XvlGxyvf6HjlGx0vIYQQQkj5KXQrB0IIIYQQQgghhBBCCCGEyCdq5UAIIYRUrNJ81/LEFBMhhBBCCCGEEEIIIYQQQgghhBBCFBAlJhBCCCGEEEIIIYQQQgghhBBCCCGkwlBiAiGEEEIIIYQQQgghhBBCCCGEEEIqDCUmEEIIIYQQQgghhBBCCCGEEEIIIaTCKEs6AEIIIYRIp48fPwIA9PX1oaSkJNQ+OTk5+Pz5MwCgXr16FRYbIYQQQogsmjZtGhiGwZYtW6CnpyfUPj9+/MCqVavAMAyOHz9ewRESQgjw119/AQDq16+PyZMnC7XPjx8/cPjwYQDAhg0bKiw2QgghhBAiuxiWZVlJB0FKLz09Hffv30dsbCwMDQ3RsWNHSYdECCFEzvB4PPB4PLx48QLNmzcXap+IiAgYGxuDx+MhKyurgiMkRPQiIiIQGxuLBg0aoFatWpIOh5ByofczkRfydP3L4/HAMAxCQkJKfX7FMAyys7MrOEIiKomJiTh37hwePXqEmJgYpKSk4MSJE6hfvz63TXR0NH7+/Al1dXUYGRlJMFpCBPE/qwBg4sSJcHBwgKqqarH7hIWFoWXLlvRZRaROWloaIiMjYWhoCHV1dUmHQwghhMid0nzXUsUEKfThwwccOnQIAPDnn39CR0dHYP3jx48xevRofP36lVtmamqK8+fPC1zgEkIkLyIiQuBG1Ny5c1G9enVJhyUx/Bn4fDSjXvqVNX9RXvMePTw8cPbsWW5gZMaMGWjbtq2kwyqTzMxMvH37FgDQsGFDqKmpCaxPS0vD2rVrBY53zpw5WLBggSTCLbfv37/j3LlzAIAJEyZAW1tbYP27d+8wduxYBAcHAwAYhsGIESNw7NgxVK1aVdzhlltMTAz+/PNPAMDff/8NfX39Yrf/8uUL1q9fD4ZhsGvXLlSrVk0cYZIyUrT3M5FvdP1L5NHBgwexdu1aJCUlAcg9N2YYBsnJyQLb+fn5YeLEiVBXV8fnz5/p+5dIHZZl4ebmhrdv3+LixYuU6EgIIYQQQsqFJ+kASEEXLlzA7t27cfPmzQI3ZX79+gULCwt8/foVLMtyP4GBgTAzM0NmZqZkghaj9PR0fPv2DTk5OZIOhVSAvn37cj/9+vWTdDhlFhgYiJ49e6Jx48aYPHkyVq1ahc2bN+P79+8C2x06dAg1a9aEsbGxQvz9NmjQAIaGhjA0NKQZQXKKn5DA48neKcbt27dRs2ZN1KtXDz9//iywfv369bCwsMCpU6fg4+MDe3t7dO7cGa6uruIPVgQuXryIli1bolevXoWut7S0xL59+/Dlyxekp6fj1atXWLx4MebPny/mSEXjwoULmD9/Pvbv319gEDc9PR1DhgxBcHAwd26Vk5ODS5cuYcSIERKKuHxcXV3h5OSE4ODgEpMSgNyWLcHBwXBycoKbm5sYIiTloWjvZ1K4b9++4fjx49ixYwfOnj2LlJQUSYdUJnT9W7K0tDQAKJBESKTTxo0bsWjRIvz+/Ruqqqpo165dkduOGzcOtWvXRnp6Os6fPy/GKIk4GBkZcT8NGzaUdDhlMnjwYLAsC39/f3Ts2JFLepR3KSkpxX6v2traokePHmjWrBmGDh0KDw8PMUZHCCGEECK7qGKCFLpx4wY3qym/o0eP4vv372AYBgsXLkS/fv3g7e0NOzs7vHz5Es7OzpgxY4YEoi6/pKQk3L17FwDQs2dPaGlpCayPjY3FrFmz4OnpiaysLGhpaWHGjBnYtm0b3aCRI35+fmAYhptRIos8PT1hZWWFjIwMgVnjhR2PjY0NVq9ejbi4OHh6esLS0lKcoUqEvM6kJ7n4sxkrV64s4UhK7+rVq4iNjYWlpWWBgZEXL15g27Zt3Pu3atWqSEhIQFZWFmbNmoUePXqgQYMG4g+6HLy9vcGyLCwsLAp8j3p5ecHb2xsMw8DAwAAdOnTAkydP8OXLFxw+fBjW1tbo2rWrhCIvGx8fHzAMU+jnrJOTEyIiIsAwDIYPH45+/frh5s2b8PDwwIMHD3DmzBmMHTtWAlGXHf94R48eLfQ+/Bn2165dw8KFCyswuorHv5GsoaFR6HpbW9sC1UDMzc3FGWK5KNr7WRG9fPkSGzduBMMwsLe3L/C9dOXKFVhbWyM1NZVbZmBggMuXL6NNmzbiDbacFPX6tzQePHgAADI9U3natGml3odhGKirq0NbWxvGxsbo3LkzmjVrVgHRic6zZ8+wZcsWALnl721tbaGtrV1k0i6Px4OVlRVsbW1x48YN/PHHH+IMV6R2794NGxsb1KxZU9KhSI2oqCiZv7+xe/dumJmZYcmSJfj06RO6d+8OZ2dnjBo1StKhVRgPDw9YWFhAS0sLnz9/LnBtO23aNDg7OwPIvb/x5s0beHt7Y8uWLVizZo0kQhaL58+f49y5c9z584QJE4RKgCaEEEIIyYsSE6TQ+/fvAQDt27cvsO7s2bNgGAYjR47Evn37AADm5ub48eMH3N3dcf78eZm9MXP+/HlMnToVBgYGiIqKEliXk5ODIUOGIDAwkBsU+v37N/bt24eoqCi5mFnw+/dvREZG4vfv30L14uvZs6cYopIMWR64/vr1K8aPH4/09HSYmJhg9+7d6N69e5GDtJUrV8bw4cPx33//4dq1a3KfmNCzZ0+ZuiGTv/WEqMhaCwthXrPMzExERERg69atAIAmTZpUdFgid//+fTAMg/79+xdYd/jwYbAsi6pVq+LmzZswNTVFQEAABg8ejISEBBw5cgTbt2+XQNRlFxgYCIZhCq2Y4OjoCABo3Lgxnjx5gsqVKyMxMRFdu3bFq1evcOzYMZlLTHj9+jUAoHPnzgXWnTp1CkBu1Z5Lly4BABYsWICBAwfi5s2b+O+//2RuIDc0NBQAStWHnX/u+eLFiwqJSVwU4Wayor2fFdGlS5dw7tw5dOvWrUBSwvfv3zFx4sQCMzk/ffoEc3NzvHz5skCStzST9+vfv/76q9DldnZ2JQ7gpqenIyIiAleuXAHDMOjWrVtFhCgWTk5OIrkOaN++Pfbs2SO1v4uDBw+CZVl07doVLi4uQu3TpUsX2NraIiQkpIKjq1grV67E2rVrMXToUEybNg1mZmYyWUVN1GT5/gbfvHnz0LRpU4wZMwYJCQkYO3YsNmzYgA0bNkg6tArBT+AePnx4gfPI+/fvc59nGhoaaNy4MV69eoXU1FRs2LAB5ubmaNGihYQiL7unT59i3rx5UFZWxtWrVwuce9jb22PevHkC7+etW7fi3LlzGDBggJijJYQQQohMY4nUqVatGsvj8dhnz54JLP/58yerpKTE8ng81tPTU2DdhQsXWIZhWD09PXGGKlLjx49nGYZhFy5cWGDdqVOnWIZhWB6Px7Zr145dunQp265dO27ZtWvXJBBx+eXk5LD29vZsmzZtWB6PJ/SPkpKSpEOvMFFRUQI/smbFihUswzBsgwYN2ISEBG45/70aFhZWYJ+jR4+yDMOwbdu2FWOkRBil+buUh7/f/LEyDMO9d0v7s3v3bkkfTqnVr1+f5fF47J07dwqsMzAwYHk8HrthwwaB5Rs3bmQZhmHbtWsnrjBFpk6dOiyPx2MfPXoksDw7O5vV1tZmeTwee+jQIYF1dnZ2LMMwbNOmTcUZqkjUqFGD5fF47NOnTwWWp6SksKqqqiyPx2PPnj0rsO706dMswzBsvXr1xBmqSKioqLA8Ho8NDg4Wep/g4GCWYRhWTU2tAiOrePPmzWMZhmEnTpxYYN29e/e4zzUtLS22bdu2rIaGBsswDKusrMyGhIRIIOLSU7T3c2HCw8PZxYsXs+3atWOrVq3KKisry/R3cH79+vVjeTweu3379gLr+N89Kioq7N69e9kXL16wu3bt4q4V9+zZI4GIy07er3/zn0uV5fyKYRi2UqVKpfpMlzb169dnGzRowNasWZP7HfC/c/T09Fg9PT1WXV1d4PdTs2ZNtl69eqyOjo7APkpKSqybm5ukD6lQRkZGLI/HY0+fPi2wvLjrwUePHrEMw7CVK1cWV5gVIv97u3bt2uzKlSvZly9fSjo0UgaFvWffvHnDNmnShFs3duxYNjU1lVsfGhrKrZNl7dq1Y3k8Hnv8+PEC6yZNmsQyDMMaGBiwnz59YlmWZT9+/MjWq1eP5fF47Pz588UdrkisX7+eZRiGHTRoUIF179+/Z1VVVQU+h/k/VatWZb9//y6BiEsnNTWVDQ8PF3i/EkIIIUR0SvNdS6nLUuj3798AUGDW/MOHD5GTkwMlJSX07t1bYF3dunUBAPHx8WKJsSKEhoaCYZhCZ2DyZxq0a9cOjx8/xr///otHjx5xswD5s95kSWZmJoYNG4Y5c+bgxYsXAj1ThfmRV/Xr1xf4kTXXr18HwzBYtmxZgQzzojRt2hQAEBkZWYGRkbIo7d+lrP/9FhVnaY/PysoKixcvltyBlNGPHz8AoMDfbkREBL58+QIABaqa9OjRg9tG1sTGxgIAKlWqJLA8ODgYv379AgCYmZkJrOPP/vn06ZMYIhStnz9/AkCBmXuPHz9GZmZmodUyDA0NAeTOTpY1/NnSiYmJQu/Df91VVVUrJCZxefz4MRiGQZ8+fQqsO3r0KACgTp06ePnyJZ49e4ZXr16hbt26yMnJgb29vbjDLRNFez/nt337drRu3RoHDhxAYGAgfv78iezsbJn+Ds6PX7XJ1NS0wLrz58+DYRjY2Nhg8eLFaNmyJZYvX47p06eDZVlcuXJF3OGWiyJc/+Z9DzIMw5V2L+lHTU0NDRo0wIQJE/Do0SO0bt1a0odSZlFRUbh48SIqV64MVVVVLFmyBEFBQUhJSUF0dDSio6ORnJyMoKAgLF68GCoqKtDS0sLFixeRkJCAT58+YceOHahcuTJycnIwY8YMqTwf4bc1K031MHV1dQC5FTJkWUhICBYvXozq1auDZVl8+/YNu3fvhomJCbp27Yrjx48jKSlJ0mGScjA2Noa/vz8GDBgAlmXh7u6OHj16IDo6WtKhiRT/XKmwv2P+PZ8FCxbAwMAAQO530oIFC8CyLO7cuSPWWEWF31Z18ODBBdYdOnQImZmZqFSpEi5cuIDExEScPXsWlSpVQmJiIo4cOSKBiAkhhBAiq6iVgxTS0dFBXFxcgRN7Pz8/AECbNm2gqalZ6L78C1pZxD/x59805cvMzMTdu3fBMAxXVgwAVFRUMHv2bDx58gRPnjwRe7zl9e+//+LatWsAcgfjJ0+ejNatW0NHR4fKHcqwDx8+AChd6ewqVaoAAN2kkUInTpyQdAhitXHjRoH/b968GQzDYPbs2cWWGub3/9XT00PXrl3RsGHDig61QvAHrPIP5N67dw8AoK2tXaBvt66uLgAUKKctC9TU1JCVlcUlKPDdvXsXQG6v8vwJYvxSpsK0HJI2WlpaSExMRExMjMBy/vlV8+bNUbVqVYF1KioqAMCde8gSAwMDJCYm4tGjR0K3f+L3MJf1XrFlvZm8cuVKmbmZrGjv57zc3d3x559/AshNzOjRo4dcnkPz38f5v39jY2MRFhYGhmFgbW0tsG748OFwcHBAeHi42OIUBXm//s3JyRH4P4/HA8MwCA0NRfPmzSUUlfh9+/YNQ4cOxa9fv3D79m106dKlwDY8Hg+tW7fGnj17YGVlhf79+2Po0KEICgqCvr4+VqxYgf79+6N79+5IS0vDwYMHsWPHDgkcTdFUVVWRnp7OJZAJ49u3bwAKJsfKGhMTE+zZswc7d+6Ep6cnTpw4gWvXriErKwv+/v7w9/fH4sWLMXr0aEydOlWu21PKM21tbVy7dg2LFy/GwYMHERgYiA4dOuDSpUvQ0NCQdHgiwU9Yz9/GISwsDLGxsWAYBiNGjBBYx29HxL8nJGv4ifitWrUqsO7y5ctgGAazZs2ChYUFAGD06NF49OgR9u7di+vXr2P9+vXiDJcQQgghMky270rJKRMTE9y9excXL17kTnSzs7O5/pr5Z4sA/z+BrFWrljhDFSn+bJf8s/SePn2K1NTUQjN3GzduDAAFbsrKAldXVwC5/SRv3rxZYMYqkU1ZWVkACt6ALA5/EFSWegErismTJ0s6BLEqLDEByO0pqgg3zmvXro0PHz7g5cuXXCUEILfHKIBCexknJycDQIEBQFlQv359hIeHw9/fH/369eOWe3h4gGGYQm8W87+ra9SoIbY4RaVp06bw9/fH9evXMXToUG45f+Zxr169CuzDP7+QxfOr3r17IzQ0FLa2tpgzZw6XBFeUX79+4eDBg0Wea8oSRbiZrGjv57z2798PIDeB5urVq2jZsqWEI6oYqampAIC0tDSB5ffv3weQe83UvXt3gXV6enoAUKoBUWmgaNe/9erVA8MwMl+dprT+/fdfxMTEYN26dYUmJeTXpUsXLF26FFu3bsWuXbuwZ88eALlVRKZNm4ZDhw7hxo0bUpeYUK9ePYSFheHt27eFVu4pzK1btwCUrsqCNFNWVoaFhQUsLCzw/ft3uLi4wMnJCeHh4UhOToaLiwtcXFzQsGFDTJ06FZMnT0adOnUkHTYpBR6PhwMHDqBFixZYsGABvn79il69eslk1bzCKCkpAShYlYf/HVyjRo0Cf6/868H839uygn/+zE+85/vy5QsiIiLAMAzGjBkjsG7gwIHYu3cvXr16JbY4CSGEECL75GdKiRyxtLQEy7JwdXXFqlWr4OnpCWtra+5Gaf4TQQAICAgA8P+SlrKIn1mdv7wsf+Zmo0aNCtx4kuXB/MjISDAMgzVr1sj0cRBBtWvXBgC8f/9e6H34FT/q1atXITERUlYnTpzAiRMnuFnF8q5z585gWRaHDx/mKiC8f/+emyEyYMCAAvu8efMGwP//9mVJnz59wLIsbG1t8fLlSwDAlStXuBmqeQc7+UJDQwH8f/BLlpiZmYFlWRw9ehSHDx9GaGgoli9fzs0sHjlyZIF9AgMDAchmBYFZs2aBYRh8/foVZmZm3GzMwsTExMDMzAzR0dHcbChZpgg3kxXt/ZzXixcvwDAM/v77b7lNSgCAatWqAfh/Swc+X19fALnJNPkHtvkJsrKW7Kpo179RUVGIjIxEo0aNJB2KWPHPpwYNGiT0PvyJCV5eXgLLhwwZAiD3dylt+vXrB5ZlhS5t/uXLFxw9ehQMw2DgwIEVHJ341axZE8uXL0doaCgeP36MmTNnokqVKmBZFu/evcO6detQv359DB06FOfPn0dmZqakQyalMHPmTHh7e0NXVxdpaWlSlyhUVvxzpeDgYIHlXl5eYBhGIImdjz/hpHr16hUeX0XIyMgA8P/Eez5+9UANDQ106NBBYB3/Hi2/JRMhhBBCiDAoMUEKzZo1C82aNQPLsti9ezdGjBiBc+fOAQDMzc25GV15Xbx4EQzDoHPnzuIOV2T4pb/5AyJ8/GMrbOYmP6O3uBLj0op/A1xRBvwURY8ePbhei8LIyMiAvb29XMxQFcbdu3cFfoh0c3JygpOTE86fPy/pUMRixowZAHIHvVq0aIHRo0ejc+fOSEtLQ6VKlQqUzAb+nzzHr+AjSxYsWABVVVV8//4dLVq0QPXq1bnBIX19fYwaNarAPj4+PmAYptASn9Ju/vz50NPTQ0ZGBubPn4/WrVtj7969AHJnZRY2q5FfPSL/TThZYGJigkWLFoFlWTx8+BCNGjXCjBkz4OzsDB8fH/j4+MDZ2RnTp0+HsbExHj58yLXNyt+yRNYows1kRXs/58VvSSHr79OStG7dGgBw6tQpbllqairc3d3BMAz69u1bYB/+QL6sVRFQ1OtfRfP582cAua2khMXflr8vH392vTS20po/fz5UVFTw/Plz/P3338Vu+/r1awwePBiJiYnQ0NCQ+cTAknTs2BFHjhzB169f4eLigtq1a4NlWWRnZ8Pb2xtjxoyBvr4+Vq9eLZNVMRVV79698fjxYzRt2pRrjSfr+Pd1Dh48yLW9e/r0Ka5fvw4AhSZY8RO9ZTFhHfh/RbyIiAiB5Tdu3ACQm8TPT/7l4yf0ynobGkIIIYSIFyUmSCE1NTX4+vpi5MiRUFZWBsuyUFFRwaRJk7jy/3ndvXuXmx1VmtkH0mbAgAFgWRZ2dna4du0akpKSYGtri6dPnwLIvSmV34sXLwBAJsv+8W82SuMsD0kyMjLifmSxT/2UKVMA5M465l/AFSUjIwM2NjZcWbw//vhDDBFKVu/evdGnTx/06dOn0BvqRLrcv38fd+7cQYMGDSQdilj07duXG8iNiorCxYsXuRtRu3btKjBgmZaWxs3+k8UeucbGxnB1dYWGhgZYlkV8fDxYloWOjg5Onz5dYCZuTEwM97kmi3+/2trauHnzJtq2bQuWZbmfHj164OzZswW2f/78OXcOUli1DFmwe/duTJ06FSzLIjk5GSdOnMC0adMwZMgQDBkyBNOmTYOTkxOSk5PBsiymT5+Offv2STrsclOEm8mK+H7m4yeCxcXFSTiSijVu3DiwLAsPDw+MGzcOBw8exMCBA/H9+3cwDIPx48cX2Mff3x9AbqseWaKo178A8PbtW6xfvx79+/dHixYt0LBhQ7x7905gm9DQUFy9ehV37tyRUJSioampCQB49uyZ0PvwK2Pk71ufnp4O4P+VRaRJw4YNsXXrVrAsi02bNqFz587YuXMnt97d3R3btm2DmZkZWrRogfDwcDAMg3379slkq6zS+vDhA3bs2IENGzbg27dvYBgGALjvsdjYWOzatQsNGzbkEu5kmZKSEvejrCxb3XRPnDgBR0dHoSbTNGzYEI8fP8akSZPQq1cvmbw2ymvu3Lng8XiIjIyEkZER2rdvj169eiErKwtVq1bF2LFjC+xz69YtMAwjsy0Q27dvD5Zlcfz4ca41aVxcHC5cuACGYQRa//HxkxhkLSGSEFHbtGkTGIbhvtNIxYqLi8Py5cvRrFkzVKpUifvdl/VeBn//TZs2iTROQkjRZOusWIHUrl0b586dQ3p6OuLj46Grq1tkD8q6devi9u3bAFCgz6gsWbRoEY4cOYLfv39j2LBhAuuaNWtWaGICf+abqampuMIUmfnz5+P69es4fvw4LCwsJB2O1IiKigLDMGBZViZP6Hr37o2xY8fizJkzMDc3x6JFiwRmHUdFReHnz5948OABjh49ivfv34NhGMyePRsmJiYSjFx8ZGkWhYuLS4U8ro2NTYU8rqjVrFkTMTExCjUDYu/evejXrx/c3d0RExMDPT092NjYFDoQf+XKFVSpUgXa2tqFfkfJAisrK/Tq1QteXl7c8Q4fPrzQG/0vXrzgqkYU1uZBFjRr1gwBAQGIjIzkjre4xJsTJ04AkM1EDCC3/+/x48cxYsQI7NixA48fPy7wGcwwDLp164ZVq1YVOP+SVXPnzoWTkxN3M7lx48YIDw9HVlYWqlWrJjc3kxXt/cw3efJk+Pv749KlS4XeJJcXNjY2cHR0xP379+Hu7i5QjWvq1Klo2rRpgX34gwddu3YVZ6giUdbr327duokzTJHJycnBypUrsX//fuTk5HCfzQzDcOW0+T5+/Ihhw4ZBWVkZkZGRMtuOpV27dvD29sY///yDMWPGcBUEixIXF4ft27eDYZgCVTNev34NAFI7kL98+XKwLIt169bhyZMnePr0KXdt+9dff3HbsSwLJSUl7N69G9OnT5dUuBUuLS0N586dw4kTJ3Dnzh0uCQHITTabPn06Jk2ahNDQUBw/fhznz59Hamoqli9fjho1amDixIkSPoKy49/XkKVrYL7JkyeXavsqVarA2dm5gqIRr7Zt22LXrl1YsWIFkpKSuHZYKioqcHBwQOXKlQW2T0xM5FrOyGolTBsbG1y+fBn37t1D9+7d0bVrV3h4eCAxMREqKiqYMGFCgX0ePnwIADI5qYhULD8/P4EKbmPGjMGZM2eK3WfKlCncZ4gsfmaS0omKioKRkRH3Wp88ebLQKqX5JSYmokuXLnj79m1Fh0gIqUAMS5/0RIrcu3cP48aNw9evX7llRkZG8PT0LHDzLSIiAk2aNAHLsjh//rxMDu4vWrQItra2WLp0KXbs2FGgLJoi4vH+X8iFYRhkZ2dLMJqySU9Px6hRo3D16tVikyv4H78jR47EmTNnFOL1nzp1qsD/+YMk0orH44k8QYZhGK4HtLQbOnQovL29cerUqUIH8gghsiU+Ph7BwcFcFYHq1avD1NS0xMEhWbR3716sWLGCm/EF5N5M/u+//2BpaSmwbWJiIvT19ZGamoqjR4/K9eCQPMjMzET//v3x+PFjnDt3TmYTw4SRnJyMjRs3CiTLTZ48GevXry8w89bT0xPDhw8HwzB48uQJ2rVrJ6GoiTD++OMPODo6cu2TunTpgnPnzoFhGISEhBRIkmrYsCGioqKwZ88eLFq0SEJRl4+HhwdGjBgBhmHQqFEj7N+/H4MHDy5022vXrmHx4sV4+/YtGIbB5cuXBZLnrK2tcebMGUydOhXHjh0T1yGU2suXL7F79254enpybSj5tLW1MXToUKxZswYtWrSQUIQV69GjRzhx4gTOnj3L9aBnWRaVKlXC6NGjMWPGjELbK0VERGD06NF4/vw5TE1NS1VlQ9o0aNBA4HoyMjJSgtGQ0goJCcG5c+e47+Dx48ejSZMmBba7fPkyN1P3v//+k9kKAmPGjOFaKeVNqFm7dm2B1jTZ2dkwMDDA9+/fsWPHDixfvlzs8ZZGWloaIiMjYWhoCHV19RK3z7h6XAxRSY7q0Iq93smfmMAwDJ4/f46WLVsWuY+0JSbkPYbbt28Xm3S0adMmbN68GYB0xC4L/vrrL2zcuJH7/6BBg7gKh8XZtm0b1q5dCwBYuXIlzM3NuclUenp60NXVLXUs/O/pjRs3UtUEQsqhNN+1lJhApE5GRgYePHjAnfh379690JJ39+/fh6+vLwBgxYoVBco7yoo9e/Zg3bp1qFmzJkaOHInGjRsLdSyyMuNakTk4OGDnzp0FevTxGRgY4M8//8Ts2bPFHBkRVt5EGVGRpYSbCxcuYPTo0ejVqxc3M5EQQmSFPN9M5s+4nTt3boE2M0VJSEiAra0tAGDDhg0VFps4/Pz5E5MnT4aXlxfGjh2LsWPHCn0OXa9ePTFEKH4JCQn49esXANlr5TBt2jQwDIMtW7ZAT09PqH1+/PiBVatWgWEYHD8uW4MHvr6+GDBgABiGwZo1a7B582YoKSlxCbGFJSasXr0aO3fuhLm5OS5fviyhyMtv3rx5OHz4MHcDuHr16mjTpg1X+eDHjx8CCXQsy2L27Nmws7PjHiMmJgZGRkZIS0vD2bNnMXr0aPEfSBl8/PgR379/R3Z2NnR1dWFkZFQh1xqS9vXrV7i4uMDJyQlv3rwB8P9BGlNTU8yYMQMTJkxAlSpVin0cHx8fDB48GJqamlxSAxEvfoWlBg0a4MCBA9DS0ipxn6ioKO4znX+/jsiOnJwc2NnZFUiIzD/BBMid3Txp0iQAQFhYGJo1aybucEuFEhMEiTsxAQAsLS1x4cKFIvehxATFYmxsjHfv3kFLSwtJSUlQUlLCp0+fSrwW6Nu3L27fvo327dtzrQoJIdKBEhMIkRGpqanYtm0bDhw4gKSkJKH3k6UZ1wQIDw9HQECAwI0oU1NTtG3bVibbVSiSDx8+VMjjytKAgY2NDdzc3DBlyhTY2tpy/YEJkWU5OTm4ffs2Hj16hJiYGKSkpGDr1q0CF8EZGRnIysqCkpIS1NTUJBgtIQUVN4BZlIiICBgbG8tUglxxfH19YW1tzQ1gCoPOoaWTor2fx44dC3d3d5iZmcHDw4NbXtzvgZ8samRkhHfv3ok7ZJHauXMnNm3ahLS0NAAocD3Ev0WlpqaGjRs3YvXq1QLrU1JSuOoD+vr6hU5ikCT+YO6kSZMKHcyTZ0OHDsWNGzcE2pNoa2vD2toaM2bMKFULznfv3qFx48Yy+TcuL/JWD2zevDk8PDyKbRkF5A5Qt2zZkl43InUoMUGQOBMTqlevzp2vBwYGFvldQIkJiuPhw4dcOzYHBwfMnj0b2dnZ2LVrV4nVV5o0aYI3b97A2toaJ0+eFEe4hBAhlea7Vrqu4IiAuLg4uLm54d69e3j//j1+//5d4ok9wzBFzs4m0iUlJQUDBw7Eo0ePANCJi7zgz2Ds1KkTBg0aBCD3Il6WelaT/5OlBIKK4OLign79+uHFixdwdnbG5cuXYW5ujlatWqFq1aolth+RtcouISEhGDFiBJSUlODn51diD+cvX76gV69eYFkW165dQ+PGjcUUqejFxcXh0aNHQp9vALI749rT0xMLFy4skHi0fPlygcSEY8eOYcGCBdDS0kJ0dDQl5RAiRRYvXsxVf6BzaCJrHj16BIZhStU2xsDAAEButQBZt3LlSkyePBnOzs64efMmQkNDkZCQAACoWrUqTExM0K9fP0yePLnQWXMaGhpSfY5+79495OTkYP369ZIORezylmDu0aMHZsyYASsrK6EGAfPT0NBAz549KZFfCrAsi7CwMHTo0AHnz59Hz549JR0SIUSGLFy4EFu3bkV6ejo2bNggkJRJFJOLiwuA3KSVyZMnw93dHT4+PnB1dS0xMSE9PR1AbptGQojsosQEKeXu7o6ZM2dy5TiFveFGF22yY8+ePXj48CEAoHPnzpg5cyZat24NHR0duSzpqCg2bdoEhmFw8eJFSYdCSLlNmTJF4HslISEBrq6uQu3LMIzMJSa4ubkhKioKgwYNKjEpAcidpde4cWN4e3vDzc2NS0ySJTExMVi6dCnOnz9f6lnEspiYwM/G559X8WdvFHb+NGPGDKxbtw6JiYm4ePEiJk6cKO5whZL3fZf3NSnv+1EWX19SvMzMTACyfxPHzc0NBw4cAABUrlwZlpaWcn8O/fbtW7i4uHBVXlJTU+Ht7Y1GjRpx24SGhuLjx4/Q1NREr169JBitePBn28tiRZvv378DQIkzj/Pi/93KS8WPWrVqYeXKlVi5cqWkQxG5mjVrIiYmhut3rEhq1qyJyZMnY8aMGTA2Ni7XY9WpUwd+fn6iCYyUy/r167F7927ExcVhwIABsLW1xcyZMyUdVoW6e/duqfdhGAbq6urQ1tZGgwYNoKqqWgGRESJ76tati5kzZ8LW1haenp548uQJOnbsWObH+/HjB/bv3w8vLy9ERkYiLS0NtWvXRo8ePTBr1ix07969yH0bNGiADx8+YPLkyXBycsKzZ89ga2uLO3fuIDo6GhkZGdxs37zyt6UAgBMnTmDKlCmFPk9aWhpsbW1x+vRpvH37FgDQrFkz2NjYYPbs2SVWe0pLS8OxY8dw8eJFhIWFIT4+Hjo6OmjVqhXGjx+PyZMnF/kYwhwj/35I/m1fv36N3bt348aNG/j69St0dHTQtWtXrFq1Cp07dy42ZmGlp6fj7NmzAIAxY8ZARUUFkyZNgo+PD168eIHg4GC0adNGYJ/CWoM4OztzFTYAoFevXtx5A7/6Rv369REVFYWvX79i37598PT0xMePH5GUlCRQBYN/P2jjxo3YtGlTkbGHhobC3t4efn5++Pz5M5KSkqCrq4sWLVpg4MCBmDRpUoGk2oSEBFy6dAm+vr4IDAzEx48fkZGRgWrVqqF169YYNWoUpkyZQt8ZROFQYoIU8vf3h7W1NVf+rk6dOjA1NUW1atXk4mYbPytO1GRtAOzUqVNgGAZDhgzBlStX5OK1JYCuri7i4+Pltn8xUTz5E+PkeWbqnTt3wDAMhg8fLvQ+I0aMwPXr1+Hr6ytziQk/fvxA165d8eHDB7l+Xfnevn2LefPmAcgts3zw4EE0bdq0yO9fVVVVjBo1CsePH4ePj4/UJibwE+IAwWSCvMvLQhYSEz5+/Fghjyuv3+HBwcEAwPVyl1X8SglNmzbF7du3UatWLQlHVHFycnKwcuVK7N+/X6A0OsMwyMjIENj248ePGDZsGJSVlREZGSlUgp0se/DgAQDI5OuvqamJnz9/cu0IhPH582cAQLVq1SoqLCIirVu3RkxMDN68eVOq1gXy4PPnz1LXWoOU39ixY2Fubg4LCwtER0djzpw5CA0Nxb59++T2Plbv3r3LdR6trKyMNm3aYMqUKZgxY4ZMJIVGRkZi+vTpYBgGLi4uQlUP5N+HFWZ7otjWrFmDY8eOITU1FevXr4e3t3eZHsfHxwdWVlbcRE6+Dx8+4MOHD3Bzc8O8efNw4MCBEj+fjhw5ggULFog86fPbt28YPHgwd+3F9/TpUzx9+hQ+Pj64dOlSkfE9f/4cI0aMKFDh8cePH/D19YWvry/s7e3h4eFR4nlwaY6RPxkjJSWFW/b9+3dcunQJHh4eOHnyJMaOHVvi45TEw8ODq5TFv8diaWkJTU1NJCcnw8XFpUBiQnk8fvwY5ubmpWr/l192djZWrFiBffv2Fbh39u3bN3z79g2+vr4IDw+Hk5OTwHpTU9NC2wR/+/YNPj4+8PHxwZEjR3D16lXUrl27zDESImvoikEK7dixA9nZ2ahUqRIcHBxgbW0t6ZBEKv8MXFGQxZm5UVFRAIBFixbJ7cWcImrUqBGePHkiF2VWK0L+xCRZ+7tVNJGRkZIOQazevHkDAGjVqpXQ+7Ro0QIA8Pr16wqJqSJt3LiR+y6ysrLCnDlzuFnH8liBae/evcjKykKLFi1w9epVoTLSe/TogePHjyMoKEgMEZZdUYkl8p5wkn8miygwDCOVM5KLSuy9fPkyAgICit03PT0dERERcHR0BMMw6NChQ0WEKDavXr0CwzDYtGmTTA5Kl8asWbPg6OgIlmWhr6+PLl264Ny5c4VuO3ToUBgaGiIqKgrnzp3DokWLxByt8IpK5LOzs0PNmjWL3Zf/fr5y5QoYhuH608oSIyMjBAYGIjw8HAMGDBBqn2vXrgEATExMKjI0IgIzZszA9evXceTIEZHcwJcljRs3BsMwWLJkCebPny/pcKRC/iRKWU1+bN++PZ48eQILCwsEBATg0KFDeP36Nc6cOSO31UHKcx6dmZmJp0+fIiAgAIcPH4anp6fUv/YuLi7w8/NDt27dhK4emJWVhfv378PV1RWrV68WQ5REVunp6WHOnDnYs2cPfHx8cP/+/WIrGxQmODgY5ubmyMjIgIqKCubPn4/hw4dDU1MTQUFB2L59OyIjI3Ho0CFoampix44dRT7W06dP4ebmhrp162L58uVo3749srKycO/ePejr6yMkJARPnz7FtGnTAACOjo4FrqH4bbbyGzlyJMLDw7Fw4UKYm5ujWrVqeP36Nf7++2+8fPkSHh4ecHBwwKxZswrs++7dO/Tq1QuJiYmoUqUK5s2bh44dO6Ju3bqIi4vDlStXYG9vj6dPn2LEiBG4d+9ekYlPxR1jfiEhIThz5gz09PSwbNkytG/fHizLwtvbG9u3b0daWhpmzpyJvn37ljvJnX9d27BhQ3Tp0gVAbtKuhYUFTp48iVOnTmHXrl0CrWM7dOiAkJAQAMCgQYMQHR2NESNGYMuWLdw2hbXeTEpKwqhRo5CWloa1a9diwIAB0NDQQEhISKHtwooyc+ZMODo6Ash9L8+fPx9du3aFtrY2fvz4gSdPnhR5jZadnY1OnTph2LBhMDU1Ra1atbjKHG5ubrh+/TqCgoIwbtw4qhRFFAolJkihhw8fgmEYrF69Wu6SEvjk/Ua5MKpWrYqYmBhUr15d0qFIlbwnHtI6OFCcsWPHwt/fH2fPnsXgwYMlHY7UyZuYJIsJRYXh3xx//vw5YmNjkZqaWuxnHMMw8PX1FWOEZSfN/XsrQlJSEgBAS0tL6H342+bP2JcFnp6eYBgGkyZNKpDVLY9u3boFhmGwePFiocvk8cukf/r0qSJDK5ecnJxSLZcninQ+WVhiL8uyWLdundCPwbIseDyeVA9YC4N/861x48YSjqRi+fr64vjx42AYBn/++Sc2b94MJSWlYhOarayssHPnTty6dUuqX+fCKrqwLIvDhw8L/Rgsy0JdXR0rVqwQdXgVbuDAgXj27BkOHTqEBQsWlJikzp99xTAMhg4dKqYoxePXr1/4/fs3srOzS9xW2gf1+EaOHImJEyfCzc0N06ZNg62tbaE3y+XR58+fkZ2dLdKZjrKuQYMGAte/snZ/I686derg7t27mDp1Ks6cOYObN2+ic+fO8PDwKHfrDmlz+/ZtZGZmYv369fD390edOnVgZWWF9u3bc4NyP378QEBAANzd3REdHY1OnTph8+bNSE1NRWhoKM6cOYPQ0FCEhoZi6NChCA4OluqKIr6+vmAYBiNHjhR6n5EjR+LevXvw8fGhxARSolWrVsHe3h7JycnYsGEDbt26Var9Z86ciYyMDCgpKcHT0xMDBw7k1nXo0AFWVlbo3r07wsPDsXv3btjY2BSZ0BkeHo6WLVvi7t27AslV/ITXFi1aCMywNzQ05CallIRfFYHfJgAA2rZti0GDBqF58+b49u0b7OzsCk1MmDx5MhITE2FqagofH58CYwYDBw7EsGHDYGZmBn9/fzg5OeGPP/4o0zHmFRgYiHbt2uHWrVuoUqUKt7xz585o1KgRJk6ciF+/fsHNzQ1LliwR6vdQmB8/fuD69esAgAkTJgismzhxIk6ePIlv377B29tb4JxXU1OT+/3zrwV1dHRKfE3i4uKgpaWF+/fvo3Xr1tzy0iTqX7lyhUtK6NKlC65evVogIW/gwIFYt25dofeNbt26Veh3ZNeuXTFhwgScOHEC06ZNw507d+Dr64t+/foJHRshskx6z4gU2M+fPwHkZoDJI0WbgVuUDh06wMPDQyFLPBaHZVkwDCOzgw1z586Fs7MzXFxc0LNnzyL7jSkyWX1t80tJScG8efPg6upaaLuDwm64A5DLmejyomrVqoiNjUVMTIzARUtx+NVRKleuXJGhVQh+CWn+LAB5xy+DLexrC/w/6z5vOUMiPU6cOCHpEMSqsO9PYb9TVVVV0aFDB6xZswa9evUSdWhi1bRpUzx69Ejuq1MdPXoUQG4lhLyzgYrD79cbFhZWYXGJSt73Lv/cSJj3s7q6OvT09NC1a1csX768VJ/p0mLhwoU4cOAAIiIiMHv2bNjZ2RU5WHXjxg1MnToVaWlp0NXVLfLmsyy5ceMG7OzscP/+fcTHxwu1jywN6Lq4uKBfv3548eIFnJ2dcfnyZZibm6NVq1aoWrWqQCJ+YWQ5cbt27dr48uULKlWqJOlQpIq8XP8CuZ/Bp0+fRvPmzbFp0ya8ffsWnTp1wpkzZ4SuACMLevXqheHDh+PJkydYsGABduzYAXV19QLbTZgwAdu3b8fy5ctx6NAh7Nu3D1evXsWIESOwdu1arF+/Hlu3bsXLly9x4sQJqf4Mf/nyJYDcAVRh8ZOQwsPDKyIkImdq1qyJ+fPnY8eOHbh9+zZu376NPn36CLXvkydP8PTpUwDAH3/8IZCUwFe1alUcPXoU3bt3R05ODuzs7HDo0KEiH/PQoUMVUvFlwYIFAkkJfNWqVcPUqVOxfft2hISEIDExEdra2tz6e/fu4eHDhwAAZ2fnIicyDh48GKNHj8bZs2eLTUwASneMjo6OAkkJfNbW1li5ciWio6Nx7969ciUmnD59GpmZmQBQoFXmgAEDULt2bcTExMDFxUVkybgrV64s1/XC9u3bAQAaGho4d+5csb/PunXrFlhWUuLe1KlTceDAAQQHB+PSpUuUmEAUBiUmSCE9PT18/PhRbgevFG0GblEWLVoEDw8PHDx4EGPGjJHb17u06tWrJ9O/i5iYGBw7dgzTp0/H9OnTcerUKVhbWwt9I0pWZgKV1caNGyUdgkiwLAtLS0vcvHkTLMuievXqMDAwQHBwMBiGQY8ePRAfH4/Xr18jKysLDMOgSZMm1C9MyhkbGyM2NhbXr18XOjmQX1q5YcOGFRlahahTpw6ioqIUZhYf/7ulNEkGcXFxACBww4BIj8mTJ0s6BLHJm9jLsiyMjIzAMAy8vb2LvdnBMAzU1dWhq6tb4jmIrJg6dSoePnyI06dPy3V1qkePHoFhGEyfPl3offglZaU9aSN/RRcejweGYRAaGormzZtLKCrxqVWrFo4cOQIbGxscP34c3t7eMDMz49bv378fLMviwYMHePXqFVftxMnJqVRVnaTRwoULuUECeRqszSt/hZuEhAS4uroKta+sV5Tr1KkTLly4gLCwMLRr107S4UiFnj17yvT9jaKsX78ezZs3x+TJk/Hz50+YmZlh9+7dcjOgcuLECXh6esLMzAz79+8vdls1NTXY2toiMjIS165dw9GjRzFz5kwAwN9//4379+/jzp07uHDhglQnJiQmJgJAqQZq+dvy+8UTUpIVK1bAzs4Ov3//xvr163H//n2h9rt58yb37+LOjbt164ZmzZrh5cuXAvvkV7duXfTo0UP4wEshfyWAvPjfjSzLIjIyUqDC0JUrVwAATZo0QcuWLYt9jp49e+Ls2bN4+vQpsrKyCk1wLc0xtmzZssiWpgzDwNTUFNHR0Xj//r1Qj1cUfhuHjh07FriGVVJSwrhx47Bv3z5cuXIFv379KjRRorSKez1KEhcXh8ePHwPIrZBcp06dcsXCsiy+ffuGX79+ISMjg1uur6+P4OBgPH/+vFyPT4gsocQEKdS/f384Ojri2bNnMt8DlhStT58+2Lp1K/7880+MGzcO9vb2ctubrzT4/c5lVd5SjSzLwtfXV+iy/bI0E4jPyMgIALB06VKh+ojKS2KCu7s7bty4AYZhsHHjRqxfvx7h4eHcifydO3cAAMnJyXBwcMCGDRsQHx8PBweHUvfRkxbZ2dm4dOkSbt68idDQUG6GW7Vq1dCiRQv0798fFhYWMj3wNWjQIDx8+JC7mdSsWbNitw8LC4ODgwMYhpHJwbGePXsiKioKISEhCnHzWF9fH2/fvsX79++FvkDn3yjhf9YRIimFJfayLIs6deooXNLv9OnTcfnyZbi5uaFDhw5y28f8+/fvAHLPLYXFL20qa+eT/MRkYdvsyIMJEyZARUUFs2bNwqdPn2Bvb89dQxw7dgzA/wfutbS04OzsLJC8IItOnTqFgwcPAsiddW1hYYF27dqhWrVqJbazkDWFVVNTBHPmzMH58+exd+9ejB8/vsi+14pEnvtFjxo1CkZGRrCwsMCnT5+wZMkS9O3bV9JhiYSjoyMYhuESDIQxa9YsXL16Fc7OzgL7TZkyBXfu3JH6AacqVaogISGBS8wWBn9bDQ2NigqLyBldXV0sXrwYf//9Nx48eABvb2+hJoWEhoYCyK0CV1K7oE6dOuHly5d4+/YtMjIyCj2/LGoQXhSaNm1a5Lpq1apx//79+7fAuoCAAADA69evhU5oy8zMRHx8PGrWrFlgXWmOsbiYgf/HnT/m0ggLC8OzZ88AFKyWwDdx4kTs27cPqampcHd3L1WCdmG0tLTKdS8nODiYO4crTyKLl5cXDh8+jLt37xb7O8zbPoQQeUeJCVJo+fLlOHXqFHbv3o2JEyfK/KwIUri//voLQG6WoLu7O65evYoBAwagcePGQp3Ub9iwoaJDJGWU98aTvN+EUtQ+oqdOnQKQ21+Mn2xR2IWDpqYmFi9ejG7duqFXr14YOXIkgoODy51lK27Xr1/HzJkz8eXLF25Z3tYU/MF8AwMDHD16VGZbEc2ZMwc7d+5ESkoK+vbtCwcHBwwbNqzQba9cuYJZs2YhNTUVGhoamDdvnpijLb/ly5fj9OnT+PfffzFu3LhCy5PKk969e+PNmzdwdnYWaqZ9YmIijhw5AoZhZPIma2ZmJt6+fQsgt6KHmpqawPq0tDSsXbsWZ8+eRWxsLAwNDTFnzhwsWLBAEuGSUoqMjATDMAp5nXD37l0sXLgQP378wKJFi3Dq1CmMGzdO6HPonj17iiHK8tPU1MTPnz+5tjvC4LesyXvTUxY4OzvLdCu3shozZgz69esHOzs7eHh4IDg4WCCpxMTEBMOHD8eiRYsKveEsa+zt7QHkzuC7deuWTFabEoYit67s27cv1qxZg3/++QfDhg3DsWPHCi1rTOSHqakp/P39YWFhgSdPnpS6Z7y04rc14FciEgZ/21evXgks5ye7C9u6RlIaNGiAhIQE+Pn5CX3tc/v2bQDyX/mTiNbSpUtha2uLnz9/YuPGjULdP8o7Maao9ld8/EqlLMsiISEBtWrVKrBN1apVyxC5cIq7HsmbiJmdnS2wjp+UXFpFVYQszTGWdA3Fjzt/zKXBr5agrKyMcePGFbpNu3btuIoXLi4u5U5MKO8E0LyJAnp6eqXen2VZ/PHHHzh+/LhQ26emppb6OQiRVZSYIIWaNGmCkydPwtraGv369YOjoyNMTEwkHZbYPXv2rNiZubI+u3PTpk3cQCbDMEhOTsbly5eF3p8SE6STovW7VtQ+ogEBAWAYRuhSjB06dMCcOXOwd+9eHDhwgOtRJgtcXV0xdepUsCzLDRg0aNCAu9iLiYnBhw8fwLIsPn36BDMzMzg7O5erXJqkVK9eHUeOHMGkSZPw/ft3jBgxAkZGRujevTt3EfL161fcu3cPkZGRYFkWDMPg8OHDhV7sSjsTExOcOHECkydPxsCBA3Hs2DE0btxY0mFVmFmzZsHBwQF37tyBk5MTpkyZUuS2cXFxGD16NGJiYqCiooLZs2eLL1ARuXjxIsaPH49q1apxg5V5WVpawsfHh/u7fvXqFRYvXozXr19zM1qJ9OK3cjhw4ADmzp0r6XDEqnfv3gLJgP7+/vD39xdqX1mqTmVkZITAwECEh4cL3beb315I1q4d+/TpAx6Ph2PHjpXYh1Xe6OrqYv369Vi/fj1ycnIQHx+P7OxsVKtWTe5mm7948YKrNiavSQmAYreu/Ouvv6CmpoaWLVvixo0bMDIyQrdu3YRua0j3OGRT7dq1cefOHa6VpTxIS0sDkJvwZ2pqKtQ+/PPt9PR0geX8z3JpryrQv39/BAYG4tChQ5gzZ06Jg3BfvnzBoUOHwDAM+vfvL6YoiTzQ0dHB0qVLsWHDBvj7+8PT07PICSH5iao1jjRW+uQP+rdu3Rpubm5C76evr1/ocmk6xpycHJw8eRJAbmU3YRJu7927h6ioqFJVj8tP0r8DR0dHLimhTZs2WLx4MTp16gR9fX1oaGhw8dnY2MDV1VXhkrSJYqPEBCk0bdo0AEDz5s3x9OlTtGrVCi1btkTTpk1LPJFlGEboLCxpFRISgpkzZ+LJkydFbvPnn3+iU6dOsLe3L7HvkjRT1BKP8kyR+l0DittHlJ81m7ckWN6bx6mpqQWSNczMzLB37154enrKTGLChw8fMHPmTOTk5EBTUxNr1qzBjBkzClxE/PjxA8eOHcM///yDpKQk/PHHH+jRo4dMzpyYMGECcnJyMGfOHKSkpCAiIqJAHz3+Z7WmpiYOHz5cZBk6WTB+/HgYGxvDzMwMzZs3R6tWrYSadSyL5xumpqZYtGgR9u3bh+nTp+PatWsYNWoUt/7hw4cIDg7GgwcPcOrUKfz69QsMw2D9+vUyOcjg7e0NlmVhYWFRoFqCl5cXvL29wTAMDAwM0KFDBzx58gRfvnzB4cOHYW1tja5du0ooctFiWZbr1xgbG4vU1NQSz7dkYWBEXV0daWlpCtv2TRHOmQcOHIhnz57h0KFDWLBgQYml7sPDw+Hk5ASGYTB06FAxRSkaWlpaSE5OlunrOlHg8XioXr26pMOoMJmZmQAg9CAfkT35J19kZ2fj3r17uHfvnlD7y8L3ryLhV/8oatArLzU1Nbi5uaFfv374+PFjRYdW4Ro2bIjQ0FAcO3YM5ubmQu3j4ODA7ZtXdHQ0AKBGjRqiDVLE+BMpfv78iX79+uG///4rshT88+fPMW7cOPz8+RMqKioKlyRLym/x4sXYv38/4uLisHHjxhITE/jVwOLi4pCVlVVs1YSYmBgAud9DFVkZQdR0dXUBAElJSWjRooWEoxEtX19fgQqswmBZFq6urli/fn0FRVWyvOflX79+LfX+/O+FRo0a4eHDh0VO6pP2ijqEVARKTJBC/BtKALiSliEhIQgJCSl2P/7MTVkbKMjr5s2bMDc3R0ZGBnfDUUVFhftyjouL425oPH78GB07doSnpyf69esnsZjLKicnR9IhEFJuitpHVFlZGZmZmahcuTK3LO+/Y2JiYGhoKLCPtrY2AODTp0/iCVIE9u/fj/T0dGhpaeHu3btFtuyoUaMG1qxZg6FDh6JHjx5ITk7G/v378e+//4o3YBGZNGkSBgwYgAMHDsDLywuhoaHcdxKPx0PLli1hbm6O+fPny2SlhLzevHmDpUuXcsk2z58/L7H/qSyfb/z7779IT0/H4cOHce7cOZw7d44755o1axa3Hf/1Xrx4MdatWyeRWMsrMDAQDMOgV69eBdY5OjoCABo3bownT56gcuXKSExMRNeuXfHq1SscO3ZMLhITnJ2dsXnzZnz48KFU+8nCwIi+vj4iIiLKVU5TVvHLBsu7hQsX4sCBA4iIiMDs2bNhZ2dX5E3YGzduYOrUqUhLS4Ourq7QFZ2kRb169fDy5csiS9ES+dCgQQO8fPkSSUlJkg6lQvXt2xcMw8DR0VHoxMbo6GhMnDgRDMPA19e3giOsWDT5Qn6UJTF36tSpFRCJ+I0ePRohISHw9PTE8uXL8c8//xR5ryMzMxOrV6+Gp6cnGIaBlZWVwPoHDx4AyB2Ykmb169fH1q1bsXLlSrx+/Rpt27ZF79690aNHD4HqgXfv3sWdO3e4a8LNmzfLdRUcUjEqV66MFStWYPXq1QgMDMTFixeL3Z4/UJ+RkYHg4GC0b9++yG35Ex2NjY2hqqpa5hhFVZ1BWKampnj48CHev3+PmJgYrkqpPOC3cVBTU4Ojo2OJCdc7d+5EUFCQxBMTTE1NubG5u3fvlvo7LiwsDAAwfPjwIpMSWJZFYGBguWMlRNZQYoIUqlevnti//KRBbGwsrKyskJ6eDh6Ph+nTp+OPP/6AqakpdxMuOzsbQUFBcHBwgKOjI9LT02FlZYW3b99yyQuEEPFR1D6iderUQUREhEDf59q1a6NSpUpIS0tDYGBggcQEfq93WSkhDQA+Pj5gGAYrVqwoMikhr9atW2P58uXYtGkTvL29ZTYxAch9Pbdt24Zt27YhKyurVD0NZcXHjx/Rs2dP/Pjxg7tpXLlyZejo6JR4oSirGIbBoUOHYGFhge3bt+POnTsFEgUZhkGXLl2wbt06DBkyREKRlh+/R2X+m6A5OTnw9fUFwzBYsGABl1Slra2N+fPnY968eXj06JHY4xW1tWvXYvv27UINiMhib/uBAwfi8OHDuH//Pjp37izpcMSqsGQbeVSrVi0cOXIENjY2OH78OLy9vWFmZsat379/P1iWxYMHD/Dq1SuwLAsejwcnJydoaWlJMPLSMzMzw8uXL3Hz5k306NFD0uGQCjJy5Ehs3boVvr6+cv06+/n5ca0ahZWamsrtJ8vkafIFv5Jp/mRc/vKykNXEXkW0fPlyuLq64t27d9i7dy/c3d1hZWWFdu3acZUPfvz4gWfPnsHd3Z1r49CwYUMsW7aMe5zs7GycOnUKDMNg4MCBEjmW0li+fDlSU1OxefNm5OTk4Pbt24UmhPLPOTZv3ozVq1dLIFIiD+bPn489e/bg+/fv2LhxY7EVlfr374+1a9cCyE2yLyox4dGjRwgPD+f2KQ91dXXu3/lbtFSE4cOH49ChQ2BZFvv378c///xT4c8pDklJSVziyYABA2BtbV3iPjExMQgKCsLbt2/x6NEjdOnSpaLDLFS1atXQtWtXPHjwAGfPnsXWrVtRp04doffn3/8t7pzw8uXLZarGQIisk48763ImKipK0iFIxP79+5GYmAhVVVVcvnwZgwYNKrCNkpIS2rdvj/bt22PUqFEwNzdHYmIi9u/fj7/++ksCUROi2BS1j2jr1q0RERGBkJAQru8zwzDo1KkT7ty5Azs7O4ES8ZmZmdizZw8AyFTvZH4ZztJc0A0YMACbNm2SixKefMrKykL1wJM1f/31F75//w4ej4dly5Zh7ty55erfJ0sGDBiAAQMG4Pfv3wgKCsL379+RnZ0NXV1dtGnTRi5KafOrYOTPzA8ODubaVOQd5AT+PxNFliq7FMbf3x///PMPGIbBgAEDsGvXLuTk5KBt27ZgGIZLNgoICMDhw4dx5coVdO/eHe7u7jJTBWXRokVwcnLC7t27MX78eKHKLBPZM2HCBKioqGDWrFn49OkT7O3tuYHLY8eOAfj/bGQtLS04OzsX+LuWBUuWLIGjoyP27dsHKysruSlf27dvX5E/pizPqF+2bBlcXV2xb98+jBs3Dk2bNpV0SIQUKW8l07zJBHmXl4YsVxxTRJUqVcKtW7dgZmaGkJAQfPr0CXv37i10W/73cIsWLeDl5SVw7v3582duhu3o0aMrPnARWL9+PczNzbFz505cv34dP3/+FFivo6MDMzMzLF++HK1bt5ZMkEQuaGpqYtWqVVi2bBlCQkKKHZzt2LEj2rdvj4CAADg4OGDUqFEFqicnJiZyVRB5PB7mzJlTrvj4lUIAICIiolyPJYyBAweiY8eOePLkCXbt2gVTU1OMGTOmyO1DQkIQFRUldLsZSTl//jw3MC/s5+CoUaOwdOlSsCwLFxcXiSUmAMCqVaswfPhwpKSkwMrKClevXuUq4ub3+fNnGBgYcP83NjZGSEgIPDw8sG3bNq4lCV9ERATmzZtXofETIq0oMYFIDS8vLzAMg/nz5xealJDfwIEDsWDBAuzZswdeXl6UmECkgqLNoFDUPqJ9+/bF+fPncf36dSxdupRbPm3aNPj5+cHPzw+9e/eGlZUVkpOTcfr0aTx//hwMwxR7YSFt+CXCS0owyYtfTUCeZkzJK/6s+UWLFmHnzp2SDkciKleujJ49e0o6jAqhpqaGrKwsLkGB7+7duwAAAwODAiV6+dUTZL09wOHDhwHklqT18vKCsrIyV0YRyP2+0tXVxaBBgzBo0CAcPnwY8+bNw+DBg+Hv71+ukp/iYmxsjFOnTmHixIno3LkzduzYgdGjR8tE7KR0xowZg379+sHOzg4eHh4IDg4WqL5kYmKC4cOHY9GiRTKbRFe7dm14enpi1KhR6NatG1atWgVra2uZT5bjz4AXRUUW/uPI8ox6bW1teHt7w9zcHF27dsWWLVswfvx4mer/XFH4N+zzzs4kklVUJVNFrXAaERGBK1eu4Pnz54iNjUVqamqxn22ynETFZ2BggGfPnuHQoUOwt7fHq1evCt2ucePGmDVrFubPn1+g3UP9+vWxceNGcYQrUm3atMGpU6fAsiwiIyO564nq1avD0NBQIf8GSMWYM2cOdu/eja9fvxa4bs3PwcEBnTp1QkZGBoYOHYoFCxbA3NwcmpqaCAoKwvbt2/H+/XsAudU/ypvoWq9ePRgYGODz58/YvXs3DAwM0KRJE+7+WK1atQRauorCqVOn0LFjR8THx2Ps2LFwc3PD2LFjYWxsDCUlJXz//h1BQUHw8PDA48ePsWzZMqlPTOC3cVBRUcHw4cOF2qdu3bro0KEDnjx5gjNnzmD//v0Su841NzfH9OnTcfz4cTx8+BDNmzfH/Pnz0a1bN1SpUgWxsbEICAjAmTNn0Lp1azg5OXH72tjYYMWKFYiOjkaXLl2watUqtGjRAmlpabh16xb27duH9PR0tG3blto5EIVDiQlEakRGRgKA0F9S/G337NnDnXgQImmKOINCEfuIWlpaYv78+bh9+zbev38PIyMjAMDEiRNx6tQpXL9+vdAEjTZt2ggkMkg7fg/zhw8fomPHjkLt8/DhQwAoVXkzIhnfvn0DAIHqHkR+1K9fH+Hh4fD39xeYTeLh4QGGYQpNyOC3LOGXqJVVDx8+BMMwWLhwoVCtV+bMmYNbt27hwoULsLOzw+LFiys+yHLiz8SuUaMGIiMjMWnSJEyfPh3GxsYlViySh8GClJQUAICGhkah621tbXH27FnExsbC0NAQc+bMkfqbdsXR1dXF+vXrsX79euTk5CA+Ph7Z2dmoVq1akT2vZQn/PCojIwO/f//mjlVLSws6Ojolvp/FMYutLHr27EmDN3nwX+eUlBT8/PkTCxYswMKFC1G9evUi/5b5pPl1FoVr164BgMAsO1lkaGgIHo8Hb2/vAq2kivLx40f07t1b6l7joiqZKlqF05SUFMybNw+urq6FXvfn/4zjbyMvn33KyspYtGgRFi1ahOjoaISGhiIhIQEAULVqVZiYmMh11SqGYWBkZMR9fhMiapUqVcKff/6JBQsWlLhtmzZt4OHhASsrK/z69Qv//vtvoe1D582bJ7I2CH/++Sfmzp2LyMhIjBgxQmDdiRMnMGXKFJE8D1/Dhg3x6NEjjBo1CqGhofDw8ICHh0eR21epUkWkzy9qnz59gp+fH4Dc69fSJKOOHj0aT548QUJCAjw8PCR638re3h6VKlXCoUOHEB0djT///LPQ7fJXkVm0aBFu3LgBHx8fvHnzBtOnTxdYX6lSJbi4uMDLy4sSE4jCocQEGZKVlSVwAiwvPa750tLSAOSWchIWf1tx9Hoqq4o4gZe2i3byf8LMoEhOTkZcXBx3IS/MzThppaiz4mvXro3MzEywLFvgZvnFixexZcsWHD9+HDExMQByyx1OmDABW7dulamZUH369MG7d++wfft2jBkzpsRkg+joaGzfvh0Mw1RI+WJR4ceWf3CuPDHL4kCfnp4eoqKiaIa1nOrTpw/CwsJga2sLS0tLNGvWDFeuXOFuDAwdOrTAPqGhoQAEy1bKIn4ZUBMTE24Zj8fj/p2ZmVlgMHfSpEk4f/48zpw5IxOJCfl7kbMsi/T0dO41LIw8zLgGcpNrLCwsoKWlhc+fPxeYqTRt2jQ4OzsDyP29vHnzBt7e3tiyZQvWrFkjiZBFisfjyUW7mbzyD/TxB7Z+//6N379/F7uvNL+f+Z+3JFdhrzPLsvj+/XuJ+0rz61xUxbx169ZBR0en2H3T09MRERGBp0+fgmEY9OrVqwIiFJ8PHz6AYRhkZGQIvU9mZiaioqKk+jVWVCzLwtLSEjdv3gTLsqhevToMDAwQHBwMhmHQo0cPxMfH4/Xr18jKygLDMGjSpAlq164t6dArRJ06dSj5XoGoDp1e8kZEJP744w/s3LlTqHaCAwcOxLt377Bv3z5cvXoV79+/R3p6OmrVqoUePXpg9uzZ6N69u8himzNnDmrVqgV7e3sEBwcjPj5eoHJZRWjcuDGCg4Nx9uxZnD9/Hk+fPsWPHz+41pNNmjRB9+7dYWlpibZt21ZoLOXl5ubG3TcubWLBqFGjsHLlSgC5VRckmZigpKQEW1tbTJ06Ffb29vDz88OXL1+QkZEBXV1dtGrVCoMHD8akSZME9lNRUYGXlxcOHz4MFxcXhIeHg2VZ6Ovro3///li0aBGaNm0KLy8vCR0ZIZLDsIowtVWGvXz5EnZ2drh58ybevn0rkH1sbGyMAQMGYPbs2WjevLmEIy0/Q0NDfPz4Efb29pgxY4ZQ+xw7dgwzZ85E/fr1uYoL0ibvjXBR4ZfMJ7IrISEBp0+fxoYNG6Crq4srV66gSZMmkg6LiBj/oqVGjRoyebMtNDQUbdq0AcuyqFOnDvbu3QtLS8sCyRg5OTm4cOECli1bhk+fPkFJSQlBQUFS2yOa/7mc/7OUx+OVuuRy3oE+Wftcnj17NhwcHHDw4MFy91+UJnlbO+VtF1Pelk+y1nrm7du3aNmyJTIzMwHkJrUmJCSAZVkYGBjg3bt3BZJShg0bhmvXrmHatGlwcHCQRNgioa6ujszMTAQGBnKzFj59+oT69euDYRh8+vSpwI3lwMBAtG/fHrq6uvjx44ckwi4V/uzSsrp9+7YIoxGv+fPnw87ODhMmTICrq6vAuvv373Oz1DU0NNC4cWO8evUKqampUv/dpMj4/bfL6sSJEyKKhFQkeX2d+eePfKWdMc7fvlq1anj69CkMDQ1FH6SY8H8XISEhQt+jioiIgLGxsUyeS8u7s2fPYty4cWAYBhs2bMD69esRHh6OVq1aCbxeycnJcHBwwIYNG1CpUiWcP39epAODhIhCWloaIiMjYWhoKFOTRQghhBBZUZrvWkpMkGJr1qzB7t27kZOTU+QgCcMw4PF4WLFiBbZt2ybmCEXLxsYGbm5uMDIyQmBgYInliH7//o22bdvi/fv3mDBhAtezSNqU9wZMUaT1xowoZWVlyV1lkPxev36Nzp07o2rVqnj27Bn1WCVS559//sHatWu5m6s6Ojpo27YtatasCYZh8O3bNwQGBuLnz5/cd9W2bduwevVqSYZdrLwDenkH5xRtoO/du3do27YtqlWrhsDAQFSrVk3SIYlE3gGCwhJPykoWb5a7u7tj2rRpXO9qIPdv2MPDA926dRPYNiYmBvXr10dWVhbc3Nwwfvx4cYcrMnXr1kV0dDT8/PzQo0cPALkl4jU1NZGTkwMfHx+B9hYA4OXlBXNzc6iqqnJVvIh0at++PYKCguDg4FBgpjL/ekJfXx+PHj2CgYEBPn36hO7du+Pz58+YO3cubG1tJRQ5IUQeNWjQQOD8gl81QE9Pr9hWKwzDQF1dHXp6eujatSvmzJkj87Oxy5KYwE8M1NTULLFCChEvCwsLXLlyBV27dsX9+/cBAGFhYWjZsmWhiSRPnz5Fr169oKWlheDgYJl/P8sr/rlT/laiRVV/EYYstCWlxARCCCGkYpXmu1a+R/xk2IIFC2BnZ8cN8jRr1gydOnXiSqLFxMTgyZMnCA8PR3Z2Nnbs2IHk5GTs379fkmGXy6xZs+Dm5obIyEj07NkTx44dQ/v27QvdNiAgADNnzkRERAQYhsGsWbPEHK3wFCGBoDinT58u0+BGZmYmRo8ejcuXL1dAVNKjSZMmWLhwIf7++2/8+++/2LJli6RDIkTAmjVroK2tjZUrVyIlJQUJCQm4deuWwDb87yoNDQ3s2rVL6mffF1VaWdFKLjdq1AgXL17EmDFj0K1bNxw4cAADBgyQdFgiUVRCp6Ll41pZWaFXr17w8vJCTEwM9PT0MHz48EKTUF68eAFra2sAhbd5kCUmJiaIjo7Gq1evuMQEVVVVmJiYICQkBGfOnCmQmMCfeU830aUfv+x7YZWmrl+/DoZhsGDBAq5Xe926dbFgwQKsXLkSd+7cEWuswqD2QoTItvwtKviVuXx8fOSismVFc3NzAwDUr19fwpGQ/AICAsAwDP744w+htu/QoQPmzJmDvXv34sCBA9i+fXsFR1jxsrKy4OXlhXv37uH9+/f4/ft3icnK0v4d7OTkxCVT5U0myLu8NPjVA6U9MYEQQggh0oMqJkihBw8eoEePHmAYBs2aNcPRo0fRtWvXQrd99OgRZs+ejZCQEDAMg3v37hW5rSzgl2blnwybmJigU6dOAjNz/f39ERYWBiD3BHjevHk080mKqamp4fLlyxg8eLDQ+2RmZsLS0hLXrl2TyRmqpXXv3j306tULTZs2RXh4uKTDKbP4+HicOHECN2/eRGhoKOLj4wHkliVt0aIF+vfvj6lTp8rNrOy8AgMDcfPmTYSEhBR63O3atZNwhOUXGxsr1Osrb32v5Rl/0OvLly94+/YtGIaBjo4OjI2NoaGhUey+0n7DjSi2rVu3Yv369Rg3bhxOnTrFLedXgOHxeFi7di3GjBmD5ORkODk54ciRI2AYBrNnz8ahQ4ckGD0pSaVKlZCRkYGgoCC0atWKW553Fmd4eLhA4oKfnx/69u2LypUrIzExURJhF4naCxEiX/gVuJycnOR+sD1/ApWfnx8YhuEqIBQnPT0d79+/55LNFi1ahD179lRYrKVlZGQk8sdkGAYREREif9yKwm+NlbcC1Zs3b9C0aVMwDIOkpCRUqlRJYJ9bt26hf//+aN68OUJDQyURtsjcv38fkyZNwsePH7llxX0ny8p3cN4qL3lb4uav/lJa0tpel48qJhBCCCEVi1o5yLi8LQ2ePXsGbW3tYrdPTExEu3btEBkZKdUtDYTBsixWrVqFPXv2ICcnB0DB3oz8tyyPx8OyZcuwfft2mezdrih4PB40NDTg7e1doGx0YTIyMjBixAh4e3tL/QWdqAQFBaFdu3bQ0NBAUlKSpMMpE3t7eyxfvhwpKSkACl6w8/9GNTQ08O+//2LmzJlij7EiBAYGYu7cuXj69Gmx27Vv3x6HDh0qsgoMIZKQt7WBsKeDsnLDjSg2/gC1lpYWPn/+zLUHS0lJQYsWLRAVFVXo+WW1atUQHBzMzbQn0klLSwupqanw9fVF7969ueX29vaYM2cOatasiZiYGIF9nj9/DlNTU6ioqCA9PV3MEReP2gvJLyUlJZE/JsMwyMrKEvnjElIWZUmgKoyRkREePXqEGjVqiCiy8uMnjYmSrJ0/879vnz17hjZt2gAAvn79Cn19fTAMg3fv3sHQ0FBgn2fPnqFDhw5SmQhYGq9evUL79u2RmpoKlmWhqqoKY2NjVKtWTaj3Bn0HSx9KTCCEEEIqFrVykHH37t0DwzBYvXp1iUkJAKCtrY1Vq1Zh1qxZuHfvnhgirDgMw2Dnzp2wsbHB4cOHcfPmTbx9+1ZgG2NjY/Tv3x9z5sxBixYtJBQpEVanTp3g7++PYcOGwc/PD61bty5y27S0NAwfPhw3b94EAKxYsUJcYUpUUFAQABTbg1Sabd++HWvXruVuSGlra8PU1FSg9UxQUBASExORnJyMOXPm4OfPn1i5cqUkwy63c+fOYeLEicjMzOSOXVVVlasIER8fj4yMDAC5/Ta7desGNzc3WFlZSSxmUjwejwcej4cXL14IXXo3IiICxsbG4PF4MjdQ0LNnT0rsI3LJxMQEt2/fRlZWlsDfpYaGBm7fvo2JEyfiwYMHAvu0aNECrq6uMp2UEBUVhdjYWO4menF69uwppqhET19fH+/evUNwcLBAYoKXlxcYhuFmdebFHxyRxqo+1F6ooISEBDx//lzo97ONjY2YIisdRZ0DcvfuXe7feT9r8i4vC1n+3JJX+c8l79y5A4Zh0K5du2IrJjAMA3V1dejp6aFr164YN25ciRUWxG3y5MmSDkHi6tSpg4iICPz48YNbVrt2bVSqVAlpaWkIDAwskJjAv38na9dF+W3btg0pKSlQUlLC5s2bsXDhQmhpaUk6LEIIIYQQuUAVE6QQvzzpkydPhC7/zc9KVldX52Ysy4uMjAwkJCQAAKpWrQpVVVUJR1Q6ecu+1atXr9DlZZH3saTZz58/0aNHD4SFhaFWrVq4d+8eGjVqVGC71NRUmJubc73r16xZg61bt4o7XLGLjIxEr1698OXLF/Ts2VPmMutDQ0NhamqK7Oxs6OnpYdeuXbCysiqQZJGVlQV3d3esWLEC0dHRUFZWRlBQEExMTCQUefm8fv0abdq0QXp6OpSVlfHHH39g2rRpaNOmDTc7Ljs7G8+fP8fx48fh4OCArKwsqKmpISgoCE2bNpXwEZDC8Gd9hYSElDoxQdZmQBH5V94KWtI60Ccqr1+/RlhYGLKysmBsbAxTU1NJh1Qmr1+/xrZt23DlyhX8+vVLqH1kfcb1jBkz4OjoCCMjIzx+/BjVq1fnEgCzs7Nhb2+PGTNmCOzDr6ZgamqKZ8+eSShyUhI/Pz9s3LgR9+/fF3ofaX4/b968uUIed+PGjRXyuKLCP5/K/9rkrdRUWtL8OpP/K8u5NJFeVlZWuHDhAnbt2oWlS5dyy/v27Ys7d+6gd+/eAq3dMjMz0a1bNwQEBKBVq1YIDg6WQNSiYWBggK9fv2LJkiXYvXu3pMMhIkAVEwghhJCKRRUTZJy6ujoyMjKQnJws9D78bdXU1CoqLIlRVVVFrVq1JB1GmfEzyPPfTMmfWV4asnRjRkdHB97e3ujevTuioqIwYMAAPHjwAHXq1OG2SU5OxrBhw3Dnzh0AwPr16yvsRl5FE2YgKCcnBwkJCQgICMDly5eRkpLC9bWWNQcPHkR2djZq1KiBR48eFZkwo6ysjPHjx6N79+7o0KEDfvz4gYMHD+Lw4cNijlg0duzYgfT0dKirq+Pq1asCMzb5lJSU0LZtW7Rt2xZjxozBkCFDkJ6ejp07d8LR0VH8QZdTXFwcnJ2dcfPmTYSEhCA+Ph4AUK1aNbRo0QL9+/fH5MmTpXI2qjhQ5QEibaZMmVKuASB5T0xo0qQJmjRpIukwyuXSpUuYMGEC0tLSFGpm9ty5c+Hk5ITIyEgYGRmhcePGCA8PR1ZWFqpVq4axY8cW2OfWrVtgGIYGyqTY4cOHsWDBArAsKzfvZ2lPIKhIRb2G8vLaCiMjIwMnT57EpUuXBCqAFEeWrvMLY2NjA4ZhULVqVUmHQkSgb9++OH/+PK5fvy6QmDBt2jT4+fnBz88PvXv3hpWVFZKTk3H69Gk8f/4cDMNgzJgxEoy8/GJjYwEAlpaWEo5EfAwNDcHj8eDt7V3oZKLCfPz4kWs9FRERUcEREkIIIUReUGKCFDI0NMTz58/h4eEhdLlCDw8PALm9+Yh0oZsyuSUAb9y4gR49euDjx48YMGAA7t69C11dXSQlJcHMzIxrQ7Jp0yZs2LBBwhGXXWkHgvjvg4ULFxZ6I13a8W/0r1mzRqgqHnXr1sWqVauwbNkygdkVsubmzZtgGAaLFy8uNCkhv169emHx4sXYvn0716pEltja2mLt2rVcElzez68vX74gOjoaPj4+2LRpE7Zs2YJFixZJKlSx49+0krbys4qsIs6FZPVmmyKda+SVmJgoVDs0Wfbp0ydMnDgRqamp0NfXx4oVK6ChoYGZM2eCYRjcvHkT8fHxCAgIgKurK6Kjo9G9e3ds2rSpQvrei1Pbtm2xa9curFixAklJSQgMDASQ2xLLwcEBlStXFtg+MTERXl5eACDUdzYRv5cvX2LhwoVgWRYtW7bEX3/9BRUVFZiZmXF9zPnvZwcHBwQGBqJ79+6wt7eHhoaGpMMn+RRVAU7WKsOVx5s3b2BhYYHXr18r1Hexk5OTpEMgImRpaYn58+fj9u3beP/+PXeOPXHiRJw6dQrXr1/HvXv3CrSUbdOmjUAigyyqUaMGoqOjUalSJUmHIjYfPnwAwzBcO0phZGZmIioqipL0CSGEEFIqlJgghYYOHYrg4GDY2tpi8ODB6NevX7Hb3759G7a2tmAYBkOHDhVTlBUrOzsbly5dws2bNxEaGlrozFwLCwuZuLF64sSJUi2XVw0bNoS3tzd69+6NV69eYciQIbh48SLGjBmDR48eAQC2bNmCP//8U8KRlp+wN590dHTQs2dPzJ07FwMHDqzgqCrGly9fAABdu3YVep9u3boBAKKjoyskJnHg99kszWeumZkZtm/fLtCjUxasWLECe/bs4d7XOjo6MDU15SrZfPv2DcHBwUhISEBycjKWLl2KDx8+YM+ePZIMu1yEvbGSnJwMW1tbALmfcUQ6REVFCbUd/3XO/5ld2HJZvNkWGRlZ4jbJycl48+YNTp06hXPnzqFbt244evSozA/01a5dG2ZmZrC2tsawYcNkrg2YMA4cOICUlBRUrlwZ/v7+qFOnDsLCwrj1ffr0AQCMGjUKGzZswPTp03HmzBkcP34cJ0+elFTYIrNkyRL0798f586dQ0xMDPT09DB+/PhCq2D4+fmhQ4cOAIBhw4aJO1SR+f37NyIjI/H792+hWgcJm+AuDWxtbbkKXPfu3UPlypUF3s+GhoYwNDREu3btMHPmTKxevRq7du3CggULZDLhU9716tWrVMvlTXJyMoYMGYLIyEjweDyMGDECNWrUgIODAxiGwbp167hEG39/fzAMgy5dumDAgAGSDr1C5OTkID4+HikpKdDX15eJezgkV+3atZGZmQmWZQu8bhcvXsSWLVtw/PhxxMTEAMi9TpwwYQK2bt0q86Xyu3fvjrNnzyI0NBRt27aVdDiEEEIIIXKFYRUpfVtGxMbGolGjRvj9+zeUlJQwc+ZMrnc5j8cDkHtxFxwcDEdHRzg4OCAzMxPa2tp49+4ddHV1JXwE5XP9+nXMnDmTG/AE/j84kHdgwMDAAEePHsWgQYPEHmNp8cv7W1hYoEqVKhKORrIePnyIgQMHIjU1FWpqakhLSwMAbNu2DatXr5ZwdOX34cOHErfh8XioXLkydHR0Kj6gClalShUkJyfj3r17QicnPHr0CN26dYOWlpbQ/bClTb169fDlyxf4+/ujffv2Qu0TEBCAjh07Ql9fH58+fargCEXD29sbQ4YMAZD7mfvvv//C0tISysqCeY3Z2dm4cOECVqxYgY8fP4JhGFy7dk3qE27yz6znz/aoU6cOVFRUit03PT0d379/R05ODgBg3bp1MteC5u7du+XaX1oHvaZOnVrs+uDgYDx//hxA8Yk2DMOgdevWaN26NQD5Tyg8e/YsrK2t0bt3b9y4cUMmkzH48vYxr1KlCkaPHg1ra2tusF4emJqa4sWLF1i5ciX++ecfAEBYWBhatmwJhmEKDFzn5OSgY8eOCAoKwtmzZzFq1ChJhE3KwMHBAXZ2dggJCRE6+VXWysGbmJjg1atX+Ouvv7B27VoAxb+fAaB///64ffs2HBwcMG3aNHGHTEiR/v33X6xYsQJKSkrw9vZG3759i3w/BwUFYdKkSXj16hX27duH+fPnSzBy0cnOzoaTkxOcnJzw9OlTZGZmgmEYvHjxQqCljqenJ+7evQttbW3ub19afPz4kft33sqAeZeXhTBVBmVNfHw8srKyUKNGDZk+f8zr6dOn6NatG1q2bAl/f/8C17/yiH/+HBISInTrq8DAQLRv3x6ampr4/ft3BUdYPqXpe00IIYSQ0ivVdy1LpJK3tzerpqbGMgzD8ng8lsfjserq6mydOnVYfX19Vl1dnVvOMAyrpqbG3rhxQ9Jhl5uLiwurpKTEHRfDMKyhoSHbpUsXtkuXLqyhoaHAOiUlJdbNzU3SYZeIH2tYWFih679//85u3ryZ/euvv8QcmWRcv35d4P29e/duSYdEysjExITl8Xileu/+/fffLMMwrImJSQVGVrHGjRvH8ng81s7OTuh9Dh06xDIMw44bN64CIxMtMzMzlmEYVl9fn42Oji5x+69fv7L6+vosj8djhw4dKoYIy4f/XVLeny5durBJSUmSPpxSy3uOUdofJSUlSYdfJsePH2dVVVXZunXrsmfPnmUzMzMLbJOVlcWePXuWrV+/PqumpsYeO3ZMApFKxrRp01gej8cePnxY0qGUy8yZM1ldXV3ub5T/vjUwMGBXrFjBBgUFSTrEctPR0WF5PB575coVbllYWBh3vIW9t52dnVmGYWTi85nkfhaNGDFC4JpP2B8ejyfp8EulSpUqLI/HY69evcoty/t+zsjIKLDPmTNnWIZh2D59+ogz1AoRHx/P3r59m3V3d2ddXFxYZ2fnYn+IdOvVqxfL4/FYa2trblloaGiRf5vfv39n9fT0WBUVFTYgIECcoVaIb9++sV26dCnwucXj8QrcDwkJCeHWSdt3c1HnvGU9d5bl82dFdejQIVZJSYk1Nzdnf/z4IelwKlxRf6fFWbJkiczc20lNTWXDw8PZ1NRUSYfyP/buPK6m/A3g+Ocbsm/ZJjtjHQyyDZJ937dsEQYzDbKPMWOZjZ+xL2FikOyyFqFJIoRC2dfKWiolUdFyfn/0ume62m5U994679er15izXM91b/ee8/0+3+dRKBQKhSJHysh3rVIxQYf5+PgwYcIEvL290zyuadOmbNq0SV7Rp68eP35MnTp1eP/+PYULF2bOnDmMGzeOsmXLqh0XEhLCP//8w//+9z/evn1LgQIFuHv3rk5nnqeXeZzeiiB9kNGVtw4ODqxbt46BAwcyefLkVI/T1RW5ikTTpk1j9erVFC1alHPnztGgQYM0j7958yatW7fm7du3TJkyRW/L/atWUJQrV46rV69SpkyZNI8PDg6mSZMmBAcH4+HhQfPmzbMp0s9TtmxZXr16xZo1a5g4caJG56xbt47JkydTunRpgoODszjCz/Pxyvpt27YhhKBPnz5pVjQRQlCgQAGMjY1p1aoVHTp00MvVQaoqTJ9CH7+vvL29adWqFWXKlMHLy4vy5cuneXxgYCBNmjTh1atXnD9/XuPqKPpMVSWlefPmXLx4UdvhfJa4uDiOHz/Orl27cHR0JDo6Gviv+ladOnWwsLBg2LBhVK1aVYuRfhpDQ0Pi4+O5cuUKjRo1AhKrvlSvXh0hBMHBwcmqqF25coVmzZpRvnx5nj17poWoFRmh+j4FKFeuHGPGjKFJkyYYGRlp9PmtT2Xz8+fPT1xcHFevXpXvaR8/fky1atUQQhAYGJjsnlC1SrNs2bJyGXF94+7uzoIFCzh37pzG5+hbNYzcSHX9vHfvXgYNGgSo3+/HxsYm+x1etmwZP/74I5aWlnpdoSk+Pp5WrVrh5eWFgYEBgwYNwszMjEmTJqU6HtKyZUsuX76sc9XHVK/Rx9e8ue36Obf6/fffgcSKrhcvXqRgwYJ07tyZOnXqaNTybP78+Vkd4mfr0KGD2v+7u7sjhJArIKTl/fv3+Pn5yff7+jC2o1RMUCgUCoUia2Xku1ZJTNADXl5euLq6cvPmTcLCwgAwMjKifv36dOrUSe6Zqu+mT5/OqlWrKFKkCGfPnpUHWVPj6+tLmzZtePfuHVOnTmX58uXZE+gnyA2JCUnLJmcWfRx4q1atGgYGBpw8eZIaNWpodM6TJ09o164dQggePXqUxRFmLlVC0YcPHyhSpAjz5s1jzJgxySZDXr16xdatW1m4cCERERF6kVCUnq1bt/L9999ToUIFVqxYQZ8+fZINVCUkJODk5MT06dN5/vw569ev16tyw4ULFyYmJuaTWlYULFiQd+/eZXGEmetTylfqszNnzqR7zLt377h//z579uzh8uXLtG7dmt9++408efLo1aQXwIgRI9izZ0+GEm1sbGywtrZm6NCh7Nq1K4sj1D4fHx9MTEwoXrw44eHh2g4n07x7945Dhw6xa9cuXF1d5WsL1XVLy5YtsbCwYPDgwXrTEq1MmTKEhYVx/vx5vvnmGwAiIyMpXrw4Qgg8PT2TJcG5ubnRqVMnDA0N5VZauiy3l9Fu0aIFXl5efPXVV3h4eFCyZElth5RljI2N5eRNVWuwqKgoihYtCiR+X5mamqqd4+LiQrdu3fTm/fyxDRs2MHnyZCRJ0rhFB+jHxKZqQi+z6cNEH/yXOHbx4kV5rObhw4fUqlULIQSvX7+W39sqqlZ3VatWxc/PTxthZ4otW7Ywbtw48uXLh6Ojo9x2M61r7P/973/88ssvtG/fnlOnTmkj7BRt27ZN/rOlpWWK2z9F0sfSJZn5eyuEoFChQpQsWZI6derQtGlTDA0NM+3xs8PH41uSJGVovEvXP6fhv+f4udMC1atXx9PTM93FGtqmJCYoFAqFQpG1MvJdm/ObZOUAzZo1yzHJB2lxcXFBCMGsWbPSTUoAaNiwITNnzuTXX3/l5MmTOp2YkFsoeU6JE/VCCD58+KDxObGxsXJve31TpUoVbG1tGTNmDG/fvmX27Nn89NNPVKtWjbJlyyKE4OXLl/j7+8sDr0IIbG1t9WJiIL0kgq+++gpfX18GDhxIyZIlady4sdrz9vHxkRPKGjZsyLlz5zh//jybN2/OjvA/W8WKFXn48CHv37/X+BzVsRUqVMiqsLLMggULAJKtysypNE0s6NGjB1OnTmXp0qXMnj2bLVu2sGPHjiyOLvN5eHgAiZN9mlJN+GZkNas+U034xsbGajmSzFW4cGEsLCywsLAgJCSEffv2sWvXLjw9PQG4cOECnp6eTJkyha5du+Lo6KjliNNXu3ZtPD098fPzk9+nRYsWpUqVKjx58gQXF5dkiQn//vsvQJoVYXRJtWrVgOSJqqrtn0Kfkl7v3LmDEIJ58+bl6KQESKxgEhwczIMHD+TEhEKFClGzZk0ePHiAo6NjssSEQ4cOAej8REhK7ty5g7W1NZIk0aBBA37//Xfy5ctHz549EULw8OFDwsLC8Pb2ZtOmTVy9ehVTU1NsbW01Wqmrbb/++muW3NfoS2JCoUKFiIyMVPs3SPq5++TJE+rVq5fiufpa/UNl9+7dCCH47rvv5KSE9DRu3BiAe/fuZWVoGZZaAoGuJhZ8rqz6vQUoVqwY48eP59dff9WLzzCVj8e3ctp4l5mZmdprfubMGYQQNGnSJM2KCR9XDxw6dGi6FRYUCoVCoVAoklISExQ6QzUY3qlTJ43P6dy5M7/++utnr5xSfL7Tp09rOwSFlowaNYpSpUrx3Xff8eLFCyRJ4tGjR/Jqn6Q38OXLl2fjxo306NFDW+FmiJ2dXboDNKpVBmFhYbi5uantUz13IQS+vr74+voC6E1iQs+ePVm9ejXHjx+ndevWGp3j7Owsn6tvVIkJipTNmjWLS5cusXv3bnr16sXQoUO1HVKGhISEAHxSoo3q3JwsNjaWJUuWAGhc8UcflSlThokTJzJx4kQCAgLYtWsXu3fv5tatW8TGxnLs2DFth6iRli1b4unpycWLFxk+fLi8vVevXqxbt46lS5fSunVr2rdvD8C+fftYvXo1QgiNP8+1LbUJgJw2MZCe2rVrazuELGdqasqZM2fw8PBQm/QbMGAAixcvZs2aNdStWxdzc3PevXuHnZ0d//zzD0KIZKWo9cHatWuJj4+nTJkyeHh4ULRoUW7duiXvr1atGtWqVaNJkyZMmDCBn376iaVLlzJ58mRcXV21GLnmctvvaVLVqlXj+vXrvHjxQt5WunRpjIyMCA8P5/z588kSE65cuQKgd6vKP3b9+nUA+vTpo/E5qoTgV69eZUlMCs1l1e9tREQEy5cv58KFC5w+fZp8+fJlyd+TmRISErQdQpZzd3dX+39V9Uc7O7tcUT1QoVAoFAqF9iiJCQqdoSp1lidPHo3PyZs38S2cG24adJ2+lfTWJREREQB6tXrgYz179iQgIIBDhw6l2XqmX79+ejEQoVK5cmW9rGSRWWbOnMnOnTtZsWIF3bt3T3cy68KFC6xcuZIyZcowc+bMbIoyaz179oygoCCioqJo1qwZBQsW1HZIWjVq1CgOHjzIxo0b9S4xoUyZMjx//vyTEm1Kly6dlaFlCU2SNhMSEggPD8fb2xsbGxtu3ryJEELvXttPVbVqVQYOHEh0dDTPnz/n9evX2g5JYz169GD58uUcPHiQlStXytfPs2bNYuvWrbx9+5ZOnTphZGRETEwMUVFRSJJEnjx5mDVrlpaj10xqfdb1uf96RtSsWVOt8lJO1qtXLxYuXMjhw4exsbGRyz7OmDGDjRs3Eh4ezrhx4xg3bpx8jiRJFCxYkJ9++klbYX8y1apUa2vrZCX9PyaE4K+//uLKlSucPn2aLVu26HxbsNx+b960aVOuX7+Ot7e32gR9x44dcXBwYOnSpQwaNAgjIyMA/Pz8WLx4MUIIjSpH6jLV92hG2iJ9yjiQIvNl9kKTDx8+EB4ezq1bt9i9ezcPHz7E09OTv//+m8mTJ2fq36XIHKNGjUIIkeOrNCkUCoVCodA+JTFBi3J739SPVahQgUePHnHhwoVkpWdTc+HCBSBxFbZCoa9UJdGrVKmi5Ug+T968eRk8eDCDBw/WdiiZJiAgQNshaFX58uVxdnZm8ODBdOzYke+//57Ro0fTsGFDOWFDkiR8fX3Ztm0bGzZsoHz58uzfv18vWzmoREZGsmTJEuzs7NRWu33cF3fPnj0cPHiQ4sWLs2nTJm2Emu1U1xg3btzQciQZ16FDB+zt7TOcaCOEoGPHjtkUZeb5lHL3kiTRsmVLpk2blgUR6Y7AwEB2797Nrl27uHbtmtq+/PnzaymqjGnXrh0LFiwgLi6O58+fy7+blStXxsHBgREjRvD69Wu1Faj58+dnw4YNcusHXZfbymh/bOjQoVy7do2jR4/qZVWAjGjRogVbt24lLi6O8PBwjI2NgcTJzZMnT2Jubo6/v7/aOWXLlsXe3p66detqI+TP8uzZMwBMTEzkbUkTYWNjY5Ml8k6YMAE3Nzd27Nih84kJuV3nzp3ZvHkzjo6O/P777/J2a2trHBwc8PPzo1atWrRv3553795x7tw53r59ixCCCRMmaDHyz2dkZERwcDBPnz6VWzSk58GDB4B+tmXJSbJyockvv/xCx44dOX/+PHv37lUSE3SUnZ2dtkNQKBQKhUKRSyiJCVqU2/umfqx9+/Y8fPiQxYsXY25unm6ywYsXL+SVBTl9sE6hu1J7740ZMybdPnvv37/Hz8+P4OBghBB06dIlK0JUKD5Z9erVAYiKiuLDhw+sXbuWtWvXYmhoiJGREUIIXr16xYcPH4DESc2oqCgGDRqU6mMKIXj06FG2xP8pHjx4QI8ePfDz81MrZ5pS5YxvvvkGCwsLJEnC0tIyWf/rnOjly5cAvHv3TsuRZNxPP/3E3r17ef/+vcaJNh8+fCB//vx6uSI3o+V4jYyM+O6775g7d67eTM5nxJs3b9i/fz87d+7k7NmzJCQkqLXbadu2LSNGjEjz80uXCCFSbT/TvXt3Hjx4wP79+7l16xZxcXHUrFkTc3NzvU4ay22sra3ZtWsXGzZsoH///rRp00bbIWWp1BJOmjRpwt27d3Fzc1N7P3ft2lVvq43FxMQA6sn1Se8bwsPD5fL2KqoWO7dv386GCBWfo1evXpiZmREfH8+jR4/48ssvAWjdujXz58/n999/JywsjIMHDwL/fV+PGTNGrTWPPqpXrx7BwcF4eXlp3M5h7969CCFo1qxZFkeX+Xx9ffHw8MDPz4/IyEi5+kNqhBB609IvMxkaGjJr1izOnz/PnTt3tB2OQqFQKBQKhULLhJSbm/9pmap/lxBC7QZGtf1TfPxY+uTmzZs0atQISZIoX748K1eupH///slK+iUkJHDw4EFmzJjB06dPyZMnD9euXaN+/fpaijx9BgYGCCGwsrJKNsgEEBwczPr169McZP7Y/PnzMzvMLBMVFQWk3qpg7dq17Nu3j9DQUKpVq4aVlRW9e/fOzhA/meq1/dyP0urVq+Pp6al3K0VcXFwwNTXV24FhRdo+5/soNbr8PRUTE8PXX3/Nw4cPKVy4MBMnTsTMzIxevXohhEhWMQESV8W5ubkxY8YMlixZoqXIs0+fPn04evQotWrV4u7du9oOJ8P27duHhYUFcXFxcjJCWok2efPmxd7eXi9bG2zbti3dYwwMDChatCjVqlWjfv36Oa6M8ocPHzh69Cg7d+7k+PHjvH//HvhvEqhhw4aMGDGCYcOGKRP2Cp0UHBzMgAED8Pb2xtramuHDh1OnTh251YFCPxkbGxMcHIyHhwetWrUCEu+XVG0dzpw5kyzZ0cXFhW7dumFoaCgnNij006lTp/jnn3/UEm1GjRrFwIEDtR3aZ7OxscHa2prixYvj5+cnl4RX3TN/fC29f/9+zM3NEUKwa9cuhgwZoq3QM+TOnTt8++23XLp0SeNzJEnS6fugrHb9+nUaNWqEgYGB3i2mCgsLY+vWrWm2rBwzZozcniUniY+PJzw8nOjo6HTHvHS9em9MTAz+/v5Uq1ZNuY5SKBQKhSILZOS7VklM0KKkA8ZJV4hoMpCcFn0ub/q///2PX375RZ4sKFGiBCYmJpQtWxYhBC9fvuTq1au8fv1avihetGiRzq9kVN2IZyZ9uaF1cnKiX79+FClShGfPniXrozp27Fj5Pa+6WQf4888/mTNnTrbHm1Ht2rVTe21VPWObNGmSZsUEIQQFChTA2NiYVq1aMXTo0HQrLOgiAwMD8uXLh4mJCe3ataNt27aYmppSpEgRbYeW7RISEggLCyMqKooKFSrkiAm+MWPGZMnj6mp/8JUrVzJjxgwKFy6Mh4eH3Oc3tcFUgBUrVjBz5kxat26Nh4eHFqLOeuHh4Xh7e7Ny5UpOnDiBEILZs2ezaNEibYf2Sby8vPjhhx+4cuVKmseZmJiwfv16jdtLKXTHqVOn2LVrFwcPHuTNmzfAf8kIVapUYfjw4YwYMSLZ77NCoUuSXkckvUbWhD5X0csN2rdvz9mzZ9myZYvavXudOnV48OBBismOVlZW2NraUqFCBZ4+fZrdISsUGnn//j21a9fm6dOnmJiYsG3bNr766qtk19LBwcGsXr2apUuXEh8fT/369fHx8cn0MZOs4OfnR7NmzdTGpIoWLUqJEiU0Sur+uC1NbhEWFsb27dsBmDJlipaj0ZytrS0zZ86UF9t8PISues8WKlSI5cuX6307FoDQ0FDWrl3L4cOHuX37NgkJCemeow/XHUpigiIr/frrr/z2229AxisXKhRJjR49mm3btlGlSpVc315YoX8y8l2rtHLQotzeNzUlc+bMoXjx4vz4449ERUURHh6Om5ub2jGqL/hChQqxdOlSrKystBFqhmXmhYk+3LCrnDx5EkmS6NOnT7KkhHPnzmFnZ4cQgkKFCskrcKOjo5k/fz69e/fW6UoYAO7u7mr/rxqMsLOzyzUTHrGxsVy6dInLly+zZMkS8uTJQ+PGjeVEhTZt2iR77XOK+Ph47OzssLOzw8vLi9jYWIQQXL9+Xe31P3r0KGfPnqV48eL88ssvWow4Y3Q1gSCrHDx4ECEEU6ZMkZMS0tOwYUPgv/64+uRTk2dq1qzJ7NmzMzma7NOsWTO8vLzw9vbG1dWVGzduyCufSpYsSYMGDejUqZNelhRWJOrcubNaNaNSpUoxePBgRowYQevWrbUcnSIz5eQy2h/fOyiDnDmHqakpZ86cwcPDQ+3ef8CAASxevJg1a9ZQt25dzM3NeffuHXZ2dvzzzz9608JQFaMQglOnTiXb/ik+fiyFbsqfPz9HjhyhXbt2XLlyhQYNGlC7dm15v4WFBW/fvpVbpkmSRKlSpThw4IDejHHMnz+f8PBwDAwMmDlzJlZWVlStWlXbYek8IyMjvUpIAFi8eDG//PKL/P1bvHhxGjduzBdffAFAUFAQ165dIyIignfv3mFlZcXr16/58ccftRn2Z7lw4QIDBgwgJCREue5QfBZ3d3fat28v/7+5uTl79+5N8xzVhCwo1725QUBAANWrV5df6507d+p9SyuFQqE5JTFBoXN++OEHzM3NNSqVVrp0aS1Hq5nTp09rOwStuXjxIkIItQtSlY0bNwKJ/VU9PT2pWLEiT58+xdTUlGfPnmFra8vatWuzO+TPMmrUKIQQctnKnM7T05MzZ87g7u7O+fPniYyMJC4uTp70W7ZsGQYGBjRq1EhOVDAzM6NYsWLaDv2zBQcH069fPy5dupTuTVPVqlXp06cPQgh69uyp8aS3Inupep526dJF43NKlSoFwOvXr7MipCyV0Zv9vHnzMnjwYFauXEnx4sWzKKrs07RpU5o2bartMBRZpECBAvTp04cRI0bQrVs38uZVbntyknv37jF27FguXryo8TmqqgP6kpigaXs3hf7p1asXCxcu5PDhw9jY2MirSWbMmMHGjRsJDw9n3LhxjBs3Tj5HkiQKFiyo85UC4b/E7Y8nmt3d3TPcAk91vL5MWisSk3a9vLywtLTE09NTrfWXr6+v2uvfvHlzdu3aRfXq1bUR6idxdXVFCMHUqVP566+/tB2OIovcvHmTefPmIUkSxsbGLF26lMGDB5MvXz614+Li4nBwcGDWrFm8ePGCuXPn0rNnT+rVq6elyD/dq1ev6Nu3L69evaJIkSKMGzeOEiVK8OuvvyKE4J9//iEsLAxvb28cHR2JiYmhdevWfPvtt9oOPUvEHlmv7RCyVL6+P2Tr3+fg4MDcuXNp0KBBtv69nyNpcsXp06dp166ddgPKYezt7dWuCezt7ZXEBIUiF1FG6HSQvb09AP369dN48u7t27ccPHgQSJwY1XelS5dm1qxZzJo1S9uhZIq2bdtqOwStCQ4OBlBbKaGiKgk+efJkKlasCEClSpWYPHkyP/74I2fOnMnWWDODnZ2dtkPIVi1atKBFixb8+OOPJCQkcOXKFTlR4dy5c7x584b4+HiuXLnC1atXWbFiBQYGBnz99de0b9+eZcuWafspfJL4+Hh69+6Nl5cXBgYGDB48GDMzMyZNmpTi8fXr16dFixZcvnyZQ4cOKYkJOurt27cAGWpFoupZ//EglT7QZNLLwMCAokWLUq1aNVq1akWZMmWyITKF4vNs27aN/v3758q2QrnB8+fPMTMzIzQ0VB7MKlKkCCVLltSojLa+UBITcq4WLVqwdetW4uLiCA8Px9jYGEhMdjx58iTm5ubJyr2XLVsWe3t76tatq42QM8TMzCzFRILUtudkp06dws7ODk9PT4KCgoiJiUlWWe3s2bPcvHmTYsWKYWFhocVoM0+NGjU4f/48586dw9HREW9vb4KDg4mPj6dUqVI0btyYPn360LlzZ22HmmGqFlEDBw7UciSKrGRjY0N8fDxlypTB09OTypUrp3hc3rx5GTZsGKampjRr1oyQkBBsbGzYsGFDNkf8+WxsbHj16hX58+fH09OTevXqcevWLX799VdAvc1jYGAgw4cP5+zZs7Rs2VJJ0lGkS5IkFixYIM9dKBSq9j5FihTh7du3uLq6EhgYKF8X51aqqrwKRU6nJCbooNGjRyOEoGnTphqXgn/58iWjR4/GwMAgRyQmKHKOkJAQgGSl/G/dukVoaChCCPr27au2T7WC9fHjx9kTpCJTGBgY0KxZM5o1a8bMmTNJSEjAx8cHd3d3uVzt69eviY+P59q1a/j4+OhtYsK2bdvw8vIiX758ODo60rVrV4BUExMA+vTpw6VLlzh37lx2hZktXr58ydGjRwkNDaVatWr06tWLQoUKaTusT1KqVCmCgoIICAjAxMREo3Nu3boFIJf01CfKpFfuEBoays6dOzNc7v7Ro0fZFGHmGzlypLZDUGShhQsXEhISghCCcePGMXPmTGrVqqXtsBSKDEmtfWOTJk24e/cubm5u3Lp1i7i4OGrWrEnXrl315vrq41Z36W3PiaKiorC0tJQnYFRJVCklZuTJk4dJkyYhhKBFixbUrFkzW2PNSqamppiammo7jExVqVIlHj58qFRiyuHc3NwQQjBnzpxUkxKSqlSpErNnz2bGjBl623bm+PHjCCEYO3ZsuhUfjI2NcXZ2pmHDhixbtoyuXbvqRashhXaULl2a0NBQDh06xLVr12jcuLG2Q1Jo2YULF3j48CEAK1eu5Pvvvyc+Pp6dO3cyc+ZMLUenUCiyg3IlncMoPZgUukbVw1zVjkNFNTlbpkyZZNUUVG0QYmJisiHCzHXjxg369u1Lnjx5cHd3p0KFCmke//z5c9q2bYskSRw/fjxHDawbGBhgYmJC9erVqVGjBlWrVsXe3p43b97o/WfV7t27EULw3XffyUkJ6VHdfN27dy8rQ8tUd+7cYcGCBQghsLW1pUSJEmr7HR0dGT58ONHR0fK2ihUrcuTIEb2sCmFiYoKzszNnz55lwIABGp1jb2+PEIKWLVtmcXSKz3X27NnPOt/MzCyTIsk+u3fvxsrKisjISEDz68TctqJVoV9UFbdGjRoltwVTKHKSfPny0bVrV42vMRW6x9zcnOPHjyNJEs2bN8fMzCzVhOzWrVtTv359bt26xYEDB/SiXUdu1rVrVx4+fMjly5dp1qyZtsNRZJHnz58D0KpVK43Pad26NQAvXrzIkpiymmqSsFOnTvK2pPcE8fHx8vgeQMGCBZk2bRoTJ07k77//VhITFKmytrZm4cKFvH//nvnz5+Pk5KTtkBRapqoWXrp0aSwtLXFwcMDFxYXt27criQkKRS6Rc2pd5nKqlW85LWv7zZs3PH/+nCdPnqT7o9BNqol5Hx8fte3Hjh1DCEGbNm2SnRMREQEkXqDomx07dhAQEECNGjXSTUqAxH+fWrVqERAQwI4dO7Ihwqz3+vVrHB0dmT59OiYmJpQuXZr+/ftjY2NDREQEkiRRpUoVva7ucv36dSCxCoKmypYtCyT2btQXhw8fZv/+/bx48SJZUkJwcDAWFhZERUUhSZL88/TpU3r37i23RdAngwYNQpIkNm7cqNH3yqpVq+TJ7mHDhmV1eIrP1K5dO9q3b/9JP/o40Obm5oaFhYWcDFa5cmV69+7NyJEjsbS0TPNHnz+fFTmfasBfeZ8qFApddODAAZydnQHYuHEjFy9eZMmSJWmeM2DAACRJ0stWhpqIi4sjJCSEkJAQ4uLitB3OZ5kxYwZFixZl6dKlyRZfKHIO1QR8Rt6vqnFZfW0rpWpTUqVKFXlbgQIF5D+rEp2TUlU7vXTpUhZHp9BnlSpVYsKECQAcPXqUy5cvf9bjhYSEMHfuXBo3bkyJEiUoUKAAVatWZeTIkelWKK1atSpCCEaPHg3AlStXGD16NNWqVSN//vwIIQgICEAIQfv27eXz2rdvjxBC7SetcvsxMTEsXboUExMTihYtStGiRWnevDk2NjYafa7ExMRgY2NDx44d+eKLLzA0NKRs2bJ06tSJzZs3p/kYmjzH1I69d+8e48ePp2rVquTPn59y5crRv39/Ll68mG7Mmnr//j379u0DEhM58+XLJ1c8vH79erL5g4/Z2dnJr0FAQAAfPnxgxYoVNG3alOLFi2NkZES7du04duyY2nmRkZEsWbKExo0bU6xYMUqUKEHnzp01rnLz8OFDpk2bRoMGDShevDgFCxakevXqjB49Gm9v71TPc3d3l+N1d3cnISGBLVu20L59e8qVK4eBgYH87w//VVKvWrVqmvFERkayfPlyOnToIL9HihUrRuPGjZk8eTLnz59Pdk5CQgJubm7MnDmT1q1bU7p0afLly0eJEiVo1KgRM2fOVObYFNkmZ81i52KqFbhGRkZajuTz/fvvv6xfv55z585pfKMnhND7G9ycqk2bNjx48AAbGxssLCwoXbo0Xl5enDhxAiDFlUB37twB9LM0+pkzZxBCZGjCum/fvpw4cYJTp07x+++/Z2F0WeP169ecPXsWd3d33N3duX79urwqV/XfqlWr0q5dO9q2bUu7du3Ubnb10evXr4HE0v+aUg1UJF1loOtOnTqFEIJevXol27d+/Xrevn1L3rx5WbJkCR07duTkyZP89NNPvHjxgk2bNjFt2jQtRP3pRo4cycqVK7l+/Trt2rVj3bp1dOvWTd4vhECSJLy9vVm1ahV79uyRE6y6d++uxcgVmtL3ai0ZsXjxYiRJokSJEuzcuTNHvkdVn6cfXwd+zuesck2p+0qWLElwcHCyhLmcTJIkfHx88PX1JTQ0lOjo6HQ/z+bPn59N0SkUiqS2bdsGgIWFBePGjdPonCZNmgD/3QfnBHfu3GH9+vW4urry4MEDtXYWNWvWpHPnznz//fcaty/VFVWqVOHgwYP069ePVq1asXbtWjp37qztsBSZrHLlyty5c4dTp05pXDVBNbmlSesHXVSkSBEiIiLUroOTjjEHBAQkq4qoqnIaHBycLTEq9NecOXP4559/iI6OZt68eZw8efKTHsfFxYXBgwfLiTQqjx8/5vHjx+zYsYOJEyeyZs2adJOE/v77byZPnpzp934vX76kW7duySbYvby88PLywsXFhcOHD6can6+vL3379k3W3jgkJIRTp05x6tQpbG1tcXJyoly5cmnGkpHneOjQIXnxkUpwcDCHDx/GycmJnTt3MmTIkHQfJz1OTk6Eh4cDiddKAP3796dw4cK8e/cOe3t7jSuwvnnzhqFDhyZLjjpz5gxnzpxhxYoVTJs2jSdPntCjRw+5FauKq6srp06dYvv27YwYMSLVv2fZsmX8/PPPxMbGqm339/fH398fe3t75s6dm+6YfkxMDF27dsXV1VWj55caV1dXhg0bRmhoqNr22NhYfHx88PHxwcbGJtn94u+//85vv/2W7PEiIiLw9fXF19eXDRs2sGPHDvr37/9ZMSoU6VESE3RAaqWFvby8kn3AfOz9+/c8evSIZcuWIYTQy9LZSVlbW7Nu3Togd00e5GQ//PADdnZ2+Pv7U716dWrVqsXt27eJi4vDyMgoxYsaVT8/fRukALh//z4AX3/9tcbn1K9fH9CvEv8qJiYmciJC0t/ZatWqqSUi6OvNeWqMjIwIDg7m6dOnGvfHe/DgAZDYvkRfqDJlU3qOBw4ckEtpT506FYAGDRrw4MEDNm3ahKOjo94lJhgYGODo6IipqSkBAQH06tWLQoUKyRnl7dq1IzIykvfv3wOJ31NffvmlnO2tq8aOHZvpjymEYPPmzZn+uFnp9OnT6R7z7t077t+/z549e7h8+TKtW7fmt99+06uEIhUvLy+EEPz22285MikBUr9WVK4hc7amTZvi7OzM/fv3c0WP2m3btvHbb78lG5xMj5KYoJ/c3NzYsmULN27cIC4ujkqVKtGrVy/Gjx9P/vz5tR1epouPjyc8PFyjZBt9uZ/w9vZGCJGhwXtjY2MgcdIhJ5gzZw7Lli0jISEh2esqSRL37t3j/v37bNiwgVmzZrFo0SItRfppOnTowLVr12jVqhXdunWjZMmS1KhRg0KFCqV5nhBC45WZCu3q3Lkzt2/fZtmyZfTr148GDRqkefzNmzdZunQpQgi6dOmSTVFmrho1anDlyhWePHlC8+bNAShRogRffPEFL1++5PTp08nGnFWr0wsXLpzd4Sr0jLGxMVZWVqxYsQIXFxfOnTuHqalphh7Dx8eH3r178+HDB/Lly8ekSZPo06cPhQsX5tq1ayxevBh/f3/WrVtH4cKF+euvv1J9LC8vL3bs2EGlSpWYOXMmTZs2JS4uDg8PDypUqMCNGzfw8vKSx1K2bNmSrH1PxYoVU3zsAQMGcPv2baytrenduzdGRkbcu3ePP/74gzt37uDk5MSmTZv47rvvkp378OFD2rZtS0REBMWKFWPixIk0b96cSpUq8erVKxwdHbG1tcXLy4u+ffvi4eFBvnz5MvwcP3bjxg327t2LsbExM2bMoGnTpkiSxMmTJ1m8eDExMTFMmDCBDh06fPaYpqqNw5dffim3RC1cuDD9+vVj586d7Nq1i6VLl2o0BjNhwgSuXLnCDz/8QP/+/SlZsiQ+Pj7Mnz+fFy9eMHPmTDp37szo0aPx8/Pjp59+olu3bhQuXJjz58+zYMECIiIisLKyonPnznKl26SWLl3Kjz/+CCSO9VtZWVGzZk1KlCjBvXv3sLGxwdPTkz/++IPSpUtjbW2daryzZ8/m+vXr9OnTh9GjR1OlShVevnyZLNEmLadPn6Z79+7ExcWRJ08eRo4cSd++falcuTIxMTHcvn2b48ePp9gyJS4uDmNjY/r370/Lli2pXr06BQoU4OnTp1y4cEFegDZ8+HCuXr1K3bp1NY5LocgoJTFBB7Rr1y5ZL19JkjI0kSBJktzvXF/t2rULGxsbILFcWL9+/WjSpAlGRkZ6WwpNkThxvXTpUmbNmsXbt2+5evUqkNg7ddOmTRQtWlTt+IiICLncUrt27bI73M+mKl9fpEgRjc9RHZuRCxFdocoAFkLQu3dvBg8eTNu2balUqZJ2A8ti9erVIzg4GC8vL42rY+zduxchhF71IlWtfPj44jw0NJRbt24hhGD48OFq+/r06cOmTZu4fft2tsWZmSpXroyPjw+TJ09m3759vHv3Tt6XdLBYCIG5uTkbNmygZMmS2ghVY6pSd5lFdc2hb4kJbdu21ei4Hj16MHXqVJYuXcrs2bPZsmWLXrbaSUhIAP7rd5sTLViwIEPbFTmDtbU1x44dY+PGjZmyakeX/fLLL3L1k/SoqvoodJObmxtLly7Fy8uL9+/fU7lyZfr168eMGTPkFakzZ85k5cqVaufdvXuXf//9FxsbG1xcXPRmcj4toaGhrF27lsOHD3P79m35+yot+lTNRtW2rXz58hqfoxrv0OTfQtdNnjyZ9evXy59HdevWpUWLFnI1xKCgIC5fvszt27eJj4/nr7/+4t27d6xevVqbYWfIhQsXGDlyJKGhoUiSRFhYWJqlyVWfz5l5Pa7IWlOnTuXvv//m7du3mJqaMm/ePMaMGZOsYuKrV6/YunUrCxcuJDIykgIFCshJ+/qmRYsWXLlyBS8vLwYNGiRv79atG3Z2dixZsoRevXpRs2ZNAC5evCgnY+jTGIdCe2bPno2trS3v3r1j/vz5uLm5Zej8CRMm8OHDB/LkycPRo0fVkoCaNWvG4MGDMTU1lZOKRo0aRb169VJ8rNu3b9OgQQPOnj2rVoVNde9cv359tcWi1apVkxeVpUdVFSHpmLaJiQldu3blq6++4uXLl6xfvz7FORxLS0siIiJo3LgxLi4uyVocd+nShV69etGzZ08uXbqEnZ0d48eP/6TnmNTVq1dp0qQJbm5uFCtWTN7+zTffUKNGDblF5I4dOz5rAVJISIhcQfnjCgUWFhbs3LmTly9fcvLkSXr06JHu412+fFmuYqTSpEkTmjVrRuPGjUlISKBDhw68efOGM2fO0KJFC/m4pk2bUrNmTXr27ElkZCQ7d+5M9txu377NL7/8AiSOMSxYsEDtu7xJkyYMHToUS0tLduzYwS+//MLIkSNTHSO8fv06c+fO5Y8//kj3uaUkJiYGCwsL4uLiKFSoEMeOHUs2d9KqVSvGjRvH06dPk50/btw4FixYkCyZxcTEhL59+zJ58mS++eYbnj9/zqJFi9i+ffsnxalQaEJJTNARKQ0iZWRgqWLFivz8889qH8T6xtbWFkjsPeXm5saXX36p5YgUmWXatGl06tSJ/fv3ExQUhLGxMcOGDaN27drJjnV3d5dvalIqH6/rSpYsSWhoKEFBQTRs2FCjc4KCggCSJWnoC9VF2bFjx/D398fLy4t27dphZmaWoVYH+qRfv364ublhY2PD9OnT052Y3r9/P05OTgghGDhwYDZF+fmio6OB/0o0qqhWRhgaGibLclet+FK1u9BHRkZG7Ny5k0WLFnHs2DG8vb0JDg4mPj6eUqVK0bhxY3r37k2tWrW0HapGKleunOZAaFRUlFrShaGhoTxJEhYWxocPH4DE3/XSpUunuxosp5g1axaXLl1i9+7d9OrVi6FDh2o7pAz58ssv8fX1VUuuyWmUxITcqXPnzsyePZu//voLKysr1qxZk+pKIX126dIl/ve//yGEoHPnzixdupSEhARMTEzkSdqwsDC8vb3ZsGGDXPHHwcEh3bKuiuy1fv16Jk+eDPx3j3/37l0WL17M0aNH8fDwYM+ePaxYsSLVx7h//z79+/fHy8tLr5P2L1y4wIABAwgJCcmxiTTFixfn1atXvHjxQuOKlv7+/gDJJiD0zfnz51m3bp1c/XDjxo2plsH39PTk+++/58aNG9jY2DBkyBCNS+Zr0+3bt+natStRUVFIkkSBAgXklZP6/LupUFelShVsbW0ZM2YMb9++Zfbs2fz0009Uq1aNsmXLIoTg5cuX+Pv7y9UjhRDY2trqbQJZ165dWbduHQcPHlRbaT59+nR27NhBcHAw9erVo2HDhrx7944HDx4QHx+PEIIpU6ZoMXKFvihbtiyTJk3ir7/+4vTp05w+fZr27dtrdO7ly5fx8vICYPz48SlWJilZsiQbN27E1NSUhIQE1q9fL1dlTsm6deuypDXc5MmTU1xoZ2RkxJgxY1i8eDE3btwgIiKC4sWLy/s9PDy4cOECkFgxLbVrgm7dujFo0CD27duXZmICZOw5btmyRS0pQWX48OH8+OOPvHjxAg8Pj89KTNi9e7fcDkHVxkGlc+fOfPHFFwQFBWFvb69RYoK5uXmKc2Fff/01pqamnD17lpCQEGbPnq2WlKDSo0cPqlSpwuPHj1N8bsuXLyc2NpamTZsmS0pQMTAwYO3atTg4OPD27Vv279+f6mtSq1Ytfv3113SfV2rs7e158eIFAIsWLUpzQWdKCwarVq2a5uNXrFiRWbNmMXXqVBwdHZWkSkWWUhITdEDS0sKSJNGhQwd5JWK1atVSPU8IQYECBTA2Ns4Rq5OvX7+OEIIFCxYoSQk5UIMGDdItfwfQt29f+vbtmw0RZY2aNWsSGhrKiRMn6Nq1q0bnHD9+HEAv3/dbt27lzJkzuLu7ExAQwM2bN7l16xY2NjbygFS7du3ktg45JVFh/PjxLFu2jKdPn9KlSxe2bduWYuuR4OBgVq9eLa8kqF+/Pubm5lqI+NOoWlY8efKEb775Rt6uKkHatGlTDA0N1c5RrWbLSNUQXVWlShV++OEHbYfx2QICAlLdd+XKFQYPHkx4eDjjx49n7NixNGrUSC6bFx8fj6+vL5s3b2bTpk0ULlwYBwcHuRdyTjdq1CgOHjzIxo0b9S4xYejQofj4+HDy5EnatGmj7XAUnyi1lm+fy8zMLEseNzvY29tTt25dWrVqxcaNG3FycmLQoEHUqVNHo8SpUaNGZUOUn2/Dhg1A4nfRsWPHyJs3r1pfVCEEpUqVomvXrnTt2pUNGzYwceJEunXrxqVLl5J9P+sCVenWzKbLr+n9+/flQU5JkihdujRVq1bl8ePHhISEcPPmTdavX8+mTZuAxMHfWbNmUadOHeLi4vDy8mL+/PmcO3cOHx8f9u/fr1fXkkm9evWKvn378urVK4oUKcK4ceMoUaIEv/76K0II/vnnHznZxtHRkZiYGFq3bs23336r7dAzpFatWnh6euLr66vRoDrA4cOHgZTbp+kT1WKTatWqcf78ebUJl4+1bNmSs2fP0qRJE/z9/fn777/1IjHht99+4927d+TPn5/ly5czduxYChQooO2wFFlg1KhRlCpViu+++44XL14gSRKPHj3Cz88PUF9MVr58eTZu3Kjx77wu6tq1K6NGjSI+Ph5/f395PLp+/fps2LABKysr4uLiuHLlitp5v/76K926ddNGyAo9NGvWLNavX09kZCTz5s2TF72kx9XVVf5zWtcFrVu3pm7duty5c0ftnI9VqlQpy+6RP64EkJRqHEWSJPz9/dUSGB0dHQGoXbt2uuPnZmZm7Nu3Dy8vL+Li4sibN/kUX0aeY4MGDVJtSSyEoHHjxrx48UL+/PtUqnuB5s2by9VXVPLkycPQoUNZtWoVjo6OvHnzJsVEiaTSGqNp2LChfC+d1nFff/01jx8/TvG5qdohDBw4MM0J+hIlStCgQQO8vb3x9PRMNTFhyJAhn9Um9OjRo0Bi64u0ElI09ebNG169eiUnWwLy/fSbN2/kttwKRVZQEhN0QGqlhZs3b57iRFdOpcqY0/ebcUXu1rVrVy5cuMDGjRuZMGFCuv2Ybt26xaZNmxBC6OXNnKWlJZaWlgA8ffoUd3d3OVHBz89PTlRIunImJyQq5M+fnyNHjtCuXTuuXLlCgwYN1CqAWFhY8PbtW/z8/OQVFKVKleLAgQN6lW3asGFD/v33X3bt2iUPgkdHR+Pg4IAQgg4dOiQ7R9UDW1mtqftevHhBjx49ePPmDSdPnkxxtUKePHkwMTHBxMQEc3NzunXrRs+ePbl27ZpcHSMnU614unHjhpYjybgffvgBe3t7Vq1aRb9+/WjatKm2Q8o2qgGIZs2aUbBgQY3OiYmJkcsw69KkfUot3z6XPpVET8no0aPV/k0CAwNZu3atRucKIXR6EjupCxcuIITA2to6xcHGj1lZWeHm5sbBgwdZv369TpaS/vi1ywy6/pra2toSGxuLoaEhf//9N6NHj5b3bdu2je+++44lS5YQERHBgAED1FoH5c+fn3bt2uHq6kqTJk24ffs2Dg4OepuYYGNjw6tXr8ifPz+enp7Uq1ePW7duySvHxowZIx8bGBjI8OHDOXv2LC1btkyzT7Su6dmzJxcuXGDt2rVMmzYt3UlrVcUMVWs8febh4YEQgp9++inNpASV4sWLM3v2bL777rsUe17rovPnzyOE4Oeff84RCcyKtPXs2ZOAgAAOHTqEq6srN2/eJCwsDEhM4q9fvz6dOnWiX79+el+9KV++fNjZ2aW479tvv8XU1BQ7Oztu3bpFXFwcNWvWZOTIkbnqHkPx+UqVKsXUqVP5448/OH/+PCdPntRoUdfNmzeBxOqO6VUjatGiBXfu3OHBgwd8+PAhxWTd1CbhM0OdOnVS3aeqTAkQGRmpts/b2xuAe/fuaXy9HBsbS1hYWLL2q5Cx55hWzPBf3B/HnBG3bt2SE5s+rpagYmFhwapVq+Rxx/SSU9OqYpq0UoQmx3383FRJxABz5sxhzpw5acaioqqKnJLPfd9du3YNSExw+dRKpo8fP2bZsmU4OTnJ47epCQ0NVRITFFlGqTOmg/z9/fHz89ObEtGZRVVO5u3bt9oNRKH4DFZWVhQuXJiYmBg6dOggZzOmxNHRkU6dOhEdHU3BggWZOHFiNkaa+SpVqsTIkSP5559/ePjwIU+fPmXHjh2MHTuWGjVqkJCQwM2bN1m3bh2DBw+W+4zqq4YNG+Ll5UXLli2RJIm7d+/K+3x9fXn48CEJCQlIkkTz5s25dOkSNWrU0GLEGTd06FAkScLJyYmhQ4diY2NDly5dCA4ORgjBsGHDkp1z6dIlIHGFp0K3LV++nJCQEKZOnapRCcW2bdsydepUgoODWbp0aTZEqH0vX74E0Mt2CEWKFMHZ2Zk6depgZmbGL7/8wvXr15O1ZsmJ2rVrR4cOHeTS2Jp4/vy5fJ6uUSW4ZeaPvssNzz0wMBBArTdu0jLhqqTupEaOHIkkSezduzfrA/xEue397O7ujhACKysrtaQESEzwtbKykttfpZZMYmhoyA8//IAkSVy9ejVrA85Cx48fRwjB2LFjU+35rGJsbIyzszNffvkly5Yty3Afam2aOHEiRkZGvHz5kkGDBsmTmB+Li4tj06ZN9OrVi4SEBCpVqpTsPaJvVIPxGVlsYmJiAvx3zaXrwsPDAfRyUYHi0+TNm5fBgwdja2vL+fPnuXPnDnfu3OH8+fPY2toyePBgvU9K0ETt2rX53//+h6OjI87OzqxevVpJSlB8kunTp8uTwZq24EuaEJRewq5qrFGSJPkz+2PptWP9HGlNGCe9lo+Pj1fbFxwc/El/X1RUVIrbM/Ic05vkVsX9ccwZoaqWkDdv3lQrGDRp0kRe4KdJpTVN/601OS6rXw/4/PddaGgowCcvEjp+/DhfffUVNjY26SYlwH/tfRWKrKBUTNBBuXUyZ8CAASxcuJBTp04pJYdzuICAAEJDQ4mOjk53MFGXVi1qonTp0vz999+MHDmS4OBg+vbtS/Xq1TE1NZUvHAIDA/Hw8JD7EQoh2LBhQ45bYV6hQgWGDx/O8OHDuXfvHrt27WLNmjW8efMGSZJISEjQdoifrUaNGpw/f55z587h6OiIt7c3wcHBxMfHU6pUKRo3bkyfPn3o3LmztkP9JKNGjWLLli2cO3cOBwcHHBwc5H1jxoxJMav64MGDCCF0uhTrkydPsuRx9a2f6NGjRxFC0LNnT43P6dmzJ3/99RfHjh1Lsxd2TqHqSalvr61K5cqV2bZtGx06dGDx4sUsXrxYo/P0fUU98MmTlbo2yZm05ZsiUUYSTvSZKvEg6QqopG2SQkJCKF++vNo5FStWBODhw4fZEGHG5ZbXLilVWdju3bunuL9Hjx6sXr0aSEx6TY1qdeCnDpLqAtX7slOnTvK2pCsC4+Pj1crbFixYkGnTpjFx4kT+/vtvnUwcS0mxYsXYu3cvPXr04Pjx41SqVEmtSuaPP/7Ihw8f8Pb2JiIiAkmSKFCgAPv27dP7yc0CBQrw4cOHDCV0qo7Nnz9/VoWVqSpWrMjDhw8/a3JGkTO8evUKIYTaCmiFQpG+EiVKMH36dObPn8+lS5c4evQovXr10ujczKq89Tnl9LOK6nulYcOGahW00lOhQoUUt+vSc0xISGDnzp1AYmJmShUePubh4UFAQIC8kDW7Jf2enz9/PoMHD9bovMKFC6e6T5uvSWhoKMOHDycqKooiRYowc+ZMunbtypdffknx4sXlyiJubm507NgR0L2xEUXOoiQmKHTGjBkz2L59O6tWrWLo0KHplhFS6Jd79+6xaNEiuU+UJvR1YmTEiBEkJCRgZWVFVFSUWh9CFdWXe+HChdmwYUOqZaz01f3793F3d5dbOyQtZZUTL2xMTU0xNTXVdhiZzsDAgOPHj7NgwQIcHBwICgrC2NgYS0tL5s2bl+z4o0ePEhAQgBBCp/trqvplZiZ9/Lx69uwZQIb64qqOVZ2bE4WHh+Pt7c3KlSs5ceIEQggGDBig7bA+yerVq5k5c6ZcvUWROlWynC4N4EDqLd9ys9ySxF2mTBlevHihdt1crlw58uTJQ0JCAnfu3EmWmKCqsvA5ZVazUm557ZJSvRaprWxKmphctGjRVB9H1WM3rVVYuk71Xk76Pkh6DRIZGalWdheQV+OqKnLpi44dO+Lm5oaFhQWPHz+WrycgcbUa/HdPVKlSJfbt20fz5s21Fm9mqVatGr6+vjg5OWm8wEDVv1lfSgX37t2blStXcvbsWb755htth6PIZi9fvmTevHkcPHhQXoldrFgx+vbty++//663ycwKRXabOnUqq1ev5tWrVyxYsCDdxARVAtCrV6+Ii4tLs2qCavxRCJGllREym6rV7du3b6lfv76Wo8lcp06d4vnz5xk6R5Iktm/fnuLYY3ZI2no4X758OvGalC5dmmfPnsn3fBmxf/9+uUrboUOH1BKFk0qt0pdCkdmUxAQdFxkZiaurK76+vhqtMBdCsHnz5myMMPMUL16ckydP0rt3b1q1asWff/7JsGHD9OoiQpGyw4cPM2LECGJiYnLNxMjIkSPp3Lkza9as4dixY9y8eVN+7gYGBjRo0IDevXszadKkHFEpQdNEhJo1a9K2bVvatWunTLboicKFC7Ns2TKWLVuW7rGtW7eWV0Pq8uRDbvkcSo+q7YyXl5fGZTgvX74MpF/qTxd96oRzzZo1mT17diZHk/WcnZ2ZNm0akPi906ZNGxo2bEiJEiXUyhoqEqlKGWrSE1uhyA716tXjxYsX3L17V64mZ2hoSL169bhx4wZ79+6VV7OobN++HSBZwoJCexISEhBCpPodpGvJUFmpSJEiREREqCVyJl1pHBAQkKxvtKr9kD5WimjdujUPHjxgz549aVZWs7S0TLH/tT7q0aMHPj4+rF27lm7duiX7jPrY6dOnWbt2rc4nNSc1a9Ysdu7cydKlSzE3N9faSk5F5nn27JmcGDRv3jysrKxSPM7Pzw8zMzMCAwPV7icjIiLYvn07Tk5OnDp1KtnnmL6KjIzE39+fyMhIjSqE6Fu1U4V2FS1alFmzZvHTTz9x9epVDh06lObxqknhDx8+4OPjk+b4hWrMombNmp/1/ZpZ1Rk01bhxYy5cuICfnx9BQUF63/42KVVbhvz587Nly5Z0xyOWLFnCtWvXtJqYUL16dYoXL05ERATnz5/XSgwfMzEx4dmzZ3h7exMVFZWhcblbt24BidfeqSUlAHh7e392nAqFJpTEBB2VkJDAH3/8wfLlyzUug6cqCa/riQnpZcJHRUXx+vVrJk+ejLW1NaVLl073g1YIwaNHjzIzTEUmefr0KRYWFkRHR1OhQgVmzZpFoUKFmDBhAkIIXF1dCQsLw9vbm+3bt/PixQtMTU359ddf9X6g7osvvmDRokUsWrSIuLi4DPVE0xfDhw9PMxGhdu3aaokIn9oHS189evSI0NBQqlatmiMSUNJTsmRJvUgm27p1q7ZD0AnNmjXj+PHjLFq0iEGDBlGmTJk0jw8ODuZ///sfQgiaNWuWTVFmnowmpKj6ya5cuVIvJ6uXLl0KJJZ2dHZ2pkGDBlqOKOuk1p4lMDBQrfR9St6/f8+jR4+YN28eQoh0+54rFNmlTZs2uLi4cPr0acaPHy9vHzJkCNevX2fLli0YGxtjbm7Ou3fvsLOzY9++fQghUm0boFBoU40aNbhy5QpPnjyRJwFLlCjBF198wcuXLzl9+nSyCb1z584BaZfF1WV58+bFwsIix1XHS83UqVOxsbEhMjKS7t27M2HCBMaOHUujRo3kSYiEhAR8fHzYsmULmzZtIjY2luLFizN16lTtBq+hcuXKcfLkSfr370+LFi34888/GTx4cLJqHwr9ceLECYKCgjA0NMTc3DzV44YOHcqLFy/k/69UqRLly5fn9u3bREZGEh4ezrBhw7hx44bejvdIksSmTZvYsGED169f1/g8faweqNC+SZMmsWLFCoKDg1mwYAGNGzdO9dhOnTrxyy+/ALBly5ZUExM8PT25ffu2fM7nSFrV6f3795/1WJro06cP69atQ5IkVq9ezf/+978s/zuzw9u3b+XEk86dOzN8+PB0zwkKCuLatWs8ePAAT09PWrZsmdVhJpMnTx569OjB7t27cXFx4c6dO9StWzfb40iqd+/eODo6EhUVxcaNGzN07aT6jI6JiSEhISHF5JCoqCg50V2hyGr6eaWUC4wePZqdO3ciSRJ58uShVKlSBAcHI4SgYsWKhIeH8/btWyDxAlCTyXtdERAQoNFxkiQhSZJGqyOyO4tRobk1a9YQFRVF0aJFuXTpEuXLl5ez9ADat28PwMCBA5k/fz7ffvste/fuZfPmzXL/qZwgb968GvXQ0jd79uxR+/+6deuqJSLk1Mn44OBg9u/fDyS27vh40vLhw4cMGTIEHx8fIPEzqm/fvvzzzz96MXGf01laWmo7BJ0wadIkjh8/zosXL2jRogUrVqygT58+yW5QEhIScHJyYvr06Tx//hwhBNbW1lqK+tMtWLAg3WMMDAwoWrQo1apVo1WrVukma+iy69evI4Tg999/z9FJCZByexZJkujSpUuGH2vUqFGZEZJC8dn69evHvHnzOHr0KG/evJFL+U+ZMoVNmzYREBDAn3/+yZ9//ql2XsmSJZkzZ442QlYo0tSiRQuuXLmCl5cXgwYNkrd369YNOzs7lixZQq9evahZsyYAFy9eZOnSpXqbEJkblS5dmn379tGnTx8+fPjAhg0b2LBhA4aGhhgZGSGE4NWrV3z48AFI/K42NDTEwcFBrWSyLlMttImKiiIkJITvv/8eKysrZUGNHvP09AQSx6ZSex8ePXoUb29vuTT8rl275OvM6OhoJk2axNatW7l//z4HDhxgyJAh2RZ/ZomNjaVfv36cOHECUKoMKrJe4cKFmT17NjNmzODGjRtplqdv3rw5TZs2xdvbm02bNjFw4MBkVXkiIiL47rvvgMT7+tSqn2gq6cKq7Pjs7tKlC82bN+fy5cssXbqUxo0bp5ksdePGDQICAujdu3eWx/Y5Dhw4IC+6TXr9l5aBAwcyffp0JEnC3t5eK4kJAHPmzGHfvn3Ex8czaNAgTp48ScWKFVM8Nj4+nj179tC2bdtUj/lcFhYW/Prrrzx//pxffvmFxo0bp1qN+NmzZ2pxqK6vo6Ki2LdvH0OHDk0W/7hx49QS8BSKrKQkJuigkydPsmPHDoQQjB49muXLl/P8+XO+/vpr4L9Ss/fu3WPDhg2sW7eOkiVLcvjwYerUqaPN0DWiTAjlLq6urggh+OGHH9ItK1uwYEF27NjB/fv32bNnDwMGDGDgwIHZFKniU3z11Ve0a9dOTkTQ50m8jDh48CCTJk2iZs2a/PDDD2r73r9/T/fu3fHz85Nv5iVJ4vDhw4SEhHD27FlthKxQJNO9e3emTp3KqlWrePz4MQMHDqRkyZI0btyYsmXLIoTg5cuX+Pj4EBYWJr+fra2t6datm5ajzzhNEhNyElXJ1ZxSTjYtqQ2cZmRAtUCBAlhbWzN27NjMCivb5NTWbx06dAAS4z116lSy7Z/i48fSZfXq1eP06dPExcWprUIsVKgQp0+fxsLCIllZ0fr167N9+/YsGwzLDo8ePcLR0TFD72d9eE29vLwIDQ1Ntl3VAgvAw8Mj1eea9Dh91bVrV9atW8fBgwf566+/5O3Tp09nx44dBAcHU69ePRo2bMi7d+948OAB8fHxCCGYMmWKFiNXZESXLl24ePEiEyZMkMsBv3//PsUJp6ZNm7Jp0yYaNmyY3WF+so8X2igLavTfjRs3EELQuXPnVI9Jumhm+fLlasmvBQsW5J9//sHb25ubN29y5MgRvUxMWL58OcePHwcS2zJaWloqbeAUWc7Kyoply5YRGBiY4nVSUps2baJFixZ8+PCBHj16MHnyZHr37k3hwoW5du0aixcvxs/PD4CZM2fK7R8+VeXKlalYsSLPnj1j2bJlVKxYkdq1a8vVfcuVK0fRokU/6+/42K5du2jevDlhYWEMGTKEHTt2MGTIEGrWrEmePHkIDg7m2rVrODk5cfHiRWbMmKHziQmqNg758uWjT58+Gp1TqVIlmjVrxuXLl9m7dy+rV6/WSturBg0asGzZMqZNm8bt27epX78+EyZMoEOHDpQrV46YmBgCAgLw9PRk//79BAYGcuPGjSy7FytQoADbt2+nS5cuREVF0alTJ0aOHEm/fv2oWLEi79+/5+7duzg7O+Po6KhW6cPc3Jyff/6Z9+/fM2bMGHx8fOjcuTPFixfn1q1brF27litXrtC6dWudaV2hyNmUxAQdpCoxXa9ePbZs2QKQYrZS7dq1WbVqFR07dmTAgAH06NGDa9eu6Xy5YaWEdu6iunFv1aqVvC3pDXlcXJxamTsDAwOsra0ZPXo0W7Zs0evEhAcPHmBvb4+npydBQUFER0dz8uRJatSoIR9z8+ZNnjx5QuHChVPNctRlN2/e1HYIWuHi4oIQgv79+yfbZ2dnx6NHjxBC0KdPHzp27IirqytOTk6cP3+evXv36uVAhSJnWrFiBZUrV2bu3LlERUURFhaGm5ub2jGqSZKCBQvyxx9/MH36dG2EqsigmjVrcvXqVcLDw7UdSpb7+NpyzJgxCCH4448/qFChQqrnCSEoUKAAxsbGNG7cON22D7omJ7d+A3B3dweST+S4u7sjhMhQ4onqeH2bFErt2rBKlSp4eHhw7949bt26RVxcHDVr1kyzBK6ui4qKYuLEiWzfvj3Za5vSa6c6Rl9e07SSnlTPoV27dtkUjXZ07dqVUaNGER8fj7+/v1ztpn79+mzYsAErKyvi4uK4cuWK2nm//vqrXiZEJvXmzRuN+7RXrlw5GyLKWo0aNeLy5ct4eXnh6urKzZs31doa1q9fn06dOullJQxloU3OoxqzSitBRnVNUrx48RTLkAshGDt2LNOmTcPX1zcrwsxyqvLdLVu2xNXVlYIFC2o5IkVuULBgQX7++WcmT56c7rGNGjXCycmJwYMH8+bNG5YvX87y5cuTHTdx4sRMa4Pw888/88MPP+Dv70/fvn3V9m3dupXRo0dnyt+j8uWXX+Lp6cnAgQO5efMmTk5OODk5pXq8qqKarnr69Kn8+dmhQ4cMVZAdNGgQly9fJjw8HCcnJ63ND0ydOpXChQszdepUIiIiWLp0qdw282OGhoZqLUCyQvv27Tl69CjDhg0jPDycrVu3ajTXVrFiRTZs2MC4ceOIiYnhr7/+UksUhsSWgePHj//sNigKhSaUxAQddPHiRYQQTJw4UaPje/fujaWlJVu3bmXNmjXMmzcviyNUKDSnGiivVKmSvC1picOIiIhk5fJU/Z319YYuISGBH3/8kdWrV5OQkKA2cKoqW6ny5MkTevXqRd68efH3909zAkWhO+7duwfAN998k2zfrl27gMSL7sOHDwMwefJkunTpgqurK3v27FESExQ6ZerUqYwYMYJt27bh6urKjRs35MHjkiVL0qBBAzp16oSlpaVet6T5/fffAfjhhx8oXbq0RueEh4ezdu1aAObPn59lsWWFYcOGceXKFQ4fPvxZK8z1wceTBGPGjAESS+F/9dVX2ggpW+Tk1m8AZmZmKU46p7Y9N6pduza1a9fWdhifTZIk+vfvj6urK5IkUbp0aSpWrIiPjw9CCNq0aUNYWBj37t0jLi4OIQS1a9fmiy++0HboGlHKYSfKly8fdnZ2Ke779ttvMTU1xc7OTi3ZZuTIkan2kdZ1//77L+vXr+fcuXPydVV69LVP+7Fjxzhx4gSPHz8mPj6e8uXL0759ewYPHqyXyQdpURba5Dxv3rwBSPX+ICAggJcvXyKEwMzMjHz58qV4nCo5UF/LYPv7+yOEYM6cOUpSApCv7w/pH6TIFOPHj2fJkiU8ffo03WO7dOnCw4cPWbVqFc7Ozvj5+fH+/XvKlStHmzZt+P777zE1Nc202KysrChXrhy2trZyJcms/p6uVasWPj4+7Nu3jwMHDuDl5UVISAjx8fGUKlWK2rVrY2pqSv/+/TExMcnSWD7Xjh07SEhIAMhwYsHAgQP58ccfgcSqC9pcuDh+/Hj69OmDra0tLi4u3Lt3j9evX5M/f34qVKhAgwYN6Ny5MwMHDtR4rOlzdO3aFT8/PzZs2MDRo0fleAoXLkyNGjUwMzNLMYluzJgx1K5dm6VLl3L+/Hlev35N6dKladiwIWPGjMHc3FxOJFEospqQlLtknVOoUCHev3+Pq6sr7du3B+Du3bt89dVXCCGIiooif/78auecOHGCHj160KhRI65evaqNsBWKFJUpU4awsDDOnz8vT+JGRkZSvHhxhBB4enrSvHlztXPc3Nzo1KkThoaGxMTEaCPszzJ+/Hi2bNmCJElUqFCBli1bsn//foQQ3LhxI9kkyZdffklAQAArVqxQypTqibJly/Lq1SsuXbqkNlgaHR1NiRIliIuLY8+ePQwePFjet2fPHoYPH06lSpXkljwK3eXr64uHhwd+fn4arXDTlxXIuZmBgUGqn8OpefToETVr1kQIodEqR10SGxtLmzZtuHbtGvv379f5Eo+Z6cyZM0BiL9KcOrB68uRJunfvjhACS0tLtdZvSd+vSVu/ffnll3rT+k2Ru6j6nAohmD9/PvPmzeP27dvJ3s/v3r1j06ZNzJ8/n4IFC3LgwIFMHXzOCr/99lumP2Zua02kj6ytrVm3bh2QscQUfbveePnyJf369ePy5csp7q9atSqHDx+mQYMG2RyZQqG5ggUL8uHDBy5evJhiIk3S76jffvuNuXPnpvg4169fp1GjRuTNmzfZghR9UKFCBYKCgrhy5UqObAUXExMjV+vJ6hXNCoVCoVDkRhn5rlUqJugwIyMj+c9JexYFBwerrT4H5BWMH/e70zdPnjwBEvs0fZx88bGYmBi5j19OKHeYU9WuXRtPT0/8/PzkxISiRYtSpUoVnjx5gouLS7LEhH///ReAEiVKZHe4n+3UqVNs3rwZIQQ///wzv/32G3ny5EmzJ9/gwYNZsmQJbm5uSmKCnnj9+jVAstf14sWLxMbGYmBgkKz0lapcrSb9RxXac+/ePcaOHcvFixc1PkefSqMrco/AwEA2bdrEhAkT6N+/P0OGDGHIkCHUqlVLo1Xz+nxtpY+tkTIqp7d+UyQXFxfH1atX1araqEqim5iYpLqCUx+oqk21bNlSnnRPqSqGqoxq69atadu2LQMGDMDHx4fy5ctna7wZoSQRZMyrV68QQqiNheibXbt2YWNjAyT2Au7Xrx9NmjTByMgoR/Vpj4+Pp0+fPnh5eaV6jL+/P127duX69evZsoJQofgUpUqVIjAwkPv376eYmHDhwgX5z2lVAImMjATQ20nvhg0bEhQUREBAQI5MTFAoFAqFQqE7lMQEHVSuXDmePHmiVu6vXLlyGBoaEhsby/Xr15MlJqhW3+rj6nIVFxcXunfvTpEiRQgICEg3MSEqKop69eoRHR2Nq6trju/Jqa9atmyJp6cnFy9eVCsj1KtXL9atW8fSpUtp3bq1XB1k3759rF69GiEErVu31lbYn2zjxo0A9OjRgz///FOjc1SJGbdu3cqyuBSZq0iRIkRERBAUFKS2XVXy6quvvkrWO001YZA3r/LVq6ueP3+OmZkZoaGh8uq2IkWKULJkyRw1kKzQXGxsLIBeTvhVrVpVntiTJIk9e/awZ88ejc7V11LSGeHr68v+/fsJDQ2lWrVqjBgxQq/aKSmt33KPd+/e8ccff7B58+ZUy8GXLFmSb7/9lrlz56oltOsLb29vhBCMHz9eo+ObNWuGlZUVK1euZM2aNSxevDiLI1RkpZcvXzJv3jwOHjxIeHg4kNgzuW/fvvz+++96lyhna2sLJLYydHNz48svv9RyRFlj3759eHl5IYTgyy+/ZM6cOTRv3px8+fJx48YNli9fzsWLF3n58iXLly/PtH7fCkVma9iwIYGBgRw4cIARI0ao7ZMkCUdHRyDxPj6tMSrVuGy5cuWyLtgsNGnSJE6cOMHmzZvp16+ftsNRKBQKhUKRgymj7DpIVebu9u3b8ra8efPK/cpS6mm3YcMGAKpUqZINEWYNBwcHJEmiX79+ySb0UmJkZMTAgQNJSEhg79692RCh4lP06NEDSZI4ePCgWlnKWbNmUahQId6+fUunTp0oU6YMRYsWZdiwYcTExGBgYMCsWbO0GPmn8fT0RAjBt99+q/E5FStWBEg2ya3QXaoy2CdOnFDbfuDAAYQQKa7WVb2++jpQkRssXLiQkJAQAMaNG8fdu3d58+YNjx8/xt/fP92fnODNmzc8f/6cJ0+epPuTG/j4+ACJbYn0kSRJcpKN6s+a/ugzLy8vmjdvTqtWreQKN0nZ2trSpEkTFi1axMaNG5kzZw5fffWVXLFJH6iq79SqVUvelidPHvnP79+/T3bOoEGDkCSJQ4cOZX2Aikxx79496tevz9KlS3n16lWqv69hYWEsW7aMBg0acO/ePW2HnWGhoaEAVK9eXd6WNCEsOjo62Tk9e/YE4OjRo1kcneJTPHv2jPLly1O+fHl5rCIlfn5+NGnSRE68Ub2nIyIi2L59O40bN5a/i/XF9evXEUKwYMGCHJuUAImJCZCYCHn58mXGjBlDvXr1qFWrFgMHDsTDw4O2bdsiSRIODg5ajlahSF2fPn2QJIkjR46wfft2tX3Lli0jICAAIQSdOnWiSJEiqT6Op6cnkFitSh/16NGDyZMnc+zYMWbOnKlXbWUUCoVCoVDoF2XZpg5q164dR48exdXVVW0VlIWFBZcuXeLQoUNYWlpibm7Ou3fv2LZtG66urggh6Nu3rxYj/zyqCd0uXbpofE7Xrl2xt7eXbwAUuqddu3YsWLCAuLg4nj9/Lq94qVy5Mg4ODowYMYLXr1/z6tUr+Zz8+fOzYcMGufWDPlFNFFStWlXjc1QDrzl9dWpO0rNnTy5evMjGjRupW7cubdq0wc7Ojtu3byOEYMCAAcnOuXr1KoBercjNbU6cOIEQglGjRsnVT3KDf//9l/Xr13Pu3LlUV+N+TB9W1Nvb26e4/ciRI3h7e6d57vv373n06BFbtmxBCJFm2VZdlVIia27h5OSEt7c3Xbp0SdYWyt/fH2traxISEtS2R0ZGMmTIEO7du6dXiSi5sfXbxyIjI/H39ycyMlKjQXQzM7NsiOrzRURE0LFjRwIDA5Ekifr162NpaUnz5s3lJMeXL1/i5eXFtm3buHHjBk+ePKFTp07cvHlTr9p15M2bl9jYWLX3cNI/BwUFyS2xVFTP7+nTp9kTpCJDTpw4QVBQEIaGhpibm6d63NChQ9Xa0FSqVIny5ctz+/ZtIiMjCQ8PZ9iwYdy4cUNvqo6pqi2pFpbkVNeuXUMIwYwZM1JswZgnTx5+++032rVrJ39G62NFF0XON3LkSBYtWsSzZ88YPXo0NjY21KhRgzt37uDr6ysfN3369FQfQ5IkDh8+jBBCL8exVFavXk2VKlWYO3cu+/fvZ8CAARq3gRs1alQ2RKhQKBQKhSJHkBQ6x8/PTxJCSAUKFJCCgoLk7bGxsVKTJk0kIYRkYGCg9iOEkKpWrSqFhYVpMfLPU7hwYcnAwEC6fPmyxudcvnxZEkJIxYoVy8LIFFkpNDRU+vvvv6XJkydLVlZW0ooVK6Rnz55pO6xPZmRkJBkYGEguLi5q21W/t7du3Up2jqOjoySEkIyNjbMrTMVnev36tVS+fPlkn8dCCKl169YpntO8eXPJwMBAmjFjRjZHm/ViYmKkoKAgKT4+XtuhfJb8+fNLBgYGkpubm7ZDyTaTJ09We/9q+mNgYKDt0NOV0u9nStdQaf0IIaQ8efJI7u7u2n46igxo06aNZGBgIK1cuTLZvhkzZkhCCKlQoULSoUOHpDdv3kgODg5SoUKFJAMDA+n333/P/oA/QdWqVZN9XsXGxsqfY0ePHk12zsGDByUhhFSwYMHsDDVLJCQkSLa2tlKjRo0y9DudJ08ebYeusTlz5sifWX/++aeUkJCQ6rEJCQnSwoUL5ePnzJmTjZF+vpo1aya7fk5ISJB/L/fv35/snN27d8u/ywrdM3bsWEkIIXXr1i3VY5ycnOT3bKlSpaSTJ0/K+6KiouTHMDAwkPbs2ZMdYWeKevXqSQYGBtLZs2e1HUqWUv1+Xrp0KdVj3r17J7+Gfn5+2RidQpExFy5ckIoVK5bq/cO4cePSPP/o0aPyuZ6entkUdeaLioqS5s6dKxUrVizHXV9FR0dLt2/flqKjo7UdikKhUCgUOVJGvmuVVg46qFq1avj5+XHz5k2KFSsmb8+bNy///vsvI0aMIG/evGqldnv27ImHh4dGLRB0lWrlZdIytOlRHRsTE5MlMSmyXqlSpfjuu+9Ys2YN69evZ9q0aXq9olxVgjZpK5b0HD9+HIB69eplSUyKzFe8eHFcXV0xMTFRK6Xcpk0buaxpUr6+vnh5eQHQuXPn7A73k719+xZnZ2ecnZ15+/Ztsv2hoaEMHDiQYsWKUb58eUqWLMmMGTNSLCGuD1TfoSmt+sqJdu3ahY2NDZIkkT9/foYOHcrSpUvZvHkzW7duTfNny5Yt2g5fI1IKrQkkDVsZ5MuXj9atW+Po6JhiexaF7nr+/DkAX3/9dbJ9R44cQQjBd999R79+/ShatCiDBg3i+++/R5KkZC16dFVubf0GiauRe/XqhZWVFdevX8+xbUoOHTqEEAJzc3N++eUXhBCpHiuE4Oeff2bIkCF62a6jYcOGANy4cUPeJoSgRYsWAKxfv17t+NjYWFasWAFAzZo1sylKRUbcuHEDIUSa1707d+6U/7x8+XK1yokFCxbkn3/+kT/rjhw5knXBZjJV5bRTp05pOZKspWqxklZp+6SrrJUxG4Uua9myJd7e3gwcOJACBQrI1wxVqlRh2bJl6VbT++OPPwD44osv9LZiQlRUFJ07d2bRokW8ffs2x15fKRQKhUKh0D79qIWXC6VWBr5kyZJs376d9evX8+DBA+Li4qhRo4ZaGVd9Vbp0aQIDA/Hz88PExESjc/z8/AByxPPPqVR9yCtUqKBx0klCQgLPnj0DkFs/6IsuXbpw5coV1q1bx+TJkzEwSDv/6/bt29jZ2SGEoEePHtkUpSIz1K1bF29vb/z9/QkKCsLY2DjNFh6qSaIOHTpkU4Sf78CBA4wZM4aKFSsmK/2dkJBA9+7duXr1qjwQERkZyapVqwgICODAgQNaiPjzNG3aFGdnZ+7fv5/jy+8C2NraAollk93c3HJcH2R/f3/5z5IkUb16dYQQnDx5Ms2JLCEEBQoUoFSpUhlKllTojpCQECAx+TGp58+f8+jRI3myN6kuXbqwcuVK7t69m21xfo7c2voNEicwVUmdVapUwdLSkoYNG1KiRIl0r7v0yePHjwEYPXq0xueMHj2avXv3yufqiw4dOnDgwAFOnDihVip77NixuLu74+7uTrt27Rg8eDDv3r1j9+7d+Pr6pvi7rNANqutGVdJJStzd3YHEhN/hw4cn2y+EYOzYsUybNk2tnLqumzFjBtu3b2fVqlUMHTqUOnXqaDsknaBMXCp0Xc2aNXFwcCAhIYGQkBAMDQ01XvylSkTSl5YzKVmxYgUXLlwA4JtvvmHChAk58vpKoVAoFAqFDshwPQaFIov07NlTMjAwkAYNGqTxOQMHDpSEEFKnTp2yMDLF51CVwU6phUFqHj58KJ+nb4KCgqQiRYpIBgYG0vjx46XY2FhJklJu5eDi4iJVqFBBEkJIpUuXliIjI7UVtkKRomHDhklCCMna2jrZvl27dsnv6yZNmkjTp09Xazd0/PhxLUT8eVxcXCQhhNShQwdth5ItSpQoIRkYGEibN2/WdijZIq2WOoqcRdXO4Pz582rbVaXfixQpIsXFxantu3btmiSEkPLly5edoX6y3Nr6TZIk6auvvpKEEFKrVq2kqKgobYeTZcqWLSsZGBhIV69e1ficq1evSkIIqUyZMlkYWeYLDAyUDAwMpLx580qPHj1S29e9e/dU388mJiZKSWYdpfoc9vHxSXG/v7+//Lr27ds31cc5c+aMJISQSpQokUWRZo179+5JtWrVkkqWLCmtW7dO7z93U6LpdZVy/aVQ6Ie6detKBgYGUs+ePfW+RWNKlFYOCoVCoVBkrYx81+pvKmcO9vvvvwPwww8/ULp0aY3OCQ8PZ+3atQDMnz8/y2LLSn379sXZ2ZmDBw/i4ODA4MGD0zx+3759HDx4ECEE/fr1y54gFZ9E+sTVEZ96njaVK1eOv//+m1GjRrF582ZOnjxJz5495f2rV69GkiTOnz/P3bt3kSQJAwMD7Ozs0iyDqc98fX3Zv38/oaGhVKtWjREjRuh1u47c5ObNmwghaNWqVbJ99vb2ADRp0oQLFy6QN29eYmNjadOmDV5eXmzbto1u3bpld8ifpXPnzsyePZu//voLKysr1qxZQ758+bQdVpaJjY0FyBXVISCxyocidyhTpgwvXrzg0aNHap9f//77L5C4CuzjahiqEtP60spF1fotPj4+xdZv1tbW7Nu3T/49F0LQs2dPNmzYoNet3yCxGooQgjlz5lCwYEFth5NlGjRowOnTp3nw4IHGn9MPHjyQz9UnX3zxBbGxsUiSlOx389ChQ/z5559s3ryZoKAgIPH3dMSIESxcuJACBQpoI2RFOlStRz58+JDi/suXL8t/btq0aaqPo/pMfvfuXeYFl0lULfxSExUVxevXr5k8eTLW1taULl1arbVBSoQQPHr0KDPDzHLr16+nbNmymXKcvo5lKRQ5garSzZQpU5QKCQqFQqFQKLKUkPRx5i+HMzAwQAjBjRs3+OqrrzQ659GjR9SsWRMhBPHx8VkcYdb48OEDderUISAggDx58jBlyhSmTJlCpUqV1I57+vQpK1euZO3atSQkJFCpUiXu3btH/vz5tRS5Ii2f8n5++PAhtWrVIk+ePPKAur7Zt28f3333HRERESn2BFZ99BYpUoRt27bRv3//7A4xU3h5eTFx4kTy5s2Ls7NzsgkdW1tbJk6cqJZkUqRIEfbv359mz1mFbvjiiy8ICQnB09OT5s2by9tjY2MpUaIEMTExbNmyBUtLS3mfnZ0dY8eOpVq1ajo7sKpKqkjNxo0b8fT0xNjYmEGDBlGnTp10B5IBRo0alVkhZov69etz584d3N3dadOmjbbDUSgyTf/+/Tly5AhmZma4ublhYGDAq1evqFGjBm/evGHhwoX89NNPaufs3LmTkSNHUq9ePbU+9/osMjIyx7V+g8T2YEFBQVy5coVGjRppO5ws4+DgwJAhQ/jmm284d+5cupMECQkJtG7dmsuXL7Nr1y6GDBmSTZFmn7CwMOLi4ihTpkyK19cK3VGxYkUCAwOxt7dnxIgRyfZPnTqVNWvWIITA2dmZrl27pvg458+fp02bNhQpUoQ3b95kddgZkhUTd/o0nqO6z89M+vLcFYqcSHV95e3tnSMT12NiYvD396datWpKUqNCoVAoFFkgI9+1SsUEhc4wNDTk4MGDmJmZ8fbtW1auXMnKlSupXLkyxsbGAAQGBvLkyRMgcWK3SJEiHDp0SElKyGECAwMBKFq0qJYj+XTm5uZ07NiR9evX4+TkhI+PD3FxcfL+evXq0adPH6ZMmaLRChNd5eTkhLe3N126dEmWlODv74+1tXWyVcqRkZEMGTKEe/fuUaZMmWyMNmtERkbi6uqKr68voaGhREdHp1ntQwjB5s2bszHCTxcWFgYkfj4n5eXlRXR0NEKIZFURatWqBSCvatRFo0eP1mggNTAwUK5GlB4hhN4lJgwYMICFCxdy6tSpXJOYEBUVBZBqosnatWvZt2+fXOHFysqK3r17Z2eIikwwatQojhw5goeHB6amprRq1QonJyciIiLIly9fipNkqp66X375ZXaHm2WKFi2KiYmJtsPIdA0bNiQoKIiAgIAcnZgwePBgTpw4wdatW+nXrx8bN27kiy++SPHYly9f8t1333Hp0iXGjBmTI5MSgByTXJMbNGzYkMDAQA4cOJDsM1eSJBwdHYHEKi+tW7dO9XEeP34MJFal0zVJE3Nzq8xc56QkGykU2tWsWTOcnJy4f/9+jkxMUCgUCoVCoTuUxIQcQrWqXN9LTjdq1IhLly5hYWHBtWvXgMTBiKTJCCpNmjRh+/bt1KlTRyuxKjJGk4GG2NhYHj16xMKFCwGoXbt2VoeVpUqVKsW8efOYN28eCQkJhIWFER8fj5GRkd7/rqq4u7unODkNsG7dOmJjYylYsCA7d+6kY8eOnDx5EktLSyIiIvj777+ZN2+eFqLOHAkJCfzxxx8sX75c4/KykiTpVWJCoUKFiIyMJDg4WG372bNnAahRo0aygWJ9KautFIyCGTNmsH37dlatWsXQoUNz/Pepk5MT/fr1o0iRIjx79ixZ8tvYsWPZtm0bkPj+uH//PidPnuTPP/9kzpw52ghZ8Yn69+/PoEGD2L9/PxcvXuTSpUvy7/yPP/6YrBpXfHy83B7M1NRUGyErMmDSpEmcOHGCzZs35+h2bvb29rRt25abN29y9OhRqlevTpcuXWjWrBlly5ZFCMHLly/x8vLCxcWF9+/f06xZM9q2bZtmZSB9S6LLiVTXUc2aNdP4uikmJkZuf2BmZpZlsWWWPn36cPz4cY4cOcL27dsZOXKkvG/ZsmUEBAQghKBTp05ptrPz9PQEdPO+cOvWrdoOQatOnz6t7RC0ztfXFw8PD/z8/IiMjEy34oM+3Qcqcp8pU6bg5OSEjY0N5ubmSrKQQqFQKBSKLKO0ctBBn1L6fs+ePQwfPpwKFSrw9OnTLI4we/z7778cPXqUa9euERoaCkDp0qUxMTGhd+/edOzYUcsRKlLycV9Y1UfMp9zULFmyhBkzZmRKXIqs8eWXXxIQEMC///5Lhw4d1PbVrFkTPz8/pkyZwooVK+TtM2bMYOXKlbRs2ZLz589nd8iZZtSoUezcuVPuh1yqVCmCg4MRQlCxYkXCw8N5+/YtkPj+T9pX1t/fX5uha6xJkyb4+Pgwe/ZsFi1aJG9v0aIF3t7ejB07lk2bNqmd4+LiQrdu3ahSpYrOPk/V6rvMVqVKlSx53Kx0//59evfuTUhICH/++SfDhg3T+/7zqZk0aRLr169nxIgRbN++XW3fuXPnMDMzQwhBoUKFqFWrFnfv3iU6Opo8efJw7do16tevr6XIFZ8iISGB9evX4+DgQFBQEMbGxlhaWjJmzJhkx6raOADcunWLunXrZne4igyaMmUKa9euZfr06fz111/Jrj9zgo/LpKuSG1OS1r6khBBqFbwU2mFgYICBgQHXr1/PcOtGAwMDvXgNo6KiqFu3Ls+ePQOgadOm1KhRgzt37uDr6yu/Z11cXFK9r5ckicqVK/PixQt+++035s6dm51PQSOf8loq9N+9e/cYO3YsFy9e1Pgc1XteaVeh0GWLFy/m559/ZvDgwdja2iariqnPlFYOCoVCoVBkLaWVg55JbUXLkSNH8Pb2TvPc9+/f8+jRI7Zs2YIQgmbNmmVFiFrRuXNnpQe9Hkot1ymjOVDm5uZMnTo1EyLKXh06dEAIwZYtWzSepHzx4gUWFhYIITh16lQWR5i5QkJCgMTqEEk9f/6cR48eIYTA3NxcbV+XLl1YuXIld+/ezbY4M9vJkyfZsWMHQghGjx7N8uXLef78OV9//TXw38T3vXv32LBhA+vWraNkyZIcPnxYr1ald+7cmWvXrrF+/XratGlDmzZt2Lp1K15eXgghUixxf/36dQDKly+f3eFqTB8TCLJC9erVgcTJg9evXzN58mSsra3VkmhSI4Tg0aNH2RFmprl48SJCCNq3b59s38aNG4HE962npycVK1bk6dOnmJqa8uzZM2xtbTVu66HQDQYGBkyaNIlJkyale+yIESNSbO+gC37//Xf5z/Pnz09x+6dI+lj6aPXq1VSpUoW5c+eyf/9+BgwYQK1atdL97AL9qhjw8fVzWtfT+rze4OPk1ozQx+tn+PTXS19e50KFCrFnzx66detGZGQk3t7e8tiG6jmMHTs2zcUGzs7OPH/+XK6soKv05TVRZI7nz59jZmZGaGio/NoXKVKEkiVLYmBgoOXoFIpPp7q2bN68OQ4ODjg7O9O5c2eNr6/0/dpSoVAoFApF9lEqJuiAlFbDQMZWmEuShIGBAadOnaJt27aZHqOuePXqFUIIpb+oDvvtt9+S/b8Qgu+//56yZcumep4QggIFCmBsbEyrVq30tsfzp1Q8Ua2A0scVFAUKFCA2NhYPDw9atWolb1dVcSlcuDCvX79WW8no4+ODiYkJefPm5cOHD9oI+7MNHTqUffv2Ub9+fXki/tatWzRo0CDF19HJyYkBAwZQqVIlrl27RvHixbURdoYFBgZSt25dIiMj1bZLksRXX33FjRs3kn1XtW/fnrNnz2JlZYWNjU12hqvIoM8ZPNXHz6vKlSvz/Plzzp49m6yfddmyZXn16hX/+9//+PHHH+Xty5Yt48cff1T7XVcoslPS+4Skv3Mf3z9klL79/n4sOjqaRYsWsWbNGrk6kSb0qWJAbqruo3o/pzU08fH7Pek9s769nz/lfuHBgwfUrl1b766fHzx4wM8//4yzszPR0dFA4ntw8uTJTJs2Lc3PsW+++YbLly9jbGzM8+fPsyvkDPmU11Kh33744Qf+/vtvhBB8++23zJw5k1q1amk7LIXis2WkUlNKdP27WKmYoFAoFApF1lIqJuihlAZhNM0ZMTQ0pFmzZsyZMydHJiW8fPmSefPmcfDgQcLDwwEoVqwYffv25ffff6dy5cpajlCR1IIFC9T+X5WoMHHiRGWwJgcqU6YML1684NGjR2qJCf/++y+QOKD4cXnlmJgYAL0uC6haeT1x4kSNju/duzeWlpZs3bqVNWvWMG/evCyOMHMYGxvj5OTE0KFDCQwMlLdXr16d/fv3JxuoePToER4eHgA6vbItNbmt4omlpaW2Q8hWqgovRYsWVdt+69YtQkNDEULQt29ftX1NmzYFsm6CUKHQRGZVo8opoqKi6NKli9x7Pqf+O+hiAkFWUbXSScu7d+94+PAhr1+/RghBrVq1MDY2zqYItU/1PaQvya0qNWvWxMHBgYSEBEJCQjA0NNS4ZZTquipvXmXYSqE7Tpw4gRCCUaNGyRW3FIqcIiOVmhQKhUKhUCg+lXKHpwOS9uCWJInq1asjhODkyZPUrFkz1fNUK8xLlSqld31Vnz17RvPmzQGYN28eVlZWKR7n5+eHmZkZgYGBahfEERERbN++HScnJ06dOkWjRo2yI2zFJ9i6dSsAFStW1HIkuuvdu3cAepm13bRpU44cOcLmzZsZMWIEBgYGvHr1ioMHDyKESLE8q6r8e7ly5bI73EwTHBwMoLY6Junn8Pv378mfP7/aOYMGDWLLli0cOnRIbxITANq0aYO/vz/nz5+X+7SbmpqmOEgcGBgoP7cuXbpkd6ifzd3dHSGE/DupiejoaPk8faP6fM4tVL+jYWFhatvPnTsHJCZa1a5dW22favJElVClz65evYqrqys3btyQ/w2MjIyoX78+nTp1okmTJlqOMGucOnUKOzs7PD09CQoKIiYmJlkv8LNnz3Lz5k2KFSuGhYWFFqNNLiEhIUPbc4MVK1Zw4cIFIDEBcsKECTRs2JASJUooZbT1lLu7u8bHOjs7Y21tTVhYGJs3b05WAUcXPXnyJMXtgYGBFClSJM1zVa0b582bhxCCevXqZUWIWc7AwCDD1/6FCxfOomgUik/34sULQL/aAikUmsjN15YKhUKhUCiyl5KYoANSWw1Tvnz5HLtS5sSJEwQFBWFoaJis/3xSQ4cOlW/8ACpVqkT58uW5ffs2kZGRhIeHM2zYMG7cuKGspNBRuW1F7qc4fvw4oJ/JG6NGjeLIkSN4eHhgampKq1atcHJyIiIignz58qXYs1s1maCv7TqSStpWJukq7ODgYCpVqqR2rKqVSUBAQLbElpkMDQ1p3759useZmppiamqaDREpFBlXoUIFHj58iI+PD+3atZO3Hzt2DCEEbdq0SXZOREQEAKVLl86uMDPd1atX+eGHH/Dy8kr1mJ9//pmmTZuybt06uUqEvouKisLS0pKDBw8CabdKy5MnD5MmTUIIQYsWLdJMDFZo365duxBC0L17dxwdHZVkhFymR48emJiYYGJiQv/+/bl27RoVKlTQdlhpqlatWrJtkiR9UhKnMhmqUGhXyZIlCQ4O1uvqfwqFQqFQKBQKhTYpM7k6KDdkqapKr7Zv355SpUqleMzRo0fx9vZGCEHJkiXZtWuXPHgTHR3NpEmT2Lp1K/fv3+fAgQMMGTIk274E61cAAQAASURBVOJXKFTGjh2b4va5c+emO1ihWgHl5eWFEEIvW7H079+fQYMGsX//fi5evMilS5fkyZ8ff/wx2eR8fHy8XE1Bnyewy5Urx5MnT9RWXpcrVw5DQ0NiY2O5fv16sueuKsGbE1ZeK/6jzxVPcps2bdrw4MEDbGxssLCwoHTp0nh5eXHixAkAunbtmuycO3fuAPDFF19ka6yZZf/+/VhYWBAbGyt/NhsaGspJVWFhYXKvci8vL1q3bs2OHTsYPHiw1mLOLObm5hw/fhxJkmjevDlmZmYsW7YsxWNbt25N/fr1uXXrFgcOHOCnn37K5mgVGaFK8JsyZYqSlJBLffHFF0ybNo3Zs2ezZMkSVq9ere2Q0pQZ7VgKFCiAtbV1qvceCoUiezRt2hRnZ2fu379P48aNtR2OQqFQKBQKhUKhd5TEBIVW3LhxAyEEnTt3TvWYnTt3yn9evny52oqSggUL8s8//+Dt7c3Nmzc5cuSIkpig0Ao7O7tkqy8lSeLIkSMana8akDQyMmLOnDmZHl922LNnD+vXr8fBwUEu9W9pacmYMWNSPPbly5cA9OzZM7tDzTQNGjTgyZMn3L59W64kkDdvXho3bszly5fZunVrsue3YcMGIHf1jM4N9Lniyceio6O5cuUKQUFBREVF0a9fP4oVK6btsDLNDz/8gJ2dHf7+/lSvXp1atWpx+/Zt4uLiMDIySvE6ws3NDSGEWtl/fXHv3j1GjhzJhw8fyJs3L+PHj2fs2LE0atRIbmsRHx+Pr68vmzdvZtOmTcTGxjJq1CgaNGhAnTp1tPwMPt2BAwdwdnZGCMHGjRsZN24cQKqJCQADBgzg5s2bnDlzRi8SEzp06IAQgi1btmj8vfLixQssLCwQQsi92/VRyZIlCQoK0utKJhlx584dNm7ciIeHB35+fkRGRqabyC6EIC4uLpsi1A5VguuxY8d0PjHh49ZJY8aMQQjBH3/8kWa1B1XrRmNjYxo3bpxu2weF9owZMyZTWk/o++dzbmBtbc2xY8fYuHGjMgalUCgUCgB+/fVXfvvtNyBjiacKhUKRWymJCXrmwoULODg48PDhQ4QQVK9enb59+2pUYluXqFY6NWzYMNVjVL1GixcvzvDhw5PtF0IwduxYpk2bhq+vb1aEqVCkq3LlymqJCY8fP0YIgbGxMfny5Uv1vKQDja1atcLKyory5ctnR8iZzsDAgEmTJjFp0qR0jx0xYkSK7R30Tbt27Th69Ciurq5MnDhR3m5hYcGlS5c4dOgQlpaWmJub8+7dO7Zt24arqytCCPr27avFyFNnb2+f5v6cWDo4t1c8UXn69Ck///wzDg4OxMbGytubNm2qNiG/efNmbG1tKV68OC4uLimWxNdlJiYmLF26lFmzZvH27VuuXr0KQL58+di0aZNaOxZIbONw7NgxALXWD/rir7/+4v379xQoUABnZ+cUn0OePHnkkujm5uZ0796d9+/fs2TJErZs2ZL9QWeSbdu2AYmfyaqkhPQ0adIE+K9Khq5zd3dHCCFXbdFEdHS0fJ4+a9asGU5OTrliterixYuZP38+8fHxyiDnRwwNDQHU2v7pqo9b26mSd/v166eXiW+K5Ly9vT/7MSRJ0vvP59ygc+fOzJ49m7/++gsrKyvWrFmT5n2/QqGPTp06hZ2dHZ6engQFBRETE8P169fVvrPOnj3LzZs3KVasGBYWFlqMVqGL3N3d1eYqzM3N2bt3b5rnjB49Wr6PU657c5aAgIAUW5ulpW/fvhw+fDhrAlIoFFqnJCZoWXR0NH/88QcAbdu2TbGMMCSuaBs3blyKE0dr166lX79+7Nq1i/z582dpvJnlzZs3QOo9mwMCAnj58iVCCMzMzFK90VMNRurDgJQiZ1Il2aioSgq7uLgoA405WP/+/Zk5cyYnTpzg5cuXlCtXDoDvvvuOrVu3cvXqVXbs2MGOHTvUzqtcuTKzZ8/WRsjpGj16dKqDoUKIHJmYoFQ8gUuXLtGzZ0/Cw8PVbv5Tei/07t2biRMnEhsbi4uLS6rXLLps2rRpdOrUif3798sVXoYNG0bt2rWTHevu7k6zZs0A6NWrV3aH+tlUyVBTp07VKLGibdu2TJ06lcWLF+Pq6pr1AWYhVSuwjKxkNDY2BiAkJCSrwlJkkilTpuDk5ISNjQ3m5uY5diLPwcGBn3/+GUi8vmzTpg0NGzakRIkSSgsL4Ny5cwAUKlRIy5Fk3OnTpwEyPECr0F3KBEruYW9vT926dWnVqhUbN27EycmJQYMGUadOHY0+j3LiPZUi54iKisLS0pKDBw8C/322pXStlSdPHiZNmoQQghYtWlCzZs1sjTWrxe5fpe0QslS+QVOz9e9zcHBg7ty5NGjQIFv/3s+RNLni9OnTerlYQaFQKHSVkpigZadPn2bx4sUIIRgwYECqx82ePVvOGkzJ4cOHGT9+fLorXnWF6qJW1df4Y5cvX5b/3LRp01QfR7WiNSOrxRSKrGRmZoYQIlNKeSp0V7Vq1fDz8yM+Pl6t1H3evHn5999/sba2Zt++ffLqcyEEPXv2ZMOGDZQsWVJbYafp4+ofuUFur3jy+vVr+vbtS1hYGMbGxsybN482bdqkOlhQtmxZunfvjqOjI8eOHdPLxARIbMWiyYBI3759dbbCiSZUE+w9evTQ+JyePXuyePFivZ+cf/XqFUCGfi9VE73plcjXZ6rr5QIFCmg5ks/Tvn17Fi5cyM8//8zQoUOxtbVNt8qNPlK1J6hQoQLOzs56NZCb1Tw9Pfn9998RQtC8eXNth5Nh+lxlSZGymzdvKknpucTHydyBgYGsXbtWo3NzarK3IucwNzfn+PHjSJJE8+bNMTMzS7UVWuvWralfvz63bt3iwIEDetEKTaE9kiSxYMECOelFkXv17duXP//8M93jclJbUYVCkZySmKBlZ86cAaBOnTqpTsA/ePCA1atXyzc/Q4YMYfz48ZQvXx4vLy/mzp3LkydP2LlzJ9OmTdOLkqalSpUiMDCQ+/fvy6sRk7pw4YL855T2q0RGRgL6P8CqyDlULUhyo9xW7q9q1aopbi9ZsiTbt29n/fr1PHjwgLi4OGrUqIGRkVH2BphBH1f/yA1ye8WTNWvWEBwcTOnSpfH09KRy5crpntOpUyeOHDmilkCo0E1lypTh+fPnGbpGUlXeSq2ilb4oXrw4r1694sWLFzRq1Eijc/z9/QH9f+5pOX78OAAVK1bUciSf5/fffwegefPmODg44OzsTOfOnalVq5ZGq1Xnz5+f1SFmiuvXryOE4I8//sjxSQmq1zQtCQkJhIeH4+3tzaVLl0hISEAIwbRp07IhwswVHx/P+fPngcTWhsWLF0/z+NevX3P9+nUA2rRpk+sSSRUKXaNUyFDkRAcOHMDZ2RkhBBs3bpTboaWWmAAwYMAAbt68yZkzZ5TEBEWqSpcuTWhoKIcOHeLatWt6MW+hyDolSpSgfv362g5DoVBomZKYoGVXrlxBCEHv3r1TPWbz5s3Ex8cjhGDcuHHY2trK+2rXrk2bNm34+uuvefv2LTt37tSLL/iGDRsSGBjIgQMHkvWblyQJR0dHIHH1cevWrVN9nMePHwPIZdQVCkX2U8r9paxo0aKYmJhoOwxFBnxqxZNr165hb2/PypUrsyiyrOHk5IQQgunTp2uUlABQr149AB49epSVoSkyQevWrdm3bx9eXl5pVp9KSpVwYmpqmpWhZblatWrh6emJr6+vxhUjVP0rdfU6euzYsSlunzt3brrVAt6/f8+jR4/w8vJCCKH3q7V//fVX+RpDCMG7d+80bsED+pOYoKrco2lyjT5L+ppqQpIk8ubNy5IlS+jcuXMWRpY1Dh8+zODBgylVqpR8P5sWQ0NDBgwYQHh4OEeOHNHL9kIKRU6hSmRUKHIaVZVeCwsLOSkhPU2aNAHgzp07WRaXQv9ZW1uzcOFC3r9/z/z583FyctJ2SAqFQqHQMqU5pZapBvZbtGiR6jGq1U0GBgb8+uuvyfZXqVKFb7/9FkmS8PT0zJI4M1ufPn3kPt7bt29X27ds2TICAgIQQtCpUyeKFCmS6uOonm9KvaEVCkX2MDc35+DBg0iSRLNmzZg5c2aqx6rK/UFiRn5OFh4eTkhIiLKiRo+4u7tz+vRpqlSpku6xgYGBLF26lK+//pqmTZuyZs2abIgwcz18+BBITMjQlKoVyZs3b7IkJkXmmT59Onny5GHRokUatWYIDg7mf//7H/ny5dPLFchJ9ezZE0mSWLt2LTExMeke7+HhwZ49e9JNFtYmOzs7tm3bJv8A8rV00u0p/ezZs4fLly8jSRIlS5Zkzpw5Wn42n0+SJPnn4/9P70df1KpVC/ivNUlOp8nrVrRoUb7++musra3x8fFh6tSp2g36Ex06dAiAwYMHa1Tlo1ChQgwZMgRJknL89bNCoeuqVKnyWT8Kha7y9vZGCMGQIUM0PsfY2BhA79vAKbJWpUqVmDBhAgBHjx797OqLISEhzJ07l8aNG1OiRAkKFChA1apVGTlyJOfOnUvz3KpVqyKEYPTo0UDigtHRo0dTrVo18ufPjxBCnpNo3769fF779u0RQqj92NnZpfr3xMTEsHTpUkxMTChatChFixalefPm2NjYEBcXl+5zjImJwcbGho4dO/LFF19gaGhI2bJl6dSpE5s3b07zMTR5jqkde+/ePcaPH0/VqlXJnz8/5cqVo3///ly8eDHdmLPDx/GmRtV2KaVKt6rXN+lrePDgQXr06EH58uXJmzcv7dq1S3aek5MTgwYNomLFiuTPn59SpUrRsmVLFi9ezNu3b1ONxc7OTv77AgICeP/+PcuWLcPExITixYtTrFgxWrRowfr164mPj0/33yA+Pp5t27bRq1cvypcvL8diamrKihUriI6OTvcxFApdoFRM0DLVxVtqJVXfvHnDzZs3EULQtGlT+aLvYx06dGDVqlXyJIOuGzlyJIsWLeLZs2eMHj0aGxsbatSowZ07d/D19ZWPmz59eqqPIUkShw8fRgjBN998kx1hKxSy6tWrA4kr9ZKuHFZt/xQfP5Y+yG3l/uLi4rh79y7v37+ncuXKlClTRm1/TEwMixYtYsuWLQQGBgJQsGBBunXrxm+//SavNlfop+joaA4ePIi9vT1ubm5yL3pJkvSyrLJqwla1KlcTqh71BQsWzJKYFJmnWbNm2Nra8v3339OiRQtWrFhBnz595JYlKgkJCTg5OTF9+nRCQkLYsGGDXvZsT2rixIksX76cly9fMmjQIOzt7VNspxMXF8fWrVuZOXMmCQkJVKpUKd1BDm2pXLmy2ufM48ePEUJgbGyc5u+wEIICBQpgbGxMq1atsLKyonz58tkRcpZRffbmdJaWlly6dInDhw/TsWNHbYeTpXLLa6qiql7SoUMHjc/p0KEDGzZs0JmBYYVCoVDkLKpEyIxcJ6ruK3Lb97gi4+bMmcM///xDdHQ08+bN4+TJk5/0OC4uLgwePDjZQonHjx/z+PFjduzYwcSJE1mzZk2y+96P/f3330yePFmjRIGMePnyJd26dcPHx0dtu5eXF15eXri4uHD48OFU4/P19aVv377JqmqFhIRw6tQpTp06ha2tLU5OTulWkM7Iczx06BAWFhZERUXJ24KDgzl8+DBOTk7s3LkzQ4lL+kCSJEaNGpVs0WxSMTExDB8+XE4sVgkLC+PixYtcvHiRtWvXcuzYsXQr3YWHhzNo0CCuXLmitv3y5ctcvnyZvXv3cuzYsVQX6T558oQ+ffqozZ2pYjl//jznz59nw4YNHDt2TE5yVyh0lZKYoGUfPnwAEsszpuTKlSvyhEfLli1TfZwKFSoA+rOCsVChQuzZs4du3boRGRmJt7c33t7ewH9l4MeOHZvmIJyzszPPnz+XKysoFNlJ1Zv+48nIj3vWZ4Q+TmzmlnJ/kiSxYMEC1qxZQ2RkpLy9ZcuWrFy5kmbNmvHhwwe6du0qZ2irPsuioqI4dOgQx48fx9HRUe8nF968eUNkZKRGmbyatgfQdadPn8be3p6DBw/KmdCq19fY2Jj+/fszcOBAbYb4ScqWLcuzZ8/w9/enWbNmGp2jurnW94nN3EBV+v+rr77C19eXgQMHUrJkSRo3bkzZsmURQvDy5Ut8fHwICwsDElttnTt3LtWVJkIINm/enG3P4VMVK1aMvXv30qNHD44fP06lSpXU2hf8+OOPfPjwAW9vbyIiIpAkiQIFCrBv374MJepkp4+vL1QDWS4uLnz11VdaiEiR1b799lt2797Nxo0b6dKli85W81Bk3NOnTwGoVq2axueoVnypzlUoFAqFIjMVL16cV69e8eLFC43bSKlam5QuXToLI1PkBMbGxlhZWbFixQpcXFw4d+5chtsH+vj40Lt3bz58+EC+fPmYNGkSffr0oXDhwly7do3Fixfj7+/PunXrKFy4MH/99Veqj+Xl5cWOHTuoVKkSM2fOpGnTpsTFxeHh4UGFChW4ceMGXl5e8j31li1bko2ZpLbIdMCAAdy+fRtra2t69+6NkZER9+7d448//uDOnTs4OTmxadMmvvvuu2TnPnz4kLZt2xIREUGxYsWYOHEizZs3p1KlSrx69QpHR0dsbW3x8vKib9++eHh4pHr/mtZz/NiNGzfYu3cvxsbGzJgxg6ZNmyJJEidPnmTx4sXExMQwYcIEOnTokGyBlj5btWoV169fp02bNlhZWVGrVi1ev36tdu9taWkpJyU0bNiQGTNmULduXcLCwtizZw92dna8ePGCjh07cv36dXmOLiXfffcdV65cYciQIVhaWlK2bFnu37/PypUr8fLy4uzZs4wcOTJZEgQkJo+Zmpry9OlT8ufPz/jx42nbti1Vq1bl7du3uLi4sHr1ah4+fEj37t25evUqxYsXz/R/M4UisyiJCVpWtGhRXr9+TWBgIA0bNky2P+mKCNVkXkr0MTu1ZcuWeHt78/PPP+Ps7CyXmqlSpQqTJ09Ot4zwH3/8AcAXX3yhVEzQE76+vnh4eODn56fRxKYuT4BYWlpmaHtOlVvK/Y0ZM0bOoE1aBvrChQt069aNS5cusX79evkC38jIiJo1axIXF8ft27eJjo4mOjqaESNGcO/ePb27OPz3339Zv349586dkycw0yOEyPTM8+x09+5d7O3t2blzJ8+ePQP+e+0rVqzIwIEDGTRoEK1atdLLpCJIbCP17Nkzjh8/jrm5ebrHS5LEpk2bEELQpk2bbIhQ8TlUJQMh8fdRkiTCwsJwc3NTO071vhZC4Ovrmyz7Pulxuvy9/LGOHTvi5uaGhYUFjx8/5sSJE/K/h6pNmuq5V6pUiX379ulVpQgzMzMMDAwoXLiwtkNRZJF8+fJx5MgRLC0t6d+/P0OGDGHIkCHUqlVLo/L/OSU5MCfLSGsR1bH6fG2lUCgUCt1Vq1YtPD098fX1pUePHhqdc/jwYQAaN26chZEpcorZs2dja2vLu3fvmD9/frL70vRMmDCBDx8+kCdPHo4ePUqXLl3kfc2aNWPw4MGYmppy+/Ztli1bxqhRo1KtWnr79m0aNGjA2bNnKVGihLy9devWANSvX5/Q0FB5e7Vq1eS2tOlRVUVI2g7AxMSErl278tVXX/Hy5UvWr1+fYmKCpaUlERERNG7cGBcXl2RJP126dKFXr1707NmTS5cuYWdnx/jx4z/pOSZ19epVmjRpgpubG8WKFZO3f/PNN9SoUQMLCwvevHnDjh07Prvt4+vXr7l582a6x1WrVi3L73WvX7/OqFGj1MZOkjp27Bj79u0DEscXnJ2d1RYXd+nShZYtWzJhwgTCwsKYPn06e/fuTfXv8/LyYtGiRWqtFZs0acLgwYPp1asXJ0+e5PDhwzg7Oyf7HLa2tubp06dUqVKF06dPJ0twbteuHYMHD6ZNmzb4+fmxZMkSFi5c+En/LgpFdlASE7SsRo0aeHt7c/bsWbp165Zs/7///iv/uVWrVqk+zsuXL4H/ej/ri5o1a+Lg4EBCQgIhISEYGhpq/BxOnToFQN68yttY1927d4+xY8dmqPSork+AbN26NUPbc6rcUO5PtVpeCEH+/Pnp2bMn1apV4/Hjxxw9epTXr1+zcuVKdu/eTb58+Vi3bh3ffvutfFEbHR3NggULWLZsGSEhIdjZ2TFlyhQtPyvNWVtbs27dOiBjA+j66NWrV+zevRt7e3u5tJrqOZcoUYLXr18jhGDZsmUaTeTruhEjRrB//3527tzJlClT0l0ZM2PGDHx9fRFC5LokLH30cen/3Kh169Y8ePCA3bt34+TkhLe3N8HBwcTHx1OqVCkaN25Mnz59sLS0TLV6ma4aM2YMQgiCgoKUntU5WIkSJbC2tubixYvs2bOHPXv2aHSevicHpubRo0eEhoZStWrVdEvX6rIyZcrw7Nkz7t69S9OmTTU65+7du4CyKlXXqFYLp7U6TpFznT59msOHD+Pr60toaCjR0dFp3i/pY+tGRe7Rs2dPLly4wNq1a5k2bRoFChRI83gPDw/27NmDEEKp6qTQSNmyZZk0aRJ//fUXp0+f5vTp07Rv316jcy9fvoyXlxcA48ePV0tKUClZsiQbN27E1NSUhIQE1q9fL49lpWTdunVqE/aZZfLkyWpJCSpGRkaMGTOGxYsXc+PGDSIiItQWLXl4eHDhwgUgsTptatd83bp1Y9CgQezbty/NxATI2HPcsmWLWlKCyvDhw/nxxx958eIFHh4en52YcOTIEY4cOZLucadPn07x3zEzlShRAhsbm1THTVTvn3z58rF169YUxwzGjx/Pvn37cHV15eDBgwQGBqbaiv3rr79OsaVx3rx5+eeff6hevTqxsbGsX79eLTEhICBATniwsbFJtepa48aNmThxIkuWLMHOzk5JTFDoNGVGV8vatm2Ll5cXf//9N5MmTVKb3Lt+/TpnzpxBCEGtWrXSLPWomkD5nP722mRgYJDhwSVlhZh+eP78OWZmZoSGhso36UWKFKFkyZLp9vtS6L7cUO5PlWxStmxZ3NzcqFu3rrzv7t27dOjQgY0bN5KQkMCsWbOStbQoWLAgS5Ys4caNG5w8eZJjx47pTWLCrl27sLGxAaBAgQL069ePJk2aYGRklGN+f2NjY3FycsLe3p4TJ04QGxsrf1YZGhrSo0cPLCws6NmzJwULFtRytJmrb9++tG/fntOnT9OxY0f+/PNPtZYUcXFxvHjxgvPnz7NmzRouXLiAEIIBAwakmSyp0A2f01pIn9jb2wPQr1+/FAdS8ubNy8iRIxk5cmR2h5alVIkJu3fvpkWLFtoOR2tOnTqFnZ0dnp6eBAUFERMTw/Xr19XaW5w9e5abN29SrFgxLCwstBhtxk2dOpW1a9cCOTs5MDg4mP379wOJSXMfV5Z6+PAhQ4YMkdsJCSHo27cv//zzj94l5kPiqr6nT59ib2+v8XtStZLLxMQki6NTZISSGJY7BQcHM3ToUM6cOQOk/vmsqliV9P8VCl01ceJEli9fzsuXLxk0aBD29vYYGRklOy4uLo6tW7cyc+ZMEhISqFSpEqNHj87+gBV6adasWaxfv57IyEjmzZuXagvBj7m6usp//vbbb1M9rnXr1tStW5c7d+6onfOxSpUqZVkVyBEjRqS6T1UNW5Ik/P391cZRHR0dAahduzYNGjRI8+8wMzNj3759eHl5ERcXl+KizYw8xwYNGvD111+nuE8IQePGjXnx4gV+fn4aPZ6+6N27N0WLFk1xX1xcnPw936VLFypVqpTq44wfPx5XV1fi4uJwd3dn2LBhKR5naWmZ6rVAxYoV6dKlC8eOHcPd3Z34+Hjy5MkDJFZuiI+Pp1ChQnTv3j3N52RmZsaSJUt48eIFT548UaroKXSWkpigZePHj2fVqlVERETQsmVLfvrpJ2rUqMGdO3dYtGiRvGo8vd7tLi4uykCFQictXLiQkJAQ+X08c+ZMatWqpe2wFJkkN5T7u3TpEkIIpk2bppaUAFCnTh2mTZvG7NmzEUKkOfFlaWnJyZMnuXXrVlaHnGlsbW2BxBsaNzc3vvzySy1HlHkuXryIvb09+/btIzw8HPivUkvr1q2xsLDA3NxcLyc8MuLAgQN07NiRa9euMWnSJCZNmiTfKH38OypJEt988w12dnZaiFShSNno0aP5P3v3HRXVuT18/HtAEUHFimLvxt7F3nshFtSoiC32lqjRqDex5f5iYoslGhtSjAVjRewFJagoCog19g6oWKjS5v3Dd+ZCaEOdAfZnLdfCOc9z2APDzCn72VtRFJo0aRLvZrTa69ev2bBhA4qi8MMPP+ggwsxhZmbGx48fqVatmq5D0YmwsDBGjBjBvn37gPgtSf7N0NBQ895maWmZbX5m27dvZ82aNcDn9n/9+vWjfv36FC5cOMckB6rt27ePKVOmUK1aNSZNmhRv26dPn+jRowcPHz7U/J5VKhUHDhzg9evXnD9/Xhchp4u1tTX79u3j9OnTrFixgpkzZyY7fsWKFZw5cwZFURg4cGAWRSmESExUVBQ9evTAx8cHlUpFgwYNKFOmDK6uriiKgo2NDUFBQVy7do1Xr15prtNpWwJcCF0pVKgQu3fvpmfPnhw9epRy5crRrl07zfbZs2cTGRmJl5cXHz58QKVSYWxsjLOzc5I97oX4t2LFivHNN9+wZMkSPDw8OH78ON26dUtxnrr0v5GRUYqLoiwtLbl9+zb37t0jMjIy0VXuSd2EzwhffPFFktviJvsEBwfH2+bl5QV8rjqsbSJbVFQUQUFBmJubJ9iWmueYXMzwv7j/HXNajBgxQm+uKSX3M3r48CFhYWEAKS4EiLs9uTYVTZs2TXY/zZo1w9XVldDQUB4+fKg5b1W/NsLCwlJVOdzf318SE4TeksQEHatWrRrz589n0aJFPH/+nClTpiQYU7VqVSZPnpzkPh48eICHhweKosQ7aBRCH6h7Otva2rJp0yZdhyMyWG4o9/fy5UsAWrRokej2uI9XrVo1yf2oDyiDgoIyMLrMdf36dRRFYcGCBTkqKQE+t0eKu4qpRo0a2NjYMGzYMCpWrKjb4LJQ4cKFuXjxIosWLWL9+vV8+PAh0XEmJiZMmTKFxYsXZ4uS9wYGBhgYGCRYOS1yn8DAQBYuXJjjEhMqVaqEr6+vJrEqtxk0aBBHjx5FpVLRrFkz2rZty/LlyxMd26pVK+rUqcPNmzfZu3dvouUz9ZG6UsIXX3zB2bNns3XrgpSok+z79euXYJu9vT0PHjxAURSsrKzo1KkTp06dwsXFBQ8PD3bv3s3gwYN1EHXaDR48mF9++QVfX19mz57NxYsX+eabb2jevLnmYmN0dDQXL17kt99+48CBAyiKQp06dbJd1Q8hchp7e3u8vb1RFIVt27YxYsQIbt68iaurK/C5/LbagQMHmDJlCrdu3eL777+PV5lMCH3UqVMnzpw5g42NDU+ePNFczwM4evQo8L9k0HLlyuHs7EyzZs10Fq/InmbMmMHatWt5//49CxYs0CoxQX0drWjRoinemC1VqhTw+bX67t27RI+hM3MBiomJSZLb4iYXx8TExNsWGBiYpu+nvnn+b6l5jsnFDP+L+98xZ3fJ/YziXrtNLPEjLvVr7t/z/i2l/cR9rcbdT0a/NoTQB5KYoAcWLFhAvnz5WLx4MREREfG21atXj7179yZ7s+/XX38FPmcNJtZjSQhdUt/UtbW11XEkWS82NpZbt27x8OFDgoODtTqAy24/p9xQ7i80NBRFURJ9XkC8fm358uVLcj/q9/HIyMgMjS8zRUVFAdmnukVaFCxYkDVr1jBixAhdh6IzRkZG/Pe//2XevHmcO3cOLy8vAgMDiYmJoVixYjRs2JDOnTsnKK2t73Jy2fP0iI6O1tzMLlKkSKoy7oX+6NevHz4+Pri4uNCxY0ddh5Ol9u7dy5EjR1AUhU2bNmkqyyWVmADQv39/bty4wblz57JNYsKdO3dQFIWFCxfm6KQE+LwyDKB58+YJtu3YsQOAjh07aqpuTZ06la5du3Lq1Cl27dqV7RITFEVh//79tGrVilevXrF//372799P3rx5NcebQUFBmuMwlUpF6dKlOXjwoJSCF0LH9u7dC3zu8Z3S+UPfvn2pW7cuTZo0YeTIkdSrVy/bVO0RuVerVq24d+8eu3bt4tChQ4meG1pZWTFixIhskbAu9E/hwoWZMWMGP/74I56enhw+fJjevXtrNTejjoPUJfL1ifqacf369dm+fbvW88qUKZPo4/r4HPWNtj+jjHrdpXU/6tdG8eLFOXv2rNbzkmsLL4SuyZVIPfH9998zduxYTpw4wdOnTzEyMqJRo0a0bds2xTetJk2aUK9ePczNzZPsiyOErhQpUoTAwMB4N29zuvDwcH766Sc2b97M27dvtZ6nriyRneSmcn9JvRfn5AvEFStW5Pbt24SEhOg6lEyhUqkICQlh9OjRrF69GhsbG4YMGYKFhYWuQ8sSjo6OwOdqEZaWlpiamtKzZ0+t27KI7OP27dusX7+eU6dOce/evXhl76tVq0aXLl2YMGGCVJfIRqZPn46dnR0bNmygd+/edOrUSdchZRn1alQbG5sU292pqfu53r59O9Piymjq46Tc0ALt9evXwOfeqnGFh4dz6dIlFEVh3Lhx8baNHj2aU6dOce3atSyLMyNVrFgRb29vJkyYwMGDB1GpVERGRuLv7x9vnKIo9O/fn/Xr16e4ykoIkfl8fX01LRsSo24Np1alShWmT5/O4sWLWb16NevWrcuqUIVIszx58mBjYyNVekSm+eabb1i9ejVv375lwYIFKSYmqBM33759S3R0dLLJ9epjKUVRslVrzmLFigEQEhIi7X+SoK7cEBsbm+y40NDQdH+vuIvTAgICkh0b9/g9qUVt6v0kd24X9/vE3Y/6tREcHEzNmjUl6UTkCDmrOWU2V6xYMYYMGcKcOXP49ttvadeunVY3vMaOHcvkyZOl36TQS02aNAHgn3/+0XEkWSM8PJyOHTuydOlS3rx5g0qlStW/7Ehd7q98+fKEh4cnKPd3+vRp3r9/j0qloly5cpw9e1bK/WUT/fv3B+D06dM6jiTjubm5MXLkSAoUKIBKpcLHx4fvvvuO8uXL06VLFxwdHXNsQobayJEjGTVqFE+ePNF1KCITzZ07l3r16rF+/Xru3r1LbGys5jMnNjaWu3fv8vvvv1O/fn3mzZun63CFlgoVKsTJkyf54osv6N69O+PGjcPNzY2goKBsezyhLS8vLxRFSdUqeXXCmfoGeHag7vX67xvVOdH79++B+OVtAS5dukRUVBSKotC5c+d429QrgNJa2lQfmJubs2/fPm7fvs2KFSuwsbGhe/fudO/eHRsbG1auXMmdO3f466+/JClBCD2hLq0cdxVi3FXjiZVNVicPnjx5MpOjE0KI7KFgwYJ89913AFy7do39+/cnO159oz4yMhIfH59kx16+fBn43E41PVU9snoRkrpS6cOHD3PF8X9aqBfkptTOMCPuQVSuXFnT4sLT0zPZserXHJBsUsmVK1eS3Y96u4mJCZUrV9Y8rn5tfPr0CS8vr+QDFyKbkMQEIUSmmjZtGiqVik2bNuk6lCyxatUqPD09UalU1KlThz/++IMrV67w4MEDHj16lOy/hw8f6jr8NFOX+3N0dMTa2poKFSqQP39+jIyMsLCwoFevXmzcuJF79+5haWmp63CFlmbOnEn58uX57bffuHPnjq7DyVBt27bFzs6OgIAA/vzzT7p164aBgQExMTGcOXOGUaNGUapUKYYMGcKRI0dyXC89QNOaQUrK5lxTp07l119/JSYmBpVKRc2aNRk5ciTff/8933//PSNHjqRWrVqoVCpiYmL45ZdfmD59uq7DFlowNDSkRo0a+Pn5ERMTw9atW+nUqRMlSpQgT548GBoaJvkvu7fvUFejKl26tNZztF1do09GjRqFSqVi586dug4l0xUoUABImITh5uYGQK1atRKseFNXlMjur2f4XBXj22+/xdHRkSNHjnDkyBEcHR355ptv5DNaCD2jvskV92ZXoUKFNF+/ePEiwRx1S7/EtgkhRG41ZcoUTeLlggULkk2ujpugamdnl+S4ixcvcuvWrQRz0iJuW+1Pnz6la1/asLKyAj5X3lm9enWmf7/sSJ0UeO3atSRfLzdv3uT69evp/l558uTRVAQ+efIkz58/T3Lsli1bNHPat2+f5DgnJ6ck437x4gUnTpwAoH379vGqIvTp00eTKPPbb7+l5mkIobey/1m8EEKvdenShTlz5vDLL78wceJE1qxZk+1K+KfG7t27AWjZsiVnzpzJVT33cnq5v6RK6MZdqbd48eIk52fHFX1mZmYcP36cPn360LJlS3766SeGDBmSrcrhpcTY2JghQ4YwZMgQ/P392b59O9u3b+f69euEhYXh7OyMs7OzpnRaTlKpUiV8fX1TzDYX2ZOHhwe///47iqJQq1YtNm3aRMuWLRMde/HiRSZMmICfnx/r1q1j8ODBSY4V+uHfFzRyepWEuMzMzHj79i0vX76kQYMGWs159OgR8LkvZ3YxZswYDh48yPbt22natClTpkzRdUiZ5osvvsDT05Njx47Faye0d+9eFEWJ1yZMTZ3EULJkySyLUwghypcvz507d+KVWy5ZsiQFCxYkJCQET0/PBGWab9y4AeTsFoAiZ/r48SPBwcFaJemXL18+CyISOYmpqSlz5sxh5syZ+Pn58erVqyTHNmvWjCZNmuDl5cXmzZsZMGBAglZ2Hz58YPz48cDnpOSJEyemK764LT4fPHiQrn1po2vXrjRr1ozLly+zbNkyGjZsyKBBg5Ic7+fnx+PHj+nTp0+mx6Yv2rVrx8GDB3n58iU7d+5k6NCh8bYHBwczZsyYDPt+kydP5ujRo0RGRjJmzBgOHz6c4J6GnZ2dJqGgf//+ybaG9fHxYdmyZcyePTve49HR0YwdO5bIyEiABK/dGjVqMHDgQJydndm1axdNmzZlxowZSX6fR48ecenSJYYMGZKq5ytEVpLEBCFEpnJ0dKRmzZq0bNmSTZs24eLigrW1NV988YWmJFJybG1tsyDKjPPgwQMURWH27Nm5KikhN9iwYUOS29QXmRYtWpRV4WQJdemwsLAw3r9/z9SpU5k2bRrFixdP8e9XUZQsOXnLSKVKlWLWrFnMmjULX19fHBwc2LlzJwEBAbx580bze54xYwYeHh5YW1vTpk0bHUeddv369cPHxwcXFxc6duyo63BEBtu4cSPwOQHFw8NDUyEjMS1atOD8+fM0btyYR48e8ccff0higp5bsGCBrkPQmerVq3Px4kV8fX3j3cROzoEDB4D/lcHMDs6fP8+0adN4/fo106dPZ8eOHXz11VdUr15dq2Potm3bZkGUGaNXr15cunSJTZs2UbNmTdq0aYO9vT23bt1CURRNa6m4rl27BkCZMmWyOtxM8fz5c/z9/QkLC6Np06bkz59f1yEJIRLRqFEj7ty5g7e3Nz169NA83rZtW1xdXVm9ejWDBg0iX758wOdWNb/88osmUVQIfXfy5EnWr1/P33//rWldkhJFUYiOjs7kyERONHHiRJYvX86rV6948+ZNsmM3b96MpaUlkZGR9OzZk6lTp9KnTx9MTU3x9vZm6dKlmkq0s2bNSrakvjbKly9P2bJlef78OcuXL6ds2bLUqFFDs5JdnZSWkXbs2EGzZs0ICgpi8ODBbN++ncGDB1OtWjUMDQ0JDAzE29sbFxcXLl26xMyZM7NdYsL79+81CXvJMTQ0pGbNmvEes7GxYeHChXz8+JExY8Zw//59unXrhqIoXL16lZUrV/L8+XMaNmyIt7d3umPt1asXAwcOZM+ePZw4cYLmzZszY8YMvvjiC969e8euXbs0FTyKFi3KypUrk91fkyZNmDNnDj4+Ptja2mJubs69e/dYuXKlph1Enz596N27d4K5GzZswMvLi4cPHzJz5kwOHjyIra0ttWvXJl++fLx9+xZfX1+OHTvGmTNn6NevnyQmCL0miQlCiEw1cuTIeCsDXr16xdq1a7WaqyhKtktMMDIyIjw8XLLFc5jctBI1rsePH8f7v7ovvTbVH7L7iqD69euzcuVKli1bxvHjx3F0dOTQoUNERETw8uVL1q1bx7p16zA3N6dfv36JZuzru+nTp2NnZ8eGDRvo3bt3totfG6NGjcLU1DTd+1EUhdOnT2dARFnH3d0dRVH4/vvvk01KUDMzM2POnDmMHz8ed3f3LIgwY6W3qk1cP/74Y4bFlVlyc2JCr169uHDhAmvXruXbb7+NV2Y1Me7u7uzatQtFUbLVhbv27dvH+yz19PRMsb+pWna7QTBlyhTWr1/Pq1evElSGaNGiBR06dEgwx8XFBUVRaNq0aVaFmeGCg4P59ddfsbe35+XLl5rH/fz84t3A3LVrF/v27cPMzIzNmzfrIlQhxP/XqVMn/vzzT1xdXZk3b57m8QkTJuDq6oq3tzf16tXDysqK0NBQXFxcePHiRba8tiFyn2nTpvH7778DufcaiMha+fPnZ968eUydOjXFsQ0aNMDFxYWBAwfy8eNHVqxYwYoVKxKMmzx5Mj///HOGxDdv3jwmTZrEo0eP+PLLL+Nt27ZtGyNHjsyQ76NWpUoVLl68yIABA7hx4wYuLi64uLgkOT5uK6Hs4uDBgxw8eDDFcWZmZrx//z7eYyVKlGDLli0MGTKEiIgIFixYEO+8OH/+/Dg5OXH48OEMSUyAzwsuo6Oj2b9/P9euXUu0SnDp0qVxdXVNMWF606ZNjBkzhp07dybarq9Vq1b8+eefic4tWrQoHh4eDBo0CHd3d86fP8/58+eT/F7Z8bUhchdJTBBCZLrcdEKjLkX77x65uUlOK/d39uxZXYegMyNGjNB1CDpnaGhIz5496dmzJx8/fmT37t04OTnh4eGBSqUiICCAjRs3smnTpmx1Ewg+n6icPHkSa2trunfvzqhRoxg6dCj16tWjSJEi2T65BMDLyyvd+1CpVNnyZ6H+HErNCvFGjRoBxCtPnF1kZFWb7JCYkJtNnjyZFStWEBAQgLW1NY6OjhQtWjTBuOjoaLZt28asWbOIjY2lXLlyGX7xMLPllmNoMzMzTp06xfDhwzWVEADatGmT6EU7X19frly5gqIodOnSJStDzTD37t2jZ8+ePHz4MN7vObHPm+bNm2NjY4NKpWLEiBG0bt06K0MVQsTRt29fFi5cyPPnz3nw4AFVqlQBPifNjR49Gjs7O83qR/jf+3jXrl3TXVZciMy0Y8cO1q1bB3xud9i3b18aN25M0aJFMTAw0HF0WS+v9Te6DiHXGDt2LL/++ivPnj1LcWzXrl25f/8+v/32G0eOHOHhw4d8+vSJkiVL0qZNGyZMmJChx0kTJ06kZMmSbNy4ER8fH4KCgjL9uk/16tXx8fHB2dmZvXv3cuXKFV6/fk1MTAzFihWjRo0atG7dmn79+mnO33OTgQMHUqFCBZYuXcrff//Nhw8fKFmyJB07duS7776jdu3aHD58OMO+n7GxMfv27cPFxQV7e3suXbrEmzdvMDU1pXr16vTt25cpU6ZQoECBFPdVpEgRLly4wG+//cbu3bt58OABKpWKmjVrYmtry8SJEzUVORJTqlQpzp8/j6urKzt37uTixYv4+/sTFRVF4cKFqVatGi1atMDKyipbVc8TuZOiyi1XO4QQOvHkyZN0za9QoUIGRZI1Nm3axIQJExg1ahRbt27VdThZ5sSJE2zYsAF3d3et+9Vnt9V8QsT1+PFjHBwc2L59u6aFizbJOPok7glPam++6/vfr4GBAYqiZNhNvez4+y1SpAgfP37k7NmzWp+Unj9/nvbt22NmZqb1e7muZfSF0uz4u86NTp8+Tc+ePYmOjsbY2Jh27dpx7NgxFEWhR48eREZG4uXlxYcPH1CpVBgbG+Pm5kazZs10HbrWzp07l6757dq1y6BIstajR4/w9/fHwsKCihUrJjrG19cXHx8fAIYOHZqg16u+i4iIoF69ety/fx9TU1MmT55M27Zt6d27N4qiJKiYANClSxfOnDnDzJkz+fXXX3UUuRAiJVu3bmXLli3cvHmT6OhoqlWrhq2tLdOnTydPHlkbJvRXu3btcHd3p1y5cpw5c0aTdJNTRERE8OjRIypVqpRitS0hhMgo9vb2jBo1Cvh8npPU+Y0QOUFqPmvlqFgIkamyW2JBeo0dOxZnZ2ccHR3p3LlzrujnNGHCBE1ZWcl1E7lFxYoVNWXjPDw8cHJy0nVIqfbvv9ec+Pd748aNXNvPt1KlSvj6+uLi4qJ1YoK6TGTlypUzM7QMlZur2uRmnTp14syZM9jY2PDkyRNNUgLA0aNHgf+9p5UrVw5nZ+dslZQA2TexIL0qVapEpUqVkh1Tv3596tevn0URZbwNGzZokhLc3d1p0KBBinN69OjB6dOnuXjxYuYHKIRIszFjxjBmzBhdhyFEql2/fh1FUViwYEGOS0oQQgghhH6RxAQhhEiDp0+fJrlt7dq1jB07FhsbG/bv38/QoUP54osvMDExSXG/2aG1QVzqEvYABQsWpF+/ftSvX5/ChQvnynJ/Indq1aoVrVq10nUYqZabe9TnBj179sTHx4e1a9fSvXt3OnXqlOz4s2fPsnbtWhRFoWfPnlkUZfrl1pu3calUKnx8fPD19eXNmzeEh4enmGiUE9pVtGrVinv37rFz505cXFzw8vIiMDBQU+a0YcOGWFlZMWLECIyMjHQdrhAa+/btQ1EUpk+frlVSAqBJxLh3714mRiaEECK3ioqKAlLXBk4IIYQQIi2klYMQQqRBcj2f1HJaafTENG7cGG9vb2rWrMmZM2coWbKkrkMSmSg8PJyrV6/i7+9PWFgYffv2pVChQroOS4gE1K0cEiuHnVu8efOGqlWrEhwcjKGhIePGjWP06NE0aNBAkzgWGxuLj48PdnZ2bN68maioKMzMzLh//z7FihXT8TMQ2nBwcGDRokWpbp2VXdpVODo6AsjnjchRihcvzrt37xK02knus8vHx4dGjRphZGREREREVocshBAih6tTpw63b9/Gzc2NNm3a6DqcDCetHIQQuiCtHERuIq0csjn1SuwyZcpodfMTPl9Yfv78OZD9VlyL3CMmJoYDBw5w6tQpbty4QVBQEABFixalTp06dO7cmb59+2r9utclbXO6cnru1507d1AUhYULF0pSQg727Nkz5s2bx549ezQrKQCaNGkS78L51q1b2bhxI2ZmZpw4cSJViTlCiIxVvHhxnJ2dsbKyIjIykg0bNrBhwwaMjIwoWrQoiqLw9u1bIiMjgc+fV0ZGRuzZs0eSErKJ+fPns3TpUq2ONRRFyZbHJCNHjkRRlASfN2qvX79mw4YNKIrCDz/8oIMIs87Vq1eTPYZu3LixjiNM2eLFizVfx63aEffxtMhuFUBCQkIAKFCggNZzPn36BEDevHkzJSYhROrdu3cPR0dHLl68iL+/P+Hh4Rw/fpyqVatqxty4cYOnT59iamoqVZ6EXuvfvz///e9/OX36dI5MTBBCCCGE/pCKCXrIwMAAAwMDrl+/rvUqvwcPHlCtWjUMDAyy3YprkTscO3aMcePG8eLFC81j6refuDcvy5Yty6ZNm+jWrVuWx5gaDg4OmbLfESNGZMp+M0vJkiV58+YNV69e1boUrchePD096dWrF+/evYt3UyuxFX2BgYGUL1+eqKgojhw5ovd/xyLnkooJ/+Pj48O4cePw8vJKdlyTJk3YvHlztu7bnpt4enrSokULFEWhc+fOLFu2jNjYWBo1aqSpwBQUFISXlxcbNmzg0KFDtG7dmj179mSrRMKU/pZv3rxJ3bp1URQl21SBSC0/Pz/GjRvH5cuXkx1naWnJxo0bqVu3bhZFlnrq3yfEr9oR9/G0yG6/+zJlyuDv78+ePXvo37+/5vHkXu92dnZ8/fXXVKlSRdo5CKFjsbGxzJ49m9WrVxMbGxvvusa//36PHDlC7969yZMnD48ePaJMmTK6CluIZH348IEGDRrw7t07Ll26xBdffKHrkDKUVEwQQuiCVEwQuYlUTMgB0povInkmQh85OTkxatQoVCqV5jVasWJFSpUqBYC/vz9PnjxBpVLx7NkzevXqhYODA8OGDdNl2MnKbgkEmaVmzZq4u7vz6tUrSUzIgd6/f8+XX35JUFAQFhYW/PDDD7Rp0ybJmx7m5ub06NGDQ4cO4erqKokJ2cyDBw80K77CwsKYNGkSxYsX13VYIp0aNGjA5cuXuXLlSrKrrZs2barjSEVqbNiwAYAKFSrg6upKnjx5uHnzpma7oigUK1aMbt260a1bNzZs2MDkyZPp3r07np6eGBkZ6Sp0kQqnTp2iT58+REZGao6h8+bNq6lq8vbtW00lo0uXLtGsWTMOHz5Mp06ddBZzSpI6X81N57GNGjXiyJEjnD9/Pl5iQnIcHR1RFIUWLVpkcnRCiJSMHz8eOzs7VCoVZcqUoUWLFvz111+Jju3ZsyeVKlXi8ePH/PXXX0yfPj2LoxVCO2ZmZhw/fpw+ffrQsmVLfvrpJ4YMGUKRIkV0HZoQQmRbI0eOZOTIkboOQwi9I4kJOYT6Qo66Z7AQ+uLJkyeMGzeO2NhYTE1NmTt3Ll9//TXm5ubxxr1+/ZotW7bw888/ExISwtixY2nTpo20JtFz48aN4/z58+zcuZMePXroOhyRwdasWUNgYCDFixfn4sWLWv09du7cmYMHD6a4slPoj2vXrvHNN9/g4eER73Fra+t4iQm///47ixYtwszMjFu3bkk56WymadOmknyQg1y4cAFFUZg2bRp58qR8Sjdx4kTOnDnDvn37WL9+Pd98803mBynS5c2bNwwcOJBPnz5hYGDAmDFjGDt2LA0bNtT8zmNiYvD29mbz5s3Y2dnx6dMnBg4cyL179/SyJUtsbGyqHs+prK2tcXV1ZdOmTcyYMSPF46vffvuN8+fPoygKQ4YMyaIohRCJOX36NFu3bkVRFObNm8eiRYswNDRM9lrcwIED+fXXXzlz5owkJgidq1y5crLbw8LCeP/+PVOnTmXatGkUL14cExOTZOcoisKDBw8yMkwhhBBC5GByFzuHePXqFQAFCxbUcSRCxLd69Wo+ffpEgQIFcHd3Z968eQmSEgBKlCjB3LlzcXd3p0CBAnz69InVq1frIGKRGkOHDmXAgAH8+eefrFu3TtfhiAzm4uKCoihaXTRXq127NoBcmMgmDh8+TKtWrfDw8NBUtUlq1aqtrS3h4eE8fPiQw4cPZ3GkqfPo0SMePnxI9erVdR1KlnN1dWXq1KlYWVnRq1cvxo4dy59//qlZVS1yBvWxv/o9F+InKCf2+x4+fDgqlYrdu3dnfoAi3VavXs2HDx8wMjLS3MRu2rRpvEQUQ0NDmjRpwsaNG3F1dSVv3rx8+PBBjqH13PDhw6lXrx4RERG0b9+eo0ePJmiXpVKpuHLlCsOGDWPmzJkoikKbNm0kEVgIHdu0aRPwuRLCTz/9hKGhYYpzmjVrBhCvspEQuvL48eNk/wUGBgKfF8DFxsYSGBiY4pzHjx/r9kkJIYQQIluRigl6TJs+m1FRUTx48ID//ve/ANSoUSOzwxIiVU6cOIGiKHz33XdalfqvX78+s2bNYuHChRw/fpwVK1ZkfpAZKDw8nD179gDQo0cPSpQokez4169fc/ToUQCGDBmSLVcg//nnn8yaNYtvvvmGXbt2MWjQIKpXr55iVj1A27ZtsyBCkVb3798HUvd7Upd6/PjxY6bEJDLOq1evGDJkCJ8+faJ27dosX76c1q1bJ5nkWLBgQaysrNi1axdHjx6lX79+WRyx9ipUqKDrELJcQEAAffv2TbRaiZ2dHT/++CMHDhzQ6/7zQnvqxIO4yZ4FChTQfP369WtKly4db07ZsmWB/723C/3m6uqKoihMmTJFq9ZIXbt2ZerUqaxcuRJXV1cWL16cBVGm3rfffsuIESNydQswAwMDDh06ROvWrXn8+DG9e/fGxMREc/7fvn17goOD+fTpE/D55lCVKlVwdnbWZdhCCODixYsoisKYMWO0nqP+/PX398+ssITQmrQlFUIIIYSuSWKCHkgsw1qlUlGnTp1U7UdRFKytrTMqLCEyxNOnT4HP5d211aVLFxYuXKiZm504OzszatQoypQpw9ChQ1McX6RIEebPn8/Lly8xMjLiq6++yoIoM1bevHmpX78+RYoU4eLFi1y8eFGreYqiEB0dncnRifSIiIgASFXCTGhoKAD58+fPlJhExlm1ahWhoaFUqFABd3d3ChcunOKc9u3bs3PnTq5evZr5AWagkJAQPn36lGRpczs7O+zs7PDz8yM6Oppy5crRu3dvZs+enWiVH30TExODlZUVV65cSXLMo0eP6NatG9evX4/XokNkTyVKlODly5fxksBKliyJoaEhsbGx3L59O0FigrrKQnBwcJbGKtLm0aNHAFhZWWk9x8rKipUrV/Lw4cPMCivdVq9ezZo1a6hduza2trYMGzYMCwsLXYeV5cqXL4+Pjw9Tp07F2dlZc/wEnxOL1BRFYdCgQWzYsEH6fAuhB9SryStWrKj1HPW5lJz7Cn2wbds2XYcghBBCiFxOWjnogbilk+OWcPz34yn9GzhwoPSLFXonJiYGSDwBJynqErXZsd+si4sLAIMHD9aq53OePHn46quvUKlUHDhwIJOjy3jR0dEMGjSIcePGERQUlOr3LaHf1Ddk1TdHtOHj4wOQ4IaY0D/Hjh1DURRmzpypVVICwBdffAGk7jWhS3Z2dtSsWRMzMzPMzc0pUKAAw4YN09y0U6lUDB48mLFjx3Lx4kWCg4MJDw/n3r17rFq1irp16+Lr66vjZ5EyZ2dnrly5gqIoVK1ala1bt+Ln58edO3fYs2cPzZs3Bz5XVchulYhE4tQtHO7cuaN5zMjISPN4Yu0anJycAHl/zi7UyYGmpqZaz1GPVa+011cqlYqbN28yZ84cypcvT7du3dixYwfh4eG6Di1LFS1alD///JP79++zbt06Ro4cSc+ePenWrRtDhw5l2bJl3L59m127dklSghB6Qv0+GzeBKCXPnz8HPv/NCyGEEEIIkdtJxQQ9sGDBgnj/X7RoEYqiMGHChGRX6SmKgrGxMRYWFrRs2ZIqVapkdqhCpFqZMmV48OABFy5c0PRWTMmFCxeA7Hnh/Nq1ayiKkqrS923btmXFihXZbgUywB9//MHevXuBz6XTR4wYQf369SlcuHC8Xtcie7K0tOT58+ccPXqUQYMGpThepVKxefNmTR9kod+ePHkCoPV7M0ChQoWAzxUI9N38+fNZunQpgCYRKiwsjF27dvH333/j6enJ1q1bNe13DAwMMDc3Jzo6mrdv3wKfLzpbW1vj5+eHsbGxbp6IFtTlvStWrMjly5fjJZpUr16dvn370rlzZ86dO8eePXv4+eefdRSpyCht2rThxIkTnD17lrFjx2oeHzx4MNevX8fOzg4LCwsGDRpEaGgo9vb2ODs7oyhKtuxRv379+kTPi9QrVwGtWxf8+OOPGRZXZipVqhRPnz7F29ubxo0bazXH29sb+Fw9Q18dP34cJycn9u/fT2hoKDExMZw6dYpTp05RoEABBgwYwPDhw+nQoYOuQ80yFSpUYNKkSboOQwihhcqVK3Pt2jVu3bpFly5dtJqjbt2oTh4UQh+dP38egKZNm2pd/TAiIkLTRk7adAohhBBCayqhdxRFURkYGKhu3ryp61CESLdx48apFEVRlSxZUvXixYsUx7948UJVqlQplYGBgWr8+PFZEGHGMjY2VhkYGKiuXbum9Zxr166pFEVRmZiYZGJkmaN+/foqRVFULVq0UIWFhek6HJHBDhw4oFIURZU3b16Vt7e35vGkPqe+/fZbzTYPD48sjlaklomJicrAwEB18eLFeI8ndxxy7tw5laIoqiJFimRVmGly9epVlYGBgeZfkyZNVAMHDlQ1a9ZMZWhoqDIwMFDNnTtXZWFhoVIURTV//nxVUFCQZv7jx49VgwcP1vwstmzZosNnk7IKFSqoDAwMVL///nuSY9S/OwMDA9XHjx+zMDqRGW7cuKFSFEVVsGBB1YcPHzSPh4aGqipVqqT5Xcf9pyiKqlixYqpnz57pMPLUSex5pPdfdjF8+HCVoiiqKlWqxPsdJ+Xjx4+qqlWrqgwMDFTDhw/PggjTJzQ0VOXk5KTq2rWrytDQUKUoSrzfd/ny5VXz5s1T3b59W9ehCiGExrx581SKoqiqVaumiomJ0Tye1PHzzZs3Vfnz51cZGBioVq5cmdXhCqE1RVFUhoaGqboWff/+fc08fRceHq66deuWKjw8XNehCCGEEDlSaj5rZTmrHtq2bRt2dnaULVtW16EIkW5Tp07FwMCA169fY2lpyV9//aVp7xBXbGwsf/31Fy1atCAgIAADAwOmTJmig4jTR92yIjUldCMjIwGyZWuD+/fvoygKc+fO1TqrXmQfX375JR06dCA6OppOnTqxYcOGeKtTo6OjefnyJXv27KFNmzasXr0aRVHo378/LVu21GHkQhulSpUCSFUvcvWKmPLly2dKTBll06ZNqFQqChQowMmTJ7ly5QrOzs54enpy6tQpChYsyG+//UZAQABjx47lp59+ilcmu0KFCuzcuZMWLVoAcPDgQV09Fa2oywk3adIkyTFxt7158ybTYxKZq3bt2pw9e5b9+/fH61ltYmLC2bNnadWqVYL2SXXq1OH06dPZ7hzj388jPf+yk/HjxwOfW+e0bdsWLy+vJMd6eXnRrl07Hjx4EG+uPjMxMcHGxobjx4/z7Nkzfv31V+rVq6f5XT179oylS5dSu3ZtmjVrxu+//66pZiOEELoybdo0TE1NefDgARMmTIj3GfxvJ0+epGvXrkRERFC0aNF4FY6E0EdpPVbKbsdYQgghhNAtaeWgh0aMGKHrEITIMHXq1GHJkiXMnz+fly9fMnjwYAoXLkyjRo0wNzdHURQCAgK4du0a79+/15zQLFmyhDp16ug4+tQrWbIkjx8/5saNG5qe3inx8/MDoESJEpkZWqYwNTUlPDyccuXK6ToUkUn27t1Lp06d8Pb2ZsqUKUyZMgVFUQBo2LBhvLEqlYrmzZtjb2+vg0hFarVp04ZHjx6xZ88ehg4dmuL4yMhINm7ciKIotG/fPvMDTAcPDw8UReGbb76hY8eO8ba1b9+e6dOns2TJEhRFYdy4cYnuQ1EUxo4dy8WLF/H19c2KsNMsPDwcRVEoUKBAkmNMTEw0X6t714vsrV27dok+XqFCBdzd3bl79y43b94kOjqaatWqJXjPzg7Onj2r6xB0plWrVkyaNIn169fj5+eHpaUltWvXxtLSMt4xtKenJzdv3tTMmzRpEq1atdJh5KlnYWHBrFmzmDVrFn5+fjg6OrJz505evnwJwNWrV7l69SozZ86ke/fu2Nra0qdPH/LmzavjyJP39OlTzddxE/riPp4WefLkwczMTNPrXgiRdUqWLMkff/yBra0tW7du5fjx4/Tq1UuzffXq1ahUKjw8PLhz5w4qlQoDAwPs7e2TPU4TIjuKjY0F/rdARwghhBBCG4pK0hr1kvpiRcmSJcmXL1+yYyMiIjQrWPV9BaPIvdavX8/s2bMJCwsD0NzYVFO/FZmYmLBs2TImTpyY5TFmhOHDh/Pnn3/StGlTPD09tZrTtGlTrl27hrW1Nbt3787kCDNW165dOX36NPv27ePLL7/UdTgik0RGRrJo0SLWr1/Phw8fEh1jYmLClClTWLx4MUZGRlkcoUgLNzc3OnbsiKIoHDt2TNMn18DAAEVR8PPzo1atWsDn14CtrS3Ozs4YGBjg6+ur131yzczMCAkJ4dSpU4n2KT979iydOnVCURSCg4Pj3bSP6/LlyzRv3pz8+fMTGhqa2WGnWWK/s/SME0LoB5VKxZw5c1i5cqXm4n9Sx9AGBgbMnDmTpUuXJhiTHalUKk6fPo2TkxP79u3TvAern1uRIkUYPHgww4cP1zoZOKupb9QoihJvVXVG3cApVaoUPXv2ZP78+VSsWDFD9imE0I6zszPjx4/nw4cPib7nqt+bCxQogIODA/369cvqEIVIlbScJ5w6dYquXbtSrFgxTQU3fRUREcGjR4+oVKkSxsbGug5HCCGEyHFS81kriQl66MSJE/To0YMCBQrw+PHjeKWFExMUFESFChUIDw/n1KlTer+KUeReb968Ydu2bZw6dYobN24QFBQEQNGiRalTpw6dO3dm1KhRFC9eXMeRpt3Ro0fp1asXiqIwZcoUfvvttyQvDqtUKr755hvWrl2LoijZ8ub+vn37sLa2pnfv3hw6dEjX4YhMFhoayrlz5/Dy8iIwMJCYmBiKFStGw4YN6dy5M2ZmZroOUaTSkCFD2L17N0ZGRkyfPp0BAwbQvHlzFEXBxcWFwoUL4+HhwaZNmzQtHyZOnMi6det0HHny1Dd9fH19E62+4+fnR/369VEUJdH2Qmo3b96kbt26KY7TNUlMECJnu3HjBhs2bODUqVPcu3cv3rZq1arRuXNnJk6cmC2rjWkjLCyMffv24eTkxJkzZ+K9HxsYGCRbSl2XDAw+d87892eI+vGMoCgKRYoU4cKFC1SvXj3D9iuESNnbt29Zv349Li4u+Pj4xHsvql27NlZWVkyfPh1zc3MdRilE4v5dvadixYooisKJEyeoVq1asnM/ffrEgwcP+OGHH7h27Rpt2rTBzc0tE6NNP0lMEEIIITKXJCZkc2PHjmXr1q0MHz4cBwcHreaMHDkSR0dHxo8fz4YNGzI5QiFEcjp37syZM2dQFIXGjRszbdo02rRpg4WFBQCvXr3i/PnzrF27lqtXrwLQtm3bbFuueNKkSfzxxx/MmDGDX375Rcr4CZGNfPr0iQEDBnDkyJFkV9iqDxf79+/P7t279f7vPKUb8NomHGS3xISJEycme/F74cKFWo0D+PHHHzM6TCFEBoiMjOTdu3fA56oBua1K0c2bN/nqq6+4desWKpVKr9+f457Lx23XqO05flJiY2P5+PEjPj4+7Ny5k6ioKIYMGcL27dvTtV8hRNrFxsYSFBRETEwMRYsW1ftWM0L8+3xOfb6XlqpLmzdvZvTo0RkSV2aRxAQhhBAic0liQjZXp04dbt++jaOjI8OGDdNqzs6dOxk2bBj16tXDx8cncwMUQiQrKCiI9u3bc+PGjRRP6lQqFXXr1uXs2bMULVo0iyLMOI6OjgBs2LCBy5cvU65cOfr370/16tWTLI0el62tbWaHKITQwubNm/n111958OBBotvLli3LvHnzmDBhQhZHlja5NTEhI+nz881tzp8/n+H7bNu2bYbvU4jMEhUVhYuLC9u3b+fIkSNERUUB6H1iQlZYunQp8+bNo1SpUrx8+VLX4QghhMgmMqJ6j7GxMdOmTWPp0qUZEFHmksQEIYQQInOl5rM2TxbFJFLh8ePHAKkqxVi1alUAHj16lBkhCZHpPn36xPv37ylRokSGljfVhaJFi+Lp6cn8+fPZtGkTYWFhiY4zNTVl/PjxLFmyhPz582dxlBlj5MiR8W6GPXv2jNWrV2s1V1EUSUwQQk+MHTuWsWPHcuvWrURbdTRq1ChH9CzPyTIy11h+1/qlffv2Gfo7+Xe/e6Efjh49yvz58wGYNWsWQ4cO1Xrujh07WL58OQC//vornTt3zpQYs5qHhwdOTk7s2bOH9+/fA/97rytYsCDW1tbxKhHkRh06dADQ+97eQggh9Mu2bdvi/X/UqFEoisKSJUsoU6ZMkvMURcHY2BgLCwsaNmxIgQIFMjtUIVKtffv2nDt3jnbt2ul9mxFdWbhwIYsWLQIy9lqCEEJoQxIT9JD6QmFqyiSrx0ZERGRKTEKkVUhIiGalX9u2bROctLx584bx48dz+PBhoqOjKVCgAF9//TX/93//R758+XQRcobInz8/K1euZMGCBZw5cwZvb2/evHkDQPHixWnUqBEdOnTAzMxMx5GmnxzA5g5v377l4sWLPHz4kODgYK1WJ0opeP0wY8YMAL7//vsUy/fXqlUr0QoD2dXBgwfx8vJK8PiLFy80X6srvyQm7jh9ll1bAYnUkc/bnEulUvHtt99y7949OnfunKqkBIAhQ4Zgb2/PqVOnmDlzJr6+vpkUaea7d+8eTk5O/Pnnn5qEffVr39DQkM6dO2Nra0u/fv1kxSNQuXJlFixYoOswhMiVYmJiOHjwIKdOncLPz4+goCDg80KFOnXq0LlzZ7788kvy5JFLr0L//Duxb9SoUQD07ds3R50PplX0zl90HUKmyjNkTqbu383NTZM8+W/58+enRIkSNGzYkEGDBjFo0CB5nxRCiFxGWjnoobJly/Lq1St2796NtbW1VnP++usvBg0aRMmSJXn16lUmRyiE9hwcHBg1ahRly5bl8ePH8aohxMbGYmlpybVr1+JdbFcUhb59+7J3715dhJwu6htcNWrUwNLSUsfRZL4nT56ka36FChUyKBKRWfz9/ZkxYwZ79+5N9Qrb3FxaWZ8k1dagUqVKGBgYcPz4cU3lpZwiI1sbSKlwoWvq17OxsTFffvklXbp0SXd1qdy+ylzfnD59mi5dumBoaIivr2+abgjcunWL+vXrExsby5kzZ2jXrl0mRJo53rx5w65du3ByctIkk8U9N6hbty62trYMGzaMUqVK6SrMTBMVFcW1a9e4ceNGghubjRo1kl71QuihQ4cOMWXKlHhJrOr3rbjHoBYWFqxbt46+fftmdYhCpMq5c+cAaNasWbat6Jmc1LZykMSE9EkuMeHfmjZtyqFDhzL0GE8qJqRMKiYIITKatHLI5ho0aJDqxIRdu3YBUKdOncwMTYhUO378OAD9+vVLcBF99+7dXL16FUVRaNSoEe3atePcuXNcu3aNAwcOcOzYMbp3766LsNNM3dpg586duSIxQRILcrbXr1/TsmVLnjx5IicqOdCTJ09QFIXIyEhdh5Ip5DUrcoqCBQsSHBxMeHg4u3fv5ty5cwwdOpThw4dTr149XYcnMoA6GbdLly5pXqVYq1YtunXrxtGjR/nrr7/0PjHh06dPHDx4kO3bt3P8+HFN8qP6vbtkyZIMHToUW1tb6tevr8tQM01YWBhLlixh8+bNvHv3LtExRYoUYdy4cfznP//BxMQkiyMUQiRm9erVmopk6gTWihUrUrJkSQACAgJ4/PgxKpWKly9fMmDAAFasWME333yjw6iFSJ6+HzeI7GvixIlMmjRJ8/+QkBC8vLxYsWIFjx8/5sqVK3z55ZdcunRJWgpmoYULF7Jw4UJdhyGEyKUkMUEPffnllxw5coR9+/axZ88eBg4cmOx4Z2dn9u3bp1llLoQ+uXHjBoqi0LJlywTb1NUFGjduzIULF8iTJw9RUVG0adOGK1eu4ODgkO0SE8zMzPj48SPVqlXTdShCpNuCBQs0ZZQHDhzIxIkTqV+/PoULF5YTxmzExMSE8PBwTTuZ3ODfPVOFyM4CAgI4ePAgTk5OnDhxglevXrFy5UpWrlypWUk+ZMgQLCwsdB2qSKPLly+jKAp9+vRJ13569+7NkSNHuHTpUgZFlvHc3NzYvn07e/fu5ePHj8D/khGMjY2xsrLC1taWbt26paq1YXbz9OlTOnfuzIMHD5JNpAsKCuKXX35h7969nD59mrJly2ZhlEKIf/P09GTmzJmoVCoKFSrE/PnzGTVqFMWLF4837s2bN2zbto3/+7//48OHD3z33Xe0aNEiVyxeEEKIuMzNzRMspGzevDnDhg2jWbNm3L9/n8uXL3P48OF0HwsLIYTIHiQxQQ+NGDGCn3/+mcePHzN06FA8PT2ZPn065cqVizfu2bNnrFq1irVr16IoCuXKlePrr7/WUdRCJC4wMBD4XDI8rqioKM6fP4+iKEyePFnTTyxv3rxMmDCBy5cvc/ny5SyPN70qVaqEr69vkquehMhODh8+jKIoDB8+HHt7e12HI9KoatWq+Pn54ejoSJs2bXJFUomUqRc5ibGxMYMHD2bw4MG8fv2aHTt24OTkxLVr17h+/Trfffcdc+bMoVOnTtja2tKvX78cWYI3J1O3xqpRo0a69lO9enUATVKhPurYsSOKosQred66dWtsbW0ZNGgQhQoV0nGEmS8qKooePXpw//59AL744gtGjRqFpaWlpoyxv78/ly9fxt7enlu3bnHv3j169OiBt7e39GEWQodWrlxJbGwsZmZmeHh4JFnlpnjx4nz33Xf07t2bli1b8vHjR1auXMnu3buzOGIhUk+lUuHj44Ovry9v3rwhPDw8xWp0P/74YxZFJ3KKIkWKMHfuXMaMGQPAsWPHJDFBCCFyCTmj1UNGRkbs27ePtm3bEhISwqpVq1i1ahXly5fXrIR69eoVT58+BT4fMBYoUID9+/eTL18+XYYuRALqPqlGRkbxHr9y5Qrh4eEoipKgKoL6oqq/v3/WBJmB+vXrh4+PDy4uLnTs2FHX4QiRLq9fvwZg9OjROo5EpEe/fv24fv0627Zt4+jRo1SuXDlev+pRo0Zhamqaqn0qisLp06czOlQhRApKlCjB9OnTmT59Ordv38bR0ZEdO3bw7NkzTpw4wcmTJzE1NaV///4MHz6cTp066TpkoYUPHz4AULRo0XTtRz1fXYlAX6lUKqpUqcLw4cMZPnx4ggTmnG7Lli3cvn0bRVGYN28eCxcuTFAdonr16rRt25YZM2awcOFCfvrpJ27dusWWLVuYMGGCjiIXQri7u6MoCnPmzNGq9U7NmjWZM2cO8+bN4/z581kQoRDp4+DgwKJFizRJk9qSxASRFs2aNdN8/e/X3OvXr1m9ejWurq48evSIiIgISpUqRZs2bRg/fjytW7dO9febMWMGq1atwsDAgKdPn1KmTJlkxzdu3Jhr165Rs2ZNbt26pXm8ffv2nDt3jnbt2uHm5saLFy9YsWIFhw4d4sWLF5iYmNCkSRO++eYbevTokWJc/v7+rF27luPHj/Pw4UNCQ0MxNzenRYsWjBs3js6dOyc5NyYmBicnJ3bu3Imvry9BQUHkz58fc3NzypcvT6dOnejbt2+Cz6yFCxeyaNEiIPE2mJGRkRw/fpzjx4/j6enJ/fv3CQkJoVChQlStWpUePXowZcqUBBWDhBBCG5KYoKcaNGiAp6cnNjY2eHt7A58/oOMmI6g1btwYJycnvvjiC53EKkRyTExMCA4O1lROUFOflFetWlXTi1EtO6/ymz59OnZ2dmzYsIHevXvnqhsCZ8+e5cCBA1pn1SuKwoMHD7IwQpFapUuX5vHjx6m+aS30y5w5czhx4gQXL17k1atXvHr1SrNNpVJx5coVrfelXuWaG6ouCKHvatasyc8//8zPP/+Mm5sbjo6O7N27l+DgYBwdHXFycqJ06dLY2try3//+V9fhimQUKlSId+/e8f79+3TtRz2/YMGC6Q8qk4wbNw5bW9tE27zlFnv27NG0YVyyZEmyYw0MDFi8eDE3b95k//797NmzRxIThNAhdWXEDh06aD1HPTa97/FCZLb58+ezdOnSFKsjAPGqHwmRVnEXTMTExGi+PnHiBAMHDkyQbPvkyROePHnC9u3bmTx5MmvWrMHAwEDr7/f111+zatUqYmNjcXJy4vvvv09y7PXr17l27RqQ/GIdDw8P+vbtG691ZkREBCdOnODEiRMsW7aMWbNmJTn/zz//ZPz48YSGhsZ7/Pnz5+zZs4c9e/YwZswY/vjjjwRVs0JCQujZsyfu7u7xHo+KiuLjx4/cv3+fM2fOcO3aNf76668kY0jMuHHjcHBwSPB4UFCQpsrxunXrOHjwIK1atUrVvoUQQhIT9FjNmjW5evUqJ0+e5PDhw3h7e2s+5IoXL06jRo3o06dPrrrxKbKfKlWq4OPjg5ubG127dtU8vn//fhRFoW3btgnmqFdpm5ubZ1mcGaVQoUKcPHkSa2trunfvzqhRoxg6dCj16tWjSJEiOfJmXmBgIF999RXnzp0DEs+0hYQnrjnxZ5HTtG3blsePH+Pn50fjxo11HY5II2NjY86dO8eePXs4deoUL1684NOnT5w7dw5FUWjcuLEknwiRzbVv35727duzfv16Dhw4gJOTEydPnuTFixesWrVKEhP0XIkSJXj37h23bt2iffv2ad7P7du3Af0+hv7jjz90HYLO3bhxA0hdRaoxY8awf/9+/Pz8MissIYQWLCwsUr2SPO5cIfSVp6cnP//8M4qi0KVLF5YtW0ZsbCyNGjVCURSio6MJCgrCy8uLDRs2cOjQIVq3bs2ePXsSLDYSQltxj2tKly4NgI+PD3369CEyMpK8efMyZcoUrKysMDU1xdvbm6VLl/Lo0SN+//13TE1N+eWXX7T+frVq1aJFixZcvHgRe3v7ZBMTtm3bBkCePHkYPnx4omNevXpF3759MTAwYOnSpbRu3RojIyP+/vtvFi9ezPv375k7dy49evSgdu3aCeY7OzszfPhwVCoVlStXZsqUKdSqVYsSJUrw+PFjtm7dypEjR9i6dSuFChVi5cqV8eYvXLhQk5TQu3dvhg0bRvny5TE2NiYwMBBvb29Ni9bUio6OpnLlyvTr149mzZpRvnx58uTJw5MnTzh16hR2dna8ffuWfv36cePGDb0+/xBC6B9JTMgGunTpQpcuXXQdhhBp0qVLF7y9vVm/fj1t2rShTZs2bNu2jStXrqAoSqL9w65fvw7876A0O4lbhlWlUrF161a2bt2q1Vz1yV52ou6R6+Pjg0qlokGDBpQpUwZXV1cURcHGxoagoCCuXbvGq1evUBSFRo0aUadOHV2HLrQwa9Ysdu7cyYoVK/jqq68wNjbWdUgijfLkycOQIUMYMmSI5jH1ygJ7e3utStFmNyqVSpPoZmxsnKBv+cuXL/nPf/6T7D5MTU357bffEpTYFkJfKYqCgYEBiqJIAmA20qxZM+7evYuLiwuTJk1K834OHjyIoig0bdo0A6MTGU3duiM15zrqG5r63qZDiJyuc+fObN26lXPnzmFpaanVHDc3NwBp9Sj02oYNGwCoUKECrq6u5MmTh5s3b2q2K4pCsWLF6NatG926dWPDhg1MnjyZ7t274+npmaB9qxApiY6OZsWKFZr/q5Nzx40bR2RkJIaGhhw+fDjeIremTZsycOBAWrduza1bt1i+fDm2traJ3vRPytdff83Fixe5e/cuFy5cSLSKV1RUFNu3bwegV69eSSbf/PPPP1SoUAEPD494bSGaNm1K06ZNadu2LdHR0WzatInVq1fHm/vmzRvGjRuHSqVi9OjRbNy4MV5FhEaNGtG/f3/mz5/P//3f/7F69WrGjx9PjRo1NGOcnZ0BsLa2Zs+ePQni6969O3PnztW0WU6NRYsWUbly5QTnlE2aNGHAgAFMmjSJli1b8vr1a9auXZtiFTAhhIhL+1o3QgiRBtOnT6dQoUIEBwfTu3dvzMzM+Oabb4DPVUESS0xQ39Ru2LBhFkebfiqVSvPv3//X5l92Y29vr2k3s23bNq5du8bSpUs12x0cHHBxceHFixfs27cPCwsLbt26Re/evTXZx0J/1a5dm23btnH37l26du3KP//8o+uQhNDab7/9hoWFBRYWFglKG8LnUrz29vY4ODgk+W/9+vWsXbtWB9ELkTrnzp3j66+/plSpUgwZMoSjR48SFRWFhYUF06ZN03V4IgXq3rMnTpzg77//TtM+zp8/z4kTJ+LtT+inokWLAvDo0SOt56jHqucKIXRj5syZ5M+fn6VLl2p1bvTPP//wyy+/YGpqynfffZcFEQqRNhcuXEBRFKZNm5agXHxiJk6cyIABA7h+/Trr16/PgghFThEaGsq5c+fo0qULly5dAj4nxAwaNIjLly9rWk2OHTs2XlKCWpEiRdi0aRMAsbGxqX79DR48WNP2LKnrki4uLpqq1SlVuFq7dm28pAS11q1baxLYErsesWHDBj58+ECZMmVYv359kn93ixYtokyZMsTGxuLo6Bhvm7+/PwBt2rRJNsa0HD9WqVIl2UT3unXr8vXXXwNw4MCBVO9fCJG7ScWEbCI2NpagoCDCwsIoU6aMrNwT2YaFhQUuLi589dVX8fqaV65cmb/++ivBQc6DBw80B2ydO3fO0lgzwoIFC3QdQpbau3cv8DkLd8SIEcmO7du3L3Xr1qVJkyaMHDmSevXqUa1atawIU6TDkCFDqFatGr169aJWrVrUq1eP6tWrY2Jikuw8RVG0rhYidEN9kyOxk+jsLjo6WlPSceTIkfTq1SvZ8cklhv3yyy9MnTpVjr2E3rl9+zZOTk7s2LGDZ8+eAZ9fyyYmJvTr1w9bW1s6deqUqr6rQjcGDBhAxYoVefz4MQMHDuT8+fOpOkb6559/GDRoEIqiULFiRaytrTMxWpFejRo14ujRo/z+++/0799fqznr16/PtonbQuQkNWrU4K+//mLo0KE0b96cH3/8EVtb2wQ3fd69e4ejo6NmBamzs3O8Va5C6Bv19bq4K8/jHkNGRUWRN2/eeHOGDx/O3r172b17t2YBkhD/tmjRIhYtWpTkdnNzcw4cOEC+fPk4deqU5vExY8YkOadVq1bUrFmT27dvx5ujDVNTU7766is2b96Ms7Mzq1evTnB9S52wUKpUKXr27JnkvgoXLpzstYbGjRtz6dIlHj58mGDboUOHgM8tGPLly5fkPvLkyUOLFi3466+/uHjxYrxtFhYWPH36lN27d/P111+neJ0uPd69e0dQUBARERGa6yeFCxcG4NatW4m+RwghRFIkMUGPxcTEYG9vj729PVeuXCEqKgpFUbh+/Xq8ksuHDx/m/PnzmJmZMX/+fB1GLETi2rRpw6NHj/Dw8MDf3x8LCwtat26daDboq1ev+OGHHwASzYzVd7ktMcHX11fTsiExKpUqXvJJlSpVmD59OosXL2b16tWsW7cuq0IVafTPP/8wY8YMTba4r68vvr6+yc5R/94lMUG/VahQQdchZJoTJ04QGBhI3rx5+fHHH1Mcn9iq1aCgIFq1akVgYCCurq5YWVllRqhCpEpgYCA7d+7EyclJU7FIpVJhYGBAhw4dsLW1pX///piamuo4UpEaefPmZfny5VhbWxMYGEjjxo1ZsmQJX3/9dbK/y5CQELZs2cKPP/5ISEgIiqKwYsUKrVY6Ct1RVzVxc3Nj9OjRrF27Nsnfc1hYGNOmTePMmTMoisLQoUOzOFohRFzqdgwlSpTg3r17zJw5k1mzZlGpUiXMzc1RFIWAgAAePXqkuXFTtWpVli1bxrJlyxLdp6IonD59OsuegxCJiYqKAojXJ75AgQKar1+/fp2gBVHZsmUBuH//fhZEKHKaSpUqYW1tzaxZszSvuxs3bgBgZGREgwYNkp1vaWnJ7du3uXfvHpGRkalqJ/L111+zefNmPn78yN69exk+fLhmm7+/P8eOHQM+J98kd1xdrVq1ZJPA1UlrwcHB8R6PiYnBx8cHgI0bN7Jx40at4lZXSFAbMWIES5Ys4cKFC1SqVImBAwfSqVMnWrduTYkSJbTaZ3L8/PxYtWoVR48eTfC944qNjeXdu3fx3j+EECI5csVCTwUGBtK3b188PT1TLO9esWJFrKysUBSFXr16pfjBLYQuGBkZ0aFDhxTHtW7dmtatW2dBRPrF29sbR0dHVq1apetQUkXdp6xSpUqax+KeDISFhSW40NqpUycWL17MyZMnsyZIkWZPnz6lbdu2vH79WvNZVLBgQQoXLiwrcHOYDx8+aDLw/f39CQsLY9u2bfGSF16+fMn79+8xNjamcuXKOow2Za6urgB06dJFqwSMxMZUqFCBfv36sWvXLk6cOCGJCUJnIiIiOHDgAE5OTpw8eZKYmBjNe3Lt2rWxtbVl2LBhqepXL/RP//79WbRoEQsWLCA0NJQZM2bwww8/0KZNGxo3boy5uTmmpqaEhoYSEBDAtWvXcHd3JzQ0VPN6WLRoEX379tXtExEpGjZsGH/88QcXLlzAwcGBI0eOMGjQICwtLePd2PT09MTZ2ZnXr18Dn1cHDhs2TMfRC5G7ubm5xUu8V7dkfPDgAQ8ePEh0zv3797l//36Ca3uKoiRI5BdCV0qUKMHLly/5+PGj5rGSJUtiaGhIbGwst2/fTnCsqa6y8O+brkLENXHiRCZNmgR8ft8zNjamePHimJmZJRirvsZYtGjRFBNtS5UqBXx+H3737h0lS5bUOqZmzZpRt25d/Pz82LZtW7zEBEdHR6Kjo4GU2zikVKFAfd0sNjY23uNBQUGa75EaYWFh8f7/ww8/8OLFC7Zt20ZgYCC///47v//+O/D5PHHAgAFMmjQpVT8bta1btzJhwgSt4wwPD0/19xBC5F6SmKCHYmJi6NOnD1euXMHAwICBAwfStm1bpkyZkuj4OnXqYGlpyeXLl9m/f78kJgi9or55NWPGjCRfw7nVq1ev2L59O05OTty8eRMg2yUmGBkZER0dHS8ZoVChQpqvX7x4QfXq1ePNMTY21mwT+m3x4sUEBgZiYGDAzJkzmTRpEhUrVtR1WCKDrVu3jvnz5xMSEgL8r+JFaGhovHFubm7Y2NhgbGzM8+fP9brP9bVr11AUhW7duqVrP126dGHnzp14eXllUGRCpJ65ubnm71GlUlGqVCmGDBnC8OHD5bg/h/nhhx8oW7YsU6dOJSwsjJCQEI4dO6ZZtfVv6ptcJiYmrFu3jpEjR2ZhtCKtFEXBxcWFXr16cenSpQQXkuNS/45btGjBwYMHszpUIcS/tG3bVhIJRI5Uu3ZtXr58yZ07dzT96o2MjKhduzZ+fn7s3r2bTp06xZvj5OQEIMmxIlnm5ubUqVMnVXOy4n3266+/Zvr06bi5ufH48WPNtS51G4cWLVrwxRdfZMr3jomJSRCHNv5dFSJv3rxs3bqVmTNnsnPnTs6cOYOXlxeRkZHcvHmTmzdvsnLlSrZv386XX36pdXx37tzRJCWYm5vz3Xff0bFjRypWrEjBggU1LRvs7Ow0LTdSWlgrhBBxSWKCHnJwcODKlSvkzZuXQ4cOaS6qJ3dT18rKCk9PT/7++++sClMIrTx//pyYmBi5cP7/hYeHs2/fPhwdHTlz5owmaza7rpQoX748d+7cISAgQPNYyZIlKViwICEhIXh6eiZITFCXZsuOzze3OX36NIqiMH36dH799VddhyMywYIFC/jpp59QqVTky5ePunXrJnkT/quvvmLWrFkEBASwd+9exo4dm8XRak/dmiG9FxKqVq0KfK4eIoSuqEv0GxsbY2VlRdeuXTE0NOT69etcv349Tfu0tbXN4ChFRhk1ahTdunVj5cqVODo6alopJaZ48eKMGDGCb7/9Vm4KZDNFihTh77//ZsOGDaxfv57bt28nOq5mzZpMnjyZCRMmSLUqIfSAm5ubrkMQIlO0adOGEydOcPbs2XjneYMHD+b69evY2dlhYWHBoEGDCA0Nxd7eHmdnZxRFoUePHjqMXOQk6sUPb9++JTo6OtmqCerWAoqiUKRIkVR/LxsbG2bPns2nT5+wt7dn4cKFXLp0iTt37gApV0tIj7iLPFQqVaoTN/6tVq1aLFmyhCVLlhAREcHff//Njh07cHR0JCQkhCFDhvDgwQMsLCy02p+9vT3R0dEYGhpy7ty5JK+rqCtcCCFEakligh7auXMniqIwfvx4rVf6NWzYEIC7d+9mZmhCpFqpUqV48eIF+fPn13UoOnX27FkcHR3Zt29fvFXJABYWFvTr148BAwboMsQ0adSoEXfu3MHb2zveyWjbtm1xdXVl9erVDBo0iHz58gHw/v17fvnlFxRFoVatWroKW2hJnXCSHV+bImVXr17lp59+Aj6flK9duxYzM7Mkb3yoqzitXbuWkydP6nViwocPHwCS7atYvHjxFFcmqCvAvH//PsNiEyKtIiIicHZ2xtnZOV37URRFEhP0XOnSpVm+fDnLly/n5s2b+Pr68vbtW4KDgylYsCDFihWjfv361K5dW9ehinQwMDBg8uTJTJ48mVevXnHjxo14JYzr1Kmj9QVkIYQQIj369u3LDz/8wOHDh/n48aPmPGj69Ols3ryZx48f89NPP2nOH9WKFCnC3LlzdRGyyIHUN+gjIyPx8fGhSZMmSY69fPkyANWqVUtQSUAbRYsWpX///uzcuRMHBwcWLFiAnZ0dAKampgwePDgNz0A76mokN2/exMPDI0P3bWxsTOfOnencuTN169ZlxowZhIeHc/jwYa2v4air+tavXz/ZxR5SWVIIkVaSmKCH1CufUtPL2NzcHPicUSiEPrG0tGTfvn3cvHmTxo0b6zqcLHXnzh0cHR35888/ef78OfC/ZISyZcsyYMAArK2tadmyZbatHtCpUyf+/PNPXF1dmTdvnubxCRMm4Orqire3N/Xq1cPKyorQ0FBcXFx48eKF3BTJJiwsLHj8+HGaTvKE/lu3bh0qlYqWLVvi6Oio1ZwWLVqwdu1a/Pz8Mjm69MmTJw+RkZEJejDGVbJkyRTb56jL5xsaGmZofEKklpTGzL1q164tCQg5jHoFXo8ePRg4cCDw+ZhLkhCEEELoSu3atTl79izR0dHxesqbmJhw9uxZbGxsEtxArVOnDk5OTpQtWzarwxU5VOfOnZk/fz7wuU1AUokJFy9e5NatW5o5afX111+zc+dOHj9+jKurK7t37wbA2tqaggULpnm/2rCysuLmzZvcuXOH48ePp7sNZWLitl9Jrgrbv6nfA/7d3jOuV69ecejQobQHJ4TI1SQxQQ+pV+UVK1ZM6znq3kRy4Vzom4kTJ7J3715WrVrFkCFDNH2ocqq3b9+yc+dOHB0duXr1KvC/mwmFCxfm/fv3KIrC8uXLGTRokC5DzRB9+/Zl4cKFPH/+nAcPHlClShUAevXqxejRo7Gzs+PevXusXLkS+N/PomvXrkycOFFncQvtdOnShc2bN3PlypVkM9VF9nT+/HkURUm2VdS/qfsuvnjxIpOiyhjFixfn6dOnvHz5Ml37Uc9PzTGZEBnt7Nmzug5BCJGBHBwcADJ1JZ4QIuuoVCoePnwYr+JJ5cqVs+3iA5F7tWvXLtHHK1SogLu7O3fv3uXmzZtER0dTrVo1TfVeITJKs2bNaNKkCV5eXmzevJkBAwbEu7kOn6sjjh8/HvhcfSo91xY7dOhAlSpVePDgAWPHjuXjx49A5rZxUJs+fTpr164lJCSEUaNGcfLkyWSTkV1dXSlXrhz16tUDPrdR8PDwoHfv3kl+3pw4cULzdaVKlbSOrVq1ahw7dox79+5x4cIFWrZsGW97WFgYQ4cOJTw8XOt9CiFEXJKYoIeKFi1KYGAgz5490/og7969e0DyJYuF0IWOHTsyd+5cfv75Z3r37s2WLVsoV66crsPKUFFRUbi4uODo6MixY8eIiorS3IA3MjKiZ8+e2NjY0KtXrxzX0qJw4cI8fvw40W1btmyhRYsWbNmyJd7Jq62tLdOnT5c+udnArFmz2LFjB7/88guDBw+O1wdPZH+vXr0CoEaNGlrPMTY2BuDTp0+ZElNGqVq1Kk+fPuX8+fNYW1uneT/nz58HPp+YC6ErSV0kFkJkTyVKlOD169eULFlS16EIIdLh+PHjrFu3Djc3twRVukxMTOjQoQNTpkyha9euOopQiIxVo0aNVJ07CpEWmzdvxtLSksjISHr27MnUqVPp06cPpqameHt7s3TpUh4+fAh8vmalbv+QFoqiMHr0aObPn4+/vz/w+VpC27ZtM+S5JKdkyZI4ODhgbW3Nq1evaNKkCSNHjqRHjx6ULVuWqKgonj9/zuXLl/nrr794+PAhLi4umsSEjx8/YmVlRcWKFenfvz+WlpZUqFCBPHny8OrVK1xcXNiyZQsAZcqUoXfv3lrHNnz4cNauXUtsbCy9evXiu+++o3Xr1hgbG3P16lVWrVrFvXv3aNWqVYa3ohBC5A6SmKCHateuTWBgIFeuXNG6ncPu3btRFIWmTZtmcnRCpM7ixYvJly8fdevW5eTJk1SuXJlWrVpRr149ihQpkmKVjx9//DGLIk29S5cu4ejoiLOzM+/evQM+r5ZQFIVWrVphY2PDoEGDKFKkiI4j1Z0xY8YwZswYXYch0qhq1ars37+fQYMG0apVK9asWUOXLl10HZbIIEZGRnz69ElTqUkbAQEBwOekJH3WqVMnTp8+zc6dO/m///s/ChQokOp9hIaGsnPnThRFoWPHjpkQpRBCiNyoVq1anDt3jidPntCgQQNdhyOESKXIyEhGjhypKfmdWLul0NBQXF1dcXV1ZfDgwdjb20t7PCGE0EKDBg1wcXFh4MCBfPz4kRUrVrBixYoE4yZPnszPP/+c7u83cuRIfvzxR0016lGjRqV7n9rq378/Bw8eZOTIkQQFBfHHH3/wxx9/JDrWwMAAU1PTBI8/fvxYU6U2MRYWFhw8eDBV10SaNm3KokWLWLBgAe/fv9e014hr5syZ1KlTRxIThBBpIokJeqhv376cOXOGdevWMWPGjBRvav7111+4uLigKAoDBgzIoiiF0M7ChQs1JaUURSEmJgZ3d3fc3d21mq/PiQktW7ZEURTNhYgaNWpgY2PDsGHDNOXOhcjO1Ddjixcvzt27d+nevTuFCxemWrVqmJiYJDtXURROnz6dFWGKNCpfvjw3b97k3r17dOjQQas5Z86cAVJXZUEXBg0axI8//khQUBDfffcdGzZsSPU+Zs+ezZs3b8iTJ4+U2xZCCJFhbGxscHNzw8HBgS+//FLX4QghUmno0KHs378flUpFnjx56NKlC5aWlpQqVQoAf39/Ll++zMmTJ4mKimL37t1ER0fj7Oys48iF+ExdFS4jZcUK86yUZ8gcXYeQq3Xt2pX79+/z22+/ceTIER4+fMinT58oWbIkbdq0YcKECbRu3TpDvlfp0qXp1KkTJ06cwNDQkBEjRmTIfrXVp08fHj16xObNmzly5Ag3b94kKCiIPHnyUKpUKWrXrk3Hjh2xtraOV4G4QoUKXL58mSNHjnDhwgWePHlCQEAAISEhFC5cmFq1atGnTx/GjRtHoUKFUh3Xjz/+SJMmTVi9ejVXrlwhNDQUc3NzmjVrxoQJE+jSpQv29vYZ+JMQQuQmiiqx1F6hU58+faJGjRo8e/aMRo0a4eDgQK1atTAwMEBRFPz8/KhVqxaBgYGsXr2aZcuWERMTQ506dfDx8ZE+dkKvpLdcf2xsbAZFkvHUf5MFChRgzZo1Wh28qufs3LmTQYMGZUGUQqSd+vUKia8ESow6WUediCT017fffsvq1atp0KAB165d0zz+7+MNtRcvXlCnTh0+fvzIokWL+M9//qOLsLU2ZswYtm3bhqIoTJ48mWXLlpEvX74U50VGRjJ79mzWrFmDoiiMGDECOzu7LIhYCCFEbqBSqejatStnzpzhhx9+YMGCBXIOL0Q24erqSp8+fVAUhfbt22NnZ0eFChUSHfv06VNGjx7NmTNnUBQFFxcXevbsmcURC5FQ3PP8jKAoCtHR0Rm2v8wQERHBo0ePqFSpkqY9oRDw+bpzhQoVeP78OT169ODIkSO6DkkIIbKl1HzWSmKCnvL19aV9+/Z8+PABRVGoUaMGd+7cQVEU6tevT0hICA8fPkSlUqFSqShWrBgXL16katWqug5diFxDnXShPqGrX78+NjY2DBkyBAsLiyTnSGKCyC7at2+frgsWZ8+ezcBoREZ78OABtWrVIjo6moULF/LDDz8AiScm3L17F2tra27evImpqSkPHz6kRIkSugw/RR8+fMDS0pJ//vkHRVEoV64cY8eOpXv37tSvX588ef5XOCw6Oprr169z7NgxNm/ezNOnT1GpVFSvXh1PT0/MzMx0+EyEEELkJOfPnyc8PJw5c+bg5+dH9erVGTx4sNat7nLaqlQhspOBAweyd+9eGjRogKenJ3nz5k12fFRUFJaWlvj6+tK/f3/27NmTRZEKkTT1+V5G3RLIDosSJDFBJOX48eN0794d+FyVWqpRCyFE2khiQg5x//59RowYwcWLFzWPJbZytVmzZuzYsYPKlStneYxC5Gbnz5/H3t6evXv3EhwcDHz+GzUwMKB9+/YMHz6c/v37x+vjldMSE9LyvqMoCsbGxpiZmVGtWjWaN2/O4MGDKVq0aCZEKIRIzvLly5k9ezaKotC0aVP69+/P999/j6Io/Pjjj+TNmxcPDw9OnDihqWCzadMmxowZo+PItfPw4UN69+6tSe5UMzAwwMzMDFNTU0JDQ/nw4UO8Cj0qlYoaNWpw+PBhqlSpoovQhRBC5FDpWamaHValCpGTlStXjpcvX+Lo6MiwYcO0mrNjxw5sbGwoU6YMz549y+QIhUiZ+nPI2NiYL7/8ki5duqS72mlWl79PLUlMEEnp2LEjZ8+excLCgqdPn8ZbwCCEEEJ7kpiQw/z9998cOnQILy8vAgMDiYmJoVixYjRs2BArKyu6dOmi6xCFyNUiIiLYv38/jo6OnDp1ipiYGM3Fxvz589OnTx+GDx9Ot27dyJs3b45KTPj3yWtyWfeJbVP/nPLly8cPP/zA3LlzMydQIUSSli1bxn/+8x+ioqKSvFGiUqkwNDRk+fLlTJ8+PYsjTJ+wsDBmz56NnZ0dERER8bYl9r6UL18+Ro8ezS+//BIvsUwIIYTICOm5+ZMdVqUKkZMZGxsTFRWFl5cXDRs21GrOtWvXaNKkCfny5SM8PDyTIxQiZWZmZvEW15QqVYqhQ4cyfPhw6tWrp+PoMockJgi14OBgAgIC+PjxI3Z2dvz+++8ArFy5km+//VbH0QkhRPYliQlCCKEj/v7+bN++ne3bt3P9+nXgfzffixUrxps3b3JUYsKoUaMAuH79Ot7e3sDn59mgQQNNmffXr1/j4+PD27dvURSFBg0aaPrU37hxgwcPHgBo+sCvWbNGN09GiFzs9u3bLF++nMOHD/P69et428zMzOjZsydz586lTp06Ooow/QIDA9m9ezfnzp3j+vXrvHnzhuDgYAoWLEixYsWoX78+7dq1Y/DgwZibm+s6XCGEEDnUuXPn0jW/Xbt2GRSJECK1ihUrxvv37zl+/DidO3fWas7p06fp0qULRYoU4e3bt5kcoRApi4iI4ODBgzg5OXHixAmio6M1163q1q2Lra1tsi1KsyNJTBBq9vb2mmuZag0bNtSqPY8QQoikSWKCEEIvnT59Gnt7ey5evIi/vz8RERFcv35d08McPrdHuHHjBoUKFcLGxkaH0aafr68vDg4O7Ny5k4CAAOB/SQoWFhYMGDAAa2tr2rRpo8sw083R0ZFx48ZRtmxZVq1aRa9evRKsBIuNjeXw4cN8++23vHjxgvXr1zN69GgArly5wrhx4/D19UVRFDw8PGjevLkunorQgkql4uHDhwQFBQFQtGhRKleunOaSxEL/PH36NF6FpsqVK6e7tKcQQgghhBDZXcuWLfH09GT06NFs3rxZqznjxo1jy5YtNG/enAsXLmRyhEKkzuvXr9mxYwdOTk5cu3YN+F+L0k6dOmFra0u/fv3Inz+/jiNNH0lMEGrqxAQDAwPKlStHnz59WLhwIcWKFdN1aEIIka1JYoIQQq+EhYUxYsQI9u3bB6Apm60oCn5+fvESEzw8PGjTpg2KonDnzh2qVaumk5gzUkxMDMePH8fR0ZFDhw5pSomrb+Sam5vTr18/BgwYQKdOnXQZaqp5e3vTvHlzSpUqxdWrVylevHiy41+/fk3jxo0JCAjAw8ODJk2aAPD27Vvq1auHv78/I0aMwM7OLivCF6lw/Phx1q1bh5ubG2FhYfG2mZiY0KFDB6ZMmULXrl11FKHIKmFhYWzYsIGZM2fqOpRM9/z5c80FOisrKx1HI4QQQgghdGnp0qXMmzcPAwMDtmzZwsiRI5Md7+TkxKhRo1CpVPz888/Mnj07awIVIg1u376No6MjO3bs4NmzZ8Dn61ampqb079+f4cOHZ7trVmqSmCCEEEJkLklMEELold69e3P06FFUKhXNmjWjbdu2LF++PNHEBIB69epx8+ZN/vvf//L999/rKOrM8fHjR3bv3o2TkxMeHh7xkjQURSE6OlrHEabO8OHD2bFjB7///jsTJkzQas6GDRuYPHkyX331FTt27NA8/tNPP/Hjjz9StWpV/vnnn8wKWaRSZGQkI0eOZPfu3cD/Eov+TZ1oM3jwYOzt7TEyMsqyGEXWCA4OZs2aNaxevZq3b9/mih7XDg4OmtUU2e39WQghhH5xdXXl2LFjPHnyhJiYGEqXLk379u0ZNGiQlA4WIpsIDQ2levXq+Pv7A9CjRw9Gjx6NpaUl5ubmKIpCQEAAnp6e2NnZaa6DlClThrt372JiYqLjZyCEdtzc3HB0dGTv3r0EBwcDn8/5S5cuja2tLf/97391HGHqSGKCEEIIkbkkMSGbMDQ0BEhwM1L9eHr2a2ZmRvXq1enZsydTp06lUKFC6dqnEGm1d+9eBg4ciKIobNy4ka+//hoAAwODJBMTFi5cyOLFi+nWrRtHjx7VRdhZ4vHjxzg4OLB9+3YePHiAoijZ7kZfhQoVeP78OZ6enprqBynx8vKiWbNmlC1blqdPn2oed3Nzo2PHjhQoUICPHz9mVsgilaytrdm/fz8qlYo8efLQpUsXLC0tKVWqFAD+/v5cvnyZkydPEhUVhaIoDBgwAGdnZx1HLjJKUFAQq1at4vfff+fDhw+oVKps+X6VFurEhNzyfIUQQmS8gIAA+vbty+XLlxPdXrFiRQ4cOEDdunWzODIhRFp4e3vTuXNn3r17l2I7O5VKRZEiRThz5gz169fPogiFyDgREREcOHAAJycnTp48SXR0NMbGxgmqKOo7SUwQQgghMldqPmvzZFFMIhFJ5YSkN1ckOjqat2/fcvHiRS5dusTWrVvx8PDAwsIiXfsVIi0cHBwAsLGx0SQlpKRx48bA5zJyOVnFihVZsGABCxYswMPDAycnJ12HlGqBgYEAfPr0Ses56rGvX7+O93iRIkUAZFWyHnF1dWXfvn0oikKHDh2ws7OjQoUKiY59+vQpo0eP5syZM+zdu5cjR47Qs2fPLI5YpOTJkyesWLGCU6dO8ezZM/LmzUvFihUZOHAgkyZNwszMTDM2JCSEZcuWsWrVKkJDQzXHJ8WLF+fbb7/V1VMQQgghso2YmBisrKy4cuVKkmMePXpEt27duH79eopt0YQQutewYUP8/PyYPn06Bw4cSDJ51dDQkH79+rFq1SrKlCmTxVEKkTEURdEsLEopEUcIIYQQQhuSmKBDCxYsSNXj2oqNjeXjx4/4+Phw7tw5njx5wqJFi/jjjz/StV8h0sLLywtFURg8eLDWc9RJNP++cZ2TtWrVilatWuk6jFQrXrw4L1++5OTJk1rHf/z4cc3cuD58+ABAiRIlMjZIkWb29vYA1K9fn2PHjiVbZrh8+fIcPXoUS0tLfH192bZtmyQm6JmTJ08yYMAAQkNDgf8lQvr6+uLr64ujoyNnz56lVKlSeHh4MGzYMJ49e6YZV6ZMGWbNmsW4cePInz+/zp6HEEIIkV04Oztz5coVFEWhSpUqzJ07l2bNmpE3b178/PxYsWIFly5dIiAggBUrVvDzzz/rOmQhhBZKly7Nnj17ePXqFW5ubty4cYOgoCAAihYtSp06dWjfvr0sEBLZ1rlz53BycmLv3r2aipYqlQoLCwuGDx+u4+iEEEIIkZ1JYoIOZVZiQlyzZ89m+fLlObocvtBvb9++BT6fuGvLwMAA+JxkI/Rbhw4d2L59OytWrKB3794ptnO4cuUKK1eu1KzAj+v69esAcvFGj1y6dAlFUZg5c6ZWvY/z5s3LrFmzsLGx4dKlS1kQodDW69evGTJkCCEhIZrHTE1NyZMnjyYp6J9//mHy5MlMnz6dbt26ERkZiUqlolKlSnz//feMHDlSemALIYQQqaBubVWxYkUuX75M4cKFNduqV69O37596dy5M+fOnWPPnj2SmCCEnnN0dASgRo0aWFpaYmFhwZAhQ3QclRAZ4/bt2zg5ObFjxw6ePXsGfE5GMDExoV+/ftja2tKpUyfNNTshhBBCiLSQI4kc7ssvvwQ+9wAXQhfUZcFfvnyp9ZxHjx4BCVfUC/0zZ84c8ubNS1hYGG3btuX777/nxo0b8VrSqFQqbty4wZw5c2jXrh1hYWHkzZuX2bNnx9vX/v37URSFtm3bZvXTEElQVy2pVauW1nO++OILAN68eZMpMYm02bx5M0FBQSiKgrW1Nffv3yc4OJh3797x8uVLpkyZAsDBgwexsbHh06dPFChQgLVr13L37l3Gjh0rSQlCCCFEKnl7e2uSPOMmJagZGhqyaNEi4PM5UHBwcBZHKIRIjZEjRzJq1CiePHmi61CEyBCBgYGsXr2aJk2aUKdOHX755ReePn2Koih07NgRBwcHAgICcHJyokuXLpKUIIQQQoh0k4oJOVylSpWwtbWVPmBCZ6pXr87Fixfx9fXVuqz7gQMHgM+9G4V+q127Nlu3bmXUqFFERESwbNkyli1bRr58+ShatCgAQUFBfPr0CficpGBgYMDmzZupU6eOZj8PHjzg4cOHlC9fnj59+ujkuYiETE1Nef/+vabyiTbevXsHgImJSWaFJdLgxIkTADRv3lyzelOtVKlSrFmzhuDgYBwcHHj+/DmFCxfG3d2d2rVr6yJcIYQQIkdQJ3kmV1Us7rY3b95QsGDBTI9LCJE2ZmZmfPz4kWrVquk6FCHSLCIiggMHDuDk5MTJkyeJiYnRLC6pXbs2tra2DBs2LFWVT4UQQgghtCWJCdlEQEBAoj3rSpYsmey80qVLa3qEC6ELvXr14sKFC6xdu5Zvv/0WY2PjZMe7u7uza9cuFEWRG9TZhI2NDZUrV2by5Mn4+voCn090E6uSUa9ePX7//XdatWoV7/EqVapoKmUI/VGjRg08PT3ZvXs3nTt31mrO7t27NXOF/rhz5w6KojBp0qQkx0ybNg0HBwcURWHatGmSlCCEEEKkU3h4OIqiUKBAgSTHxE3mjIiIyIqwhBBpVKlSJXx9fTXJ2EJkR+bm5oSGhgKfF4+UKlWKIUOGMHz4cBo0aKDb4IQQQgiR40ligh5TqVRs2rSJdevWcevWrUTH1KpVi6lTpzJ27FipiiD00uTJk1mxYgUBAQFYW1vj6OioWUkfV3R0NNu2bWPWrFnExsZSrlw5Ro4cmfUBizRp2bIl3t7eXL58mVOnTnHjxg3NxZoiRYpQu3ZtOnXqRPPmzXUcqUgNKysrLl26xLZt22jVqlWKf5NOTk7Y2dmhKAp9+/bNkhiFdtR/j1WrVk1yTNyVX23atMn0mIQQQggRX9x2aEII/dOvXz98fHxwcXGhY8eOug5HiDQJCQlBURSMjY2xsrKia9euGBoacv36da5fv56mfdra2mZwlEIIIYTIqRSVnPnqpXfv3mFlZcWFCxeApC9QqJMRWrZsiYuLS6J9K4XQtdOnT9OzZ0+io6MxNjamXbt2HDt2DEVR6NGjB5GRkXh5efHhwwdUKhXGxsa4ubnRrFkzXYcuRK4WGhpK9erV8ff3B6BHjx6MHj0aS0tLzM3NURSFgIAAPD09sbOz4+jRo6hUKsqUKcPdu3elnYMeMTAwQFEU/Pz8qFWrVorjrl+/nq0rJixevDhD9uPj48OBAwdQFIWYmJgM2acQQojcI7WfvymNE0Lo1sePH6lfvz6vXr3C1dWVTp066TokIVJN/ZmTURRFITo6OsP2lxkiIiJ49OgRlSpVSrGSqxBCCCFSLzWftZKYoIdUKhXt2rXj77//BqBYsWIMGjQIS0tLSpUqBYC/vz+XL1/G2dmZN2/eoCgKrVu35ty5c7oMXYgkeXh4YGNjw5MnTwASnASp34rKlSuHs7MzlpaWWR6jECIhb29vOnfuzLt371K8eKFSqShSpAhnzpyhfv36WRSh0EZuuzGSkRfbVCqVJCYIIYRIE/Xn0cSJEzE3N09y3MKFC7UaB/Djjz9mdJhCiFS4f/8+1tbW3Lx5k1GjRjF06FDq1atHkSJFpJKpyBYMDAwydH/Z4VxJEhOEEEKIzCWJCdncn3/+yfDhw1EUhaFDh7J+/XoKFiyY6NiQkBAmT56Mk5MTiqKwfft2hgwZksURC6Gd6Ohodu3axaFDh/Dy8iIwMJCYmBiKFStGw4YNsbKyYsSIERgZGek6VCFEHC9fvmT69OkcOHAgyQsOhoaG9OvXj1WrVlGmTJksjlCkJDcmJmSk7HCxTQghhP7J6FWpgHweCaFDhoaGmq/Vyavayg6rykXukBmL2tq1a5fh+8xIkpgghBBCZC5JTMjmevXqxdGjR2nfvj1nzpzRak6HDh04d+4cPXr0wNXVNZMjFEIIkRu9evUKNzc3bty4QVBQEABFixalTp06tG/fHgsLCx1HKJKivjHSpEkTTE1Nkxzn5uam1ThFUTh9+nRmhJohcuPFNiGEEPpHEuWEyFnS8zctf79C6I4kJoissnDhQhYtWgQk3ZpbZC03Nzc6dOgAwNmzZ2nfvr1uAxIih0rNZ22eLIpJpMK1a9dQFIUpU6ZoPWfq1KmcO3cOb2/vTIxMCO0FBQVx9uxZnjx5QkxMDKVLl6Zt27aUK1dO16EJIRKxceNG2rZtS82aNZMcY2FhIVV5sjkvL69kt6tXfSU3LrWrw3RBkgiEEELog7Nnz+o6BCFEBlqwYIGuQxBCiGwjNDQUJycnDh06hK+vL2/fvkWlUlGoUCEqVqxI3bp1adGiBd27d5frxRmkQ4cOuLm5AdClSxdOnDih24CEECIRkpigh9SrUCtVqqT1HPVY9VwhdEWlUjF37lxWr15NZGRkvG2KovDVV1+xYcOGJNuTCCF0Y+LEiSiKQvHixWndujVt27albdu2NGjQQO9vQgvtSLa+EEIIkbUkUU6InEUSE4TIHaIdF+k6hEyVxzbz38suXrzIV199xdOnTxNse/PmDW/evMHLy4tt27ZRsmRJ/P39Mz2mtMouK+6fPHkSr3rk6dOnefnyJaVLl9ZhVEIIkZAkJughMzMz3r59y8uXL2nYsKFWc169egVAoUKFMjM0IVI0ZswYHBwcEr0BplKp2LlzJw8ePODvv/+O159RCKF7KpWK169fc+DAAQ4cOAB8/lxp2bKlJlGhadOm5Mkjhw/ZTWxsrK5DEEIIIYQQQgghRA73zz//0K1bN4KDgwGwsrLC2tqa6tWrY2RkxJs3b/D19eXkyZNSXSoDOTk5oVKpyJcvHzExMURHR7N9+3Zmz56t69B0qn379rJQRwg9I3cW9FCdOnU4d+4c27Zto1evXlrN2bZtm2auELri7u6Ovb09iqJgZGTE4MGDadasGXnz5sXPz48///yT9+/fc/nyZf744w8mT56s65CFEP+fvb097u7uuLu7888//2ge//DhA8eOHePYsWMAGBsbY2lpqUlUaNGiBfnz59dV2EIIIYQQQgghhBBCT8yfP1+TlLBt2zZGjhyZYEyXLl2YNWsWr1+/xtnZOYsjzJmcnJwA6N27N+Hh4Rw5cgQnJ6dcn5gghNA/kpigh6ytrXFzc2P//v0sXLiQBQsWJFtGe8mSJezduxdFURg4cGAWRipEfOoEmQIFCnDmzBkaN24cb/v3339PmzZtePz4Mfb29pKYIIQesbW1xdbWFoDXr19rkhTc3d3x9fUlJiYGgPDwcM6dO6cpD5c3b14aNWqkSVRo3bq1VO8RQgghhBBCCCGEyGViYmJwdXUFoEmTJokmJcRVokQJuT6cAS5duqRZZDRs2DAiIiI4cuQIN27c4Nq1azRq1EjHEQohxP9IYoIeGjt2LGvXruXu3bssWbKEffv2MXLkSCwtLTE3N0dRFAICAvD09MTBwYEbN24A8MUXXzB27FgdRy9ys0uXLqEoCt98802CpASAMmXKsHTpUr766it8fX359OkT+fLl00GkQojklChRgv79+9O/f38AQkJCuHDhgiZR4fLly0RERAAQGRmJp6cnnp6eLFu2DAMDA+rWrUu7du1YtWqVLp+GEEIIIYTOODo6ar5WJ3/++/G0iLsvIUTWWrx4cbrm//jjjxkUiRBC6KfXr18THh4OQNWqVTNkn48fP2b16tWcOHGCp0+fEhMTQ5kyZejYsSNTpkyhbt26Sc6rVKkSkHTlBrWKFSvy5MkTRowYgb29fYL5ah06dEgwN7l9R0REsHbtWnbu3Mm9e/cAqFmzJra2tkyYMCHDWqWqjy+LFClCr169iImJoWDBggQHB+Po6JhiYoJ6UeyCBQtYuHAhZ8+eZfXq1Vy+fJl3795RsWJFhg4dyowZMzA1NdXMO3LkCOvWrcPHx4d3795RqVIlhg8fzsyZMzEyMkr2e0ZERLBlyxb279/PzZs3CQoKonDhwtSrV48hQ4YwYsSIJH8+//59Xb16lbVr13Lu3DlevnxJZGSkpn2Dm5ub5vd29uxZ2rdvn2RMR44cYceOHVy4cIGAgABiYmKwsLCgUaNG9OnTh0GDBmFiYhJvzsOHD9m/fz9ubm74+fkREBAAgLm5Oc2bN2fUqFF079492Z+FELmNopIGK3rp8ePHdOrUiUePHiVbLQE+9wSvXLkyZ86coXz58lkUoRAJmZmZERISwtmzZ2nbtm2iY4KCgihevDiKovDo0SN5zQqRDUVFRXHlyhXc3d05f/48Fy5c4MOHD/HGKIqiqbIghBBCCJHbGBgYoCgKiqIQHR2d4PG0+Pe+hBBZKz1/v4CcHwmhIxERETx69IhKlSphbGyc4vhox0VZEJXu5LFdkGn7DgoKolixYgDUr18fHx+fdO3P0dGRcePG8enTp0S3GxoasmTJEubOnZtgW2YkJiQm7r4XLlzIokWfXz/+/v507949yZ9Bnz59OHDgAAYGBil+j+RERkZiYWFBUFAQ48aNY+PGjQCMHDkSBwcHzM3NefHiRbJJEHETE4yNjZk3bx6J3TZs2bIlJ06cwMTEhG+++YY1a9Ykur/u3btz+PBhDA0NE93u6+vLl19+yZMnT5KMqWnTpri4uFCyZMkE2+L+vpo3b87UqVMTHCOnJjHh7du3DB48mNOnTycZDyR8HT169IjKlSsnOwfAxsaGbdu2ZVgiihD6KDWftel71xOZpmLFily/fp2ZM2diZmaGSqVK9J+ZmRmzZs3Cx8dHbvAKnQsJCQHQHIAmpmjRopqvQ0NDMz0mIUTGy5s3Ly1btmTOnDm4uroSEBDAH3/8QeXKldN1oU4IIYQQIidRn7cn9Xha/gkhdCu1f6/y9yuEyE2KFi1KhQoVgM83n3/55RdiY2PTtC9XV1dGjhzJp0+fKFCgAAsWLMDd3Z2LFy+yYsUKihcvTkxMDPPmzWPDhg0Z+TSAz5V//fz8sLOz0zxmZ2eHn59fvH99+/ZNdH7//v25desW06ZN4+TJk1y9epUdO3ZQs2ZNAFxcXNi8eXO64zx8+DBBQUHA5xvgauqvAwMDOXbsmFb7Onr0KHPnzqV58+bs2LEDLy8vjh07Ro8ePQC4cOECP//8M6tWrWLNmjX06NGDvXv3cvXqVQ4ePEjz5s0BOHbsWJLP7f79+7Rr144nT55QqFAh5s6dy/79+/Hy8uL48eNMnjyZPHnycOXKFb788kuioqKSjPfKlStMmTKFsmXLsm7dOi5dusTff//Nzz//rNXzBQgLC6NDhw6apITGjRuzceNGPDw88PLyYv/+/Xz77beULl06wdyYmBiMjIzo06cPa9as4dSpU1y7do1Tp06xfv16ateuDcD27dtZsmSJ1jEJkdNJxYRsIDIykqtXr3Ljxg3Nh0zRokWpU6cOjRs3TrEsjhBZRb16wM/Pj1q1aqV7nNAf6S05mxQpRZs9ffr0iUuXLnH+/Hnc3d25dOmSJtFIfVghFROEEEIIkZvFXQGmvkD/78fTIu6+hBD6JywsjH/++YcdO3awZs0amjZtyt69ezE3N9d1aELkWlIxIb7MrJgAsGLFCmbNmqX5f8WKFbGysqJly5Y0a9ZMqyoEUVFRVKxYkZcvX1KgQAHc3d1p0KBBvDFPnjyhRYsWvHr1ChMTE548eULx4sU129NbMUEtNa0A4lZMyJs3LydOnEgwPigoiFq1ahEQEEC9evXw9fVN/oeRgr59+3Lw4EEqVqzIw4cPNQuGYmNjKVeuHC9fvmTgwIE4OzsnuY+4i4wGDBjA7t2741U7iImJoXXr1ly6dImCBQsSFRXFhAkTErRwDQsLo1atWjx58iTJ59aqVSsuXLhAw4YNOXHiRLzfmdqxY8fo1asXsbGxbNq0KUH7cvXvC6Bu3bqcP3+ewoULJ/rcUvr9zZgxQ/M8Jk+ezNq1axNddBUZGcm7d+/iVXAIDQ3l48ePWFhYJPq9VSoVo0ePxt7eHlNTU168eIGZmVmiY4XI7lLzWSu1Q/SQumedpaUl3bp1w8jIiBYtWtCiRQsdRyaEyK1GjhyZ4SvhFUWRxIRs4sOHD3h4eGhaN1y9elWTsaxORDA0NKRu3bq0bt2a1q1b06ZNG12GLIQQQgihU0klEEhigRA5m4mJCQ0aNKBBgwZYWVnRpUsXunXrxqVLl8iXL5+uwxNCiEz37bffcuvWLU2lgcePH7NmzRpN2f+SJUvSvn17hg0bRu/evRO93rh//35evnwJwH/+858ESQnw+Zhq2bJl2NjYEBYWxrZt2/juu+8y74ml0tSpUxNNYihatCijRo1i6dKl+Pn58eHDhzTfrH779i1HjhwBYOjQofF+lgYGBgwdOpTly5fj4uLC+/fvk7x5r2ZiYsKmTZsStGAwNDRk3LhxXLp0ieDgYMqVK8evv/6a6PwRI0awePFirl+/nuC5ubu7c+HCBQAcHBwSTUqAz60grK2tcXZ2xt7ePkFiQly///57is8rKe/fv9e0vmjcuDGrV69O8vq3kZFRgrYSpqammJqaJrl/RVFYsWIFTk5OhIaGcurUKQYMGJCmWIXISSQxQQ8tXLgQRVHYv3+/rkMRIk2uXLnCmzdvMmRc27ZtMyoskU5SYCf38Pf3x93dXZOIcOPGjXilSOHzyUazZs00iQgtWrSgYMGCugxbCCGEECJHi46Olt60QmQjrVu3ZuLEiaxevZrffvuNOXPm6DokIYTIdAYGBmzdupWvvvqKlStXcurUKaKjozXbAwIC2L17N7t376ZJkybs2rWLKlWqxNvHqVOngM83dkePHp3k9xo4cCCTJ0/mw4cPnDp1Sq8SE4YNG5bktsaNGwOfr7E9evQo0cQLbezcuVOzcChuGwc1Gxsbli9fTkREBHv27En2Bj9Aly5d4rVhjqt+/fqar/v370/evHlTHPfv53bo0CEAatSoQd26dZONpW3btjg7O3PlypUkj4HLlSuXroVRZ86cISwsDIBp06YlSMhIraioKAICAggODo5XRbZYsWIEBgbi6+sriQlCIIkJeqlYsWIEBQVRvnx5XYciRJokd8AI/ysPpc24uAeuQncePXqU5LZ3794xfvx4rly5Qp06dRgxYgTNmjXTZJEGBARw5coVHBwc8PPzo2nTpmzcuJEiRYpkVfhCC/b29ppkhAcPHmgeVyciFC9enFatWmmqITRq1EgujAshhBBCpNLOnTsZMmRIqudFRUVhbW3NwYMHMyEqIURm6d27N7/99hu7du2SxAQhRK7SpUsXunTpwsePH/Hw8ODKlSt4eXlx/vx5Pnz4AICXlxdt2rTh6tWr8crh37hxA4BKlSpRokSJJL+HkZERDRs2xM3NTTNHX3zxxRdJbot78z84ODjN38PBwQGARo0aUbNmzQTb69evT506dbhx4waOjo4pJiZUr149yW1xqxJoO+7fz83LywuAu3fval2ZNyoqiqCgoERbItWrV0+rfSTF29tb83VaExyioqLYtGkTTk5OeHt7ExkZmeRYbRZyCpEbyB0FPVS1alUuX76Mv7+/rkMRItVkVX3OlFTJ2cjISAYMGIC3tzeLFy9m/vz5CQ4sq1evTps2bfj222/5v//7P3744QfGjh2Lh4dHVoQutDR69GgURdH8DVepUkVTDaF169bUqFFDxxEKIYQQQmR/I0eOpEiRInTv3l3rOVFRUfTr14+jR49mYmRCiMygvvkUN/lbCCFyk0KFCtGjRw969OgBwKdPn9ixYwczZ87k3bt3vHr1ih9++IEtW7Zo5gQFBQEkejP630qVKhVvjr4wMTFJcpuBgYHm67gr61Pj9u3bmhv9iVVLUBs+fDhz5szBw8ND0/89KdrGnNbnFhgYmOS85KirGvxbehe9xU0UiJsYo62goCC6du3K1atXtRofHh6e6u8hRE4kiQl6aPDgwXh6euLs7JyqixVC6NqCBQt0HYLIYmvXruXatWsMGjSI//znP8mOVRSF+fPn4+fnx549e1i9erVelVgTn+XJk4eBAwdibW1N69atk81MF0IIIYQQqaOufHD8+HFatWqV4vjIyEi+/PJLjh8/rvXKMiGE/rh7966uQxBCCL2SL18+Ro0aRenSpTX3Pvbt28emTZvi3dQG5NgnGY6OjpqvZ8yYwYwZM5Idr1KpcHR01On1e3WiQv369dm+fbvW88qUKZPo4+ltvZBe06dP1yQl9O3bl9GjR1OvXj3Mzc0xNjbWvH7Lly/Ps2fPZEGnEP+fJCbooUmTJuHg4ICjoyNt27Zl5MiRug5JCK1IYkLus2PHDhRFSdX71KhRo3B2dmbXrl2SmKBHihQpwrt374iOjmbXrl3s2rULgGrVqmnaN7Ru3TpB3z8hhBBCCKE9S0tLPD096d27N25ubvH68P5bREQEVlZWmj7LcuwsRPby/v17lixZgqIo1KpVS9fhCCGEXunWrRvlypXj2bNnvHv3jrdv32oWx6irzQQEBKS4H3XV6bjtESD+yv3Y2Nhk9xEaGpqq2HUtNjaWP//8M9XznJycdHr9vlixYgCEhIRQp04dncWhVrx4cc3Xr169SraaxL99/PiR3bt3AzBs2LBkEy3evXuX9iCFyIEkMUEP+fv7s2XLFsaMGcOYMWPYsWMHQ4cOpV69ehQpUiTFTLDy5ctnUaRCiNxOXY6yZMmSWs9Rl2GTUpb65e3bt9y8eRN3d3fOnz+Pu7s7L1684J9//uGff/5h27ZtwOffddwWDw0bNpQMdiGEEEIILR09epQ2bdpw8+ZNunfvjru7O1WrVk0wLjw8nD59+nDmzBkA5s6dy3//+9+sDlcIEcf58+dTHBMbG8u7d+/w8vJi27ZtmptqsuhICCESKl26NM+ePQPiV0eoU6cOFy9e5NGjR7x+/TrJap5RUVF4e3tr5sRVsGBBzdfJ3RgOCgri7du3SW7Xx2teZ8+e1fzcpk6dSsuWLZMd7+npyW+//caDBw/w8PDQqmpXZmjYsCEXLlzg4cOH+Pv7a9pw6EqjRo00X58/fz5ViQn37t0jKioK+FwBPSl37twhJCQk7UEKkQNJYoIeqlixouYDT6VScfr0aU6fPq3VXEVRiI6OzszwhBBCQ12C6t69ezRs2FCrOffu3Ys3V+iP2rVrU7t2bSZMmADA48ePNUkK7u7u/PPPP/j7+/PXX3+xd+9eAAoUKEDz5s01VRWaN2+OsbGxLp+G+JfKlStn+D4VRZHkIiGEECINChcuzPHjx2ndujWPHz+mS5cueHh4ULp0ac2Y0NBQevfuzblz5wD44YcfWLRoka5CFkL8f+3bt0/VDSr1OW+/fv0YP358ZoUlhBDZUlhYGLdu3QKgUKFCmtX0AJ07d2bz5s2oVCq2bdvG7NmzE93HX3/9xYcPHzRz4ipSpAiFCxfm/fv3eHl5JRnHrl27kr1GGfca16dPn1J+YllA3cbB0NCQ//znP5pFYEnp3Lkz69atIzo6GkdHR50lJlhZWfH777+jUqlYvXo1P//8s07iUOvQoQOmpqaEhoaydu1abGxstG4PEfceXHIVN/744490xylETmOQ8hChCyqVSvOBqP5a239CCJFVatasCcBvv/2WYlk0+Lx6ZNWqVfHmCv1VsWJFbG1t2bx5M3fu3CEgIIA9e/Ywbdo0GjRogKIoBAcHc/LkSRYuXEinTp0wMzOjefPmUmpYjzx+/Firf0+ePOHJkydaPy6EEEKItCldujQnT56kVKlSPH36lC5dumhW6oWEhNCzZ09NUsLChQslKUEIPZKa63P16tVj48aN/PXXX3q54lYIITJaSEgIlpaWHD58ONnrhLGxsUydOpXg4GDg8w3ruO+Tffv21SRt/ve//8XPzy/BPp49e8asWbMAMDExYdSoUQnGtG3bFoCDBw8murji7t27/PDDD8k+JwsLC83X+rBAIzQ0lH379gHQpk2bFJMS4HPLgnbt2gHg7OysswSLrl270qxZMwCWLVuGs7NzsuP9/PxwcXHJtHgKFy6sSRy8evUq33zzTZL316KioggMDNT8v2rVqprXrIODQ6LzXFxcWLduXSZELkT2JhUT9JC6XLYQQug7W1tbLl++jKenJ3379mXTpk1JluEKCAhg/PjxeHp6oigKtra2WRytSK8SJUowYMAABgwYAEBwcDAeHh6a9g9eXl58+vSJy5cvc+XKFZYtW6bjiAXAiBEjkt3u4+ODr68vKpWKwoUL07BhQ017loCAAHx8fHj37h2KolC/fv1ke2ELIYQQQjtVqlTh+PHjtG/fnjt37tCjRw/279/PoEGDuHjxIgA//fQT8+bN03GkQgi1s2fPpjjGwMCAggULUrFiRQoXLpz5QQkhhJ65fPkyffr0oUyZMvTt25cWLVpQoUIFChYsyPv37/H29sbOzk6TbGBmZsaSJUvi7cPIyIhNmzbRp08fPn78SKtWrfjuu+/o1KkThoaGXLhwgaVLl2puFC9fvpzixYsniGXSpEkcOnSI8PBw2rdvz8KFC2nYsCEhISGcPn2a1atXU6JECQwNDXn9+nWiz6d8+fKULVuW58+fs3z5csqWLUuNGjU0K+tLliwZr21EZtu3b5+mNYD6+pw2BgwYwOnTp3n//j2HDh1i4MCBmRVisnbs2EGzZs0ICgpi8ODBbN++ncGDB1OtWjUMDQ0JDAzE29sbFxcXLl26xMyZM+nTp0+mxbNkyRJOnjyJn58f69at4+LFi4wfP566detiZGTE8+fPcXd3Z+fOnfz000+a1kzFihWjZ8+euLq6cuzYMbp27crEiROpUKECgYGB7N27F3t7eypXrsz79++TfH0JkRtJYoIeSukGghBC6Iv/x959R0Vxfo8ffw8IEhQL9g72KEaxEEHB3sXeYoy9xpIYSxJjjJ+YZjSx9yiKLbZoQI29gAIKigTEWAEVBSmKIIKU+f3hb/fLShFUWND7OmfPgZnnmb27lN2duc+948eP588//+TMmTMcOHCA6tWr07FjR5o1a0bZsmVRFIXw8HC8vb05cuSINiO3RYsW2nYBouAyMzOjevXqhIaGcufOHYKDg7l3755U78lnskp43LBhA9u2baNy5cr89ttv9O7dm0KFdN8epqSk8NdffzFjxgwCAwOZOHEio0aNyu2whRBCiLdegwYNcHV1pWPHjly4cIFatWqRkJAAwE8//cRXX32l5wiFEGlpVpsKIYTIWKFChShfvjxhYWGEhoayYsUKVqxYken4WrVqsX37diwsLNLt69atG05OTowbN47Y2FjmzJnDnDlzdMYYGhoyb948JkyYkOHxO3XqxJQpU1i6dCl3795l9OjROvurVq2Ki4sLXbp0yfJxzZo1i08//ZSgoCB69uyps8/JyUl7sTovaNo4KIpCnz59sj2vT58+TJo0idTUVJydnfWWmFCjRg08PT3p27cvAQEBuLq6ZlkVoVixYrkaj6mpKSdOnKBv3764ublx4cIFxo4dm625q1atomXLlty+fZtjx45x7Ngxnf1Vq1Zl3759dO3aNTdCF6LAksQEIYQQr8zAwIB//vmHjz/+GBcXFxISEjJ9Q6m5WO3o6MjWrVsxMJBuQgWNqqpcunQJd3d37e3FjF9JSig4fHx8GD9+PGXKlMHLy0unt3VahoaG9O/fn5YtW9KkSRM+/fRTGjZsSNOmTfM4YiGEEOLtY2dnx549e+jZsycJCQkoisKvv/7KtGnT9B2aEEIIIUSOmJiYEBoaipeXF8eOHcPLy4urV68SHh5OQkICRYoUoWLFijRs2JCePXvSt29fjI2NMz3esGHDaNWqFYsXL+bIkSPcvn2b1NRUKlasSNu2bZk8eTINGjTIMqYlS5bQvHlzVq9ezaVLl0hKSqJq1ar07t2b6dOnU6pUqZc+rgkTJlCuXDnWrFnDpUuXiI6OJjk5OcfPz+sKDQ3lxIkTANja2mZ6Hicj5cqVo0WLFri7u3Po0CEiIiIoU6ZMboWapdq1a3Pp0iV27tzJnj178Pb2JiIigpSUFEqVKkWdOnVo2bIlvXv3pnHjxrkeT+nSpTl9+jR79+5l27ZteHl5ERERgaIoVKxYkSZNmtCrV690FSqqVKnCxYsXmT9/Pn///TchISGYmJhgYWFBr169+OyzzyhZsmSuxy9EQaOocgUh3wgICODw4cOEhISQkpJCxYoVad26NS1atNB3aEII8VIHDhxg1apVnDp1ivj4eJ197733Hq1bt2bChAl0795dTxGKnEpKSuLcuXPaJAQPDw9t/z9In4RQo0YN7O3tcXBwwMHBgerVq+d1yCIHPv74Y/7880+WLl3KxIkTszVn+fLlTJkyhUGDBrFt27ZcjlAIIYQouNzc3HI0fteuXaxYsYK+ffsyefLkTMdpeiULIYQQInsSEhIICgrC0tISExMTfYcjhBBCvHVy8loriQn5QHx8PCNHjmTXrl0Z7re1tWXHjh1UqlQpjyMTQoicS01N5ebNm0RHRwNQsmRJatSooe29JvKvuLg4PDw8cHNzw93dHW9vb237DdBNRFAUhfr16+Pg4KBNRqhQoYI+whavqGrVqoSGhnLu3LlsVz/w8fHBxsaGypUrc/v27VyOUAghhCi4DAwMUBTljR5TURS9rM4T4l3k4uICQLt27ShSpMgrHyc8PJz58+ejKAq//fbbmwpPCJEDkpgghBBC5K6cvNZKK4d8oF+/fhw+fDjT8tceHh60bdsWX19fTE1N8zg6IYTIGQMDA2rVqqXvMEQONW3aFD8/P1JTU7Xb0r4uFSpUCGtra20igr29vZQjK+A0bTjSJp+8jGbsiy08hBBCCJGerAMRouDq1asXBgYG/Pvvv9SrVy/d/uvXr9OpUycUReHmzZuZHicyMpLFixdLYoIQQgghhBBIYoLeHThwgEOHDqEoCubm5kycOBEbGxuMjIzw9/dn5cqVBAUFcePGDZYsWcLXX3+t75CFEEK8hS5evKjzvYmJCTY2Ntq2DLa2tq+1UkjkP2XKlCE0NJR//vkn222jDh48CDzvvyeEEEKIzJ08eVLfIQghXlNWyUXPnj0jODj4jVdGEUIIIYQQ4m0miQl6tmXLFuD5xYFz585RrVo17b6OHTsyduxYHBwc8PPzY+vWrZKYIPI1AwODLFcUCCHyr6JFi9KiRQttIkKzZs0wNjbWd1giF7Vt2xZnZ2d+//13unTp8tLkBA8PDxYtWoSiKLRr1y6PohRCCCEKplatWuk7BCGEEEIIIYQQIl+RxAQ98/HxQVEUpk2bppOUoGFmZsaPP/5I9+7d+e+//4iPj5d2DiJfk3Kl76aoqCi2bNmCu7s7t27dIjY2lpSUlCznvKzkpchbjx49wsDAQN9hiDz01VdfsWPHDhITE2nXrh3jx49n+PDhNGzYULvyS1VV/Pz82LRpE6tWreLZs2cULlyYr776Ss/RCyGEEEIIIYQQQgghhChIJDFBz8LCwgCyXKVob28PPL84EBERkWECgxBC6MuuXbsYO3Ysjx8/BrKfnCIlL/MXSUp499StW5dNmzYxZMgQnj17xrJly1i2bBnGxsaYm5ujKApRUVE8e/YMeP63XahQIZycnKhbt66eoxdCCCGEEEIIIYQQQghRkEhigp49efIERVEoUaJEpmPMzMy0X8fHx+dBVEIIkT3nzp1j8ODBpKamoqoqFStWxNraGnNzc7nQLUQBMGDAACwtLfn000+5cOECAImJidy/fz/d2MaNG7Ny5UpsbGzyOkwhhBBCCCGEEEIIIYQQBZwkJhQwUiZfCJGfzJ8/n5SUFN577z3WrVvH4MGD9R2SECKHmjVrhre3Nz4+Phw7dgx/f3+io6MBKFmyJA0aNKB9+/Y0a9ZMz5EKIYQQBcfIkSOB51XC1q9fn277q3jxWEIIIYQQQgghREEiiQlCCCFemYeHB4qi8NVXX0lSghAFXNOmTWnatKm+wxBCCCHeChs3btS2LkubTJB2e06oqiqJCUIIIYQQQgghCjRJTMgn/v77b3x8fN7IuKFDh76psIQQIkuPHj0CoFOnTvoNRAghhBBCiHykatWqGSYgZLZdCCGEEEIIIYR420liQj4xe/bsLPdrTlxkZ5wkJgh9GzFiBEWKFHnt4yiKwvHjx99ARCK3VKhQgdu3b8vJVSGEEEIIIdIIDg7O0XYhRP7k7e1NZGRkuu1BQUHar93d3TNtvZp2nBBCCCGEEO86SUzIBzL78CJEQZWd6h8voylVKvK39u3bs2HDBi5cuCD954UowFJTUwkMDOTWrVvExsaSkpLy0jmSCCmEEEIIId52I0eOzHSf5pxF69at8ygaIYQQQgghCjZFlavierVp06Y3fsxhw4a98WMKkR0GBgYoivLGkm0URcnWxTGhP1evXqVx48ZUqFCBS5cuUbRoUX2HJITIgadPn/LDDz+wbt06oqKisj1PURSSk5NzMTIhhBCi4IuPj8fU1FTfYQghXoGBgcEbPZ6c3xBCfxISEggKCsLS0hITExN9hyOEEEK8dXLyWisVE/RMkgjE2yggIIB69erpOwyRB+rUqcPWrVsZPHgw7dq1Y8OGDdSvX1/fYQkhsuHp06e0bduW8+fPS/UmIYQQIheUKFECa2trHBwccHBwwN7enhIlSug7LCFENnz33Xf6DkEIIYQQQoi3jlRMEEK8MZqKCf7+/pKY8I7QlLX8999/uXjxIoqi0KBBA+rWrfvS1WGKorB+/fq8CFMIkYGffvqJ2bNnA2BlZcWkSZNo0qQJ5ubm2VohVq1atdwOUQghhCjQNJ+PNBRFoX79+tpEBQcHB8qVK6fHCIUQQoi3n1RMEEIIIXJXTl5rJTFBCPHGSGLCu+fFk62qqup8nxnNOCllKYT+NGzYEH9/f+zs7Dhx4gTGxsb6DkkIIYR4q7Rp04bz58/z9OlT7bYX3yvXrFlTW03BwcEBCwuLPI5SCCGEeLtJYoIQQgiRu6SVgxBCiDxRtWrVbCUiCCHyn5s3b6IoCjNnzpSkBCGEECIXnDx5kuTkZHx8fHB3d8fd3Z2zZ8/y8OFD7Zjr169z48YNNmzYAEDlypW1SQoODg7UrVtXX+EL8U6bOnUqPXr0wMHBAUNDQ32HI4QQQgghxFtBKibokZubm/ZrBweHDLe/irTHEiIvScUEIYQoOMzNzYmJieHChQs0atRI3+EIIYQQ74yAgABtooK7uzuhoaE6+9Mm/pYuXVonUUFes4XIG5rzG8WKFaNTp050796drl27Ym5uru/QhBA5JBUThBBCiNwlrRwKCM2HHEVRSE5OTrf9Vbx4LCHykiQmCCFEwWFnZ8e5c+c4cOAAnTt31nc4QgghxDsrODhYJ1Hh6tWrOvs15wfk874Qeadjx464ubnx7Nkz4Pnfn4GBAba2tjg6OtK9e3fef/99PUcphMgOSUwQQgghcldOXmsN8igmkQlVVckoN0Sz/VVuQgghhBAvM3z4cFRVZdeuXfoORQghhHinWVhY8Mknn7B27VquXLlCeHg4u3fv5rPPPsPS0lI+7wuhB0eOHCEyMpJdu3YxdOhQSpUqRUpKCmfOnOGrr77CysqKmjVrMnXqVE6cOEFKSoq+QxZCCKFnc+fO1S5EFaIg2bhxo/Z3Nzg4WN/hiLdcIX0H8C47efJkjrYLkd8FBQUBUKlSJT1HIoQQ4mXGjBnDzp07cXZ2pn379nz00Uf6DkkIIYR45925c0dbOcHNzY3g4GAURZGkBCH0oGjRovTt25e+ffuiqipeXl64urri6urK5cuXuXXrFkuXLmXp0qWYmZnRqVMnHB0dpeWDEEIAT548YfPmzbi4uODn50dUVBSqqlKsWDEsLCxo0KABtra2dO7cmSpVqug7XCHylTZt2nDq1CkAOnTowJEjR/QbkBBvkLRyEEII8UalpKTw8OFDnj59+tITqFWrVs2jqIQQL7p9+zZPnjxhzJgxeHp60rdvXwYPHkzdunUxNTV96Xz5+xVCCCFe39WrV3Fzc9MmI9y+fVu7T/Neunjx4tja2mJvb8/XX3+tr1CFEGkEBwezf/9+XF1dOX36dIYtH7p3746jo6O0fBBCz3LayiFl/aw8iEp/DEf9lOv34enpyaBBg3Te12SmXLlyhIWF5XpMr+rUqVO0adMGeL6gtHXr1pmOnTt3Lv/73/8AJKk0G3Ly3L5LQkJCtFXT4Hn77Dt37lCxYsVcu8+NGzcyYsQI4PniUwsLi1y7L/F2yslrrVRMEELkmri4OBITEylVqlSG+zds2MCGDRvw9/cnOTmZKlWq0L17d2bOnEnZsmXzOFrxOiIjI1m2bBn79u0jMDCQ1NTUl86RHrlC6JeFhYW2vKCqquzZs4c9e/Zka678/QohhBA5p6oqvr6+2kSEM2fOEBkZqd2nUblyZVq2bKm9NWjQQEoCC5HPWFhYMGnSJCZNmkRcXByHDx9m//79HDx4kIiICM6cOcPZs2f5+uuvsbS0xNHRke7du9OqVSsKFZLTsUKIt9e1a9fo1KkTsbGxAPTo0YN+/fpRu3ZtjI2NiYyMxM/Pj6NHj0rlaCEysHnzZlRVpXDhwqSkpJCcnMyWLVuYOXNmrt3n8OHDGT58eK4dX4i05J1wPnTy5EltplhOffrpp6xcufINRyREzmzYsIEFCxZw7do1AN577z169uzJvHnzqF69OqqqMmjQIHbv3g3830m469evs2jRIjZv3syRI0do2LCh3h6DyD4PDw/69OlDRESEZAMLUcCk/ZuVv18hhBDizXr27Bnnzp3TtmXw9PQkLi4O+L/XXUVRqFevHvb29tpEBKlKJETBkpOWD8WKFWPp0qV88skn+g5bCCFyxTfffKNNSnBycsrwYmeHDh2YPn06ERER7Ny5M48jFCJ/27x5MwDdu3fn6dOnHDx4kM2bN+dqYoIQeUkSE/KhXr16ceLECZo0aZKjeWPHjmX9+vWSmCD06ptvvuGXX34B/u9kW3x8PH/++Sdnzpzh3LlzrF+/nl27dgHPSxGVLVuW5ORkoqKiAIiIiKBfv374+/tnq8Sa0J+oqCh69uxJVFQURYsWZfTo0ZQoUYK5c+eiKAp//PEH0dHR+Pj44OLiQkJCAi1atGDUqFH6Dl2Id56Tk5O+QxBCCCHeasWLF9eWd9d8NipcuDBNmzbVJiG0aNGCEiVK6DFKIcSbpCgKtra22Nra8tNPPxESEqJNUjh9+jQxMTEEBQXpO0whhMgVKSkpHDhwAICmTZu+dAV2mTJlmDhxYh5EJkTB4OXlpV3s+fHHH5OQkMDBgwcJCAjg4sWLNG7cWM8RCvH6DPQdgEgvNjaWrl27cvXq1WzPGT16NH/88UcuRiXEy128eFGblADQpEkT+vXrR7NmzVAUhbt377J06VJWrFgBwKxZs4iIiOD+/ftEREQQFBTEgAEDALh16xZbt27Vy+MQ2bd8+XKioqIoXLgwnp6e/P777/Tt21e7f8SIEUybNo3t27dz48YNHBwcOHv2LIGBgQwbNkyPkQshhg0b9lo3IYQQQmQtMTERAENDQz766CPc3NyIiYnB3d2dn3/+mW7duklSghBvuWrVqjFp0iQOHz5MZGQku3fvxtbWVt9hCSFEroiIiODp06cA1KxZ840cMzg4mKlTp1K/fn3MzMwwNTWlVq1ajBs3Dn9//yznKYqCoihs3Lgxy/vQtLpMm0ihmZ+2snWbNm20x8zOsRMSEliwYAGNGzfGzMwMMzMzbGxsWL58+Rttj5mQkMDy5ctp164d5cuXx9jYmLJly9K+fXvWr1+f5X09e/YMV1dXJk2aRLNmzShZsiRGRkaUKlWKDz/8kLlz52pbj2XlxIkTfPTRR1haWvLee+9hampKtWrVaN68OdOnT+fEiRPasa/73J48eZJhw4ZRvXp1TE1NKVasGA0aNGDGjBncu3cv0xg1C+k0LdJiYmKYN28e1tbWlChRQuc+XxybVz9LZ2dnAEqWLEm3bt3o1asXZmZmOvteZu/evfTq1YvKlStTuHBhzMzMqF69Ovb29nz77becP38+3ZyNGzdqH29wcHC6/ampqZw4cYLp06fTokULSpcujZGRESVKlKBRo0ZMnz6d27dvv/oDF+8UqZiQD9WsWZMbN27QoUMHzp49S5UqVbIcP3z4cG15l0GDBuVFiEJkaO3ataiqipmZGXv37qVt27bafadOnaJXr14sXryYxMRExowZww8//KAzv1q1amzfvp07d+7g5eXF33//LSvr87l//vkHRVEYOXIk9evXz3JshQoVOHjwIA0bNmThwoV06tRJ53dECCGEEEKIt42qqiQnJ/Pnn3/yzz//0KJFC22lBBsbG4yNjfUdohAimxYuXMjQoUMpW7bsK80vWrQoffr0ecNRCSFE/pH2fc2VK1de+3jOzs6MHTtWm+ypcePGDW7cuMH69euZN28eX3/99Wvf15sWHh5O586duXTpks52b29vvL29OXLkCPv27cPA4PXWDvv5+dGzZ09CQkJ0tkdERHD8+HGOHz/OmjVrcHV1pVy5cunmjx07lk2bNqXbHh0dzfnz5zl//jzLly/n77//pkWLFhnGMHXqVBYvXpxu++3bt7l9+zbnzp1j48aN2UpwyEpCQgIjRozgzz//TLcvICCAgIAAVq1axfbt23F0dMzyWNevX6djx44ZXoR/UV79LJ89e8aOHTsA6N+/v/bvqU+fPmzatInt27ezcOFCChXK+LJuSkoKH330kbZSddrjxsXFERQUxJkzZ/jnn3/w8fHJUWzff/89//vf/9Jtj4mJwc/PDz8/P1atWsWWLVvo3bt3jo4t3j1SMSEfOnr0KJUqVeLu3bt06NCBBw8eZDhOVVU++eQTnJ2dUVWVIUOGaBMUhNCHs2fPoigKn3/+eboLzq1bt+azzz4jISEBeP6mJyOKojBmzBhUVcXPzy/XYxav58aNGwC0b99eu02TSQrP3xCl9d577zF16lRUVWX16tV5E6QQQgghhBB6sG/fPqZNm4aNjQ2GhoY8evSIAwcOMGvWLFq1akXx4sWxt7fn66+/5uDBg8TExOg7ZCFEFmbOnEmVKlXo3bs3rq6upKam6jskIYTIV8zNzalWrRrw/IL5/PnzX/l/5YEDBxg+fDiJiYkULVqU7777Dnd3dzw9Pfntt98oXbo0KSkpzJo1i1WrVr3JhwFApUqV8Pf3Z8OGDdptGzZswN/fX+fWq1evDOf36dOHwMBApkyZwtGjR7lw4QLbtm3j/fffB8DV1ZV169a9Vow3btygVatWhISEUKxYMb7++mv27t2Lj48Phw8fZuLEiRQqVAhvb2969uxJUlJSumMkJydTvXp1pk2bxo4dO/D09MTb25vdu3czfvx4jI2NiYqKonfv3hlep9q/f782KeGDDz5g1apVnDp1Cl9fX06ePMny5cvp1asXhQsX1s55ledWVVX69eunTUpwdHRk8+bNnD17Fk9PT5YsWULVqlV58uQJ/fr1e+mF9379+hEaGsrkyZM5evQoPj4+bN++nTp16qQbmxc/S3j+XEZHRwMwZMgQ7XbN1w8ePODQoUOZzl+1apU2KaFly5Zs3LgRd3d3Ll68yNGjR/ntt9/o0KEDhoaGOY4tOTmZChUq8Omnn2qf9wsXLrBv3z5mzpxJ0aJFiY+PZ/DgwW8kKUm83RRV0+hQ5CtXrlzBwcGB6OhoGjZsyKlTpyhWrJh2f2pqKkOGDNH+Ix42bBgbNmzQuSAoRF4rXrw4cXFxHDt2TKcUk8bJkydp164diqIQGxuLqalphsc5f/48zZs357333uPJkye5HbZ4DcbGxqSkpODt7a3tcXXr1i1q1qyJoihERUWlK0/r7e3Nhx9+SJUqVdJl8wohhBBCCPE2io+Px9PTE3d3d9zc3Dh37py21LHmc7yiKNSrVw97e3tatmxJy5YtX1pBUQiRdzQrITV/s2XLlmXo0KGMGDGCunXr6jM0IUQWEhISCAoKwtLSEhMTk5eOT1k/Kw+i0h/DUT/l6vF/++03pk+frv3ewsKCHj16YGdnh42NDZaWli89RlJSEhYWFty7d4+iRYvi7u5Oo0aNdMaEhIRga2vL/fv3MTU1JSQkhNKlS2v3BwcHa+/LyclJp03DiywsLAgJCWHYsGHp2gecOnVKe5775MmTtG7dOtPjzJ07V7uq3MjIiCNHjqQbHx0dTb169QgPD+eDDz54rYV5LVq0wMPDA2tra44cOaLz+DUOHTpEt27dSE1NZe3atYwZM0Zn/82bN6levXqm15X8/f2xs7MjLi6O2bNnM2/ePJ39Q4cOZfPmzVSrVo2AgACKFi2a4XGio6MxNzfX2ZaT53bdunWMHTsWIyMjXFxc6Ny5c7oxDx8+xN7ensuXL9OiRQvOnDmjsz/tz8fAwIB//vmHjh07Znh/ef2zBOjVqxd///03FhYW3Lp1S/szSU1NpUqVKty7d4/+/fuzc+fODOc7ODjg7u7Ohx9+yJkzZzKtrJDRz2Ljxo2MGDECgKCgICwsLHT2BwcHU6lSJYyMjDI85t27d2nevDmhoaGygPodlZPXWqmYkE+9//77HDx4kCJFiuDn50f37t21K801JVk0SQkjR46UpASRL8TFxQFQpkyZDPenfXOUWVICQJEiRQC0v/Mi/9K82UzbSyvtG5uMymFpfq6ZVYMRQuS92NhY9u7dy9y5c5k0aRKjRo1i5MiRmd6kzY4QQgiRM6amprRr1465c+dy4sQJYmJi8PDwYP78+XTt2pXixYuTmppKQEAAq1evZsiQIVhYWGBhYcGQIUNYvXo1AQEB+n4YQrzT/P39+fzzzyldujSqqhIeHs7ChQupX78+dnZ2rF+/XnteRAgh3lVTp05l5MiR2u+Dg4NZunQpgwYNonr16pQvX55Bgwbh6upKZmtm9+7dy7179wCYPXt2uqQEeN4SeMGCBcDzBFAnJ6c3/2Bew+TJkzO80G5ubq69AOzv7//KFbPc3d3x8PAAYNOmTRkmJQB07tyZfv36AaRLugCoUaNGlteVGjRowOjRo4Hn1cBeFBYWBkDjxo0zTUoA0l0IzwlVVZk/fz4AU6ZMyTApAaBkyZLa34mzZ89y/fr1TI85fPjwTJMSXpTbP0uAqKgoDh48CMDgwYN1fiYGBgYMHjwYeF6d4dGjRxkeQ/OzsLOzyzQpQRN3TllYWGSalABQuXJlZsyYAYCLi0umf9tCgCQm5GvNmjVj3759GBsbc/bsWfr27cvTp08ZMGCAtiTLmDFj+OOPPyQpQeQLmheczPopvW6fJZH/1KxZE3jeM0yjRIkSlC9fHnie7foiTbaqJgFFCKE/qamp/O9//6NSpUr069ePefPmsWrVKjZu3MimTZsyvG3cuDHDD7NCCCGEyL5ChQrRvHlzZsyYgaurK1FRUfj5+bFs2TL69etH+fLlUVWV27dvs337diZOnJjhSXkhRN6pX78+v//+O6Ghofz11184OjpiaGiIqqqcO3eOsWPHUqFCBUaMGIGbm5u+wxVCCL0wMDBg/fr1HDlyhM6dO6e7QBoeHs6OHTvo0aMHNjY23Lx5M90xjh07BjyvUJM2yeFF/fv3p3jx4jpz8ouPP/44031NmjQBnp9LDwoKeqXju7i4AFCnTh0aNGiQ5VgHBwfgeRXbtIvLMvLw4UNu3rzJ5cuXCQgIICAgQFsNNzAwMF07iAoVKgDg5uaW4c/yTQgMDNQeW5NkkRnNYwXw9PTMdFxWP5+cjH0TP0uA7du3a5/btG0cNDTbEhIStNcGX6T5Wbi6uhIZGfnKsWTH48ePCQoK0vk90SxE1ewTIjNylTCfa9u2Ldu3b8fAwIBDhw5haWmpzUwbP348a9as0W+AQoh32ocffgg8f2ObVufOnVFVlV9//VUnO9XLy4sFCxagKArNmjXL01iFEOkNHz6c77//nri4OAwMDChTpow2yaxy5coUKVIEVVW120qXLk21atWoWrWqPsMWQggh3jqKotCgQQMmTpzIjh07uHHjBqtXr6Z69era12JZeSRE/lCoUCFtueW7d+/y66+/8v7776OqKk+ePMHZ2Zk2bdpQu3Ztfv75Z+2qXyGEeJd06NCBf/75R7sS/H//+x+Ojo7aRAIAHx8f7O3tuX//vs5cTZUoS0vLTCvzwvMWs9bW1jpz8ousWvykXbEeGxurs09zkTejW9qWxz4+PgBcvXoVRVGyvE2aNAl43iIjOjo6XTz+/v6MHDmSChUqYG5uTs2aNbGysqJBgwY0aNCAuXPnAs8Xtzx8+FBn7tChQ4HnK/6trKwYNGgQTk5O3LhxIwfPVtY0jxXA1tY2y8eatmqDpoJARj744INs3/+r/ixzYtOmTcDzyhPvv/9+uv0NGzbEysoKAGdn5wyPMWzYMABu3LhBzZo1GTlyJNu3b+fu3buvHFdaISEhTJ48GQsLC4oXL0716tV1fk/Gjh2rHZvbiRGiYJPEhAKgV69erFu3Dnhe+lxVVSZOnMjKlSv1HJkQ4l3XqVMnVFXlr7/+0tn+xRdfUKhQIR48eED9+vVp1qyZtl+uptzUZ599poeIhRAahw8fZsuWLcDzBIUHDx7orDAICQnh8ePHXLlyhSlTpmBgYEDJkiX5559/JPNZCCGEeMMePXrEgQMH+PLLL7Gzs6NkyZJMmDCBoKAgqZAoRD5WtmxZpk+fTkBAAF5eXowdO5ZixYqhqio3btxg9uzZVKtWja5du7Jnz550K02FEOJtV6xYMbp06cKcOXNwcXEhPDycDRs2ULJkSQDu37/Pt99+qzNHc/G8bNmyLz2+pmprRhfc9SmrNsZpqwqnpKTo7NNc5M3olnZh2Ku2yI2Pj9f5fv369TRu3BgnJ6csL+RrPH36VOf7du3asXz5ct577z0SEhLYsWMHI0eOpFatWlSuXJnx48fj5+f3SrFqvKnHmpbm9y87XvVnmV1XrlzRJl9kVC1B45NPPgGet6nI6LzcyJEjmTVrFoUKFSImJgYnJycGDx5MlSpVqFmzJtOmTePWrVuvFOM///xDvXr1WL58OSEhIS8d/+LviRBpZd5oROS6tKXPX6Zt27ZMmTKFJUuW0K9fP2bMmJHpfFnFKPTt77//1slk1AgNDdV+nVlm34vjRP7WqVMnhg4dSkpKCkFBQVhaWgJgZWXFqlWrmDBhAsnJyVy4cEFn3ty5czPtByaEyBua/ov169dnw4YNABmu5qpTpw6LFy+mXbt29OnTh65du+Lr66uzykEIIYQQOXP//n3c3d1xd3fHzc2Ny5cv61RESPu1iYkJNjY2OqVphRD5j42NDTY2NixevJjdu3czc+ZMwsLCSElJ4fDhwxw+fJhSpUoxcuRIPv/8c+3FNCGEeJcULlyYESNGULFiRe25wb/++ou1a9emawMsyZmZ01wEb9iwoXbRSXZUqlRJ+/V///3H+PHjSU5OpmzZssyYMYO2bdtiYWGBmZkZRkZGAGzYsIFRo0YBZFjBa+LEifTv359t27Zx9OhRzp49S0xMDKGhoaxZs4a1a9cya9Ysfvjhh9d6rPC8TYGFhUW25mWV2GJoaPhKseSGtNdJvvjiC7744ossx6uqirOzM9999126fT/++CNjx45l69atHD9+HC8vL+Lj47l58ya///47y5YtY+nSpYwfPz7b8UVGRjJ48GDi4+MpWrQo06dPp1OnTtSoUYPixYtjbGwMwIkTJ2jXrp02RiEyI4kJeqS5gJcTiqKwZ88e9uzZk+n+l/UJEiK3zZ49O9N9mjeUI0aMyKtwRC4yMjLKtNf8qFGjaNmyJRs3buTy5cskJydTq1YtPvnkE5o2bZq3gQoh0vHy8kJRFCZOnJit8Y6OjgwbNgwnJyeWLl2abkWDEEIIITJ348YNnUSEF1c5pT15Z2Zmhp2dHQ4ODjg4ONCsWTPtCT8hRP4WEhLCxo0b2bRpE+Hh4SiKotOKJTIykgULFrBs2TJ++OEHpk6dqueIhRBCPzp16kSVKlW4c+cODx8+JCoqStu2QVMePzw8/KXH0azyT1tSH3RXsqempmZ5jLQtEvQtuxd0S5UqBUBcXJy2xH9Obdy4keTkZAwNDTl9+nSmLQuyU42ibNmyfP7553z++eekpqZy6dIl9u7dy/Lly3n06BE//vgjzZo1o2fPnjmOU/NYAUqUKPHKjzc/Sk1NZevWrTmet3nz5gwTEwCqVavGrFmzmDVrFklJSXh7e7Nz507WrFlDQkICn376KR9++KG2DcrL7N69W1sBee/evbRv3z7DcfmtaonIvyQxQY8ka0i8jeT3WqRVp04dfv75Z32HIYTIgKYUXu3atbXb0maMJyYmUrhwYZ05/fr1Y8OGDezdu1cSE4QQQoiXWL58uTYZIe2J9Rc/M5UuXZqWLVtqExEaNWqUbsWgECL/SkhIYPfu3Tg5OXH69GmdRITatWszatQoPvnkEwICAli/fj179uzh6dOnTJ8+nTJlymRZtlkIId5mFStW5M6dO4BudQQrKys8PT0JCgoiIiJCm7DwoqSkJHx9fbVz0jIzM9N+/fDhw0xjiI6OJioqKtP9+bVqg7W1NR4eHty6dYuwsLBXqsJz+fJl4HnVhcySEoAMKyNnxcDAgMaNG9O4cWN69+5NkyZNANi5c6dOYkJ2n9u0F9DPnj1Ly5YtcxRPfnby5Ent38DkyZOxs7PLcvy5c+dYvHgxN2/e5OzZs7Ro0SLL8UZGRtjZ2WFnZ0erVq3o06cPqqqye/fubCcmaH5PzM3NM01KgJz/noh3lyQm6JGmhLIQbwv5nRZCiIIn7aqCtB/cHzx4QJUqVXTGasrgBQcH50lsQgghREE2ZcoU7WrptCpXroyDgwP29vY4ODjw/vvv6ylCIcTr8PT0xMnJiZ07dxIbGws8Tzx677336NevH6NHj8be3l47vnz58rRv356bN2/Sr18//Pz8WLRokSQmCCHeSfHx8QQGBgJQrFgxnVXx7du3Z926daiqipOTEzNnzszwGLt37yYmJkY7J62SJUtSokQJHj16lOUF0z///DPLhXYmJibarxMTE1/+wPJIjx49WLFiBaqqsmTJkldaGKapvJ1VxYj79+/j4uLyynE2btyYkiVL8vDhQyIjI3X2Zfe5bdy4MZUrV+bu3busXbuWzz77TGduQaZp42BoaMjs2bOzbD8Bz3/Ply9fTnJyMs7Ozi9NTEhL02YBSPezyIrm9yQhIYHU1NQME6jj4+PZvHlzto8p3m2SmKBHw4YN03cIQrxR8jsthBAFR7ly5bh9+7ZOqbVy5cphbGxMUlIS//77b7rEhJCQEOD5hxEhhBBCvJyqqtSqVUsnESG7fXGFEPnP/fv3cXZ2ZuPGjVy7dg34vyoo1tbWjB49mo8//phixYpleowaNWowf/58OnfurD2GEEK8DeLi4mjXrh3ffvstXbt2zbQCVGpqKpMnT9YmdfXo0UNn9XyvXr2oWLEi9+7d48cff6RLly40aNBA5xh37txh+vTpAJiammbYNtjBwQEXFxf+/vtvbt68SY0aNXT2X7169aXVICtUqKD9+ubNm1mOzUsdO3bExsaG8+fPs2DBAqytrRkwYECm4/39/QkODsbR0VG7rVatWhw6dIjr16/j4eGRbrV+fHw8gwcP5unTp5ked8eOHfTo0YP33nsvw/0+Pj7aihUvtjbP7nNrYGDArFmz+PTTT7l16xZDhw5l8+bN6ap8ajx+/BhnZ2cmTZqU6THzgydPnvDXX38BYG9v/9KkBHheaa1Vq1YcP36cnTt3snTpUu3zsGXLFgYNGkShQhlf9j1y5Ij265y0ma9Vqxbw/Pdh586dDBo0SGd/SkoKo0eP5t69e9k+pni3SWKCEEIIIcQ7qEGDBty+fZvAwEDatGkDQKFChbC2tub8+fM4OTnRrVs3nTmrVq0CnverE0IIIUTWdu7cib29PeXKldN3KEKIN6Br164cPXqU1NRUbTJC8eLFGTx4MKNHj852SWSA6tWrA89P8gshxNvk/PnzODo6UqlSJXr16oWtrS3VqlXDzMyMR48e4evry4YNG/D39wee/x+dN2+ezjGMjY1Zu3Ytjo6OPH78mBYtWjBjxgzatWuHoaEhHh4e/PLLL9oWlQsXLqR06dLpYvn0009xcXHh6dOntG7dmrlz52JtbU1cXBzHjx9nyZIllClTBkNDQyIiIjJ8PFWrVtWu1l+4cCGVK1emTp062laY5cqV06k+mZe2bduGjY0N0dHRDBw4kC1btjBw4EBq1aqFoaEhDx48wNfXF1dXV7y8vJg2bZpOYsInn3zCsmXLSE1NpVu3bsyYMYOWLVtiYmLChQsXWLRoEdevX6dFixacPXs2wxi+/PJLxo8fT8+ePXFwcKB27doUKVKEqKgozpw5w7Jly4DnFQFGjx6tMzcnz+348eM5evQoe/fuZdeuXVy8eJFx48ZhY2ND8eLFefz4Mf/99x+nTp3CxcUFExOTfJ+Y8NdffxEXFwdA3759sz2vb9++HD9+nEePHuHi4kL//v2B5z/P6dOn06dPH+zs7KhRowYmJiaEh4dz9OhR7Tm9okWL8vHHH2f7/gYMGMCsWbNITExkxIgRXLp0iQ4dOlC8eHEuX77MsmXLuHDhQpa/J0KkJYkJQgghhBDvoNatW7N//36OHTvGxIkTtduHDBnCuXPn2Lt3L8OGDWPAgAE8efKETZs2cezYMRRF0ekJKIQQQoiMhYaGykVHId4ihw4d0n5tb2/P6NGj6d+//yuVkzY1NcXBwSHf9i4XQohXUahQIcqXL09YWBihoaGsWLGCFStWZDq+Vq1abN++PcNqUt26dcPJyYlx48YRGxvLnDlzmDNnjs4YQ0ND5s2bx4QJEzI8fqdOnZgyZQpLly7l7t27GV4Yd3FxoUuXLlk+Ls1q/aCgoHTnQ5ycnBg+fHiW83NLjRo18PT0pG/fvgQEBODq6oqrq2um41+s5tOsWTP+97//8d133/Ho0SO++eabdHOmTZuGlZVVlhecHz16xKZNm9i0aVOG+wsXLszq1atp2rRpun3ZfW4VRWHHjh189tlnrF69mps3b2ba4gPIVvUBfdO0cVAUhT59+mR7Xp8+fZg0aRKpqak4OztrExMAwsPDWbVqlTYJ4UXFixfnzz//TFchNSuVK1dm1apVjB49moSEBObPn8/8+fN1xgwcOJAxY8aka6kiREYkMUEIIYQQ4h3Uu3dvpk+fzqFDhwgPD9eu5hw3bhxOTk5cvHiRLVu2sGXLFp15VatW5csvv9RHyEIIIUSBMnXqVL744gvq1q2Lo6Mj3bt3p0WLFnIhUogCqmzZsgwbNozRo0dryxq/qooVK3Lq1Kk3E5gQQuQTJiYmhIaG4uXlxbFjx/Dy8uLq1auEh4eTkJBAkSJFqFixIg0bNqRnz5707dsXY2PjTI83bNgwWrVqxeLFizly5Ai3b98mNTWVihUr0rZtWyZPnpyuxcOLlixZQvPmzVm9ejWXLl0iKSmJqlWras+JlCpV6qWPa8KECZQrV441a9Zw6dIloqOjSU5OzvHzkxtq167NpUuX2LlzJ3v27MHb25uIiAhSUlIoVaoUderUoWXLlvTu3ZvGjRunmz9nzhyaNm3KkiVL8Pb25smTJ5QtWxYbGxvGjx9Phw4d2LhxY6b3f/LkSVxdXXFzc+PatWuEhYXx8OFDTE1NqVGjBu3atWPChAnaSkEvyslza2RkxMqVK5kwYQLr1q3j1KlT3L59m7i4OIoWLYqlpSVNmjShS5cudO/e/ZWez7wSGhrKiRMnALC1taVixYrZnluuXDlatGiBu7s7hw4dIiIigjJlyhAQEMCBAwc4c+YMN2/eJDw8nEePHmFmZkbdunXp1KmT9vnOqREjRlCnTh0WLFjA2bNnefToEaVLl6Zhw4aMGDGCAQMGyPsakW2Kqqk9JvLc999/r/06bbZf2u2v4sXMQSHykqqq2tJXJiYm6TIx7927x+zZs7M8RpEiRVi8eLG2bJMQQojcERwcTEpKChUrVtTpB/jw4UOmTJnCzp07SUpKAp5ncHft2pVVq1ZRuXJlfYUshBBCFBi1a9fmxo0bANpkBHNzc7p06YKjoyOdO3fWW+lfIUTOJScnZ9q3WQiRfyUkJBAUFISlpeUrVTgRQgghRNZy8loriQl6ZGBgoD05kZKSkuH2V5H2WELktUWLFjF9+nQAXFxc0vUnv3z5Mg0aNHjp7/hvv/3G559/nlthCiGEyIbY2FiuX79OcnIyNWvWxNzcXN8hCSGEEAXKtWvXtGV1z549q/28rigKhQoVwt7eHkdHRxwdHTNdSSaEyB+qV6+OoihMnTo13/etFkL8H0lMEEIIIXKXJCYUEAYGBtqvU1NTM9z+KtIeS4i8lJycTOXKlYmIiGD48OGsX78+3Zi0iQlZ/fspV64cd+/elaoJQgghhBBCiLfCo0eP+Oeff3B1deXQoUM8evQI+L9qCnXq1NEmKUjLByHyH2NjY1JSUjh9+jQtW7bUdzhCiGySxAQhhBAid0lighBCLw4ePEj37t0xMjLi2rVrVKtWLd2YtIkJt27dSrc/OjqaFi1akJiYyN69e+nRo0dehC6EEEIIIYQQeSYlJQV3d3f279+Pq6sr169fB9K3fOjevTudO3dO1yJPCJH3qlatSmhoKOfPn6dJkyb6DkcIkU2SmCCEEELkrpy81r7e0nwhhEjjwIEDAHTo0CHDpIQXVatWLd3N2tqa3r17A3DkyJFcjVcIIYQQQggh9MHQ0JDWrVuzcOFCrl69yn///ceCBQtwcHDA0NCQqKgotmzZwkcffUSZMmVo3749S5Ys4ebNm/oOXYh31ocffgg8X3AhhBBCCCGEyDlJTBBCvDEXL15EURQ6der0Wsfp0KEDqqri4+PzhiIT+pSYmMjx48fZsWMH58+f13c4QgghhBBC5Du1a9dm2rRpnDx5kgcPHrB161YGDRpE8eLFSUpK4sSJE3zxxRfUrl2b+vXr4+rqqu+QhXjnTJgwAVVVWbRoEUlJSfoORwghhBBCiAJHEhP0rGLFigwaNIgVK1bg7++v73CEeC1BQUEA1K1b97WOU7NmTQBu37792jGJ3BUSEsLMmTOZOXOmtkduWl5eXtSoUYOOHTsyePBgbG1tadq0KSEhIXkfrBBCCCGEEAVAiRIl+Oijj9i2bRsRERGcPHmSL774gpo1a6KqKleuXMHX11ffYQrxzmnbti1ff/01fn5+dO/enTt37ug7JCGEEEIIIQoURVVVVd9BvMsMDAy0PSTh+QmIli1b4uDggIODA02aNMHAQPJHRMHw3nvv8ezZMy5cuECjRo0yHBMeHs4vv/wCwKJFizIc8++//9KoUSNMTEyIj4/PrXDFG7Bo0SKmTZtGo0aNuHjxos6+x48fU7t2bSIiInjxpaZevXr4+vpiZGSUl+EKIYQQQghRoF27do39+/dTpUoV+vfvr+9whHinfP/99wDs2bMHf39/DA0NadGiBR988AElS5bE0NAwy/lz5szJizCFEC/ISd9rIYQQQuRcTl5rJTFBzywtLdOtHE6bqFCkSBFsbW1xcHDA3t6e5s2bY2xsnNdhCpEtZmZmxMfH4+7ujp2d3Ssfx9PTkxYtWlCkSBFiY2PfYITiTevatSuHDx9mzpw5fPfddzr7Fi5cyMyZM1EUhcmTJ9OuXTsOHz7MypUrURSFNWvWMHr0aD1FLoQQQgghhBBCZN+Li4tUVdX5/mVSUlJyIywhxEtIYoIQQgiRu3LyWlsoj2ISmQgKCiI0NBR3d3ft7fLly9rVxXFxcRw7doxjx44BYGxsTLNmzbQVFTQXb4XID0qXLs3t27e5d+/eax1HM79UqVJvIiyRi27dugVA06ZN0+3buXMniqLQp08fFi9eDICjoyMRERHs2rWLPXv2SGKCEEIIIYR4Z8XExLB79248PT0JCwsjPj4eJycnqlWrph1z7949Hj16hImJCdWrV9djtEIIIF01QFnvJYQQQgghRPZJYkI+UKlSJQYNGsSgQYMAePjwIWfPntUmKly4cIGkpCQAEhMTOXv2LGfPnuXnn3/G0NCQRo0aaRMV7O3tKVmypD4fjniH1axZk9u3b+Pm5ka/fv1e+Thubm4A1KpV602FJnJJREQEABUqVNDZHhMTo23tMHz4cJ19gwYNYteuXfj5+eVJjEIIIYQQQuQ3y5cv55tvviEuLg74v5XXT5480Rl36tQphgwZgomJCXfv3sXc3Fwf4QohgNTUVH2HIIQQQgghRIFmoO8ARHolS5ake/fuzJ8/Hw8PD2JiYjhx4gT/+9//aN++PaampqiqiqqqJCcn4+Pjw6JFi+jduzdly5bVd/jiHdauXTtUVWX79u3aE2w59eTJE7Zv346iKLRt2/YNRyjeNE2rjRdLUnp4eJCamoqhoSGtW7fW2VelShUAoqOj8yRGIYQQQggh8pPvvvuOzz77jNjYWIyNjWnSpEmmYwcNGkT58uVJTExkz549eRilEEIIIYQQQgjxZkliQgFgYmJC69at+fbbbzly5AiPHj3i3LlzLFy4kJ49e1KqVCltooJkbwt9GjBgAIUKFSI6OpoZM2a80jFmzpxJZGQkhoaGDBw48A1HKN60EiVKAKRr33Hq1CkAGjVqlGm7GenrJ4QQQggh3jUXLlzghx9+AGDIkCGEhYVx/vz5TMcbGBjQv39/VFXl6NGjeRWmEEIIIYQQQgjxxkliQgGUmppKUlISSUlJPHv2jOTkZBRF0XdYQlC9enU++eQTVFVl7dq1TJkyhcTExGzNffbsGZ9//jmrVq1CURSGDBkiPVQLgPr16wOwd+9e7baUlBR27tyJoijpqiUAhIaGAlCuXLk8iVEIkbn4+Hji4+Mz3b9s2TLs7e15//336dq1K66urnkYnRBCCPH2Wb58OaqqYmtri7OzM8WLF3/pHFtbWwD8/f1zOzwhhBBCCCGEECLXFNJ3AOLlnjx5goeHB+7u7ri7u3P+/HkSEhKA530oNerWrYu9vb2+whQCgN9//52zZ89y7do1VqxYgYuLC2PGjKFz5840bNiQQoX+799OcnIy//77L4cOHWLdunXcvn0bgFq1arFo0SJ9PQSRA7179+b06dNs3ryZcuXKYW9vz+bNmwkJCUFRFAYMGJBujo+PD/B/LR2EEPrh6upKr169KFq0KHfv3sXMzExn/8iRI9m0aRPw/P3GtWvXOHz4MD/88ANff/21PkIWQgghCjw3NzcURWHSpEnZnmNhYQH8X4KvEEL/oqOjcXJy4tixYwQEBGhbFZqbm2NlZUX79u0ZMWIE5ubmeo5UCCGEEEKI/ENR017ZFvlCVFSUNgnB3d2dS5cuafu3a35cxsbGNG7cmJYtW9KyZUtatGhBqVKl9Bm2EFq3bt2ie/fu/PfffzrVPAwMDChevDhFihThyZMnxMTE6LQfUVWVOnXqsH//fmrUqKGP0EUOJSYm0rhxY65cuaLzs1ZVlR49erBv3750c6ysrLhy5Qpff/21toytECLvTZo0iZUrV/Lxxx+zefNmnX1nzpzBwcEBRVEwNTWldu3a/Pfffzx9+hRDQ0N8fX2xsrLSU+RCCCFEwWVqakpiYiI+Pj5YW1trtxsYGKAoCv7+/tSrV09nzqVLl2jcuDFGRkbZrkgnhMg9a9asYfr06drKYy+eWtV8NjY1NeW3335j7NixeR6jEOL/JCQkEBQUhKWlpbQVFUIIIXJBTl5rpWJCPnDnzh3c3d1xc3PD3d2d//77T7tP8+GmWLFi2NnZaRMRbGxs5I2UyLeqV6+Oj48PM2fOZMOGDdoKHykpKURHR/Pw4cN0H9wLFy7MyJEjmT9/PkWLFtVH2OIVFC5cmOPHjzNp0iRcXV1JSkrC2NiYgQMHsnz58nTj3dzcCAwMRFEUOnXqpIeIhRAaXl5eKIpCmzZt0u1bu3YtABUrVsTT05PKlStz584dWrZsyd27d1mzZg3Lli3L65CFEEKIAs/Y2JjExEQePXqU7Tnh4eEAlChRIneCEkJk2y+//MI333yjPadRvHhxrK2tKV++PABhYWH4+voSExPDkydPmDBhAo8ePWLmzJn6DFsIIYQQQoh8QRIT9MzCwoI7d+4AuhnWlSpV0iYhtGzZkg8++EBnNbIQ+Z2pqSnLly9nzpw57Nixg9OnT/Pvv/8SGRlJbGwsZmZmlCpVioYNG9KqVSsGDhxI2bJl9R22eAXly5dn9+7dJCYmEh0dTalSpTA2Ns5wbJUqVTh58iQALVq0yMswhRAvePDgAQB16tRJt+/QoUMoisLkyZOpXLky8Pzvd/LkycycOZPTp0/naaxCCCHE26Jq1apcvnyZ69evZ5gcmJETJ04AGb9mCyHyTkBAAN9++y2qqlKhQgUWLFhA//79MTIy0hmXnJzMrl27mDFjBvfu3WP27Nl069aN+vXr6ylyIYQQQggh8gdJTNCz27dvA1CoUCH69etH9+7dadGiBdWqVdNzZEK8GWXLlmXy5MlMnjxZ36GIXFa4cGEqVKiQ5RhLS0ssLS3zKCIhRFYiIiIAMDMz09l++fJlIiMjURSFnj176uxr2rQpACEhIXkTpBBCCPGWadeuHQEBAaxevTpb5d1DQ0NZu3YtiqLQsWPHPIhQCJGZ5cuXk5KSQpkyZfD09KRq1aoZjitUqBAfffQRLVu2pFmzZkRERLB8+XJWrVqVxxELIYQQQgiRvxjoOwDxvPdcSkoKO3fuZP78+SxYsIAdO3Zw9+5dfYcmhF7cvXsXFxcXXFxc9B2KeImRI0cyatQo7t+/n+05ERER2nlCCP0xNDQEIDo6Wmf7mTNnAChTpky6lZklS5YE0LboEUIIIUTOTJo0CSMjI/z8/Jg3b16WY69evUrnzp2JiYnB1NSUcePG5VGUQoiMnDhxAkVR+PrrrzNNSkirSpUqfPnll6iqyvHjx/MgQiGEEEIIIfI3SUzQs0WLFtGnTx/Kli1Lamoq/v7+rFq1isGDB1OtWjUsLS355JNPWLNmDYGBgfoOV4g8cfz4cXr16kWfPn30HYp4iY0bN7Jx40YePnyY7TmPHz/WzhNC6E+lSpUAuHTpks72AwcOoCgK9vb26ebExMQAULp06VyPTwghhHgb1ahRgx9//BFVVZk7dy7Nmzfn119/1e7ftWsXP/30E926dcPKyorAwEAURWHx4sWUKVNGj5ELIUJDQwGws7PL9hxNC8N79+7lSkxCCCHyj7lz56IoirTkziNRUVFMnz6d999/n/fee0/73C9evPiVjqeZP3fu3DcapxBCl7Ry0LPPPvuMzz77DIBr167h7u6Ou7s7bm5uBAcHExISQkhICNu2bQOer1S0s7PD3t6eli1b0rRp03S97IR4W6iqqu8QhBDirWVvb8/169dZvnw5Q4YMoXTp0nh7e3Po0CEAOnXqlG7OlStXAChfvnyexiqEEEK8TaZPn46qqsyePZvz58/j7e2tPYH9/fffa8epqoqhoSELFy6UamNC5AOaimPJycnZnpOSkgKAgYGsDRNCvFuePHnC5s2bcXFxwc/Pj6ioKFRVpVixYlhYWNCgQQNsbW3p3LkzVapU0Xe4Qk+Cg4OpXr269jrA1q1bGTx48EvnxcTEYGtry/Xr13M7RCHEGyaJCflI7dq1qV27tvaEQ2hoqE6iQmBgINHR0ezfv58DBw4Az3u629jY0LJlS1q2bImdnR3FihXT58MQQogsaUrAFy5cWM+RCPFu+/TTT9m4cSNBQUFUr16d2rVrExgYSHJyMubm5gwcODDdHE352nr16ukhYiGEEOLtMWPGDLp3787ChQvZv38/EREROvuLFy9O165d+frrr7GystJTlEKItKpWrcqVK1c4fvx4tqsmaFo4ZKf1gxAif0hZPU3fIeQqw/G/5fp9eHp6MmjQIG7fvp1uX2RkJJGRkfj4+ODk5ES5cuUICwvL9Zhe1alTp2jTpg0AJ0+epHXr1voN6C3j7OysszjR2dk5W4kJK1as0CYlzJw5E0dHR0qUKAFAhQoVciVWIcSbIYkJ+VilSpUYNGgQgwYNAuDhw4ecOXMGNzc33Nzc8PX1JSEhATc3N9zd3YHn2dvPnj3TZ9hCCJGls2fPAlCuXDk9RyLEu61x48YsWLCAGTNmEBcXx8WLFwEwMjJi3bp1mJmZ6YyPiYnRJkbKB3EhhBDi9b3//vusX78egNu3b/PgwQNSUlIoVaoU1atXlxXWQuQzHTp0IDAwkIULF9KrVy8aNGiQ5fiAgAAWLFiAoih07Ngxj6IUQgj9unbtGp06dSI2NhaAHj160K9fP2rXro2xsTGRkZH4+flx9OhRTp48qedohb5t3rwZgKJFixIXF8exY8e4f//+S5MLjh07BkDTpk2ZP3/+G4lFqjcLkTckMaEAKVmyJI6Ojjg6OgIQHx/Pli1b+PXXX7l16xbwfyXihBAiN6QtLZvWypUrKVu2bJZzExMTuXnzJi4uLiiKou21KYTQn6lTp9K+fXt2795NWFgYFSpU4KOPPqJOnTrpxp46dYpmzZoB0L1797wOVQghhHirVa1aVVZUC5HPff7556xevZq4uDhatmzJt99+y4gRIyhVqpTOuKioKJycnPjxxx+JjY3FxMSEzz//XD9BCyFEHvvmm2+0SQlOTk4MHz483ZgOHTowffp0IiIi2LlzZx5HKPILDw8Pbty4AcCiRYsYP348KSkpbN26lenTp2c5NzQ0FHhehVwIUbBIYkIBc/nyZW2FBHd3d+7duweAoiiS0SWEyHVz587V9r/VUFWVVatWZfsYqqpiYmLCjBkz3nR4QohX0KBBg5eu9gLo2bMnPXv2zIOIhBBCCCGEyH+qVavGmjVrGDFiBHFxcXz55Zd89dVXWFpaUrZsWRRFITw8nKCgIFRVRVVVFEVhzZo1kngkhHgnpKSkaCstNm3aNMOkhLTKlCnDxIkT8yAykR85OzsDULp0aYYNG8auXbs4cuQImzdvfmliQmJiIvC86qcQomCRuoD5WEpKCufPn+e3336jZ8+elC5dmg8++IBJkyaxY8cOQkNDtR90VFWlatWqfPzxx/oOWwjxlkv7f0dRFG1i1MtuhQsXxsLCgo8//hhPT08aNmyo74cihBBCCCFEnoqJieH777/n+++/5/79+y8df//+fe34J0+e5EGEQoisDB06FBcXFypUqICqqqSmpnLz5k28vLzw9PTk5s2bpKamoqoqFStWxNXVlU8++UTfYQshRJ6IiIjg6dOnANSsWfONHDM4OJipU6dSv359zMzMMDU1pVatWowbNw5/f/8s52nOW27cuDHL+7CwsEBRFJ1ECs38Nm3aaLe1adNGe8zsHDshIYEFCxbQuHFjzMzMMDMzw8bGhuXLl5OcnPzSx56QkMDy5ctp164d5cuXx9jYmLJly9K+fXvWr1+f5TFefEwXLlxg+PDhWFpaUrhwYZ2FZy+OvXr1KmPGjMHCwoLChQtTrlw5evfujZeX10tjzq7ExERttYwBAwZgZGSkfb38999/uXTpUro5p06d0j7vISEhAGzatEnn55G29ejw4cNRFAULCwvg+fvqL7/8Uvu7pCgKp06d0o7XHGPu3LlZxh4QEMDkyZNp0KABJUuWxMjIiPLly9O+fXt+/fXXDN/jP3z4ECcnJ4YMGUK9evUoWrQoxsbGlC9fnk6dOrF27Vpp0S7eGVIxIR9JSEjA09MTd3d33NzcOHfuHPHx8dr9L1ZEqFOnDg4ODjg4OGBvby/Z10KIXJeamqrzvYGBAYqiEBAQQL169fQUlRBCCCGEEAXD1q1bmTt3LrVq1WLOnDkvHV++fHm2bt3KjRs3qFSpEqNGjcqDKIUQWenWrRvBwcHs3buXY8eOERAQQHR0NADm5uZYWVnRvn17evXqJSs5hRDvFGNjY+3XV65cee3jOTs7M3bsWO3qeI0bN25w48YN1q9fz7x58/j6669f+77etPDwcDp37pzuAru3tzfe3t4cOXKEffv2YWCQ8dphPz8/evbsqb0ArxEREcHx48c5fvw4a9aswdXVlXLlymUZy+rVq5k8eXK2kiH27t3LkCFDdK5LPXjwgH379uHq6srWrVsZOHDgS4/zMq6urjx8+BCAIUOGANC7d2+KFCnCkydPcHZ2plGjRq99PxpeXl44OjoSGRn5ysdISUlhxowZLF68ON21uvDwcMLDwzl+/DiBgYHpElasra3T/Sw1844cOcKRI0dYvXo1Bw8epHz58q8coxAFgSQm6Nn+/fu1bRkuXrxIUlKSdl/af24GBgY0bNhQJxGhTJky+ghZCCG0qlatiqIoOh88hBAFT2pqKoGBgdy6dYvY2FhSUlJeOmfo0KF5EJkQQgjxdvnnn39QFIUBAwZka7yiKAwaNIh58+bh6uoqiQlC5BOFChWif//+9O/fX9+hCCFEvmFubk61atUICQnBz8+P+fPnM2PGjEwvvmflwIEDDB8+HFVVKVq0KNOmTaN9+/YUKlQIDw8Pfv75ZyIjI5k1axYlSpRgwoQJb/SxVKpUCX9/f7y9vRk5ciQAGzZsoFmzZjrjKleunOH8Pn36EBgYyJQpU3B0dMTc3JyrV68yb948rly5gqurK+vWrWPcuHHp5t64cYNWrVoRExNDsWLFmDhxIjY2NlSpUoWoqChcXFxYs2YN3t7e9OzZE3d390wT4by9vdmyZQtVqlRh+vTpNG3alOTkZNzd3dON9ff3Z8eOHVSoUIFp06bRtGlTVFXl8OHD/PLLLyQkJDB27Fjatm372temNG0catSoga2tLQBFihShV69ebN26lW3btrFgwQIMDQ21c5o1a6atktGpUyfu3btHz549+eGHH7RjihQpku6+4uLi6Nu3LwkJCXzzzTd06NABU1NT/P39qVChQrZjHjt2LBs2bACgQoUKTJo0CTs7O4oXL05ERATnz59n9+7dGc5NSUnhww8/pHv37lhbW1OuXDmePXtGUFAQW7Zs4dChQ/j6+jJo0CCdKg5CvI0kMUHPevTooS2bkzYRwdjYmKZNm2Jvb4+DgwMtWrSgWLFi+gpTiGz5/vvv38hxMirVJPInTbmsF7NEhRAFw9OnT/nhhx9Yt24dUVFR2Z6nKIokJgghhBCvQPNZx87OLttzNCdr5XOSEEIIIfK7yZMnM336dAC++uorVq9eTY8ePbCzs8PGxgZLS8uXHiMpKYmxY8dqkxLc3d11Vs83b96cvn37Ymtry/3795k+fTr9+/endOnSb+xxGBkZYWVlpbPC3tLSEisrq2zN11RFSNtaoHHjxnTq1Il69eoRHh7OypUrM0xMGDZsGDExMVhbW3PkyJF0j6tjx450796dbt26ce7cOTZu3MiYMWMyjCMwMJAGDRrg5uZGiRIltNtbtGiRbuzFixdp0qQJJ06c0LkW1bx5c2rWrMmQIUN4/PgxW7ZsYerUqdl6HjISERHBoUOHANK1Jh8yZAhbt24lPDycw4cP07VrV+2+IkWKaJ9/TSJGiRIlXvoziYqKomjRopw5c0antfCLSSZZcXFx0SYl2NracvDgQZ3nE57/XGbPns2dO3fSzT9x4gS1atVKt93Ozo6PP/4YJycnRo4cyenTpzl+/Djt2rXLdmxCFDSSmJAPqKqKqakptra22kSE5s2bY2Jiou/QhMiRuXPn6vSnEm+/Nm3aYGBgwB9//JHhmyshRP719OlT2rZty/nz5yW5SAghhMgjDx48AMjR6ixNOdfw8PBciUkIkT0GBgYYGBjw77//ZruV4c2bN6lVqxYGBgbZKqEthBAF3dSpUwkMDNRexA0ODmbp0qUsXboUgHLlytG6dWs+/vhjunfvnuG55L1793Lv3j0AZs+enWFJ/2rVqrFgwQJt2wEnJydmzJiRew8shyZPnqyTlKBhbm7OiBEj+OWXX/D39ycmJobixYtr97u7u+Ph4QE8XxCWWbJF586d6devHzt37swyMQFgxYoV6S6iZ2bDhg0ZLpAdPHgwM2fO5N69e7i7u79WYsL27du1lcM1bRw0OnToQPny5QkLC8PZ2VknMeF1zJw5UycpIad++eUXAExNTdm9e3eWz2eVKlXSbXvZefMRI0awdOlSLl26xL59+yQxQbzVcl5DR7xRv/76K56enjx69IijR48yZ84cWrduLUkJosBSVfWN3ETBULRoUVRVpUGDBvoORQiRQ4sWLeLcuXOoqoqVlRWrV6/G29ubmzdvEhQUlOXt1q1b+g5fCCGEKJA0n/XT9u19Gc3YtKVshRD68arnK+Q8hxDiXWFgYMD69es5cuQInTt3plAh3bWx4eHh7Nixgx49emBjY8PNmzfTHePYsWPA82qNmjYKGenfv7/2or5mTn7xYiWAtJo0aQI8f20ICgrS2efi4gJAnTp1Xnq+1cHBAXhenSGz5LcqVapgb2+frZgbNGjABx98kOE+RVGwtrYGeO1zQpo2DjY2Nuku2BsaGjJo0CDg+XPx+PHj17ovjax+Hi8TFRWFl5cXAAMHDqRixYqvFYuqqoSFhXHt2jUCAgK0t0qVKgHg5+f3WscXIr+Tigl6VqtWLRo0aJDuBVqIgujkyZP6DkHksapVq3LlypUcnVgVQuQPO3bsAJ6XjTtx4gTGxsZ6jkgIIYR4+1WoUIHr16/j4+OT7XYOPj4+wP9VThBCFDxSXVII8a7p0KEDHTp04PHjx5w9exZvb298fHxwc3MjJiYGeP4ex97engsXLuhUkwoICACet04oU6ZMpvdhbGyMtbU1p06d0s7JL+rWrZvpPnNzc+3XsbGxOvs07/uuXr2a7deOpKQkoqOjKVu2bLp9mSUaZCSrmOH/4n4x5py4fPkyFy5cANJXS9AYMmQIixcv5unTp+zatYtRo0a98v3B84V11atXf+X5ly5d0iYYZjfJIyMHDhxg1apVuLm5Zfkcpm0fIsTbSK6G61nv3r0xMTGhTZs2ODo60r17dypXrqzvsIR4Ja1atdJ3CCKPdevWjStXrnDs2LHXemMmhMh7N2/eRFEUZs6cKUkJQgghRB6xt7fn2rVrrFy5kgkTJmj742YmKSmJlStXoigKLVu2zKMohRBviubiQpEiRfQciRBC6EexYsXo0qULXbp0ASAxMZFt27Yxbdo0Hj58yP379/n222/5448/tHOio6MBMrzQ/iJN4qZmTn5hamqa6T4Dg/8rZJ6SkqKzT9P2K6cyWzRWsmTJbB8jq5jh/+J+Meac0FRLKFSokLYywouaNGnC+++/z5UrV3B2dn7txITstrHITNpEgZy0Y9NQVZUxY8awfv36bI1/+vRpju9DiIJEWjnoWZEiRUhISOCff/5h4sSJVKtWDWtra+bMmYO3t7e+wxNCiCxNnToVc3NzFi9enO8yk4UQWdMkI1StWlXPkQghhBDvjhEjRgBw/fp1Bg8enGXlsfj4eD766COuXbumM1cIoV/ZXcH65MkTli1bBkCNGjVyMyQhhCgwChcuzIgRI9i+fbt2219//UVqamq6se9itRnNRf+GDRvi7++f7ZumDcCL8lMrsNTUVLZu3QpAcnIyZcuWRVGUDG9XrlwBwN3dneDg4Ne6X30/Bxs2bNAmJTRq1IiNGzdy5coVHj9+THJysra19SeffAJI+yfx9pOKCXoWFRXFqVOncHV1xdXVldu3b+Pn58e///7Ljz/+SNmyZenWrRuOjo506NDhpVlrQuiTtbU1PXr0oHv37jRr1kzf4Yg8UL58efbv30/fvn1p0aIFX375JYMHD8bCwkLfoQkhXqJu3bqcO3eOsLAwfYcihBBCvDPs7OwYNGgQf/75J3/99Rfnz59nzJgx2Nvba1dg3b9/Hzc3N/744w/u3r2Loij069dPKtQJkccyK/vcsWPHl1Y7SUxM5MGDB6SmpqIoCo6OjrkRohBCFFidOnWiSpUq3Llzh4cPHxIVFaVt26BpGRAeHv7S42jOaaRtjwC6VQkySnpI68mTJzmKPTeVKlUKgLi4OKysrPQczZt1/PhxQkNDczRHVVU2b97Mt99+m0tRvVzp0qW1X9+/fz/H89etWwdAzZo18fDw4L333stwXH6r+iFEbpHEBD0zNjamY8eOdOzYkWXLluHv78/+/ftxdXXl/PnzhIeH4+TkhJOTE4ULF6Z169Y4Ojri6OgoLR9EvqNJqvnhhx8oV64cXbt2laSat5zmRM2zZ8+IjY3l22+/5dtvv6Vo0aKUKFEiy4xURVG4efNmXoUqhHjB8OHD8fLyYteuXXTu3Fnf4QghhBDvjA0bNhAZGcmxY8e4e/cu3333XYbjNKulOnTowKZNm/IyRCEEZLhCU1XVHF9Uad68OTNnznxDUQkhxNujYsWK3LlzB9CtjmBlZYWnpydBQUFERERoExZelJSUhK+vr3ZOWmZmZtqvHz58mGkM0dHRREVFZbo/r6s2WFtb4+Hhwa1btwgLC9O2qngbaNo4FC5cmA0bNugkj2Tk119/xdfXV++JCdbW1iiKgqqquLm55biK2eXLlwHo0aNHpkkJqqpy8eLF145ViIJAEhPymQYNGtCgQQO+/vprIiIiOHDgAPv37+fIkSPExcVx6NAhDh8+zKRJk/jggw9wdHSke/fu2NjY6Dt0Ifjhhx/Yv38/58+fJywsTCeppk2bNnTv3l2Sat4yL56o0Zw8jY2NJTY2Nsu572I5NiHykzFjxrBz506cnZ1p3749H330kb5DEkIIId4JJiYmHD58mGXLlrFw4ULu3r2b4bgqVaowY8YMJk6cKO+dhdCDYcOG6Xy/adMmFEWhR48eWfarVhQFExMTKlSogJ2dHW3btpW/YSGEeEF8fDyBgYEAFCtWTFspAKB9+/asW7cOVVVxcnLKNLlr9+7dxMTEaOekVbJkSUqUKMGjR4/w8fHJNI4///wzy9L5JiYm2q8TExNf/sBeU48ePVixYgWqqrJkyRJ+/vnnXL/PvBAXF8fevXuB50m3gwcPfumcsLAwfH19uX79Op6entja2uZ2mBkyNzfHzs6Os2fPsnPnTn788UcqVqyY7fnJyclA1pU5/v7771eqxiBEQSSJCflYmTJlGD58OMOHD+fZs2falg/79+8nJCREWj6IfGfWrFnMmjVLm1Tj6urK0aNHiYuL459//uHQoUOSVPOWefFEjRCi4Lhz5w7Lli1jzJgxDBkyhL179zJ48GDq1q2brffwGkshAADA/klEQVQRVatWzYMohRBCiLeToihMmTKFyZMnc+nSJXx9fYmMjASel4tt3LgxDRs2lIuZQuiRk5OTzveayiU//vgj9erV00dIQgiRr8XFxdGuXTu+/fZbunbtmumK+NTUVCZPnqxd1NSjRw+d9zy9evWiYsWK3Lt3jx9//JEuXbrQoEEDnWPcuXOH6dOnA2BqaprhKnYHBwdcXFz4+++/uXnzJjVq1NDZf/Xq1ZeuxNe02gLypPJrx44dsbGx4fz58yxYsABra2sGDBiQ6Xh/f3+Cg4PzfcugPXv2aC/M9+vXL1tz+vbtyxdffIGqqjg7O+stMQHgyy+/pEePHsTHx9O/f38OHjxI8eLFMxx79+5dnYWZtWrVwt/fH1dXV3766ad0bUdu3rzJxIkTczV+IfITSUwoIF5s+RAQEICrq2umLR/atGnDV199hb29vb5DF+8gSap5d7x4okYIUXBYWFhoP/irqsqePXvYs2dPtuYqiqLN+BZCCCHEq1MUBWtra6ytrfUdihDiJTRtV8qWLavnSIQQIv86f/48jo6OVKpUiV69emFra0u1atUwMzPj0aNH+Pr6smHDBvz9/QEoXrw48+bN0zmGsbExa9euxdHRkcePH9OiRQtmzJhBu3btMDQ0xMPDg19++YUHDx4AsHDhQkqXLp0ulk8//RQXFxeePn1K69atmTt3LtbW1sTFxXH8+HGWLFlCmTJlMDQ0JCIiIsPHU7VqVSpXrszdu3dZuHAhlStXpk6dOtr2teXKldNpG/EmbNu2DRsbG6Kjoxk4cCBbtmxh4MCB1KpVC0NDQx48eICvry+urq54eXkxbdq0fJ+YoGnjYGRkRI8ePbI1p0qVKjRr1ozz58+zY8cOlixZgrGxcW6GmSlHR0dGjRrF+vXr8fDwoF69ekyaNIkWLVpQrFgxIiMj8fHxYceOHTRs2JCNGzdq5w4dOpQZM2Zw7949bG1t+fLLL7GysiIhIYETJ06wePFiEhMTady4sbRzEO8ESUwooKysrLCystK2fDh48CCurq46LR8+/PBDSUwQepfTpJrWrVvj6OgoLR+EECIPpC1XmFXpQiGEEEIIId51msQEIYQQGStUqBDly5cnLCyM0NBQVqxYwYoVKzIdX6tWLbZv346FhUW6fd26dcPJyYlx48YRGxvLnDlzmDNnjs4YQ0ND5s2bx4QJEzI8fqdOnZgyZQpLly7l7t27jB49Wmd/1apVcXFxoUuXLlk+rlmzZvHpp58SFBREz549dfY5OTkxfPjwLOfnVI0aNfD09KRv374659IzU6xYsTd6/2/anTt3OHXqFABt27alZMmS2Z7br18/zp8/z8OHD3F1daVv3765FOXLrVmzhvfee48VK1Zw7949Zs2aleG4hg0b6nz/2WefcfToUY4cOcK1a9cYNWqUzv733nsPZ2dnDhw4IIkJ4p0giQlvgTJlyjBs2DCGDRumXZ2+f//+HPW5ESKvZCep5vDhw9qWD927d8fR0VFaPgghxBsmFU+EEEIIIYR4sxITEzlz5gyRkZFYWlrKuQwhxDvFxMSE0NBQvLy8OHbsGF5eXly9epXw8HASEhIoUqQIFStWpGHDhvTs2ZO+fftmuQJ+2LBhtGrVisWLF3PkyBFu375NamoqFStWpG3btkyePDldi4cXLVmyhObNm7N69WouXbpEUlISVatWpXfv3kyfPp1SpUq99HFNmDCBcuXKsWbNGi5dukR0dHSuV5GsXbs2ly5dYufOnezZswdvb28iIiJISUmhVKlS1KlTh5YtW9K7d28aN26cq7G8ri1btpCamgqQ48SCvn37MnPmTOB51QV9JiYYGhqybNkyRowYwZo1azh16hShoaE8e/aMUqVK8cEHH9C5c2c++eQTnXlGRkYcOHCAVatW4ezsTGBgIKqqUqlSJdq3b89nn31G3bp1OXDggJ4emRB5S1FleZwQIh/IqOUDoC0z/v333/PNN9/oM0SRTeHh4QQEBBAdHQ2Aubk5VlZWlCtXTs+RCSGEEEIIkX/4+fnh7u7OrVu3iI2NJSUlJcvxiqKwfv36PIpOCPGikJAQ7crfWbNmUaJECZ39Xl5e9OvXj/v372u3WVtbs2fPHqpVq5aXoQoh0khISCAoKAhLS0tMTEz0HY4QQgjx1snJa60kJhRQrq6u7Ny5U5uBPXr06HyfGSdETmjKVLm4uODt7Z1huS6Rf6iqytq1a1m+fDmBgYEZjqlXrx6TJ09mzJgx2oQTIYQQQggh3jVXr15l5MiReHl5ZXuOqqooivLS5AUhRO5ZtGgR06ZNo1GjRulKLT9+/JjatWsTERGRrkVavXr18PX1xcjIKC/DFUL8f5KYIIQQQuSunLzWSiuHfOjkyZMMHDgQExMT/v3333QZ2N9++y0//fSTzrY//viD9evXpysTI0RBlbblQ2RkJA8fPtR3SCITDx8+pEePHnh4eACZ96kPDAxkwoQJbN68GVdX13T/24QQQgghhHjbhYaG4uDgQGRkpPZ9c9GiRSlZsiQGBgZ6jk4IkZWjR4+iKEq6/uIAa9eu5cGDByiKwpQpU2jXrh2HDx9m5cqVXLlyhU2bNqXrbS6EEEIIIcS7RhIT8qGDBw8SGRlJ79690124+/fff/npp5+0JzBKlizJw4cPSU5OZty4cdjb22NhYZH3QQvxmm7evElkZCQWFhbpSv6XLl2a0qVL6ykykRVVVenZsydnz54FoFSpUgwYMIAPP/yQ8uXLAxAWFsb58+e1VV48PDzo2bMnp0+f1mfoQogXhIeHc+rUqQxbsbRu3VrasQghhBBvwI8//khERASKojB69GimT59O7dq19R2WECIbbt26BUDTpk3T7du5cyeKotCnTx8WL14MgKOjIxEREezatYs9e/ZIYoIQQgghhHjnSWJCPnTmzBkURaF9+/bp9q1atQpVVSlZsiTHjh3D2toaHx8fOnfuzMOHD1m9ejW//PKLHqIWImMPHjxg9+7dAHz88ccUL15cZ/+NGzcYOHAgly5dAtCuPvjjjz8oWbJkXocrcmjbtm3a/1mDBw9m5cqVmJmZpRs3dOhQfvnlFyZOnMjmzZs5c+YM27dv56OPPtJD1EKItO7fv88XX3zBX3/9RXJycoZjChUqRN++ffntt9+oUKFCHkcohBBCvD0OHTqEoigMHTqUtWvX6jscIUQOREREAKR7PxwTE6Nt7TB8+HCdfYMGDWLXrl34+fnlSYxCCCGEEELkZ1InMB+6f/8+APXr10+3b//+/SiKwqRJk7C2tgaeZ2pPmjQJVVU5duxYnsYqxMv89ddfTJo0iSVLlqRLSkhMTKRLly5cunQJVVVRVZXU1FT27duXYWlEkf9s27YNgFatWrF58+YMkxI0ihYtyqZNm2jVqhWqqrJly5a8ClMIkQk/Pz8++OADdu7cSVJSkvZ/8Yu3pKQkduzYQcOGDfH399d32EIIIUSBde/ePeB54q4QomCJjY0FICUlRWe7h4cHqampGBoa0rp1a519VapUAdBWJBNCCCGEEOJdJokJ+ZAmA/vFNg43b94kNDQUgN69e+vss7e3144RIj85cuQIiqKk+50F2Lhxo/Z3tkePHixZsgRHR0dUVeXs2bPs2LEjr8MVOXTx4kVtslR2TZ48GQBfX9/cCksIkQ1PnjyhW7duREVFoaoq7du3Z8eOHQQHB5OQkEBCQgLBwcHs3LmTjh07oqoqkZGRdOvWjfj4eH2HL4QQQhRImqpwL37eF0Lkf5q/W02CkcapU6cAaNSoEUWKFMlwromJSW6GJoQQQgghRIEgiQn5kKqqwPNScGm5u7sDULx4cRo1aqSzr1SpUgByoUDkO1evXgWgefPm6fZpVtu3bduWffv2MXnyZP7++2/at2+Pqqr8+eefeRqryDnNqg9LS8tsz9GMlRUjQujX8uXLuXfvHgYGBqxbt44jR47Qv39/qlatirGxMcbGxlStWpV+/fpx6NAh/vjjDxRFITQ0lBUrVug7fCGEEKJA0vSmv3btmp4jEULklKay6d69e7XbUlJS2LlzJ4qipKuWAGgXGJUrVy5PYhRCCCGEECI/k8SEfKh8+fIAXLlyRWf74cOHAWjRokW6OU+ePAH+b/WFEPmFpgJI5cqVdbY/ffoULy8vFEVh7NixOvtGjhwJoO3RKPIvTXuOF1eMZEXTrqZYsWK5EpMQInv+/vtvFEVh+PDhjBo16qXjR44cyYgRI1BVVedkrBBCCCGyb8qUKaiqytq1a/UdihAih3r37o2qqmzevJkvv/yS/fv3M3jwYEJCQgAYMGBAujk+Pj7A/7V0EEIIIYQQ4l0miQn5UPPmzVFVlVWrVmkrINy6dUt7AaFDhw7p5mhWW2iSGoTILx49egSAgYHuvxsvLy+SkpJQFIX27dvr7NOsqH/w4EGexChenZWVFQBOTk7ZnqMZq5krhNAPzXuHQYMGZXvORx99pDNXCCGEEDnToUMHvvzyS06ePMmECRNISkrSd0hCiGwaN24c77//PqqqsnDhQnr27Mnu3bsBcHR01FZESWvv3r0oipJhFUkhhBBCCCHeNYX0HYBIb/To0fz555/8+++/WFlZ0bhxY9zc3EhISMDU1JTBgwenm+Pm5gZA7dq18zpcIbJUtGhRYmJiCAsL09mu6cFYr169dJU+jIyMAChUSP5F5Xf9+vXj1KlT7N27l7lz5/Ldd9+hKEqm4+fNm8eePXtQFIX+/fvnYaRCiBfFxcUBYG5unu05mv/XmkpNQgghhMgZZ2dn3n//fezs7Fi7di2urq7069ePunXrYmpq+tL5Q4cOzYMohRAZKVy4MMePH2fSpEm4urqSlJSEsbExAwcOZPny5enGu7m5ERgYiKIodOrUSQ8RCyGEEEIIkb/IVb98qG3btnz22WcsWbKE4OBgQkJCUFUVgAULFlC6dGmd8QkJCdpqCg4ODvoIWYhM1a1bl3PnznHo0CG6du2q3a65ON2qVat0czRJDNKDMf8bM2YMy5Yt4+rVq8ybN4+//vqL4cOH8+GHH1K2bFkURSE8PJxz586xadMmAgICgOe/F2PGjNFz9EK828qUKcO9e/e4cuUKjRs3ztac//77DyDdexEhhBBCZM/w4cN1Ennv37/PsmXLsjVXURRJTBBCz8qXL8/u3btJTEwkOjqaUqVKYWxsnOHYKlWqcPLkSQBatmyZl2EKIYQQQgiRL0liQj61aNEi2rVrx65duwgLC6NChQoMHTqUtm3bphvr4uJCsWLFKF68OI6OjnqIVojMdevWDS8vL9auXcv777+Pvb09Gzdu1K4a6NOnT7o5Fy9eBKBSpUp5Ha7IISMjI/755x/atWtHUFAQly9fZsaMGZmOV1WV6tWr888//0hFDCH0rHnz5uzZs4fff/+dgQMHvvRvMjk5md9//11K0QohhBCvSbPwQAhRcBUuXJgKFSpkOcbS0lLbqlIIIYQQQggBiiqfiIUQuSgmJoZ69epx//59nZVBqqpiZ2fHmTNn0s358MMP8fHxYerUqSxcuDAvwxWv6MmTJ8ydO5f169fz6NGjDMeUKFGC0aNHM2fOHIoWLZq3AQoh0nF1daVnz54oikL79u1xcnKiYsWKGY69d+8eo0aN4vDhwyiKgouLC926dcvjiIUQQoiCLyQk5LXmV6tW7Q1FIoQQQrwbEhISCAoKwtLSEhMTE32HI4QQQrx1cvJaK4kJQohcd+XKFT755BNtJQQAe3t7tm/fnu4imJ+fH9bW1iiKwsGDB6UPYwHz7NkzLly4QEBAANHR0cDz/vVWVlY0adIk0xKXQgj96NOnD/v27UNRFIyMjOjYsWOGrViOHj3Ks2fPUFWVPn36sHv3bn2HLoQQQgghhBBCvJQkJgghhBC5SxIThBD5UlBQkLY1iYWFRYZj/Pz8uHTpEgCDBw/GyMgo7wIUQoh3TGJiIkOHDmXXrl0AOpVt0tK8Xezfvz/Ozs4ULlw4z2IUQgghhBAiL40cORJ4/t54/fr16ba/ihePJYTIO5KYIIQQQuQuSUx4y8TGxhIUFERsbCwpKSkvHe/g4JAHUQkhhBDibXHgwAFWrlzJ6dOniY+P19lnampKq1atmDhxIl27dtVThEIIIYQQQuQNAwMDbcJu2vNwabfnhKqqKIqSrXN6Qog3TxIThBBCiNyVk9faQnkUk3gF69atY+XKlfj7+5Pd/BFFUUhOTs7lyIQQImPJyclcvHgRf3//dK0cGjduLBUwhMinunXrRrdu3UhJSeHWrVs6f7/Vq1fH0NBQzxEKIYQQQgiRN6pWrZphAkJm24UQQgghhBDZI4kJ+VBKSgp9+/bF1dUVINtJCULkd6mpqZw8eRJPT0/CwsKIj4/nxx9/pEKFCtoxz549Izk5GUNDQykVXoA8efKEefPmsX79eu0FzReVLFmSUaNGMXv2bMzMzPI4QiFEdhgaGlKrVi19hyGEEEK8E06ePMm+ffvw8/MjMjKSp0+fZvn5X1EUbt68mYcRCvFuCg4OztF2IYQQQgghRPZIYkI+tHr1alxcXAAoV64cI0aMoEmTJpibm2NgYKDn6IR4Nfv372fKlCmEhITobJ8+fbpOYsIff/zB5MmTKVq0KPfu3aNIkSJ5HarIoatXr9K5c2du376d5YnU6OhoFi5cyI4dOzh8+DB16tTJwyiFEEIIIYTIHx48eMCgQYM4ffo0kPliBEVRdPbJSm0hhBBCCCGEEAWZJCbkQ87OzgDUq1cPd3d3SpYsqeeIhHg969atY/z48dqTaqVLlyYyMjLDE2ujR49m9uzZxMTEsHfvXoYMGZLX4YociImJoV27dty/fx9VVbGysmLYsGHY2NhQrlw5AMLDw/H29mbTpk34+/tz+/Zt2rdvT0BAAMWLF9fzIxBCCCGEECLvJCUl0aVLFy5duoSqqjRq1IhKlSpx4MABFEVhyJAhREdHc/HiRe7fv4+iKDRu3BgrKyt9hy6EEEIIIbIwd+5c/ve//wFSBTs/a926NadPn6ZVq1acOnVK3+EI8c6RxIR86MqVKyiKwrfffitJCaLAu379OhMnTgSgbdu2LF++nLp162Za/cPY2Ji+ffuyfv16jhw5IokJ+dz8+fO5d+8eiqIwb948Zs2alS7hpHbt2tjb2zN16lR+/vlnZs+ezb1795g/fz4//fSTniIX4t0xcuRI4Pkqy/Xr16fb/ipePJYQQgghsmfjxo34+vqiKApOTk4MGzaMy5cvc+DAAQA2bdqkHbtv3z4mTZpEYGAgX331FX379tVX2EIIIYQQOfLkyRM2b96Mi4sLfn5+REVFoaoqxYoVw8LCggYNGmBra0vnzp2pUqWKvsMVehIcHEz16tW1iRxbt25l8ODBeo5KCJGbJDEhH5My5+JtsGjRIpKTk7GysuLgwYMYGxu/dI69vT3r16/H19c3DyIUr2Pv3r0oisKAAQP45ptvshyrKAqzZs3C39+fHTt2sHfvXklMECIPbNy4UZswlDaZIO32nFBVVRIThBBCiFe0Z88eADp37sywYcOyHNurVy8aNGhA06ZNGT58OB988AG1atXKizCFENn0+PFjYmNjSUlJeenYqlWr5kFEQojXlbp8sr5DyFUGk5bl+n14enoyaNAgbt++nW5fZGQkkZGR+Pj44OTkRLly5QgLC8v1mF7VqVOnaNOmDQAnT56kdevW+g3oLePs7KxTXcLZ2VkSE4R4y0liQj5Uq1YtLl26RHR0tL5DEeK1nThxAkVR+Pzzz7OVlABQs2ZNAO7cuZOboYk3ICQkBIDhw4dne87w4cPZsWOHdq4QIndVrVo1wwSEzLYLIYQQIvf4+flpWzZkRJMAqFGjRg0+++wzvv/+e5YsWcLy5cvzKlQhRCaOHj3KypUrOXPmTLbP3SmKQnJyci5HJoQQ+nft2jU6depEbGwsAD169KBfv37Url0bY2NjIiMj8fPz4+jRo5w8eVLP0Qp927x5MwBFixYlLi6OY8eOcf/+fSpUqJBr9yntG4TQL0lMyIcGDRqEr68v+/fvp23btvoOR4jXcvfuXQAaNmyY7TlFihQBID4+PldiEm+OmZkZiYmJlC1bNttzNGOLFi2aW2EJIdIIDg7O0XYhhBBC5B7NRUxLS0vttrQJ3PHx8drPQxrt2rXj+++/5+jRo3kTpBAiU1OmTGHFihWA9A8XQoiMfPPNN9qkBCcnpwwXM3Xo0IHp06cTERHBzp078zhCkV94eHhw48YN4HnV5fHjx5OSksLWrVuZPn26nqMTQuQWSUzIh6ZMmcK2bdtYtWoVvXv3xt7eXt8hCfHKNKt9cpJkEBUVBUDx4sVzJSbx5jRo0ICTJ09y/fp1rK2tszXn+vXr2rlCCCGEEEK8S4yNjUlOTtZJRihWrJj269DQUGrXrq0zx8TERLtPCKE/27Zt01YtMTExoVevXjRp0gRzc3MMDAz0HJ0QQuhfSkoKBw4cANC2ospKmTJlmDhxYh5EJvIjZ2dnAEqXLs2wYcPYtWsXR44cYfPmzZKYIMRbTN4150OFCxfm8OHDNGnShA4dOjBz5kwuXbpEQkKCvkMTIscqVaoEwK1bt7I958yZMwBUr149V2ISb864ceNQVZXFixeTmpr60vGpqaksWrQIRVEYO3ZsHkQohBBCCCFE/qHpMR8eHq7dVq5cOczMzAA4d+5cujkBAQEA0oJJCD1bs2YNAFWqVMHf359t27Yxbdo0RowYwbBhw156E0KIt11ERARPnz4F/q9V7+sKDg5m6tSp1K9fHzMzM0xNTalVqxbjxo3D398/y3mKoqAoChs3bszyPiwsLFAURSeRQjO/TZs22m1t2rTRHjM7x05ISGDBggU0btwYMzMzzMzMsLGxYfny5dlq75OQkMDy5ctp164d5cuXx9jYmLJly9K+fXvWr1+f5TFefEwXLlxg+PDhWFpaUrhwYZ33lS+OvXr1KmPGjMHCwoLChQtTrlw5evfujZeX10tjzq7ExERttYwBAwZgZGTEJ598AsC///7LpUuXXnqMR48e8eOPP2Jra0vJkiUxMjKiTJky1KtXj969e7Nq1Sqd99warVu3RlEUWrduneFxHz58iJOTE0OGDKFevXoULVoUY2NjypcvT6dOnVi7di3Pnj175ccuxLtOEhPyIUNDQypUqICnpyfPnj3jt99+o0mTJhQpUgRDQ8Msb4UKSREMkb+0bt0aVVXZtGlTtsbHxMSwevVqFEWRViYFQP/+/RkxYgReXl706tWLsLCwTMeGh4fTp08fzp07x/Dhwxk4cGAeRiqEeJGlpSU1atTQls3Ljtu3b1O9enVq1KiRi5EJIYQQb6/GjRsD4Ovrq7PdwcEBVVVZsmQJiYmJ2u2PHj1i/vz5KIpCvXr18jRWIYSuf//9F0VR+O677+T9sBBCZCBtRagrV6689vGcnZ2pW7cuixcvJjAwkLi4OJ4+fcqNGzdYu3Yt1tbW/Pzzz699P7khPDwcW1tbZs6cia+vL3FxccTFxeHt7c3kyZPp06dPlou8/Pz8qFu3LpMnT+bEiROEh4eTlJREREQEx48fZ/To0djZ2WV44f1Fq1evpnnz5mzatIng4OAsL6rv3buXxo0b88cffxASEsKzZ8948OAB+/bto2XLluzYseOVno8Xubq68vDhQwCGDBkCQO/evbUtzTTVFDJz5coV6tevz+zZs/Hy8uLRo0ckJycTGRnJlStX2LdvH59++im7du3KcWzW1taMHDmSrVu3cuXKFZ48eUJSUhLh4eEcOXKEcePG0bx58yzPgwshMidXsfOhF3vUSc86UZCNGzeOdevWcfr0aTZu3JhlCa+oqCj69etHWFgYRkZGjB8/Pu8CFa/E2dmZVq1aERAQwP79+6levTodO3akWbNmlC1bFkVRCA8Px9vbmyNHjpCYmEizZs1o1apVlm8whw4dmoePQoh3U0hICIqi5CjLOykpSbtqQAghhBA5165dO7Zu3cqBAweYNWuWdvv48eM5cOAAvr6+fPDBB/To0YMnT57g6upKaGgoiqLIe2Qh9CwpKQkg220MhRDiXWNubk61atUICQnBz8+P+fPnM2PGjFdqd3PgwAGGDx+OqqoULVqUadOm0b59ewoVKoSHhwc///wzkZGRzJo1ixIlSjBhwoQ3+lgqVaqEv78/3t7ejBw5EoANGzbQrFkznXGVK1fOcH6fPn0IDAxkypQpODo6Ym5uztWrV5k3bx5XrlzB1dWVdevWMW7cuHRzb9y4QatWrYiJiaFYsWJMnDgRGxsbqlSpQlRUFC4uLqxZswZvb2969uyJu7s7RkZGGcbh7e3Nli1bqFKlCtOnT6dp06YkJyfj7u6ebqy/vz87duygQoUKTJs2jaZNm6KqKocPH+aXX34hISGBsWPH0rZtW8qUKZPTp1SH5rxwjRo1sLW1BaBIkSL06tWLrVu3sm3bNhYsWIChoWGG8z/55BPu3buHkZERY8aMoUuXLpQvX57U1FTu3r2Ll5cXe/fufaXYUlJS+PDDD+nevTvW1taUK1eOZ8+eERQUxJYtWzh06BC+vr4MGjSIU6dOvdJ9CPEuU1S56p3v/O9//3ut+d99990bikSIN+OLL75g8eLFKIpCv3796Nu3L4MGDUJRFNasWYOpqSlnz55l27ZtPH78GHj+dzB79mw9Ry5exsDAQOcCpaqqmV6wzGpfWoqiZKucmRDi9Wj+fv39/bO9AvPmzZvUqlULRVFISUnJ5QiFEEKIt8+jR49o1KgRqqpy4sQJnVXXo0ePZsOGDcD/tW3QnLLp1KkTBw4ckD72QuiRlZUVV65c4dSpU9jb2+s7HCFENiUkJBAUFISlpSUmJiYvHZ+6fHIeRKU/BpOW5erxf/vtN6ZPn6793sLCgh49emBnZ4eNjQ2WlpYvPUZSUhIWFhbcu3ePokWL4u7uTqNGjXTGhISEYGtry/379zE1NSUkJITSpUtr9wcHB2vvy8nJKcvFchYWFoSEhDBs2LB0rRlOnTqlbedw8uTJTMv/A8ydO1d7bcfIyIgjR46kGx8dHU29evUIDw/ngw8+wM/PL91xWrRogYeHB9bW1hw5ckTncWkcOnSIbt26kZqaytq1axkzZkyGjwmgQYMGuLm5UaJEiSwfP0CTJk04ceIExYoV0xmzdetWbWWD33//nalTp2b6PLxMREQElSpVIikpiTlz5uhcDzt06BBdunQBniendO3aNd38W7duad9DL1u2jEmTJmV4P6qq8ujRI0qWLKmzvXXr1pw+fZpWrVplmFhw/fp1atWqlWn8Tk5O2mSVY8eO0a5du6wfsBDvgJy81krFhHxIEgvE2+a3334jMTGRVatWsXv3bnbv3q090ZY2K1Rz0u3zzz+XpIQCJCdVXiQXToiCLSYmBgBTU1M9RyKEEEIUTCVKlCA4ODjDfX/88Qe2trb88ccfXL58meTkZGrVqsXQoUP57LPPJClBCD3r06cPP/74I8ePH5fEBCGEyMTUqVMJDAzUJlsGBwezdOlSli5dCkC5cuVo3bo1H3/8Md27d89wEdPevXu5d+8eALNnz06XlABQrVo1FixYwJAhQ4iPj8fJyYkZM2bk3gPLocmTJ2eYxGBubs6IESP45Zdf8Pf3JyYmhuLFi2v3u7u74+HhAcCmTZsyTEoA6Ny5M/369WPnzp1s3LgxXWJCWitWrMg0KeFFGzZsSJeUADB48GBmzpzJvXv3cHd3f63EhO3bt2urEGmSHTQ6dOhA+fLlCQsLw9nZOcPEhLQtFBwcHDK9H0VR0iUlZEdWSQkAI0aMYOnSpVy6dIl9+/ZJYoIQOSSfaoUQuU5RFFasWMHhw4dp3bo1iqKgqqrODcDW1pYDBw7w+++/6zlikV1BQUFv/Hbr1i19PywhRCa2bNkCPD8BIIQQQog3b9SoUXh6evL48WPi4+Px8/Nj2rRpFCok60qE0Ldp06ZRtWpVFi9ezH///afvcIQQIl8yMDBg/fr1HDlyhM6dO6d7DxMeHs6OHTvo0aMHNjY23Lx5M90xjh07Bjw/p6xZmZ6R/v37ay/qa+bkFx9//HGm+5o0aQI8X8AVFBSks8/FxQWAOnXq0KBBgyzvQ3NR3tvbO9Pqs1WqVMl2Ml2DBg344IMPMtynKIq2ldHrnrvVtHGwsbFJlwRgaGjIoEGDgOfPhaa6cloVKlTQfv1ihYs3TVVVwsLCuHbtGgEBAdpbpUqVADKseCGEyJp8shVC5JkOHTrQoUMHYmNj8fX15cGDB6SkpFCqVCkaNWqUaQaoyL/k4qQQBUfbtm0z3D5ixAiKFCmS5dzExERu3brFgwcPUBSFjh075kaIQgghhBBC5FvFixfn8OHDODo6Ymdnxw8//MBHH330SqsxhRDibac5D/z48WPOnj2Lt7c3Pj4+uLm5aasx+vj4YG9vz4ULF3QuNgcEBABgaWlJmTJlMr0PY2NjrK2tOXXqlHZOflG3bt1M95mbm2u/jo2N1dnn4+MDwNWrV7PVEheet76Ijo6mbNmy6fZllmiQkaxihv+L+8WYc+Ly5ctcuHABSF8tQWPIkCEsXryYp0+fsmvXLkaNGqWz39LSEnt7e9zd3Vm0aBGHDx+mb9++tG7dmubNm7+RKp8HDhxg1apVuLm5Zfl4IyMjX/u+hHjXSGKCECLPmZmZZVlmSQghxJt36tQpbcUaDVVV8fb2ztFxqlevztdff/2mwxNCCCGEECJfqF69epb74+PjefToEZMnT2bKlCmULl36pRdBFEXJcFWwEEK87YoVK0aXLl3o0qUL8Hzhw7Zt25g2bRoPHz7k/v37fPvtt/zxxx/aOdHR0QAZXmh/Ufny5XXm5BdZvS6kbc+VkpKis+/BgwevdH/x8fEZbs9J8tzLXss0cb8Yc05oqiUUKlRIWxnhRU2aNOH999/nypUrODs7p0tMgOftIPr374+npyeBgYEEBgYyb948jIyMaN68OYMHD2b48OEv7XX/IlVVGTNmDOvXr8/W+KdPn+bo+EIISUzQK80/YYChQ4dmuP1VpD2WEEIIIQQ8L/GXNtv+9OnTKIpCkyZNsqyYoCgKJiYmVKhQATs7OwYNGvTSCgtCCCGEyFhKSgre3t64u7tz7do1Hj58SGxsLMWKFcPc3Jw6derQsmVLmjZtqnPSWgiRd4KDg7M1TtOaMjsXkbK76lUIId52hQsXZsSIEVSsWJHOnTsD8Ndff7F27dp0733exf+dmov+DRs21LbTzA5Na4EXGRoavpG43oTU1FS2bt0KQHJycrYST9zd3QkODsbCwkJne6VKlfDw8OD48eP89ddfnD59msDAQJKSknB3d8fd3Z2FCxdy8OBBateune0YN2zYoE1KaNSoEZ9//jkffvghlSpVwtTUVPt8Dh06lM2bN+ss/hFCZI8kJujR8OHDURQFRVF0kgk021/Fi8cSQojclJSUxPXr1wGoUaMGhQsX1tmfkJDAN998w86dO4mMjMTS0pIJEyYwefJkfYQrxDvt1KlTOt9rPvBv3LiRevXq6SEiIYQQ4t2RnJzMihUrWLhwIffu3Xvp+CpVqjBjxgzGjx+fr04oC/EuGDZsmL5DEEKIt16nTp2oUqUKd+7c4eHDh0RFRWnbNmhaBoSHh7/0OGFhYTpzNNImOaSmpmZ5jCdPnuQo9txUqlQpAOLi4rCystJzNG/W8ePHCQ0NzdEcVVXZvHkz3377bYb727VrR7t27QCIiori2LFjrF27lhMnTnDz5k0GDhyIr69vtu9v3bp1ANSsWRMPDw/ee++9DMfltwodQhQkkpigZ5llVEmmlShovv/+e+3Xc+bMyXD7q0h7LJH/7N27l48++ghzc3Pu3r2bbn/v3r05cuSI9n/af//9x+eff87Vq1dZvnx5XocrhEhj6NChKIoiPXGFEEKIXBYVFUXv3r05e/YskL3P+3fu3GHKlCn89ddf7Nq1K93JdiFE7nFyctJ3CEII8U6oWLEid+7cAXSrI1hZWeHp6UlQUBARERHahIUXJSUlaS86v3gR38zMTPv1w4cPM40hOjqaqKioTPfnddUGa2trPDw8uHXrFmFhYdpWFW8DTaXwwoULs2HDhpdWB/v111/x9fXNMjEhrVKlSjFw4EAGDhxIz549cXFx4dKlS1y/fp1atWplK8bLly8D0KNHj0yTElRV5eLFi9k6nhAiPUlM0KOgoKAcbRciP5s7d672jVraZIK021+FJCbkb4cPH0ZVVXr16pWuWsKBAwc4fPgwiqJQuXJlmjVrxvnz5wkNDWXVqlUMHjwYOzs7PUUuhNi4caO+QxBCCCHeeikpKXTr1g1vb29UVUVRFDp27Ej79u1p3LgxpUqVomjRosTGxhIZGYmvry9Hjx7l+PHjqKrKqVOn6NGjB25ubtLaQQghhBBvjfj4eAIDAwEoVqyYtlIAQPv27Vm3bh2qquLk5MTMmTMzPMbu3buJiYnRzkmrZMmSlChRgkePHuHj45NpHH/++WeWSaMmJibarxMTE1/+wF5Tjx49WLFiBaqqsmTJEn7++edcv8+8EBcXx969ewHo0KEDgwcPfumcsLAwfH19uX79Op6entja2mb7/tq1a4eLiwsAkZGR2U5MSE5OBrKuovH3339z//79bMcihNAln2r1qFq1atpbZttf5SaEvmj6K2a2/VVuIn+7ePEiiqLQqlWrdPs2bNgAQO3atbl8+TJ79uwhICCA999/H4A//vgjT2MVQgghhBAir/3yyy+cP38eeL4Czt/fn0OHDjF9+nTatm1Lw4YNqVGjBv+PvfuOq7Lu/zj+ukAQFyKCAycmbtx7r3KvnDlxVLealmWWWo70ru7bykzTbCCONEc5qdyKWxzgKk1FTVFQIcUBMs7vD37n3CBDUOCgvp+PB48O3+v7/V6fcyCBc32uz6d69eq0bt2ad999l02bNhEYGEj16tUxmUzs27ePGTNmWPmZiIiIiKTuzp071KtXjw0bNqTaPiEuLo5Ro0YREREBxF+MT3hjW9euXXFzcwPg3//+N8ePH0+yx99//83YsWMByJ07N4MHD04yp2nTpkD8heRz584lOX769OlH3olftGhRy+Pk9shoL730EnXr1gVgxowZrFixItX5x48fZ/369Zke15P6+eefLRf7e/TokaY13bt3t3xfmKstAAQEBBAQEJDiOpPJxJYtW4D4ihelS5dOc5zmBIb169cn267h3LlzjBw5Ms37iUhSSkwQkQwRFxdn+Uhp/HE+JHsLDQ0F4vtuJRQXF8fWrVsxDINRo0ZZyqflz5+fN954w/IGq4hYz/HjxylTpgweHh5p6vF35coVypYtywsvvMCZM2eyIEIREZGnW3R0NF999RWGYVCjRg327NlDpUqV0rS2SpUq7N27lxo1amAymZg5c6blDi4RERGR7OrgwYN06tSJkiVL8sYbb/Djjz+ye/duAgMD2blzJ19++SXVq1e33NCUP39+pk2blmgPe3t7vv32WwzD4Pbt2zRq1Ihp06axd+9eDhw4wMyZM6lduzbBwcEAfPbZZ7i4uCSJZcSIEQDcv3+f5s2b88MPP3DkyBH8/PyYPHky9erVw9nZOcVWEQAlS5akePHilvOsW7eO06dPc/bsWc6ePWtJrshIS5cuxdnZmdjYWHr37k3nzp358ccfOXjwIIcPH+a3337j448/pkGDBlStWpWdO3dmeAwZzZxYYGdnR+fOndO0pkSJEtSpUweA5cuX8+DBAyA+MaFGjRrUrVuXadOm4evry+HDh9m/fz/Lli2jTZs2lmSNzp07J0oueZSBAwcCEBwcTIMGDfD29ubgwYP4+fkxZcoUatWqRVhYGDVr1kzzniKSmFo5iIjIY7tx4wZAkp5bAQEB3L59G8Mw6NChQ6Jj5p5v5h5yImIdS5Ys4cKFC7Rp04ZixYo9cn6xYsUoV64cGzduZMmSJXz00UdZEKWIiMjTa/369Vy/fh0bGxuWLFmSqBRwWjg4OLB48WI8PT25fv06GzZsoGvXrpkTrIiIiMgTypEjB0WKFOHatWtcuXKFr7/+mq+//jrF+R4eHixbtizZO9o7dOjAggULeP3114mIiGDSpElJWv7a2toybdo0hg8fnuz+bdq0YfTo0Xz11VdcvnyZYcOGJTpesmRJ1q1bR7t27VJ9XhMmTGDEiBEEBQXRpUuXRMcWLFiAl5dXquvT64UXXmDfvn10796dEydOsH79+lSrIjg6Ombo+TPa33//zY4dOwBo2bIlBQoUSPPaHj16cPDgQcLDw1m/fj3du3e3HPP398ff3z/FtQ0bNuSHH35IV6xvvvkmmzdvZtOmTZw5c4ahQ4cmOp4rVy4WLVqEr68vR44cSdfeIhJPiQkiIvLYcubMSUxMjCVBwczPzw+A4sWLJ2kxY66eEBsbmzVBikiydu7ciWEYac5UB+jSpQu///47W7duVWKCiIjII+zevRuI73lcoUKFx9qjUqVKvPjii2zevJldu3YpMUFERCST2bwx29ohPLUcHBy4cuUK+/fvZ8uWLezfv5/Tp08TEhJCZGQkefLkwc3NjWrVqtGlSxe6d++Ovb19ivsNGjSIZs2a8eWXX7Jp0yYuXbpEXFwcbm5utGzZklGjRuHp6ZlqTLNmzaJ+/fp88803BAQEEB0dTcmSJenWrRtjx46lYMGCj3xew4cPp3DhwsyfP5+AgADCwsIyvZJVuXLlCAgIYMWKFfz888/4+/tz/fp1YmNjKViwIOXLl6dx48Z069Yt29+9v2TJEktl5ISJBWnRvXt3xo0bB8RXXejevTuvvPIKhQsXZvPmzfj7+3PlyhVCQkKIiYmhUKFC1KxZk969e9OnTx9sbNJXNN7Ozg5fX1/mzZvHokWLOHXqFCaTiWLFitG6dWvefPNNKlSogK+vb7r2FZH/MUxq4p6tnTt3jnXr1hEYGMiNGze4f/8+qX3JDMNg69atWRihiDzPPD09OXXqFNOmTWPChAmW8VatWrFjxw769u3L4sWLE63Ztm0brVu3pnjx4ly6dCmrQxaR/+fs7MytW7fw8/OjUaNGaVqzZ88emjRpgrOzc5KEJBEREUmsWbNm7N69m08//ZR33333sfeZMWMG7733Hk2bNrXcbSYiIiJpExkZSVBQEO7u7umuXiQiIiKPlp6ftaqYkE3du3ePkSNHsnjx4iSJCCaTCcMwkowBScZFRDJTixYtOHnyJLNnz6Zbt25UrFiRdevWWd4wbd++fZI1J06cAEhXfy8RyXh37twBIG/evGleY557+/btTIlJRETkWWJuXVa1atUn2se8/uLFi08ck4iIiIiIiIi1KDEhGzKZTHTr1o0tW7ZgMplwcXGhePHiBAQEYBgGTZo0ISwsjNOnTxMTE4NhGJQvX54iRYpYO3R5jpUpUybD9zQMg3PnzmX4vpJxRo0axbfffktoaChVqlShQIEChIeHYzKZKF68eLLluTZt2oRhGE/8Bq2IPJkCBQpw48YNrl27RrVq1dK05tq1a8D/WrKIiIhIym7dugWQrj66yTGvN+8nIiIiIiIi8jRSYkI2tHLlSjZv3oxhGEyePJkPP/yQU6dOWS7i7dy5E4C7d+/y3XffMWnSJMLCwvjuu+9o3LixNUOX59iFCxfSNM9c1ePhSiDJjasCSPbn4eHB4sWLGTJkCHfv3iUsLAwAJycnli1blqRP3LVr19i8eTMALVu2zPJ4ReR/PDw8uHHjBr///jtt2rRJ05rffvsNgBdeeCEzQxMREXkmmCsMpac6UXLy5MkDQERExBPHJCIiIiIiImItSkzIhpYuXQpAgwYNmDx5MpD8Bdo8efLw1ltv0ahRI5o1a8bLL79MQEAAbm5uWRqvCMCgQYNSPR4QEEBgYCAmkwknJydq1KhB4cKFAQgJCSEgIIDw8HAMw6BatWppvntXrK9nz540a9YMX19frl27RtGiRencuTPOzs5J5h47doy+ffsCybd5EJGs06ZNG/bu3cu3337La6+9RsWKFVOdf/LkSb777jsMw6Bt27ZZFKWIiMjTKzY2NkOTrePi4jJsLxEREREREZGsZpgevm1ZrK548eJcvXoVb29vy8XekydP4unpiWEYxMbGJlnzzjvvMHPmTMaNG8enn36a1SGLpMrb25vhw4dTuHBhPv/8c7p160aOHInzomJjY/nll1949913uXbtGl9//TVDhw61UsQiIs++Gzdu4O7uzr179yhUqBDfffcdHTt2THbuunXreP311wkJCSF37tycO3fOklwmIiIiybOxscEwDI4fP06lSpUee59HvR8gIlnj2rVraqMq8hSKjIwkKCgId3d3HBwcrB2OiIjIMyc9P2uVmJANOTg4EB0dzY4dO2jSpAkAZ86coUKFChiGwZ07d8iVK1eiNdu2baN169ZUqlSJEydOWCNskWQdOnSIhg0b4urqir+//yMrely9epVatWpx8+ZN9uzZQ+3atbMoUnmUbt260blzZ9q3b68LkiLPiB9//JEBAwZY7uYsU6YMjRs3pmjRokD8v8m7du0iKCgIk8mEYRj4+PgwYMAAa4YtIiLyVDAnJgwfPpxChQo99j6hoaHMnTtXiQkiVmZvb0+7du0YMmQIHTt2xNbW1tohiUgaKDFBREQkcykx4SmXN29e7t+/z+HDh6levToQf2GgWLFiGIbB2bNncXd3T7Tm8OHD1KlTh3z58nHr1i0rRC2SvH79+vHTTz/x1VdfMXLkyDStmTNnDqNHj6ZPnz6W1iZifeY3Vg3DoHbt2nTs2JFOnTqp7YbIU27x4sUMHz6ce/fuAUnbR5l/VcyTJw/z5s2jf//+WR6jiIjI08j8+3NGMCcIKjFBxHoS/j/t6urKgAEDGDx48BNVRBGRzKfEBBERkcyVnp+1NlkUk6SD+Y7y69evW8aKFCliqZJw5MiRJGv++usvAGJiYrIgQpG027VrFwD16tVL85r69esDsHv37kyJSR7PsGHDKFKkCHFxcRw8eJDJkydTs2ZNSpUqxciRI/ntt9948OCBtcMUkXQaMGAAZ8+e5f3338fT0xOIv/hhvgBStWpVJk6cyNmzZ5WUICIikk7mn6lP+iEi1jdmzBhcXV0xmUyEhobyxRdf4OnpSf369fnuu++IiIiwdogiIiIiItmaKiZkQz179uSXX35hxowZvP3225bxli1bsnPnTpo3b87WrVst49HR0TRq1IhDhw5RtWpVAgICrBC1SPJy5crFgwcP8PPzo1GjRmlas2fPHpo0aULOnDm5f/9+Jkco6XX48GHWr1/P+vXrOXr0KPC/O6xz585N69at6dSpEx06dFDLB5GnUExMDGFhYQA4OzuTI0cOK0ckIiLydNq5c2eG79msWbMM31NE0i42NhZfX1+8vb359ddfiYmJsfw9nCtXLrp3787gwYNp3ry5dQMVEQtVTBAREclcauXwlJs3bx4jR46kdevWbNq0yTK+ZMkSBg4ciGEYNGnShJ49e3L37l2WLVtGYGAghmEwbdo0JkyYYMXoRRIrWbIkV65cYfz48UyfPj1NayZOnMgnn3xCsWLF+PvvvzM5QnkSwcHBbNiwgfXr17Nt2zZLIom55UOtWrXo1KmTWj6IiIiIiIjIMyU0NJTFixfj4+PDyZMngf8l7bu7uzN48GAGDRpE8eLFrRmmyHNPiQkiIiKZS4kJT7lr165RrFgxbGxsOH36NGXKlLEca9++Pb///nuy/Z9r1KjBnj179AuWZCteXl4sWrQIBwcHNm/e/MiqCXv37qV169ZERUUxYMAAfHx8siZQeWKRkZFs2bKF9evXs2HDBq5evQr8742Z4sWL06FDBzp16kSrVq2wt7e3ZrgiIiIiIiIiGcLf3x9vb2+WL1/OP//8A8T/LWxjY0OrVq0YOnQoXbt2xc7OzrqBijyHlJggIiKSuZSY8AyIi4vDZDJha2ubaDwqKorp06fzww8/cO3aNQCcnJzo168f//73v3F0dLRGuCIp+vPPP6lRowYPHjzAzs6Of/3rX3h5eVGtWjXLBWuTyURgYCALFy5k3rx5PHjwgJw5c3L06FEqVKhg5Wcgj+vw4cOWagpHjhwBkrZ86NixIx07dlTLBxEr++uvv1i0aBH79u3j2rVr3L9/n40bN1K2bFnLnBMnTnDp0iXy5MmjMtIiIiIiIsmIiori559/xsfHh23bthEXF2f5O7hAgQL079+f119/nYoVK1o5UpHnhxITREREMpcSE54TYWFhxMTE4OrqmqSCgkh2smLFCvr375+o96K9vT3Ozs4YhsHNmzd58OABEJ+kkCNHDhYtWkSfPn2sGbZkoEe1fJg5cyajRo2ycpQiz5+4uDjGjRvHrFmzLEmREP//5vHjx6lUqZJl7q+//krHjh3JkSMHQUFBFCtWzFphi4iIiIhkWxcuXGDBggXMnz+f69evk/CtV/N7Il26dOHzzz/H3d3dWmGKPDeUmCAiIpK50vOz1iaLYpJ0uHTpEpcuXSIsLCzVec7OzhQqVEhJCZLt9erViz179lCrVi1MJhMmk4moqCiuXr1KcHAwUVFRlvGaNWuye/duJSU8Y9zc3HjttddYv349N2/eZN26dbz66qsULVqUuLg4wsPDrR2iyHPp9ddfZ+bMmcTGxuLm5kaPHj1SnNu+fXvc3d2JjY1l1apVWRiliIiIiEj2dv/+fRYvXkzLli0pW7Ys06dPJzQ0FJPJRKVKlfj444/p27cvDg4OmEwm1q5dS+3atfnjjz+sHbqIiIiISJZRxYRsyMbGBsMwmD17NiNGjLB2OCIZ6tChQ2zZsoXjx49bkm8KFCiAp6cnrVu3pk6dOlaOULLakSNHiI2N1ddeJItt3bqVF198EcMwGD9+PFOnTsXW1tbye8jDFRMA3n//ff773//SqVMn1q5da6XIRURERESyh71797JgwQJWrFjBnTt3gPhKkHny5KFXr14MGzaMBg0aWObfunWLWbNm8cknn/DgwQO6du3Kzz//bK3wRZ4LqpggIiKSudLzszZHFsUk6ZArVy4iIyN1kU6eSbVr16Z27drWDkMyyBtvvMHQoUOpUaPGY+9Rs2bNDIxIRNLq22+/BeIrIUyfPj1Na+rWrQvAyZMnMy0uEREREZHsLDg4mEWLFuHj48Nff/0FYGnXUKdOHYYNG8Yrr7xC3rx5k6zNnz8/kyZNwtnZmdGjR7N3794sjV1ERERExJqUmJANFStWjHPnzhEbG2vtUEREUjV37lzmzZtH1apVGTJkCP369cPZ2dnaYYlIGuzbtw/DMBg6dGia1xQvXhyAa9euZVZYIiIiIiLZ0ooVK/Dx8WHz5s3ExcVZkhEKFChA//79GTZsGJ6enmnaq2XLlgCEhoZmWrwiIiIiItmNjbUDkKReeuklAHbv3m3lSEREUmdnZ4fJZCIwMJC33nqLYsWK0bt3b37//XfUKUgkezO/CVq6dOk0r7GzswMgJiYmM0ISEREREcm2+vTpw8aNGy03ErVo0YIff/yR4OBgZs2aleakBICcOXNmVpgiIiIiItmWKiZkQ2+++SY+Pj589tlnvPLKKxQrVszaIYk8Nj8/vyda37Rp0wyKRDLD1atXWbJkCT4+PgQEBBAVFcWqVatYtWoVxYoVY9CgQXh5efHCCy9YO1QReUiePHn4559/uH79eprXXL58GUCVUURERETkuVSkSBG8vLwYOnQoZcqUeex9SpcuTVBQUAZGJiIiIiKS/Rkm3dKaLa1bt47+/fuTP39+/vOf/9CjRw/s7e2tHZZIutnY2GAYxmOtNQxDd+U+RQICAvD29mbZsmXcvHkTwPK1b9KkCUOHDqVHjx7kypXLmmGKyP+rU6cOR44c4YsvvuDNN9+0jJv/3T5+/DiVKlVKtGbEiBF88803tGrVis2bN2d1yCIiIiIiVrN+/Xo6dOiAjY0K0Io8TSIjIwkKCsLd3R0HBwdrhyPPsClTpjB16lQAVZIVkedKen7WKjHBymxsbLCxseHYsWOWN//NfeYuXrxIUFAQhmFgb2+Ph4cHBQoUwNbWNsX9DMNg69atWRK7SFo8yR/shmFYSiTK0yM6Opp169bh7e3Npk2biI2NtSQo5MuXj969ezN48GDq169v5UhFnm8TJ07kk08+oWzZsvz555+Wf69TSkw4deoUtWvXJioqis8++4wxY8ZYK3QRERERkSz30UcfAVCvXj3atGlj5WhEJK2UmGAdd+/eZfHixaxbt47AwEBu3ryJyWTC0dGR0qVL4+npSYMGDWjbti0lSpSwdrgZQokJqbtw4QLu7u7pWtOlSxfWrFmTOQGJSIZRYsJTJLk3/xPeYZ7WL49hGJhMJl3IlWxn586dj5xz9+5dzpw5w08//cTBgwdp1KgRU6dOxdbWlmbNmmVBlJJZrl69ysKFC/Hx8eHMmTPA/6ooVKhQgSFDhjBgwAAKFSpkzTBFnkshISGULVuWe/fuMXToUObOnUuOHDmS/d1k8+bNDB48mODgYAoWLEhQUBB58+a18jMQEREREck65t+TV69eTefOna0djoikUXoTE+JmvpYFUVmPzZhvM/0c+/bto0+fPly6dOmRcwsXLsy1a9cyPabHtWPHDlq0aAHA9u3bad68eYpzlZiQOiUmiDy70vOzNkcWxSTp0LRp08cufS+S3aQ1saB9+/a89dZbzJgxg/feew9vb2+WLFmSydFJZitatCjvv/8+77//Phs3bmTw4MGEhIRgMpn4888/GTduHBMmTKBbt268//77VK9e3dohizw3ChcuzDfffMPAgQP54Ycf2LhxIx06dLAcnzVrFiaTiT179vDnn39iMpmwsbHBx8dHSQkiIiIi8twpWLAgYWFhlCxZ0tqhiIhkW2fOnKFNmzZEREQA0LlzZ3r06EG5cuWwt7fnxo0bBAYGsnnzZrZv327laMVaunTpwvTp0x85z9HRMQuiEZGspMSEbGjHjh3WDkHEat59910OHDjAsmXL6NixI3369LF2SPKE/Pz8WLBgAatWreLevXuWjOE8efJw584doqOjWblyJatWrWLkyJHMnDlTPTtFski/fv2ws7Pj9ddf5++//2b+/PmW5Mjvv/8e+F+Wf968eVm4cGGi5AURERERkedF2bJlOXjwYLa+s1dExNomTpxoSUpYsGABXl5eSea8+OKLjB07luvXr7NixYosjlCyAycnJ6pUqWLtMETECnTlR0SynYEDB2Iymfj228wvLSaZ4++//2b69OmULVuWFi1asGjRIu7evQvE//GxfPlybt68yZkzZ3jvvfcoUKAAcXFxzJkzhzlz5lg5epHnS69evTh79ixTp06lVq1a2NraYjKZLB+VK1dm/PjxnD17lm7dulk7XBERERERq+jduzcmk0kX0UREUhAbG4uvry8AtWvXTjYpISFXV1dGjhyZBZGJiEh2ocQEEcl2zGURjx8/buVIJD2ioqJYtmwZL730Eu7u7kyePJnz589jMpkoVqwYH374IefPn2fjxo307NkTOzs7ypYtyyeffMK5c+do3ry5ElJErKRgwYJ8+OGHHDx4kMjISEJDQ7l69SpRUVEcP36cf//73xQqVMjaYYqIiIiIWM2IESOoVq0aixYtwsfHx9rhiIhkO9evX+f+/ftAfJWZjHDhwgXGjBlD5cqVyZcvH7lz58bDw4PXX3891feOL1y4gGEYGIbxyH+zS5cujWEYiRIpzOtbtGhhGWvRooVlz7TsHRkZyYwZM6hZsyb58uUjX7581K1blzlz5hATE/PI5x4ZGcmcOXNo1aoVRYoUwd7enkKFCtG6dWt++OGHVPd4+DkdPnwYLy8v3N3dyZkzZ6JW4g/PPX36NK+++iqlS5cmZ86cFC5cmG7durF///5HxpwVkvt6JcfLywvDMChdunSSY8l9f/zyyy+0b98eNzc3cuTIQfPmzZOsW79+PT169KB48eLkzJmTggUL0qBBAz799FPu3LmTYiw+Pj6W8124cIGoqCg+++wzatasSf78+XF0dKRevXrMnTuX2NjYR74GsbGxLFy4kI4dO+Lm5maJpXHjxnzxxReW/w9FsiO1chCRbCckJATAcoe9ZG8HDx5kwYIFLF++nFu3bgHxpd/t7Ozo2LEjw4YNo23btol+4X1Y/vz5mTp1Ks2aNePcuXNZFbqIJMPGxgYXFxdrhyEiIiIikq1cu3aN77//nqFDhzJ06FCWLl1K3759qVq1KgUKFMDW1jbV9eabMEREnlX29vaWx3/88ccT77do0SJee+01oqKiEo2fPXuWs2fP8sMPPzBt2jTGjx//xOfKaCEhIbRt25aAgIBE4/7+/vj7+7Np0ybWrFmTYjvbwMBAunTpwsWLFxONX79+na1bt7J161bmz5/P+vXrKVy4cKqxfPPNN4waNSpNyRCrV6+mf//+3Lt3zzIWGhrKmjVrWL9+PT/++CO9e/d+5D5PE5PJxMCBA1m8eHGKcyIjI+nbty+rV69ONB4WFsb+/fvZv38/s2fPxtfXl+rVq6d6vvDwcHr06MHhw4cTjR88eJCDBw+yfPlyfH19yZs3b7LrL126ROfOnQkMDEwSy549e9izZw/z5s3D19eXcuXKpRqLiDUoMSGbGDx4MHny5HnifQzDYOvWrRkQkYj1fP3114D+aH8aVK5cmT///BP4Xx/6cuXKMXToUAYNGpSuO6zd3NwAePDgQcYHKiIiIiIiIvIEzHdoQvzfv+YLQ2lhGEaaLgiJiDzNnJ2dKVWqFBcvXiQwMJD//Oc/vPvuuylefE+Nr68vXl5emEwm8ubNyzvvvEPr1q3JkSMHe/fu5ZNPPuHGjRtMmDABJycnhg8fnqHPpVixYhw/fhx/f3+GDBkCgLe3N3Xq1Ek0r3jx4smuf/nllzl16hSjR4+mU6dOODs7c/r0aaZNm8Yff/zB+vXr+e6773j99deTrD179izNmjXj1q1bODo6MnLkSOrWrUuJEiW4efMm69atY/78+fj7+9OlSxd27dqFnZ1dsnH4+/uzZMkSSpQowdixY6lduzYxMTHs2rUrydzjx4+zfPlyihYtyjvvvEPt2rUxmUxs3LiRTz/9lMjISF577TVatmyJq6trel/SbOvLL7/k2LFjNGnShOHDh1OuXDn++ecfLly4YJkzaNAgS1JCtWrVeOedd6hYsSJhYWH89NNP+Pj4EBwcTKtWrTh27BjFihVL8Xyvv/46hw8fpnfv3pb3z8+cOcPMmTPx9/fHz8+PAQMGJEmCALh58yaNGzfm77//JmfOnLz66qs0a9aM0qVLc+fOHTZt2sSsWbM4e/Ys7dq148iRI+TPnz/DXzORJ6HEhGzi0KFDT7yHyWRK9Y5kkewsPDycQ4cOMXPmTH7//XcMw+Dll1+2dljyCObs51y5ctGjRw+GDRtGkyZNHmsvR0dHBg4cqH/HREREREREJFsyJ+Q//FhEROKNGjWKsWPHAvD+++/zzTff0LlzZxo2bEjdunVxd3d/5B7R0dG89tprlqSEXbt2JboLvX79+nTv3p0GDRpw9epVxo4dS8+ePTO0+qOdnR1VqlThxo0bljF3d3eqVKmSpvXmqggJ2wHUrFmTNm3aUKlSJUJCQpg7d26yiQmDBg3i1q1b1KhRg02bNiV5Xi+99BIdO3akQ4cOHDhwAB8fH1599dVk4zh16hSenp74+fnh5ORkGW/UqFGSuUeOHKFWrVps27YNR0dHy3j9+vUpW7Ys/fv35/bt2yxZsoQxY8ak6XVIyT///MOJEyceOc/d3T1DbuhNzbFjxxg4cKCl3cLDfH19WbFiBQCtWrXi119/TVQd5KWXXqJBgwa89tprhIWF8fbbb7N8+fIUz+fv78/HH3+cqNJHrVq16NmzJx07dmTjxo2sWbOGX3/9lfbt2ydaO3r0aP7++29KlSrF9u3bk/z/1Lx5c3r27EmTJk04f/48//3vf/n3v//9WK+LSGZRYkI2oT9m5Fn1qFKGKfHw8OC9997L4Ggko9WoUYNhw4bRr1+/RL+wPg5XV1f16RTJBC1btszwPVWhSURERESeNwsWLLB2CCIi2d6YMWM4deoU3t7eAFy4cIGvvvqKr776CoDChQvTvHlz+vXrR8eOHZO9ELx69WqCg4MB+OCDD5ItjV+qVClmzJhhaTuwYMEC3n333cx7Yuk0atSoREkJZs7OzgwePJhPP/2U48ePc+vWrUR3tO/atYu9e/cCsHDhwhSTLdq2bUuPHj1YsWJFqokJEF+dOGFSQmq8vb2TfY+3b9++jBs3juDgYHbt2vXEiQlr165l7dq1j5y3ffv2ZF/HjOTk5MScOXNSvFnOXN3Zzs6OBQsWJEpKMHv11VdZsWIFW7Zs4ZdffuHq1asULVo02f2qVq3K+++/n2Q8R44cfP/995QpU4bo6Gjmzp2bKDHhwoULloSHOXPmpJjkU6NGDUaOHMl///tffHx8lJgg2Y4SE7KJEydOUKlSJWuHIZLh0pt0kyNHDnr27MnMmTNVZugp8HAvLBHJfnbs2IFhGBmSBGneR5VNREREROR5M2jQIGuHICKS7dnY2PDDDz/Qp08fvvjiC7Zs2ZKolU1ISAjLly9n+fLl1K5dm59++okXXngh0R5btmwB4t+DMLdRSE7Pnj0ZOXIkt27dYsuWLdkqMaFfv34pHqtVqxYQ/755UFBQosSLdevWAVC+fHk8PT1TPUfTpk1ZsWIF/v7+xMTEkCNH0st9JUqUSHN1W09PT6pWrZrsMcMwqFGjBsHBwZw/fz5N+z0tOnXqRL58+ZI9FhMTw86dO4H4ygglSpRIcZ9XX33V8v2+Y8cOXnnllWTnDRo0KMX31YoXL85LL72Er68vO3bsIDY21nLjp6+vL7GxseTOnZt27dql+pyaNm3Kf//7X4KDg7l06ZJaZku2osQEEclUkydPfuQcGxsb8uXLh7u7Ow0bNnymelSJiFhb06ZNlUggIiIiIiIiIlnmxRdf5MUXX+T27dvs2bMHf39/Dh06hJ+fH7du3QLi21s3adKEw4cPJ7q73Fzi393dPdX3ie3t7alRowY7duxIU1uArFShQoUUjzk7O1seR0REJDpmbvl9+vTpNL+XEx0dTVhYGIUKFUpyLKVEg+SkFjP8L+6HY34cgwYNyjaVc1N7jc6fP8+9e/cAqFevXqr7JDye2vdjnTp1Ut2nbt26+Pr6cvfuXc6fP4+Hhwfwv++Ne/fuJZuEkpJr164pMUGyFSUmiEimSktigoiIZJ4dO3ZYOwQREREREREReQ45OjrSrl07yx3eUVFRLF26lHfeeYfw8HCuXr3Khx9+yPfff29ZExYWBpDshfaHFSlSJNGa7CJ37twpHrOxsbE8jo2NTXQsNDT0sc5nvnj+sAIFCqR5j9Rihv/F/XDMT7vUXqOE31eP+n40fy8+vO5hj9qncOHCye6T0d8bItaixAQREXliMTEx+Pr6smvXLs6fP09ERMQjf0lVj3oREREREREREZHnR86cORk8eDBubm60bdsWgF9++YVvv/020QV74Lms/mh+P7VatWosWbIkzeuKFSuW7Li5DYCkLK2vUUZ9Pz7uPubvDRcXF7Zv357mde7u7o91PpHMosQEEclUH330EQAjRozAxcUlTWvCw8OZPXs2AJMmTcq02CRj7N69mwEDBnDp0iXLWGq97NWjXkRERERERJ5mERERbNmyhcDAQG7cuMH9+/cf+XfwDz/8kIURiohkb23atKFEiRL8/fffhIeHc/PmTUvbBnPLgJCQkEfuc+3atURrzBImOcTFxaW6x927d9MVe2YqWLAgAHfu3KFKlSpWjiZ7Mn9ts+LrmvD76lHfj+bvxYfXPSwkJIRy5cqlejy5fczfGxEREVSsWFFJJ/LUUmKCiGSqKVOmYBgGPXr0SHNiQlhYmGWdEhOytz///JO2bdta3oSxt7fHw8MDZ2fnJFnOIiIiIiIiIk+zuLg4pk2bxueff57mCx7mxHwlJoiIJObm5sbff/8NJL6LvEqVKuzbt4+goCCuX79uSVh4WHR0NEePHrWsSShfvnyWx+Hh4SnGEBYWxs2bN1M8ntU3VtWoUYO9e/dy/vx5rl27lqg9gMQzf21T+7oCnDlz5onPVaZMGXLnzs29e/c4cOBAqnMPHjxoeZxaUom/vz9NmjRJ9TjEt9YoU6aMZbxGjRosXbqUqKgoDh06RL169dL6NESyFV01EhGRx/bxxx9z7949bGxsmD59Ojdu3OD48ePs3LmT7du3P/JDRLLG22+/zdtvv51iP7rY2FguXbqUqPJJcs6fP0/NmjWpVatWZoQpIiIiIpKteXl58dFHH3Hnzh1sbGxwdXW1VEooXrw4efLkwWQyWcZcXFwoVaoUJUuWtGbYIiLZzr179zh16hQAjo6OlrvBAVq3bg3EJ3YtWLAgxT1WrVrFrVu3Eq0xK1CgAE5OTgAcOnQoxT1++umnVCveODg4WB5HRUWlOC+jdO7cGYh/7rNmzcr08z2NzK0Jjhw5kuLX7uTJkxw7duyJz5UjRw6aNWsGwObNm7l8+XKKc7///nvLmubNm6c4b/HixSnGfeXKFTZt2gRA8+bNE1VF6NSpkyVR5ssvv0zP0xDJVpSYYGVBQUGcP38+1dItIs+b6OhoAOzs7KwciTzKtm3bMAyDN998kwkTJpA3b15rhyQiyfjyyy+ZNWsWN27cSPb4n3/+SenSpRNlYifn/v37BAQEEBAQkAlRioiIiIhkXxs3brT0+/by8iI0NJQtW7ZYjl+8eJHbt2/zxx9/MHr0aGxsbChQoAC//fYbQUFB1gpbRCTL3Llzh3r16rFhw4ZUy+zHxcUxatQoIiIigPiL8QkrE3Tt2hU3NzcA/v3vf3P8+PEke/z999+MHTsWiL+zfPDgwUnmNG3aFIC1a9dy7ty5JMdPnz7Nhx9+mOpzKlq0qOVxcntktJdeeom6desCMGPGDFasWJHq/OPHj7N+/fpMjys7MScKBAcHs2zZsiTHIyIiGDp0aIadb+TIkQA8ePCAoUOHWq5dJOTt7W1JKHj55ZcTfd88LCAggBkzZiQZj4mJ4dVXX+XBgwcADB8+PNHx8uXL07NnTyA+oeaLL75INe6goKBkXx8Ra1MrBysrVaqUtUMQyXbMF7xSKtMl2Yf5Ime3bt2sHImIZITU7hIQEREREXmeme/arVy5Mt7e3kD8RZGHlS9fni+//JJWrVrx8ssv0759e44ePUr+/PmzNF4REWs4ePAgnTp1olixYnTt2pUGDRpQqlQp8uXLxz///MPRo0fx9va2JBvkz5+fadOmJdrD3t6eb7/9lk6dOnH79m0aNWrEu+++S6tWrbC1tWXv3r18+umnlqqQn332WbIthEeMGMG6deu4f/8+zZs3Z8qUKdSoUYM7d+6wdetWZs2ahaurK7a2tly/fj3Z51OyZEmKFy/O5cuX+eyzzyhevDjly5e33MleuHDhRG0jMsLSpUupW7cuYWFh9O7dmyVLltC7d288PDywtbUlNDSUo0ePsn79evbv388777xDp06dMjSGzPbPP/9w4sSJR86ztbWlYsWKicb69+/PlClTuH37NkOHDuXs2bO0adMGwzA4fPgwX3zxBZcvX6ZGjRqWVh9PokOHDvTs2ZOVK1eyadMm6tevz9tvv02FChUIDw/np59+svxe4Ozs/MiEgdq1a/Pee+8REBDAwIEDKVSoEH/99RdffPGFpR1Ep06d6NixY5K18+bN49ChQ5w/f5533nmHtWvXMnDgQCpXrkzOnDm5efMmgYGB/P7772zbto1u3brxyiuvPPFrIJKRlJggIhlq0aJFyY6vXbs21bJZEF8O69y5c3h7e2MYBnXq1MmMECUDubq6EhwcTK5cuawdioiIiIiIiEim2b9/P4ZhWO6cfJROnToxaNAgFixYwFdfffXIu3JFRJ52OXLkoEiRIly7do0rV67w9ddf8/XXX6c438PDg2XLllG6dOkkxzp06MCCBQt4/fXXiYiIYNKkSUyaNCnRHFtbW6ZNm5bkznKzNm3aMHr0aL766isuX77MsGHDEh0vWbIk69ato127dqk+rwkTJjBixAiCgoLo0qVLomMLFizAy8sr1fXp9cILL7Bv3z66d+/OiRMnWL9+fapVERwdHTP0/Flh7dq1rF279pHz8ufPzz///JNozNXVle+//55XXnmFyMhIJk+ezOTJky3Hc+XKxeLFi9mwYUOGJCZA/DWPmJgYVq9ezZEjR+jfv3+SOW5ubvj6+lKsWLFU9/r2228ZOnQoy5YtS7aiQaNGjfjxxx+TXevs7MyePXvo1asXu3btws/PDz8/vxTP9TR+b8izT4kJIpKhvLy8EpXegvg7cD/44IM072EymbCxseHNN9/M6PAkgzVu3JgVK1Zw4sQJatasae1wRERERERERDKF+c7chO1YE/Z+joqKImfOnInW9OjRA29vb1avXq3EBJGnhM2Yb60dwlPLwcGBK1eusH//frZs2cL+/fs5ffo0ISEhREZGkidPHtzc3KhWrRpdunShe/fu2Nvbp7jfoEGDaNasGV9++SWbNm3i0qVLxMXF4ebmRsuWLRk1ahSenp6pxjRr1izq16/PN998Q0BAANHR0ZQsWZJu3boxduxYChYs+MjnNXz4cAoXLsz8+fMJCAggLCyMmJiYdL8+6VGuXDkCAgJYsWIFP//8M/7+/ly/fp3Y2FgKFixI+fLlady4Md26dXsu35Pt2bMnpUqV4tNPP2X37t3cunWLwoUL07JlS959910qV67Mhg0bMux8Dg4O/PLLL6xfvx4fHx/279/PjRs3yJMnD+XKlaNr16688cYbaWpzXKBAAfbu3cuXX37J8uXLOXfuHCaTiYoVKzJw4ECGDx+e6PeLhxUpUgQ/Pz98fX1ZtmwZ+/bt49q1a0RHR+Pk5ISHhwcNGjSgc+fOlnYmItmJYVLNXhHJQDY2Nk+03t7enjp16jB+/Hjat2+fQVFJZvH396dRo0Z4enpy4MABcuRQvptIdmRjY4NhGBw/fpxKlSolOX7y5Ek8PT0xDIPY2NgU90nrPBERERGRZ03u3LmJioriyJEjVKtWDYArV65QokQJDMPgwoULlChRItGaI0eOULt2bZycnAgLC7NG2CLPvcjISIKCgnB3d8fBwcHa4YjIc8jHx4fBgwcDEBQUlGyVEJGnWXp+1uoKkohkqKCgIMtjk8lEmTJlMAyDjRs34uHhkeI6wzBwcHCgYMGCqWYESvZSp04dvvzyS0aPHs3LL7+Mt7d3sj3dRERERERERJ5mhQsX5tKlS4kSDAoXLoy9vT3R0dEcO3YsSWLCxYsXgfg3a0VEREREnndKTBCRDFWqVKlkx93c3FI8JtnfRx99lOrxunXrsmHDBkqVKsWLL75IhQoVyJ079yP3fbg3nIiIiIiIiEh25OnpyaVLlzh16hQtWrQA4vup16hRg4MHD7JgwQI6dOiQaM28efOAlN8rERERERF5nigxQUQyVVxcnLVDkAwwZcoUDMNIdY5hGNy/f5/169ezfv36NO2rxAQRERERERF5GjRv3pwNGzawZcsWRo4caRnv378/Bw4cYPXq1QwaNIhevXpx9+5dFi5cyJYtWzAMgy5dulgxchERERGR7OHJmsGLiMhzw2QyPfIjrfMSzhcRERERERHJ7rp16wbA77//TkhIiGX89ddfp2bNmphMJpYsWULnzp155ZVX+P333wEoWbIk7733nlViFhERERHJTlQxQUQy3b179wBSLO0/e/ZsVqxYwY0bN3B3d2f48OF06tQpK0OUR1DlC5Fnw9y5cylUqFCS8dDQUMvj1Fq3JJwnIiIiIvI8cXd35/z588TGxuLo6GgZz5EjB5s3b2b06NGsWLGC6OhoIL6qYIcOHZg3bx4FChSwVtgiIiIiItmGYdItqyKSidavX0/Xrl3Jmzcvly9fJl++fImODxkyhIULFwLxd9qb2wVMnz6d8ePHZ3m8IiLPIhsbm0e2Y0kr87/VsbGxGbKfiIiIiMizIiIigr/++ouYmBjKli2Ls7OztUMSee5FRkYSFBSEu7s7Dg4O1g5HRETkmZOen7Vq5SAimWrjxo2YTCY6d+6cJClh9+7d+Pj4APHVFGrUqIGDgwMmk4lJkyZx4sQJK0QsIvJsSk+bFbVgERERERFJv3z58lGzZk3q1q2rpAQRERERkYeolYOIZKr9+/djGAYtWrRIcuzbb78FwM3NjX379lG8eHH+/vtvGjduzOXLl5k/fz6zZ8/O6pBFRJ4527dvt3YIIiIiIiJPNXPLsxEjRuDi4pKmNeHh4Zb3NSZNmpRpsYmIiIiIPA3UykFEMlXJkiW5cuUKfn5+NGrUKNGxQoUKcfPmTT755BPGjRtnGf/ss88YN24cVapU4dixY1kdsjymmzdvsnDhQrZs2cLx48cJCwsDwNnZmSpVqtC6dWsGDRqU5jdwRERERERERLILc3u048ePU6lSpTStOXfuHB4eHmqFJmJFauUgIiKSudLzs1YVE0QkU12/fh0gSRuHkydPcuPGDQzDoEuXLomO1a5dG4CLFy9mTZDyxGbPns3EiRO5e/cuQKJy71euXCE4OJhNmzYxZcoUpk+fzptvvmmtUEVERERERERERERERCSLKTFBRDKVra0tgOXuebPdu3cD4OrqSvny5RMdK1CgABCfZSXZ37vvvssXX3xhSUZwcnKiRo0aFC5cGICQkBACAgIIDw/n7t27vP3221y8eJEvvvjCmmGLiIiIiIiIZKro6GgA7OzsrByJiIiIiIj12Vg7ABF5thUrVgyAgICAROO+vr4YhkGTJk2SrLl16xaASv4/BTZu3Mjnn3+OyWSiePHiLF++nNDQULZu3crSpUtZunQpW7duJTQ0lOXLl1OyZElMJhOzZs1i06ZN1g5fREREREREJNOY3wtxdXW1biAiIiIiItmAKiaISKZq0qQJf/31F3PmzKF///64uLjg7+/P77//DkCbNm2SrPnjjz8AKFKkSJbGKuk3e/ZsANzc3Dhw4ABFixZNdp6trS09e/akSZMm1K5dm6tXrzJr1ixeeumlrAxXREREREREJE0WLVqU7PjatWs5dOhQqmujoqI4d+4c3t7eGIZBnTp1MiNEEREREZGnihITRCRTjRgxAh8fH4KCgihTpgzlypXj1KlTxMTE4OzsTO/evZOs2bZtG4ZhUKlSJStELOlx8OBBDMNg/PjxKSYlJFSkSBHGjx/PqFGj8Pf3z4IIRURERERERNLPy8sLwzASjZlMJj744IM072EymbCxseHNN9/M6PBERERERJ46auUgIpmqZs2azJgxA8MwuHPnDkeOHCEyMhI7Ozu+++478uXLl2j+rVu38PX1BaB58+ZWiFjS4+7duwDUq1cvzWvMc81rRURERERERLIjk8lk+UhuLLUPOzs7GjVqxLp162jWrJkVn4WIiIiISPagigkikunGjBlD69atWbVqFdeuXaNo0aK88sorlC9fPsncHTt2WEocduzYMatDlXQqXrw4Z8+eJSoqKs1rzHOLFSuWWWGJiIiIiIiIPJGgoCDLY5PJRJkyZTAMg40bN+Lh4ZHiOsMwcHBwoGDBgtja2mZFqCIiIiIiTwUlJohIlvD09MTT0/OR87p06UKXLl2yICLJCB06dGDWrFn89ttvNGrUKE1rfv31V8taERERERERkeyoVKlSyY67ubmleExERERERFJmmBLWIhMREUmH4OBgatSoQUREBJs3b35kcsLevXtp3bo1+fLl48iRI6qaICIiIiIiIiIimSYyMpKgoCDc3d1xcHCwdjgiIiLPnPT8rLXJophEROQZ5Obmxq+//kqRIkVo1aoVb731FgEBAUn6bwYEBDBmzBhatmxJkSJF+O2335SUICIiIiIiIiIiIiIi8pxQxQQREXlsZcqUAeDevXuEhoZiGAYA9vb2ODs7YxgGN2/e5MGDB0B8kkKhQoXInTt3insahsG5c+cyP3gREREREREREXmmqWKCyNNhz549fPbZZ+zbt48bN24QGxsLQHh4OE5OTunay8fHh8GDBwMQFBRE6dKlMzhaEUkoPT9rc2RRTCIi8gy6cOFCos/NuW5RUVFcvXo12TWhoaGp7mlObhARERERERHJakOGDAHi/zb94Ycfkow/jof3EhF51sTGxlKgQAEiIiKoUaMGR44cSXGuyWTCxcWFsLAwAH744YdU/41duHAhXl5eAMydO5fhw4dnaOyScaZOncqUKVMAcHR0JCQkJE0JQevXr6dbt26WZAQReXYpMUFERB7boEGDrB2CiIiIiIiISIbx8fGxJMwnTCZIOJ4eJpNJiQkiTxHTf5/t97qMcQszZV9bW1saNmzIxo0bCQwM5Pbt2zg6OiY79+TJk5akBIBdu3almpiwa9cuy+OmTZtmXNBPwPzzYPLkyZYL8QKLFi2yPL59+zZr1qyhT58+j1z3zjvvEBsbi5ubG59++imVK1fG3t4eIMXvIxF5OikxQUREHtuCBQusHYKIiIiIiIhIhilZsmSyCQgpjYuISLymTZuyceNG4uLi2Lt3L23btk12njnRwNbWltjY2ESJB6nNd3FxoVKlShkbtGSY3bt3c/78eQDy5s3LnTt3WLRo0SMTEy5dusRff/0FwIQJExgwYMATx+Ll5WWpsiEi2YsSE0RERERERERERERI2rLwUeMiIhIvYTUDPz+/FBMT/Pz8AOjZsyc//fQT586dIzg4GDc3tyRzQ0NDOXPmDACNGzdWglg2Zq6WULhwYd566y3Gjx/Ppk2bCAkJoXDhwimuu3LliuVxuXLlMj1OEbEuG2sHICIiIiIiIiIiIiIiIk+vOnXq4ODgAJBqFQTzsR49evDCCy+kOj87tnGQpCIjI1m5ciUAvXv3ZsCAAdjY2BAbG8uPP/6Y6tqoqCjLYzs7u0yNU0SsT4kJIiIiIiIiIiIiIiIi8thy5sxJ3bp1AfD39090wdksKCjIcod848aNady4MfBkiQlr1qyhZ8+elCxZEgcHB5ycnKhduzZTp04lPDw81ZjPnDnDqFGjqFKlCvny5cPe3h43NzeqV6/OkCFDWL58eaLnUbp06URVG6ZOnYphGIk+UmohcPbsWcaMGYOnpyf58+cnV65clClTBi8vLw4dOpRijDt27LDsvWPHDuLi4vD29qZFixYULlwYGxsbyzkfnguwYsUKWrVqhaurK7ly5aJ8+fKMGzeOsLCwVF+b9Fi3bh3//PMPAP3796dYsWK0aNEC+F8lhYd5eXlhGIZlHkCLFi0SvZY+Pj6WY+axKVOmALBt2zZ69uxJiRIlsLOzo3Tp0pa5Pj4+lvmpVTyKi4tj2bJldO/enZIlS5IrVy5y5cpFuXLl6NevH6tWrSI6OjrJuhMnTjB9+nTatGlD8eLFyZkzJ3nz5sXDw4NBgwaxf//+tL1wIs8htXIQkQxjY2ODjY0Nx44dU7+v51R4eDiBgYHcuHGD+/fvYzKZUp0/cODALIpMREREREREREREMlPTpk3x8/MjKiqKAwcOJEkmMLdx8PDwoHDhwjRu3JiFCxdaxh9mTkxwdHSkevXqiY6Fh4fTo0cPtm3blmg8KiqKw4cPc/jwYebOncvatWupX79+kr1XrlxJ//79efDgQaLxq1evcvXqVQIDA1mwYAHHjx+nSpUq6XodHvbZZ58xYcKEJBe5g4KCCAoKYtGiRXzwwQd89NFHqe4TGRlJmzZt2LJlyyPPGRcXx4ABA1iyZEmi8TNnzjBjxgxWr17Nrl27KFKkSPqf0EPMyQfly5enTp06QHyCwtatWwkMDOT48eN4eno+8XnMJk6cyMcff/xEe1y4cIFu3boREBCQ5Nhff/3FX3/9xdKlS9m+fTvNmze3HNuxY0eiZAqzBw8ecPbsWc6ePcuiRYt4//33+eSTT54oRpFnkRITRCRDPepCtDybduzYweTJk9m9e3ea1xiGocQEERERERERERGRZ0TCRIRdu3YlSUwwJxqYKyWY/3vixAnCw8MpUKCAZW5ERASBgYEANGzYEFtbW8uxqKgoWrduzZEjR7C1taVv3760b98ed3d3oqOj8fPz44svviA0NJT27dtz9OhRSpUqZVkfEhLC4MGDefDgAYUKFeKNN96gfv36uLi4cP/+fc6ePcvOnTtZs2ZNovg3bdrEgwcPLBfZhw8fzogRIxLNSfgcAGbMmMG4ceMAqFq1KsOHD8fDwwMnJydOnz7NnDlz2LdvH9OmTcPFxYXRo0en+Pq+9957HDt2jM6dO+Pl5UWpUqUICQnh9u3bSeZ++OGH7N27l65duzJw4EDL3K+//hpfX19LBYdly5aleL60CA0NZePGjQD069fPMt69e3dGjBjB/fv3WbhwIZ999lmidf/+978ZO3Ys/v7+DBkyBABvb29LYgNA8eLFk5zvl19+sSQ6jBkzhipVqnD//v1kEwxSEhISQqNGjQgODgagZcuWDBo0iAoVKmAYBkFBQWzbts3SniKhmJgY8uTJQ4cOHWjZsiUVKlTA0dGR0NBQTp48yVdffcXFixf59NNPKVeuHIMHD05zXCLPA8Okq4gikkFsbGwwDIPjx4+rYsJzZN68eYwaNQqTyZSuxBTDMIiNjc3EyERERERERETSp0yZMhm+p2EYnDt3LsP3FZFHi4yMJCgoCHd3dxwcHB453/TfQVkQlfUY4xZm6v537tyhQIECxMTE0KZNG37//fdEx8uXL8+ZM2fw9va2XLB1dXXlxo0brF+/no4dO1rmbty4kbZt2wLw8ccfM378eMsx8x3zTk5ObNmyhVq1aiWJ5eLFizRo0ICrV6/St29ffvzxR8sxb29vhg4dCpBqRYT79+8DkCtXrkTj5nYOkydPtrQWSM6pU6eoXr060dHRTJ48mcmTJydqBQHxlQ0GDRrEkiVLyJs3L5cuXUqU3PDwHfoffPAB06ZNS/Z8D8+dPn06EydOTDTHZDLRtm1bNm3aRI4cOQgODsbV1TXF5/AoX375JWPGjAHg/PnzuLu7W4716dOH5cuXU7RoUf7+++9EySXJxfxwdYKEEr5urVq1wtfXl5w5cyY718fHx/L9FRQUlKjNA8DLL7/M6tWrAfjPf/5jSRx52J07d4iOjk709bhx4wY5cuTAyckp2TUPHjygY8eObN68mVKlSnHu3Llkn7fIsyQ9P2ttsigmERF5Bv3xxx+MHj0ak8mEp6cna9aswdfXF/jfGy/+/v7MmzePmjVrAvGZ0CdPnuT8+fPWDF1EREREREQkiQsXLmTKh4jI8yBv3rzUqFEDgL179ya6KSk0NJQzZ84A/6uUANCoUSPgf9UUzBJ+nrDywp07d/j6668BmDZtWrJJCQClSpXiww8/BOLbNty9e9dy7Nq1a0B8dYPU2jTkypUrSVJCenz++edER0dTu3btZJMSIP5mv9mzZ5MzZ07u3LnDqlWrUtyvXLlyqSZCJFSrVi0mTJiQZNwwDN5++20g/u7/ffv2pe3JpMDcxqFhw4aJkhIABgwYAMS3x9i8efMTncfMxsaG77//PsWkhEc5ffq0pRJG165dU0xKgPjv54crYLi4uKSYlABgb2/PjBkzgPjkmPRUchB5HqiVg4iIPLbZs2cTGxuLq6sru3btIl++fJw8edJy3N3dHXd3d2rVqsVrr73G+++/z4wZMxg1alSaeqGJiIiIiIiIZKVBg57tu6VFRDJb06ZN8ff3JyIigoCAAEvigJ+fHwCFCxfGw8PDMr9x48asXbvWctzMnJjg4OCQqLz/zp07uXXrFgA9evR4ZCwA0dHRHD582PJ50aJFAQgPD2ft2rV06dLlsZ9vatavXw/EtzVILinBzMnJCU9PTw4dOsS+fft49dVXk53Xu3fvNN9937dv3xTPmTCZ40luHjtx4gRHjx4FoH///kmOt2nTBldXV65fv87ixYstFTCeRKNGjZJUQEgPX19fS9Vfc6WHJxEVFUVISAh37twhLi4OSNzuOjAwMMXkGZHnkRITRETkse3cuRPDMBg9ejT58uVLda5hGPznP//h8OHDbN++HW9vb0v/MBEREREREZHsYMGCBdYOQUTkqdakSRM+//xzID65wHxR1pxokLBagnk+wOHDh7l//z65cuXiwYMHHDx4EIB69ephb29vmX/o0CHLY3OCQVqYqyQAdO7cGScnJ/755x+6detG8+bN6dSpE02bNqV69eoZUnr/4sWLXL9+HYDx48cnakWR1jgfVrVq1TSfv0KFCikec3Z2tjyOiIhI854PW7gwvjWInZ0dvXr1SnI8R44c9O7dmzlz5rBmzRoiIiIe+R7yo6TnNUiOOZHCzs6O+vXrP9Yed+/e5auvvuKnn37i5MmTqbYrvnHjxmOdQ+RZpVYOIiLy2C5fvgxgadMAift9RUdHJ1nz2muvYTKZWLJkSeYHKCIiIiIiIiIiIlmmSZMmlvcHE7ZjSCkxoWbNmuTOnZvo6Gj2798PgL+/P5GRkUDiNg4Q3xLicdy7d8/yuGDBgqxbt45ixYphMpnYvn07b7/9NrVr18bZ2ZmXX36ZDRs2PNZ5MjLOhz3cViA1uXPnTvGYjc3/Lg2mdlE9NbGxsSxduhSAdu3aUbBgwWTnmds53Lt3L9U2FWmVntcgOeZEAWdn50QJL2l14cIFPD09mTBhAseOHXvk63f//v3HilPkWaWKCSKS4QYPHkyePHmeeB/DMNi6dWsGRCSZxfwHgpubm2Us4dc+PDycQoUKJVpTtmxZAE6dOpUFEYqIiIiIiIiIiEhWcXZ2pnLlypw4ccKSjHD79m0CAwOBpIkJdnZ21K1blx07duDn50eLFi0SJTQ8nJiQ8ELwkSNHsLOzS1NcxYsXT/R5kyZNOHv2LD///DO//vorfn5+XL58mdu3b7N69WpWr15NmzZt+OWXX1K9yJ+ShHFOmjSJnj17pmldau+rZ0Qlh4yyZcsWgoODAVi3bl2qrSrMFi1axODBg5/ovNZ+DQYMGEBQUBCGYTB48GD69OlDxYoVcXV1xd7eHsMwiIuLs8SZsK2DiCgxQUQyQcJyWo/LZDKl6ZcZsS5nZ2dCQ0O5e/euZczV1dXytTtz5kySxARzVuo///yTZXGKiIiIiIiIiIhI1mjatCknTpzg+vXr/PnnnwQFBREXF0fevHmpUaNGkvmNGzdmx44dloQEPz8/ID5poUGDBonmJrwz39XVNUnCQXo4ODjQr18/+vXrB0BQUBC+vr7Mnj2bM2fOsHHjRiZOnMjMmTPTvXfCOO3s7KhSpcpjx5kdLVq0KN1rdu7cyaVLlyhZsmQmRJQ2Li4uAISFhfHgwYN0VU34888/2b17NwATJkxg+vTpyc4LCwt78kBFnlFKTBCRDKcswOdHhQoVCA0N5a+//qJhw4ZAfJkwDw8P/vrrL9atW5ckC3r16tVA/B8OIiIiIiIiItnJpUuXLI8TXjhJOP44rHkRRkQkqzVp0oS5c+cC8S0cgoKCAKhfv36yd7yb3z/cv38/UVFR7N27F4hv8/BwBYGEiQ179uyhd+/eGRa3u7s7b7zxBgMHDqRy5cpcvnyZFStWPFZiQpkyZcifPz+3bt1iz549GRZjdhAREcGaNWsAaNWqFcOGDUt1/u3bt3n99dcxmUwsXryYiRMnZkGUyatZsyZLliwhOjqaffv20axZszSvPXnypOVxat93GXHjpsizSokJIpLhTpw4QaVKlawdhmSBxo0bs3PnTnbt2sWgQYMs4y+//DKffvopX331FRUrVqRXr17cvXsXHx8fvv/+ewzDoGXLllaMXERERERERCQpd3d3IL69ZExMTJLxx/HwXiIiz7qE7Rf8/PwsiQkP38Bk1qBBA2xtbS3vH966dSvJPmatW7cmd+7c3Lt3j6+++opevXpleOVdR0dH6tSpw+XLly3VXxNycHAgMjKSqKioFPewtbWlffv2LFu2jE2bNvHHH39QsWLFDI3TWlatWsW9e/cAGD58ON27d3/kmrlz5xIYGGj1xIQOHTrwzjvvYDKZ+PLLL9OVmJDwZ3nCCsIP++abb54oRpFnmY21AxARkadXx44dAVizZg2RkZGW8XfeeQdnZ2eio6MZNmwYjo6OFC1alPHjxxMbG4uDgwPvv/++tcIWERERERERSZbJZLJ8pDT+OB8iIs8TNzc3XnjhBQC2b99uuYO8SZMmyc53dHTE09MTgP/+97+W8eQSE5ycnHjjjTcA2Lt3L2PGjCEuLi7FWEJCQvj+++8TjW3cuJGrV6+muObWrVscPHgQSD4xrWjRogCcO3cuxT0Axo8fj62tLXFxcfTo0YPLly+nODc2NpYff/wx1TnZhbmNQ+7cuWnXrl2a1vTo0QOA06dPc+DAgUyL7VHKlStHt27dgPj3tGfMmJHi3Lt37xIeHm753MPDw/LYx8cn2TXz5s1j7dq1GROsyDNIFRNEROSx1atXjwULFhATE0N4eLjll/KCBQuyceNGevXqZcmINitUqBCLFi16ZjKERURERERE5NmxYMGCdI2LiEjymjRpwrlz57hy5QoAOXLkoH79+inOb9y4MQEBAZw/fx4AGxubFCssfPTRR+zcuZMDBw4wa9YsduzYwauvvkr16tXJkycP4eHhnDx5ki1btvDbb7/h6emZqN3AsmXL6NSpEy+++CIvvfQSVapUwdnZmYiICE6cOMGcOXMscf/rX/9Kcv6GDRsSFBTEunXrmD9/Po0aNcLBwQGIT7IoVKgQAJ6ennz22WeMGTOGU6dOUaVKFV577TVatmxJ4cKFiYyM5MKFC+zbt49Vq1Zx9epVjh8/TvHixR/jFc8aly5dYufOnQC0a9eO3Llzp2ld9+7d+fDDD4H4xIZ69eplWoyPMnfuXPbv309wcDDjxo3j999/x8vLiwoVKmAYBhcuXGD79u389NNP/PzzzzRv3hyIbyNSpUoVTpw4wfz58wkPD2fAgAEULVqUy5cvs2TJElatWkWjRo2eufYdIhlFiQkiIvJEErZwSKhWrVr8+eefbNu2jZMnTxITE4OHhwdt2rRJ8y+sIiIiIiIiIlkppb9xUxoXEZHkNW3aNNFd5TVq1Ej1PcHGjRszZ84cy+eenp44OTklOzdnzpxs3rwZLy8vfvnlFwIDAy1VFJLj6OiYZCw6Oppff/2VX3/9NcV1//rXvxg9enSS8bFjx7Jq1SqioqKSJC4MGjQo0fN+6623yJMnD2+99Ra3bt1ixowZKd6lb29vb0lwyK4WL15sqQRkroKQFhUrVqRSpUqcOnWK5cuXM3PmTOzt7TMrzFQVLlyYXbt20aVLF06cOMG2bdvYtm3bI9cZhsHixYtp2bIl4eHhrFixghUrViSa4+npycqVK3Fzc8us8EWeakpMEBGRTGNnZ0ebNm1o06aNtUMRERERERERERFJlTFuobVDeGY83IYhpeoHZg+3eUiujUNC+fLl4+eff2b37t0sXLiQXbt2ERwczP3793F0dOSFF16gbt26dOjQgZdeeinR2pkzZ/Liiy+ybds2jh07xtWrV7l+/Tq2traUKFGCBg0aMGzYsBRjrl69Ovv27WPGjBns2bOHkJAQoqKiUoz11VdfpXPnzsyfP59NmzZx+vRp/vnnH3LmzEmxYsXw9PTkxRdfpHv37ri4uKT6vK1t8eLFQHxySIcOHdK1tnv37pw6dYqbN2/i6+traalgDWXKlCEgIIAlS5awcuVKjhw5wo0bN8iRIwclSpSgfv36dO/ePcn3ZfXq1QkICOCTTz7ht99+Izg4mHz58lG2bFl69erFyJEjs31yiYg1GSY1ORORDGJjY4NhGBw/fpxKlSpZOxzJAi1btgRgwIABDB482MrRiIiIiIiIiIiI/E9kZCRBQUG4u7vrYqGIiEgmSM/PWpssiklERJ5Bu3btYufOnZQuXdraoYiIiIiIiIiIiIiIiEg2pVYOIpJhgoKCAChWrJiVI5GsUqhQIa5du5ZivzcRERERERGRp42fn1+G7/mokuQiIiIiIs86JSaISIYpVaqUtUOQLFatWjWuXbvGmTNnqFGjhrXDEREREREREXlizZs3xzCMDNvPMAxiYmIybD8RERERkaeRWjmISKa5c+cON2/eTPG4t7c3jRs3Jn/+/OTJk4cKFSowduxYQkNDszBKeRLDhg3DZDLxzTffWDsUERERERERkQxlMpky7ENERERE5HlnmPSbsYhkMG9vb2bMmMGZM2cAyJUrF126dGHatGmUKVMGk8lEnz59WLVqFYDlD3Tz3QguLi5s2rSJatWqWecJSLoMHDiQJUuW4OXlxezZs8mTJ4+1QxIRERERERF5bDY2NhiGgYODA126dOHFF1/ExubJ7u8aNGhQBkUnIukRGRlJUFAQ7u7uODg4WDscERGRZ056ftYqMUFEMtTEiRP59NNPARLdEWAYBsWLF+fAgQP88MMPfPjhh0D8H/uurq7ExMQkqq7wwgsvcPz4cf3BkM0tWrQIk8nEzJkzOX78OE5OTnTq1ImqVatSoEABbG1tU10/cODALIpUREREREREJG3y589PREQEEP9+RpEiRejbty8DBgygatWqVo5ORNJDiQkiIiKZS4kJImIVR44coU6dOpbPa9asibu7OxcvXuTw4cOYTCbee+89fHx8uHbtGhMmTOCdd96hQIECAFy8eJH33nuPFStWYBgG3377LUOHDrXW05E0MN9FYmYymdLch1M9NkVERERERCQ7ioyMZO3atSxevJhNmzYRExNj+VvX09OTgQMH8sorr1C0aFErRyoij6LEBBERkcylxAQRsYp//etffPvtt+TLl4/Vq1fTsmVLy7EdO3bQtWtXHjx4QFRUFMOGDWP+/PlJ9jCZTDRu3Jj9+/fToUMH1q1bl5VPQdLpSUpZGoZBbGxsBkYjIiIiIiIikrGuX7/O0qVLWbx4MUeOHAHi/561sbGhVatWDBw4kG7dupErVy4rRyoiyVFigoiISOZSYoKIWIWnpyenTp3igw8+YOrUqUmOT548mWnTpmEYBgcPHqRWrVrJ7uPj48OQIUMoUaIEFy9ezOyw5Qk86denVKlSGRSJiIiIiIiISOb6448/WLRoEUuXLuXvv/8G4pMU8uTJw8svv8yAAQNo1aqVlaMUkYSUmCAiIpK5lJggIlaRP39+7ty5w5YtW2jRokWS49u3b6dVq1YYhkFERAS5c+dOdp+DBw9Sv359cuXKxd27dzM7bBERERERERGRdNmxYweLFi3i559/JiIiAohPUnBzc2PgwIH8+9//tnKEIgJKTBAREcls6flZ+/g1uEVEHnLnzh0AXF1dkz3u4uJieZxSUgJAnjx5gPh/zEREREREREREspvmzZvj7e1NSEgIS5cupV27dtja2nLlyhVmzpxp7fBERERERLIdJSaISIYxF2CxsUn+n5aUxkVEREREREREnkaGYWBjY4NhGBiGYe1wRERERESyrRzWDkBERERERERERETkabJz504WL17Mzz//zO3bt4H4GzaKFi3KgAEDrBydiIiIiEj2o8QEERF5bGXKlEn3GsMwcHBwIH/+/Hh4eFC/fn169+6Ns7NzJkQoIiIiIiIikjH++OMPFi9ezNKlS/n777+B+GSE3Llz061bNwYOHEirVq1UMVJEREREJBlKTBCRDLd27VoOHTqUZPzKlSuWx4sWLUpxfcJ5kr1duHAh0eeGYVhaejwsuWMHDhxgyZIlvPPOO3z44YeMHz8+s0IVERERERERSbfQ0FCWLVvG4sWLOXr0KBCfjGBjY0OLFi0YOHAgL7/8Mnny5LFypCIiIiIi2ZthSukKkohIOpl7KmYEk8mEYRjExsZmyH6SOQYPHgzAsWPHLG/QFCxYkOrVq+Pq6grA9evXCQgI4ObNmxiGQfXq1alSpQq3b9/mxIkTnDt3DohPXBg5ciRfffWVdZ6MiIiIiIiICBAZGcmaNWtYvHgxmzdvJjY21pJoX7lyZQYOHEi/fv1wc3OzcqQi8iiRkZEEBQXh7u6Og4ODtcMRERF55qTnZ60SE0Qkw2R0qUIlJjwdFi1axGuvvUbx4sWZOXMmHTp0SPK9EBcXx4YNGxgzZgxXrlxh7ty5DBkyBAB/f39ee+01AgMDMQyDPXv2UL9+fWs8FREREREREREcHR25e/cuEH/jRJEiRXjllVcYMGAA1atXt25wIpIuSkwQERHJXEpMEBGrWLhwYYbvOWjQoAzfUzLO0aNHqV+/PkWKFOHw4cO4uLikOv/69evUqlWLkJAQ9uzZQ+3atQG4efMmVatW5dq1awwaNAhvb++sCF9EREREREQkCXNFSAcHBzp37sxLL72Era3tE+05cODADIpORNJDiQkiIiKZS4kJIiKSJQYMGMDSpUv5+uuv+de//pWmNfPmzWPkyJH06dOHpUuXWsanT5/OpEmTKFu2LGfOnMmskEVERERERERSlZGtKiG+ImRMTEyG7SciaafEBBERkcyVnp+1GVt3XUREnit+fn4AlsoHaVGnTh0Adu/enWi8cePGAFy7di2DohMRERERERF5PCaTKUM/REREJGNduHABwzAwDAMfHx9rhyMiaZDD2gGIiMjTKzQ0FICoqKg0rzHPvX79eqLxAgUKAOguEhEREREREbGq7du3WzsEEZGnSmxsLAUKFCAiIoIaNWpw5MiRFOeaTCZcXFwICwsD4IcffmDIkCEpzl+4cCFeXl4AzJ07l+HDh2do7JJxpk6dypQpUwBwdHQkJCRElUpEJBElJoiIyGNzcXEhODiYzZs306hRozSt2bhxo2VtQrdu3QLA1dU1Y4MUERERERERSYdmzZpZOwQRsRLTv/tYO4RMZUz8KVP2tbW1pWHDhmzcuJHAwEBu376No6NjsnNPnjxpSUoA2LVrV6qJCbt27bI8btq0acYF/QTM7X4mT55suRAvsGjRIsvj27dvs2bNGvr0ebb/nxKR9FFigohkKJPJZLkT3sHBIckvoMHBwXzwwQep7pEnTx6+/PJLbG1tMy1OyRgtWrRgyZIlfP7553Ts2PGRLR38/f354osvMAyDFi1aJDp27NgxAIoWLZpp8YqIiIiIiIiIiEjGa9q0KRs3biQuLo69e/fStm3bZOeZEw1sbW2JjY1NlHiQ2nwXFxcqVaqUsUFLhtm9ezfnz58HIG/evNy5c4dFixZlamJC6dKl1S5J5CmjxAQRyVBffvklY8eOBWDdunV06NAh0fHw8HB8fHwsWaUpeeGFF3jrrbcyK0zJIO+99x7Lly/n3r17NG3alNGjR9O/f38qV65s+RqbTCZOnjzJ4sWLmT17NpGRkdjb2zNu3LhEe61evRrDMLJN5rOIiIiIiIiIiIikTcL39Pz8/FJMTPDz8wOgZ8+e/PTTT5w7d47g4GDc3NySzA0NDeXMmTMANG7c+JHvKYv1mKslFC5cmLfeeovx48ezadMmQkJCKFy4sJWjE5HswsbaAYjIsyMmJob//Oc/AHh5eSVJSniYyWRK8eM///kPsbGxWRG2PIHKlSvzww8/YGNjQ2RkJDNmzKBatWrkyZOH4sWLU7x4cfLkyUO1atX47LPPiIyMxMbGhu+++44qVapY9jl37hznz5+nZMmSdOrUyYrPSERERERERERERNKrTp06ODg4AKRaBcF8rEePHrzwwgupzs+ObRwkqcjISFauXAlA7969GTBgADY2NsTGxvLjjz9aOToRyU6UmCAiGWbTpk2EhoaSI0cOJk2a9Mj5QUFBST4OHz6Mg4MDoaGh+Pr6ZkHU8qT69+/Pzp07qVatmiWxJDIykuDgYIKDg4mMjLSMV61alZ07dzJgwIBEe7zwwguW74EmTZpY6ZmIiIiIiIiIiIjI48iZMyd169YF4tu5RkVFJZkTFBTElStXgPgKCI0bNwaeLDFhzZo19OzZk5IlS+Lg4ICTkxO1a9dm6tSphIeHpxrzmTNnGDVqFFWqVCFfvnzY29vj5uZG9erVGTJkCMuXL0/0PEqXLp2oasPUqVMxDCPRh5eXV7LnOnv2LGPGjMHT05P8+fOTK1cuypQpg5eXF4cOHUoxxh07dlj23rFjB3FxcXh7e9OiRQsKFy6MjY2N5ZwPzwVYsWIFrVq1wtXVlVy5clG+fHnGjRtHWFhYqq9Neqxbt45//vkHiH+vuFixYpY2vuZKCo9y+PBhhg4dSrly5ciTJw8ODg6UKFGCWrVqMXLkSNatW5ekbcOFCxcsz9fHxyfZfU+cOMH06dNp06YNxYsXJ2fOnOTNmxcPDw8GDRrE/v37H/t5i0j6qZWDiGQYcyLBiy++SKlSpR45P7k5pUqVolu3bvz0009s2rSJzp07Z3ickvEaNmzI0aNHOXjwIFu2bOHEiROWX/wLFChA5cqVadWqFfXr17dypCIiIiIiIiIiIpIZmjZtip+fH1FRURw4cCBJMoG5jYOHhweFCxemcePGLFy40DL+MHNigqOjI9WrV090LDw8nB49erBt27ZE41FRURw+fJjDhw8zd+5c1q5dm+x7kitXrqR///48ePAg0fjVq1e5evUqgYGBLFiwgOPHjyeq/Po4PvvsMyZMmEB0dHSicfONWosWLeKDDz7go48+SnWfyMhI2rRpw5YtWx55zri4OAYMGMCSJUsSjZ85c4YZM2awevVqdu3aRZEiRdL/hB5iTj4oX748derUAeITFLZu3UpgYCDHjx/H09MzxfUzZ85k7NixxMXFJRq/fPkyly9f5siRI8ydO5eIiAjy5s2b5rh27NhhSZBI6MGDB5w9e5azZ8+yaNEi3n//fT755JM07ysij0+JCSKSYY4cOYJhGLRp0+aJ9nnxxRdZtmxZqpmikj3VrVvXkhktIiIiIiIiIiIiz4+EiQi7du1KkphgTjQwV0ow/9d8k1OBAgUscyMiIggMDATib4qytbW1HIuKiqJ169YcOXIEW1tb+vbtS/v27XF3dyc6Oho/Pz+++OILQkNDad++PUePHk10k1xISAiDBw/mwYMHFCpUiDfeeIP69evj4uLC/fv3OXv2LDt37mTNmjWJ4t+0aRMPHjywXGQfPnw4I0aMSDQn4XMAmDFjBuPGjQOgatWqDB8+HA8PD5ycnDh9+jRz5sxh3759TJs2DRcXF0aPHp3i6/vee+9x7NgxOnfujJeXF6VKlSIkJITbt28nmfvhhx+yd+9eunbtysCBAy1zv/76a3x9fS0VHJYtW5bi+dIiNDSUjRs3AtCvXz/LePfu3RkxYgT3799n4cKFfPbZZ8muP3bsmCUpwd3dnTfeeIPq1avj7OxMREQEp0+fZvv27axduzbdscXExJAnTx46dOhAy5YtqVChAo6OjoSGhnLy5Em++uorLl68yKeffkq5cuUYPHjw470IIpJmSkwQkQwTFBQEQIUKFZ5on7JlywJw6dKlJ45JRERERERERERERDJfgwYNyJEjBzExMcm2ZzCPmVu5VqhQARcXF27cuMGePXvo2LGjZe7evXuJjY0FkrZx+Oijjzhy5AhOTk5s2bKFWrVqJTreuHFj+vXrR4MGDbh69SoTJkzgxx9/tBz39fXl7t27AGzdujVJRYSGDRsycOBA5syZk2i8XLlyiT4vVKhQqtUUTp06xcSJEwGYPHkykydPTtQKolatWvTp04dBgwaxZMkSJk6cyIABA5IkN5gdO3aMDz74gGnTpqV4TrO9e/cyffp0y/nN2rZtS9u2bdm0aROrVq3iq6++wtXV9ZH7pWTp0qXExMQA8VUSzPLly0fnzp1Zvnw5S5cu5T//+U+i5BKzVatWERcXR548edi3bx+FCxdOdLxJkyYMGzaMW7dukTt37nTFVr16dS5fvoyTk1OSY23atOGNN96gY8eObN68malTpzJw4MBkYxSRjGNj7QBE5Nlx69YtgFR/kXFxceHNN99MNfPT0dERwNKXSp4uJpOJc+fO4e/vj7+/P+fOnUvS/0tERERERERERESeLXnz5qVGjRpA4sQCiL+z/syZM8D/KiUANGrUCCBJIkPCzxMmJty5c4evv/4agGnTpiVJSjArVaoUH374IRDftsGciABw7do1IL66QWqJBbly5SJXrlwpHn+Uzz//nOjoaGrXrp0kKcHMxsaG2bNnkzNnTu7cucOqVatS3K9cuXJMmTIlTeeuVasWEyZMSDJuGAZvv/02EF9RYN++fWl7Mikwt3Fo2LAh7u7uiY4NGDAAiG+PsXnz5mTXm78W5cqVS5KUkFD+/PmxsUnfJU0XF5dkkxLM7O3tmTFjBgAXL14kICAgXfuLSPopMUFEMkyOHPFFWO7du5finMKFCzNz5kxmzpyZ4hzzL4nKTny6bNy4kU6dOuHo6Ei5cuWoX78+9evXp1y5cjg6OtK5c2c2bdpk7TBFREREREREREQkk5iTCCIiIhJd6PXz8wPi3x/28PCwjJuTFMzHzcyJCQ4ODtSpU8cyvnPnTssNcj169EhTLNHR0Rw+fNgyXrRoUQDCw8Mfq0VAWq1fvx6Ib2uQXFKCmZOTk6U9RGqJAr17907ze+Z9+/ZN8ZwJkznOnz+fpv2Sc+LECY4ePQokrpZg1qZNG8tNjIsXL052D/PX4tSpUxw8ePCxY0mLqKgoLl26xKlTpzhx4gQnTpxIdEOduXWIiGQeJSaISIZxcXEBIDg4+In2Ma8vWLDgE8ckme/BgweWPm6//vord+/exWQyJfq4e/cuvr6+tGvXjr59+/LgwQNrhy0iIiIiIiIiIiIZzNymARJXPTA/TlgtIeH8w4cPc//+fSD+/UbzRep69ephb29vmX/o0CHL46JFi2IYRoofCashmO/MB+jcubPlTvpu3brRsmVLZs6cyeHDhxNVeXgSFy9e5Pr16wCMHz8+1TgNw7A8r4RxPqxq1appPn9q7ZadnZ0tjyMiItK858MWLlwIgJ2dHb169UpyPEeOHPTu3RuANWvWJHuuV155BTs7O6KiomjUqBGdOnXim2++SZI08Lju3r3LJ598QrVq1ciTJw+lSpWicuXKeHp64unpaanwAXDjxo0nPp+IpE6JCSKSYcqWLQskzW5NL/P6hJmzkn317duX5cuXYzKZsLW1pV27dkyZMoVvvvmGb775hilTptC+fXty5MiByWRi+fLlyWbQioiIiIiIiIiIyNOtSZMmljv105KYULNmTXLnzk10dDT79+8HwN/fn8jISCBxGweIbwnxOBJW+S1YsCDr1q2jWLFimEwmtm/fzttvv03t2rVxdnbm5ZdfZsOGDY91noyM82EFChRI8z65c+dO8VjClgiPm4gRGxvL0qVLAWjXrl2KNxma2zncu3cv2TYVFSpUYNmyZRQoUICYmBg2bNjA8OHD8fT0pFChQgwYMCBJm4+0unDhAp6enkyYMIFjx4498rmaE2NEJPPksHYAIvLsaNWqFVu3bmXZsmV8/PHH5M2bN9173L17l2XLlmEYBi1btsyEKCUj+fr68ssvv2AYBi1atMDb25tSpUolO/fSpUsMGTKEbdu28fPPP/Prr7/Svn37LI5YREREREREREREMouzszOVK1fmxIkTlgvKt2/ftpTJfzgxwc7Ojrp167Jjxw78/Pxo0aJFogvRDycmJLy4fOTIEezs7NIUV/HixRN93qRJE86ePWt5n9LPz4/Lly9z+/ZtVq9ezerVq2nTpg2//PJLqhf5U5IwzkmTJtGzZ880rcuTJ0+Kx7JT6+MtW7ZYKh+vW7cu1VYVZosWLWLw4MFJxrt3707r1q1Zvnw5GzduZNeuXVy/fp0bN26wZMkSlixZwqBBg/D29k6UVPEoAwYMICgoCMMwGDx4MH369KFixYq4urpib2+PYRjExcVZXteMqNAgIqlTYoKIZJhevXoxadIkwsLCePfdd5k3b1669xg3bhw3btxIVOZJsi8fHx8AqlWrxu+//57qHwIlS5bkt99+o169egQGBrJgwQIlJoiIiIiIiIiIiDxjmjZtyokTJ7h+/Tp//vknQUFBxMXFkTdv3kSl880aN27Mjh07LAkJ5oq6dnZ2NGjQINHchHfmu7q6Jkk4SA8HBwf69etHv379AAgKCsLX15fZs2dz5swZNm7cyMSJE5k5c2a6904Yp52dXaK2Es+CRYsWpXvNzp07uXTpEiVLlkxyLH/+/Lz22mu89tprAPzxxx+sXbuW2bNnExwczMKFC6lRowZvvvlmms71559/snv3bgAmTJjA9OnTk50XFhaW7uchIo9PrRxEJMOUKVOGAQMGYDKZ+Pbbbxk9ejRRUVFpWvvgwQPeeust5s2bh2EY9O/fnzJlymRyxPKk9u/fj2EYvPPOO2nKTrazs2Ps2LGYTCZLaTYRERERERERERF5djRp0sTyeNeuXZaEg/r16yd717+5isL+/fuJiopi7969QHybh4crCCRMbNizZ0+Gxu3u7s4bb7yBv7+/JeFhxYoVj7VXmTJlyJ8/P5DxcVpbREQEa9asAeKrKC9btizVj/nz5wPxFQkWL16cpnNUrFiR999/n/3791u+B9LztTh58qTlcWo3QB46dCjNe4rIk1PFBBHJUF988QV79uzhzJkzfP3116xbt45XX32Vtm3bUq1aNXLk+N8/OzExMRw7dozff/+d7777jkuXLgHg4eHxWFmokvWuX78OQKVKldK8pkKFCgDcuHEjU2ISERERERERERER60nYfsHPz4+goCAgaRsHswYNGmBra8vdu3fx8fHh1q1bSfYxa926Nblz5+bevXt89dVX9OrVK01tBNLD0dGROnXqcPny5WTfw3RwcCAyMjLVm/JsbW1p3749y5YtY9OmTfzxxx9UrFgxQ+O0llWrVnHv3j0Ahg8fTvfu3R+5Zu7cuQQGBrJ48WImTpyY5nOVKFGCcuXKcfTo0XS9nxwTE2N5fPfu3RTnffPNN2neU0SenComiEiGyp8/P7/++isVKlTAZDLx999/M2nSJOrWrUuuXLlwcXGhVKlSuLi4kCtXLurUqcOHH37IpUuXMJlMlC9fHl9fX0s2qWRv5mzVmzdvpnlNeHg4wGP1ZhMREREREREREZHszc3NjRdeeAGA7du3W+5KT1hJISFHR0c8PT0B+O9//2sZTy4xwcnJiTfeeAOAvXv3MmbMGOLi4lKMJSQkhO+//z7R2MaNG7l69WqKa27dusXBgweB+CoKDytatCgA586dS3EPgPHjx2Nra0tcXBw9evTg8uXLKc6NjY3lxx9/THVOdmFu45A7d27atWuXpjU9evQA4PTp0xw4cMAyvmbNGv75558U1/3999/8+eefQPJfi5R4eHhYHpvbET9s3rx5rF27Ns17isiTU2KCiGS4MmXKcOjQIUaMGEHOnDkxmUyYTCZiY2MJCwvj8uXLhIWFERsbazlmb2/P8OHD8ff3t/zSKtlf+fLlAVi+fHma15jnmteKiIiIiIiIiIjIs8WchHDlyhWioqLIkSMH9evXT3G+uZrC+fPnAbCxsUmxwsJHH31EvXr1AJg1axY1a9bk66+/Zs+ePQQEBLB9+3bmzJlD165dKVmyZJK74pctW0apUqXo0KEDs2bNYuvWrRw9ehQ/Pz/mzp1LgwYNuHLlCgD/+te/kpy/YcOGAKxbt4758+dz4sQJzp49y9mzZwkNDbXM8/T05LPPPgPg1KlTVKlShXHjxvH7779z9OhR9u3bx7Jlyxg9ejQlSpSgf//+qV6kzw4uXbrEzp07AWjXrl2abz5LWFXBnNgA8OWXX1KsWDF69erFN998w86dOy1fwxkzZtCoUSPu378PJP+1SEmNGjWoUqUKAPPnz6d3795s2LCBw4cPs3btWnr27MmIESNo1KhRmvcUkSenVg4ikily587NnDlzmDRpEsuXL2fnzp0cO3aMGzduEBERQb58+ShYsCDVqlWjWbNm9O7dm0KFClk7bEmnzp07s3//fhYsWECjRo3w8vJKdf7ixYvx9vbGMAy6du2aJTGKiIiIiIiIiIhI1mratGmiO9Vr1KiR6kXsxo0bM2fOHMvnnp6eODk5JTs3Z86cbN68GS8vL3755RcCAwMtVRSS4+jomGQsOjqaX3/9lV9//TXFdf/6178YPXp0kvGxY8eyatUqoqKiklwsHzRoUKLn/dZbb5EnTx7eeustbt26xYwZM5gxY0ay57O3t8fBwSHFeLKDxYsXYzKZgP9VQUiLihUrUqlSJU6dOsXy5cuZOXMm9vb2ANy7d4+VK1eycuXKZNfa2NgwderUdL2fbBgGixcvpmXLloSHh7NixQpWrFiRaI6npycrV67Ezc0tzfuKyJNRYoKIZKpChQoxatQoRo0aZe1QJBOMGjWK2bNnc+3aNYYOHcqqVasYMmQI9erVo1ChQhiGQUhICAcOHMDb25vffvsNk8lEsWLFUv1jQUREREREREREJKsZE3+ydgjPjIfbMKRU/cDs4TYPybVxSChfvnz8/PPP7N69m4ULF7Jr1y6Cg4O5f/8+jo6OvPDCC9StW5cOHTrw0ksvJVo7c+ZMXnzxRbZt28axY8e4evUq169fx9bWlhIlStCgQQOGDRuWYszVq1dn3759zJgxgz179hASEkJUVFSKsb766qt07tyZ+fPns2nTJk6fPs0///xDzpw5KVasGJ6enrz44ot0794dFxeXVJ+3tS1evBiITw7p0KFDutZ2796dU6dOcfPmTXx9fenWrRvLli1jw4YN7Nixg1OnTnHt2jVu3LiBg4MDpUqVomnTpvzrX/+iatWq6Y61evXqBAQE8Mknn/Dbb78RHBxMvnz5KFu2LL169WLkyJHZPhFE5FljmMypTSIi2cTly5c5cuQIEH9HvmRvR48epXXr1oSHh2MYRqpzTSYTBQoUYNu2bVSrVi2LIhQRERERERERkedRZGQkQUFBuLu76wKkiIhIJkjPz1qbLIpJRCTNtm7dSteuXXn55ZetHYqkQY0aNTh+/Djdu3fHxsYGk8mU7IeNjQ09evTg2LFjSkoQERERERERERERERF5jqiVg4hkWyro8vRwc3Nj5cqVXL16lR07dnDixAnCwsIAcHZ2pkqVKjRv3pyiRYtaOVIRERERERERERERERHJakpMEBGRDFO0aFFeeeUVa4chIiIiIiIiIiIiIiIi2YhaOYiIiIiIiIiIiIiIiIiIiEimUWKCiIiIiIiIiIiIiIiIiIiIZBq1chARkUfy8/OzPG7atGmy448j4V4iIiIiIiIiIiIiIiLybFJigoiIPFLz5s0xDAPDMIiJiUky/jge3ktERERERERERERERESeTUpMEBGRNDGZTOkaFxEREREREREREREREQElJoiISBps3749XeMiIiIiIiIiIiIiIiIiZkpMEJEM89FHH2XIPgEBARmyj2ScZs2apWtcRERERERERERERERExEyJCSKSYaZMmYJhGNYOQ0RERERERERERERERESyESUmiEiGMplM1g5BRERERERERERERERERLIRJSaISIbZvn27tUOQbCg8PJyYmBhcXFxUUUNEREREREREREREROQ5pMQEEckwzZo1s3YIkkViYmL4888/iYqKomTJkri6uiY6HhkZyccff4y3tzdXr14FIFeuXLRt25apU6dSuXJla4QtIiIiIiIiIiIiIiIiVmBj7QBEROTpYTKZmDRpEi4uLlSrVo26detSpEgRGjdujL+/PwAPHjygTZs2/Pvf/+bq1auYTCZMJhP37t1j9erV1K1bl61bt1r5mYiIiIiIiIiIiIiIiEhWUcUEERFJs8GDB7N48WIgPknBbO/evbRt25YDBw4wd+5cdu3aBYCzszMeHh7ExMRw6tQp7t+/z/379+nXrx+nT58mf/78VnkeIiIiIiIiIiIiIiIiknVUMUFERNJk+/btLFq0CICcOXPSvXt3xo4dS8+ePcmVKxf//PMPM2fOxMfHBzs7O7799luuX7/Ovn378Pf358aNG4wdOxaA69ev4+PjY8VnIyIiIiIiIiIiIiIiIllFFRNERCRNFixYAEChQoXYtm0bFStWtBz7888/admyJd9++y1xcXG8++67DBs2LNH6XLly8d///pfjx4+zceNGfH19efPNN7P0OYiIiIiIiIiIiIiIiEjWU8UEERFJkwMHDmAYBmPGjEmUlABQoUIFxowZQ2xsLAADBgxIcZ9BgwYBcPLkycwLVkRERERERERERERERLINJSaIiEiaBAcHA9CgQYNkjyccL1u2bIr7eHh4ABAWFpaB0YmIiIiIiIiIiIiIiEh2pcQEERFJk7t37wLg7Oyc7HEnJyfL45w5c6a4j4ODAwAPHjzIuOBERERERERERETEKmJjY3F0dMQwDGrWrJnqXJPJRMGCBTEMA8Mw8Pb2TnX+woULLXPnzZuXkWHLE5gyZYrl65LWjzVr1lg7bBGxshzWDkBERJ4uhmGka1xEREREREREROSpMKWbtSPIXFNWZ8q2tra2NGzYkI0bNxIYGMjt27dxdHRMdu7JkycTVVLdtWsXQ4YMSXHvXbt2WR43bdo044J+Aub3QSdPnsyUKVOsG4yIyFNEiQkiIiIiIiIiIiIiIiLy2Jo2bcrGjRuJi4tj7969tG3bNtl55kQDW1tbYmNjEyUepDbfxcWFSpUqZWzQkiG8vb2pU6fOI+eVKlUqC6IRkexMiQkiIiIiIiIiIiIiIiLy2BJWM/Dz80sxMcHPzw+Anj178tNPP3Hu3DmCg4Nxc3NLMjc0NJQzZ84A0LhxY1Vszabc3d2pUqWKtcMQkaeAEhNERCRd5s6dS6FChZKMh4aGWh5/9NFHKa5POE9ERERERERERESefnXq1MHBwYHIyMhUqyCYj/Xo0QN/f3/OnTvHrl276N27d4pzIfu0cRARkcdnY+0ARETk6TJv3jymTp2a5GPevHmWrOXkjiecJyIiIiIiIiIiIs+OnDlzUrduXQD8/f2JiopKMicoKIgrV64A8RUQGjduDJBiIkNaEhPWrFlDz549KVmyJA4ODjg5OVG7dm2mTp1KeHh4qjGfOXOGUaNGUaVKFfLly4e9vT1ubm5Ur16dIUOGsHz58kTPo3Tp0omqNkydOhXDMBJ9eHl5JXuus2fPMmbMGDw9PcmfPz+5cuWiTJkyeHl5cejQoRRj3LFjh2XvHTt2EBcXh7e3Ny1atKBw4cLY2NhYzvnwXIAVK1bQqlUrXF1dyZUrF+XLl2fcuHGEhYWl+tpkheTiTYl53pQpU5IcmzJliuU4wK1bt5g2bRo1atTAyckJwzDw8fFJtObOnTt8+umnNGjQAGdnZ3LmzEnx4sXp0aMHGzZsSDWW5s2bYxgGzZs3B+D06dO89tpruLu74+DgQNGiRenVqxf79+9P0+tw7do1Jk6cSO3atS2xlChRgl69erFly5Y07SHytFDFBBERSTOTyWTtEERERERERERERCQbatq0KX5+fkRFRXHgwIEkyQTmNg4eHh4ULlyYxo0bs3DhQsv4w8yJCY6OjlSvXj3RsfDwcHr06MG2bdsSjUdFRXH48GEOHz7M3LlzWbt2LfXr10+y98qVK+nfvz8PHjxINH716lWuXr1KYGAgCxYs4Pjx40/cpuCzzz5jwoQJREdHJxoPCgoiKCiIRYsW8cEHH6RahRYgMjKSNm3apOlidVxcHAMGDGDJkiWJxs+cOcOMGTNYvXo1u3btokiRIul/QtnYX3/9xUsvvcSFCxdSnHP06FE6duxIcHBwovErV67w888/8/PPP/Pyyy/z448/4uDgkOr5fvvtN3r27Mndu3ctY9euXWPlypX8/PPPfP7557z11lsprv/xxx95/fXXE60HuHz5MitXrmTlypUMHTqUb775hhw5dElXnn76LhYRkTTZvn27tUMQERERERERERGRbCphIsKuXbuSJCaYEw3MlRLM/z1x4gTh4eEUKFDAMjciIoLAwEAAGjZsiK2treVYVFQUrVu35siRI9ja2tK3b1/at2+Pu7s70dHR+Pn58cUXXxAaGkr79u05evQopUqVsqwPCQlh8ODBPHjwgEKFCvHGG29Qv359XFxcuH//PmfPnmXnzp2sWbMmUfybNm3iwYMHeHp6AjB8+HBGjBiRaE7C5wAwY8YMxo0bB0DVqlUZPnw4Hh4eODk5cfr0aebMmcO+ffuYNm0aLi4ujB49OsXX97333uPYsWN07twZLy8vSpUqRUhICLdv304y98MPP2Tv3r107dqVgQMHWuZ+/fXX+Pr6Wio4LFu2LMXzPY169OjBlStXGDVqFJ07d6ZAgQL89ddflq//lStXaNWqFeHh4ZYKF3369KFgwYKcOnWKzz//nMDAQH755Re8vLz46aefUjxXcHAwffv2JUeOHHz88ceWCgrbt2/nP//5D7dv32bMmDGULl2arl27Jlm/YsUKBgwYgMlkokyZMrzxxhtUqlQJV1dXLly4wA8//MCvv/7KDz/8gKOjI1988UVmvGQiWUqJCSIikibNmjWzdggiIiIiIiIiIiKSTTVo0IAcOXIQExOTbHsG81iTJk0AqFChAi4uLty4cYM9e/bQsWNHy9y9e/cSGxsLJG3j8NFHH3HkyBGcnJzYsmULtWrVSnS8cePG9OvXjwYNGnD16lUmTJjAjz/+aDnu6+truUN969atSSoiNGzYkIEDBzJnzpxE4+XKlUv0eaFChVKtpnDq1CkmTpwIwOTJk5k8eXKiVhC1atWiT58+DBo0iCVLljBx4kQGDBiQJLnB7NixY3zwwQdMmzYtxXOa7d27l+nTp1vOb9a2bVvatm3Lpk2bWLVqFV999RWurq6P3C81QUFBuLi4pDrH3t4+yeuXGU6cOMFvv/3GSy+9ZBlL+P3x1ltvWVp8fPfddwwdOjTRvF69etGuXTu2b9/O8uXLGTRoEO3atUv2XH/99Rf58+dn3759VKxY0TLeoEEDunTpQsOGDbl9+zZvvPEGHTp0wM7OzjLnxo0bvPbaa5hMJoYMGcL8+fMTVUSoWbMmL7/8MhMnTuTjjz9m1qxZvP7665QvX/7JXyQRK7KxdgAiIiIiIiIiIiIiIiLydMubNy81atQAEicWAISGhnLmzBngf5USABo1agSQJJEh4ecJExPu3LnD119/DcC0adOSJCWYlSpVig8//BCIb9vwcKl9iK9ukFpiQa5cuciVK1eKxx/l888/Jzo6mtq1aydJSjCzsbFh9uzZ5MyZkzt37rBq1aoU9ytXrhxTpkxJ07lr1arFhAkTkowbhsHbb78NQExMDPv27Uvbk0nFkCFD8PT0TPUjYaJAZvLy8krxXMHBwaxevRqIT9BImJRgljNnTry9vS1JAg8npzzsww8/TJSUYFa5cmVLUsiVK1dYu3ZtouPz5s3j1q1bFCtWjLlz56bYpmHq1KkUK1aMuLg4Fi1alGosIk8DJSaIiIiIiIiIiIiIiIjIEzMnEURERBAQEGAZ9/PzA6Bw4cJ4eHhYxs1JCubjZubEBAcHB+rUqWMZ37lzJ7du3QLiy/anJZbo6GgOHz5sGS9atCgA4eHhSS4YZ6T169cD0L1792STEsycnJws7SFSSxTo3bt3opYWqenbt2+K50yYzHH+/Pk07fe06NevX4rHduzYYUmWSS4pwax06dK8+OKLSdY8zDAMBg0alOI+gwcPtnwNtmzZkujYunXrAOjYsSM5c+ZMcY8cOXLQoEEDIPXvDZGnhRITRERERERERERERERE5ImZ2zRA4qoH5scJqyUknH/48GHu378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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ensure 'Unknown' is the last column\n", "plot_data_geo = plot_data_geo[[col for col in plot_data_geo.columns if col != 'Unknown'] + ['Unknown']]\n", "plot_data_geo = plot_data_geo.sort_values(by='Unknown')\n", "# Define the number of light colors needed (excluding 'Unknown')\n", "n_colors_geo = len(plot_data_geo.columns) - 1\n", "\n", "base_color = sns.color_palette([\"coral\"])[0]\n", "light_palette_geo = sns.light_palette(base_color, n_colors_geo + 1)[1:]\n", "light_palette_geo.append('black') # Ensure 'Unknown' is black\n", "\n", "fig, ax = plt.subplots(figsize=(16, 9))\n", "\n", "# Plot the geographic location distribution\n", "plot_data_geo[::2].plot(kind='bar', stacked=True, ax=ax, color=light_palette_geo)\n", "ax.set_title('Topic Geographic Location Group Membership Distribution', fontsize=20)\n", "ax.set_ylabel('Percentage', fontsize=20)\n", "ax.set_xlabel('')\n", "ax.set_xticklabels([label[:30] + '...' if len(label) > 30 else label for label in plot_data_geo[::2].index], rotation=90, fontsize=20)\n", "plt.tight_layout()\n", "\n", "# Create custom patches for the legend\n", "known_patch = mpatches.Patch(color=light_palette_geo[-2], label='Known Groups')\n", "unknown_patch = mpatches.Patch(color='black', label='Unknown Group')\n", "\n", "# Add the legend to the plot\n", "ax.legend(bbox_to_anchor=(1.34, 1.34), loc='upper right', fontsize=20) # handles=[known_patch, unknown_patch]\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "39da6d65-510d-46bf-b48c-1078bfaa4538", "metadata": {}, "source": [ "To see the difference between queries with high portion of \"Unknown\" V.S. low portion of \"Unknown\", we define two groups:" ] }, { "cell_type": "code", "execution_count": 10, "id": "72ec907d-e4e9-4d45-affa-d7b437a56ed6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Poetry', 'Military history/World War II task force',\n", " 'Military history/European military history task force',\n", " 'Electronic music', 'Jazz', 'Linguistics', 'Songs', 'Chemistry',\n", " 'Mathematics', 'Fishes'],\n", " dtype='object', name='title')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# group 1\n", "plot_data_geo[plot_data_geo['Unknown']>=50].index" ] }, { "cell_type": "code", "execution_count": 11, "id": "83058704-17e3-406e-8bb9-84d582acbb4c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Trains/WikiProject Stations', 'Rivers', 'Schools',\n", " 'Canada/WikiProject Political parties and politicians in Canada',\n", " 'Film', 'Higher education', 'LGBT studies/LGBT Person task force',\n", " 'Ice Hockey', 'Architecture', 'Football',\n", " 'Biography/sports and games work group', 'Olympics', 'Baseball',\n", " 'Basketball', 'Women's sport', 'Women writers', 'Athletics',\n", " 'Biography/arts and entertainment work group',\n", " 'Elections and Referendums', 'Journalism', 'LGBT studies'],\n", " dtype='object', name='title')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# group 2\n", "plot_data_geo[plot_data_geo['Unknown']<=30].index" ] }, { "cell_type": "markdown", "id": "2f6a9870-074f-461b-a681-5085d1abb0ed", "metadata": {}, "source": [ "Then we use pre-trained models to see the contextual relationship between these topics and \"geographic location\"." ] }, { "cell_type": "code", "execution_count": 12, "id": "3f1de6be-628e-48df-a087-5b543eda1063", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/nvme/fmchen/anaconda3/envs/wptrec/lib/python3.8/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n", " _torch_pytree._register_pytree_node(\n", "/nvme/fmchen/anaconda3/envs/wptrec/lib/python3.8/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n", " _torch_pytree._register_pytree_node(\n" ] }, { "data": { "image/png": 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k06Z79uxBxYoVMXr06ELbcPfu3dDV1UXbtm1lzqN+/fqQSqVFtkFqaiqio6Ph5eUFfX19cb2dnR3atm2LI0eOFLrvx8qrc/z48TLr83puFRzGXKVKFbFnJgDo6Oigf//+uHbtGh4+fKjwGNeuXUNSUhLGjh0rNydbXrtpaGhAVVUVkZGRJR7Smt/WrVvRoEEDcfL8vCHC+Ydr5ubmYv/+/XB3d1fYw7Lg92Dw4MFi70XgQ2/A9+/fY+zYsTLzdQ0ePBg6OjpiW+nq6gIAjh07pnBIMfB/c9MdOHDgk77Eo3nz5rh69arYQ+7MmTNwc3ODg4MDTp8+DeBDL7S8odalOS9FPuaZnd/w4cNllo8cOQJlZWX4+PjIrJ8wYQIEQcDRo0dL0gwKjRw5UmY573uc9x34XNeE6GvBxBkRERHRVyDvDXj5EyJ51q5di9DQUPz+++8y6xMSEiAIAqZNmybzI83AwEBMEuVNpH7v3j1YWVnJ1W1jYyNuz/tvzZo15X5I53+jXX7GxsYK3yB48+ZNdOnSBbq6utDR0YGBgYGYnMk/1xHwISFRcGJsS0tLAJCb46latWoyy3lDJYtKOCQmJqJKlSoyCZnSUFdXR2hoKEJDQxEUFAQbGxs8fvxYJjkVHx8PAGjVqpXctTh+/Lh4HRSJj4+HIAiwsLCQ2zc2NlZm3549e+Lt27fiXE4ZGRk4cuSION9XntK0f9WqVeWud/ny5WXaNDExEVZWVlBRKXwmmPj4eKSlpaFSpUpy55GRkVFkG+Tdf4Xdo0+fPhUTIp/KvXv3oKSkJHdvGxoaQk9PT4wpj7m5uVw7FXaf5smb/61OnTqFxqGmpoaFCxfi6NGjqFy5Mlq0aIFff/210GRcfi9fvsSRI0fQsmVLJCQkiB9HR0dcvnwZd+7cAQA8efIE6enpRcaRX/Xq1WWWC7s+qqqqqFGjhri9evXqGD9+PDZs2ICKFSvCxcUFK1eulLnnevbsCUdHRwwaNAiVK1dGr169sGvXrn+dsGnevDmys7Nx7tw5xMXF4fHjx2jevDlatGghkzirVauW+Cwo6Xkp8jHP7DwqKioyc8flxVKlShW5t6EWfEZ/DAsLC5nlmjVrQklJSbxvP9c1IfpacI4zIiIioq+Arq4ujIyMcOPGDbltefPnFPxxnvejxtfXFy4uLgrrLSzh9ankTx7lefnyJVq2bAkdHR3MmjULNWvWhLq6Oq5evYpJkyb9qx9j+XvB5Cfkmzz7U1NWVkabNm3EZRcXF1hbW2Po0KFiAivvnLZs2SIzr1SeohJOubm5kEgkOHr0qMLzy9+j5YcffoCZmRl27dqFPn364M8//8Tbt2/Rs2dPsUxp2/9TtWlubi4qVapU6MT0BgYGparvSylJr8PPbezYsXB3d8f+/ftx7NgxTJs2DfPnz8eJEydQt27dQvfbvXs3MjMzERAQgICAALntW7duhZ+fX6njUfS9LqmAgAB4eXnhwIEDOH78OHx8fMS5tapWrQoNDQ2cOnUKEREROHz4MEJCQrBz5060atUKx48fL/R+LE6DBg2grq6OU6dOoVq1aqhUqRIsLS3RvHlzrFq1CpmZmTh9+rRMr8F/42Oe2XnU1NQ++u3Ihd2vBV/8UZo6Ptc1IfpaMHFGRERE9JVo3749NmzYgIsXL6JRo0bFlq9RowYAoFy5cjKJHUVMTU0RFxcntz5v2J6pqan431u3bkEQBJkfVwXfXFmUyMhIPHv2DHv37kWLFi3E9UlJSQrLP3jwAK9fv5bpdZbXU6a4idFLombNmjh27BieP3/+0b3O8jMyMsK4cePg5+eH8+fP44cffhAnx69UqVKx10JRfIIgoHr16mIPpqJ4eHggMDAQ6enp2LlzJ8zMzPDDDz+I20vb/iWN8cKFC8jKyip0svSaNWsiLCwMjo6OpU685N1/hd2jFStWlOuV+G+ZmpoiNzcX8fHxYq8e4MOLNF6+fCnGlCevh2f+70Vx92nefXHjxo1i74uaNWtiwoQJmDBhAuLj4+Hg4ICAgIBCey0BHxJjderUUTgMee3atdi2bRv8/PxgYGAAHR0dhUmeksh/ffKeOwDw/v17JCUlyZ2bra0tbG1t8csvv+Ds2bNwdHTEmjVrMGfOHACAkpISWrdujdatW2Px4sWYN28epk6dioiIiFJ/f/LkDTE+ffo0qlWrJg7jbt68OTIzM7F161Y8evRI5jtR2vMqqLTP7KKYmpoiLCwMr169kul1VvAZndfLtuBbP4vqkRYfHy/TizAhIQG5ubky9+3nuCZEXwsO1SQiIiL6SkycOBGampoYOHAgHj16JLe9YA+gSpUqwcnJCWvXrkVqaqpc+SdPnoh/dnNzw8WLF3Hu3Dlx3evXr7Fu3TqYmZmhVq1aAD70pvrnn3/EnlQA8O7dO6xfv77E55HXOyF/vO/fv8eqVasUls/OzsbatWtlyq5duxYGBgaoX79+iY9bmG7dukEQBIU9bz62p9ro0aOhqamJBQsWAPjQbjo6Opg3bx6ysrLkyue/FgV17doVysrK8PPzk4tHEAQ8e/ZMZl3Pnj2RmZmJTZs2ISQkBB4eHjLbS9v+JdGtWzc8ffoUK1askNuWdxwPDw/k5ORg9uzZcmWys7PlfujnZ2RkBAcHB2zatEmm3I0bN3D8+HG4ubl9dOyFyatz6dKlMusXL14M4ENSJL8HDx7IvGkzPT0dmzdvhoODg8JehgBQr149VK9eHUuXLpU7/7x2e/PmDd69eyezrWbNmtDW1kZmZmah8d+/fx+nTp2Ch4cHunfvLvcZMGAAEhIScOHCBSgpKaFz5874888/cfnyZbm6ivsetGnTBqqqqli2bJlM2Y0bNyItLU1sq/T0dGRnZ8vsa2trCyUlJfFcnj9/Lle/g4MDABR5viXRvHlzXLhwAREREWLirGLFirCxscHChQvFMqU9r8KU9pldFDc3N+Tk5Mh9x5YsWQKJRCK+4VZHRwcVK1bEqVOnZMoV9f0uOMfa8uXLAUCs83NeE6KvAXucEREREX0lLCwssG3bNvTu3RtWVlbo27cv7O3tIQgCkpKSsG3bNigpKcnMjbNy5Uo0a9YMtra2GDx4MGrUqIFHjx7h3Llz+PvvvxETEwMAmDx5MrZv34527drBx8cH+vr62LRpE5KSkrBnzx5x2NDQoUOxYsUK9O7dG2PGjIGRkRG2bt0KdXV1ACUb1ta0aVOUL18enp6e8PHxgUQiwZYtWwr9EVmlShUsXLgQycnJsLS0xM6dOxEdHY1169YV2rupNJydndGvXz8sW7YM8fHxcHV1RW5uLk6fPg1nZ2eMGjWq1HVWqFABAwYMwKpVqxAbGwsbGxusXr0a/fr1Q7169dCrVy8YGBggJSUFhw8fhqOjo8KkE/AhSTJnzhxMmTIFycnJ6Ny5M7S1tZGUlIR9+/ZhyJAh8PX1FcvXq1cP5ubmmDp1KjIzM2WGaQKlb/+S6N+/PzZv3ozx48fj4sWLaN68OV6/fo2wsDCMGDECnTp1QsuWLTF06FDMnz8f0dHR+PHHH1GuXDnEx8dj9+7dCAwMRPfu3Qs9xqJFi9CuXTs0adIE3t7eePv2LZYvXw5dXV3MnDnzo2MvjL29PTw9PbFu3TpxeOvFixexadMmdO7cGc7OzjLlLS0t4e3tjUuXLqFy5cr47bff8OjRIwQFBRV6DCUlJaxevRru7u5wcHDAgAEDYGRkhNu3b+PmzZs4duwY7ty5g9atW8PDwwO1atWCiooK9u3bh0ePHqFXr16F1r1t2zYIgiDzIo/83NzcoKKigq1bt6Jx48aYN28ejh8/jpYtW2LIkCGwsbFBamoqdu/ejTNnzsi9vCA/AwMDTJkyBX5+fnB1dUXHjh0RFxeHVatWoWHDhuL8eSdOnMCoUaPQo0cPWFpaIjs7G1u2bIGysjK6desGAJg1axZOnTqF9u3bw9TUFI8fP8aqVatQtWpVmRdcfIzmzZtj7ty5uH//vkyCrEWLFli7di3MzMxknp8lPa/CfMwzuzDu7u5wdnbG1KlTkZycDHt7exw/fhwHDhzA2LFjxd6LADBo0CAsWLAAgwYNQoMGDXDq1Cmx96MiSUlJ6NixI1xdXXHu3Dn8/vvv6NOnD+zt7QF83mtC9FX4Uq/vJCIiIqJPIyEhQRg+fLhgbm4uqKurCxoaGoK1tbUwbNgwITo6Wq58YmKi0L9/f8HQ0FAoV66cYGxsLHTo0EH4448/5Mp1795d0NPTE9TV1YVGjRoJhw4dkqvv7t27Qvv27QUNDQ3BwMBAmDBhgrBnzx4BgHD+/HmxXMuWLYXatWsrPIeoqCjhhx9+EDQ0NIQqVaoIEydOFI4dOyYAECIiIuTquHz5stCkSRNBXV1dMDU1FVasWCFTX0REhABA2L17t8z6pKQkAYAQFBQkrvP09BRMTU1lymVnZwuLFi0SrK2tBVVVVcHAwEBo166dcOXKFYXx569LS0tL4bbExERBWVlZ8PT0lInTxcVF0NXVFdTV1YWaNWsKXl5ewuXLl8UyM2bMEBT9b/qePXuEZs2aCVpaWoKWlpZgbW0tjBw5UoiLi5MrO3XqVAGAYG5urjC20ra/ovMu2IZv3rwRpk6dKlSvXl0oV66cYGhoKHTv3l1ITEyUKbdu3Tqhfv36goaGhqCtrS3Y2toKEydOFB48eKAw1vzCwsIER0dHQUNDQ9DR0RHc3d2FW7duyZQp7F4ozqJFiwQAQlJSkrguKytL8PPzE8/JxMREmDJlivDu3TuZfU1NTYX27dsLx44dE+zs7AQ1NTXB2tpaLoa82PK3sSAIwpkzZ4S2bdsK2tragpaWlmBnZycsX75cEARBePr0qTBy5EjB2tpa0NLSEnR1dYXGjRsLu3btKvJ8bG1thWrVqhVZxsnJSahUqZKQlZUlCIIg3Lt3T+jfv79gYGAgqKmpCTVq1BBGjhwpZGZmCoIgCEFBQQIA4dKlSwrrW7FihWBtbS2UK1dOqFy5sjB8+HDhxYsX4va7d+8KAwcOFGrWrCmoq6sL+vr6grOzsxAWFiaWCQ8PFzp16iRUqVJFUFVVFapUqSL07t1buHPnTpHnkt+TJ08EAMKMGTNk1qenpwvKysqCtra2kJ2dLa7//fffBQBCv379Puq8ilOaZ3ZRz5RXr14J48aNE6pUqSKUK1dOsLCwEBYtWiTk5ubKlHvz5o3g7e0t6OrqCtra2oKHh4fw+PFjuTbJe9bcunVL6N69u6CtrS2UL19eGDVqlPD27Vux3Ke4JkRfM4kgfMaZUomIiIjou7B06VKMGzcOf//9N4yNjT9ZvU5OTnj69OlHz71E9CWYmZmhTp06OHToUFmHQlRiM2fOhJ+fH548eYKKFSuWdThE/1mc44yIiIiISuXt27cyy+/evcPatWthYWHxSZNmRERERGWNc5wRERERUal07doV1apVg4ODA9LS0vD777/j9u3b2Lp1a1mHRkRERPRJMXFGRERERKXi4uKCDRs2YOvWrcjJyUGtWrWwY8cOuUnoiYiIiL52nOOMiIiIiIiIiIhIAc5xRkREREREREREpAATZ0RERERERERERApwjjMiIvou5Obm4sGDB9DW1oZEIinrcIiIiIiIqIwIgoBXr16hSpUqUFIquk8ZE2dERPRdePDgAUxMTMo6DCIiIiIi+o+4f/8+qlatWmQZJs6IiOi7oK2tDeDDX446OjplHA0REREREZWV9PR0mJiYiL8RisLEGRERfRfyhmfq6OgwcUZERERERCWawoUvByAiIiIiIiIiIlKAiTMiIiIiIiIiIiIFmDgjIiIiIiIiIiJSgIkzIiIiIiIiIiIiBZg4IyIiIiIiIiIiUoCJMyIiIiIiIiIiIgWYOCMiIiIiIiIiIlKAiTMiIiIiIiIiIiIFmDgjIiIiIiIiIiJSgIkzIiIiIiIiIiIiBZg4IyIiIiIiIiIiUoCJMyIiIiIiIiIiIgWYOCMiIiIiIiIiIlKAiTMiIiIiIiIiIiIFmDgjIiIiIiIiIiJSgIkzIiIiIiIiIiIiBZg4IyIiIiIiIiIiUoCJMyIiIiIiIiIiIgWYOCMiIiIiIiIiIlKAiTMiIiIiIiIiIiIFmDgjIiIiIiIiIiJSgIkzIiIiIiIiIiIiBZg4IyIiIiIiIiIiUoCJMyIiIiIiIiIiIgWYOCMiIiIiIiIiIlJApawDICIioi9D4icp6xCIiIiI6DsmzBDKOoRSY48zIiIiIiIiIiIiBZg4IyIiIiIiIiIiUuCbS5xJJBLs37//ix83ODgYenp64vLMmTPh4OBQ4vKfS2RkJCQSCV6+fPnZj/Wp5b+WycnJkEgkiI6OLnIfJycnjB079pPF4OXlhc6dO3+y+j6F/2JMJfGl7vmC94CZmRmWLl1a5D7FfV8LKqvnTJ6v+XtdGqW9LkRERERERJ9aqRNnDx8+xOjRo1GjRg2oqanBxMQE7u7uCA8P/xzxfTGbNm1Cs2bNMHnyZFhbW8tsu337NiQSCby8vGTWBwcHQ01NDW/fvkXPnj1x586dEh+vYPng4GBIJBJIJBIoKSmhatWqGDBgAB4/fvyvzqtp06ZITU2Frq7uv6onT0l/sOeVy/tUrlwZ3bp1w927dz/quCYmJkhNTUWdOnWKjGPv3r2YPXv2Rx3jv6awZGFgYCCCg4PLJKav0aVLlzBkyBBxWVHSy9fXt1TPsNTUVLRr1+5ThVhqn/J7vWfPHjg5OUFXVxdSqRR2dnaYNWsWnj9//gkiJSIiIiIi+rqVKnGWnJyM+vXr48SJE1i0aBH++usvhISEwNnZGSNHjvxcMX4RBw4cQMeOHeHs7Iy4uDg8fPhQ3BYREQETExNERkbK7BMREYEffvgBGhoa0NDQQKVKlUp8PEXldXR0kJqair///hvr16/H0aNH0a9fP4X75+TkIDc3t9jjqKqqwtDQEBJJ2UwIHRcXhwcPHmD37t24efMm3N3dkZOTU+p6lJWVYWhoCBWVot9noa+vD21t7Y8N9z/j/fv3hW7T1dX9Ij23vhUGBgbQ1NQssoxUKkWFChVKXKehoSHU1NT+bWgf7VN9r6dOnYqePXuiYcOGOHr0KG7cuIGAgADExMRgy5YtnyhaIiIiIiKir1epEmcjRoyARCLBxYsX0a1bN1haWqJ27doYP348zp8/L5ZbvHgxbG1toaWlBRMTE4wYMQIZGRni9rwhW8eOHYONjQ2kUilcXV2Rmpoqlrl06RLatm2LihUrQldXFy1btsTVq1dl4omPj0eLFi2grq6OWrVqITQ0VC7mSZMmwdLSEpqamqhRowamTZuGrKwsmTLv3r3D8ePH0bFjRzRr1gzlypWTSZJFRkZi5MiReP78OZKTk2XWOzs7y5xTYRITE1GjRg2MGjUKgiAoLC+RSGBoaIgqVaqgXbt28PHxQVhYGN6+fSuWP3jwIGrVqgU1NTWkpKTgxYsX6N+/P8qXLw9NTU20a9cO8fHxMjEW7Jl15swZNG/eHBoaGjAxMYGPjw9ev34tbs/MzMSkSZNgYmICNTU1mJubY+PGjUhOThbPt3z58gp74RVUqVIlGBkZoUWLFpg+fTpu3bqFhIQEAMDq1atRs2ZNqKqqwsrKqsgf6vl7XxUVR8FheoWdC/Ah+ejt7Y3q1atDQ0MDVlZWCAwMLPJ8Csq7Lvv374eFhQXU1dXh4uKC+/fvi2USExPRqVMnVK5cGVKpFA0bNkRYWJhMPWZmZpg9ezb69+8PHR0dDBkyBNWrVwcA1K1bFxKJBE5OTgDkh2rm5uZi/vz54nnY29vjjz/+ELe/ePECffv2hYGBATQ0NGBhYYGgoKBCzykkJATNmjWDnp4eKlSogA4dOiAxMVHcnnct9u7dC2dnZ2hqasLe3h7nzp2Ta5tq1apBU1MTXbp0wbNnz4psy7x6d+zYgaZNm0JdXR116tTByZMnZcqdPHkSjRo1gpqaGoyMjDB58mRkZ2cXWm/+oZpmZmYAgC5dukAikYjLioYE/vbbb6hdu7Z4nFGjRonbCvZaK+45k1f/li1bYGZmBl1dXfTq1QuvXr0Sy/zxxx+wtbWFhoYGKlSogDZt2sh8L/Mr+L0uyTO1oIsXL2LevHkICAjAokWL0LRpU5iZmaFt27bYs2cPPD09AZT8/p03bx4GDhwIbW1tVKtWDevWrZMpU5Jn8YIFC1C5cmVoa2vD29sb7969k9lekr8XiIiIiIiIPqUSJ86eP3+OkJAQjBw5ElpaWnLb8yeBlJSUsGzZMty8eRObNm3CiRMnMHHiRJnyb968gb+/P7Zs2YJTp04hJSUFvr6+4vZXr17B09MTZ86cwfnz52FhYQE3Nzfxh2Zubi66du0KVVVVXLhwAWvWrMGkSZPk4tLW1kZwcDBu3bqFwMBArF+/HkuWLJEpEx4eDmNjY1hbW0NLSwsNGzZERESEuD0yMhKtW7eGo6OjuP7u3btISUkREzhFuX79Opo1a4Y+ffpgxYoVJe4loqGhgdzcXDEp8ObNGyxcuBAbNmzAzZs3UalSJXh5eeHy5cs4ePAgzp07B0EQ4ObmJveDNE9iYiJcXV3RrVs3XL9+HTt37sSZM2dkkgL9+/fH9u3bsWzZMsTGxmLt2rWQSqUwMTHBnj17AHzoSZaamlqqRJOGhgaAD72p9u3bhzFjxmDChAm4ceMGhg4digEDBsi0e2FKE0dh5wJ8uIeqVq2K3bt349atW5g+fTr+97//YdeuXSU+J+DDdZk7dy42b96MqKgovHz5Er169RK3Z2RkwM3NDeHh4bh27RpcXV3h7u6OlJQUmXr8/f1hb2+Pa9euYdq0abh48SIAICwsDKmpqdi7d6/C48+fPx+bN2/GmjVrcPPmTYwbNw4//fSTmHCaNm0abt26haNHjyI2NharV69GxYoVCz2f169fY/z48bh8+TLCw8OhpKSELl26yPVwnDp1Knx9fREdHQ1LS0v07t1bvFcvXLgAb29vjBo1CtHR0XB2dsacOXNK1J4///wzJkyYgGvXrqFJkyZwd3cXk27//PMP3Nzc0LBhQ8TExGD16tXYuHFjieu+dOkSACAoKAipqanickGrV6/GyJEjMWTIEPz11184ePAgzM3NC623JM+ZxMRE7N+/H4cOHcKhQ4dw8uRJLFiwAMCHoZ+9e/fGwIEDERsbi8jISHTt2hWCUPJXNRf3TC1o69atkEqlGDFihMLtec/0kt6/AQEBaNCgAa5du4YRI0Zg+PDhiIuLK3Eb7dq1CzNnzsS8efNw+fJlGBkZYdWqVTLHKO7vhYIyMzORnp4u8yEiIiIiIiqNose95ZOQkABBEOTm/1Kk4MTcc+bMwbBhw2R+BGVlZWHNmjWoWbMmAGDUqFGYNWuWuL1Vq1Yyda5btw56eno4efIkOnTogLCwMNy+fRvHjh1DlSpVAADz5s2Tm3fol19+kYnF19cXO3bskEnk5Q3TzOPs7Izdu3cDAG7duoV3796hbt26aNGiBSIjIzFgwABERkZCXV0dP/zwQ5FtcfbsWXTo0AFTp07FhAkTiiybX3x8PNasWYMGDRqIQw+zsrKwatUq2Nvbi2UOHjyIqKgoNG3aFMCHH8MmJibYv38/evToIVfv/Pnz0bdvX/EaWVhYYNmyZWjZsiVWr16NlJQU7Nq1C6GhoWjTpg0AoEaNGuL++vr6AD70JCvNcMHU1FT4+/vD2NgYVlZWGDZsGLy8vMQf7Xm9Fv39/YtNRiorK5cojjt37hR5LuXKlYOfn5+4XL16dZw7dw67du2Ch4dHic8tKysLK1asQOPGjQF8mC/PxsYGFy9eRKNGjWBvby9eMwCYPXs29u3bh4MHD8okLFu1aiVzjygrKwMAKlSoAENDQ4XHzszMxLx58xAWFoYmTZqI53jmzBmsXbsWLVu2REpKCurWrYsGDRoA+L9eV4Xp1q2bzPJvv/0GAwMD3Lp1S5xjDvgwL1j79u0BAH5+fqhduzYSEhJgbW2NwMBAuLq6it8zS0tLnD17FiEhIUUeG/jwLMiLYfXq1QgJCcHGjRsxceJErFq1CiYmJmIC2traGg8ePMCkSZMwffp0KCkV/W8BBgYGAD4khQprUwCYM2cOJkyYgDFjxojrGjZsWGj5kjxncnNzERwcLH6f+/Xrh/DwcMydOxepqanIzs5G165dYWpqCgCwtbUt8lwKKu6ZWlB8fDxq1KiBcuXKFVlvSe9fNzc38fs8adIkLFmyBBEREbCysgJQfBstXboU3t7e8Pb2BvDhGoSFhcn0Oivu74WC5s+fL/MdJyIiIiIiKq0S9zgrTc+HsLAwtG7dGsbGxtDW1ka/fv3w7NkzvHnzRiyjqakp/sADACMjI5mJ8B89eoTBgwfDwsICurq60NHRQUZGhtjLITY2FiYmJmLSDICYOMhv586dcHR0hKGhIaRSKX755ReZnhKCIODPP/+USZw5OTnhzp07SE1NRWRkJJo1awZlZWW0bNlSHMIZGRmJpk2bFjnPUUpKCtq2bYvp06eXKGmWlpYGqVQKTU1NWFlZoXLlyti6dau4XVVVFXZ2duJybGwsVFRUxIQN8CHJYmVlhdjYWIXHiImJQXBwMKRSqfhxcXFBbm4ukpKSEB0dLZ7rp1C1alVoaWmhSpUqeP36Nfbs2QNVVVXExsbC0dFRpqyjo2OhcX+MkpzLypUrUb9+fRgYGEAqlWLdunVyPWmKo6KiIpNUsba2hp6ennguGRkZ8PX1hY2NDfT09CCVShEbGyt3nLzEVmkkJCTgzZs3aNu2rcw13bx5szi8cvjw4dixYwccHBwwceJEnD17tsg64+Pj0bt3b9SoUQM6Ojpioq1gvPnvRSMjIwAQv8OxsbEy9yWg+PupSP5yKioqaNCggdiWsbGxaNKkiUyvTUdHR2RkZODvv/8uUf3Fefz4MR48eIDWrVuXeJ/injPAh2RR/vn38j/z7O3t0bp1a9ja2qJHjx5Yv349Xrx4Uaq4i3umFlTSZ3pJ79/890PesPP8xy+ujUpyzxT390JBU6ZMQVpamvjJP4SaiIiIiIioJErc48zCwgISiQS3b98uslxycjI6dOiA4cOHY+7cudDX18eZM2fg7e2N9+/fi5N0F+zlIJFIZH7IeXp64tmzZwgMDISpqSnU1NTQpEmTIidNL+jcuXPo27cv/Pz84OLiAl1dXezYsQMBAQFimYsXLyI7O1vssQV8+CGuqqqKiIgIREREiImXhg0b4unTp7h79y4iIyMxdOjQIo9vYGCAKlWqYPv27Rg4cCB0dHSKLK+trY2rV69CSUkJRkZG4tDGPBoaGv96MvCMjAwMHToUPj4+ctuqVasmzj/2qZw+fRo6OjqoVKnSF5+0v2D7FbRjxw74+voiICAATZo0gba2NhYtWoQLFy580jh8fX0RGhoKf39/mJubQ0NDA927d5e7lxUNgS5O3tyBhw8fhrGxscy2vKRuu3btcO/ePRw5cgShoaFo3bo1Ro4cCX9/f4V1uru7w9TUFOvXr0eVKlWQm5uLOnXqyMWb/zucd1+W5IUV/3XF3TcFleQ5Ayh+5uW1l7KyMkJDQ3H27FkcP34cy5cvx9SpU3HhwgVxrrviFPdMLcjS0hJnzpxBVlZWkb3OSnr/FnV+JW2j4pT27wU1NbUyfYkDERERERF9/Urc40xfXx8uLi5YuXKlwgmr8yapvnLlCnJzcxEQEIAffvgBlpaWePDgQakDi4qKgo+PD9zc3MQJup8+fSput7Gxwf3792Umv87/ggLgwzBJU1NTTJ06FQ0aNICFhQXu3bsnU+bAgQNo3769OCwO+PDDuXHjxoiMjMTJkyfFSdnLlSuHH374ARs3bsT9+/eLHVKooaGBQ4cOiRPGFzYPTx4lJSWYm5ujRo0aJfrxbmNjg+zsbJlEz7NnzxAXF4datWop3KdevXq4desWzM3N5T6qqqqwtbVFbm6u3ITseVRVVQGgxG/GrF69OmrWrCmXNLOxsUFUVJTMuqioqELj/pg4ijuXvCGuI0aMQN26dWFubi4zCX5JZWdn4/Lly+JyXFwcXr58CRsbG/E4Xl5e6NKlC2xtbWFoaCjzkonClOQc878oouD1NDExEcsZGBjA09MTv//+O5YuXSo3cXuevPvnl19+QevWrWFjY1Pqnk/Ah+tbMAFZ8PtZmPzlsrOzceXKFbEtbWxsxLn88kRFRUFbWxtVq1YtUf3lypUrsk21tbVhZmaG8PDwEtVXkudMSUgkEjg6OsLPzw/Xrl2Dqqoq9u3bV+p6SqpPnz7IyMiQm0csT94z/WPv3/xK0kYluWeK+3uBiIiIiIjoUyvVWzVXrlyJnJwcNGrUCHv27EF8fDxiY2OxbNkycUiNubk5srKysHz5cty9exdbtmzBmjVrSh2YhYUFtmzZgtjYWFy4cAF9+/aVSSa1adMGlpaW8PT0RExMDE6fPo2pU6fK1ZGSkoIdO3YgMTERy5Ytk/shevDgQZlhmnmcnZ2xY8cOvHv3DvXq1RPXt2zZEsuXLxdfIlAcLS0tHD58GCoqKmjXrp3M20X/LQsLC3Tq1AmDBw/GmTNnEBMTg59++gnGxsbo1KmTwn0mTZqEs2fPipO2x8fH48CBA+JcRWZmZvD09MTAgQOxf/9+JCUlITIyUpww39TUFBKJBIcOHcKTJ08++nx+/vlnBAcHY/Xq1YiPj8fixYuxd+/eIiczz68kcRR3LhYWFrh8+TKOHTuGO3fuYNq0aYVOFl+UcuXKYfTo0bhw4QKuXLkCLy8v/PDDD2jUqJF4nL179yI6OhoxMTHo06dPiXpmVapUCRoaGggJCcGjR4+QlpYmV0ZbWxu+vr4YN24cNm3ahMTERFy9ehXLly/Hpk2bAADTp0/HgQMHkJCQgJs3b+LQoUNiIqqg8uXLo0KFCli3bh0SEhJw4sQJjB8/vtRt4uPjg5CQEPj7+yM+Ph4rVqwo0fxmwIfnzL59+3D79m2MHDkSL168wMCBAwF8eLPv/fv3MXr0aNy+fRsHDhzAjBkzMH78+GLnN8uTlxR7+PBhoUnBmTNnIiAgAMuWLUN8fLzYpoqU5DlTnAsXLoiT4qekpGDv3r148uRJodfpU2jcuDEmTpyICRMmYOLEiTh37hzu3buH8PBw9OjRQ7x/Pvb+za8kbTRmzBj89ttvCAoKwp07dzBjxgzcvHlTrp6i/l4gIiIiIiL61EqVOKtRowauXr0KZ2dnTJgwAXXq1EHbtm0RHh6O1atXA/gwV8/ixYuxcOFC1KlTB1u3bsX8+fNLHdjGjRvx4sUL1KtXD/369YOPjw8qVar0f4ErKWHfvn14+/YtGjVqhEGDBmHu3LkydXTs2BHjxo3DqFGj4ODggLNnz2LatGni9sTERCQkJMDFxUXu+M7Oznj16hUcHR2hovJ/I1pbtmyJV69eoVmzZsVOqp1HKpXi6NGjEAQB7du3V9hj72MFBQWhfv366NChA5o0aQJBEHDkyJFCY7Ozs8PJkydx584dNG/eHHXr1sX06dNl5opbvXo1unfvjhEjRsDa2hqDBw8WYzY2Noafnx8mT56MypUry0wOXhqdO3dGYGAg/P39Ubt2baxduxZBQUFi777ilDSOos5l6NCh6Nq1K3r27InGjRvj2bNnhb5hsCiampqYNGkS+vTpA0dHR0ilUuzcuVPcvnjxYpQvXx5NmzaFu7s7XFxcZJKxhVFRUcGyZcuwdu1aVKlSpdBk6OzZszFt2jTMnz8fNjY2cHV1xeHDh8UhfqqqqpgyZQrs7OzQokULKCsrY8eOHQrrUlJSwo4dO3DlyhXUqVMH48aNw6JFi0rdJj/88APWr1+PwMBA2Nvb4/jx4zKTwxdlwYIFWLBgAezt7XHmzBkcPHhQfAuosbExjhw5gosXL8Le3h7Dhg2Dt7d3iesGPrz9MTQ0FCYmJqhbt67CMp6enli6dClWrVqF2rVro0OHDoiPj1dYtrjnTEno6Ojg1KlTcHNzg6WlJX755RcEBATIvezkU1u4cCG2bduGCxcuwMXFBbVr18b48eNhZ2cHT09PAB9//+ZXkjbq2bMnpk2bhokTJ6J+/fq4d+8ehg8fLlOmuL8XiIiIiIiIPjWJUJpZ/78xixcvRlhYGI4cOVLWoXw2x44dQ7t27fDu3Ttx6B99OsHBwRg7dqw4rI0+XnJyMqpXr45r167BwcGhrMOhb1B6ejp0dXWRlpZW7JyT3yqJ37+bJ5OIiIiI6N8QZvw3UlCl+W1Qqh5n35qqVatiypQpZR3GZ/Po0SMcOHAAFhYWTJoREREREREREZVSid+q+S3y8PAo6xA+Kzc3N7x69arQyb+JiOj78l/5Fz4iIiIioq/Fdz1Uk4iIvh8cqklERERERACHahIREREREREREf1rTJwREREREREREREpwMQZERERERERERGRAt/1ywGIiIi+JxI/SVmHQERERETfsG/xZVTscUZERERERERERKQAE2dEREREREREREQKMHFG9B2TSCTYv3//Zz3GzJkz4eDg8FmPUVa+1LkJgoAhQ4ZAX18fEokE0dHRn/2YpfUtX2ciIiIiIvp+MXFG9I3y8vKCRCKR+7i6un62YypKxPn6+iI8PPyzHfO/LDk5Wabt9fX10bJlS5w+fbpU9YSEhCA4OBiHDh1Camoq6tSp85kiJiIiIiIiovz4cgCib5irqyuCgoJk1qmpqX3RGKRSKaRS6Rc95n9NWFgYateujadPn2Lu3Lno0KED7ty5g8qVK5do/8TERBgZGaFp06YfHYMgCMjJyYGKCh/7REREREREJcUeZ0TfMDU1NRgaGsp8ypcvX2j5+/fvw8PDA3p6etDX10enTp2QnJwsU+a3335D7dq1oaamBiMjI4waNQoAYGZmBgDo0qULJBKJuFxwCF9ubi5mzZqFqlWrQk1NDQ4ODggJCRG35/XS2rt3L5ydnaGpqQl7e3ucO3dOLHPv3j24u7ujfPny0NLSQu3atXHkyJFCz2vLli1o0KABtLW1YWhoiD59+uDx48fi9sjISEgkEoSHh6NBgwbQ1NRE06ZNERcXJ1PPggULULlyZWhra8Pb2xvv3r0r9Jj5VahQAYaGhqhTpw7+97//IT09HRcuXBC337hxA+3atYNUKkXlypXRr18/PH36FMCHnoOjR49GSkqKTLvm5uZi/vz5qF69OjQ0NGBvb48//vhD7pyOHj2K+vXrQ01NDWfOnCnxfv+2LZycnDB27FiZdZ07d4aXl5e4bGZmhjlz5qB///6QSqUwNTXFwYMH8eTJE3Tq1AlSqRR2dna4fPmyuE9prz0REREREdG/wcQZEQEAsrKy4OLiAm1tbZw+fRpRUVGQSqVwdXXF+/fvAQCrV6/GyJEjMWTIEPz11184ePAgzM3NAQCXLl0CAAQFBSE1NVVcLigwMBABAQHw9/fH9evX4eLigo4dOyI+Pl6m3NSpU+Hr64vo6GhYWlqid+/eyM7OBgCMHDkSmZmZOHXqFP766y8sXLiwyF5tWVlZmD17NmJiYrB//34kJyfLJHDyHzMgIACXL1+GiooKBg4cKG7btWsXZs6ciXnz5uHy5cswMjLCqlWrSt7AAN6+fYvNmzcDAFRVVQEAL1++RKtWrVC3bl1cvnwZISEhePToETw8PMT2yks05m/X+fPnY/PmzVizZg1u3ryJcePG4aeffsLJkydljjl58mQsWLAAsbGxsLOzK/F+n7st8ixZsgSOjo64du0a2rdvj379+qF///746aefcPXqVdSsWRP9+/eHIHx4rXVprn1mZibS09NlPkRERERERKXBMTtE37BDhw7JJRX+97//4X//+59c2Z07dyI3NxcbNmyARCIB8CEJpqenh8jISPz444+YM2cOJkyYgDFjxoj7NWzYEABgYGAAANDT04OhoWGhMfn7+2PSpEno1asXAGDhwoWIiIjA0qVLsXLlSrGcr68v2rdvDwDw8/ND7dq1kZCQAGtra6SkpKBbt26wtbUFANSoUaPIdsif9KlRowaWLVuGhg0bIiMjQ6Z95s6di5YtWwL4kHBq37493r17B3V1dSxduhTe3t7w9vYGAMyZMwdhYWEl6nXWtGlTKCkp4c2bNxAEAfXr10fr1q0BACtWrEDdunUxb948sfxvv/0GExMT3LlzB5aWltDW1oaysrLYrpmZmZg3bx7CwsLQpEkT8bzOnDmDtWvXiucAALNmzULbtm1Lvd/naouC3NzcMHToUADA9OnTsXr1ajRs2BA9evQAAEyaNAlNmjTBo0ePYGhoWKprP3/+fPj5+ZU6JiIiIiIiojzscUb0DXN2dkZ0dLTMZ9iwYQrLxsTEICEhAdra2uK8ZPr6+nj37h0SExPx+PFjPHjwQEz4fIz09HQ8ePAAjo6OMusdHR0RGxsrs87Ozk78s5GREQCIwyt9fHwwZ84cODo6YsaMGbh+/XqRx71y5Qrc3d1RrVo1aGtriwmhlJSUEh8zNjYWjRs3limfl3wqzs6dO3Ht2jXs2bMH5ubmCA4ORrly5QB8aPeIiAixzaVSKaytrQF8mNtMkYSEBLx58wZt27aV2W/z5s1y+zRo0OCj9vtcbVFQ/uPkzfmWlxTLv+5jrv2UKVOQlpYmfu7fv/9RMRIRERER0feLPc6IvmFaWlriUMriZGRkoH79+ti6davcNgMDAygpfdk8e15iCYDYAy43NxcAMGjQILi4uODw4cM4fvw45s+fj4CAAIwePVquntevX8PFxQUuLi7YunUrDAwMkJKSAhcXF3EIakmO+W+YmJjAwsICFhYWyM7ORpcuXXDjxg2oqakhIyMD7u7uWLhwodx+eQmrgjIyMgAAhw8fhrGxscy2gi9/0NLS+qj9/m1bKCkpicMr82RlZcmVU3ScT3Xt1dTUvvjLMIiIiIiI6NvCHmdEBACoV68e4uPjUalSJZibm8t8dHV1oa2tDTMzM4SHhxdaR7ly5ZCTk1Podh0dHVSpUgVRUVEy66OiolCrVq1SxWtiYoJhw4Zh7969mDBhAtavX6+w3O3bt/Hs2TMsWLAAzZs3h7W1tcyLAUrKxsZGZkJ/ADh//nyp6+nevTtUVFTEOcHq1auHmzdvwszMTK7d8ye98qtVqxbU1NSQkpIit4+JiUmhx/7Y/QoqSVsYGBggNTVVXM7JycGNGzdKfIyilPTaExERERER/VtMnBF9wzIzM/Hw4UOZT97bGgvq27cvKlasiE6dOuH06dNISkpCZGQkfHx88PfffwP48IbMgIAALFu2DPHx8bh69SqWL18u1pGXWHv48CFevHih8Dg///wzFi5ciJ07dyIuLg6TJ09GdHS0zLxpxRk7diyOHTuGpKQkXL16FREREbCxsVFYtlq1alBVVcXy5ctx9+5dHDx4ELNnzy7xsfKMGTMGv/32G4KCgnDnzh3MmDEDN2/eLHU9EokEPj4+WLBgAd68eYORI0fi+fPn6N27Ny5duoTExEQcO3YMAwYMKDQJqa2tDV9fX4wbNw6bNm1CYmKieC02bdpU6LE/dr+PaYtWrVrh8OHDOHz4MG7fvo3hw4fj5cuXJT5GYUpz7YmIiIiIiP4tDtUk+oaFhITIDfezsrLC7du35cpqamri1KlTmDRpErp27YpXr17B2NgYrVu3ho6ODgDA09MT7969w5IlS+Dr64uKFSuie/fuYh0BAQEYP3481q9fD2NjYyQnJ8sdx8fHB2lpaZgwYQIeP36MWrVq4eDBg7CwsCjxeeXk5GDkyJH4+++/oaOjA1dXVyxZskRhWQMDAwQHB+N///sfli1bhnr16sHf3x8dO3Ys8fEAoGfPnkhMTMTEiRPx7t07dOvWDcOHD8exY8dKVQ/woR2nTp2KFStWYOLEiYiKisKkSZPw448/IjMzE6ampnB1dS1yeOzs2bNhYGCA+fPn4+7du9DT00O9evUUvvjhU+yXX0naYuDAgYiJiUH//v2hoqKCcePGwdnZucTHKExprj0REREREdG/JREKTkJDRET0DUpPT4euri7S0tLEZPD3RuInKesQiIiIiOgbJsz4OlJMpfltwKGaRERERERERERECnCoJhER0Xfia/kXQCIiIiKi/wr2OCMiIiIiIiIiIlKAiTMiIiIiIiIiIiIFmDgjIiIiIiIiIiJSgIkzIiIiIiIiIiIiBfhyACIiou+ExE9S1iEQERERUSH4Iqf/JvY4IyIiIiIiIiIiUoCJMyIiIiIiIiIiIgWYOKP/hOTkZEgkEkRHR5d1KCXm5eWFzp07l3UY34Xg4GDo6emVdRjflJkzZ8LBwaGswyAiIiIiIvpPY+KMPjsvLy9IJBLxU6FCBbi6uuL69etiGRMTE6SmpqJOnTplGGnZ8fPzw08//VSmMTg5OWHs2LFlGgMRERERERHRfwkTZ/RFuLq6IjU1FampqQgPD4eKigo6dOggbldWVoahoSFUVD7v+yrev3//Wev/WAcOHEDHjh3L5Nj/1Tahz0MQBGRnZ3+x42VlZX2xYxEREREREX1qTJzRF6GmpgZDQ0MYGhrCwcEBkydPxv379/HkyRMAiodqnjx5Eo0aNYKamhqMjIwwefJkmR/8r169Qt++faGlpQUjIyMsWbJErteUmZkZZs+ejf79+0NHRwdDhgwBAEyaNAmWlpbQ1NREjRo1MG3aNJkf+HnD2NauXQsTExNoamrCw8MDaWlpcufm7+8PIyMjVKhQASNHjhTrmTVrlsIedA4ODpg2bZq4fP/+fdy8eROurq4QBAEzZ85EtWrVoKamhipVqsDHx0fufHr37g0tLS0YGxtj5cqVMvWnpKSgU6dOkEql0NHRgYeHBx49eiR3bhs2bED16tWhrq4OLy8vnDx5EoGBgWLPwOTkZLx48QJ9+/aFgYEBNDQ0YGFhgaCgoEKvc0hICJo1awY9PT1UqFABHTp0QGJiorg97zrv3bsXzs7O0NTUhL29Pc6dOydTT3BwMKpVqwZNTU106dIFz549K/SYec6ePQsHBweoq6ujQYMG2L9/v8w9lZOTA29vb1SvXh0aGhqwsrJCYGCgTB15w2/nzZuHypUrQ09PD7NmzUJ2djZ+/vln6Ovro2rVqnJtcP/+fXh4eEBPTw/6+vro1KkTkpOTxe2RkZFo1KgRtLS0oKenB0dHR9y7d0/heXTv3h2jRo0Sl8eOHQuJRILbt28D+JDo1NLSQlhYGAAgMzMTPj4+qFSpEtTV1dGsWTNcunRJ5tgSiQRHjx5F/fr1oaamhjNnzsgdNzExETVq1MCoUaMgCIrf5nP79m00a9YM6urqqFWrFsLCwiCRSLB//34A/3d9d+7ciZYtW0JdXR1bt25Fbm4uZs2ahapVq0JNTQ0ODg4ICQmRi/Hly5fiuujoaPE+BP5vuO7+/fthYWEBdXV1uLi44P79+wpjJSIiIiIi+hSYOKMvLiMjA7///jvMzc1RoUIFhWX++ecfuLm5oWHDhoiJicHq1auxceNGzJkzRywzfvx4REVF4eDBgwgNDcXp06dx9epVubr8/f1hb2+Pa9euiQkrbW1tBAcH49atWwgMDMT69euxZMkSmf0SEhKwa9cu/PnnnwgJCcG1a9cwYsQImTIRERFITExEREQENm3ahODgYAQHBwMABg4ciNjYWJkkxrVr13D9+nUMGDBAXHfw4EE4OTlBR0cHe/bswZIlS7B27VrEx8dj//79sLW1lTnmokWLxPOZPHkyxowZg9DQUABAbm4uOnXqhOfPn+PkyZMIDQ3F3bt30bNnT7lz27NnD/bu3Yvo6GgEBgaiSZMmGDx4sNgz0MTEBNOmTcOtW7dw9OhRxMbGYvXq1ahYsaLCawYAr1+/xvjx43H58mWEh4dDSUkJXbp0QW5urky5qVOnwtfXF9HR0bC0tETv3r3FpOiFCxfg7e2NUaNGITo6Gs7OzjLXXZH09HS4u7vD1tYWV69exezZszFp0iSZMrm5uahatSp2796NW7duYfr06fjf//6HXbt2yZQ7ceIEHjx4gFOnTmHx4sWYMWMGOnTogPLly+PChQsYNmwYhg4dir///hvAhx5VLi4u0NbWxunTpxEVFQWpVApXV1e8f/8e2dnZ6Ny5M1q2bInr16/j3LlzGDJkCCQSicJzadmyJSIjI8XlkydPomLFiuK6S5cuISsrC02bNgUATJw4EXv27MGmTZtw9epVmJubw8XFBc+fP5epd/LkyViwYAFiY2NhZ2cns+369eto1qwZ+vTpgxUrViiMLScnB507d4ampiYuXLiAdevWYerUqQrPIe++jI2NhYuLCwIDAxEQEAB/f39cv34dLi4u6NixI+Lj4xXuX5g3b95g7ty52Lx5M6KiovDy5Uv06tWr0PKZmZlIT0+X+RAREREREZXG5x0XR/T/HTp0CFKpFMCH5IqRkREOHToEJSXFudtVq1bBxMRE/BFvbW2NBw8eYNKkSZg+fTpev36NTZs2Ydu2bWjdujUAICgoCFWqVJGrq1WrVpgwYYLMul9++UX8s5mZGXx9fbFjxw5MnDhRXP/u3Tts3rwZxsbGAIDly5ejffv2CAgIgKGhIQCgfPnyWLFiBZSVlWFtbY327dsjPDwcgwcPRtWqVeHi4oKgoCA0bNhQjLFly5aoUaOGeJwDBw6gU6dOAD70FjM0NESbNm1Qrlw5VKtWDY0aNZKJ3dHREZMnTwYAWFpaIioqCkuWLEHbtm0RHh6Ov/76C0lJSTAxMQEAbN68GbVr18alS5fEON6/f4/NmzfDwMBArFdVVRWampriueXFU7duXTRo0EBsq6J069ZNZvm3336DgYEBbt26JdP7ztfXF+3btwfwYX632rVrIyEhAdbW1ggMDISrq6t4LSwtLXH27FmZHkoFbdu2DRKJBOvXrxd7Q/3zzz8YPHiwWKZcuXLw8/MTl6tXr45z585h165d8PDwENfr6+tj2bJlUFJSgpWVFX799Ve8efMG//vf/wAAU6ZMwYIFC3DmzBn06tULO3fuRG5uLjZs2CAmnIKCgqCnp4fIyEg0aNAAaWlp6NChA2rWrAkAsLGxKfRcnJycMGbMGDx58gQqKiq4desWpk2bhsjISAwbNgyRkZFo2LAhNDU18fr1a6xevRrBwcFo164dAGD9+vUIDQ3Fxo0b8fPPP4v1zpo1C23btpU73tmzZ9GhQwdMnTpV7nuSX2hoKBITExEZGSneI3PnzlVY59ixY9G1a1dx2d/fH5MmTRKTXAsXLkRERASWLl0q12OyKFlZWVixYgUaN24MANi0aRNsbGxw8eJFue8JAMyfP1/mmhMREREREZUWe5zRF+Hs7Izo6GhER0fj4sWLcHFxQbt27QodrhYbG4smTZrI9HxxdHRERkYG/v77b9y9exdZWVkyP5Z1dXVhZWUlV1de0ie/nTt3wtHREYaGhpBKpfjll1+QkpIiU6ZatWpi0gwAmjRpgtzcXMTFxYnrateuDWVlZXHZyMgIjx8/FpcHDx6M7du34927d3j//j22bduGgQMHitvT09Nx8uRJcX6zHj164O3bt6hRowYGDx6Mffv2yc1H1aRJE7nl2NhYsd1MTEzEpBkA1KpVC3p6emIZADA1NZVJmhVm+PDh2LFjBxwcHDBx4kScPXu2yPLx8fHo3bs3atSoAR0dHTHRVrBt8/d4MjIyAgCx3WJjY8XESGHnXFBcXBzs7Oygrq4urlOUSFm5ciXq168PAwMDSKVSrFu3Ti622rVryyR0K1euLNPrT1lZGRUqVBDjjYmJQUJCArS1tSGVSiGVSqGvr493794hMTER+vr68PLygouLC9zd3REYGIjU1NRCz6VOnTrQ19fHyZMncfr0adStWxcdOnTAyZMnAXzogebk5ATgw/DKrKwsODo6ivuXK1cOjRo1krnegOLvQUpKCtq2bYvp06cXmTQDPrSxiYmJTGJVURsXPFZ6ejoePHggEyPw4ftcMMbiqKioiMlfALC2tpa7t/ObMmUK0tLSxA+HdRIRERERUWkxcUZfhJaWFszNzWFubo6GDRtiw4YNeP36NdavX/9Fjp3fuXPn0LdvX7i5ueHQoUO4du0apk6d+lGT5JcrV05mWSKRyAxLdHd3h5qaGvbt24c///wTWVlZ6N69u7j96NGjqFWrlpjoMjExQVxcHFatWgUNDQ2MGDECLVq0+OQTrBdsk8LkJTfHjRuHBw8eoHXr1vD19S20vLu7O54/f47169fjwoULuHDhAgD5FxDkb7e85GjB4Zyf2o4dO+Dr6wtvb28cP34c0dHRGDBgQJGx5cVX1HXOyMhA/fr1xcRw3ufOnTvo06cPgA890M6dO4emTZti586dsLS0xPnz5xXGKZFI0KJFC0RGRopJMjs7O2RmZuLGjRs4e/YsWrZsWerzV3TNDQwM0KhRI2zfvv2TDmMs6f2VJy9RmX9utU9xz6upqUFHR0fmQ0REREREVBpMnFGZkEgkUFJSwtu3bxVut7Gxwblz52R+SEdFRUFbWxtVq1ZFjRo1UK5cOZn5w9LS0nDnzp1ij3327FmYmppi6tSpaNCgASwsLBT2fEtJScGDBw/E5fPnz4vD90pKRUUFnp6eCAoKQlBQEHr16gUNDQ1xe/5hmnk0NDTg7u6OZcuWITIyEufOncNff/0lE0d+58+fF4f+2djY4P79+zI9a27duoWXL1+iVq1aRcaqqqqKnJwcufUGBgbw9PTE77//jqVLl2LdunUK93/27Bni4uLwyy+/oHXr1rCxscGLFy+KPKYiNjY2YsItT2FJpjxWVlb466+/kJmZKa7Lf28AH+6fpk2bYsSIEahbty7Mzc1lXlzwserVq4f4+HhUqlRJTA7nfXR1dcVydevWxZQpU3D27FnUqVMH27ZtK7TOvHnOIiMj4eTkBCUlJbRo0QKLFi1CZmam2HurZs2aUFVVRVRUlLhvVlYWLl26VOz1Bj7ca4cOHRIn2n/16lWhZa2srHD//n2ZF00UbGNFdHR0UKVKFZkYgQ/XIy/GvN6P+Xvi5X9RSJ7s7GxcvnxZXI6Li8PLly+LHPpKRERERET0bzBxRl9EZmYmHj58iIcPHyI2NhajR49GRkYG3N3dFZYfMWIE7t+/j9GjR+P27ds4cOAAZsyYgfHjx0NJSQna2trw9PTEzz//jIiICNy8eRPe3t5QUlIqdNL1PBYWFkhJScGOHTuQmJiIZcuWYd++fXLl1NXV4enpiZiYGJw+fRo+Pj7w8PCQGapWEoMGDcKJEycQEhIiM0wzOzsbR48eFYdpAh/eHLhx40bcuHEDd+/exe+//w4NDQ2YmpqKZaKiovDrr7/izp07WLlyJXbv3o0xY8YAANq0aQNbW1v07dsXV69excWLF9G/f3+0bNlS4VC9/MzMzHDhwgUkJyfj6dOnyM3NxfTp03HgwAEkJCTg5s2bOHToUKFJivLly6NChQpYt24dEhIScOLECYwfP75UbQUAPj4+CAkJgb+/P+Lj47FixYoi5zcDgD59+iA3NxdDhgxBbGwsjh07Bn9/fwD/16PNwsICly9fxrFjx3Dnzh1MmzatRImf4vTt2xcVK1ZEp06dcPr0aSQlJSEyMhI+Pj74+++/kZSUhClTpuDcuXO4d+8ejh8/jvj4+GLnObt16xZu3ryJZs2aieu2bt2KBg0aiD26tLS0MHz4cPz8888ICQnBrVu3MHjwYLx58wbe3t4lil9LSwuHDx+GiooK2rVrh4yMDIXl2rZti5o1a8LT0xPXr19HVFSUOFdgcd+5n3/+GQsXLsTOnTsRFxeHyZMnIzo6Wrxvzc3NYWJigpkzZyI+Ph6HDx9GQECAXD3lypXD6NGjceHCBVy5cgVeXl744YcfCh0ySkRERERE9G8xcUZfREhICIyMjGBkZITGjRvj0qVL2L17tzhXU0HGxsY4cuQILl68CHt7ewwbNgze3t4yk/ovXrwYTZo0QYcOHdCmTRs4OjrCxsZGZp4rRTp27Ihx48Zh1KhRcHBwwNmzZ8W3beZnbm6Orl27ws3NDT/++CPs7OywatWqUp+7hYUFmjZtCmtra5m5u06ePAmpVIp69eqJ6/T09LB+/Xo4OjrCzs4OYWFh+PPPP2XePjphwgRcvnwZdevWxZw5c7B48WK4uLgA+JDAOHDgAMqXL48WLVqgTZs2qFGjBnbu3FlsnL6+vlBWVkatWrVgYGCAlJQUqKqqYsqUKbCzs0OLFi2grKyMHTt2KNxfSUkJO3bswJUrV1CnTh2MGzcOixYtKnV7/fDDD1i/fj0CAwNhb2+P48ePy1x3RXR0dPDnn38iOjoaDg4OmDp1KqZPnw4A4v0wdOhQdO3aFT179kTjxo3x7NkzubekfgxNTU2cOnUK1apVQ9euXWFjYwNvb2+8e/cOOjo60NTUxO3bt9GtWzdYWlpiyJAhGDlyJIYOHVponba2ttDT04ODg4P4Ug0nJyfk5OTIfWcWLFiAbt26oV+/fqhXrx4SEhJw7NgxlC9fvsTnIJVKcfToUQiCgPbt2+P169dyZZSVlbF//35kZGSgYcOGGDRokPhWzeK+cz4+Phg/fjwmTJgAW1tbhISE4ODBg7CwsADwISG2fft23L59G3Z2dli4cKHCN6lqampi0qRJ6NOnDxwdHSGVSkt0bxMREREREX0siZB/LBzRV+z169cwNjZGQEBAiXvbFGbmzJnYv3+/wuFipSUIAiwsLDBixAiZHlg+Pj7Izs4uVTLOzMwMY8eOxdixY/91XN+6rVu3YsCAAUhLS5MZHkufTlRUFJo1a4aEhATxjaGfS3BwMMaOHYuXL19+dB3p6enQ1dVFWlradzvfmcSv6N6BRERERFR2hBlMz3wppfltoPKFYiL65K5du4bbt2+jUaNGSEtLw6xZswBAbs6wsvTkyRPs2LEDDx8+xIABA2S21alTp9i3RVLJbd68GTVq1ICxsTFiYmIwadIkeHh4MGn2Ce3btw9SqRQWFhZISEjAmDFj4Ojo+NmTZkRERERERGWFiTP6qvn7+yMuLg6qqqqoX78+Tp8+jYoVK5Z1WKJKlSqhYsWKWLdundzQuSFDhpRRVN+mhw8fYvr06Xj48CGMjIzQo0cPzJ07t6zD+qa8evUKkyZNQkpKCipWrIg2bdoonIuM/rv4r5hERERERKXDoZpERPRd4FBNIiIiIiICSvfbgC8HICIiIiIiIiIiUoCJMyIiIiIiIiIiIgU4xxkREdF3gm/VJCIiIvrv4Ty0/23scUZERERERERERKQAE2dEREREREREREQKMHFGRERERERERESkABNn36Hk5GRIJBJER0eXdSgl5uXlhc6dO5d1GF+FyMhISCQSvHz5sqxD+SLMzMywdOnSsg7jqySRSLB///6yDoOIiIiIiOg/i4mzb4yXlxckEon4qVChAlxdXXH9+nWxjImJCVJTU1GnTp0yjLTs+Pn54aeffvpXdTCRBzg5OWHs2LGfrL6PTeJcunQJQ4YM+WRxfE4zZ86Eg4NDWYdBREREREREJcTE2TfI1dUVqampSE1NRXh4OFRUVNChQwdxu7KyMgwNDaGi8nlfqvr+/fvPWv/HOnDgADp27PhR++bk5CA3N/cTR/R9+7f3iYGBATQ1NT9RNN+HL/nd/K8+B4iIiIiIiEqCibNvkJqaGgwNDWFoaAgHBwdMnjwZ9+/fx5MnTwAoHqp58uRJNGrUCGpqajAyMsLkyZORnZ0tbn/16hX69u0LLS0tGBkZYcmSJXI9jszMzDB79mz0798fOjo6Yi+gSZMmwdLSEpqamqhRowamTZuGrKwscb+8Xjhr166FiYkJNDU14eHhgbS0NLlz8/f3h5GRESpUqICRI0eK9cyaNUthDzoHBwdMmzZNXL5//z5u3rwJV1dXAMDixYtha2sLLS0tmJiYYMSIEcjIyBDLBwcHQ09PDwcPHkStWrWgpqaGgQMHYtOmTThw4IDYsy8yMhLv37/HqFGjYGRkBHV1dZiammL+/PmFXqdLly6hbdu2qFixInR1ddGyZUtcvXpVpoxEIsGGDRvQpUsXaGpqwsLCAgcPHpQpc+TIEVhaWkJDQwPOzs5ITk4u9Jh5Xr58iUGDBsHAwAA6Ojpo1aoVYmJixO1512TLli0wMzODrq4uevXqhVevXgH40OPu5MmTCAwMFNsg77g3btxAu3btIJVKUblyZfTr1w9Pnz4V63ZycsKoUaMwduxYVKxYES4uLjAzMwMAdOnSBRKJRFxOTExEp06dULlyZUilUjRs2BBhYWEy51JwqGZxbZY3lPXYsWOoW7cuNDQ00KpVKzx+/BhHjx6FjY0NdHR00KdPH7x580bcLzc3F/Pnz0f16tWhoaEBe3t7/PHHH3L1hoeHo0GDBtDU1ETTpk0RFxcH4MO95Ofnh5iYGLHNgoOD5a7NjRs3oKSkJH5fnz9/DiUlJfTq1UssM2fOHDRr1kxcLu77q6jNFZkxYwaMjIxkeqgWNGfOHFSqVAna2toYNGgQJk+eLNOLLq835ty5c1GlShVYWVkBAP766y+0atUKGhoaqFChAoYMGSLzXVPUg7Fz587w8vISl/OeMb1794aWlhaMjY2xcuXKQmMlIiIiIiL6t5g4+8ZlZGTg999/h7m5OSpUqKCwzD///AM3Nzc0bNgQMTExWL16NTZu3Ig5c+aIZcaPH4+oqCgcPHgQoaGhOH36tFySB/iQ2LK3t8e1a9fEhJW2tjaCg4Nx69YtBAYGYv369ViyZInMfgkJCdi1axf+/PNPhISE4Nq1axgxYoRMmYiICCQmJiIiIgKbNm1CcHCwmHgYOHAgYmNjcenSJbH8tWvXcP36dQwYMEBcd/DgQTg5OUFHRwcAoKSkhGXLluHmzZvYtGkTTpw4gYkTJ8oc982bN1i4cCE2bNiAmzdvYtmyZfDw8JDp2de0aVMsW7YMBw8exK5duxAXF4etW7eKCSBFXr16BU9PT5w5cwbnz5+HhYUF3NzcxORUHj8/P3h4eOD69etwc3ND37598fz5cwAfEoFdu3aFu7s7oqOjxURGcXr06CEmiq5cuYJ69eqhdevWYr3Ah6TV/v37cejQIRw6dAgnT57EggULAACBgYFo0qQJBg8eLLaBiYkJXr58iVatWqFu3bq4fPkyQkJC8OjRI3h4eMgcf9OmTVBVVUVUVBTWrFkjXregoCCkpqaKyxkZGXBzc0N4eDiuXbsGV1dXuLu7IyUlpcjzK6rN8sycORMrVqzA2bNncf/+fXh4eGDp0qXYtm0bDh8+jOPHj2P58uVi+fnz52Pz5s1Ys2YNbt68iXHjxuGnn37CyZMnZeqdOnUqAgICcPnyZaioqGDgwIEAgJ49e2LChAmoXbu22GY9e/aUi7127dqoUKGCWO/p06dlloEPiTInJycAJfv+Kmrz/ARBwOjRo7F582acPn0adnZ2Ctt169atmDt3LhYuXIgrV66gWrVqWL16tVy58PBwxMXFITQ0FIcOHcLr16/h4uKC8uXL49KlS9i9ezfCwsIwatQohccpyqJFi8RnzOTJkzFmzBiEhoYqLJuZmYn09HSZDxERERERUWl83rF6VCYOHToEqVQKAHj9+jWMjIxw6NAhKCkpzpOuWrUKJiYmWLFiBSQSCaytrfHgwQNMmjQJ06dPx+vXr7Fp0yZs27YNrVu3BvAhwVGlShW5ulq1aoUJEybIrPvll1/EP5uZmcHX1xc7duyQSVC9e/cOmzdvhrGxMQBg+fLlaN++PQICAmBoaAgAKF++PFasWAFlZWVYW1ujffv2CA8Px+DBg1G1alW4uLggKCgIDRs2FGNs2bIlatSoIR7nwIED6NSpk7hcsMfcnDlzMGzYMKxatUpcn5WVhVWrVsHe3l5cp6GhgczMTDE2AEhJSYGFhQWaNWsGiUQCU1NThe2dv63yW7duHfT09HDy5EmZobVeXl7o3bs3AGDevHlYtmwZLl68CFdXV6xevRo1a9ZEQEAAAMDKygp//fUXFi5cWOhxz5w5g4sXL+Lx48dQU1MD8CHhuX//fvzxxx9iT8Hc3FwEBwdDW1sbANCvXz+Eh4dj7ty50NXVhaqqKjQ1NWXaYMWKFahbty7mzZsnrvvtt99gYmKCO3fuwNLSEgBgYWGBX3/9VS42PT09mfrs7e1l2n327NnYt28fDh48WGTSpag2yzNnzhw4OjoCALy9vTFlyhQkJiaK90v37t0RERGBSZMmITMzE/PmzUNYWBiaNGkCAKhRowbOnDmDtWvXomXLlmK9c+fOFZcnT56M9u3b4927d9DQ0IBUKoWKiorMORYkkUjQokULREZGonv37oiMjMSAAQOwYcMG3L59GzVr1sTZs2fF709x39+8731hbZ6dnY2ffvoJ165dw5kzZ8TvoCLLly+Ht7e3mIyePn06jh8/LtNzDAC0tLSwYcMGqKqqAgDWr18vfse1tLQAfLhX3N3dsXDhQlSuXLnQYxbk6OgoJoctLS0RFRWFJUuWoG3btnJl58+fDz8/vxLXTUREREREVBB7nH2DnJ2dER0djejoaFy8eBEuLi5o164d7t27p7B8bGwsmjRpAolEIq5zdHRERkYG/v77b9y9exdZWVlo1KiRuF1XV1ccgpVfgwYN5Nbt3LkTjo6OMDQ0hFQqxS+//CLXY6hatWoyP9ibNGmC3NxccZgb8KEnjrKysrhsZGSEx48fi8uDBw/G9u3b8e7dO7x//x7btm0Te/sAQHp6Ok6ePCkzv1lYWBhat24NY2NjaGtro1+/fnj27JnMED1VVdVCe+Dk5+XlhejoaFhZWcHHxwfHjx8vsvyjR48wePBgWFhYQFdXFzo6OsjIyJBrm/zH1tLSgo6OjnjesbGxaNy4sUz5vMROYWJiYpCRkYEKFSpAKpWKn6SkJCQmJorlzMzMxKQZIN/ehdUdEREhU6+1tTUAyNRdv379IuvJk5GRAV9fX9jY2EBPTw9SqRSxsbHF9jgrqs0UlalcubI4lDj/urx9EhIS8ObNG7Rt21bm3DZv3ixzXgXrNTIyAoBi262gli1bIjIyEsCH3mWtWrUSk2mXLl1CVlaWmPQr7vubp7A2HzduHC5cuIBTp04VmTQDgLi4OJnnAAC5ZQCwtbUVk2Z5Mdrb24tJs7wYC37HS6Lg/d2kSRPExsYqLDtlyhSkpaWJn/v375fqWEREREREROxx9g3S0tKCubm5uLxhwwbo6upi/fr1csO3Psex8zt37hz69u0LPz8/uLi4QFdXFzt27BB7SJVGuXLlZJYlEonMRP3u7u5QU1PDvn37oKqqiqysLHTv3l3cfvToUdSqVQsmJiYAPsz11qFDBwwfPhxz586Fvr4+zpw5A29vb7x//16ccF5DQ0MmKVGYevXqISkpCUePHkVYWBg8PDzQpk0bmXmw8vP09MSzZ88QGBgIU1NTqKmpoUmTJnKTqRd33qWVkZEBIyMjMTGTn56e3r86bkZGhtiLqKC8JBIgf58UxtfXF6GhofD394e5uTk0NDTQvXv3YiecL0ns+ctIJJIi98nrUXX48GG55FJer73C6gVQ6uuVN99XfHw8bt26hWbNmuH27duIjIzEixcvxDnUSqOwNm/bti22b9+OY8eOoW/fvqWqs7THKoqSkhIEQZBZl38uxI+hpqYmd32IiIiIiIhKg4mz74BEIoGSkhLevn2rcLuNjQ327NkDQRDEH/pRUVHQ1tZG1apVUb58eZQrVw6XLl1CtWrVAABpaWm4c+cOWrRoUeSxz549C1NTU0ydOlVcp6jnW0pKCh48eCAO/zx//jyUlJQU9morjIqKCjw9PREUFARVVVX06tULGhoa4vaCwzSvXLmC3NxcBAQEiMPZdu3aVaJjqaqqIicnR269jo4OevbsiZ49e6J79+5wdXXF8+fPoa+vL1c2KioKq1atgpubG4AP85Xln0S/JGxsbOReFnD+/Pki96lXrx4ePnwIFRWVIudgK46iNqhXrx727NkDMzOzUr+1tVy5cnL1RUVFwcvLC126dAHwIYFVkpcffGp5L4ZISUmRGZZZWoXdNwXZ2tqifPnymDNnDhwcHCCVSuHk5ISFCxfixYsX4vxmQPHf3+J07NgR7u7u6NOnD5SVlWVeQlCQlZUVLl26hP79+4vr8s8rWBgbGxsEBwfj9evXYlItKipK5jtuYGCA1NRUcZ+cnBzcuHEDzs7OMnUVvL/Pnz8PGxubYmMgIiIiIiL6GByq+Q3KzMzEw4cP8fDhQ8TGxmL06NFiTyBFRowYgfv372P06NG4ffs2Dhw4gBkzZmD8+PFQUlKCtrY2PD098fPPPyMiIgI3b96Et7c3lJSUiu2JZWFhgZSUFOzYsQOJiYlYtmwZ9u3bJ1dOXV0dnp6eiImJwenTp+Hj4wMPD48i54JSZNCgQThx4gRCQkJkhmlmZ2fj6NGjMsM0zc3NkZWVheXLl+Pu3bvYsmWL3KTphTEzM8P169cRFxeHp0+fIisrC4sXL8b27dtx+/Zt3LlzB7t374ahoaFML66CbbNlyxbExsbiwoUL6Nu3r0yirySGDRuG+Ph4/Pzzz4iLi8O2bdsUvqkxvzZt2qBJkybo3Lkzjh8/juTkZJw9exZTp07F5cuXS3xsMzMzXLhwAcnJyXj69Clyc3MxcuRIPH/+HL1798alS5eQmJiIY8eOYcCAAcUmjMzMzBAeHo6HDx/ixYsXAD600d69exEdHY2YmBj06dPnX/W2+1ja2trw9fXFuHHjsGnTJiQmJuLq1atYvnw5Nm3aVOJ6zMzMkJSUhOjoaDx9+hSZmZkKy+XNc7Z161YxSWZnZ4fMzEyEh4fLJO+K+/6WRJcuXbBlyxYMGDCg0B6SADB69Ghs3LgRmzZtQnx8PObMmYPr168X+xzo27ev+B2/ceMGIiIiMHr0aPTr10+c36xVq1Y4fPgwDh8+jNu3b2P48OF4+fKlXF1RUVH49ddfcefOHaxcuRK7d+/GmDFjSnSeREREREREpcXE2TcoJCQERkZGMDIyQuPGjcW32OXvpZKfsbExjhw5gosXL8Le3h7Dhg2Dt7e3zKT+ixcvRpMmTdChQwe0adMGjo6OsLGxgbq6epGxdOzYEePGjcOoUaPg4OCAs2fPim/bzM/c3Bxdu3aFm5sbfvzxR9jZ2clM0F9SFhYWaNq0KaytrWXm/jp58iSkUinq1asnrrO3t8fixYuxcOFC1KlTB1u3bsX8+fNLdJzBgwfDysoKDRo0gIGBgdjD59dff0WDBg3QsGFDJCcn48iRI4UmLzZu3IgXL16gXr166NevH3x8fFCpUqVSnW+1atWwZ88e7N+/H/b29lizZo3MxPyKSCQSHDlyBC1atMCAAQNgaWmJXr164d69e6WapN3X1xfKysqoVasWDAwMkJKSgipVqiAqKgo5OTn48ccfYWtri7Fjx0JPT6/YJE5AQABCQ0NhYmKCunXrAvhw35UvXx5NmzaFu7s7XFxcZK7hlzR79mxMmzYN8+fPh42NDVxdXXH48GFUr169xHV069YNrq6ucHZ2hoGBAbZv315o2ZYtWyInJ0f83iopKaFFixaQSCTi/GZAyb6/JdG9e3ds2rQJ/fr1w969exWW6du3L6ZMmQJfX19xaLKXl1exzwFNTU0cO3YMz58/R8OGDdG9e3e0bt0aK1asEMsMHDgQnp6e6N+/v/hSj4K9zQBgwoQJuHz5MurWrYs5c+Zg8eLFcHFxKdW5EhERERERlZREKDipDFEJvH79GsbGxggICIC3t/e/qmvmzJnYv38/oqOj/3VcgiDAwsICI0aMwPjx48X1Pj4+yM7O/qhkHBEVrm3btjA0NMSWLVs++7HMzMwwduxYmbfhlkZ6ejp0dXWRlpYGHR2dTxvcV0LiV/x8jURERET0ZQkzmJb50krz24BznFGJXLt2Dbdv30ajRo2QlpaGWbNmAYDMnGFl7cmTJ9ixYwcePnyIAQMGyGyrU6dOsW+bJKKivXnzBmvWrIGLiwuUlZWxfft2hIWFITQ0tKxDIyIiIiIi+iyYOKMS8/f3R1xcHFRVVVG/fn2cPn0aFStWLOuwRJUqVULFihWxbt06lC9fXmbbkCFDyigqom9H3jDfuXPn4t27d7CyssKePXvQpk2bsg6NSoj/mklEREREVDocqklERN8FDtUkIiIiIiKgdL8N+HIAIiIiIiIiIiIiBZg4IyIiIiIiIiIiUoBznBEREX0n+FZNIiIiotLjPLHfN/Y4IyIiIiIiIiIiUoCJMyIiIiIiIiIiIgWYOCMiIiIiIiIiIlKAiTMiom9IcnIyJBIJoqOjCy0THBwMPT29LxYTERERERHR14qJMyKiMnbu3DkoKyujffv2X+R4PXv2xJ07d8TlmTNnwsHB4ZMfx8zMDEuXLv3k9RIREREREX0pTJwREZWxjRs3YvTo0Th16hQePHhQaDlBEJCdnf2vj6ehoYFKlSr963q+lPfv35d1CERERERE9J1i4oyIqAxlZGRg586dGD58ONq3b4/g4GBxW2RkJCQSCY4ePYr69etDTU0NZ86cQW5uLn799VeYm5tDTU0N1apVw9y5c2XqvXv3LpydnaGpqQl7e3ucO3dO3JZ/qGZwcDD8/PwQExMDiUQCiUQixvDy5UsMGjQIBgYG0NHRQatWrRATEyNznD///BMNGzaEuro6KlasiC5dugAAnJyccO/ePYwbN06sF1Dcu23p0qUwMzMTl728vNC5c2fMnTsXVapUgZWVFQDg/v378PDwgJ6eHvT19dGpUyckJyd/ZMsTEREREREVj4kzIqIytGvXLlhbW8PKygo//fQTfvvtNwiCIFNm8uTJWLBgAWJjY2FnZ4cpU6ZgwYIFmDZtGm7duoVt27ahcuXKMvtMnToVvr6+iI6OhqWlJXr37q2wt1rPnj0xYcIE1K5dG6mpqUhNTUXPnj0BAD169MDjx49x9OhRXLlyBfXq1UPr1q3x/PlzAMDhw4fRpUsXuLm54dq1awgPD0ejRo0AAHv37kXVqlUxa9Yssd7SCA8PR1xcHEJDQ3Ho0CFkZWXBxcUF2traOH36NKKioiCVSuHq6lpoj7TMzEykp6fLfIiIiIiIiEpDpawDICL6nm3cuBE//fQTAMDV1RVpaWk4efIknJycxDKzZs1C27ZtAQCvXr1CYGAgVqxYAU9PTwBAzZo10axZM5l6fX19xTnT/Pz8ULt2bSQkJMDa2lqmnIaGBqRSKVRUVGBoaCiuP3PmDC5evIjHjx9DTU0NAODv74/9+/fjjz/+wJAhQzB37lz06tULfn5+4n729vYAAH19fSgrK0NbW1um3pLS0tLChg0boKqqCgD4/fffkZubiw0bNoi914KCgqCnp4fIyEj8+OOPcnXMnz9fJjYiIiIiIqLSYo8zIqIyEhcXh4sXL6J3794AABUVFfTs2RMbN26UKdegQQPxz7GxscjMzETr1q2LrNvOzk78s5GREQDg8ePHJY4tJiYGGRkZqFChAqRSqfhJSkpCYmIiACA6OrrYOD6Wra2tmDTLiychIQHa2tpiLPr6+nj37p0YT0FTpkxBWlqa+Ll///5niZWIiIiIiL5d7HFGRFRGNm7ciOzsbFSpUkVcJwgC1NTUsGLFCnGdlpaW+GcNDY0S1V2uXDnxz3k9tHJzc0scW0ZGBoyMjBAZGSm3LW9+tJLGkp+SkpLcUNSsrCy5cvnPOS+e+vXrY+vWrXJlDQwMFB5LTU1N7C1HRERERET0MZg4IyIqA9nZ2di8eTMCAgLkhhl27twZ27dvlxtWCQAWFhbQ0NBAeHg4Bg0a9EliUVVVRU5Ojsy6evXq4eHDh1BRUZGZuD8/Ozs7hIeHY8CAASWu18DAAA8fPoQgCGJCLzo6utgY69Wrh507d6JSpUrQ0dEp/qSIiIiIiIg+AQ7VJCIqA4cOHcKLFy/g7e2NOnXqyHy6desmN1wzj7q6OiZNmoSJEydi8+bNSExMxPnz5wstXxJmZmZISkpCdHQ0nj59iszMTLRp0wZNmjRB586dcfz4cSQnJ+Ps2bOYOnUqLl++DACYMWMGtm/fjhkzZiA2NhZ//fUXFi5cKFPvqVOn8M8//+Dp06cAPrxt88mTJ/j111+RmJiIlStX4ujRo8XG2LdvX1SsWBGdOnXC6dOnkZSUhMjISPj4+ODvv//+6HMnIiIiIiIqChNnRERlYOPGjWjTpg10dXXltnXr1g2XL1/G9evXFe47bdo0TJgwAdOnT4eNjQ169uxZqvnLFB3P1dUVzs7OMDAwwPbt2yGRSHDkyBG0aNECAwYMgKWlJXr16oV79+6Jb/B0cnLC7t27cfDgQTg4OKBVq1a4ePGiWO+sWbOQnJyMmjVrisMpbWxssGrVKqxcuRL29va4ePEifH19i41RU1MTp06dQrVq1dC1a1fY2NjA29sb7969Yw80IiIiIiL6bCRCwclmiIiIvkHp6enQ1dVFWlrad5tsk/hJyjoEIiIioq+OMINpk29NaX4bsMcZERERERERERGRAnw5ABER0XeC/1pKRERERFQ67HFGRERERERERESkABNnRERERERERERECjBxRkREREREREREpADnOCMiIvpO8K2aRERERKXDOWKJPc6IiIiIiIiIiIgUYOKMiIiIiIiIiIhIASbOiIiIiIiIiIiIFGDijIhIgeDgYOjp6ZVqHy8vL3Tu3PmzxPOpODk5YezYsWUdxke1LxERERER0ZfGxBkRfVcKS25FRkZCIpHg5cuXAICePXvizp07Xza4b5SZmRmWLl0qs47tS0REREREXwO+VZOISAENDQ1oaGiUdRjIycmBRCKBktK39e8c/5X2JSIiIiIiKsq39UuMiOgTUTSUcM6cOahUqRK0tbUxaNAgTJ48GQ4ODnL7+vv7w8jICBUqVMDIkSORlZUlbsvMzISvry+MjY2hpaWFxo0bIzIyUu64Bw8eRK1ataCmpoaUlBSFMd64cQPt2rWDVCpF5cqV0a9fPzx9+lTc/vr1a/Tv3x9SqRRGRkYICAiQq0MikWD//v0y6/T09BAcHCwu//333+jduzf09fWhpaWFBg0a4MKFCwCAxMREdOrUCZUrV4ZUKkXDhg0RFhYm7uvk5IR79+5h3LhxkEgkkEgkhbbv6tWrUbNmTaiqqsLKygpbtmyRi3XDhg3o0qULNDU1YWFhgYMHDypsGyIiIiIiok+BiTMiohLYunUr5s6di4ULF+LKlSuoVq0aVq9eLVcuIiICiYmJiIiIwKZNmxAcHCyThBo1ahTOnTuHHTt24Pr16+jRowdcXV0RHx8vlnnz5g0WLlyIDRs24ObNm6hUqZLccV6+fIlWrVqhbt26uHz5MkJCQvDo0SN4eHiIZX7++WecPHkSBw4cwPHjxxEZGYmrV6+W6rwzMjLQsmVL/PPPPzh48CBiYmIwceJE5Obmitvd3NwQHh6Oa9euwdXVFe7u7mKyb+/evahatSpmzZqF1NRUpKamKjzOvn37MGbMGEyYMAE3btzA0KFDMWDAAERERMiU8/Pzg4eHB65fvw43Nzf07dsXz58/V1hnZmYm0tPTZT5ERERERESlwaGaRPTdOXToEKRSqcy6nJycIvdZvnw5vL29MWDAAADA9OnTcfz4cWRkZMiUK1++PFasWAFlZWVYW1ujffv2CA8Px+DBg5GSkoKgoCCkpKSgSpUqAABfX1+EhIQgKCgI8+bNAwBkZWVh1apVsLe3LzSeFStWoG7duuI+APDbb7/BxMQEd+7cQZUqVbBx40b8/vvvaN26NQBg06ZNqFq1aglb6YNt27bhyZMnuHTpEvT19QEA5ubm4nZ7e3uZOGfPno19+/bh4MGDGDVqFPT19aGsrAxtbW0YGhoWehx/f394eXlhxIgRAIDx48fj/Pnz8Pf3h7Ozs1jOy8sLvXv3BgDMmzcPy5Ytw8WLF+Hq6ipX5/z58+Hn51eq8yUiIiIiIsqPPc6I6Lvj7OyM6Ohomc+GDRuK3CcuLg6NGjWSWVdwGQBq164NZWVlcdnIyAiPHz8GAPz111/IycmBpaUlpFKp+Dl58iQSExPFfVRVVWFnZ1dkPDExMYiIiJCpx9raGsCH4ZOJiYl4//49GjduLO6jr68PKyurIustKDo6GnXr1hWTZgVlZGTA19cXNjY20NPTg1QqRWxsbKHDSwsTGxsLR0dHmXWOjo6IjY2VWZe/XbS0tKCjoyO2b0FTpkxBWlqa+Ll//36pYiIiIiIiImKPMyL67mhpacn0mgI+zOP1KZQrV05mWSKRyAxrVFZWxpUrV2SSawBkesBpaGiIc4EVJiMjA+7u7li4cKHcNiMjIyQkJJQoXolEAkEQZNbln5OtuAn8fX19ERoaCn9/f5ibm0NDQwPdu3fH+/fvS3T80iqqfQtSU1ODmpraZ4mDiIiIiIi+D+xxRkRUAlZWVrh06ZLMuoLLxalbty5ycnLw+PFjmJuby3yKGsaoSL169XDz5k2YmZnJ1aWlpYWaNWuiXLly4iT+APDixQvcuXNHph4DAwOZecfi4+Px5s0bcdnOzg7R0dGFziMWFRUFLy8vdOnSBba2tjA0NERycrJMGVVV1WKHwtrY2CAqKkqu7lq1ahW5HxERERER0efExBkRUQmMHj0aGzduxKZNmxAfH485c+bg+vXrxfYMy8/S0hJ9+/ZF//79sXfvXiQlJeHixYuYP38+Dh8+XKp4Ro4ciefPn6N37964dOkSEhMTcezYMQwYMAA5OTmQSqXw9vbGzz//jBMnTuDGjRvw8vKCkpLsY79Vq1ZYsWIFrl27hsuXL2PYsGEyvbp69+4NQ0NDdO7cGVFRUbh79y727NmDc+fOAQAsLCywd+9eREdHIyYmBn369JHrAWZmZoZTp07hn3/+kXnrZ34///wzgoODsXr1asTHx2Px4sXYu3cvfH19S9UuREREREREnxITZ0REJdC3b19MmTIFvr6+qFevHpKSkuDl5QV1dfVS1RMUFIT+/ftjwoQJsLKyQufOnXHp0iVUq1atVPVUqVIFUVFRyMnJwY8//ghbW1uMHTsWenp6YnJs0aJFaN68Odzd3dGmTRs0a9YM9evXl6knICAAJiYmaN68Ofr06QNfX19oamqK21VVVXH8+HFUqlQJbm5usLW1xYIFC8ShposXL0b58uXRtGlTuLu7w8XFBfXq1ZM5xqxZs5CcnIyaNWvCwMBA4fl07twZgYGB8Pf3R+3atbF27VoEBQXBycmpVO1CRERERET0KUmEgpPbEBFRibRt2xaGhobYsmVLWYdCJZCeng5dXV2kpaVBR0enrMMpExK/kveQJCIiIiJAmMGUybeoNL8N+HIAIqISePPmDdasWQMXFxcoKytj+/btCAsLQ2hoaFmHRkRERERERJ8JE2dERCUgkUhw5MgRzJ07F+/evYOVlRX27NmDNm3alHVoRCXGfzElIiIiIiodJs6IiEpAQ0MDYWFhZR0GERERERERfUF8OQAREREREREREZECTJwREREREREREREpwKGaRERE3wkJX6pJRERE3ymBU73SR2KPMyIiIiIiIiIiIgWYOCMiIiIiIiIiIlKAiTMiIiIiIiIiIiIFmDgjIvoGSCQS7N+//4sf18nJCWPHjv3o/SMjIyGRSPDy5ctPFhMREREREdGnwpcDEBF9Jby8vPDy5UuFCbLU1FSUL1/+i8e0d+9elCtXrkRlnZyc4ODggKVLl4rrmjZtitTUVOjq6n6mCImIiIiIiD4eE2dERN8AQ0PDMjmuvr7+v9pfVVW1zGInIiIiIiIqDodqEhF9A/IP1UxOToZEIsHevXvh7OwMTU1N2Nvb49y5czL7rF+/HiYmJtDU1ESXLl2wePFi6Onpidu9vLzQuXNnmX3Gjh0LJycncbngUM1Vq1bBwsIC6urqqFy5Mrp37y7WdfLkSQQGBkIikUAikSA5OVnhUM2oqCg4OTlBU1MT5cuXh4uLC168eAEA+OOPP2BrawsNDQ1UqFABbdq0wevXrxW2SWZmJtLT02U+REREREREpcHEGRHRN2rq1Knw9fVFdHQ0LC0t0bt3b2RnZwP4kJwaNmwYxowZg+joaLRt2xZz5879V8e7fPkyfHx8MGvWLMTFxSEkJAQtWrQAAAQGBqJJkyYYPHgwUlNTkZqaChMTE7k6oqOj0bp1a9SqVQvnzp3DmTNn4O7ujpycHKSmpqJ3794YOHAgYmNjERkZia5du0IQBIXxzJ8/H7q6uuJH0fGIiIiIiIiKwqGaRETfKF9fX7Rv3x4A4Ofnh9q1ayMhIQHW1tZYvnw52rVrB19fXwCApaUlzp49i0OHDn308VJSUqClpYUOHTpAW1sbpqamqFu3LgBAV1cXqqqq0NTULHJo5q+//ooGDRpg1apV4rratWsDAK5evYrs7Gx07doVpqamAABbW9tC65oyZQrGjx8vLqenpzN5RkREREREpcIeZ0RE3yg7Ozvxz0ZGRgCAx48fAwDi4uLQqFEjmfIFl0urbdu2MDU1RY0aNdCvXz9s3boVb968KVUdeT3OFLG3t0fr1q1ha2uLHj16YP369eIQTkXU1NSgo6Mj8yEiIiIiIioNJs6IiL5R+d92KZFIAAC5ubkl3l9JSUluGGRWVlah5bW1tXH16lVs374dRkZGmD59Ouzt7WXmLyuOhoZGoduUlZURGhqKo0ePolatWli+fDmsrKyQlJRU4vqJiIiIiIhKg4kzIqLvkJWVFS5duiSzruCygYEBUlNTZdZFR0cXWa+KigratGmDX3/9FdevX0dycjJOnDgB4MMbNHNycorc387ODuHh4YVul0gkcHR0hJ+fH65duwZVVVXs27evyDqJiIiIiIg+Fuc4IyL6iqSlpcklrypUqFDqekaPHo0WLVpg8eLFcHd3x4kTJ3D06FGxZxoAtGrVCosWLcLmzZvRpEkT/P7777hx44Y4b1lBhw4dwt27d9GiRQuUL18eR44cQW5uLqysrAAAZmZmuHDhApKTkyGVSqGvry9Xx5QpU2Bra4sRI0Zg2LBhUFVVRUREBHr06IHExESEh4fjxx9/RKVKlXDhwgU8efIENjY2pT5/IiIiIiKikmCPMyKir0hkZCTq1q0r8/Hz8yt1PY6OjlizZg0WL14Me3t7hISEYNy4cVBXVxfLuLi4YNq0aZg4cSIaNmyIV69eoX///oXWqaenh71796JVq1awsbHBmjVrsH37dnFyf19fXygrK6NWrVowMDBASkqKXB2WlpY4fvw4YmJi0KhRIzRp0gQHDhyAiooKdHR0cOrUKbi5ucHS0hK//PILAgIC0K5du1KfPxERERERUUlIhIIT2BAR0Xdp8ODBuH37Nk6fPl3WoXwW6enp0NXVRVpa2nf7ooB8HQqJiIiIvivMfFB+pfltwKGaRETfKX9/f7Rt2xZaWlo4evQoNm3ahFWrVpV1WERERERERP8ZTJwREX2nLl68iF9//RWvXr36f+zdeVhW1f7//9ctyDwjAibgwCAaKKaWYgpO4FQOqRmpOJ5KJTU1OeWAVphp5VDaUQ9YmZpp5XEekswhxRS1JFMc8Hyy9DhAoCEKvz/8un/dejvgEBnPx3Xt6+Jee62133tjV95v33stVatWTdOmTVO/fv1KOyzcR/xLKwAAAFAyJM4AoIz69NNPSzsEAAAAAPhLY3MAAAAAAAAAwAISZwAAAAAAAIAFvKoJAEAZYUpiW00AAP6qiseyGCnwV0TFGQAAAAAAAGABiTMAAAAAAADAAhJnAAAAAAAAgAUkzoC/sdTUVLm5uRmfx40bpzp16pRaPPjrS0tLk8lk0rlz5257THFxsQYMGCAPDw+ZTCZlZGTct/gAAAAA4M9E4gx/O/Hx8erQocNN++zevVvdunWTr6+vbG1tFRAQoHbt2uk///mPiouvLMp59OhRmUwm47CxsVFgYKBee+01o0+VKlXM+lx7xMfH35f479Tw4cO1YcOGez5v1apVtX79+ttKuuTm5mr06NGqVauW7O3t5enpqfr162vSpEk6e/as0S8qKsrsWXp7e6tLly46duyYpCtJwJs9e5PJ8iLoV2P847ydO3fW4cOH7+kz+TP8VRKhq1evVmpqqpYvX64TJ07o4YcfLu2QAAAAAOCeIHGGMufLL7/UY489pry8PM2bN0+ZmZlavXq1OnbsqFdffVU5OTlm/devX68TJ07o4MGDSkpK0uuvv65///vfkqT09HSdOHFCJ06c0JIlSyRJBw4cMNqmTp36p9/fzTg5OcnT0/Oezrl3716dPXtWTZs2vWXfM2fO6LHHHlNKSoqGDx+u7du3a9euXXr99de1e/duffLJJ2b9+/fvrxMnTujnn3/Wl19+qePHj+vZZ5+VdCUJePU5nzhxQpUrV9b48ePN2m7mwIED+vnnn7V48WL98MMPat++vS5fvnxHz6CwsPCOxv1dZGVlydfXV40aNZKPj4+srUu+YXNxcbEuXbp0H6IDAAAAgDtH4gxlSn5+vvr27au2bdtqxYoVatWqlapVq6bQ0FD17dtXe/bskaurq9kYT09P+fj4KCAgQHFxcYqMjNSuXbskSV5eXvLx8ZGPj488PDwkSRUrVjTarp3rqs8++0xhYWFGxVWLFi2Un5+vcePGad68efryyy+Niqi0tDSLlVwZGRkymUw6evSo0Zaamip/f385ODioY8eOOn36tNl1LVUozZkzR6GhobKzs1ONGjX0/vvvG+cuXryoQYMGydfXV3Z2dgoICFBycrLZ+C+//FKxsbEqX778LZ//P//5T2VnZ2vHjh3q3bu3wsPDFRAQoFatWmnBggV64YUXzPo7ODjIx8dHvr6+euyxxzRo0CDj2Ts5ORnP2cfHR1ZWVnJ2djZru5mKFSvK19dXTZo00ZgxY7R//34dOnTIuKe6devKzs5O1apVU1JSkllSx2QyaebMmXriiSfk6Oio119/XWfPnlVcXJy8vLxkb2+voKAgpaSkGGP27dunZs2aGb/zAQMGKC8vzzh/tdJw8uTJ8vX1laenpwYOHHjDpFxqaqqSkpK0Z88e489KamqqJOntt99WWFiYHB0d5efnpxdeeMHsWseOHVP79u3l7u4uR0dH1apVSytXrrR4nfPnz6t169aKjIy0WEkYHx+vwYMHKzs7WyaTSVWqVJEkFRQUKCEhQRUrVpSdnZ0aN26s9PR0Y9zVP9OrVq3SI488IltbW23evFlFRUWaNGmSAgMDZWtrK39/f73++uvGuOPHj6tr165yc3OTh4eHnnzySbP/Bv6ooKBAubm5ZgcAAAAAlETJywKAB9jatWt1+vRpjRw58oZ9bvSKnyTt3LlT3333nXr27HnHMZw4cULdu3fXpEmT1LFjR/3222/65ptvVFxcrOHDhyszM1O5ublG0sXDw0Nbt2695bzbt29X3759lZycrA4dOmj16tUaO3bsTcfMnz9fY8aM0YwZMxQREaHdu3erf//+cnR0VK9evTRt2jQtW7ZMn376qfz9/XX8+HEdP37cbI5ly5Zp2LBht4yvqKhIixYt0rPPPqtKlSpZ7HOzZ3/mzBl9+umnevTRR295rZKyt7eXdCVR+M0336hnz56aNm2aHn/8cWVlZWnAgAGSZPY8x40bp4kTJ+rdd9+VtbW1Ro8erf3792vVqlWqUKGCDh06pAsXLki6krCNiYlRw4YNlZ6erpMnT6pfv34aNGiQkeySpI0bN8rX11cbN27UoUOH1K1bN9WpU0f9+/e/LuZu3brp+++/1+rVq7V+/XpJMhK15cqV07Rp01S1alUdPnxYL7zwgkaOHGkkRQcOHKiLFy9q06ZNcnR01P79++Xk5HTdNc6dO6e2bdvKyclJ69atk4ODw3V9pk6dqurVq+tf//qX0tPTZWVlJUkaOXKklixZonnz5ikgIECTJk1STEyMDh06ZCSZJWnUqFGaPHmyqlWrJnd3dyUmJmr27Nl655131LhxY504cUI//vijpCuVfVef4zfffCNra2u99tprio2N1d69e2VjY2MWW3JyspKSkm72qwcAAACAmyJxhjLlp59+kiSFhIQYbenp6YqOjjY+L1y4UO3atTM+N2rUSOXKldPFixdVWFioAQMG3HXi7NKlS+rUqZMCAgIkSWFhYcZ5e3t7FRQU3LJi6lpTp05VbGyskRQMDg7W1q1btXr16huOGTt2rKZMmaJOnTpJurJW2f79+/XBBx+oV69eys7OVlBQkBo3biyTyWTEe9X//d//ae/evWrduvUt4zt16pTOnTtn9uwl6ZFHHtGBAwckSe3bt9eCBQuMc++//77mzJmj4uJinT9/XsHBwVqzZs3tPZDbdOLECU2ePFkPPfSQQkJC1KZNG40aNUq9evWSJFWrVk0TJkzQyJEjzRJnzzzzjHr37m18zs7OVkREhOrVqydJRuWVJH3yySf6/fff9eGHH8rR0VGSNGPGDLVv315vvvmmvL29JUnu7u6aMWOGrKysVKNGDbVt21YbNmywmDizt7eXk5OTrK2tr/uzMmTIEOPnKlWq6LXXXtNzzz1nJM6ys7PVuXNn489dtWrVrpv/l19+Ubdu3RQUFKRPPvnkuqTUVa6urnJ2dpaVlZURR35+vmbOnKnU1FTjz8bs2bO1bt06zZ07VyNGjDDGjx8/Xi1btpQk/fbbb5o6dapmzJhhPP/q1aurcePGkqRFixapqKhIc+bMMZKsKSkpcnNzU1pamlq1amUWW2JiollSNzc3V35+fhbvAwAAAAAs4VVNlHnh4eHKyMhQRkaG8vPzr1tnadGiRcrIyNCePXv06aef6ssvv9SoUaPu+Hq1a9dW8+bNFRYWpi5dumj27Nlmi+LfqczMzOuqsRo2bHjD/vn5+crKylLfvn3l5ORkHK+99pqysrIkXXkNLyMjQyEhIUpISNDatWvN5li2bJkaN25stnNnSX3++efKyMhQTEyMUaF1VVxcnPHsN2/erMDAQLVq1Uq//fbbHV/vqsqVK8vR0VGVKlVSfn6+lixZIhsbG+3Zs0fjx483eyZX11o7f/68Mf5qguyq559/XgsXLlSdOnU0cuRIsyrBzMxM1a5d20iaSVJkZKSKioqMpKEk1apVy6jYkiRfX1+dPHmyxPe2fv16NW/eXA899JCcnZ3Vo0cPnT592og/ISFBr732miIjIzV27Fjt3bv3ujlatmypwMBALVq06IZJsxvJyspSYWGhIiMjjbby5curQYMGyszMNOv7x+eYmZmpgoICNW/e3OK8e/bs0aFDh+Ts7Gz8bjw8PPT7778bf2b/yNbWVi4uLmYHAAAAAJQEiTOUKUFBQZJklqywtbVVYGCgAgMDLY7x8/NTYGCgQkND1aVLFw0ZMkRTpkzR77//fkcxWFlZad26dVq1apVq1qyp6dOnKyQkREeOHLnhmHLlrvynenU3T+nuF6S/uubV7NmzjcRhRkaGvv/+e3377beSpLp16+rIkSOaMGGCLly4oK5du+qpp54y5li2bJmeeOKJ27qel5eX3NzczJ69JPn7+yswMFDOzs7XjXF1dTV+N5GRkZo7d64OHjyoRYsW3eltG7755hvt3btXubm5ysjIMJKOeXl5SkpKMnsm+/bt08GDB2VnZ2eM/2MSTJJat26tY8eOaejQofr555/VvHlzDR8+vEQxXbtOnMlkUlFRUYnmOHr0qNq1a6fw8HAtWbJE3333nd577z1JV15FlaR+/frp8OHD6tGjh/bt26d69epp+vTpZvO0bdtWmzZt0v79+0t0/ZL643O8+srsjeTl5emRRx4x+91kZGTop59+0jPPPHNf4wQAAABQNpE4Q5nSqlUreXh46M0337zjOaysrHTp0iUjCXEnTCaTIiMjlZSUpN27d8vGxkaff/65JMnGxua63R29vLwkyWynyIyMDLM+oaGh2r59u1nb1QSYJd7e3qpUqZIOHz5sJKeuHlWrVjX6ubi4qFu3bpo9e7YWLVqkJUuW6MyZM8rLy9PGjRv15JNP3tY9lytXTl27dtXHH3+sn3/++bbGXOtqNda1lWl3omrVqqpevfp1Cbu6devqwIED1z2TwMBAI4F5I15eXurVq5c+/vhjvfvuu/rXv/4l6crvZs+ePcrPzzf6btmyReXKlbvu1dWSsPRn5bvvvlNRUZGmTJmixx57TMHBwRaft5+fn5577jktXbpUL730kmbPnm12fuLEierVq5eaN29e4uRZ9erVZWNjoy1bthhthYWFSk9PV82aNW84LigoSPb29tqwYYPF83Xr1tXBgwdVsWLF6343N9qIAwAAAADuBmuc4W8pJyfnusSSp6en/Pz8NGfOHHXr1k1t27ZVQkKCgoKClJeXZ6wF9sdX5STp9OnT+uWXX3Tp0iXt27dPU6dOVXR09B2/9rV9+3Zt2LBBrVq1UsWKFbV9+3adOnVKoaGhkq6sSbVmzRodOHBAnp6eRtWVn5+fxo0bp9dff10//fSTpkyZYjZvQkKCIiMjNXnyZD355JNas2bNTdc3k6SkpCQlJCTI1dVVsbGxKigo0M6dO3X27FkNGzZMb7/9tnx9fRUREaFy5cpp8eLF8vHxkZubm5YuXarg4GCztbyu2rdvn1lCymQyqXbt2nrjjTeUlpamBg0aaPz48apXr54cHR21d+9ebdu2TQ8//LDZPOfPn9cvv/wiSfr11181YcIE2dnZXbeW1b00ZswYtWvXTv7+/nrqqadUrlw57dmzR99//71ee+21m4575JFHVKtWLRUUFGj58uXG7zQuLk5jx45Vr169NG7cOJ06dUqDBw9Wjx49jPXN7kSVKlV05MgRZWRkqHLlynJ2dlZgYKAKCws1ffp0tW/fXlu2bNGsWbPMxg0ZMkStW7dWcHCwzp49q40bNxqx/tHkyZN1+fJlNWvWTGlpaapRo8ZtxeXo6Kjnn39eI0aMkIeHh/z9/TVp0iSdP39effv2veE4Ozs7vfzyyxo5cqRsbGwUGRmpU6dO6YcfflDfvn0VFxent956S08++aTGjx+vypUr69ixY1q6dKlGjhypypUrl+wBAgAAAMAtkDjD31JaWpoiIiLM2vr27as5c+aoY8eO2rp1q958803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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load spaCy model\n", "nlp = spacy.load('en_core_web_lg')\n", "\n", "# Define topics in both groups\n", "group1 = ['Jazz', 'Linguistics', 'Songs', 'Chemistry', 'Mathematics', 'Fishes']\n", "group2 = ['Trains', 'Rivers', 'Schools', 'Canada/WikiProject Political parties and politicians in Canada',\n", " 'Film', 'Higher education', 'LGBT studies/LGBT Person task force', 'Ice Hockey', 'Architecture',\n", " 'Football', 'Biography/sports and games work group', 'Olympics', 'Baseball', 'Basketball',\n", " 'Women\\'s sport', 'Women writers', 'Athletics', 'Biography/arts and entertainment work group',\n", " 'Elections and Referendums', 'Journalism', 'LGBT studies']\n", "\n", "# Geographic keywords\n", "geo_keywords = ['geographic location']\n", "geo_tokens = [nlp(keyword) for keyword in geo_keywords]\n", "\n", "# Function to calculate geographic relevance scores\n", "def calculate_scores(topics):\n", " scores = {}\n", " for topic in topics:\n", " topic_token = nlp(topic)\n", " similarities = [topic_token.similarity(geo_token) for geo_token in geo_tokens]\n", " scores[topic] = sum(similarities) / len(similarities)\n", " return scores\n", "\n", "# Calculate scores for each group\n", "group1_scores = calculate_scores(group1)\n", "group2_scores = calculate_scores(group2)\n", "\n", "# Merging the scores into a single dictionary for plotting\n", "all_scores = {**{topic: score for topic, score in group1_scores.items()},\n", " **{topic: score for topic, score in group2_scores.items()}}\n", "\n", "# Sorting topics for plotting (merge both groups)\n", "all_topics_sorted = {k: v for k, v in sorted(all_scores.items(), key=lambda item: item[1], reverse=True)}\n", "\n", "# Creating color mapping based on group membership\n", "colors = ['blue' if topic in group1 else 'green' for topic in all_topics_sorted.keys()]\n", "\n", "# Plotting\n", "plt.figure(figsize=(10, 8))\n", "bars = plt.barh(list(all_topics_sorted.keys()), list(all_topics_sorted.values()), color=colors)\n", "plt.xlabel('Geographic Relevance Score')\n", "plt.title('Geographic Relevance of Topics Across Two Groups')\n", "plt.gca().invert_yaxis() # Higher scores at the top\n", "\n", "# Adding a legend\n", "blue_patch = plt.Rectangle((0,0),1,1,fc=\"blue\", edgecolor = 'none', label='Group (Unknown > 50%)')\n", "green_patch = plt.Rectangle((0,0),1,1,fc='green', edgecolor = 'none', label='Group (Unknown < 30%)')\n", "plt.legend(handles=[blue_patch, green_patch], loc='best')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "40eb9425-be2e-42b4-961b-fe6b140e8493", "metadata": {}, "source": [ "### Geographic location subgroup by continent" ] }, { "cell_type": "markdown", "id": "09da09e9-8d48-4633-af2c-cec20910231e", "metadata": {}, "source": [ "To reduce the complexity, we merge regions into continents." ] }, { "cell_type": "code", "execution_count": 13, "id": "1ef1d030-14d7-4917-aa88-b6d9207a4151", "metadata": {}, "outputs": [], "source": [ "region_mapping = {\n", " 'Antarctica': 'Antarctica',\n", " 'Australia and New Zealand': 'Oceania',\n", " 'Caribbean': 'North America',\n", " 'Central America': 'North America',\n", " 'Central Asia': 'Asia',\n", " 'Eastern Africa': 'Africa',\n", " 'Eastern Asia': 'Asia',\n", " 'Eastern Europe': 'Europe',\n", " 'Melanesia': 'Oceania',\n", " 'Micronesia': 'Oceania',\n", " 'Middle Africa': 'Africa',\n", " 'Northern Africa': 'Africa',\n", " 'Northern America': 'North America',\n", " 'Northern Europe': 'Europe',\n", " 'Polynesia': 'Oceania',\n", " 'South America': 'South America',\n", " 'South-eastern Asia': 'Asia',\n", " 'Southern Africa': 'Africa',\n", " 'Southern Asia': 'Asia',\n", " 'Southern Europe': 'Europe',\n", " 'Unknown': 'Other',\n", " 'Western Africa': 'Africa',\n", " 'Western Asia': 'Asia',\n", " 'Western Europe': 'Europe'\n", "}\n", "\n", "# prepare df for mapping\n", "df = plot_data_geo.T\n", "df['Subregion'] = df.index.map(region_mapping)\n", "result_df = df.groupby('Subregion').sum()\n", "result_df = result_df.T" ] }, { "cell_type": "code", "execution_count": 17, "id": "0f646d5b-4cea-46ad-8ddc-15ab7ed8aefe", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0f25e2e637b449fdbb516c546cf47248", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Topic:', options=('Trains/WikiProject Stations', 'Rivers', 'Schools', 'Canada/WikiProjec…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "66bcabdbe17f4690a2ca6dd982500679", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load GeoJSON data\n", "with open('world_geo_low.json', 'r') as f:\n", " geo_json_data = json.load(f)\n", "\n", "# Function to create a Choropleth map for a given topic\n", "def create_map(topic):\n", " # Prepare DataFrame for mapping\n", " df = result_df.loc[topic].reset_index()\n", " df.columns = ['Continent', 'Percentage'] # Make sure these match your DataFrame structure\n", " \n", " # Merge the DataFrame with the GeoJSON properties\n", " for feature in geo_json_data['features']:\n", " continent = feature['properties']['continent']\n", " # Match the continent and attach the percentage value for the tooltip\n", " if continent in df['Continent'].values:\n", " feature['properties']['Percentage'] = float(df[df['Continent'] == continent]['Percentage'])\n", " else:\n", " feature['properties']['Percentage'] = \"No data\" # Handling missing data\n", "\n", " # Create map\n", " m = folium.Map(location=[20, 0], zoom_start=2,\n", " zoom_control=False,\n", " scrollWheelZoom=False,\n", " dragging=False)\n", "\n", " # Choropleth layer\n", " folium.Choropleth(\n", " geo_data=geo_json_data,\n", " name='choropleth',\n", " data=df,\n", " columns=['Continent', 'Percentage'],\n", " key_on='feature.properties.continent',\n", " fill_color='YlOrRd',\n", " fill_opacity=0.7,\n", " line_opacity=0.001, # Reduced opacity for country borders\n", " legend_name=f\"Percentage of relevant documents come from (%)\"\n", " ).add_to(m)\n", "\n", " # Add tooltips\n", " folium.GeoJson(\n", " data=geo_json_data,\n", " style_function=lambda x: {'fillColor': '#ffffff00', 'color': '#000000', 'weight': 2}, # Thicker continent borders\n", " tooltip=folium.GeoJsonTooltip(\n", " fields=['continent', 'Percentage'],\n", " aliases=['Continent: ', 'Percentage: '],\n", " localize=True\n", " )\n", " ).add_to(m)\n", "\n", " folium.LayerControl().add_to(m)\n", " return m\n", "\n", "# nbviewer.org does not render dynamic content. So, I pick one topic here only. \n", "# For dropdown menu and select different topic, uncomment the following code\n", "\n", "# Widget setup for topic selection\n", "topics = result_df.index.tolist()\n", "dropdown = widgets.Dropdown(\n", " options=topics,\n", " value=topics[0],\n", " description='Topic:',\n", " disabled=False,\n", ")\n", "\n", "map_widget = widgets.Output()\n", "\n", "def on_change(change):\n", " if change['type'] == 'change' and change['name'] == 'value':\n", " with map_widget:\n", " map_widget.clear_output(wait=True)\n", " display(create_map(change['new']))\n", "\n", "dropdown.observe(on_change)\n", "\n", "# Display the dropdown and the initial map\n", "display(dropdown, map_widget)\n", "on_change({'type': 'change', 'name': 'value', 'new': topics[0]}) # Display initial topic map\n", "\n", "\n", "# m = create_map('Rivers')" ] }, { "cell_type": "code", "execution_count": 15, "id": "664185ab-d2cd-4ae6-b87a-b0bacf28050e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m" ] }, { "cell_type": "markdown", "id": "dd4648c5-cfe2-4430-8427-4ef3659cd4e3", "metadata": {}, "source": [ "**Observations:**\n", "\n", "1. \"Unknown\" accounts for a large portion of group membership annotation, which indicates either not applicable or missing data.\n", "2. Relevant documents come from different geographic locations. And for different queries, the group membership distributions are different. \n", "3. Queries like \"Rivers\" has more \"Known\" group membership than \"Jazz/Songs\". And we saw a high similarity scores between geographic location and \"River\" than geographic location and \"Jazz/Songs\"\n", "4. Since \"Unknown\" also tells a story of the query (i.e., if geographic location is not applicable to a query, \"Unknown\" dominates the group membership annotations of query's all relevant documents), we treat \"Unknown\" as a subgroup of geographic location." ] }, { "cell_type": "markdown", "id": "b1bbd567-014d-4067-9be0-c803008df7c2", "metadata": {}, "source": [ "**Assumptions:**\n", "\n", "1. The group membership distributions of different queries are context-dependent. \n", "2. Fairness studies is also context-dependent. For some queries, geographic location is more important than others." ] }, { "cell_type": "markdown", "id": "02f54206-b792-45f7-8814-19533a035d6b", "metadata": {}, "source": [ "**Fairness Definition:**\n", "\n", "The above EDA also helps us choose a suitable fairness definition.\n", "\n", "Popular fairness definitions:\n", "1. Uniform distribution-based fairness (**equality**): force a equal distribution of relevant documents from different geographic locations. ❌ (Not very applicable)\n", "2. Expected exposure-based fairness (**equal opportunity**): no documents should recieve more exposure than their relevance. ✅\n", "\n", "**Fair ranking goal:**\n", "1. Given a new query, we first need to know all its relevant documents.\n", "2. Rank these documents so that it meet our fairness definition (the exposure is fair across different groups)." ] }, { "cell_type": "markdown", "id": "ce8998cf-c79f-49a1-a21a-9e8dc48f476d", "metadata": {}, "source": [ "## Fairness-aware Research Projects using the Data" ] }, { "cell_type": "markdown", "id": "b8e5eb1b-6fbb-4e3a-9601-740e7fe75004", "metadata": {}, "source": [ "Moving forward, we proposed two research projects based on our observation and assumptions from the exploratory data analysis." ] }, { "cell_type": "markdown", "id": "3c985be0-de86-442f-91cf-34914c47326c", "metadata": {}, "source": [ "### Fair ranking algorithm" ] }, { "cell_type": "markdown", "id": "698ecce0-e5c5-4a46-9f40-de18d6f65d36", "metadata": {}, "source": [ "Using the data, the first project we proposed is a fair ranking algorithm. Based on our assumption that fairness studies is context-dependent, when training a fair ranking algorithm, we should also consider the contextual relationship between fairness category and queries. In this project, we utilize the contextual relationship to extract training features to make our fair ranking algorithm context-aware.\n", "\n", "To be specific, we calcualte the cosine simularity between query/document embeddings and fairness category embeddings using [spaCy](https://spacy.io/)." ] }, { "cell_type": "markdown", "id": "df68f0bf-33cb-4fb8-ad89-8ded32cc8f64", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Summary of Contextual Training Features X for Fairness Model.
Feature NameDescription
q_gender_simThe cosine similarity between query embeddings and gender embeddings
d_gender_simThe cosine similarity between document embeddings and gender embeddings
q_geo_loc_simThe cosine similarity between query embeddings and geographic location embeddings
d_geo_loc_simThe cosine similarity between document embeddings and geographic location embeddings
q_gender_sub_simThe cosine similarity between query embeddings and gender sub-groups embeddings
d_gender_sub_simThe cosine similarity between document embeddings and gender sub-groups embeddings
q_geo_sub_simThe cosine similarity between query embeddings and geographic location sub-groups embeddings
d_geo_sub_simThe cosine similarity between document embeddings and geographic location sub-groups embeddings
" ] }, { "cell_type": "markdown", "id": "81718344-d20b-48e6-8291-7e08a25449f1", "metadata": {}, "source": [ "With these features, we train our fair ranking model $f(X, \\theta) \\to s$ by minizing a fairness-aware loss function:" ] }, { "cell_type": "markdown", "id": "b84c9236-052f-4acc-801b-792de9335f83", "metadata": {}, "source": [ "\\begin{equation}\n", "\\begin{aligned}\n", "\\theta^* &= \\arg \\min \\textit{FL}(\\pi) = \\sum_{i=1}^m w_i * KL(\\epsilon_i(\\pi), \\epsilon_i^*) \\\\\n", "&= \\arg \\min \\sum_{i=1}^m w_i * KL(\\sum_{k=1}^n P_{\\text{fair}}(s_k)*GM_{ik}, \\sum_{k=1}^n P_{\\text{fair}}(s^*_k)*GM_{ik})\\\\\n", "&= \\arg \\min \\sum_{i=1}^m w_i * KL(\\sum_{k=1}^n P_{\\text{fair}}(f(X_k, \\theta))*GM_{ik}, \\epsilon^*_i)\n", "\\end{aligned}\n", "\\end{equation}" ] }, { "cell_type": "markdown", "id": "23d7201e-64a7-47b7-af1f-6854d5b17346", "metadata": {}, "source": [ "where $\\epsilon_i(\\pi)$ is a system-produced exposure distribution and $\\epsilon_i^*$ is the target (ideal situation)." ] }, { "cell_type": "code", "execution_count": 16, "id": "5fb63d66-c257-4afe-a436-1c2aee4599e4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image \n", "Image(url=\"https://dl.dropbox.com/scl/fi/k10r6zxqyug9wgyjq7ssk/outsampleloss.png?rlkey=u9vfwsdn1qurhow5htslf3lt7\", width=500)" ] }, { "cell_type": "markdown", "id": "75f41c9d-6610-4d28-849a-69985ffbf078", "metadata": {}, "source": [ "As can be seen from the out of sample loss during training, contextual features help our model to converge better." ] }, { "cell_type": "markdown", "id": "e1a45ce6-a5c3-44e2-8527-90e8a273faee", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Evaluation Queries (2021)Evaluation Queries (2022)
Fairness (AWRF@20)Relevance (nDCG@20)Score (AWRF*nDCG)Fairness (AWRF@20)Relevance (nDCG@20)Score (AWRF*nDCG)
BM25 Retrieval0.64920.20160.13080.72170.25020.1805
Random Re-ranker0.67540.11550.07800.72800.22490.1637
MMR0.67810.16230.11010.72030.25040.1803
LambdaMART0.65560.12310.08070.71050.21410.1521
DELTR_large0.68250.16860.11510.72020.23880.1720
DELTR_small0.65300.13760.08990.69980.23400.1637
FA*IR0.62480.18340.11460.72370.25110.1817
Our Model0.7045P S † ‡0.1923† ‡0.1355S † ‡0.7313P † ‡0.25070.1834† ‡
Fairness and relevance combined results. P,S,, and indicate DLF's statistically significant better performance (paired t-test based on 50 evaluation queries with p-value<0.05) over the initial BM25 Retrieval, FA*IR, DELTR_small, and DELTR_large respectively.
\n" ] }, { "cell_type": "markdown", "id": "1e1f98b7-7907-425e-927b-260b834614db", "metadata": {}, "source": [ "\\* For more information, refer to our paper at ICTIR2023:\n", "[Learn to be Fair without Labels: A Distribution-based Learning Framework for Fair Ranking](https://dl.acm.org/doi/abs/10.1145/3578337.3605132)" ] }, { "cell_type": "markdown", "id": "f4ed1c1f-e4a7-44c0-9da8-9cb91cfdf70d", "metadata": {}, "source": [ "### Context-aware fairness evaluation" ] }, { "cell_type": "markdown", "id": "44ccc7aa-fe2d-4075-844b-8ba01bd49986", "metadata": {}, "source": [ "Another project we come up with is a fairness evaluation metric that consider the contextual relationship between queries and fairness categories." ] }, { "cell_type": "markdown", "id": "26e1fe31-1bc8-4b4a-8e36-eeec6886651c", "metadata": {}, "source": [ "**Assumption:** Fairness evaluations are more meaningful for query-fairness category pairs where the fairness category is more important to the query." ] }, { "cell_type": "markdown", "id": "cf285235-17f2-4792-ada7-fb6e14709cc0", "metadata": {}, "source": [ "Accordingly, we proposed a new concept **Applicablity** which measures how applicable fairness categories are to queries based on their contextual relationship. If a fairness category does not apply or barely applies to a query, we assign lower applicability to the fairness category and query pair. Enforcing fair exposure regarding the low applicability of the pair might not be relevant in fair-ranking tasks. " ] }, { "cell_type": "markdown", "id": "9470941c-fdb3-450e-9de2-59de35348e2d", "metadata": {}, "source": [ "With applicability, we define the *Context-aware Applicability-weighted Fairness Evaluation (CAFE)* of queries $q \\in \\mathcal{L}$ regarding fairness categories $f \\in \\digamma$:" ] }, { "cell_type": "markdown", "id": "0c8ed1f5-8f80-4c15-b8c2-b67f2e10b97e", "metadata": {}, "source": [ "\\begin{equation}\n", " \\text{CAFE}(\\mathcal{L}) = \\sum^{q \\in \\mathcal{L}} \\sum^{f \\in \\digamma} \\mathcal{A}^f_q \\Delta(\\cdot)\n", "\\end{equation}" ] }, { "cell_type": "markdown", "id": "d56171c2-2bb0-428c-a4c6-522761e2b51f", "metadata": {}, "source": [ "where $\\mathcal{A}^f_q$ is the applicability score and $\\Delta(\\cdot)$ is a fairness metric measuring the distance between target exposure and ranking exposure to be evaluated." ] }, { "cell_type": "markdown", "id": "aec0210d-1cdb-442f-85a3-bb0332254c90", "metadata": {}, "source": [ "\\* Our paper is under reviewed at NLDB2024 named: CAFE: Context-aware Applicability-weighted Fairness Evaluation." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.18" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "0e0dbc77d057489ba90b69bc8bb040a8": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "0f25e2e637b449fdbb516c546cf47248": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "DropdownModel", "state": { "_options_labels": [ "Trains/WikiProject Stations", "Rivers", "Schools", "Canada/WikiProject Political parties and politicians in Canada", "Film", "Higher education", "LGBT studies/LGBT Person task force", "Ice Hockey", "Architecture", "Football", "Biography/sports and games work group", "Olympics", "Baseball", "Basketball", "Women's sport", "Women writers", "Athletics", "Biography/arts and entertainment work group", "Elections and Referendums", "Journalism", "LGBT studies", "Novels", "Pop music", "Nigeria", "Festivals", "Catholicism", "Martial arts", "Socialism", "Feminism", "Organized Labour", "Companies", "Opera", "Visual arts", "International relations", "Dance/WikiProject Ballet", "COVID-19", "Sailing", "Law", "Theatre", "Disability", "Poetry", "Military history/World War II task force", "Military history/European military history task force", "Electronic music", "Jazz", "Linguistics", "Songs", "Chemistry", "Mathematics", "Fishes" ], "description": "Topic:", "index": 46, "layout": "IPY_MODEL_2c88d92ad82e44c2b450473865f2f1ac", "style": "IPY_MODEL_dfef343ca35e474daad8f44f5741cee1" } }, "2c88d92ad82e44c2b450473865f2f1ac": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "66bcabdbe17f4690a2ca6dd982500679": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_0e0dbc77d057489ba90b69bc8bb040a8", "outputs": [ { "data": { "text/html": "
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