4_SparkNLP_intro.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from __future__ import division, print_function\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import nltk\n",
    "import pyspark\n",
    "import spacy\n",
    "import wordcloud\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "packages = [\n",
    "    'com.databricks:spark-xml_2.11:0.4.1',\n",
    "    'JohnSnowLabs:spark-nlp:1.4.1'\n",
    "]\n",
    "\n",
    "spark = pyspark.sql.SparkSession.builder \\\n",
    "    .master('local[4]') \\\n",
    "    .appName('notebook') \\\n",
    "    .config('spark.jars', 'pysparknlp-1.0.0/lib/sparknlp.jar') \\\n",
    "    .config('spark.jars.packages', ','.join(packages)) \\\n",
    "    .getOrCreate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sparknlp.annotator import *\n",
    "from sparknlp.common import *\n",
    "from sparknlp.base import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nlp = spacy.load('en')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "medline_df = spark.read \\\n",
    "    .format(\"com.databricks.spark.xml\") \\\n",
    "    .option(\"rowTag\", \"Article\") \\\n",
    "    .load(\"demo-data/medline17n0001.xml\") \\"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "medline_df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- Abstract: struct (nullable = true)\n",
      " |    |-- AbstractText: array (nullable = true)\n",
      " |    |    |-- element: struct (containsNull = true)\n",
      " |    |    |    |-- _Label: string (nullable = true)\n",
      " |    |    |    |-- _NlmCategory: string (nullable = true)\n",
      " |    |    |    |-- _VALUE: string (nullable = true)\n",
      " |-- ArticleTitle: string (nullable = true)\n",
      " |-- AuthorList: struct (nullable = true)\n",
      " |    |-- Author: array (nullable = true)\n",
      " |    |    |-- element: struct (containsNull = true)\n",
      " |    |    |    |-- AffiliationInfo: struct (nullable = true)\n",
      " |    |    |    |    |-- Affiliation: string (nullable = true)\n",
      " |    |    |    |-- CollectiveName: string (nullable = true)\n",
      " |    |    |    |-- ForeName: string (nullable = true)\n",
      " |    |    |    |-- Initials: string (nullable = true)\n",
      " |    |    |    |-- LastName: string (nullable = true)\n",
      " |    |    |    |-- Suffix: string (nullable = true)\n",
      " |    |    |    |-- _ValidYN: string (nullable = true)\n",
      " |    |-- _CompleteYN: string (nullable = true)\n",
      " |-- GrantList: struct (nullable = true)\n",
      " |    |-- Grant: array (nullable = true)\n",
      " |    |    |-- element: struct (containsNull = true)\n",
      " |    |    |    |-- Acronym: string (nullable = true)\n",
      " |    |    |    |-- Agency: string (nullable = true)\n",
      " |    |    |    |-- Country: string (nullable = true)\n",
      " |    |    |    |-- GrantID: string (nullable = true)\n",
      " |    |-- _CompleteYN: string (nullable = true)\n",
      " |-- Journal: struct (nullable = true)\n",
      " |    |-- ISOAbbreviation: string (nullable = true)\n",
      " |    |-- ISSN: struct (nullable = true)\n",
      " |    |    |-- _IssnType: string (nullable = true)\n",
      " |    |    |-- _VALUE: string (nullable = true)\n",
      " |    |-- JournalIssue: struct (nullable = true)\n",
      " |    |    |-- Issue: string (nullable = true)\n",
      " |    |    |-- PubDate: struct (nullable = true)\n",
      " |    |    |    |-- Day: long (nullable = true)\n",
      " |    |    |    |-- MedlineDate: string (nullable = true)\n",
      " |    |    |    |-- Month: string (nullable = true)\n",
      " |    |    |    |-- Season: string (nullable = true)\n",
      " |    |    |    |-- Year: long (nullable = true)\n",
      " |    |    |-- Volume: string (nullable = true)\n",
      " |    |    |-- _CitedMedium: string (nullable = true)\n",
      " |    |-- Title: string (nullable = true)\n",
      " |-- Language: array (nullable = true)\n",
      " |    |-- element: string (containsNull = true)\n",
      " |-- Pagination: struct (nullable = true)\n",
      " |    |-- MedlinePgn: string (nullable = true)\n",
      " |-- PublicationTypeList: struct (nullable = true)\n",
      " |    |-- PublicationType: array (nullable = true)\n",
      " |    |    |-- element: struct (containsNull = true)\n",
      " |    |    |    |-- _UI: string (nullable = true)\n",
      " |    |    |    |-- _VALUE: string (nullable = true)\n",
      " |-- VernacularTitle: string (nullable = true)\n",
      " |-- _PubModel: string (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "medline_df.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "text_concat_UDF = pyspark.sql.functions.udf(lambda arr: '\\n\\n'.join(arr) if arr else None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "texts_df = medline_df \\\n",
    "    .select(\n",
    "        text_concat_UDF(medline_df[\"Abstract.AbstractText._VALUE\"]).alias(\"text\"),\n",
    "        medline_df[\"ArticleTitle\"].alias(\"title\")\n",
    "    ).distinct()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29932"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "texts_df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- text: string (nullable = true)\n",
      " |-- title: string (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "texts_df.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+--------------------+\n",
      "|                text|               title|\n",
      "+--------------------+--------------------+\n",
      "|                null|Formation of fert...|\n",
      "|Human glucose 6-p...|Purification of h...|\n",
      "|The interactions ...|On the interactio...|\n",
      "|                null|If you like varie...|\n",
      "|One inbred mouse ...|Molecular nature ...|\n",
      "|Peptic and chymot...|The amino acid se...|\n",
      "|The kinetic mecha...|Investigations on...|\n",
      "|                null|Patient classific...|\n",
      "|Microcalorimetry ...|Microcalorimetric...|\n",
      "|The chromatograph...|Chromatographic b...|\n",
      "|The metabolism of...|Metabolism of del...|\n",
      "|The management of...|[Past and present...|\n",
      "|                null|[Periarteritis no...|\n",
      "|Fast reaction tec...|Mechanistic studi...|\n",
      "|The nature of mol...|Intermolecular fo...|\n",
      "|                null|[Clinical charact...|\n",
      "|A method of isola...|Isolation, chemic...|\n",
      "|1. Techniques and...|Kinetic studies o...|\n",
      "|Lipids are separa...|Separation of pes...|\n",
      "|                null|Proceedings: The ...|\n",
      "+--------------------+--------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "texts_df.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filtered_df = texts_df \\\n",
    "    .filter(\"text IS NOT NULL\") \\\n",
    "    .filter(\"title IS NOT NULL\") \\\n",
    "    .withColumn(\"length\", pyspark.sql.functions.length(texts_df[\"text\"])) \\\n",
    "    .persist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15377"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+--------------------+------+\n",
      "|                text|               title|length|\n",
      "+--------------------+--------------------+------+\n",
      "|Human glucose 6-p...|Purification of h...|   511|\n",
      "|The interactions ...|On the interactio...|  1131|\n",
      "|One inbred mouse ...|Molecular nature ...|  1200|\n",
      "|Peptic and chymot...|The amino acid se...|  1025|\n",
      "|The kinetic mecha...|Investigations on...|   651|\n",
      "|Microcalorimetry ...|Microcalorimetric...|   661|\n",
      "|The chromatograph...|Chromatographic b...|   579|\n",
      "|The metabolism of...|Metabolism of del...|   871|\n",
      "|The management of...|[Past and present...|   598|\n",
      "|Fast reaction tec...|Mechanistic studi...|   830|\n",
      "|The nature of mol...|Intermolecular fo...|   751|\n",
      "|A method of isola...|Isolation, chemic...|  1228|\n",
      "|1. Techniques and...|Kinetic studies o...|  2539|\n",
      "|Lipids are separa...|Separation of pes...|   504|\n",
      "|I report further ...|New techniques fo...|  2058|\n",
      "|A DNA kinase has ...|A deoxyribonuclei...|   752|\n",
      "|A simple and accu...|Quantitative dete...|   554|\n",
      "|The protease acti...|[Changes of prote...|   741|\n",
      "|Prematurity is by...|   Premature labour.|   815|\n",
      "|A simple, quick a...|A simple method f...|   715|\n",
      "+--------------------+--------------------+------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "filtered_df.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sample_df = filtered_df.limit(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "document_assembler = DocumentAssembler() \\\n",
    "    .setInputCol(\"text\") \\\n",
    "    .setOutputCol(\"document\")\n",
    "\n",
    "tokenizer = Tokenizer() \\\n",
    "  .setInputCols([\"document\"]) \\\n",
    "  .setOutputCol(\"token\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tokenizer_pipeline = pyspark.ml.Pipeline(stages=[document_assembler, tokenizer]).fit(sample_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.14 s ± 48.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "sparknlp_time = %timeit -o sparknlp_num_tokens = tokenizer_pipeline \\\n",
    "    .transform(sample_df) \\\n",
    "    .selectExpr('sum(size(token)) AS num_tokens') \\\n",
    "    .first()['num_tokens']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.136 ms/doc'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'{:0.4} ms/doc'.format(1000 * sparknlp_time.average / sample_df.count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sample_texts = sample_df.select('text').rdd.map(lambda r: r[0]).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.56 s ± 5.31 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "spacy_time = %timeit -o spacy_num_tokens = sum(\\\n",
    "    len(doc) for doc in nlp.pipe(sample_texts, disable=['tagger', 'parser', 'ner', 'textcat'], n_threads=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.556 ms/doc'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'{:0.4} ms/doc'.format(1000 * spacy_time.average / sample_df.count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.17 s ± 9.24 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "nltk_time = %timeit -o nltk_num_tokens = sum(\\\n",
    "    len(nltk.tokenize.word_tokenize(text)) for text in sample_texts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.17 ms/doc'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'{:0.4} ms/doc'.format(1000 * nltk_time.average / len(sample_texts))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The main contributor to Spark NLP performed detailed benchmarks comparing Spark NLP and spaCy (link to be added)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from pyspark.ml import Pipeline\n",
    "from pyspark.ml import feature as spark_ft\n",
    "from pyspark.ml import clustering as spark_cl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "document_assembler = DocumentAssembler() \\\n",
    "    .setInputCol(\"text\") \\\n",
    "    .setOutputCol(\"document\")\n",
    "    \n",
    "sentence_detector = SentenceDetector() \\\n",
    "    .setInputCols([\"document\"]) \\\n",
    "    .setOutputCol(\"sentence\") \\\n",
    "    .setUseAbbreviations(True)\n",
    "    \n",
    "tokenizer = Tokenizer() \\\n",
    "  .setInputCols([\"sentence\"]) \\\n",
    "  .setOutputCol(\"token\")\n",
    "\n",
    "stemmer = Stemmer() \\\n",
    "    .setInputCols([\"token\"]) \\\n",
    "    .setOutputCol(\"stem\")\n",
    "    \n",
    "normalizer = Normalizer() \\\n",
    "    .setInputCols([\"stem\"]) \\\n",
    "    .setOutputCol(\"normalized\")\n",
    "\n",
    "finisher = Finisher() \\\n",
    "    .setInputCols([\"normalized\"]) \\\n",
    "    .setOutputCols([\"ntokens\"]) \\\n",
    "    .setOutputAsArray(True) \\\n",
    "    .setCleanAnnotations(True)\n",
    "\n",
    "nlp_pipeline = Pipeline(stages=[document_assembler, sentence_detector, tokenizer, stemmer, normalizer, finisher])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15377"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nlp_model = nlp_pipeline.fit(filtered_df)\n",
    "processed = nlp_model.transform(filtered_df).persist()\n",
    "processed.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stopWords = spark_ft.StopWordsRemover.loadDefaultStopWords('english')\n",
    "sw_remover = spark_ft.StopWordsRemover(inputCol='ntokens', outputCol='clean_tokens', stopWords=stopWords)\n",
    "\n",
    "tf = spark_ft.CountVectorizer(vocabSize=500, inputCol='clean_tokens', outputCol='tf')\n",
    "\n",
    "idf = spark_ft.IDF(minDocFreq=5, inputCol='tf', outputCol='idf')\n",
    "\n",
    "feature_pipeline = Pipeline(stages=[sw_remover, tf, idf])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15377"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_model = feature_pipeline.fit(processed)\n",
    "featurized = feature_model.transform(processed).persist()\n",
    "featurized.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lda = spark_cl.LDA(k=10, featuresCol='idf', seed=123)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lda_model = lda.fit(featurized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----+--------------------+--------------------+\n",
      "|topic|         termIndices|         termWeights|\n",
      "+-----+--------------------+--------------------+\n",
      "|    0|[190, 205, 26, 2,...|[0.02333332446572...|\n",
      "|    1|[269, 50, 23, 342...|[0.02668625316439...|\n",
      "|    2|[68, 34, 21, 5, 1...|[0.01762884613450...|\n",
      "|    3|[229, 423, 398, 4...|[0.02724245594106...|\n",
      "|    4|[8, 338, 230, 168...|[0.03898888582862...|\n",
      "|    5|[14, 75, 150, 153...|[0.03188585686356...|\n",
      "|    6|[38, 4, 10, 94, 1...|[0.02507187310853...|\n",
      "|    7|[4, 1, 152, 120, ...|[0.02530603218789...|\n",
      "|    8|[104, 450, 91, 20...|[0.02086532821713...|\n",
      "|    9|[10, 163, 203, 25...|[0.04029549307079...|\n",
      "+-----+--------------------+--------------------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "lda_model.describeTopics(maxTermsPerTopic=100).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tf_model = feature_model.stages[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [('transport', 0.02333332446572968),\n",
       "  ('uptak', 0.023321997251164718),\n",
       "  ('c', 0.021595236688264376),\n",
       "  ('ph', 0.017723648848613972),\n",
       "  ('+', 0.01718960930381554),\n",
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       " 4: [('cell', 0.03898888582862984),\n",
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       "  ('ii', 0.0020864735895464058),\n",
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       "  ('natur', 0.0020302231669023364),\n",
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       "  ('human', 0.0018654540618650772),\n",
       "  ('exist', 0.0018566994235672688),\n",
       "  ('comparison', 0.0018247839330591059)],\n",
       " 6: [('bind', 0.025071873108532636),\n",
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       " 7: [('enzym', 0.025306032187890896),\n",
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       "  ('includ', 0.0017137610526719125),\n",
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       "  ('system', 0.0016938426049721632),\n",
       "  ('molecul', 0.001663889465053691),\n",
       "  ('content', 0.0016274670546847783),\n",
       "  ('test', 0.001606394252581992),\n",
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       "  ('new', 0.0015699932772078394),\n",
       "  ('complet', 0.0015665538302913928),\n",
       "  ('treatment', 0.0015660981264261186),\n",
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       "  ('oral', 0.0015459403727706455),\n",
       "  ('wherea', 0.0015235487119146462),\n",
       "  ('organ', 0.001516204861589381),\n",
       "  ('greater', 0.0015087182149828146),\n",
       "  ('occur', 0.0014988252369424208)],\n",
       " 8: [('x', 0.02086532821713222),\n",
       "  ('fetal', 0.01844822996439241),\n",
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       "  ('p', 0.006275312578798356),\n",
       "  ('rabbit', 0.006198732322567654),\n",
       "  ('human', 0.006122356303328323),\n",
       "  ('level', 0.005936512565087348),\n",
       "  ('extract', 0.00588951647580178),\n",
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       " 9: [('+', 0.04029549307079224),\n",
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       "  ('compound', 0.0019950369142618003),\n",
       "  ('similar', 0.0019880405332973533),\n",
       "  ('correspond', 0.001974417565251843),\n",
       "  ('present', 0.0019546148792422315),\n",
       "  ('group', 0.0019419423365186587),\n",
       "  ('model', 0.0019253439378549343),\n",
       "  ('significantli', 0.0019247081004860292),\n",
       "  ('prepar', 0.001878716287186536),\n",
       "  ('method', 0.0018756716771470316),\n",
       "  ('although', 0.0018434826606575896),\n",
       "  ('appar', 0.0018290354580352006),\n",
       "  ('greater', 0.0018226383687706038),\n",
       "  ('possibl', 0.001820268944210402),\n",
       "  ('muscl', 0.0018098868869110085),\n",
       "  ('metabol', 0.0018096200563382815),\n",
       "  ('contrast', 0.0017746067550503549),\n",
       "  ('larg', 0.0017677198321199685),\n",
       "  ('two', 0.0017641629643889985),\n",
       "  ('low', 0.0017565510165721415),\n",
       "  ('depend', 0.001750538815411385),\n",
       "  ('evid', 0.0017420062180856007),\n",
       "  ('potassium', 0.0017402083239434955),\n",
       "  ('respiratori', 0.0017272243222555504),\n",
       "  ('sodium', 0.0017248935067554164),\n",
       "  ('three', 0.0017160475683291772),\n",
       "  ('comparison', 0.0017037785482519386),\n",
       "  ('na', 0.0016893841413367086),\n",
       "  ('local', 0.001676468536946178),\n",
       "  ('patient', 0.0016707277644749002),\n",
       "  ('inhibit', 0.001667460372238853),\n",
       "  ('revers', 0.001666588612181961),\n",
       "  ('due', 0.0016645173407100196),\n",
       "  ('shift', 0.0016563819575273918),\n",
       "  ('known', 0.0016562610416234835),\n",
       "  ('sensit', 0.0016406389206529857),\n",
       "  ('upon', 0.0016390879692659934),\n",
       "  ('dissoci', 0.0016351777902830157),\n",
       "  ('consist', 0.0016167864951309675),\n",
       "  ('import', 0.0015944924162221937),\n",
       "  ('acid', 0.0015722227800359996),\n",
       "  ('rapid', 0.0015690318747277462),\n",
       "  ('anim', 0.0015587486453508073),\n",
       "  ('mixtur', 0.0015560015485254284),\n",
       "  ('amount', 0.0015443476179984328),\n",
       "  ('water', 0.0015195176156736524),\n",
       "  ('variou', 0.0015170212725741376),\n",
       "  ('lead', 0.001511400860331494),\n",
       "  ('ratio', 0.0015103262732167274),\n",
       "  ('without', 0.0015086964939397037),\n",
       "  ('area', 0.0015086948534223054),\n",
       "  ('remain', 0.0015067895605736657),\n",
       "  ('phosphat', 0.0014917787872979417),\n",
       "  ('transport', 0.001490461174953095),\n",
       "  ('alter', 0.0014859649319625377),\n",
       "  ('analysi', 0.0014802413136624224),\n",
       "  ('kinet', 0.0014749069025788602),\n",
       "  ('combin', 0.0014592466523690108),\n",
       "  ('investig', 0.0014402283040801697),\n",
       "  ('rise', 0.0014342029352433113),\n",
       "  ('drug', 0.001429655065230864),\n",
       "  ('report', 0.001429468407065515),\n",
       "  ('intact', 0.0014215779655467765)]}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_vocabs = {}\n",
    "\n",
    "for row in lda_model.describeTopics(maxTermsPerTopic=200).collect():\n",
    "    ((_, topic), (_, terms), (_, weights)) = row.asDict().items()\n",
    "    topic_vocabs[topic] = [(tf_model.vocabulary[term], wt) for term, wt in zip(terms, weights)]\n",
    "\n",
    "topic_vocabs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f8f8d4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[0]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f8f7b128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[1]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f8f9c390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[2]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lqIS+ys1Rvd5gfT5pHBeP4WEvIoWfQHqGSE/30I+feSctpWXzu8Oev3RGGjWVR5Ynn359EdmlNl64e09C+ftP1qfodXQw5eRicKUR6ewg0t0FDE0cdKIjlTjIOWs2Sl8fhrQ0DO4sIh3tqOEQ5oJCIp0dqMEABqcTwWhCDYUI1hzAMXM2clcnhvQMula8M8isxwiHFIzR/0eRFL98MIMLLrUB+knguXfPoXP/ZmyZhQiCgBIJYs8qwtfRgL+zgWBvK2lFU+g6kNxk03X+6WiBIEgSWjCEFtGZlRaRCe6sxjqzAkNWBp53P8I2swLf+sq4/r/5i5sl51m57ZYu3v73odPVEH/DvCs/j2VMEQZXGpqm4d22ldaXdSMEwWgkc/E5OKbORFMUulYti9vVl/3gThSfl7qHfhUtG9hHstuRPR5qf/fLhLkivb0Eaw9E50qCTZqmzTniDQyCE+YkkAznXmDh2X8OXRw0HEw7K5sLvzOOgEembpsnygTmXJzHgivGkFVk5adnrAbAlW3mqrsmkTfejmQQ6G4KsuJvtXHlM8/JYfvKDlb8TZchl85I4/L/nUjAI/PcT3fRUae/dPMvL2D2BXnYM4xseauVd/9SM+g61WAAY9k4gCgT+P+Mvi0DjsT9H6go4tuxLb6sXyCuaTExWRJDgOMC7QgilFEkRU/9TgxmG6ocwmBxIAlWeup3IhnN+DrqsKTlYE1LfeIVDBKCzYrqDyA6bAR37gfAOquCSFMbxoIctHAEgzsN45hckMToaUCUYN6iJGLNIf6GLc//M2WdFonQ8c7rdLyT3Hfg4H13DqvPYHMdD5zQTGD+IvNxYQImq8RVd03it9dspLM+wGW3T4jWbfx3C3vXdPHdF06OlnnaQ/z165UsvqkYq9MYJfQDy997LCYOMJpFLv/fifzqsx8z89wcPvvjifzlZl1MMfvCPP761UrCQSVqxTEY1FAI0WZDCjmP1e3/56D/A1XVxLJkH+8oUT6h0VO/I/obucfOouvgIdHdobJgbxuNW5LrdQDktk5866sSTmHh+mbQNHpeWhaba8DfAFOmm3C6RoMmJ8MJxwREUf/mBQFstuHt7IYqCsodZ6e7JURnvb4737GqY9jrHAx54x1kl9r4/st6pAxPe0xRtG1FO+GgLhdU5CMTLcFowuBMQ7JYPzXF0ShGcUwwgEl3HRi+fb5v3QDxzkCGPwTmv+DUT8644T8NJxwTePrFTPbtlSmfYODF50buJToYBIG4F2coxHi443c1Bnjg0vUJdeFAaqWabWIh/j0NSA4LGUtPouPlNaihEJ4N67CUjh1UfmkvTKfoggpy5pVgyXGAqtFX00Xb+lrq/r2DSF8ooU/eqWOZ84vz0WSV5Zc/Qahr8FOXIAoseelGzG5dzrv38Y/Z+/jHCe3MGVZKPjON3IWl2PJdSBYjze9XU//mLjo26aauSljBYE/oGoV7ej4LH/ps3DyCKJCzoJSi8ypwjsvE5LIQ6vLTu6eNto/raHpvH5qcXIckiAL5Z5STe0oZ6RW5WLLshLr9ePa20/LhARpXpO6b7P5OuvNcHKVuTE4zgiH1DvNwncfhSBufTcHSCRSdV4HRbiLcF8TX0EvHhjr2PpHa4W6gXqj+rV1U/nIFtjFpFF8wOfYOaEd+B/5bsOiMRMfRUeg44ZhAZ6dKd7fKNZd2ctmVtuMyR902D8v/Wsvtby7A2xVm5/udVH+sm/Fdd/8UMgosONxGvvboLB7+4vB3LHXbPDx9+y6+//I8RBFWPVnP+hebjtgv8+J5hB/pZsw3L6L2588CoCky5sIi1GAgJQO48INbon/7Gnvx1nSRXpFL5swxZM4cQ8XNC5F9Yd4+75G4fi0fHgBAMIgsevhy3rv6yUFtAWfdcXaUAXRsbkjKAHIXljL33guj16HuAN69beQuLGPM0on6vKsPEmjxYM6wJvRPhrQJ2Zzxz2txFB8yP9Qg4g1hdJoxOs04SjJQFZXGZXuS9j9/+dcQTTGnnXBvEE91B7Y8J3mnjSPvtHHM/PFSNt3xFs3v70+5jrzTxjLnZ+eDAH0HO6l9uYpAmxeDzYR7ej75Z5QDoIRkdj+yFn9jL+0bEg0GTC4L835zCWkTYnG/eve04Q3KmDKsuKfm456Wz4Sb5nHwhUp2/P7DQZ9P/mnjKDovZsHla+zFWzu0dwDgB3el8bkvOIasUtlRFeaaC4+PQ+CkKUaef0vXC8wa28hgjvdXft7OT+5JZ+e2CFdfEO9p/4M707j2JkfSfvc/5Ob+FLYU04sbE8pcaSI/uCuNcy+yYjQO/pBuvraDtR8mMttLrrDxs1/r7+9Zc1tYsSEvrr69TeEbN3Ty+L+ysTtic9TVyFx+ThvBwPETdZ5wTOD+X/Txre/pP97pi8289PzIdQJG0UJEDcaVTXItYrfnIyqXtVG5LP7FKbZPZ8/95Xzc8VLS8QbK/Y9UXr/dk/QksO6F1MxA7vVT9vPrafxTTFlkysxCC4cx5uSm7AfQtLKa3X9eg79Z95w02EyMv2EO4645Sb+2m5L202QVwSBiy3eRPaeY9g2pTR1zTymL3d+buxLqjU4z039wFqAT2qoHVtK6+gCaqiFIIgVnljPl26eRN2CcocCS48BRnIG3rpt9f99I27oaIn0hJLOBtIk5FJxZTuvamqR97WPSogzAW9fNjt99QMfmBjRV/6gypuQx5Zunkj45l1l3nI2v4Xk8+xPN9kSjxNRvnRa1m//gxmejYwAcfKGSC1Z+HUESkcwGAq1eWtckX9OM25dEGUDYE2TH7z+MY2CWbAcVX1vImCUTKLt8Bj272mh8NzmDg9hvO9J34NobY8Ry2RsBNn8cxmSC05dYmD0vJkb55o2d1NfKNNaPzETUlGFDCUbQVA0tomDJS0MJyYQ7j33sojUfhPD7Yr/PVdfbcaXpJ7YVbwc4sG/oYV28XpVZc0xxDGD9RyH6elXsTpGKqUbSM/SxH/xbJpctbaOhLvX4X/22k+1bw/T2qMw/xYJkgOwciTvuScdmF9i6KYwc0ThprpniUgOXXGHjuSd9w30EQ8YJxwRqDyY+PIvkAATSjNn0RFoJKT7STflYJQfd4WaCiv4SOY2ZWCUX7aFaDIKJEvt0eiNttAdrAMgyF9MWPBgd9/Ax6nxV5FhKP4G7TI7mR97qj14QRTKP4cNR/8ZOKu+L94mQ/WF2PbwGS5Y9ugMXJBHtMNvp5g8PUHCmvoMtuWTKoExAMuuvi+wL0/JB4o557JUzMWdY0VSNDT98ne4dLdE6TVFpXL4XX0MPi/58BYI4dH1P2vhs2tfXsfGON1GCA2zYQzJdVU10VaVmrFO+dRoA/iYPa77xIuHe+E1B944W1n7rZeb/9hIypuYz40dL+PBLieZ4WbMLsWTrxLKfkB2Ohrd3U3TBZAAKz56Y9BmBflrqH2ftN1+i72C81Vew3cuWu5cxZolusDDp5gU0rRxcXDXSd6BkbIwEfP/rXbzzekwE+8RfvNzyPRdf+R/dKGHNB6Eh+ygkQ9GVc/HubyPc5ceS56JvTysZs0toXbELxR8e8bjJ8OF7QT58L/Zbn3uxNcoE3nk9EDMRHQJUBZ78q5errnfw8rM+3nsnGEfkDQaBz3/Jzq0/SsNiFfjCzQ5+/uPUnthXXGuPnjjOudDKA39yAzBtlonbvtHF26/pa/v8Fx3c9tM0TltsOa5M4IRTl99xt4uysQbu+VUa+/boDzrTXMQk1yJkLcL09KVIggGHIQNZizAr47xoX7epEINgAk1DEgwYBBOKFovLE1GDlDt1Za0oSEnH+DRhLswi+/JTyf38meR+/kwEScK9eCn2KdMxuN0p++14aHXKupqXtkX/dpQkenPWvhKrz11UFhX3DIam9/bFEWMABCg8d1K0fiADGIie3W00rUjtLJQKm+96J25Ok8HOxJwzB+3jLHWTM0+PjbPzoQ8TGEA/lJBM1QOrAF30lD23OKFN+uTY8b17e/J7Gyj6GSjqSYUDz1cmMIBksOY4yJ0/eIyfkb4DZ52ji+Q2rA3FMYB+/OXBPjo7dKYxd+HRKVcDTT0IkkjajELUiIIlP41AYw+SxXjkzp8Q0sTkYT+e/4ePS89q5cm/ehN2+bKs8cSfvbz8rE6o5x9BCd3TFWPC77weoKVJP1lt2RCOMgCAlw6NN3b88X0+JxwTeP3VIP98ws+/ngnw0G9jcWxagwfoDNXTE27GacxCQyXNmINBNCEcOqPX+ippCuxBQyOoePEpPXSFYjK+3kgbKoc89jQ1bowTAQVfO59QfTvmMVlEOvvQFIWejz4gVFdLqDG1M5rsS72L6t0Xk90mI/CdWxrpq9EJkSCJ0Z3s4bDmxkxUk4mC7IXp0TaDKUIBmlellrunQsQbL2dV1DDByOBBw3JPKQNB10ukEs30o+9gTASUv7g8od6UFlMshrqTiygHlhtdyQlB/2kCoGn54MxwoKI+86TCQduO9B0YO14/CezcljyIYSSiUb1Hrysbd3SCg6bXKml5Zwc1T6yh9d2ddK6ppntzLeGu47fLHS5copt8w9iEcnUINgOvvaQT8Pwxg4cN37Y1/rfavUN/vms/jN+k9IuzsrKPL5ke8a8qCEIR8CSQB6jAI5qmPSgIwp3Al4nFDrj9UDC5ISEc1njnjQAlZQYef8bNjdfoBCrfOp40Uy5m0UZP33rGO+fhibQTUcMkyFAOoTfcygTXAvZ61mKRHBTbp2E3ZGCW7NilNAqsE6NjWCUXRfYp2A0ZTHDNp8ZbSVhNfmRcfMY9AGzf+QxtbduStjkSZk6/Ebd7PI1NH7Nnrx5CNtLuwbNuN64FFRjSdNMZNRQ65CWbhuIb/seihhXUiIJolDBYk+8oPvraCyx9+UYki5FJX55P9T82JrSZ9+uLAdj1lzVJd/n9Ig6A1o8OJtQPxJHqhwJNU5HVwUUI/eKUxmW7k4pvUqHonElUHSZa6d7WTOmlepTQrNlFybqRM2C33r0t+Wmh6LxJ0b9Pf3LQ6OpxSK8YXCc0GAZ7B1oPRTgdU5iacI0p0utaW2K6gDEFJ9PX14TbPZ6GhjVkZk6kta1qaAvqj+Y5jN/kk4IgiEjayMhi7QH9hGA0CpjNAqFQ8vvrJ/r9aG/Tn2vlpuTvs9kiIBkYVEl+NDga1i4D39U0bbMgCE5gkyAI/Yb6v9U07VeD9E2JHYd2JDu2RWhvjbHfRv9u2kM1qIeCRm3qev3Qbj71i+SJtOOVdSYSVLzs9axlr+dQvgHFR89hYwysHwyBYDdoGr29R53UJw4ND+rMoPkvb+KcqxMw0WTEXjGVSGcH4Y7kuQaOFrIvTOOyvRRfPCVpffrkXBzFGWiqRuM7yRWUBtvQT1OaqqGE5KiOYSQwGew09g7OgI1OfTce8Q5P3iwYRAx2U9zuumX1ASJ9ukVSKpFZycWx4GcNKSyVjM6RmSqKg5ihHg3efTPAl7/pZPE5VqbONLH9sF3qZVfbKCzWf6d1A6xeFCWMp68Buy0Hk9mF3ZZzKE7/sQ3T/EnDq/ZiFRyx+EOHoWycgUVnWDjrXAvpGSJOl4jZImAy6YR/KEjFHFKVH2+M+CvUNK0ZaD70d58gCLvQcwsfFe7/XTpNjQpFJRJZWRK33OrkxT/LaKhRBgDE/T0YBms31DEOx9p1D4yo35FgKc4h59ozCTV00PqkHrxuoMewZLOj+I/P0bnmlW1RJmDOtBPqjM1TeI6+e23/uI5gR4r5hxmyQZNVOAoRc0QJUOCaQpMndZqKfovaYxFNQgnK7PrzGqZ/X9dDzHvgYprfrybQ7sVgMZIxNS9qfdOxqYHG5cmZgCDpi5EDEXp2tg55fm/d0SddSob+XakoweP/yuK5J31s3RjGYIBTF1u48LIYw/P2xQh8S6vu7dvcqsf5OVDz/yN1pgB0Kc0JDGDuAjO3/sjF1JlHLzpOtaP/tBzej4l1kCAIpcAsYD2wCLhFEITrgY3op4Uhv8HL3tLlYturYkem5sDQIvr9pyP3usU0P7aM3GtjCk/J6UILRxC5hCX1AAAgAElEQVQtVhzTZ9K77qNBRhg5PNUddO9oIWNKHsUXVLDvSV0kJBhEChaPB5LrAvoh+4bniCSlEE0NFUbRgqyGU+7YACKeINYcBwb78LiNpqhJZex1r+3AlG5l4o0nkz2vmOx5iQrklg8OsPWe5Sn9LSIe/f0O9wZYd+unk0nqcLy/IsjpZ1kwmwWu/7KD678cXy/LGg898MnkmRgOrMOMKDAUhLUQTtFNUPFF36tLr7Lx03sz6M9ZpSrw1OO6gri3R8PrUQkGNZwukd8+ktqA40TFUTMBQRAcwIvAtzVN8wiC8DDwM/TP4GfAr4GbkvSLSzTfj+XvBHGliVxxjZWV74Y4sP84CcJOQKihCOGmeGsRubsLJeCPxdI4jqh5eRsZU/IoOn8y+/6xETTImVcSVYoOJssPdcaUmKZ0K+Ge1CZ4pjTLsExEkyGs+DFKlkHFgf6mXlzlWdiLhpcpzd+SmuBV/2MjRqeZcVfPQvaFkaxGlJBMsN3Ltl+vonNLorPRQARadXNmS6Yd0SihRj79fNLf+mInf3wik0VnWFBkXRkcDmvU18psWBPmhad91NWceN9huvvYi8hcYiYaStx79eNfpEcZwIa1Ie74bjdNDYm/W8EgepUTGUfFBARBMKIzgKc0TXsJQNO01gH1fwWShtY7PNH8wLrb73RRuTnMD+5wcfMXUpvQWa1ucnNm4s4Yh92egygaCQS76O7eT139akKh1OGhnc4CxhTMIz2tFLPZhSwHCQZ76e7ZT3PLJgKB+HnLx51PcdEpcWXrNzyIzzf4kd6dUU5x0am4XIWIooEDB5dT37AGVU20xgi3dJP/lfMwj8lkzP9cTOPv/43RnQmKMuz0kiNB88pqpnzzVGwFLjJnjKFza2NUuQoMSrAGWqCkT8qhbV1qfYmrfPDsW0OBUbISlAffnXZubSLvtHFkTMlL6iORCoP5HUz+xiLGXjWLrb94l4YU+pFB13SISYhGCfeMAjo2Hp8Q5MPBfQ+5WXSGhZ5ula9+viOlpdAngUg4RgrMZgH/ICFdyicee9NJl+hGIZ7hmUz6hsXbp/KtL3bi9SZfU7/D2H8aRrxqQRAE4FFgl6ZpvxlQPjB/4qXA9sP7DobXl2fz/FN+nvnHkT2Fy0qXYDRaOVCznDXr7mf1mntobFxP4Zj5LFrwA6ZNSW59sfiMe5g7+xbMJhd7973GmnUPsKXyMZpbNumMJJDIeKr3v8l7q27nvVW3D/lezjz9F8yccROKEmL9hgdZ9cFPCUe8nHbKHWQmSdQSbu2h+ZG3qP72IzT+/t8AqJEIaiQCinLcTwJqRGH1V54H9BAR2fOKKThLFwV5qgcPsuet7Wb/07p8eO69F5I+KXlIYFuBi7m/vDBp3XCgqBEcpsxB2xx8oZKGd/ZgSrOw+JnrMGckV+iKJolFf9LjFHnruqm8d0XSdhNumsfYq2YBjIgBAPhbYmat839zCeOuPemIfUzpQwuvMVKcc6E+/s3XfroMAGD/AE/eW77nStnuO7encfpZQ1eytw7I8zxvEH+HXrWDLiW5ZVdbq5qSAWTnSPzx70e/ufk0cDSsaxFwHbBYEISth/6dD9wvCMI2QRCqgDOBWwcd5TBctLSdzRt1eewPvzN4/tOdu55nX/Ub9PQcRFEiKEqYxqb1NDbq4RoyMsYl9OlPot7UvIHKbX+nq7uaSMSP399OU/MGqvcfVVrkOAiCgM/XxvadzxIK6R9/S8sW9lW/jpCEoNsnJ8qYFW8fgsGAb9eOT0Rz1B9ywJJtp/jCmLXQYPqAfhx4bguRvhCCKHDy/ReRd+rYaJgFBMieV8yC312KZDEcdVpYDRWjdGTHtp1/1J2orHlOFv7ps2TPK44TRaVNymHBg5eSMTUfTVGpvPe9lGvT5BghyZw1JmUYhiOhcYB/QMXNC5n7ywsQjfGiBKPTzPjr53LKI1cy68dLRzTPcPE/t7mYONmI2fIJ5WU4Aj73BQdXXGtHHEClHE6R7/4kjS98NXlcoFTYujGm4/nMlXZOX5KcgfSq7fSqyTc8Y8v1EA6HY+4CM0+8mEVm1n/mSeBorINWE/vEB+IoqaiI7nYA3V0jMzfr7jlIYeFCDIbEHVRuzgwUJUL1/njRSqZJd8ZJN+ZilZx0hhtQNQVZi9AZTh2yIRUEQX8hmls2JpjNtbRWMmH8xYhi/OMPt3RjyncTbo6dRDRZxls1/CB2xwL5p407tAZ10Ng1/Qh1B6j61Upm33UupnQrc35xPqFuP76GXhwlGZhc+odX9/pOLFn2OLv64UJRI1R3DB5YDSDcEyDsCWJyWbCPSWPeAxcT9gTx1XVjzXVhyY6FMt32q1V0b29OOVbTe9WUXzcHyWxgwYOXJtTL/jCBNi/dVc3UvraD3j3JTXqr7nsPo8Mcvf/cRWWct+xmwp4QmqJisJvi7PnbPx566sqRQFV066BFZ1gSom0qMnh6Var3Rrjlxk4C/uQcMn+MRE6ehMMp4nQJ5I+RmFARu4fps0xc/jk73j59N+31qHS0q0lj7Hi9Gg6HgCjBHb9M56vfdlK1JUx2jkTFNCNGo0AkovGbX3j4wZ1pQ7rHfz3l47ovOaI29394LJNV7+pKeptdIDtXwmYTWDov8RTQWK9EfSV+9usMrrrOzoa1YTIyRWbMNkWd6B5/2MuNXxseczoRcMLEDjJIZiTJTIazlPbuXUiSGVkJYjI6UFUZRQkhSeaEJOjJEImkNqN0uYro9dQiy4d55ykeMk1jCKpe+uQugkofOeZSgurITDJtVv1o6OlLVBSqagR/oAOHPT6SoHV8AWmnTkEN6Ufy/d/564jmPloEWvqw5jmjLL51zcGUIRcOR/PKauTbwtFdsjnDFieGqf33drb/9gMqvrpwWEzA4jTizDIT8OjPJhJSUCMaFpeBYJ+MLd2E2S7Rtj/x/fjoay8w8/YlZEzRn7fJZcE0NT+uTaClj7o3dg66Bl9DD1X3vcfMnyxNqtg22Ew4S904S90UXTiZ6n9sZM+jiUEElZDMhh++Tvnn5zDuc7Mw2EwIkpg0qqqmanhrj495aD/+/KCHr38nuehFMkBGpsjcBWZeeCeHr35eDyJ3OH54Vzpnnp1aPDNtlolps+JPThvXhbjpysRd97e/1MmvHnZHZezZuRJnnRt7Np5elTu+283aD0NDZgLNjQq33dLFvb93R62Kzlgav96BJrAD8c2bOnn4yUxy83VGMHWmKc5UVFXh4d96+MuDfaNM4GhQmDMXWQkiKyFslkzG5Mymp68OVY2Q7iyhuaOSMTmz2V3zRrSPIIhkZU0m0z0ehz0Pmy0LUTQgCKlvy2Ry4PMl7tACiofGQB8aWtTssE8eeRJoo1EnfJFwciYSiSTqPGp/9syI5zuWqP33diZ9ZUH0eiiioIFYee0/Kb10GjkLS7HluZDMBppXVVP72g66KnWlq7d2eKkyNVWjYLILs8OIu8iGrytMJKgQ9ssYTBJNu3qxOAxJmYCvvoePvvYCuQtLyT9zPO6pebovRI8fz94OWtfWpAxD3Q97UTpTvnmqHovoUCgKNTSAGApgybIjSDrhEkSB8TfMTcoE+u9n35MbqHllG4VnT6TsyhmY062IRgk5ECHY7qX2le20rqkh0Hr8zDNnzTFFGUAoqNHcqOA/tNsXRT2xU26+hNkiUFRi4Hd/dXPFeW2ox9Go6eM1IS4+s5UrrrVzyhkWysr177m5UWHVuwFeeNpPe+vwF7ByWZBLl7Ry9Q0O5p9iZsIkI36/Sk+3Ss1+maotyZ0Kq/dEuGxpG1ddZ+eMpRbGjjcgy9DWorD+oxCvPO9n3+5PV5dyNDhhEs3nZU6jtXP7IdOsWBiImB14fGiI+Sd/B5stC5+vjV17XsDjiYls3BnlzJyhW6UersidMe0GEAQqq54Y8Xr7w0YMZh1kt+cyb+632LzlEXp6axLq58z+Oi5nYVzYiOIfXkHdvf+Ktpm9yEaaW6LhYJiSchOKDDPnW1n5Rh8Hdof53Nf0YGBNdRH27wpRNNZET6eC1SZG221ZO/zEPKc/cQ3OsbrSdf8zm9n18Jphj3G8Mf38AqrebEIQheMefmDBg5eSOUv3g9z261XUvjq4rYOzzM3pf9eNEt486+HjbgbqNubTFUktxgJY7L6OHd7VtIZjZr4vLsth/CQjX72ukzXvH/mkV1WnP4Pf3+/hbw8NzpjcrrHMnvwFAHq9DXy8828IBgnRZkH1B5EcNhSvH1QN0WlD7fMjpTlR/X40RUW0WdCCYQSLWc8pbLWg9A6fGQqCSN64RchhH31ddQS9HZRMPR+/p4VAXzsmqwurI5umfR+QN24Rmqbo4ltNw2LPxO9pwWxz07B7Ofnlp9Ky/yPyxi2iuTq1KFIUDZiMDjLSyujqqQZAVkJRWmaQLITCg8e9Ggb+/ySab+kcGAJAG/CXllAGYLPp4pY9e1+JYwAAJlPqfLyevgaKCk9BkkwoyrENXzsQfr9+zHU6CxKYgCCI2G2JUSYFk2FAInW9bOxEE2Mnmnj0151c+aUM/vjzdr59dw5tzTKv/rOX1kaZL343E4tVxGQWKCg24vWo0XYjYQL9DACGdwooXpBPx55u/F3xBMWSZibYe2yzWlW9qZ8ojjcDMNhNZM6MOcIf6cQAMeU66OG3jzcTOBIDSIacPInxk3SZ/VAYwEBYrUdWHHv8TXj9rVjM6TS1bcZx6mwEoxEtGEIwGgjXNmGdMQnRaceQlUFwRzVaRMaQl4UWjqAFQ0gZaaheH5qqEdg69PfQYcvF69c3Z5qmYrI4kcM+FFl/B329zRiMFlxZZchhvx465lC7kL87aoDR366/38DxBkO2uwJVlbGYXGS7J6GqMgaDDU2TMUhWrOZ0du6PdxTMSh9PR8+n4xR7wjCBkSIiH07kBPLzUpvdtbZVUlZ6FmWlS46pJdDh0A6FpMjPn0ND47o45XB21mQkKdFMrffDHYy990Y9kmhRFvz7OTKyDGiaFrUODQU1BBEsVgG/V0VRNAJ+FVHU3135ULz3/nZHg47NDcOSR0+7cgJrHtySwASONQMYKkSzmYyLzsc+YxpqIEjT7/6A6g9gLiok50s3ovr9dL/+Jv4dqQmMKc0SZciarCIHjnzsH+icdnj001SYaJtHgXk8BsFEl9zMLt9HBFUfC9IupSNczx6/LlZySBmYRRudkUYsooP5aZdgFMy82/VY/L0jsth9PYomczBQiXJYiJSjsWnvaD8yU5PlIGur/hi9tpefhCCKiA4bisdL6EC9TvAjMpGGFuSOHqyzKkDT0AJBRIcNubMbpbcPg3vozn5Wi5vivAXsPBAjsrU73oqzrOuo3xKLczQgZevh7YC4eEj9u//aHYP76/gDHWS7JxEIdhEKe3HY8zBIZiKyQjDcG2VQA9c8a9J1vLvuf4d8n8cS/7FMQNNUBEGkuOhU9ux9FVWNYLNlMW7suaSllabs179DLy46BYs5jYbGtXh9LRiNduz2HDLdE2hsXI/Xl9xWeJirxGHPY0rFVezb/wahkIfs7KlMnHApmqYgCPFmgT0rq+jbVI0pN4NIWw8ZU2HTR36a6yLceGsmXk+Mkbz5vIcvfi+ToF9jz7YgWbkGGg6GKZto5mjsL9PGx04o+5/aPLQ+RU4WfWsmhXNzOfsXC9n+QjU7XtaPwRPPL2XKpeW89OVYbJmTb56GNd1M5/5eJp5XStAT5o1b3wfgsr8uwWgzEOqLsPLn6+lt0GX8gsGA5HJimTCOwK69qP4ACAKCKKIGk+9k3ZdejGgxU3fH3Rgy0nWxgtlM7lduou6OuzFmZZH/rW/Q/Ic/EWlLni4x3BOkXxopGETSJuaktPoBXRcw8Yvzh/TcBiLLVMSmvrcIqQHKrDOY7TyPD3ueo8q7kvmuS2gN19ArtzHNcTpre3UCF1S9rOp+imxTomlxmXUGH3teJ6wGmGRfgFmMN23s6oi9S2npIr09g1vijZsQs/T5eM3wT9C+NYfepQFE17dmS1xZuL4Z+7zpekL5QfJpD4bMtESz8GTjRDdlR0hYnzQg3hHW1edrxutriUoxunsPxHkgC4cZVSZd8yeI/1gmUFe/mpLi08jPO4mc7KmEQr3YbNnIcoitlY8yY/oXkKTkdtzNLZv1fjnTyMmZllDf2loZd53pnkBOzjTdgskQsyiYOvlqwmEvshKko2MXzS3xRPPAweWMLVsanUeWQxgMZrq69tHnbaKk+PS49paS+ABymwaECdpVGSN0935P30n85sdtCCJxSrpVb3oT2g0VWXOKmPFDPT1k+4a6QbOMDURvfR9vfu9Drn7mPJb9eA3dNTFxyJ43a6hfn8hQg54wc26awt8vfJWrnzkPs8uEHFR44zsfEOoLU76kmNNum8Nr/7MKANuMqWiyjJSehm36FBBFBIOEJiv0vZ88npJtSgUtf/4bAHK37nNiKipEDejPMtLRQWDvPqwVE1MyAdkfpmtbE+7pBQDMumMpW+5aFuch3Y+skwqZcNM83NMPWR4NkYaJiOzzb8BzyBBhj289eRl6TPs+uZP9gc1MdZxOS3g/kjA0L9kxlonsD+hEdrdvHbmm+JSeHe0Ku3dEmDTFyH0Pubn9W110dSYSPLNZ4ILLbNz6I115vG51iP17j0IJmoyA9pdpms4AUrUbAjLTxhGRhyfeOh7Qkoq0k1+PMoEkyF5wNoIk0rb67ZRt9h94m/0H9PrJ3/sV+5/4C6GOmGz0/Q/vTDnert0vIF60kOpH7yXUlXpXl73gbNrXLqOzay+dXakTgFjdVpSIQnppGr52P5qi4ch30Nj6IfUtHyAIAuY0M742Xxxh2H/gnfj5rjyVunueo+j7n00510BoGowwECoArvFZnPbo1Qnlq7/6r2FFuBwJemo99NR60FSNYG8Ys8NIWpGTth06IaxeXkf18hgT8m3aqu8OK4fugB7YtYe0s86k/cmnkNLSUH0+QnX1iBZdFGfMysI6cTw9ywaPgLnmlpdwzyhg5o+X4CjO4NRHrxq0vbeum91/XkPL6qHlTbBITvrkAb4hqPiUmKNkXXAnhZYKxlpnUtmX3Jt5IARELGLMVDGoepG1RMJ95XltnH6WhT88nsmqLfkJ9QOhKnDazOa4rFgJ8woiS+bdmVDe0LqB5s4qbLZsmls2JRDBaeOvJC9zKvUt69ld8wYTSs4hK30CFnMaAgLBsIctu/+JP5horVeSvxCnvQCnLQ+7NSvqnzMmJ1EkvOLju1HVRPNWhy2HXPcUMlylpDuLUTWVSMRHn7+Fls5ttHQcOWeI3ZrFmJzZ5GfNxGiwICshwhE//mAHuw++TvAwRfDU8ssT1rx0/t1DXvOxxAnJBNrXLjshxkvVb8x519D4Vsycs3RxMa2V7WSMS8eaZSVrUiZd+7rJmuTG3xnAVeSic3cnvtbBfQ6SxQ4aCFE0YLW6MRis+HytmExOZDmAooTRNA2j0Up6elnCSSYVZG+YiCeIwW5CjSj4mzy0rqkZMQMI+yJY3Za4k8Bw0FXdQ8FJOTRtbgMBbBmWeP3CMHeHnS+/ivuSiyi++39RfD6a//Awqt9PyyOPUXTXHajBAB3PvUik9ch5Groqm1h17VPknTqW3IWl5CwoxWAzRnMjRHqDNK2qpm1dLd3bmoelsA4ofWSbigmEdesXARG7FJODV9gXEFD62OffwGT7qbSGawYdT0MlqMZOhCbRiiHFCeL9FUHu/EEPp5yhm0xmZktYbQKeHpXWFoWD1TKbN4RYuSw4KAPoh9ffhslow2SMt5ePyAG6e/YPGvDPbs0mzVFISf6iuHKbJZP5079O5Z5n6OytjqsrL1qS4HQ5HEweewljcmbHlUmChGROx2JOJztjEm1du1ISYlGQmFB6HkW5cxnoO2s02DAabNitWTS0bkxgAvlZ00e85mONE5IJnOgwOuMVVf6OAAaLRHppGkpYIeKP4Kn3YMu2kX9SHr21vbTvGDz2DkDrP97DNqmI4IFmQg2Ju57srMlEZD+apqFpGk5nAQaDbr0QDnvx+lqHRSj9zR7eufBvQ25/JGx5cheLfzKPDY9uZ88b+i546c8X4sq3I4cU2nZ1sfYPW1P2l0MKC74xA6PNgCAKVD69h52vDj8VZT/UQJCOZ/+VUB5uaKT+pz8b/ngRhab39tH03rG14tBQmWCbS1DtO6QTmB5Ng5pjKiHXVMZHPS8SUPvIO0yskwqNwb24DFmEVD8TbCcPSnxfesbHS88cfZ4KTVNZW/UQAFZzBqfMikWMkeUgdnu2npApBZz2fGZMuIbm9q20d+8hLPuwmtPJz56F21XG1PLPsnrLb1AGBF/8cEs0bBmSaOSUWbfS0lHFntpEKUIyQt7TV8uYnNn4Ah109OyhvXsPBsmMw5ZLcd58TEYHxXkLqGlKZhIqMH3CVWRnTDp0/wp7a98hLPswSjaslgwy08sTGBfA+5vuj1vzwLIjrflY44RjAuU3/QCjM53eXZtpWhb7gCd/9wEa33ianNMuwGC1U/3ovUS8sSihzrJJjL32fwg019H45tPRulTjATjHT6Nk5kJEk5k9D9+JJusP3JpXzJjzr8HoTGfXgz+Ktpesdoou+QK2glImfv0uADo3vU/tKj0VYdu2eDlxX1P1kOzYS+64Jmn54c5jPn87ihwkI6OcUKgXuy2Hvr5GDAYL6ellBEO92O25n1qGp4MfNHLwg0ZcLpFx5QZaWhSq/rAOj0cPA+BKE5EkaH17J3V1CnverAHg5a/ExDEvfvHdFKP//0ZruIbZzvMwCCa65RY2ed7CJFqYYj+VPf6PCaj6KWGn7yPGmCfQGNrLJPsC8k3jMIhmNE0hooXZ6VtNe7iOg8FKFmdcj6JF2B/Ygk1KHYwtGYqLT6Wzc+8Ro+SmgqyEEq5NxsFNK40GK6Cxff9L0bJuoKl9K0vn343JaCfbXUFLRyyN5cAIAv06QEWVhxRZAKC5Yxu+QCe93vhoru3de2jp2Mb86V8nP2t6UiZQmDs3ygB8gXa27HmKQPAwJ8gUwXT71zdQbznUNR9rnHBMoPqx+8hb/BlEw2HHV0HAPWsRB//5O9RImLwzL4kj6s7yKez5008puuQGsheeHa1LOR5gKyih+vH7EQ1GsuYujop/Ai110X4DoQR81Dz7R0qv/Bo1zz88pPsZilig8aHXAMi56jR6P9pJuKkLU26iWZzXq+s8gi0b0TSNAwdjBFMQhISy9CVn4Zw/j5Y/P0Kk48gnkSPBYNc/Yk2WMTicRPp6UcOJJpCKqjF1qoHzzrPQ3aOiKLDi3SBTpxqYM9fItio5akL7/wlZxkI8SmdCbmqjYOEk19ms7/13ip6wz7+Bff4NCeUru/+ZMH5jaC8zz8ygdGoDr/wheTpUVVNY3vV49LouqGdgKyxcgNWaSTDYg2Qw01C/mtLSs2hp2YLP10JZ2VJE0Ug47CE/fzaiZKK9rQqfr42ysWfT0LAGuz0Hq8WN2ZJOe1sV3d0HjvhsDAYzygCHqVQ4kvw9zT4mjgkcLTRNSWAA/QiEuun2HCQzfXySWoGyAj20vKopbN3zdCIDGCZEo4QhzYriDyNZTcieAIgiRpeFcLcfS56LSI8feYhmx0PFsUgqUwP0AQoga5o2RxAEN/AcUArUAFcOJ7tYKjQvfwnZfygpR05BQp0aCdO7eyvumQuHNF7b6rdQwyHUcAj3rEXHXBcxVMjd/WaQEumnTyPU2Im5wI1vZ3LrnGRe3snKepavwFQQe06Zl38WyWZDMBro+vdruC++CIPbTedLL2NwZ6KFgpiKijDl59P9xhuEm1vI/fKXCNXVYczKIvjxNgx2J8G2RpzjJhPqasNXsxfZF+/J6fNqvPpKooVGf5l0HHNvzP7cL9n09I+O3PAIsEvpTLGfgkEwEdYCVPWtJKzp6x9nPYlcUykRLURl3wrCWhCb5GKmcyk+pQcVhcbQXhqCuykwl1NonhSnqAVIN+QwwXYykmBE1sJs8LyBTXIxzXEGPqUXp+Rmm3cVXqUbm+Rigm0eWcZCfEoP9aFdQCvjZzu5+VfjyRxj5pef286X7yvHYBJxZRp58s4DNO1PdBS0WjNpatqA01WI2eyisHARHZ27AcjJmU5vbx2dnbspLj6V5uZN+HytVFRcQVd3NR0dO8nJnoqihOjo2BWtGwoTSHeVYLNlR+dKhX11g3+DgzmCjhQCAhmuMjLTy8lKH4/BYEUSjUiiMapvEEVDnGgmP3sGFrO+Udtb81aC0rqkwsaZV+Wwv8pLZp6J7EIz7Q0h+rpl2upCbPsoMddJ1pkVyN4gktVEpNuHKcuJpqi0r9hJ9lmTMdjN9GypRQlG9PSsxwjH6iRwpqZpA7eaPwRWaJp2ryAIPzx0/YOjnWSwEBcjCX8h2ZwcSpOM7DtmbtwjRuNDr2GrKMKUm05gz9Ail9onF1N8xzW0/mMFXW9uHLSt6vfT+cKLGDLdZH7mM2iKgtzZhbmkBMnpwF+1DdFspuvVV3FffBGtjz6OMSuTrpdfSThJBJpSJ405EpSjPAQIqbzgRBE5PHwP6VRIN+axrPNvlNvmMM52Ert8eviMhtBu9gc2M8E2l3zzeGqD2/ArHvxKL1XelXGWPU2hajojTcxPi50qRUGiwr6IDZ43kLUweaaxsTkNuez1fUy33MI0xxls867Cr3jY2vcuC9Mui46fRQZBr8JfvrePwgk2NA0euU2XPc9e6mb22W6aHh48yxlAS8tm8vJOwtPXQGfnHiZMvARXWhHKYWaWmqbgdI4ZsZixo3M3OZJp0FMAQDjB+fP4Is1ZxJSxn8FujfnHqJqCLAcJRbwYJQsGQ2JgPJMh5ncRiiSGs5g010k4oKDKGp0tYer3BrDaRXraI7TWJd/Jty3bntI/oj9gYaQ3cEwZABw/cdAlwBmH/v47sIpjwASONTJnn0aguQ7RYMCz98hmYP0wubORLFaUYKXhoKMAACAASURBVABBktCOlqoNgH9XPf5dg2SbEg+9JIfek8xL5iPZzORcfcYRmUCkRZfvyp1dGNxu/Dt3EmluwTJhPILRiDEnB8vYMiSHg/AhixktHD4moqRjBkFg6sXfx5KWPGlNzZrnj9lUAUX/uNvCtUyxx7LKZRkLyTGVYpWctIeHzwwd0v+Rd54BclX32f/dMr3P9qpd9V11IYkiCRCiGVOMCS4QjLudxN2O427HxnYcm7i8ibtxDJhm0zFNFIEE6hW1lXa1vbfp9Zb3w902O7NNWhG9eZ8P0uy955x7Z+bO+Z/zL8/jxyF5WOceFdfpShmr6YQWZVAx6irGF3iNR/spg4QwFlKwuSTu+FY1sZCKt9BE5+ncufKnThlCf2N9/c3Nr424544dfRhBkDLcdcePZwfXp3NuLKxWLzarb8p2b6eb0OUoZk3NhxBFGV1XaevZS0PrKxksBLVz35Uz3XRsJlCuBeiL93Wj67Dx5nwOvBIgGlKYlv2cYDHbs+XoNDqfGWbDCOjAi0MSkb8Zko0s0nW9E0DX9U5BEHL/YnNgwUe/iuxwgyDgqJxPoqeD1qf+dMY3N9F4WipJ4K1dzL3jc8h2J3W/+s5In9Krb8VROR/Z4cY1tybrHmJtp1nw8W+iKyl6tj3H4Fu5mSJzQXLbkd120v0htHgKRAFBlpAc1pEHQEspiDYzaDpaPIWuaQiSiGizYK+tJHa0ecSFNPLQTMMQmUoMKmU5z48yMECqrY1kaxvWedXouk66p4dkezt9Dz480kfXwWpyMyd/HU19O1HUFIbeg2BIPKaHd1ACm9Z+jbQSY/uBnwJGEczqmjsBRkriRVHmirXfYDDczL5jf0QUTRTnLaXQX4vbUYosWYglB+gZOE5zx/aMTJDhG3rryR9htnswOzLjJrqmEe2fPbnGYeEf41/jc3ZIHubb1/Da4APMs61GPANuDgGIaxHeDD6WdU7Vp58Noo2ZVFZu8tHTkuCJ/9PGFbcV4SuaWD1rPMZPvOdiIk6mwnR1T5wZ9j+Bsemlh04+TO9gtqtqou9XUUcNhcWUTR89/LPc9vh5tICaALNhBNbrut4xNNFvEQRhcqffEMYLzQuCgD9/Mad+/8Oc7Y/95EsZf5++/+c5zwWO7CFwZDTANtF4w1k/oVPZO4DxWUTj0fbM/ZOenwxl//hO3BfX0PqTRwluO4p38ypEs4wWTyGYZcwlfpRAFC2WQE+r6KqGEohgW1iGGo4jjFOg6ntyJ46lVXT+MTOrRnK58F51JZbKCnzXXUvsRB2i1UrhnXcgyCYGnnoaXVNRBgZQozEQBBKNTdgWLaLwg3cSP3ac8O7dxliiiXCih3znPHQ0kukIdoufULxzjBHQCce68LlGKQw8zoqs9++0FSAIIuGo4YYrLVhJTfUNAMSTAaKJPlz2Ylzlxfjd1ew99kdyld6mYkFSsdwa0mazgN8vEolqqAqUlkm0tqgUFIrY7QIej8jePVNTH9hEw/9cYJ7DoGKsnGXBTFpPIgoSBeZK+tOjbjtFT2MWbRnuoFyIqIPIghmfqYTBGZC/TTb+yX1hNt9WTF6JhVRSIxY6u4ncYnGjqmnMFieCICDLNhLxQdLpGCaTHUWJI5vsJBMhplMarSiJLA2P/2l4XYaeRSzRn9MAAFgtufUKwmN2Ul5XJW09k+/Cz2ectRHQdb1j6P8eQRAeB9YB3YIglAztAkqArGqc8ULzuq6TTBg/alm2UFl9OYIg0925n5KytejodHfsJx7rp3r+1XR17CMcmtrneb7BsTwzz1tPK+iigOSykeoyYueS247ktKErKmo4jmPJHJLt/SiBCPaazIk1dryV43//46zrqOEw/Y89Tv9jj48ci+zOzj4BGHx2lBBr8PnMKuaO//gpZtlOSonitOaTVhL4nHOIJfsJxjIF2cPRTnyuUaEYj6ucYLgVt3OUhdNpLx5qa/Tt7D2ILFnp7j9CPDk41KaItUs+is9dhd9dzUBo6sDjWHzyHxyUl0s88XicpctM9HSrLFkik0xCLKZlrKABLPOryf/wbYReeJXwa6O02VE1wCWed5PSExwOG2nAQaWXiDLABa5r6U9nPn+NiUMscWxE0ZO0JI7RkTzFcucmrJITs2hjjfs6QkovJ2N7OBDewmLHRciYQBB4M/DolO9rePzT8QOcaotw8NVWHItKGagzPsu73jcjOe9JUTX/KhrqnsHlLiOVioKuk1dYg8nkwGrzEQ61EQl1jPxmzwdoQ/wpphw+/FyQRCNjUFFzGyezyZlzIQMQjnWSSkcwm5wU5i3B2vpSVkHYTO75fxJnZQQEQXAAoq7r4aHXVwPfBZ4C7gT+bej/J2cyblnlBmLRXhKJACDQ0vQaFVWXYjLZCSvttDS9hsMxbQ/TeQXJkfmABrfOLN0temhmE+JsIKXE6As30BeevHCro2c/lcUGeZrdmke+dyFHGh4jb0zmREn+ClQtTVe/MWGpWjorBzsS66apYxvzK640ONknMAK17/w8dl8Jgji6O9JVhV/8/F8QRcNd8uYYsrPhY+K4Hb5780ZkvxfPdZszjICOntNlczjyKpaycqzV1UQPG9XZno2XklJUDuutoOuEdp3Cs/FSDm97Fe9llxN47WksFRXIbg8uywXEm5s5EH5mpELXmhSwOqJ4LnuWgjckEjGdZvsLXLPJwQtPGoVcvakWelNGxpg15qfk1ouI5ygqHAsBgaryy6gq25CTuRYglY5S3/wiHT2j3Fcnjz2Grut0dxouHEEQGByoH3k9VSLG2GCqOJRpk+Xam2Xoukpb9x7Ki9Zy4dJP0Nz1JolkCFGUcVjzae3OdNs2d75JVekG3I4y1i39GA2tr5JIBfG6KqgsuQSnrZBIrBunvSjHtTRe3/8TLqj5ID53FRtXfwlVS3Oy+XkUJYFJtmExu3A7y2nq2M5AMPdvZ7J7Nsv2cRT75wZnuxMoAh4f8p3KwAO6rj8vCMIe4BFBED4CtAC3TjWQ3VFAcelqBvqcdHfup2ruZuLxAcKhNvILaxEFCRBwOIsoKFpGKHBudVfPBYZVp/63IhLvGUmj8zgNzeZwtBOTZMVu9RNLDAxxvXdlZJnYLD5KC1bhdVXicpQgifKIr3Yy5vp4oJOW3Y8z77IP0PDavVjdBSTChg92/Gp/7LHx50IvvY65qoLAYzOgFhdF1GgU69x5JDvasZSWkmhuGRncVFiIpbQUc1Ex5pJSLKVl2KqqUeNx0DS0VJIrrrGTSurE4zomk8BN73fR06mw4Qo7LzwZpbdLzfk+AGSPHS2tYslRTzJ6iyaWLXwPBf7FGceHKZSH2SzNJge182/G5SimrvE5QM+a5Mf+ncsAmE0OLqj9ELJkRZYsyGMMTmnBSkoLVpJWYihqkoFgYwbV82yioe0VyovW4naWsWz+6LSjqIksI9DY/hp53vm47MV4nBWsrvnAmLM6Da2v0B9qYN2Sj+W8lq5rHKi7n9q5N1GctwxJNI24NseiqWP7lPec55mXdc8wXmfl3OCsjICu66eBFTmO9wObZzJWLNpLfd0zI3+fOPrXkSyFwEDDEFWC8YuIx/om3UZJLhuutQtxrpyLa80CRJsFPZlGCcVItvTQ9tMnUKMz8E8KAq41C3BdMB/74nIslYWgaqjRBKnuAInTnXT96WW0RKaf2VJZgHPlPGzVRVirirBUjKahVXzpFiq+lJso7uitP0BP5Q4QLn0yN+d4eO+pKeUpvVesoPyzNwGgBGPUfeg/0NXJUxZ8m1dQ9hmjz9F33zVpe13XiMQNz5/HVY6mpYnGe5ElC25nGYqawmxy0D0wmulQVriaxdU3IAoS0XgvrV27UNQkfk81+d6Fk95b275nSCcioOtEepuI9Dax5PrPc/SZn07abzySDU20f/X7GceiaoA3An+duE9rC6n2NvShWbrn4Yey2gwf63noAaNPR3smf32DmY1X2XnusQjrN9tJxI2xXB6RgiIJBIm5C01IsoCqZE68tjn5dD+R2703jJp5N2YYgHhigL1H/kAyFUYALBYP+b6FLJ5rTFwVJReTSsdobNs66bi5IAoSTtvku/NhPh279dy5kFLpKI3tr1HgW4zN6kMUZBQ1MbLzHAtFTbLnyO+YU3IJRXlLsVv9pJQYgXArrV07CYRbpuQlUtUUb536Cy2dOygtWElx/nIk0UxaiZNSokSiXQTDky9YU+koO4/8mrW1H8m453jy7XG1nXcVw2MxnKUwfsKfyABITislH70Wz8YlCHJmAFWwmTHbzJiLvCz41ado+4/HiByc2rXiXFFNySevw1Kal3lCEpHNTmSfE/victJ9IXofzaQ09l+9mrwbLpzyGm8XQm8cQ/vYtYh2C7LHjmvNAkK7JlfK8l4xauNdnkpEUcZq99PVuidnOls42okoyrgdpYSiHei6RijaSaG/hlQ6OtIGjB1ATfUNCILEsdNP0D7GHSHL1imNgCAZj6+aTmC2e0jFgti8k7Nhzib0iZbpk3Ya/cxOHktRfyKFpsFf/xQaOTXstgL4zd25g8xqPEXp+9ejxlMTGoOSgpUjrweCpzl0/P4Rl4wOJJIB2rp2U1KwEo/L8H3PrbyCgWA9wfD06lSGkUiFzlgU5a1Tj/DWqclTeycb21JdgqnQT2SXsbiob32Z+tap2VbBcEeebn+N0+2vYakuIdk4GqiXnRYsfjuv1/8I0S5h87sQRAHZaSUdihNtGa1/DUbaCEbaON74TK7LTInxIjxvJ85LI+C+8BKSHW3YFyxC9vmJnTiGuagY2ecn2dZKsqMN2e0hejRzq6TFkthrKjIMQORQI1o0gWi3YJtXguSyIXvsVH7tvdR/5tcjwdiJUPWvf8+IrNcQEs09CJKIKd+DaDWCS4OvZDN3Rg6cztodFNy6EYDQzhMkW3Nz2DPJarvhS39AdtuR3DYklw332oVZweaJoCXTBLcfxXe1kffsvWLFpEbAXOjFsaRq5G8lHcdidRPoq58wnzkc7cRm8eG0FdHWY0xOmpbG5SglNkQeNhwUzvcuQBAkgpG2DAMAYLNMrSblLl5AX8MeQp2nqLr4VrqOvU4yctaF6W8rhif7sR/ndGxLqieEyesgcmzqyTqtxDly8pEJffKH6x7iklWfRZLMCAhUl2/i4PH7pnP7gMF6qvP2c1UNw7GmJut3dqbjjDUCaDruhYXIdjOdL9XhXlhIKhBHHzo+1ggMw1teiyOvgvZDmQkWlRfcSM/JN0fcldPp83bhvDQCoV1GcC7Z2jKyfY4efStjK50Usr3FuqZz8pP/OSWT5tInv4VoMVH1nduN9jkgiAILfvlPIAike4M0fu1PpHomT/0bj/C+U4T3ZTJODhuB4PajBLdNXgAyt/Z6etr2U1x5IY0nniWvqJaeUwcy2ohW87SNAED7fz2DfXEFlsoC3BctnrRt1ffuGHHKt//n0ySi/ThcJcjyxIyTHb0HWLX4DiTJTEvnzpHjfnc1oiARjnYRGtoJxJPG52m3+jHJdtJKDFmyUDP3RorzssV+xqOvwTAyLXsM/7Ioybz1RO6U4LGwVM+h+F8+lXU8/tZxev7rnhw9Jodot+G8eC3uKy9FdDnQ0wpqMESiroGBB7MDy2Nhriil5OufJ/Dk8wSfM1av1oXzcFy8Bsfq5SAKqOEIqeY2orsPEDt4BHQdLZnG5HdiKfURPZmdZlpRMqpudujEn0d2YbmQTIU4XPcgq2qNmo58X+YOrNqxCkU3JlkBEVVPo+kqGgp2yYsoiKS0BMF0N+W2WroTjfSnRus1Cj9xE6LNQtfPHkHO96D0BRGtZip//jmaPvHvmIr9lH/3Y7R9+w+ooQjeay9i4NGtyD4XlT/7LG1f/TX+924mfqyR4Au7EUwyst9FutuYhE2FXpItmQmIpmI/WjSBGo5hLisg1d6L6LAy949fZ+Dhlxl4dCtz//QN2r76a1IdfSPjjIUSS9H50ugiafj1VKSQroIq5m24HbPDR/uh57H7y/FWLKG3wUi5RhCYd8n7cZcuItB2lMHWI7gKqqi55lO0H3qeUFc95auuw+rMo/2tLcQDXSy84qNE+1qwuPI5/cYDE177THBeGoEMTCT/NtFEPwP6CFNB7hxgANe6RZhL/AC0/eyJGRuA2UA82ofHX42mpjBb3dids5MRNfjSAYo/fPWkbRy1lZiLjQpPLWHsIKx2P4IgkF+yjEioI2c/VUvjc88hmQ6TSGX6NL2uCjp6RwuG+oP1hGNduOzFXLLi0wyGGvF75iIIEqfbXmVu+aZJ73HuhtswO7yIUiY54LFnfz5Bj9mHc/06fLdcj2i3jRwTZBnRZsVUXIjkddN/7yNo0dik45hKChEkCf/tt+C8ZG3GOdnvQ/b7sK9aRuL4Kbp//lu0RJruJ/fgWpotLQmjqbiAQTE+BcKTyKmKgoQJC8F0D3bZg0m0MJBqp9BShQ7E1RBJNYbPVIKqK8TUzO/dvnoRnT+4FwClzzhnmVeGFhtSeOsaIPZWA46VCwi9foDAc8biQRkMk+7qR8pzE3plHwUfuxFLdSnh1w4QPz55pba5rADv9euHKuyh43ujZHrD4w+PTcfMCrqmIoVU00katv8Zm7eYsmVXUb/tPuze0e/DbPfS8MYDlC2/mniwe6RP294nKVt2FZqqIJks1G+7jwWXf4hTW/+I1ZlHy54ncu4kzhbnvxE4hxBkCcEkoaezYwzO1YbkW7y+g+iRM+fJORt0Nu/EWIobD11T3exsFwNbD1N055UIkoi1qohEU/YkMTYWEHzjGFo8RcoUpr/7GOHgVC4IIcunrGlpRNFEKDpqPHRdY++xe5hXfgUF3oUU+GvoHThOQ9srpNJR5pZfPulVlFScQPtx9BnmWqfaOuj5zz8gOhxITju25bVYF82f0RgA3huvwXPdlSN/J5taUQNBBLMJc2mxIYW5YgmmL3+K7v/4NWpw4jxyU0kRvvfcNGIAtFicRF09ktuFec6oi9NaYzBaOheXIbmsKMEYgiRmBezNJoNyQtPVCfPgxyI9yU4hpgTpStSjo9OfahthAg2n+ym2zqczYex2+1O5nwtBFLLLyXQ9y806jGHjYLQz0lxjh+pp+fwvcKxZTN77r0LpD9H189xxBMllp/gL76P1y78k1d6L5HHkHl/P1vudDcQDhkFVU3FEU3ZabioaoPri9yBbHHSffBNnfiXxQNdIe5unEFdBNfM33kEiaOxwVDV1TgwA/H9uBIAJH0T7AqPAKXIot0SgKMqYrC6UVAxd15DNdlQliSRbUFIxZJMNQRCRTBYkk41wf9PMbmvEz3rmovETQQnGCO+uw31xDd4rVtB1TyZzo2iW8ayvHfl78CXDBSXLVhyeUpzuEppPvTzhritXEO/l3blFXBQlQV3Ts9SRnZ65Zee3J30fA40HiPQ2TdomF/R0mviR0QpRwWKZsRGwr1qWYQAiO/bS/6eHM9rYahdR+JmPYioqoODjd9B1968mdPibK8owV5Shp9IMPPIkkTf3jLSV3C7yPvhebLWLALBUVRBv6UPX9ZwGAEZ56jV1ern5OjqapuTMhhme5Me2Hf5//LlciB44he+mjXT/4i/IfjdqOEayoQPRatyjqdiPffk8Bh97bcIxLPPKSDV1EdlxhFRbD+V3jZANoMYSGa4c0WYBXUcZNLifPFevm3TssePMBqYiyQOd5t2PZ3w3Y/vEgz1EB9tpfPPhsV3OGf7XGgFLeT7O1fNwX7QY2WVHdFgRLTKCPL23LHuN1cNEgWN/2VJj2yabSSXCWJ15yLIVRUkgChKqkiQW7kaWbRM+FAICVhxoKCMtNFSkoa8lTRITFlQUdDQ0tGk8YNPD4EsHDSNw2TK6//RSxkTivrgG0W6sYJId/cSGKK1TyTAu0UR/17EMAyDabBTf/kE6fp+psZD3zpsI7XqTdN8EAfCzxMLNHyOdCKEkYxn3c/z53HGe2YT/PTeNvM5lAADix+rQ4glEmxXLvCpc69cR3rYzq91Y9P723gwDBaCGwvT+5j7K7voKksuJbcUSlFNHcC8pJx2MEa3Lds0pisFUOd5VNhEEQTwrmcbJ0Pffz5J/x7VU/ebLaOEY7d/5A2okTueP7qfqV/+MFkvQ89unRvz2ueC+4gKc62rQFQ0tkaTnt6P1p6EX91D0ufdQ9asvoYZjtH75lwRf2E3l3Z9GSyQJbz2Qc8zxCL24J2OM2cKctTfjLKymTLYQ7Kwj0HaMOWtuQhAl4sFuIn2ZnoZIbxOe0kXMv/ROgu3HR2MJ5wjnnRFYtKmYgnkujm3pYKB5ZpJ3vitXUvpPN4zQruqazsAzu0h1DaKG46ixJFpKofp7d0w92HBZ6QSr3b7Wg6OBakEg2FtPfvlK+toOjm51h/tOsNsoFipRUbDiIE4UC1ZMWNDR6NXb8QtFKKQREDBhoVNvnDUjEN57it6/bqfg7zZQ8c+30PJvo3xJ5Z83aI91Tafxa6PEeYIoYXPkIQjihDEB72VXEHjtFbwbL8dRU0t4r/EAF91+JygKss/PwJbniTecoui2DyCazPQ//zcQBXxXXIWeShE9fpTokakrqU+88J/EBqfPvTObkHxGPCl28EhOAzCMzu/eTdkPvw6A//ZbSJw6Tbort6Zx3z0PZhmAYejJJKHnX8V36w1YF85DdEbQUwrmgtyKYf2BUxTmGUWWPk81g8HJRe/93uydkKW6FFvNHCI7juC8xAjUq5E4qCpqJI7kcYKqYp5TTKqlG8llJ368GVvNHIIv7MJz7UUE/vamMcn/Jrs4LNnYSdM/ZFKeaOPqd1q/YiwsYm810Ps7Q5Rnw/vKEMJh1v9DFX3NMdJJjbrv/Jplm/LRNR3HJX70U7uouy9TYlKPJqh/zzezxvasHcpGnL+IwD1vYvLnYykuw3PBRfS99AzeCzeixmOED+9DS2bSQPs2LEJ22uh93oh1BdqOEWg7Bhj8VidfGZJvHZPFa/eXoalpJEkmOtCW0We4/fhMoaPPzqz2ZSY474zAihsqiA4m8RTbSITSrP/wAvY/2kxsMMXa91VhdZloPTTAnNV5BDrjWBwyr/3KiNqXfvKdIwYgeqSJ9p8/dcYBXTUUQ/Y6Jg0ej0zyQ//3tR7IPjf+9Rh06s0jPsnhyb1YqKRbb0VHJ6qHp1RiOhsMvnSQgr/bgGvtQiSnFTUy9AMcMlqRfadG2UoBSbKQTAQxW5xZvOe6puJZv3FkpxXYthVz8WjOviAIdD38Z8xFJfg2X4WupOl+4F5M+QXkXXcDXffeQ3DbVhIt04+/LL72UyTDfSipRMa91G359Rl9HmeCVPPk8RFlMIAaCiO5DTI6y9w5ExqBVMvkY+lpw30gmGRC+xpxLq1Aj+dOjRwIjtbAFPgWT2kECv3ZmWKCJKKGY1hrq1AjMUyFftI9g5jLC0g2dyGYZMzlBaSauhAdVuJ1LSN9dFVD8jpHMnNmE8mYQvPhEMVz7XSfjrHsiny6Tsconmvn4Iu9xCMKiy6amrZ6GHoqSaK9BXNBEVoigQ7Y5sxFT6eQXR6U4CBKOIxoMmcaAUGg6rPXoafVESMwHcQG2jn9ZnZx4f8UzjsjUP9GD32NYVr2D3D5Py1i78ONbPzYQl75P8fJr3by2FeMfPJAW4zyFT7MBaPbx2GGTTWWpPn7D6PFzlyGLd7QiaWyAMeyqrN6P1Nh/ATfpbdMen42keo05PAEWcKzfgkDL+zLOD/4UuaDrShxJMmMqqayDJu5uARTXj6d9/wm97W6jWCZlogjms2YCorwrL8UgHTPmenYtuyemHqgapWP8mWGAd9+b9MZjT8dqIGpqzrVYGjECEjubNrhse2mC/u8IhLt/chOW04hkrFSh6WFq2lq3zahhq3F7KY4fzQRYNhgJOrbSDZ2ZLgK/bdcTnR/HY4LFiNIItH9dUZu/ZgKt2SjsUvsf2DLjLL1pos9TxnPy64njGeq/WQUXdN55hejhm7HYxNnO41H6JDx3IcOjlmuj/lMU325jbZjYYlRODY4M4/F+YbzzgiMhdkmk4wqSCbDNRPqHt0qqmmNdFzN6WlJ1HeclQEAiBxswLtpOY7aSmzzSog3zK7bQbJPn+/97YDn0qUMvLBvJC1WCUQJ7zmZ0cZicRMaaBpKFc0Us0/39tD76MMU/N376fhtjsrHcZNBureb7r2ZXC4zFecZrhPIhaL5zjOa/Mv9KwnGOoder6InVIdZtqFqKj2h7MK64dX5ZNCTo6t1wWqbsJ2WnH7BU+hQM5LdjKXYN8lEqwMCsmxl2aL3cvD4fYYBH4fli96bIXg+ljZifNB58KntmIr9BJ7ebujfFvuHbl7L7nMODEAu5ErZnI629+SDTt3fs6rq7K5xnuC8ZjTb/1gLV3ymhqMv5vY/TwTZP7EOqeybeCU2FsE3jqEMGNkF5V+4GXlcmtnZwja/dOpGbwOGjaVjSSWy14HnkhoAAq8ezpoAEvFBnN5yJNmcLTOoQ3pggMGXX0CyO8i/8Wasc6rwXXk17nUXMR6J5iaKbr+TotvvxLVmHWDsFopuvxN7TW1W+1xwl0xMK5GMKmz+5Dw2fKBqWmMNQ9NU7GYvPkclmp7G56gkkujHZc1doyGYpg68CpbRCVZPzI58YqKtn+jJTrofnzho2NQ2ys7qc1dx0YpPYTG7MdKOBSxmN2VFa/CM0YBo7dyR4UoaDz2tkGrtQVe1kddnilzpmZet/OczHu/thCAKuC+YO3XD/wdwxjsBQRAWYYjJD2Mu8C3AC3wMGHYEfk3X9WnRM4qiTN2zcUyyE0kME2rV2fdLkYFgDJ97ES/9dDRY2FMfpqc+U9sz1R3AXOTFUp7P0ie/RfxUO9G3mpE8duyLyrGU5wMG7YN1zuSFV3pa5cSHfsrSJ7+FpTyfxfd+cegEJJq6EUwSsteB5DRWdi0/fITQzqn1dLSUgmiW8V29Gt/Vq0m29pLqHEC0ypnB0gAAIABJREFUWZB9TkSbmboP/yxnX9nrwFpdjGS3INotSE4rzqFqYUtpHgW3rEeNJlBjSdJ9IdRQjGTb5LnFjd++n3k//ggIAuWfvQnnqvnETrTR9d9bstrqukZXS/ako8XjI5lB8QaDbrjvqcez2gEowQCd/20Ev7r/nKkYpytK1rHJoCkT7/ZsHhPJmErp4pkJk3cEcrM2hhO5XVb2VcuI7JhYUET2+zBXjOopxA4fm9H9nA3qW7ZQ37KF8uK1zKu4EpvVx8Y12ZNsWonT2LaVlo43c4xybmAxu7l0xRfZsmfyNOCJsPY5QxRq37vvZsG3bsG9siqrTfRkJ8c++99Zx0tvW0/pbRsmZPVNB2Kc/PpDxE5nf+cr7v8U5rzMZ8rkc4zcz1h0/mUnbfe8mvMay373cazleTnPJTsHOfmtv5CYgiZ8tnDGRkDX9TpgJYAgCBLQDjwOfAj4qa7rP5npmAX+GtLpGKBjt+VTVriGRCqIoiSm5Rtv+f5DzPn2bZjyjIwJ24IybAtGf4DoOj0Pvoac557SCAyj9cd/peQj14zuLgSwVufgF5+CjXMYbT95lPIvvHuEc8hSUZDBLqpO4sbKu/EiCm5Zn/OcudRP0QcyiVvT/WHqPjx5VkH8ZDvJll6D8XS1kSEyXBdwvqNk2Wa6j71ObLATTR1lXdWUJMde6SHYnaCgenZ3cONhrV2I6HSgRXL7hR0XjurTKoMB0p1nvnI+U7R17aGr9zDFBSuoKrsUs8mOruuklBiRaBdH6x+dUPWrNH8VHmc5Dms+De2vsKD8amwWLwdOPUAo2o4gSFy64gvIkpXBcBPHm/9GPDnAZSv/mRMtz1JZdDFuRwnJVIjth3+OKMqsrfkoTquxILtyjWEEXt73vZHd5dqaj470OdX2Mt0DE4vlzPuXG3GvrCLZFSCw8xTJ7iD2eUV4184jsLs+Z59Yg8H9NbjjJJGjbSS7AwiCgLUij7I7LsXktTPva+/iyMd/m+VWqvvKgwiyYTwWfvc9mAvcKKE4J/7lz1nXUYK5q8TNhR7DAOg6A9vrCO5tQAnGKXjHCrwXLsBS4mPxv9/O0X/6w9sSb5itmMBmoEHX9WZhgnTI6SAW70NREvg9c3HYClE1w39ptXhw2grpGeeHHo9Ecw/1n/41/neswbVuoTG5qhrp/hDRw40MvnSQRHMPvs0r4Jpc4tHZCG4/RmhnHZ4NtQYt9MIyzCX+IdWvGKnOQeIn20kfOYUvXyIe1bhks4ODu4xtv9MtIooCLo/IW3sThHbVUf/pX+G/bi3OFdWYhqgZ1FCMZHs/8bqZsTfOBga2HKDkI6M0ElNxGp0vcJcswlu+JOv4nnu/SHAofmSySFnnZwPpzm5MJUUIsoz/PTfSd09uGm/31ZePvA6/vG3W/eQVruWEUj2UOWvpjjWArtOfyKYuVtQkbV27aeuaec55sX8Ze078gbWLP8z+k/dT4l9GZdGFHDn9GPPLNrH/5P2k0hGqStazetEd7HjLqNOomXMDRxsfIxBpo6xgNWbZQUqJsuvor/E4y1lX8zFe2vuvWddr6nx9pM/S6ncxGGokpeSeDL0XLqD9vm10PvRGxoQtiAKCJberLrD7FKd//DT9r2Qbl/yrlmMp9mIt8+NaVknoUGa22tjVua4YMSxd1Yg3TT8Dau4Xr0fXdOq/9yiBnaPFdoFdpyi6eR2VH9+Myeeg8pNX0fDDc6O7MBazZQTeB4z9FXxKEIQPAHuBL+q6Pi1qx2GK4Y6e/SM1icNomC41bDRB71+30/vXiYUcBl8+xODL2ayfE0FXVAJb3yKwdWKBhwW1Fq5/n4v6YyksNoH1mx288XKUhUstBPrVjN9+qieQ090yFbrvfZnue3N8DoKA6+ILcV9yCXJBPqJlOOjsofpnd9P4OcOV5d64gbxbbqb5q9/AlJ+H74Z3Ypkzh3RPD3Uf/w3p7tHtr/OC1bg3rsdcasQukm1tdP4iM+DrvuxS1HCY6P7MnUP1z+6m//EnCb32unEXV1xOeNceXBddiPuSi5C8XpSBQdp+8G9nNSkef+4XE5679EOGm6xkoYuHvzoz9bbpoP/Pj1L8hU+CKOJYtxp06PtjpiGw1ixEtBnZa+n2TsKv7Zj1+1D1NMFkF8X2hcTSAfJsFTBJ4atr9Vri9UbA31Y9j8gx45mWrDbURAJHTS3xxgbU8KirNZYcIBLrJpmOEIy0YjN7KS9cgyhIVBZdxKm2lwA42foixf5lFPmXAtDRf5DegHGt5s438LmrGAhNnqoKZPSZX3YFTnvhhP16XzhExwPZv3Vd0ydMn0UnpwEA6Hx4B1WffQcA9vnFWUbgbOGsLce1vJKeZ/ZnGIBhdD++m4Krl2OrKsC3YXKCx9nCWRsBQRDMwI3AsFPsV8D3MGbw7wF3Ax/O0S9DaH4spuP6ca1ZiHV+Kb0PbcWU56bkH64n1T2I7HEgWEz0/XXb27qqXr7WSjKho6o6LrdELKLgdIlUzTfzt/1hLrjEBsxOUHA8/Ddej2fT5UT27Sfw0suIDgf5t97CwJNPEzt+PKu9fWkt+bf+HfG6k0T37cdWsxg1EMgc74pNpHt6CO/YBQLYamrwbLqc4Ktbz+geiz78QeS8PGJHjqArCvalS/Hf8E4GnpqYf9179ZWo0SiS04GeSqMrCqFto5oNsYGJNaZf/6MxaRTNz0wEkNwu5Dwfkt+LaLMh2qwjlBGmogLc12xCjyfQ4gm0RAKltz9nXn+yvpGBBx/Hf9u7QRBwXLgaU1EBSiCIIMuYyoqRfQaVgRoI0vvb+6aVSTRTdESM77du0DC47eHJ00xltxvH4lrCB/eh6zruNYbehZ5MgiQhmsxZfYZdRYpiPL+6rhq6EhYvoji62h4WFRoWl4nGRj83HT1DbWw60NFRtfSk/Tofmt04xtgVveScnlbxTJB3mZH00PfixAuTwJ4GbFUFIzVP5xqzsRN4B7Bf1/VugOH/AQRB+B2Q81c+Xmh+Fu4Dx7Jqmr/5J5Tg5H60ZTd+mbee+jGzScjx2L3BnKIgv7/byNd+9i/nTl/VvWEDqbY2eu8b9Uvm33oLksdNuis7uJX/nlvp+u3vSZwa8pmOyzP3XLGJRH0DXb/53WiBkvlZqv7t+8RP1JHqnHm6rOzz0v7vP0GLGX7SwAtbmPOD7xF6YwdKf+4AmDIwiBoOoafTmPLyUKOZ36sgSvirVmLzGUVpiUAXfQ1GkLZyhZfqC3xoqk53/Wh+vHvzRtzX5GYnlQvz8d18XcYxNRCk7St35Wwf3rYTJRgm7/Z3I3ncmKsqMJMpTJ6oa6Dvjw9Oq55gNjCdBZRosyN7vJiLilGDhvEX7Xa0eBzRliuFdZQraGqMTlznWlMYINk1u+y+ypiK5XMhB+uoMWKUscaJa2NSfTMXrD8bzIYReD9jXEGCIJTouj48S9wMTBzVOQtoyRSSw1ghmCuMIFPDZwy+D9+1axBtZvofz71KeOupf5/1+5lKFORMRKimDVFAS2QHlMUJ0hcHnnl21ABATpdM9+/vyVi56qkUiCL5772Vjp9N7IaZCIPPPj9iAMDIKEIQ8F61mb6HcrNBRvbuy3l8GBUXXE/r3qfRTxvtBEFk0VWfoG7Lb4iH0jTsHqB6dWbl6ODjzzL4+OTJapJoIj9vtMrWbHaiKElMshVFTSFLZgRBQpLMmJoidH713zCZ7CTOQA4w1dpB8yeNjJ1LP7EQb6mdw39ro6TGQ9eJIHlznHQeD6KmNVZvjNK15T8JdMSovjCfxl0zZ5Uc3DrqThzY8tyM+49FLNFPQ/sruOwlJNNhqko2YLP4OHDyfkrzV07ZV9dVJNGMSbaSSL19E5+tIo+qz12Hs7Y847iuaqjRs6svmvLac4y5as3T/3JOrzMTnJUREATBDlwFfGLM4X8XBGElxvKhady5WUPsRCt5N6+n7Iu3oPSH0DWNym/ehhZPIdrMdP/xxaw+ZoeP2nd8Bkk2s++hr2ec889ZQXHNpTj85aRiQVoPPMtAs1Ex6y6aR9nKd+DIK0fXNQ4//gPSiQh2fxkLLr2Tuld+x7Lrv0Q6Eeboc78gHTce6JXv/iayxU50oI2WvU8S7W/DmV9J2YprceRVIIgSscEOjr8wRHgmCFSsuo68uWswme10HttK28Gpf6jhHTtxb1hP3s03ETt6DNFuR0+nCW3PbQS16OQ7JV1V0RI5HMu6PsFKcWroSm7N5NH4xczRefTVjEQBXddwFhq52+4CCw27B84oO6i4cAWiZKKseA3pdAyb1U88GUBVU1jMbtJKjFQqbKx0dZ3iolWEIx1nZATGItgVp/tkCJvHRCqm4it3kIoptL81yLrbqkknVJSUykBLlLkXFUxqBERRZtP672Qce/WN76Bpub+HM0Vj5zYuXfElZMlCINLCgZP3oelTXyOtxDne/AyXrfoy8cQAO47OHmHbZLAUe6n56QeQHFaC+xvpf+UIsVNdpHpDqPEU9rlFLPmvLO/1rEFLpBHNMie/OTHf1NuNsxWajwF5445Ng53t7KGnVVq+m52WNRlS0UEO/vVfueB93886V3Xh33H6zQeJ9DZTMH8dc9e/j1B3PbLJyqIrP0HHkZdp2P5ndE01xM2HYLJ7qLzgBg48+q/Y/eUjBqBg/oWc3HoPqWiAwgUXsWjzxzn85I9QkjH6mw7QuPMRdFWhYvX1I2PlV6/GP2cFJ178JelEBEdeRdZ95sLA408ie724L92Ia8N6tGiMjp/+/IzcNgCCJCFardmGQBCMFfwZYKLJfjwh10xgsrpIxzJXkGrauOfepig3fb2WnQ+1GDUdPifKYATZbUeNJdEVFdnnRIsmjQJCQRiR+9R0DbNkI5EcHEpPBtAxyTYSyQCpVBiPu5KunoP4vPNQ1RShGWry5sKhJ1szVKvGvt79YGOG9/LA45OLl+u6xunmVzCbHZSXnLnOdUffATr6jMD/nuN/AKB78Bjdg8dGrvPaweyd9aFDf8QpeJknLaNHa8Mr5BMM9FAiVhPUDeMl9kc40Pdb7IITj5BPgiinDz/BXHEpKRJE9ACv7p9aKW4mKP37DUhDTKUnv57N3zOc/nmukB6IILtthA40TTutfBgCAmbZTnKCTKkzxXlHG1Ex30JfZ5p4dOb+E9EkGVkBmobssqGEpj9h9Z3eO8Lk13lsK+Ur34HdW4x/zgoivU0T6n+KkkzX8ddRkjFCnaM0CyVLNnH4yX8DoOPIyxTXXo63vJa+hj0Z4hA9p0aFY0TZmCi1dBI1Fc8YbzJY583DXltDz31/zsrUOVNYKiuIn8zOXki2jU52WjyONM2dgakou7YCyBmzmC7mbrydtv1/Iz7EJGr3ldJ3yqCiWH5NMX3NURaszydZ6kBLK1jnFGIu9JDqDpDqHERLK0QONWKbV4wSjI0Ygc7u/TmJ+8YeGwycRkcn0bVvVvmdxqY5ZuSo6xO3yzmOrtHY8gqiKJ+VEThTeIVCmrRjVIm1FIuVRPQgoGPCjIpCiVBNk3aMErGKQb2XmG5kIwmCiIZKm1ZPlVhLQJ9dIRX3sjkA6MoEug6FkxBGjscZfO3ho63YqgpwLC4lcnRmCwdRkHBaCkgpsVl95s47I/DFu8vw5sl8aOPJGWcPWorc+C6cN6IU1vnU9CfEeGDMqlnXDapXkxWbp3hK4ZLxdMaCKGF15bPujrsz78/hw2R1UrrsStzFC5BMVhAEDj12F7qu03d6L96yxay4+esMtL5Fw7b7p3XvtkULQBRRentzkonNGLqO95qrSTQ1G7EAQDCbQdcJ7xzNM1d6e/FefRWhN0bdTrI/N3ujc81qglu3oobCGeNF3zrzkFGg9SjzLr1jhDNfU5Lsf/AbAGy/z0jtK13sJpFK4F63kHRPkERTD6LNTKK9H/e6hSRb+7CU5xM7kUmWl+tHNvaYPqNg6f9/SJGgVKxGEiTCegAZMwIiaZL4hEKihJgjLiZFAkU3Yk8OwY1L8BHXI5SKc0lNlus6TQiyCPpoMadoM54VPZ3bZTWcvTMdqAnjvmWPHUEWJzQsYzGw9RiF71xN8S0XUj9DI4AgYpGds/7MnXdGoKzawlP/3X9G85gaT6MlFRIdgwT2zyy/V1NyZzIkQj048spznhuGrmY+ULqmkoj0cziH6Pm6O37CiZd+S/OQOHr+vFE9WU1JcfLVUaHzNe//IXsfzC5HHw9bTQ3pnh7sK1ZgW2Tw6diXLsFSVUX/Y08Qen3bFCNkovHzX8K+bCnF//BxLGVGNkOyvZ3Gz38po12isQklGKTiW19HcrtRBgcJv5E7F77vkb/iuugiXBetQ/J4UAYHafzCP8/YYBUuvISB5oMoyRht+/9G2/6/TdpeVTTSjX0EGoNoKMiYUEij6RqhxhAKKQYf2IVK5ve/af13aO3YQUFeDWaTk7bOnTQ0vUR+3mIWzbuenr6jnDo9Gq9xO8tYsvhWduzNpPwY65t/eds3Ms7JkoWyknUUFSzDYS8glYoQi/fTN3CCzp5DIymZY2Exu1i59IPYrD4EQSSVjhKL9XLgyH/P4FOcHPlXLSdW30XxLRfivWgBJ7/5MP7La4nVd1P5ySs58aX7M84VvnM1p3/ydMYYHVpu/qGgPjEVQlQPcVSdXHQnFwo2LUZLKQQOtJB30TwkhxktqSC7rHQ8cYD8SxfS+6pB6dL5yE4qPrIJ0Wam8PrVxBq60VUNa3keeVcsQXJY0BV1RM5zMnTcv43537oFQRRY/egX6X5yL5HjbUh2C2a/k/CxtqzVfvhIKwff/3NWPvhZ1j73VVK9IQI7T5HoDCBZTViKvTgWlWKbk09gxylOffevo511DVmcfeLJ884InDwUZ87CM8vPVeMpZLcVU3z2qAK6jr/O0uu/SOnSzfQ17EEf2iUM+54nQsfhF/GWLyHScxrJYsdTspC+0/tIxyO4i+cT7m7A7iuldOlm+oeyW3zlS1DSCeKBLgRBIBkZmPQaw5DcLtq+94MM/3rwla1UfPfbOFYuHzECoW3bCW3bjkcqYI3tatxSHhEtwPHELsKacS2X6EdDYWlDJe6mICmtm52xZ0jquV1ruTJ7gluzpfwESSLw4hYCL868SG4sylZeQ6Bt6ormsSmisdMhys0LSWgRFD2NLJgQkbCKTlpSxyk3LySiDtKazmQJdTqKUZQEVouHqorLSSSCLJj7DqKxHirL1hMMNdPTd2ZcQLJkYe2qf8BuyyedjhEKt2O1+vD75uP1VtPdm12Y6PNUs7z2dgRBJBztRNdUbLY8/L6Z6yNPhVhjD6GDTTgWlRA53o65yINokkl2DGadK//Q5bN+/Rnda8sAeZfMI9YygG1OHsFDrZh9dnRFw1bqxV6VP9K2+8k9eC6oxr2yijn/dE3WWPtv+Q8W/eB9OBZNTfA4uOMkfS+9Rf6VyxDNMiW3ZhIltvzmpZwun3QgRuhQM+4VczAXuCm84YKc42tKJquu1eQhPQ296JnivDMCf/xRNz96qIrlFzs4vGNmARDRYsKc50R2Wul9OfvHOWftu/BXrUIyWbng/T9ATSVo2vkXAu3ZBVXDiAe7OfnqHyhfcS1ly69G01UOPZYdWB6PvtP7WH7TV7A4/SipGOGeRvoa9nL6zQeZs+7dlNReTizQSeOO0SwB2eqgYs2NmO0edE3l2PP/Z1rvO9XalhVg1TUNVA0xB3VxWk/SqZzmSOINFlhWsdS6nh2x0ZXcIsta6pJ7iGoh3GLehAbgfwKibJqWsHxpjZvepih2twmfXISmK4hIyIKAiEhcjxJWBkfOqWS7B/J8C3h52zcoKVpN7cJ3s2j+DZxseIa2zt1s3ngXeb5FZ2wEigtXYrfl0zdQx+FjD6Drxnuy2/JxOgpJjRN+t5hdLK+9DVm2svXN72ZQQrscJZwLaGkVJWxMOrqigQmUoRTKsedE8//sNBJt6CF6uhd0neY/GtXDhVctQdd10sH4yDEwEkpOfuNhCq5bRfkHL0M0m1AiCeJNPQy8dhw1liRyvH1aRgCg8e5nCO1vJP+q5djnFSGYJJRgjHhzL7H6iTUN6r7yAO7V1eRdXouzthyz34mmaqS6AkTruwjuaSCwuyGjT0qN0huZWtN5pjjvjEBnS4r/+mYn//qHSt54PsSpIwlCA9k/+lefyC4SUWMpup89jHtZ+XCsNQPNe54YccOMR39TZvxgbAppsKOOYEc2l3xsoJ3d931xwvcyHBgei2BHXU43EUBv/W5662fO7WIqKkQwyRl+TseqlUgeN7Gj2ZNUTAsR04ysmtb0SdbZr80435Q6RkA1gqT96sxovM81ov1tzL30DsJducnBADoOb6FhVz8Wh0xeuZ2WlGHkS0xz6Uo3UmyqpjN9etqqbf0Do999R/f+kdc26/TVq8bDbDYqmYOhlhEDAAZ/ViyeHQytKLsEWbbRP3gqSxNgmG7lnGC8u24ainkA1vnzyHvvu2n/wU9m5vKbZkxrzzvG/YbG9enZMvFuUVc1ep7eR8/T2XUoFXd9C8HhoGtvJIMB1FRUSPGnP4nocKBFIrR+83sj5/pfPUr/q7mvZyoqpPQrX8zqAxDa30ho/9Q0GsOQRDMW2UkwPru/yfPOCDxycJQvY9O7vGx6V+52uYyA7LTgqikl3tI/m8XA5z1kv5/Sz32W6MGDhrC5w4Hv2qtRAkECL+aolxCszDWvIE8uQRaMgJ2AiI4R2Bp2DZ2PaHzzYUqXX4WndNGEbToOb6G30VhJtx0Zzd3vTJ/O+H8qA2Aw2jLCbJtMBjPy7McKscwUwZCR4llZvoFYvJ+evskD5Pl+4/22de6atN35BF3VZhzzKfvaP9P+/dkv5pwuWr/xXZxrL8B3Y2bleLq7Z8JzkyHd3UP/A4/MqM+EY6lxCpzz/vcbgXfOPXMGS9EiEz7egbXYk5Fj/b8dwwRxYxF4IXvyBxCR2OR8H3tjL3IiuYsy03yWWjdktNGY3fLm4CtbZ22sZLifxjfeHn1WZcj/qqOj6zqKmulyE4QzzynvHzzFy9u+gc9TTVXFZSyreR+6rtHZfYD6xudJjwkKS5IZh93g4wkEm874mm8XZJ+Xon/8WFYGTsX3v83AX5/AfflGzBXlBiXHd3+IYJIp+dynMRUXIphMVP3MMAJNX/gKaBrmslL0dJr8296LubIcNRyh8+5foIZCFP3jx7FUloMkkWrvYOAvj5NqNyZJ64J5eN95LZaKclKdXfT85g+oYaPGx7P5crzvuJpkazsDjz1JqvXM6zwqvv9tBh59kuh+I8Os8kd30ffnh4gdntiwW+ZUGvc25t67fmYQNJrLSin8yJ10//r3lH7liyPvl0h81g0AnIdG4GyQ7ApSeM0y9LQ6YwOwesmH8HtGlYI6ew5wtP6xnG3ni8twCh4iepB6zQjgrZQ2ZPw9FWyCk7ierfnqtBdx0cpPjfy969AvZ3W7r6GS1OP45WIG1S6qzctnbezZwJWXjG6ZJ/sO/l/BVLuFwWAjg8FG5ldfQ1nxWkqLL8DjrmD3gV+O7Do0Nc2wVKQkmlFmIXVyMvRtMcjNBl47xsBrhjtxcPuJCc8d+1ymEJAyGKD3nnvJv+O2rLHz3nsLffc/RKKxCdfFFyI5naiRCB0//imWqjmUfOHTNH3uy1n9fO+6gYEnnibd04ulogw1ZLgzo/sO0P/gI+iKgu+m68m/7T10/PhnmAryKfrHjxPc8gp9f/oz5jmVIwbAefE6nBetpfXbd+G65CKK//HjtN/1oyxuqnMJLRbLuvexkDwefO+6gdZvfHfk/QqCiM3kITSBwNGZ4ryWl5wu5swx0rl0Taf7ucP0vHRu+fDzhBIOqtszJvzxf08GM1bmCBNLI55rHElsp1iuYrPr7zmaeAONmWn7FngWMq/08nNzczNA0YXZ2R1mT261prEo2XDTrN+LrmuIYvaaymrxTqt/feML7Nj7U6KxXhz2Qgrzl46OjU4sbrjonI7cRXezDtGYGryXbsJcNHngufDW90972MiuvcSOHEOLxgi+vBVTafG0+oW2vk6yqRktFiNeNxocjezagzIYQA1HCL+xE1Opca/uTZeRbGwi8OwLKIMBYgdHWTs9mzcReP4l4x62vGKw5C6pmfZ7mA2ke/uy7n2sYLpgkgltfT3j/UqC/P9HiqgkCWiaPm1XYkGByIc/6uDb3zw3BFTzxeXYBAcSMvXaYXR0bIKDJdKFDGrdBBmgUliAKMgMat106E0jfRq1Y0T0ICVCFcViJRoqp7WjVIu1OPGwRLqQXq2dHv3sKQe85iICqYlXCMPnKx3LiaT72RZ9zDimdrMlfN9Iu/M5HpCFHM9I/opL6Xg9t7TlMDq3Pznrt5JKR7GY3UiSOSNwO+zLn+4Yvf3HcdgLsoxH/+Ap7LY8SovX0j949hkinks2YMrLRxkcJLRnF97LNyPIEuH9exFEEfvCxcQbjewU15q1iGYzAy8+h/eyK0AQCO3eiRaN4rsq2xBP+h47x2TM6DqidXrp4MMunvHw3/IubAvnI1ithpCMZCwITSVFJE83ZbUXJAlTQT4Fd95OwZ23jxyfqMjxXEFyOfFcfWXGvbd9+/voYya+8e9Z0VK0B6e30JwJzjsj8NSpWn7x1Q5eeDi3Ds2n7iqlYr6Ff3lfI7W1Mp/5rJNFi2T+46ce3G6Rj35kkOdfzOfb3wxRUSmxapUJr1fEYhH4/l0hGhtntuqVkXlL3YFdcLFQXMFBdTtxPcpRdTRAd1wfzTLwCvkjfVZKGziq7qFCnM8e9eWRQGSzVkeJMIcT2v6s680EHlMhTpOf/mQrblMhgVQ3XnMRTjkPVVeQBRMRZYC4GsJtKkTTVTymQgKpDqySA7epkJSWpMBSSSDVRTA9sfTh4srrsJk9nO40ag68zkqWVb+b9r4DDISbqJlzHSbJNrIaPlj/EBfXfpITrc9hM/so8C5E0xRsFi/17a8yEJ5+VoQBgbLLb0EDawwCAAAgAElEQVSy2hElmc43nsZROpeKq27D5PTS8dqjIEq4KhdRceX7CTUeJdjwFhVXvR+Ty0v71kdJDnRTsOpy/Esvpu6+H+KuqsVXsxZdVTC5/DQ8Or2U3FxIpozt+ryqqznV8LeR73pO+Yac7UuKVhGPDxAItTBszSxmN4X5RsVqJJaZXtja/galRaspzK9FFCS0MRlFZrOTVCrbtTgZzEUlhHbvwFo5B9eadaihIOn+PnybrqT7gXtJdXagaxrWyipidSdINDfiu3wzoZ1vogQGyb/5VtLdXYT37cG78fJpX3e4An3GUHL/bk0FeXT98neowSCW6ipKPj/kSp1I4XCIo7/717/PZNKdIY/PZBDMudl7x6LwIx9ES8Qz7j0LE7zn2ca0jIAgCPcA1wM9uq4vHTrmxxCar/q/7J13fBxnnf/fU7YXaVe9WLLce6/pxem9kUJJOHLAHYE7OhwchA4X6gEhBAgJIY10J6SR4sSJS2zHvVu2etvVrrb3nd8fI612tVWWk5j75fN66aXdmWeemZ155vk+3/b5orKFfkhRFLeg1pf8FXAxEARuURRlYrNdGlyOGOddp66S9u2Lc/fvA1x1tYH//qaXr37Nwg03GrjrTj/XXmdArxd45eUwTz2l2lBf/EclF5w3Pi4SafgWBRUfOxL5q5XlOmZH4k206FXHYgblQDLVZkIQBBRFQRK0lGlqsGr60IkmtKKBpBKnLbCTyaaFRJNhyjQ1dAR244s58MacmGQbZZoawgm/6uAsUha0z7WHxqqlBMODaM1GPIFOjnS/xuLpN2E11TPk66DXpa5SpjecS0PlEtr63qK+YhGSKBMIOzjS/Rp6rZXZzZeOWwhULTmbQM9Rhg6pQ2nGjV/C27aPvo3PIWn1TL7sX2l9/Nf4Ow/R/brqR5C0Ki1HIhzENmMpfZuew7F9HfqKUfNG2N1P/6YX0JhLM9sUws69f6V50umcecp/IwgiwdAgr2/4Povm34K9fGpG20jUx6SGU5gz8xp0WgvJZAJ/sJ/O7o10923JKqMaCrtZt+G7GPR2Vi79LHpdGQoQiwXw+XvZtS+TTPG0lV9Bp7VmbBvJXFaUJLvi76DEEySjUUJHj2A/9wJEgwHfVjVE2X7xZQR2q9X3Ej4fSiyGf+d2ys86h2Q0SnDfnpTQmAgJYDpiAw6URAJRp0M06ImXUIMh2tVD0u9H1zSJyg9fn9o++NBj1H/tCyQjEfybt6BrmkT4SCvJUBjnXx+m6mM30fXdHyEajRhmzsC/ZRscp4AKHzyC9ewziLS1Y7/myqLvEoBcWYF/09sZ197zwzuO6/wTRakz0b3Ab4C/pG37GvCKoig/FgTha8Pfv4paZGb68N9K1EpjJ4TBSqMVWHqGBWfvaIp/NAZGo3rTd++OceNNBr7+NS8rVmpRFJgxUwOEmdQk0dU5fskaJsgC6RQAnEovPcnCk9eQ4qRCqGWBdEqqfY9yjMXSGSSIsyuxAb/iQScaWCCdQm+yDYdyfB5/T7QfLw4UkuweUkv8Vekn4wi34Y2pcf5tAfVFHtk/8j0Qd6e2lRIvP+TvwGKooaFqCYGQI0NtDYSdlJtUag2DzoY32Etj1RL2tT9LuaUZkkpG++NBxN2PsVYl/9Ja7UR9brRW1f6vLa8k6lXpCETNqM3U0jKX6JCTeMiHxpRnks9zXa+9dXvG91ff/FbG97EUEABO1wGcrgNZ27fv/nPWNpf7CC53/lyHfAiFXVnUFLnw5ubSwiyj/WrQwcBjDyNIEkpCfUdcL/wdJR4n3N422nagH8eTj6mT3HCBjP5HH8oqlmG/5kosp61GkCSa7vgBSjiM8+HHKIZkMMjg3x5n0g9uJ+Z00vPjnxU9xrh4IdZzzyLW08fgg3+j5jaVuT7W38/A3fdQfvEFlF94HtHOLsJH1XfXv2UbglbLpB/cTjIYJNJ6DP/bajGiST+8HdFgSF17MhSm61vfo/Km6zHMm53a1/jd/8Z5/4OED7fievpZKm/6EPVf/xJDzzyPZB5lLKi86XpMy5dk9Oe8/0GcDzyM/dqrMq79/YJQ6sspCMJk4Nk0TeAgcJaiKL2CINQB6xRFmSkIwu+HPz80tl2BvpUv/7KRihqZ+StNdB+L4hrI5HIRRYGGFi3llTKP3uXk3v9R7d9arcCf77Xh8yX5wQ98PPqYnVUrHHz5K2ZEUcBsFqioGDEH+Th6NDdx1Hiig95NTDQ6SBQkjFIZ/viJs+1rZCPzW64C4GDnixh1dqymelp71rF4+k1sP/wQs5suQiObkESZA50vsHzmLbyx6xdMazgHAYGkkqC1Z11KE9h++MGc58ofHSTQcOZVSAYzoqyh98211K6+mGQijsZopfv1x4m4B5hy5adJREK4928hPNhL0wUfJeTsJhEO4djxOjUrzsfSPAvHO68RD3gx1Eyif/OLaMzlxPwntkrVB/j/CxWnrcG3bwdR16i1ofr8Kxh4Kb8Pqvr8KxjauoGoS120aWwVxNz5+ZVyYJuiKMuO85KBiQmBIUVRytP2uxVFsQmC8CzwY0VR3hze/grwVUVRthboWznj0jJWrrFw1uX5qVzdjjhvPOPh3p8OEA2f2Fj2/ytC4J8d/9dCRD/A/1/Q2iszhMB4IJst2E9bw8ALhQMbxmDCQuDdcAznMohlSZqxhebfeNbDG896OOV8C3/4QT8vP5bpGE4mIB7//yP56wN8gA/wzw/76rMoW7qaY7/5ETUXX0siHERbUU3c72Xg+SdS+3v+di+RgV6qL7waXXUdtVfcSODQXnz78xejP5GYSJ5A/7AZiOH/I6ElXZBRbbsRyDJ6K4pyt6Ioy8ZKsbaDERJxhWgk8+/dFwAfCJgP8AE+wImDa+M6Qp1t6hdBwLdnO4Io4t70evZ+wL1pHcFjh+h7+qH3TADAxDSBtcDNwI+H/z+dtv02QRAeRnUIewr5A8bi81fl5iE/Hui0Fk5flp19mI6Bwb0cOPoMkXGG2I3AbKxl+uTzqSifXrCdP9jHkfaXcbqziegKYYS6oLpiDrOnXIFGY8zbNhR2s7/1KVye3PewoWY5s6denvqeVBK8uvH2cV3Pwlk3UWUfTax5ecN/F2yv01qYMfkiairn520z8gzGMmeO71oUXtn4HRQlgclYzdxpV2M1NxQ8/u1dd+H1dxdsIwoSjbUrmdx4BlpNYYry9p63aOt6PYPyoRRoNWbOWP4VcivRxRFPhFm3uTCz7Ykep+lmy86+zRw8+iwA1RVzmT31cjTy8Y/TdAgIVNpnsWDm9QhCcY5/gD2HHqXPOb5JVJJ0tDSeyeSG00tqHwgO0OPYQUfPhgwCwEJIhEMo8TiJUDDnfiWRQNCe+GSwYihJExAE4SFgIzBTEIQuQRA+gTr5nycIwmHUYvMjlJnPAUeBI8AfgH8/4VddAox6OysWfLpou+qKuaxadBux46jb2VCzjJUL/63oiwXqS7ho9kcQxvmix+Nhpjady4KZNxYUAKCyWi6eczN1VQtz7u9z7kwJFVAnuPFAqzFRaSs903nkGRQSADD6DIx6+7iuJxMCOq0Ze/lUVsz/VFEBEI0F8PmLR2Utm38rM1ouKioAAJrrT2XVotswG7OzYHUmGUtl9gs+OpkenwCIRH14fF1YcpxzBO/2ODUZqgCY1nweC2beUFAAQPFxmo4Fs25k4aybShYAAPNmXMf05vNLbq/XlbFi/idLFgAAJmM19VWLUgJANlmovvAqKs++iLKFy5EMJqovvArDpMmULVmVdXz6/oozzqdsySoiA33IljLqr70Z84zSK5xNFCVpAoqi5MsLPzdHWwX4zEQuCmDWEiMNLVrMZbkf/tP35PegazUmls77RFacdDDsIhDsRxAkLKba1H6txowkjo8RcnLDGUxrPi9jWywWxBvoIRZXJX1F+XQ0ciaf/4yWSzh47NmSz1Npm0lL41mjvyHkJBByEk+EkSQtFmNdBqWxIIjMnnoFvY6dWX0lElF6BrbTVLd6tH2JdMoAtZULMl7GZIEVULFnEE9EsJdNyXgGi+fckrc/3fRJRA53Frw+ndbKwlkfRhJHk3UUFALBAURBSmX0Agy6DxX93TqtFas5u6pcODKE29uGLOnQ68qxmGoZmcR1WivL59/K9v33M+RVq9tZq3XMPruGwY4APudoTL1GNrJ4zsdSAkZRkvQP7mFgcB+hsAuNbMBW1kJDzfIMIdTdv4XO3s2Ewi4SSTWKrrp8Fv5gf9Zvei/GqclQRV3VIiY3nJHaNpFxmo5+554MzRMgkYjgD/YPa+8KRkMlJmN1huBqbjgdj7+bgcHCFDKCILFg5o0pgj5Qn0MgNEAo7CaeiKCRDRgNlRj09oxzdPVvAaBy0iIkjZ7glu0YrNUkvQMYjZVwsAfH5q2Y7I1oIx4s5np6Hv8Ltvo56Ix2/Ju3ZjmBu/56V8HrfTdw0mUMW20S3/5DE7OWFF5NFBICM1ouzph8/ME+9reuxePLnETKLI1Mb76QcmszDTWlO9jt5VOZ1rwmY9s7e/+cQ70VqLLPZMbkizAMr3In1a3E6++i17GDUjB3+jWpz/3O3ew+lB1PrK4+RzllRDF/xmJX72aa6lYxMmlV2GaUbKKqq16c8d3hyl+M53ieQT5+fqnMjG5yXVEhYDZWpwSA29tGR88G3J5jadqPgMlQSUX5NMLRwjQjgiAyf8aHMrYNDh3mSPs/sqK1tBoTzfWn0jy8kpQkHQtm3sCmHb8lGvMTCSQwlmuIBDM1gZbGM1L3KJmMs2P//VljyOU5SmfvJhbP+RgWk1ropNI2kwNH/55hhnB4DmYJgPdqnOq0lhM+TlN9De5hauQ84vEwA4N7cLgO4A8OMNaHp9eVMbVpDXVVi1LbpjadW1QIVFfMydAa23veor17fU7TpCRpsVlbqCifTkPNktS90Rpt9Bx8jYZZZzPYtZuw30ndjDPpPfQ69TPPTu3Tm9S8Fr25kt5DbxT97e8VTjohcPOXa5i1xMi21/1sfsWHzzO+BK8ySxO1laPMmF5/D9v2/imrEAeAx9fFtr33MH/m9VTbS1e/5k2/lnT1vc+xM499U8HhOoDb08by+f+aWm1Maz6f/sG9JJO56xrnwuG2F2jveSvnvq27/8jKhf+eMYnKkj7D9DOCYHiQwaFWKsrVkoSNtctLFgJjK1ilF1hJx9hnALBl9x8m9AwSQ76i1zez5VKSyTgHjq6lZ2B7jhYKgZCDQMhRtK/m+tMotzanvrf3vMXhthdyto3GAhxuf4nGulUpIaTVmJk7/Rq277sPa7UOV1eI6inm1DGCIGUsPI51rctrI4/GAuw+9CirF38OAQGd1kqlbUaGEM4V6v3PPE5TV6YkVf/BUGveNgDhiIe9hx8nmYyn7qvJUIXRUJmzSM8Ixpo38z1jUDVpp/sgTvdBuvu3EI+r1y1rdFRPXk4s7CcRVzW9WNhLVfNSoiEPVZOXIUoaoiEfVZOXIWv01M04E5/zGH5XR8Hf9V7gpBMC515dzsO/cXD/z/Pz2OSDKMosmXNzxra3d/2u4DGKkmTXgYcy4tMLQUBAqxl9mfcdeZKegcKsGPFEmI07fs3qRZ/FZKxGp7WwcNaNbN/3l4LHDV8hb237OaFI/kSmeCLMpp2/4awV30hx3DfULM37Mu7Y9xdOWfoFDLpyKm0zmdq0htaOlwtexVju/GNdrzM4lJvIbOwz6B/ck1MAjGDkGUxrPi/DpDCCZDCMaCxONCaKck5HdeWFlxFub0OyWFTSMq0W0WAk6hwg4fMRczkxTp2BZ6ta5Ly+ekmGCaUUBzLAuk3fY/WS/0z5NkYEbcgbp3mxjVh4dEFTX70YSRrVDI51ZddlTkcw5KSj5y2a61Uuokm1KwtqYv8XxukIigmAdOxvfTpDuFbb59DWnX/VLUvH54j1B0fJGnsPv0kskhlY4uzItQg5OXHSUUkPdMeoqiuuJuaCxVQ3oWpPpSCTylcp+CKORboppNzSXFJREre3XX2xivCRJBLRjBdQlrNrC49AQaGrb7SMZUPN0qKOt8wVk1JwQhn7DAYGS6vDm+9e6qY0gCSVxMmSC84XnsG/fzeetzfg2bIR94Y3GHzlBXw7thFsPUTM7cKzbZQQsMI26kANhBx4/d1IyMhokJDRCUbqpMmp/yNQUOgbYz4RBIlIIM6WxzoZ6g2lfkIx52kupEcdyXJhofi+jdMiGM84PRHQFLlPHl8mg+94zMIjGCsAjgcGSzWrr/4Jyy4pHG33buCkEwLPP+ji1IustMwqjWI2HVZzacWhc6FU52i6iSAc8Y4rHDASGx0skqQtaSIY8rYBIFfa0TbWp3jecyGePklIhe9fT/+2VNESrcZMdUVhc1i6P8DtbScULp2WwuMrTeX1BXIX5k4GQoT2tBYtVViy2UJRCtbOtVknpz67hyt5NcrTqZem0CzPZpq8AAWIKMGsUeP2ZHJLlZkbqJ9txViuIR5JpgRZqeMtHekO70KaFbx/47QUjGecThhFBFjPwLaMezl76hWpiLbxRCRNFCHfAEe2vj/8QSedOei1pzysPNfCL56awhvPemjdF8btyOb7eeOZbIZBoz6zoEixFyUdkYinpAIgI845UJ1RpZqRckGrMRGNFV5FjKid8UE35tXLiXblD2vMsAsLYJnbgKiV0deW0f/C7oyJLhYP0ufcTf3w5N5Ys5x+Z26uco1spNI2yovf059doDsfEoko4UhptR7S6/dmbA9HsZy5GPcT6woKAtVhODFoZGOGGWWE0llGS4wwYSWAPzmEVbRjEqyYhbKMCKuxgsxiqiPkdWGt0XNkkzNV8W6sEB1LD50LI6GYAOFoYYbN92ucloKx47RUiKJMmbkRs6kGk6EGndaMQW9HErWIoowkanIW9imEaCzA/tanmTdj1H9iNTcwf8aHiMYC9Dl3cujY8+Pq858NJ50QeGDL6GRz7tXlnHt17na5hMBY1XI8yUexeKgkIXA8anw+SFJxs9fIb9BUV46biz3hDyNVWPBsb885eXb1bUoJAVtZCyZDVU6naW3VglROQTwRKRpxkX39E8vGTnj8BLYdKKoJjIQ8TgRjczFGJr/W+Ggoo4DAQFI1mRyJZ4Y4xhNhksl4ajLSaIx4fDFaltlBUXB3qavgIW8bipJMmVoq7bMK3ldZ0qd8DFDcTv5+jdN3C/NnXE+lbca7Yu7tc+4inggze+oVGRFtWo2JprpTqCifTs/AdnoHthcVhquu+hFbnvk2ifjouzpjxYc59PYDWOxNTJp7IWZbI0FvP8d2PElgqHCuyvJLv82xnU/j7Bw1M9rr5+HqyV+/eLw46YTARArNj1UtxxYGL4RS1WWddnSVGIl6J1TlqZQXJx4PgyiindRQdBIci8iAD/upM9DYTIT7soWmd0yy1PIFn2T9lv9JxZ6Dmsw0s+WS1Pft++7L2F/0+sfxDPJBkCWIJzDMn0Zod3765XTN7/Srq5i2yEzdFD2P/7KL67/SRFWDjl98+iBHd+e/72PHUC5tspgpJ5GMjgoB2YAShlgkQe0MK62bXShJhWgswMbtv2Llws8gSVoWzLyBWCxIW8+bOF0HCEXcyJKecmszzfWnUmYZZWLZe/jxoqGb78s4PcHQaS0snXdrVhJhMOTE5TmKP9iP199NLB4imYyRSERJJGOcu/o74z6X032I9VvvQBRlairmUl+zDJu1GTWsuIrpzeenEtAUJcFrm7+fU3Pta93AtOU3cHCj6ky31c3h8JaHAPC5Oti3/m4ALBWTWXDOf7Dxia/xflPWnHRCYCIYG2omj2PVIJWoRsZio6vNcMTDvtanUt9FWYusMxIL+9Ho1OSeeCwMySSCJKMxWEjGo0QDHsbz4AVBIHz4KIkSimykQzJp0dWWEWxzqrboHEIkGgukEpFkSU9N1YIMc0+6LyAQHMiK8y+G8TyDfBBNBkwr56rmoHFg1aUVfP/GfXzjwTn89NYDrL60gvM+Wsvvv5J/FT1Wm5COI3ok/ZhYPETYF0dnlImG4ilzEKiJc3sOP8aCmTcgCCIajTFjssmHUmL3C43TEQg6DaJevVYlFkcqt5BwexH0OlCUksJy303MmXZ1hgAY8rZzqO35kiK1jhfJZJxex056HTsx6MqprVrE1KbMnFhBkFg69194Z9+9WYsER8c7zD/7NiRZSyIepaJxAe5eNTBCozPTOHsNZdXTkDUGBFFCGC4M9X7ipHMMgzpfrTrPwmd/WM+37m5KbdfqBGoaNWj1uS87Hs9cdRajWUhHqVEK0TSNId12DFAxbRkao5XaeWdTv/gCbJMXYGuah7mmBVGSMVY0ojFaGa/kVxIJBI1c1DE8FnFPiEifB9mky6tFdPdnMnw31ixPfRYEMSO1P3fsfWGM5xnkQ6nmoLHobw/TeTCIxxnjyHY/R7b7qagvLJTSJ0/IXFGXAo1syKDjiMWDWKp0tL3jJuCKIkqZRnCHaz9b9/yppL7DEQ87DzxQvCGFx2nqWmsrsV1zDuWXnY5cZUPXUo/1wtWYls7CuHA6krU4Vca7hTLLpAzz16D7ENv23vOuCoCxCEWGONa1jnf2/jkrl6bMMolZUy7LOiYw1E0k6MZWNwdBlLDXz03tm3XKLejNFexb/wcObro/69j3CyedEBAlgW/cOYn//n0TF95gY+UaS2qf0SLxx9emc8UtuTlmxjrbxhN5oNfmr2OQjkCa89Ggt2VMcslYhICjg2hgiKHOfUg6I4IoYqmdgqQ1YCivJuA4vuSQhNuDtnlSVhWnQtDYTQTbnOhqrHnDK7v7M0sZpmdP2sunZUwgpWY5p0OW9Oi0luINgXxeQiUWJ9o2/poKIZ/qaA0MqWp7PK6g0RUe8vFEmFB4lMbcbKwr0DobZlMmh48v0MdQT4jGeWVojTLJRLYg847RrqKxAIqSJBYL4g/20d2/lV0HHuKtd36OI0flslwoNE5T22dNRolEifUNImhlNA1VxB1DxPoHEc0GlPeoxm0uVFfMzfh+4NizWSU33yu4PEfZsf+vbN3zR8KRUW28rmphVjAKqNpARcN8rJVTiEdVYSxKMpaKZnoOvUE05MFgqco6LhcS8QiSPKpZ6k0T4dfKjZPOHHTlx+2svsDKa097eH2th9v/NKoJDDnj7H47yMo1Fh69KzsL0Bs4/lVCqQ4nl6cVlS9PRUX5dPqG+U8GW1UzyuCRLSAIJONRQu5eYmE/KArd7+TPRiwKRSHp86OpryPWU9qEGHMFEGfLuDYeybuKDkc8ONwHcmbr1o3J+i3mFMsHq7mxpDh1oyH7hZoIRiwv41W33d5jqaxWe1nLuI61WTPbe/3dJJMKWx7LbUZLp6eIxUPsPvjI8BibGAqN0xF4XtqUMS7SaTlCe46OW/M6kRjrB0gXzIVQLH9iIhjytrN9332sWvSZ4fBRgYryaQT7MilsnB3v0LDmC0TDfpwdaj5NMhEnFvZTVj0Nr/MoDTPPKemcflcn1S0rGeo/BILA5IVXMNC25YT+rqJCIE+R+TuAy4Ao0Ap8XFGUoeHqY/uBEd1pk6Ioxak80/CxL9XwyJ0O/vLT3OF+uzcHuOG23FJ0yNtOv3N3BmulUV9BMFy4XNt42DTHqqPzpl+LVjbS0bsxs6Gi4O05VHK/xSDZy4m73MT6Sg/FA9DXlyNqJAKt+cMndx14iNWLP5cKQbRZJyNJOmrTTEHjEQBjn8GCmdfzShHKalGQWDTrwyWf493E/iNPUW5pSpGGLZ//Sbbs/gPFzHiT6lYyZdLZGdvyhb2O4PRlX0GrMeEL9LJ5550TvfQUShqnhSb599lOfTyrfknSsnLBu0taHAg58AX6UhpzLv6jcMDF5qeza1BveXbUYb39xZ+kPotGA5rqShxt23B0qAvJipuvZ/C+Rzj0dqb578CG7HrVE0Up5qB7gQvHbPsHME9RlAXAIeDraftaFUVZNPw3LgEAEI0k0eWx+QNU1mrwuvKrqSPMfiOYN+Paoqv8aeOgnQWVvjcd0yePvT35YdTbs4jYSkF80D1+c1C5kaFtbQz8o3g4WVdfZsbsWE6V3nH4A8Y+A0GQSnoGRkNlyed4N6GgcLRrXep7mWVSRoRUPkxrviDju9fflaelCo1sSDnl343Qx/djnJ4ojM35GMtbNRaiKDN/xofykhDmglZjGqbvKP3el1maMpJSM/IjBAHbtZdhWDAH0WzCds2l2K65FNOyhZRdeA72m65GP3MqokGP/UOXo21qQJAlrOecjlxdiWgyYr/hKsouLE1LOFEoKgQURXkDcI3Z9pKiKCNLnE2o1cNOCA5uD7HsLDOSlG0frpmk5YxLy9i1KX/ImttzLMP0YDU3smzerRkhdiMw6iuYP/N6mupPGdc17jr4UEZijyCILJt3K9UVc7MoeUENdbOXT2Vq0xpOWfJ5GmtWjOt8ACST+N/aXLxdGmLeMObpNVSdO7do256BHSSGwznLzJMy6i0DdBfhnUnH2GcAnPBnkA8jcffrn3Dwk5vVa/jeDWp0xpYXXHznutJCkPscOzPMJ5PqVrJk7sdz1inQaIxMazpvTEZvhD2HHi14jngikmICNeorWDDzBsqtzWhk47jrTuTC+zJOTxDGOmLnzbgu7wRvL5vCigWfzkhoLAWypGPOtKs5Y9lXmDf92oL1DWRZT1PdKSye8zFGfFeRqC/DdGeYNwv3Y88Q2rUP69mn4nt9I+4nn0OylRNp78T96DOYVi5FNBnxvLiOaEc3SjxBYOsOZHs55lXL8G/cgu/1DQia985SfyLO9C/AI2nfWwRB2A54gW8qirI+10FjawyP4JE7Hfz4wRZ+cH8zT9+rmnHmLDUyf5WJq/6lAo1W4NHfFS7kfODoM5RZmlKrLIupjuXzP0ko7EpJ7hGGwREc61qXwdtfCB5fJ/uOPMncaVenJp1ya/Nwqr5CJOonFg8iSTq0svFd5zPKBx1HlEIAACAASURBVNmiQ1FAW2XJGyI6gkQiQq9jJ421KyizNmWYyDy+joJMjLlQ7BnE42HKLJMynoE/2JezIMt4UFexgEFPK7FEGI2kR0FROeElPbF4EL2unHDEgyhKSKKWSCx/GOT+o2szTGIjk0044sHtPYYkatR6Aub6jEk7qSTYc/hxgkWoNRQlSb9zT+oc1RVzsxyiqT6TceKJCKGwm8PtL6RqFRTCP8s4zQWvv5vBoSOpCCGToYrViz7H4NBhvP4eEokIkqSjvnpxiv4aVEe8xTS+MTRi+qytWsiMyRfjDw0QiwWJJyIIgoDFVJdVrwDUMZ5uthL1o/4IQatFiYRTmnvC40OJxUAQiDtd2D90OaE9BwjtGzUZCzotSjhCMhIdl8Y/UUxICAiC8A0gDowYrnqBJkVRBgVBWAo8JQjCXEVRsngDFEW5G7h7uJ/U7LTn7SA//UIXt/2wnm/epTqF73hUdbYF/Ul+dFsnbQcLJ6ZEoj627b2HpXM/nhHdYtDbMwbMCMIRTxaRVDH0OXYSjgyxYOYNY0LwBHRayzgiYt49JIJRZJMOQRSoPGsWztcKO2c7ezfRWLsiy0eSTwsQBAlFSSAI4rDzNc3JeBzPYPu++zl92ZfH8QuzodNaqbLNQkBMJW2NfAYFjWRAkrQoKMTiIfoGd+VNaEskojhc+7OKmuh1ZRm89emIxUPsOvhQFodQPhw49iwGvY0yS1PBdqIooxVltBoTy+bditvbxr4jTxblcPpnGKf5sO/IEyyf/yn0OjVyTxRlquyzs57HCHyBXrbvu48zln/tuM+p0RixaSYXbbe/9eksbTe0Zz/ll11ApL0L/1tvU375hSSjURJDmdOfpr4WJBkQkKsqMZ+6Ak19Le5H11J2yRpi/Q6UaOkJmRPFcQsBQRBuRnUYnztcTQxFUSJAZPjzNkEQWoEZwNa8HeXAurUe3lnv54xLy5g+34AgwuHdIdat9eBzlxa2FggO8Pauuzht6ZcKtut37ubA0WeOK6pgyNvOxu2/pqn+FFoazyzpGKf7IJ29m8Z9ruNBIhil+2+lm5ACIQduzzFsaRExiUSUfuduJEmHIKgTRyjsToUcxmMhKitm4fa0ER1jgx55BjNaLi5YK2DkGYy3Nm8uhCMeIjEfRp0djWwgFHGhlc1oZAPRmJ+kkiAW9aAoCpGYT3XsFchq3nngIeqqFjC1aU1RWpHu/q0c7Xw1yxZfCCZDFd5Ab1EhMBY262SWzbuVrXv+UDRy5mQfp/kQifrYsvtu5k6/Jss8mQ5FSdLdv5XDbS+QSMaIxvx5cyMy+o8F6BnYTm3l/HFxDrk8R7PyawCSoTCe515GSahz1OCDT6gaeNqqfvA+1WjieuSp1Hb346MV3Jz3PpKb4PBdhFBK+Nxw1M+zadFBFwI/B85UFMWR1q4KcCmKkhAEYQqwHpivKErB5Uq6JlAqpn79KpKRGNpqKx13vkSow0n9h09DV2fDv6cTxws7aLjlLIyTq+j68zpC7Q6a/u185DIj/U9tIXCgm4ZbzkJXW46k1zDw3HYq18wnGUugqy6j+69v4NvZzvTvfIhkNI5nayvOF1Ub8aVXGvjCVy2YTAIvPR/m+9/yEokoXHCxngsu0bNhfZTP/KeZJx8N8b8/UycEg1Hgq9+0suYCPc89E+KnP/QRjSoF+zvzHB23fd5Cy1SZaEThjdcifO0LKg1v+rm++R0r99wdSJ1rIqi0zWTR7I+kvm/d80eGvO2YjNUoSpLamkWEQi7i8RDBkBOrtQm9rozu3i1ZQuBEwDJtPk1Xfpy9P/3CCe/7/YJRX8Gy+bemTVQKG7f/umixG0EQsZrrWT7/UxnbN++8M6va2XghaDWIRj1KJIpo0CFX2Yh29iOVW0gGVOGcDEUQDWrMesIzcfrkD3BCsE1RlPHzX6ehlBDRh4CzgEpBELqAb6NGA+mAfwhqEtJIKOgZwHcFQYgDCeDTxQTAWNQ2afE444SC2TYxWSPQ0KLF5YiTjMU59vNnMU6rpfb6Uzh2x1oGX9tLpEddFZlnNyIZtHTe/QqNt57Dke89hmVBMwe//gDxoWBq/9EfP4W+3o6u0Q6CwLE71mJorqLuxlMJHRvg8O2PZknlCy/Rc+kaB3q9wB/+YucTnzZx56/Ul2L1qTq6uxJcdLYDu33U7/6N262YLSIXn+Pgzj/Z+PRnzalJO19/He0JvvffHvbuiVFZKfHwk5lx9CPnOmVJP+XlIpIEDY0SA/1JJBlMJhGvN8k5a/S8vSlCebmItUzkna35iejSzRzB8GDK9qzTWXG5j3C0TS0+M8KcGQg6xlWn+GRG4yUfoevvf83YJspaJL2ReMiPrDcRDwfQGC0oySTxcEDdFvShsdrQGK0EeoubgeZOvyZjpXqk4+WSqp0pShKPr4tQ2J3hJLWXTZmwELCcvRQlHEWymkkGw8T6B0FR0LXUIxr1aGrsBHceQlNbiabGjm/9DqLtEzvnBzg5UFQI5CkynzPPXVGUx4HHJ3JBN3+xmkWnmfnoqoPEY2M53+EnD7ew8R9eHtur2tkiPW501WWpzyPQT6rAPLcRucxIuMMJCrT/+nkm/8fFHPvZs6n9U752JQCDr+5R2wGJQBhJr0FXZyPuzWb5+8s9AYIBhWBA4cG/BPnox40pISDJ8Mv/8ZFIQE+3qhbKMlx1rZErLnDg9ST524PBDCGQr79jraMx5v19CTZvypy8088VDCS47kYje3bFuOZsPRaLwJA7STIJer3q0KqulSgUfi1Leqrss1Lf0wvHuNyZxG3pk/7/BQEAIJuzs8Zts5YRcnRhn70crcWOr/MQSiKObDQjG8xoLXYCfe2EBjoRpNJMCulRUpGol/buN8d1nS7PERr0o/QeOp21QOsSEU8img0IsoRoNiAnbcRdHjQNVUSP9oCioJ/dkvosaHP9VoEq+yyq7XOots9GEESisQBefzcDrn30OXflPb3FVJeK8X95o1pYxWZtoa56MeWWJvRaa6qvPucuHK79ecddmWUSy+dlxZwUxKubv5OR01FbuYB506/LuS8f6quXMGfqVURjAdZvuyMV+bVm9feIJ8Kse/sHSKKWac3nU1u5gCFfO0faX0otAJbM+Thl5kaSSpzBocMcbn+JSJFa2CcCJ13G8MzFRva/E8wWAKhp/++s9zN/pYlnXKp9VldvI9KfXdEo3DlIsLWftl/8PbXNv6+LI995jNprV+Hf25Wxv2zFtAxyL0DtVyArR8g1ODqTOh0JKqtGHakDfUkSY9wWVTUSkgyPPjMaCRMIjHaar78ly7R88jYztbUiSQXq6zMdtmPPFY0oNE6SiMcUerqTOAeS1NZLWMsELFaRjrY4q0/TQZ5qfjWVc1O2UUVJjis34J8d+apnJWMRgv0d6G01hJ29RH1urC1zUZIJYr4hws5eRK0erdWOpDcB42PrdA9TSo8H8Sxm04mHk3pfeRsEAfPq+fg3DteVUBTcf0srO1ogwsxkqGLu9GuxmjILO+l15eh15VRXzMXr7yEYLh5lJggSs6dcTn31krx9uTyt7Dr4cMH6xBNB/+BeZky+CK3GTE3FvJIoU+qq1LyKPueOlAAYwQh9yuwpV6RCWatss7CaGnh79+/Qaswpv4eEltrKhVjNk9iw/Rcn+Jdl46QTArZKiXVr8z/Yvs4oq9ZY0NhMtHzpMjR2Mx2/eymrnX9/F9YlLUz9r6vwbGllaPNhWr54GYlQlJ4H1hPuHEztB3C+nF1QJT4UZPp3P0QyFMO7sw3Hc+qkWF0tceSQujKorpFwDBR2Vjv6EyTicMUFDjras9vm6+9Pf7Xz7f/ysPYJ1Sb7y98VToR5+okQkkSWEBLFUd/U44/k59xvrF2V+jzg2lfUwWlffBqefdvQlldQc8alGOqaQBA4+tdfEhnMzGxuvvaTGOomI8oyUbcD954tDG5dN6ZHgemf+Boaq52Y38PQ7s2EHZmaWMXSM6g9+0q6nr0fz4FRIVU2azGNl340y3cganW03PhZtOWVIAgkAj6Cve10PasSeNkXnkL5vBXoquoQZQ1zv/TzjONH+nMd2JKaBEODw9ekKKltgiAel0Z0PBTMYykVTthqUVHwb8i/Ws8nAKzmBhbPvjkj98DhVjmOjPqKVCb68vmfZOveP2bwGuXCzJaLUwIgFg/hC/QiijJWc0Mqcs1eNpW5065m58EHs44PRzwc6y5csxmgpUF1kieT8SxqEUVJ0N2/lZbGs2isWVFUCBh0tmHq6fzRdFMaz6bSNhOvvwuLqR5BENFpLTTVrabc2oLH10FSSVJuaUIQxKzn/G7hpBMC3ceiLFyVn71w4SoTjp4Yvt2d9DyQMwUBAK1kxPySRK/3TXwRB1Z9DbFfHaPNtYXZNedBjUL343twxrbSUrGK+JCLnrdVk0fU6VN9AcDhb2WXfGuZJvPN71mpqBB56fkwN1xZmJYiHoelc/q47fNmbvqYiYH+BHf+rz81uefr79e/8PHVb1r5yjesbNsSZf/e4mFjYwUAZIYc5wo/1mrMrFz476lwwcGhw+w++Eh2wxyY8W+30/HEH2h79K6c+yWDiRmf/CYHfv0NlLSTN17yYSzT5uE7omYza6w2pv/rNzjwv/9FMqaudGWzlakf/WJJ15ELjZd8hLLZS7IEgyCNalSunRtw7dyAIMs0X/Mp2h75bf4ORyYKRcFsETCbJDyeJCaziM0msnChhvVvRPD5FEQJkgmQZYGqapHWI7nNCfU1S+ns21x0YhyBVmPOCJGMxvx09Gwo6ViAyn+/kaHHXyLen3vMXnZLJcmEwtzlJl590o3VJvPqE4Wjj1bMV4kBAiEHb+++K2cNBp3WyulLv8zqhZ/lwNG1WVnl6WisWcH2/fczOJRNuyJJWk5d/AW0GlPeUNFI1Etrx8s594Eaarps7q0AtHW/wZGOf+Rs19r5CkZDJTUV85g95XL2H12bp0eBJXP/BRA4cHRt3mdZXTGXVzZ9O6X5nbb0S+i1ZTTXn86Qr52te/6Y+o1nrfjmCUkYLAUnnRB460UvH/nPaq79dCWPpZHEiZLAdZ+qZNYSI4/e5aTngfzFRQCiiSAdQ+/QYJ2HL5LpdJNFHYcc64jE/UyrPJ1O93amVKxmT19pZeQ2rI/wwL3ZWcsvPhfmxedyr+zCYYWf/sjHT3+UvbrO1989vw9wz+9zZ0enn6v6szcg6EcTffrv+EtJvwPUjOq506/OiBc/3PZiycd7D+0i0JH/WZTNWoyo0WUIAADP/u0ZQsA6bR6CIKYEAEDc72Vo31Yql2fy8ZQCUavDOnMRUXe2w1XJJSnHiY9+1IjXq7Bje4wbbzLw4oth6uokzjtfj8EgEIspHDoUZ9fOGPPnyRlCIBYPpVbNoiCxZM4trN/6PwXPp9WYqa9eTFP9qRnbWzteVicVQcD+scsRTUYEjYz74eexXXcBSjyOXFHO0JMvE96XTUxnveh0QrsPEetSNTejWcTRHeOxuwZonKrH6y5sC0/Pkm7tfCVvSdd0baW+ZllBIeB0H8wpAEANWR5w7cugPB8v5ky9Equ5AYf7QEFhAdDZt4mainnUVi7kcPuLOXNKbGWTMQyHD/flKdEKalH7dNOfL9CbYi9OrxSXSESJRv3vWQ7HSScEnvrTIGddVsbHv1LD+dfZ2L0pgFYvMGuxkfrJWvo7ozx+d3G7Yr11LjrZnNPWe9j5BlMqVuHwtyKLGuLJ6LhI5E60fB7pL1fSVe7WmfuHnnqNZKC4WWFq07mUWSYRiwVJJGNIopaaynlZ7cZTLzbcX7jIjKFGdYKONbMA+FpHKRy0FTU5j484jy8CRV9VjyCKBDoLLxZKga66DvspZyObRym5NZr7KSuDFSs0hEIKbW0JqioTDDgSrFihxe1SmDlDpr8vybTpMrKsaoQAh9teYM60q0b711o4bekXcXvbCIVd6kSjqLUM9DobZmM1JmN11nX1OXfRPVwAyLhkNkl/CNd9TyNX2bB/+DKURBLnXY+gaayh7PJzcgoB7/Pr0TSO3vvXnnRzw+dqGBqMs3Wdj3/7bj0zFxk5vDvE2y9nm51G8huSyVgW1UM+WEx1yJIub5JeoYkUGHf2ejomN5xObaWaob3n8GNFTXgj0XGSpKWuahGdfdl5N/VVo76LQj6KcDTTd5leu2IsyaVK4WIhp1PyBOOkEwKhQJKvXN/GJ79Vy+mXWGloUe3gShI2vujlztt78Q0VX8kpJDFqbYTjPkxaO/XWeZi0NvwRJ+WGhmEqWOga2sn0qjPo85XG0/5uQZS12Brm4B1oRRBEErGIGoWiN5GIhZFkHfFYGEmjIxbK1CainaVN2jqNBXvZ1IJtCkVw5EIiVLj0oDScSt+//u9Z+6Lu0ZdZ0uau4JWMHl95SkmnrrQT4YknoNVd9WGGtm0kMjDqn2hfEueZteGMvJ7ODvVcb65XV8MjftSf3pEZU98z8A56XRlTJo0Shel15XmzkMdCUZK0d7/JkbRVrFxbSaxHNUPEHW6kShuhd1TOpGQwjKgvjRJioDvG/351NHv+Z5/vRJIFEvE8kThmlTYsEHKWFEEDanixXleed7HhCxSuu5scR3nTdFTaZjC1SaXXjsWDKa6sUtFYsyJLCEiSluqK/ImQ6RibDJnuPB5bwnNEY3gvKo+ddEIAwOOKc8d/dvGbb4hMma1HEKHtYAS/p3Q1vte7n37foRSB1oGBV1L7XMEOFJTUjd7bNz6e/6OtpQ328fRXPW0VoqyheuoqdGYbIa8DUZTRmW1E/C5ikSAoSdzd2QRo1Z+/iVjXQIpA3/34K1ltikFRkrT3vElrx/iPLYRERH3RnJsL95tuBkqHUEKRc1DNPxnnHRYesnni4ZNKMsnQ1syQqqdLqA1U6N092vkaQ94Opk++cFxcN4lkjM0778xaDcd6HOimqlqXXGUj4XSfsKzTfAIAQDtssrCY6liz+nsl95mLwG4E48m4LhUmQxXzpl+n5rQoCXYdfLjkY0fMdyZjNeXW5gzeppqKeUiiKmBDkewoxXQUEpJJ5cTOKePBSSkERhAKJNm7NX80iyjKyDoT8WgQWWskHg0iijIavYVEPIK1agoBdzcWexNDA4eJR4NodCZESUs05EFRkkgadaUaC+ceeNWnXMDAhtJt5PmgLa8gOpTfgTxwZNPo0lEQqGhexGDb9qLEbwADvxiNkLCck99Wuq/1KQ4PPI+x0YZnf9+4rl9j0RHzjX9V3rfuaazT56EtsxP1ZOYNCrKMMmwjcW5+Fdv8VUg6A4mIumKSdAaqT78o45hQrzr7ls9dlooO0lht1JyeSfUc7GrFe3g35XOW0f1cZgSJIEooycwFhRKPo6uoRpBklMToC9nyma+BIDDzWz8n7vOkNJNjv/3xuO/FWLg8rWzememILr/4AsrOORPnw48S2Fp6iG5o+35C21Uum7jDzcAvR/1CCZeHgZ/fB4Dzzoeyjh3xBxwPRsytkaiXIV9xUrvUOQtQhKg8TzC7/gJkUce+nudJHOfqf+QaVy/6HABdfW9z4NgzWGv0aGMSOrMGQYDJyypo2zpIyBNDb9UQ8ccQJIGIP87bu3/HKYs/j4DAkjkf581tdxCNBTDobcyZeuXwWRS27S1cJrRgKPD7mGpz0gqBWUuMNLRoMZflttU/fc8g9TPPQme043e1I8pagp4+gt4+TLYGnB3bQVEw2RrQGqxqzU/AP9SN3lyB2TaJaNiLwVKF3lRB265n3rXfIpssVCw5g95XnyzcMC36ZLBte+a2HNDUVhDrG0Q7adSma5g/DRMe+l49RMtNy+h6dg+TrlyAbNJx5I8baLpmMcEuN579fdSeMwPbokb6XzuEv81F83WL0Vj1HL77rdQxnr29ODYeo+maxbTeO34umUQoQNffH2DqzV/Cc2AHMd8QstGMrqKG7hcfITYsGKKeQQa3vcGUj34e35E9CKKEZfp8okNOtGWjmdLBnnZCve2YW2ZTfdpFyCYr1hkLCA90Y5o0LePcva88jr66gZabPkeop51kIoa2zI558iwO/Ca76IdstNByw2fwHTuAIIrIBjPdD/1x3L85HeaVy/FvLr0SlHHubAStFsPMGeMSAu8XRooNBUIOdh/KjqSbCOKJCLKoLdnMlA/Th+s8uD3HONimmiW1BpnZ59QRDcY59EY/igLegTArb2whGoxjKNOQiClsfugYobCbQfchKm0zEQWJ+uoltHWvH84LUH1ELs8xwkU0gZMVJ50QsNokvv2HJmYtKVyg/Ol7BokGhwh6epG1RmSNkbKqqURDQxgtNRgs1RitqpqdTESRtQaiQQ9+Vwf2ujmEA4OUVU3F7+7KmGgnT5FZc6GeP96pDm5jfQuNF38YrdVO/4YXCHQcZtKlH0PUaOlf/3fCzj4aL7oRjaWcnpcfJ+Lqp/mqWwn1dRILeAj1dlC96jx0lXU0XngjXS9kr8SOF5Y1K3H99TnKLjkttU3bXIfcp1ISmJrsiLKIaZKN3T9QtZm+Vw9SfZrqF9BXmTn42zeY/Z9ns/cn/6Dz6V3YFjRkHTNy3PHC17oXX+s+LFPnIBlMJMJBokODJAKZ2lffurVYps3Fvvh0Yn4Pru1v4t65kVmf/UFaK4X2J/5IzRmXULn8bGJeN46NL+HZ9w4z//07Gf3F/V6O3v9zWm76HPZFp6IoSeIBH97DuR2Pzs2vYJ21iKqVa0jGokScPURdziztYDywXXrhuIRAcO9+5OoqgrtLq3vwfmOkcI5KAX7inJhVlukEo24cvsO0VK3mqKP0MNh01FUtpqnuFEJhF7sOPZRajQc9URLxJIYyDYZyLVVTLVS2mFPbdBYNQfeoibKzb3Mqyau+etmwEBj14fQMbJvAr31/cdIJgZu/XMOsJUa2ve5n8ys+fAX8AAPtW1PmkrLq6Xgcai3djr2qjX/kP5BhVkltz2FqWbBIw+e/Zk0JgWQ0TNdzD6CvrKNq1Xko8Ridz/4Fra2K2jMuo+Ppe+h6/kGs0+djnT4fx+Z+tOWV9L72FNEh1W7r3LqO8jlL6XnliRN1mwBw/fU5ABx3jTJ1VNx8KWYFBElEkFVVPezIT/aVjMQRBIG682ahsxsJdLiLHpM6//ZhugNBRFtmI+b3IumHHbKhILLZQjISRjZZ8B7dQ9+6p0EUSYZDSAYjyfhYFV/h6GO/xXrO6XhfXY9++hSSJNn3q68ilVlJhkJIJhMJn5/+zS8ysOUfxIc8yBU24iF/Kh9AEjVUm6fhCnYgJ/V03/87JFGDRtTjjfSjkQyYtBWUG+oZDLQRS0ZASRLdupPDORzY9dfdjHvT6yAIBI8dARSmfuF2En4fvU8/RKS/sCNzPBh67kWGnpu4+fG9gtvTBqhVuiptM0qOECoGh28083ooeHy1w8ssk5g95XIAdhx4IMMEFXRH2fpoO4IooCQVXv2NGhjiPOZPbUvH4NARguFBjPoKjHo7VnMjBp0atBKPhxlw7TuuazwZcNIJgcWnmtjzdpBvfbxE++LwJO4ZKJKun8uskmOb2ZoZUhoeVG3niUgIUaNFZ6+hYskZAERc/Ug6PXXnXoMoa4i41OiMZCyaEgDjhbFC9VFE/TEEAaacWU/XNgeCqKqd/oHC0S7ux18l0VzG1JtXkghnTrLGhnIaLpmHuaUC/9FM/4SSSGJsKEcyaPAe7M95nHt7F45N2QRp5QtWEO7rxDZ1NsloBEHWkAiHUBJxAm2H0Nc0IhnNlC9chbbMTqivk3BfFzFvtvos6rTEevpIeLygKBgXziXh9SGXlyFoNEQ7uzCtWoZcYSO0ez/62TOItndmPMt661xEQR3aVn0NSSVOfNjOXG+dhzfch1FrQyebqTJPJZGMEUnkj3Iyz5ir8gIlE1jnLabvmb9x7Nc/RFdbT/X5V9B5/+9yHifb35uMz/cTI/Z7gJktl+IL9BRx7ArDodATz9UoBJ3WyoIZNyKKskp0GMqdwDV2ss+3DRS6+jYzY/LFAFSnJar1De6asMnq/cTxFpq/HfhXYCQT578URXlueN/XgU+gsoh+TlGUcS1r4nHo78zPcjkW5jIJg1kaCd9moCvz2F//cXwv4pRpY27JGEHh3rMZS4tKshZ1OxB1BrRlFYQH8q9WQgPdVJ96EU2X3UzHM/dl7f/ElpsB8LR72PHbLZgq9SgKJGNJLHVGZK1ExBfD1e5FlASSicxrkqvtJP3DDvRkkqG9vQztHY2vP3y3GtkS7B7i0O9Gs6xHJvQ9P1ZpN/pePZR1TK7jxmJo5yYQRML93Zna1fBnz753MpzehfwcsX4HsX51WAW27hjtB1LHRdo6M7eJmYK7c2hHitm017sv9VlAYJA2ADxh9f6k78uHUMdRep96ACWRoPkT/0HZwuV4dm4h1NmGoMmMXtJPn4r1dDWhSzSZEI1Gqv/lYxltHPc9kJWwZrvsYkSzCcOsmci2ctzPPIfnH6/mvJ7az/0b+mlTIZkk5nCQjETRNamRQd5163E98XSqrSCK1Nz2qVT7SFc3sq0cyWLJai/b7TTe/l8AtH0uuw7H5P/9KZ6XX8O9NlNb2rDjVyyZcwsGXTmnL/0KAOHIELF4GFEUkSVDRuLTlj134/EVzi+ZCGZPuYKGGpVdORYP0dX/NlOb1hQ8ZmBwD75A4WCJjt6NGA1VNNYsp7nhdEDNqTlw9N3zJ74XKEUTuBf4DTA2DfUXiqL8NH2DIAhzgBuAuUA98LIgCDOUcYj95x908ZHPV/PknwY5dqBwAtTX755CVYMWv2dUCn/rpszkoHPOH3+xmHSMRAbFfEO0P/lHDFUmOp65j+bzpmKfpkEStTjeug+tVUfUE2HGdXNxbrsf+6xKEtEEUV+UxjOaOfzYXTSc0UzjmZPper0t7/mOvJYpTEZU01wq6ggqPnoxSnT0Hgz8uvTwtxOGkciH9Ak+1+fjCVsspsXl4MLIxXKaKzGoW4ZcogAAIABJREFU0L4RuDauo/nWzyPIMs5XnkNbXUft5TegJOLEvZ6MtuHDrYQPq0lZ+iktVH38IwzcUzyD2/2MatqruuUjyLbC+QL6aVOJD7ro+9VviQ+p55fLyzAunE9oX2a+i2HOrHG1Px4EQ04277yT2VMuH46ZF4bJ3rLbxuLB4+JLGg8saYXgNbIhxRFUCMGQo6gQADWDuLFmeWrR0DOO2tsnK0qhkn5juKhMKbgCeHi4wtgxQRCOACuAjaVe0GtPeVh5roVfPDWFN5710LovjNuRrWq98YwHk1XiS5cfzFoZp+PvT4VY+0T+MNOxuPxqI5dcmT+GOeRQzQbmRit7/7ydmdfPw7Grn6qFtQiiwP771cIzgiSiJNTJSRy2zUua0rOSRzAy8ecTAADuv/2jpIzhD3B88B/cg//gnoxt5lnzkXR6vHuLs0u+G4j29KYmdID4kAfv69mU1JLVMq72x4tYPMiuQw9jNtZQW7mA+uolyLIBFIV4Ikwo7KKtez2DniP/1KaTQHAgVX1PURL0OXe+35c0YUzEJ3CbIAgfQy0d+UVFUdxAA5AeR9g1vC0L+QrNP7BlZurzuVeXc+7VuU/+xjMe1q9187t1c+jviKQEwe0fy0yN37MrxpvrSo9vnzFLU1AIWJvLkfQy8eCovb1qYS1KUsHX6WHmjfNx7uxjcJ8Da7PKJ1I+owLbzEq615ceRz0eWM9flfHd+SdVvdfqBB7bp9JCHNoR5EvXtGK0SJxzVTmrLyyjrlmLwSji7I2xd0uAFx5y0VZE+0pHeaXMl3/VRN1kLeUVMpFQEtdAnN/f3sOujcUdy7Yqmfs2qbbVzS97+cGn1PtTP1nHBTfYWXiqmco6Gb1R4uCOIDvf8rPhBQ9draPPc8W5Vr55d3Pq++VTC1MOjGBt63wAEgmFW1YdwOMa38TkP1Daed4VKArGeXMoO+8cfOs3kAwXoCo41p7RPp+J6UTBH+znSMc/8pKypUPSaxBkEY3NTEKMstl7F4Z6G4JWRGMykghFUZJJ9LVlBNtHfVhd/VsKcg+9vSvbR2OduwTfgV1IRhPJcAhRq0OQZUSNFlFvJOQorSY0QFJR332H+2BWpm8ubNW8SmD/XmKOTL/E/qNr2X90LeYFC/EHMs1jG3f+Oqsf84KF+PfsPuFF6I9XCPwO+B5qPNj3gJ8BKo1eNnIuYfMVmr/7+6UnMV38sUp+9tk2hpz5E0mGXONzQPm8hW+wt111ZroPqo7fg49krhDTzTYjbTd/rzit7UQwMukXQuM0PXOXm/jiLyZRWZdpxzZZJZpn6rnowxU8+QcH9/6k+DO48hOV3PgfNRhMo/Z4WSNhskp8/68t7Nro52df6MQ9UNrkaqtSh+KN/1HDDbdVM5byaf5KE/NXmojHFLpaR0nhtq3z4XHFKbMf31AeOf6fCe61f6f8souxXXYx5ResIbBjF84HHslpNov19mW019RU49+8lfCR1uPOKBZ1GmSLjkRAnaQlo45kOIZk1CKbdUhmPXFvGEEEyazHtze3v6zmkkUEWgfQ2E3Eh4IoivL/2Hvv8Diqe///NdurtKveq+Ui994bbmAwppdAGtxAkptwc3PzTXKTG0JIu9w00gmhJBBaKDbVVNsY94Z7lWxZvWtX29uc3x8j7Wq9u5JcAOf58X6efbQ7c2b2aHbmfM75lPcbXbaV3MsnKAYgIgj2uJGQ4ozAeUEIMmctRmvLoGf3ZmyTZuE5fQI5FDin66DTmslIV+pRznYFqQwGMpZdjmvvbrRZWQQa6gl1K3UwadNnIGl19O7YRtjRE20HkD5/EdqsbJzbt5I+ex4qgwF/fR3+06fIWLES55YPkNTqaLue9YOT3p0rzuvJEUJE00ckSfor0K+U3AgUD2haBJxT/tzLjw3/xz643c2URVbaGoLR0vazA8PvvnVubpJep0hKxzxcDOa2+SRhsqi499Gy6KAd8Ml0toTILtCiMyjbJAmuuyt7UCMgSfDVnxSy4pZYwL2rLYSrJ4LBpCKnUItKLTFhtoVfrx3Bd28+NaxAf0aOYphuvSeeKC0SFqg1sbnFrvXxJGaRiGDTq05WfV4pKJNUDKqeBlBUGXNWb1jzr1fg43xvI95DR0lfugjzlElYZkxDV1xEz9rX8B1N9PEPbG+ZOR3LjGkEW1pTth8K2UuqUek1hHv9BHvcZM4dSbDLTbjXh7/ZgRACc1VudGBPBbVZT7DTRfqkEtqPNJE+uZRAWy8qgxaN1UjY5SN9Qgntb54bn1Uy6LPzCHZ3EuhowVRcgRwOos/Jx3loN+aykQxXDCg3c1yfYpqbLkf8MWqTCcf76wn39mKsrCLYFsuy8x49ir/hDFnXXI9j/TvRdgDBtlYcG9ejMpvRZWfT9uxT0eN8p2oxjx1Hz3vvRNtdbJyXEZAkKV8I0Z9+ci3QPx1+BXhakqRfowSGq4Cd5/MdZaMMXH6LnaoJimum5pCPt5/vofZQbFB/5L7GhONUai2ZOdU4u0+h0RiIREKoVG60OjPBgAuD0Y5Ob8XZU5f0e9963cdbr1846djHiaJffgMRCEWDm83f/1PSds6uMHctrsXZlTjznXtFOt/5g8IIedXnMnntiURjXFCm5w9vVqHRKoPyL7/RwKZXEwfRKQus3Pd4GZm5Wv66cRR//kET654eXGo6K1/LC0fG8d+3nOLwrqGX2APx1/ubmTjHTEmVga//rIjffTfxvhiIex8tA+DNZ7rZss45aFuAks//O80vxgd3w+6Lz29zLgi1tdH51HPKCgCwX30luV/5N8Jd3TT+6GeDt5ck7KtWJraXhzf7aXtjP+lTSvGe7iTk8OLce5ab8+wMsRRoeEKJSdT/Tck8868b3mBf/eUf0/TeCzhPKv54c1ElBYuu5eQ/fpnymI73U9PEO/YNrxI+L2sio8qvAmD7/j8m0EBIOj22hZfhOXwI/5nTZCxdQbC9FdkfwDR2HJZJk/EePRLXznviGIHGBjJWrlIMgzN2P1omTkKbmRXLiutr1/Xa0Cv/c8H5Cs0vkiRpEoqrpw64G0AIcViSpH8CR4Aw8O/nkhnUj+v+LZMvficXlTp2A42ebOTK2zN46rftPPM7xR1w3xOJjJh/+X4mqj5CJ0taIT5vF3mFUzEY7fQ66nH1NkYlFC8UJfOLWPbrJQA8Ov3vqLQqRq2uomJ5Oeml6cihCG0HOjj56kkatw29IOpfRUgqiRErK5n6lckY7QbCgTCuZjctu1rZ8WCiL7TxWw8Oq78P/bA5qQEA2LLOSWtDkLxiHaOnmJIagVVfyIwagN0bXEkNAMDeTS4ObHMzYbZSubzys5lDGgFQYhjnagD6sWGNg89/O485l6fx0A8lgoHkM9DRk03kFSv3x1BiKf1w7N1+XoO+HAqhMhqHxf90oXBt3kb60sVoMuxDf58Q8e37EPF4Y2m8Z0GTGZ9qnTDwn3X+pO8/Ingaawc1ABcD2fbRjK5YFf3cT5cxEMHWFjpffimqndHW+KTyXvQ/16rovoHterdvjfJoda17LXo+9/74pIP+dhcbF1Vovq/9T4Gfpto/FGYusXLn9/I4ssfLM7/voOagMiuvmmDklq9lc/s3cmg4GWDzul6e+13MbWEwqSmrNiJkOxq9AY3GgMmSQ3vLPkyWHDyuFtQaAwZjBlptakqKs2kjhgtLvoWlv1xM5sj4h6VimZmKZWXUvnmKTT/aghxO7asIukOYsk0s/cVissfG9Ih1Wh2ZIzPIHJlB57Euat88FXdc7n/dTrCpnZ5n38a6cCqu95OXsO/dNPhAdmyvl7xiHZl5yZk7F18bGzDeG2IA3bspZgRKRw4vTXdgwPdcsXGtg899Kw+TVc20xWlsfTP5DH/haiVY33ImyLG9w8sa6z14fpQA4fYOJJ0O6+yZuLaeO+9SKlhmTMN78DCyL7ZiTbtMSYMMNrfEDbzWubMRoVBce0mnjW/fBxEKEag7g768TKnM9igGWWO3kf2F2y+845JE3twrsY2ZhsZgIux1cexRhXlUUqnJm7sS25hp+DqaaF7/IkGnMhGR1Gqqv/wT5FCQjt3r4yrNR3/pPjQGE3I4zJE/fy+6fcxdP6Ll/bU4jiv8S9Vf+RmNbz+DWm/AlF+G3p5D27Z15M1bhS4tg7pXHsXXFqOGtZoLGFNxNaGwB6MhE5Mhxl81WCrpQPGks2tBBu6T9FpUBj2yx4faYiLi9qIy6pEMemSXF5XVhOzxocm2ozIZCTW1o063EGpJFEm6UFxyFcPX35VFc12QH3z+DH5v7KLted/NoZ1efv9aJavvyGTzul6O7o6fNd749VzWPBSjkqg7qRRBtTXtGbYW7Nm0EcPF8l9fhn2EnaA7SNu+drydXornFWPKUtxZlZdXIKlVbPhe6iCxEIKlv1xMdnUWCKhZV4sckkkvTSd3Yg5IsOCHc3GecdJ5NDZT735qHfYbFZ5046SRKY3AUOjtC5CarclTWU2WWLT25IHBXWadLefO+rhr/fm7WLraQhzY5mbiXAsLV9uSGgG1WmLelYqS04Y1w1sFXAjkPhrtzFtuIG3JImSvF5XBQNNP41XETBPGYRhRicpgQF9eBoB56mTUFguy30/g1Gl8x2P+56zbbwEhiLjcRJxO0GjQ5echgiG6X4gnKdSXl2KZMS3W3uNBm5mJpNMmbd/z6jpy//0uiu7/H0LtHUgqFdq8XCK9F65jbBs9lfSqiZx+4Y+EvW70GbH4T+7sy7GWV1O39mFsY6ZTfu3dnHjyAUQkQvbUyzj1vHJM/sLVaM3p0eOO/fU+rOXVFF8+fCNlGzWZ2n/+gYobv6Z836jJZE2aR8NbMbZZtUpLmiUxsdHj62DfsSfP8wrEYLlsFsLrBwmCdc0Yp4xF0msRXj8qqxlNlp1gXSOh9m6FIl6W0ZUV/v/DCFSONfD2P3viDEA/Aj6Z3RtdrLg5ueC6LatvBjtIcdGgdK7E00ZkFo6nq2l4qYD2EXaOvXSCnb/dRcirDKaSajtT7prEpDsnAFCxrGxQI5A7QXkoHKedbPyfTXSdiLlQsquzWPabJRgzDEz+0kTe+WYsQBRqvcDMiT70u4RVwyhneOT9UUM3OkfUHb+wWMz6NT1MnGth+mIr5jQ1nt74mdjk+ZZoFtGGtcMPCCdTFktFFXE2eta+hmXmNDTZWWC3EXElTi4sM6djGj82bpuuIB9dQT4Ari3b4oyAe9tO9GUlqDPs6IoKEeEIrs1b6d2wiVBHPF1J7/ubISJH22uNRsI9PfhPnEza3l9TS+tv/0Tul+9UBn+XG9e2HThef4vin/5wWP9zKqi0ihtODgaIBHx4WxSXkqRWkzl5AQ1vPIGvvQl/Zwu2kZNJHzkZx9Hd2MfNpH2nknLasukV0qsmXlA/Ao5O/J3NhL29eFvq0KVlkDF+dlybUMSH29uKQWdDkiQ8vg7aug7T2LozjirjfCGp1UhmI+FuJ4FTDehKC5DUBiSzkUi3k1BjK5JBT7itC0N1JZEeJ9qCHCS1+qLIow7EJWcE6o75mbLAgs6gIuiPH7D1RhVTF1o4dVQJDueVDihJFPDVxYkkThdCG2FMy6XUriQ7nTn0xqDHvfPN9dR/EJ/rK2TBnoc+pPbNU1z/vMI7nl6ShrM+9axq71/28eEjiQUoHUc6eW7VC3xhy+2UzC/GXmmjp1YZyAwjS/AdPIlhZAntv714LKWpIATUHr74wXNn14Xd3BvWOPjPXxaj0Up8/6FSvveZmNvMYFJFA99wbtQkeatv5cxfE+UxhwPn+o04128ctE37Xx/HPH0MuuJcNNl2up54A9PkURjHV+I/2UDgVBPG8SNACHyHaul8ZviUzcGGxnNqDxCoO0P9d+9N2H42lcTnbzNjMqqoHq3lpVe8yDLMmKqjpFjDw4+7yMpUI8vw/mblee0+sJXuA1sx5hSRO2cltjFTOfS7/4fOmoFKo8XfJyUqZJlAdxuGzDwklQqdNTbpC7l6zkttTqWJuTj79Sr6VfGEHEnwtXu87Ww/S+thIDQWKxkLltL+hrKSMo+qxlBQTNeG4bHkOF+Jz/JxbUiUreyH+31lMuh48e1hnftccckZgdee7OZbvyni/sdLePp3SkxAkiSqxhu49Z4ciir0/OTLiu+u9Uwgjjsop0iXkCJ6IbQRrbVbkYYzLQZa9qT2EzrqnPQ2ukgrspI9LntQI3D6vbqU+yLB2CCpT4sZQP+JevwnlGtimjwa74cfrVSmJMG3b6glHLo002EBxs4wk5WvjbqlZi1PQ29UVnlnTy6GQqC9BWNJOb765AVFRn0GvkA32baRpJkLqW3aELd/ZPEKGjt2J+jIDoSuJI9wp4NgfRtqexraohy8e44hGfVos+0EzrRgHDe4NOjFgP2yJVhnzKT+fxMzjM5GJAzpaRJvvuPjVF2YRfP0NDVHOHIsRFmJhgOHQyyap+fsta+vvZHGd57FXa8wjgZ7u5BDAQzZhQR7u5FUKvQZufQc2YmQZYKumOtOY7ImqMglgxwMoNLG2knq4VfrF3zmDpqffozSr36L9jfWoDaZ0dozSJ82m5Zn/kagvYXsK69Dn5tP3nW34j52GBEJYywpp/jOr9O14U28p05in7uI9GmzqfvtzzGPqiZt0nREJIw2PYOGRxOLwT4pXHJGYMPLTsrHGLj+rix+/pQ5bp+Q4W//18a2txXf8XC4gy6ENkJvtIEEWr0Vh39wityQd3AfuOOUg7QiK7by9JRtIsEIzjPD872qtKqk2y0LJn/kRgCU4q6O5vNXe/qo0NkSIitfUYtasMrGSw8rPtSFV9uibXYkEUxPhX5lsfSJ05Mqi+m0FkpzZ3GsPvVK8UTD0LPDnpc2xhHs9fzz3ViWj0oFsoxrw0fPWd+z/j10+QVDNwT+8Zwnyt0ny/Dks2FkWemuJEEkomzrR1rFWCJBP4GuVpAkTPllOI5/iJBlOnZvIG/uSkKubmyjpyFHQjhOKNkxPYd3YswpIuzpJXfeVUO6dAG8rfXYx83EVX9cIQk8hypbEYmgMhgI9XRhKCrBfWg/7iMH0Ofmx67T1o2kTZhK++sKPbx5VDVywE/XupfJWLQM76mT9GzZGHeMJEm0vPAU+pz8s78yDnqrlpsfXYytxMrvZr04aNuLgUvOCAA89r/KQL/8JhuV1UYEguP7fbz1bA+1h2N1AsPhDroQ2ojs0in0tBzFYi/G2VGTIEl4LvD3KP0eOINP1uZcis20uRmkXT4n6qdWGXSoTBdGmDdcjBhvvCSNwMa1Dm74SjYAC1al89LDHZisaibNtUTbrH9p+PGAwZTFrKY8ygsWYjHmMLb8Wtp7DmOzlDCu4nqMehu1TeuxmvIpyp7G/ppncaegMwaSE+z1v+8fwAbsM42pxjptOoTDaOx2mv78R7KvuQ6VyYSk0dD1+qtkrboGf2M92sws/KdPoS8oRG21Eu51ojaZaXvmKXJuvhVNuo3ONS8SbD93mcmBY2v/+2TbANRGC/kLVqOxpCMikbhsnI6d76LSaCm75m78nc3UrXk4KuTTsXt9X3ZQgPad76K3xTLnxtx1P2q9EUmtZuy//5xIwM+xR35E6+ZXKVx2MyM/+23kYCDuu4ZCqKsTa/VEXIf3Y6qoIuQYOr0ZINDeSsTvQ6XTpdwPEPEP7krNHWMne6Rt0DYXE5ekEQA4utfL0SFS+IbDHXQhtBGyHEFnsmEwZ1yQAQAIB5TjtabUlzzsPzf6glBbN46X30eTpdwwIhJRBOc/Ivi9MgaTMvWbvSKdbW9deMbI2VDpDKh1eiJ+Lyq9kYjfi8ZsVXy6koTaYMLblJrnZf2anqgRqKg2Uliup2qCMVp13NMR5sPNw8/8Cnan1oVweVs507qF/MyJHDvzOtm2kYQjAQ6dehGLMYfygoUcrH0eizE35TkuBJIk0frMU+jy8jBXjyXi9dKx5kW0GRlkXn0N2sxMOl9ZS6hL+R+yr7sBJAnnpk1krb4WhKD92acxjxuPefx4gu+dv9bwcNBzeAc9h5P7voWQad3yOq1bEkV9RCTM4T9+N/q5a1+M1vzow4mxC4CQ20ndmoeT9+OIUmtT+0/FJeM8uT9aeAYQaGkkbepM2l95AVNpRfL+hiOJbqmhaiKGWTPRdrSHjhMO0gstQze+CLjkjEBeiQ5nZxhfkuwgjVaisFxHd0cYV0+E4pEGNrzYFUcbcTZeeencApjPP+3l+acV4+NoPUZv52n87gvPvrEWKD+ou/X8iqFSIeJwkXXn6mHVCVwo7ll5kj+9MxKNVmLRahsjxhn56vITgx6Tkasl6JdxD6IQNxCZU+YjhKwYAa0OT30N1sqxSGo1joM70GfkDmoEGmsD/OVHzdz9Q8Wl8R+/KKJsVGx1dN8XTyNHBJllFoom2hERgbszQOEEO56uAM2HHZjsOoQsaDrkYNLVxQS9Yay5RnyOIAdebyToiRlrIUdQq2JBR7dPGUjDET8aVfIZ4XBw1Z+WUjgjL2H73scOsetPipsk2KIEUmWfL2mRlxwMRg1AtL/hMBGfcn9bJk9Bm5VFxO1G0iSvDblY0Kr0ioLbvwBch/fjOqwYhbZXX4hub30plnQRaGmkdU3ss+f4ETzHlcSUpn88knDMwP3hJGJKAxFwhXjipo8mCJwMyR3LnyA+/185PPbByGhlahwEPPBsOXd8V5lZubrDCBlyCnXkl+rJLx06YDRcSJKKtKwKJElFZuH4IauMjRmDu2HslcpsvT+j52Ki+6l1aLOVLCjjpJEX/fz9aG0I8tf7Y5XPRZV6bv73HEpHGqIzbUkF42aauf7ubH78RDmPfTCKworh/y5BRxedO9fTs38bXXs24W9vomP7O7RvXkfQ2U3PodRZFP3Y9IojOikYOcEYXb3UHfNzui+zzOcM4ukKoFJLlE7LxNnsJRyMYCs00V3vwV5kxpptIBIWGNN1OJu9dNd70BnjA4xuX4eiYjXi5qR9GV2yEpulmIrCxRRmTx32dXjtq+/yzOq1rPn8Og7/c2jJRs/RI6gMBnJv+yyZV19D1+tDC534605jGjkKXZ5ibNQWK1mrr0VfXKy4mgYgd0I2lctKk50mKSrTZzLaPp9c0whUkprStMkAaFR6xmQsYkzGQtJ0OYy0zWW0fT5WXfawz/0pLi4uuZXAqMkmju71Js08CYcFez9wM36mEjAeWDF8sZFROA57fjV6kx2Po2lIDvTCmQXUrDuVdJ+9woYlX1kJtB+8+MUeF6tOYDhY93Q3tiwNt9yTiyTBbd/M5bZvKkY5GBDo9Km5YoYD57EBzIyD+ckHgcsRYfdGFzOXpsVRj6wfUCDm7QlSs1lxnQ1kfu1//+GaeoQs6KpLrjnbD1mE2Xs8xivU4VBWRv5gLx+efCrpMcNFb5Ob3iY3OQOqx6P9P3oE79G+mWUf30zn2ngN68bf/Sbuc8dLsVlty+PKbLXpj/FZKp0vr4GX4wvIACouK8HnGD4Zo1lr50BnTOO7xaNcF61Kj0al50TPZgIRDzZ9Pt6wk8r06ezrGDwN+1N8NLjkjIA9S83GV1LfbK0NQWYttSbdd/u38vnHL1uS7huIohI1195konqclrR0FR9sDPDQb11Y01SkpUm0t8l0NR4g4OnG3TM4GVk/xt02ltq3TicdLPqLxQBcTRefeCzzC6vQFmSRdfd1H2lMoB/P/K6d2iN+7vxePvmlMZdHMgPQ0RyKViJ/nFj/Ug8zl6ZFP8sRwfsvJ1+FDfzNkon4XKrMsB8nCmfkUfN23bDb+yPJ4y6+cC8nHVupSJ9Gh6+OiBxEFmFOORM5sYqn5zDu6jLyxmdiL7EQ9IZxtXrpOOHgzLY2Tq5vIuiJT05Y/eBcHGfcvP+b/VjzTEz//CjK5+WjT9PRfqyHQ2tPc2zd4EFiU4aeybdWUT4vH1uRhZAvTMuhbo68WkfNxqYU5PgxZJRbGX9tBUVTs0kvMINKwtcdoPtML2e2tVG7sQlXW7ybWqWW+M89Nyac61eTzq3G43xwyRkBWVYCXqmg06uioutno2Jcak6ggXh9Yw6aAfTEZ04rg9T0WTp+/0gGP/yOgxee8SLLEYqrlyOETOPRwTm8M0dlsPinC9jy8+0EehXfp6SSmHLXJCqWlw+rX+cLz9b9BOuaCTV3ROsFPmrsfLeX3RtcfO2nhYyabMKWpcFsVREMCI7t9XLygJcPN7s5vMszJLXzR4Fd6124HBGsNsV9s2+LO6lC3acYGsYMA5lV9nMyAgNh0tgosoyl29+IL9xLnqkKCeV3yTAU4Q07cQbb6Zcsl1QSK+6bztiry+LOo7do0Y9IJ2tEOmNWlpI/vpZ3f5YY/8qoSKNwUhbX/n4+emss1lE6M5fSmbmMXFLEa9/dnpTHq2pJEZffPwOdOTY06q1aqi4rpOqyQuq2tvLad7YRcCXPjFvyvSlMunFEgrKKMV1HRrmVEYsK6W32JBgBIcDT6cdo00WVCD8unK/Q/HNAP2+ADXAIISb1yVAeBfqdmNuFEF8+lw698HAnt38jB48rwgsPxYJaKrXEjXdnce2dmTzft/3Hz4zgV/fE2Az7efEHw8NPZvKZ1Z0cPqj8iIfrYznR69/2s29PkLvvsfLCM16yiycTCnowmrOQVOpBM4ReuGEtS3+5mNvfuyXp/prXa/ngx1uS7jtfqG19KyKNBt+BGjQ5djJuXUH3M0peejAguLryIIWfmUug3YmpMhfvqTYq/nMloR4vLS/uwDajkmB7L2FPgHUnS3hmySkKrp/BcPjV5YgYkrZ5MPR0hFMrgUkS9pUrkLRa/DW1GMrLUZlN9G7aTNjhJG3+XEKtbfhqarBfsYKI04k2O5twTw+h9g7cez7kc4vqSV+0EPeevQRbWrFfeXn0fN5DidXl/VCpJSqXl1G+uJjiOQWodWpCvjCeNi89pxw0720f2k8vQfniEmZ/YwrGTCMiIuNu89K0s5WFJ2n7AAAgAElEQVQtv0itinUxMO6mUcz99vS4IHIyXPHgYkrmFbL2i2/SdjA+gDzrP6aQOdJO1kg7BrsS75r5tcnM/NrkhPPs+/thdvz+w7htJ3pi0pXesIPjPbGMnhpnzH3Z6UtkI73+TwsonZWLq83HI1e+nnSwtuaZcLUmzx6smJ9P3tgM/nb9m7jbY4OtIV3Hbf9YStXSIr6x83p+PeX5uOO0Jg1X/2oObUe6ee6ODYT88c/75T+ewdhVZXztg2uTztAn3lTJpJtG0H26lzX3bMbRkLga0pk1cYkF/RCy4KGlrwBgtOn56sbVSf+3jwLnJTQvhIhGwSRJ+hUwkK2rVggxuFL2IFj7aBeLVqXzxW/nsvxGOwe3e9AZJEZPNlFQpqOtIciLDys37DvPduHoiFnkjqahqQAmTNZGDUAytLVGqB6vzB6aT27CljuSoNcxZIqo84yTtbe9yujrRlK+tIz00nQigTBtBzo4vvYEzTuHdlOdKyIOV9zfcLczQWoSoPPdQxTePpeww4tXgL+5B63dQrjXR9qEEgItDjwnP7r4yvnAVD2aUEcn7p2K+lKwqRlDZQWm8WNxbduBNicbx1vvkL5oAe6duwl1dJB10w249+7DPF6R1Iy43PRu3oJlxjQ0dlvc+VIhrcjKil8tJKMyPk9bZ9aiq0jHXpFOxdJSTr17Bl93crelJdfEsv9bSM7YzAFb1djL07GXpyNHZLY/uPeSdjNN/Gz1J90FREROeY1SGYB+7H7ieJwBAPA7g2z+w0GuemB2Um/CuNXKiv2t+3YnGACATb/Zz9hVZcm/UIIZXxxDJCSz9j+SGwAgqQH4pHFBQvOS4re5CbjsYnXI55H59s113HVvHvOvTKOwXOENETJse6uXP93Xgsuh/ECbXo5ngvztfw2t4as3DB64tFhUhPpsic6Qhre3Fa0+eQzibESCEQ4/e5TDzx5Nul8lqVFLGnQqE4GIG7WkIyh7eXT631Oec6BgPZC0bdaXriXU0ok2LxMRTDRwgXYnp34dC7o1P7st+v7Ur99A0qgQYRnHbiWwXfurxFztiw291sLMkf/GrpOP4wsmMn6qDAZkTyyd1jx5EqG2dqS+EtVIn2i6pNch+/3IgWBCVahl2lTUaVYklSrhfMmg0qq44reLsZUqsQR3q4eja2uQgzLGTAOZVTZyJ+ag0atTGgBzjolrHr8cc47imjz2cg3OBhdqnZrMKjslcwuY8JkxmLNNvPvfHyQ9x6WAN/8zRn1RtriE0VdXcuK1U5x6L/EZczZc3DhXw+52SmflklZg5qoHZvH+r/fT2zL8qn+Auq3JJzWn3m9GyCKpEahcWICn00/HieSxI293AE+nH3NWYiZgVmU6afkmjr/dQE/94HUokqQaVtXzx4ULjQnMB9qEEAN9B+WSJH0I9AL/I4RIeqenEpoHcHaH+cU3GvnD91VUjDEgqaDueGDYueaDoakh0l+FnwCDQWL0WC01J5SB9GJWDAPk6ivoCNSRpsnCZKggKPsRQtDoS+2ayJw/iu5tNahNSgA21JM4kLnf34smx06gpgH/sbpz7pcYROPgo0KasQCDNo10U2FSI+A9cpTMG69HX1pCoL4RbVYmkk6XMDP07DuIbcUyQu0diFAI66wZ6PLzMLW0ICIRtFmZhJ29CefzHjqc8J3FswuiBqBhazNvfnNjgitCrVNTMi+RYrgfS34yN2oATr1Xz/s/jtcRSC+2csua1VQuK6XtYAcHn/7oKT7OB2c+iOkC28oUqpOeOmfcdoDsz9yC44NnL+p37/3HCUYuKyZnlI2Ry4qpWlLEG9/bQc2GpmjR5VBINRMP+SM4mzzYihMLsXLH2DGk6/ivfTcNeX6tQR23WsgZo0xWG3fHsv/UWgNqrR4kibDfg1pvJBL0YyuuxlF/GCFH0FnsqNQa1DoT7vbhi91fTFyoEbgVGEhb2QKUCCG6JEmaCqyVJGmsECKhtDSV0PxA+Dwyh3enngF8+afFPP6TJgI+5UH974cr+PldydM0+/H2Gz6+/q00/vCr3jgtYY1G4v/9II3MLBUP/15ZRl7MimEAT6QHvdqMRWPHE3EQiHjRq80Kt0mKlAO1QUvWotGodBoM+TbqHt6Q0MZ/4gycGHoV9FFgUvlNtPYcotWR2pAlQ6+vGW+ghx5PQ9L9ss9PxxNPRalzfUePxVHodr+qrFZCbW10PPWsEllLkj7qPXAwetzA8yVDWlFsYDj1Xn1SX3QkGOH0+uTB98IZ+eRPUdJlHWd6ee/7mxPaOBtcRIIR1Do10740gWNra6LU4/8qUJnNShymbzVmv2olklqNe/cewg4ntmVLCHf34N69h7T5c1EZDATqzqArLoq2CzalVtoL+SM887n3mPHF0Uy5fSR6i5Yr/3cWAXeII6+dYc+Tx3E2pV7VCVkQ8qW+pn5nMF4JHSUYbUgbfnGfSquCAUbAaFOOdXfEXFDZo2cTCfrxdjdhKxmHHA4gSWpUGi2W3HJ0FjvezkY0BvPHosCWCudtBCRJ0gDXAdEKGCFEAAj0vd8jSVItMBIY3BF7nuhqDfHz56v47bfqScvQsOOdoQuxHvuzmx1H8llxpYFd2xS/z8gxWl55L5vScg2HD4T451OK4Wk6voH8EfNoOPrORelvb0iJZZx0D192WY5EQECwy/2J3iipkJM+Gqe3aeiGZyEQcrP56NBMiv0D9qAc6oOQgyWoOw1yHvcAP3PZwiKOvVIzZDrgQIxeHWP5PPCPIylV5E6vb2DE5WXorDpGrCjj6JqapO0uVVinT8W9Y1c0DhNxOAl1dWFbugT37r0ETteBSoWkUaPNyaHjSaVeQm21Rtu1/31wYZZwIMLWhw6z+8njjFlZytLvT0Vv0TL5lhFMuL6CbX85zI5HkrtdJZU0aG2HlCR/RJIASaFseO/nexMbnIWzfftR95IYuE2DWm/E01GPKaMQtc5EJOhDrTNizavA7+xAb83A292ENb9KmUJ/AriQlcBS4JgQIpoeIklSNtAthIhIklSBIjQ/+NT8ArBpbTeT5llZdnMmGbla/vy95LPKgXC7BWNLmqms0jBrnp7HHnKjUsHa572cPB7/wxaPWUrdgddSnOnjQcc7iW6LT/HR4PT6etZ9YwPLHlhA6YIi7t51O71Nbk68fooTr53C1Ty4r3fEijIAwr7woAP7gaeOMOJype3YG0f9yxkB79Hj2JYvJdTejhwIoCsuQmUy4dq5i2BTEzlf/DyOt5SJU8QRm5gNbDdcBD1h9j9fy/7nFU6wzIo0bv37EuZ9bTwTb6jk4cuTP5954zJoOZBYRKk1acgZnShKJUcEDbvbKZqSjeOMC5/z3IRjGnYpbqCqJYVKLQHQsj82eew4vi3pcf0IuIauhP+ocF5C80KIR4FbiHcFASwA7pckKQxEgC8LIYZHwXce+OETI3jsx43sXq94m/64fgz/flny2cHZqD0Zpvbk4MvwcMhP6biVwNCiMqkwvvRa8u3j2XvqaTp7a5hYfiM2UzFajZFQ2Euvt5kPTz+X9NgR+YvJSR+FUafctN5AN7tOPk44hbKRUWcnP2M8mZZybOZiZBHGF3TQ5TrNmfZt+EOpCd/SjPkUZU3Fbi7BqLcTDHvwB510u+to6tqHL6gE4Q3aNMpz52E15mLtI0aryl9CVf6SuPO9e+BnCVXWIwuWUZYTr+C09dhDuP1DF7iNLV5FhrUcvdaKLIdw+zvYVfP3pAG2pRO/D0Lw3oGfo9elMX3EF9BrLchyiF5fK42de2h1JDeu9ZubeP7m15j59cmULy4mrdDCtLsmMO1LE2jY1sy+vx+mec/gRGsB9+DsqoHe2O+nT794VCcfFxQX3DNxLrh+N1vmtatpe+RxMlevouPY8ajbDqDzmecuWBmr61Qvpza3MOaKEqy5qeuCKubnJzUCIxYVpqwzqn2/meJpOUy8aQTb/3pu7s32Yz14u/xULStm8x8OJtQBXMoYMrFeCHGrECJfCKEVQhT1GQCEEF8QQjx0VtsXhRBjhRAThRBThBBDE5hcAL5/88moAQD4+ZcubmCltXYrzTUf0Fxz4Vkceq2VfPt4ctPHoNdaUElq9For2enJZRrTTQVU5M7HYlAkJyUkrMZcZo26O2oUBsKgTWPemK8xIm8RdkspERFGrdJhMeRQmj2T2aPvTvo9EhKjCpcza9SXKMqcgtmQhUpSY9CmYTMXU5E7P44gTasxYTMXo1bp8AYUwxAIuXH52uJeyVxXDk89zd0H6Ow9ics3/JTU4qxpFGZOxqizIUQEtUqHzVzMzKo70WnMSY9RqTRkpVUxZ9TdGLRWEAKN2kCGpYwJZdcP+n29jS7e+c4mnrvhVfyOQP+FonhOAav+soxlDywY9PhBah2H2eDjgaS+gH7Ictxv3D+wu3btJn3RQpybkj8zwzEARVNT8whpjRryqpX739WWOl44+dYq7KXxWX2GdB1zv6qkDydzFR14UXFazLqrmspFqTUVcsckPn9CFuz5xwm0BjWrH5yHJduYsv8DC9EuBVxSvZFUEnNvL2XzE3XDat/THj/jaqwdmtukqERNY33yG9GapqKwWE1zY4Rep0x2yRTa63ZhzSwja9wkWmo243HE/N/1HzQOmt45EDnpo8i0VrLj5GN4fO2oVBoshhzslrKEtnqthckVn6HLdYrjTW9HZ8o2czEzqr7I5Iqb2Xb84bhZsD/US6vjEMGwl3bnMXrcZ1CrdBRkTGB04eVo1clvysr8RZRmK7UFnb0nOdOxA4enEYNOMQIWQ3bcTN3la2Xb8b9EPy+fdC/1nTs43TZ0IVy78zjtTqXIyqizMb/6niGPyU6rYkzRSho6d3Oq7QMCIReSJJFhqWBq5W1MLr+ZnTV/S7oimFh+I4GQiw2HfokQMmZDFtXFVymrHZ0NX3DwGJKzvpcnL3+R0vmFjL1pFIXTFaK1iiUlSkVoiniBzjp4gHFgFWvA+ckxa+rMF585NNjYRLDx3GNEA3Hzo4vpbfFSt6WF1iM99DZ50BjUZFakMfbqsujg3j9oJ/TBE0KllrjtH0v58NmTNO3rxFZkYfrnR5FWoEwa9j6dWAwZ8oaRwzJqrYprHpzHmR1tnN7cgq8ngCnDQGZFGsXTckgvMictFtv9xHHm/8cEcsfYuePVlZx4u4GWg11IkoQlx0jeuAyKpmSz5usfcGZH8tWkpJLi7o+zs5A+ClxSRmCgdTbbdSy6sxwkia4GLy3HeskuN+PpDnL0fcX/lmbXsPAaO1Z77N94+teDR1e+9FUrT/3Nw4ljiUv2rGwVL67L5olH3Dxwfy+mtFzyKuegM6RRs/ufFFcvw+tp76selpXgUzgcndmpTWbkgB+VXk+4N971kp02kjMd23F6+kIocpBudx3d7rqEflTkLkCnMfHhqWeQRewGcHgaEEJgMeSQbx9Pc3e8FvHBM/HEXxE5SEPnbsz6LEqyZyS9HuU5cwFo7NrLkYaYf9Xj78TjT82l/3FhVOFyAI42xtxxQgi6XLVE5BDp5iIKMibS1PVh0uP31D4VNRAefycH6l5kfvU9ZKVV0dA5tG9aDsuc3tDA6Q0NFM3KZ8UvFqIxaiieVUDDtvgMl94mN2mFFjR6NdYCS8oYwkB1uZ66xPTYC4Xod9EMMdFPKxpe/csngbR8ExNuqGRCiv2HXj7NzseSu379rhDv/Hg3V/9yDrO+lFj0dvLdRjY9eCDpsc/f/T5X/u8sLNnGKM3EcCFHBMferGf05SVoDWrGXl2WQH2RDKYMPTf9dRHWPHPCKuGe7dcjRwQBd4igO0TDrnbeuu/iVpxfUkZgIBb9WwUbHz2FpzvIki9XUjbVjlotYcszRo3AvU9U8q1Vx/nOQ+U88OXT3PfkiCHPu2KVgR9+N/kM8HRtmE3r/Vxzo4kH7u/lzKF1CDmCSqOjfOIq2s/swTplGhGPB7XZ3EfFO5qw24WkUiH7fIoBcLkQQhBxxYpout11HG8amiPcasylOGsaQJwB6EdLzwEKMiZSkTsvwQikQqvjCCXZM1CpNAl+eklS0eU6FWcAJEmNJElotSbCYR8arYlIOEA4PDwWySs+n8vRnS4uuzmLXe84EAJmLLfx2H3nxmtUkj0Dkz6TSIoYyLHGdYwtuZrqoitp7t6fsBo42fwe3kC8XzgQcuFw12M2JDJzDoXG7S1s/fVuFnx/Fpkj7QlG4N3vbuK6J5UY0pV/WMLzt7wWpwvdj4X/o6y8Qt4wH/x8+Jliw0XnccVNN2JFGTv/tC/pimXOf00bkv68H/6+1Up/DcVwkXXHKgJ1LVjmTkBtNdH47T8AYL/hMsyzxkE4QstPHyfi8qLNyyT7K9cRau3iubdyaP/D8wQblNmyedoY0q+ej2FkCd49x2h78FlEKHU8z5JtpG5LK7+b/VLKNqnQuKeDvyyL92KvfuFGjJlGXE0u3vjc2kErvV//7nZe/+72lPuTwdsd4G/XxyRIyy8fwZhbxvLGF14+t86fJy4pI5BdbmbErEzaa93serGRFfdUEfRFaDzkJD3XQOcZL7lVsVxujUZCksBoVmM0qzBZh+YOMgxRMex2CUxmpU04qPgcI+EAp/crvB7siC11jVUj8Z48jr6gEO/RI4pYR4o0zlB4eBWPOk3s/1s+KblqEoAmiXtHklTkpI8iyzqCDGs5GrUBtaRBUg0usu0/q1grM2sUFnMeBoMdl6sRl6sZT2j47KTmNDWjp1sI+mTazgQYN8dK0HfuBWn9/v5gOHlOeKBvuySp0KqNCe1SHQcJ/F4ATL5jHI7TThq2NictSjJlGhl/6xiABK4dgI6j3dS+fYbK5aWkl1hZ+rN5vPWteJn1tEILal0fqd3fDhF0nVsWynDQeaybQG8Qa4GFaXdNZPdf4icLo1ePYNzNyWNRqc4HULm0lL2PHqK3cfgVwpa5E2j9vycRgdjKu/fdnfS8uAGEIH3lHJxvbAXAMKqU7mfeJlDSRPqqeXT8SdHXzfzCldR/7Zfkf+8LON/YOqgBgIsfcjn8xAFqXjmOLk1/SVN9nC8uKSPQcdrD374aYwVc86PDSCopXkN4gGb31nUO0rO0bHq5mwffHMPRXUPLBnZ3Dj4YFZWocTqG90P7Tioc6cHWoRN8UxWDnY2BDKqhcOoMg3Akfp/ZkMXk8psx6RW+GoenHpevlYgcQqs2kpWWepV0dt8Mehv+gAO3uxW1Rk9vbwMmUzY+XzciyerkbLz4x2YYULu14YXABTKJJn+qh3rWBef2pYXT8pjx1UlEghHaDnbSXePA1exGZ9Fhr0ynZE4BGoPyyLR8mNynu+ln28kYkY69wkbZomIW/mAWzgYXKo2KzCo7pfOVauOGrc18+LcU6b8SaI1arPlmdBZtnPsordBCZpWdoDtIwB0i5AklDEyRYIQDTx1l+lcmMvVL4ymeU0DjtmaC3hBVV5T3HR+idV/7oNXP/eg60UPH0W6yx2Rww9NXcvLN07ga3UgaCb1FR9vBDk5vSJ6e7d11NM4AAJgmjcQyfxKyL0CoIXYdw929+I8pRY/m6TE3jqRVrvmFZBWdLySVRMcBpY/B3n8NZbRzxSVjBCS1Bo3ZSsTrBiTURhMIyJqygI7dG4j4PGjT7QQd3fSvb//ZJyqz/oVuju3x0FI39I+0d3eQaTN17N6ROAMbN1HL+Ek6NrwTc3uYMo0s/MEs1n0jsVL3o0AwFJu9bjj0i2EdIyFFDYDb38Hh+lfiCrgyrRWDGgGDNn6Z39iozMwkSYr6l73e4YvhnD3gn68BCISUGWeqDCCdVlk1CSETilx4Sp7cx9Gk1qkpmJpLwdTk/uCGrc0pg8JBd4iX/+1tlvxkHsVzChi9OvG6H11Tw+b/25lyVnnnB7dEjc3ZGLGiLFqPAICAFz7zOl0n43m0Pnz8ENO/MhGAnLGZcWR2gd4g73x3E9Y887CMAMD6H2zm5heuRmvSUH1dVdy+rb9OXQsqn8Vlpc3Pwn7jEhq/9TtkX4CMm5fG/hX/gGdygIXvfvYd8v7f7UR6XPiOfDzUCpJK4vJHVmHMMqHWqRGyoO7dU+z+teLqmXf/IvKmFyCHZE69cZL9f/0QEZG5besdvP7ZNThqld+j8soqal9XgtCf2fxFtv7ofSZ9ZRruJhdb738fb4fiITBmmbj6uRtwt7ho2jJ0vdPFxCVjBNJHjEcOh5FDAXS2LPztjUQCfvydLeTMWo6/vQlvWwNnP32WdDVGi5pwSJBdqKO9cfDl9TN/9/CHRzP45U97WfeqD69HOd+q64x8+wfpSBI8++TF1QE+F7j8bUTkIOpz0Ke1mvKiK4CjDa8nVPDqtYMLVispn1oicvwDK4ZdofzRpDw6+oLoA1NUB8JmVmr/e73NF4WQ653vbKJyWRmF0/OwV6RjyVNm4iFfGHeLh/bDndS8VUfTzsHTWwO9Qd64Zz3FswuY/72ZmDINyGGFSrp5Vyub/2/wwF6qPPbkjUl6+YUseOtb7zNqVQXZ1VkYbXrCgQiH/3mcQ/88jrfTR+6E4Us6Oup62fvoQUrmFZJWZEVj0BDyhPB1++k4PHxlO5XZgOzxI/sC0Rn+UNAVZtP6i38M+zsuBoQsWHeH4gJOK7XReyY+jhjoDbDmmufQmnUs+NlljP/iJA48MnilsaSSGHn9GN6881Xm3LuA8XdMZscDSlbdjG/P4YWVT2GwG1n6hysIuS++mzAlhBCf+AtlZBdIkvLq/3zWS5JUcZ9/8myVUKlTt0/1WrTUIJ54IUvsP5UvDtcXiMP1BeLZV7LE5VcZo23yJmaLhf8zSxRMyxVXPLhYlM4vFNPumiAAccWDiwUgbn7hapFebBWAyJ2QLeZ+e7oARHqJVaz41UIBiPGl14rlk+4VE8quH3b/9FqLWDj2m2L2qLtEbvoYodOYhUqlEQZduijLmS1mVN0hTPrMaHudxiSWTfyBWD7pXjGuZLVQqTQCECZ9pphUfpNYOvH7Yvmke6PbB77GFF0hlk+6t6+PNwi7uUSoVTph0meI7PRRYkzRSmEx5KTs6/JJ94qlE74nstJGCAkp2v+h/kejziaWT7p30HMDwmYuEcsm/kBUF18lDNo05T5AEhnWcrF80r1i9qi7hEpSxx3T///m2ccmPee0ys+KMUVXnPN9k/S3koxitG76sNpN1l82ZLtS1WhhltIuSt/6X+MLrhIqKfbb6zCIUdKk6OcKqfqift9wXmqDURjzSuK2FV1+a0I78/Rqkf3l65TfXa8VpQ99Z9Dzrn5wrvjm3htjx1ePE/bFSxLbSpJIn7dgWH1NK7XFfc4enxv32VZhF7dvv1OotCpx29Y7hK3SHt1XuWpk9P1tW+8Q9hEZyvYrq8Tlj14tAGHMNIrbt98ZO+bKKrHyb6uHey13X+j4e8msBACG4sY5e7b3wSs9/HljNW31gWjc4L7P1Q75NRvf9bPxXT96vURGlgqVBE2N8f5Ga6EFR30vzvrUQbCwPxyl0bWXpZE/KYelP5sPgON06urcoRAIudlT+yRzRn+FieWJknMQHzsIhr2c6dhGWc4cCjImkmurRhZhtGoj4UiA3TVPMrXytqTnOdb0Vl89wUTybNXk2RJT6lp6DqXsayjsRasxMaXiM8gigiwiSEi8d+Dnce2y0kaQa6tGo9KjUeujLp4JZdcRDHkIywHCkQCH6uMzIhyeeg7Wv8SE0uspypxCRA6ikjRIkgq3v50PTz2bNIvqo8Jo3Qx0kp4zoaPIRKjQjsci2Rinm0NbpJ40VSa1of0YJBNjdLMICh9qSUtIxFyV84zXsC+wEbeszC616ClXV9MkK/dugaoCNWpqIgcYoZ6AQNAin8Yr3JSpq2mTz+AXXopVI9FIWhyik265lTAhylXVnJaValebsYDSjBnYjAVMKFhFr7+Vjq4jlEtjMJPOWGk6HaIZG1mMk2ZgwMQpcYRu2qmgGqNkxiE6aeI0I6RxWEinRhzETS8jpHEYMaNGwz6RWCOi0hnInrEESa3GcWQ35sIKuvZtJnvGEjr3bCRz8gKCPR0EHV3kzllByO1M+virTIZoIFhfmk/YMXjc7+VvxPqiLyjsy+ZzozabsS26DJDo3bmdUEcs0UFtMmNfrggT9Wx4b8h7wNPmRmvRRWfrphwz/m4fckhGDsuo1LEEFVNWfFVzstW13xGIcw3q7cPL2rpYuLSMwDli5eey+NXX63B0xtwYkqRCb7YT9PWi0RpBAo3WiFprxONoQqs3K7zzkoQ1u4KW+uT55e4WD/mTc0krVFwpIV8YnSXeRTPw9+yp66XzWDcb7x+cI2S4cPs7ONa4jhzbGKyGHDRqA6GIjzbHUdocR/H645fgJ5rfxeltpjR7BiZ9FhE5RLvjGLVtm/AHnfR6k7M2CiFzqP5lmrr3UZQ5BZu5CL3GSjDswRvsobO3ZlBah+0nHqEyb6FC6aCxICHR4UxU3Uo3FVKYkag1ZDHkwIB7/mwjANDac5gMSxmZ1kr0WiuRPtqI3TV//1gNAECGKpfdgXcICiVuVBc6QoGmgqPBnWSri5IecyCwiQx1HqUaxcA6IvHXs0Q9kpORfYxRT8cjeumUm3GKLvSSEQ1aTsr7CQgfJapRBISXctVYjkX2YJKsHIoo91uhqhKX6CZCLHPG4WvG0bSW8QVXcbjlTWSh7DsjTpAnlXJcKPd+HiUcEjuxkEa5NIZu0U4r9XiFMuCmk4kaDSfEfqqkCdSJ46jRcFDswERyV6N93AxCbidBRyfZM5fSvW8Lxpwi5FAQEYngPP4haSPGYxs7jZ7Duwg6OihYmjjhcW87iGnKKAp+9CVEOBLNGBoOAs1NeE8cI9jeRvqc+fRu20rY0UPWdTfS8UKMqsU6dRqu3bsIdQ4v7uVt9zDj23PY89sdaE06xn1hIjWvKPe8s85B6bIKemq6sRRYqbiqioOPp1Z3AxARmaYtDah1anRpeiquqEIOfQSSDIIAAArcSURBVHz39b+0ETi43c2URVbaGoJEwsqILGlH4u5pILd8BpFwEJVKg9/ThRCCnNJpuB1NmNJy6Wk5OujKo+XDdkZdXUnJvEJkWdB2oJNJnxvLkp/OQ04S0Gs70EHxrPwopUD9liaOv1LLwTNrEoq4BkJrUTjytSYdIW8QORhBUqvQWnQwpYd9m59BDkZAkhJujMKSOUQiAdy9LVjTC3E5mzjj2U+w20U4HMDljAWYdtX8HW1eDjicSAY9wh9AhMKorBZktweXvpdjoa2ogkbkbi/hzi7UmRlEunsQkdQpeb6gI+nA3Q+1XkPm7EpaTh3k9OHN6DLMBDpcGPLSCXS5QRboMswEuz3oMpTVgUpvQKXXE/H5UJtMRLweavy7OS0dwd/coBTlBYOg06DRmQm74ldd7+7/aUI/VHotKqMOEQyz37E2uk1tNRLp9aK2GIh4AkgaNRq7mYhbGeTDjvj40JHgDsbqZnMouIWQGMxvq6zUPH0s6l459cpQjQaBQNWnuxshhEwEn3BTIx+gTDWGTrkZDVp8eKIz/QCxtGOblIVJslAXSdQnaOjZO2hWlwelbyFCqPuGBC+xGbcZKzay0El6PPRGP4+XZgJwUCSSn6l1BoK93YhImI4d7+HvaCZ33ko6d2+Ma6fS6JCDAeRgoigQgAiGaPvN2RRl5w5Jp0MOBJQiT7U66T45OHw/vNak5dqXb0EORjj9Vi0HHlUM6s4HtjDzv+cx6oZqXA1OjvwjhXzqWdjxwBZuWHcb7mYXJ148woirh5/Ce6H4lzYCrm5lcMopjM3Qj+4LozdnIMsyGp0Jj6OZgKeL9JwqIuEg7u560rLK0ehMmNLyBlX52fij+Fn9G/esj/v80mfjSeV2P5y8CnEwCFlQddN4gk4/kUCYkDuIMcdC2BdCDkQoWlROyB2kbVcjZ8VtkUUEjdaEwWRHliMYTHYkSUW6vYK6msTCNF1pIeqp45HdHkQohOzzY5wwBv+RGkQ4hAgEQQh0pYXoKopRmU243rswXeScpWNQ67VY1RKWymzkYAT71FJcJ1pJzytAm25EDkZQ6dTIwQj+tl5s0+cQCfgAiUBLI5bR4wh2toMQ2OcuRmvPoGPdy9hmzSfi9eI6sAc5MHhmmL4wg4wVkwm2O5E9/XxAEr7aFtJmjUL2BdGkGel6cy/GynzUZj26PDstj70bdx6H3M6HgXbKtGOpCx1GIEcHzghhNJISxDarlIwrk6RU5Rql1MH5JrmWkeoptIl6TFjJU5VRSCUN8klypGJUqACJZnGaStU4gsJPgPhsKK9wo5cMhEi8Dg5f/CpQRkZNbCAcKn3ZgwsXDo4IJQsoncy4z8nQc2QXObNXEHR04WtrgA6BSqsj4vegs2VhHzcTQ1Y+LRtfJnvWMoI9HYjw4MR7FwLXrh1krLgCORjEc2A/2uwcTCNGEmpvx3PwABlLlhHs6KDnvcTn5uygMMCW+95P2AbQebiD129PPul7as5j0fe1r5+MZg0B+Dq9PLckquDLiZc+RrGhYQRti4ENKALyh4H/6NueAbyDokj+DmDv2y4BvwNqgAPAlGEHhj99RV+S6twD3uf16g/En/XXPHuqsCyaLVQW04X/LwOC/f3vJZUUe3/WX+v4KckTBM7u6zn9n8pf24KxyRMQzuecn74+fX3yrwsODEtDpQFKkpQP5Ash9kqSZAX2ANcAX0DRDvhfSZK+i2IEviNJ0krg68BKYCbwWyHEzCG+Y/BOfIpP8Sk+xadIhj1CiGkXcoLhUEm3CCH29r13oawICoHVQD+F5t9RDAN9258QCrYDtj5D8ik+xaf4FJ/iEsM5xQQkSSoDJgM7gFwhRAsohkKSpJy+ZoXAwJK3xr5tcdwKZwnNu4Eu4JOnrRwaWVz6/fxX6CN82s+LjU/7eXHxr9DPUkmS7urTbD8vDNsISJJkAV4EviH+v/bOLlSqMgrDz4voMSwyrUAw0BNCSYRIyQFDwqK0ogi8EKIkvOoHgojShLCLoIJ+CCKhMqE/NSESKUjU6E5LPOoJ004pUYFehHYRWNTq4ltbN9PsOUfbzbfHWQ8Ms/fa+5x5eWf2rPl+1rfNflP1Kk3tDvyru8dKN5r3///1f23WdINe0NkLGiF01k3orJde0knpu/RcGXvZzfQiE0kJ4H0zK9ZnPV508/hzMfn5J9JgcsFMoP0k9SAIgiArYyYBpZ/8bwOHzOzl0qGtwArfXgF8Uoo/oMQQcKroNgqCIAiaxXi6gxYC9wMHJRWlb08DzwObJa0EfgSKcr9PSTODRoHfgQfHqeW8mzNdphd09oJGCJ11EzrrpS90jjlFNAiCILhwGdeYQBAEQXBhkj0JSFoi6bCkUS86awySjkk6KGnYR+CRNE3Sdknf+fNlGXStl3RC0kgp1laXj8285v4ekDQ/s861kn52T4e9uLA4ttp1HpZ0e5c0XiVpl6RDkr6R9JjHG+VnB51N83OypD2S9rvOZz0+W9Ju93OTpEkeH/D9UT8+K7PODZKOlvyc5/Fs15G//gRJ+yRt8/36/Mx8H4EJwPfAIDAJ2A/MzampRd8x4PKW2IvAKt9eBbyQQdciYD4wMpYu0vjMZ6Spu0PA7sw61wJPtDl3rr//A8Bs/1xM6ILGGfjSJsAlwBHX0ig/O+hsmp8CLvbtiaSaoiFgM7Dc4+uAh3z7YWCdby8HNnXJzyqdG4Blbc7Pdh356z8OfABs8/3a/MzdElgAjJrZD2b2B7CRVHHcZKoqpbuGmX0J/NoSblwFd4XOKu4BNprZaTM7SppYsOB/E+dYj1TEd9BZRS4/zcyKJUgn+sOAxcAWj7f6Wfi8BbhFqvtW8eeks4ps15GkmcCdwFu+L2r0M3cSqKoubgoGfC5pr1KFM7RUSgNXVv51d6nS1USPH/Um9fpSd1p2nepQEU+D/GzRCQ3z07suhkm1Q9tJrZCTZlasSV7WckanHz8FTKcLtOo0O7Mm9nPu5yuSBlp1Ot18318FngSK5Y6nU6OfuZPAuKqLM7LQzOYDS4FHJC3KLeg8aJrHbwBXA/NIS4m85PGsOtVSEd/p1DaxnDob56eZ/WVm80iFoguAaztoaYxOSdcBq4FrgBtJKyU/lVOnpLuAE2a2txzuoOWcdeZOAo2uLjazX/z5BPAx6QNdVSmdm56o4Daz437x/Q28ydkuimw61SMV8e10NtHPAjM7CXxB6kOfKqmoSyprOaPTj1/K+LsQ69a5xLvdzMxOA++Q38+FwN2SjpG6yxeTWga1+Zk7CXwFzPGR7kmkgYytmTUBIGmK0tLZSJoC3AaMUF0pnZueqOBu6Ue9l+QpJJ3LfXbDbGAOsKcLenqiIr5KZwP9vELSVN++CLiVNH6xC1jmp7X6Wfi8DNhpPqqZQee3pcQvUj972c+uv+9mttrMZprZLNL3404zu486/ezmCHe7B2nU/Qip33BNbj0lXYOk2RX7STfTWePx6cAO0s10dgDTMmj7kNT0/5OU+VdW6SI1D193fw8CN2TW+a7rOOAf2Bml89e4zsPA0i5pvInUXD4ADPvjjqb52UFn0/y8HtjnekaAZzw+SEpCo8BHwIDHJ/v+qB8fzKxzp/s5ArzH2RlE2a6jkuabOTs7qDY/o2I4CIKgj8ndHRQEQRBkJJJAEARBHxNJIAiCoI+JJBAEQdDHRBIIgiDoYyIJBEEQ9DGRBIIgCPqYSAJBEAR9zD+26KBoefGt0QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f901da90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[3]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f465f710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[4]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MLvLs1QQiXRxuXU55/hy6fXWEY56MwzfsTH1P73piEv9736k93Z/RTEDQSVQ8+EUkp5XA5kPEOtyowQimsZnlhBn7yPAjjhhKFsfMobRQQ+3IVZX8a85G9gQRdNKQDAASRH6w6wwn1KxhmTqV4K7MIgWd3ozBaAcgFOhMqWv/+R9OaLyoJ4ylyI73cDd6u5HePe1oioq9MielzFbhQgnFQdOSx2F7ZQ7Omny8h/tl4K11YeZcnIOkF2itCyPHNVRZQ45rbFvhobslypyLc1j7ZjfTFjjIxkqhYfNrzP7CT4gGemk/vI7Ccf3+jjOu/gF6swMBEUdRDSF3C4c/eRZ7fhXj59+KpDehyFG2v9lvkNBVtxlJMjDvpkdQ5Cite5YnmYCrdBLFE84j4u+mbd8qCsbNSzzrcf31Nu1O9jewrqthC131m1Pmnz92LsHeZvLHzcNgy6HzwDqseWMI9jSjM1oBDTSV/JpzUONRDBYncjRET8NWlHhikyFJArWbKtmyI8rSj4M47CJLFlsYW6Xnocf7CWmPW+GOf+nkhaeK2LpsDL/+Hw+F+RKTagycP9/MxPlHOdrU/4J29Sh8sCLE5RdZWPpxiF5P6jc20v6ygqYh2ayYxo/F8+4HA8qP/S+mf6iSw4biC6SVo2mEt+0nvG0/Uq6T3NuvwjJvWlqzTu9BnJYyYnIAsyEHIdvjObDk7nLM9lQSXTnNnvX92eKMZgKui2dimVbF/usfShGZCAYdhtK81MaalpHYihZjmrjldCDe48M0vhR9roN4RypX1+Ukfji5JzMHb//bauLdp092nw1MlZWDMgFNU7E5y4B0JjAUYi3dHP3ubzPWNS7tt9oRRCFJ4P1H3fiPupNl7v2J8RreTCXb2x7pN/usezlxumo8GAJg4bX5oGmIUsJGcNsKN5qaqNdUWPVqV1bzj4d9bHnlgeR15+ENyb93vvNoxnta9nw8hOmoRvuhT2g/lH6K3f3eEynXnbUbhu1v6LFAkaMEuxsxO4sIuduwF1Yjx8IYbbmEeltwlNQQC3rRVAWd0UI06CYe9iPqDEkmoCgaT/zew6UXWHjgu7l09yocrI3x8Dc6eOXtVOL4zodBzl3SzPfvyeFH386h16NSfyTOfzzaQ2dX+ubm2Zf9XHWZlb+9klnUNtL+hoPi8xPes49YU3NKuRo5dqrOdabdY5xUTWjT7rTylH57vXT9/gUq/udB6jvWJsv94YSYyBNoREPjaNdGBEHkSGf/e9TUvXXQfltrQ3zunytY8Uy/TmvyglPvNHpGMwFjZVHij+OIuKmqCDWWugtQI7EksR0IQRJT5J8p98QSR0xBL52wpVEfQruPYD9nEpbp1YT291sYCZKIZVolWlwmXJtuvgeghqMYihLy+FhH5mPh6YYaiVB42+3IXg+9S5em1BlMDsz2QiBh7TLYep4otAxMOlPZ8P0k/l/7RmYrmb76DGLz/1+ipz5BYLrrNh8zmgfQEAQRTVPpqt0EmkbE1zmoUb2mwb893MO/PdyTVgdgHFeFvriIwPpEX3v2x/jytzr48reGn9/rS4PoS+qGbJNNf79/2svvn/YO3uAYRLMJw5gy9GUleD9YlnzeeFM7mixjqCrrbywIOK+6AEN5cRoTsMydSmhL6qbEWD0GwWhAJ+hRNAUREUnQISAiE0PTNDTUjDqbwbBrRQ+5JUY+fbt/4zVlYW7W92eLM5oJZNodm8YWk7NkHj1vb0gpj9S3UfKta+j823IUX2JHKFqMQ/ff7sZUXYxlSiWBLYdOaq7eVTvJv+l8cq8+F98ne4i1Jj6a/BvPR+ey4X5/M2ooswlb6V2XEjqcsCzoeX/wncHphHfdOoTjXTGPIRzo4uiBDz/jGY3ilGIAgU8SooFE/wSN6tVQmMiBw6fPKP8UQvH5EfQ6wrv3psxXjUTxf7Qex5XnU/SDr6GGIxjKi9EV5BBYkx7Vxnndxbg+fwlyjwc1EkWX58I4vgI0jUKpAlmLEdaCjNHVsD/2KSW6scS0MAHVQ1TLTk/Xh1XPpW4c//rDgyf28EPgjGYCPa9/QmjPESb87QcIOolYcze972zkwC2PUHDb4pS28W4fnmXbqX78bnS5dpRAmMCWw3hX7kwqbY9H8y9fxn7uZApuvoAx37uReLeXzmeX49+4P2P7oaAEIxz6ymMYKwoTvgHTq1H8IXxr93Dw1v9EjWS2+AGQPUEMRelH0WwhuRxYF8zGPKUGfVkRotWC6g8Qa+kgsvcQwQ3bk3JNTc28E8m5+GLChw+jxeNEQqERK4lPF4zjKjDPmIz17BmIVjOCKSHe06JRog3NyB3dROubiOyvRfFmZ8EzGGyL5mGaUoOhvBgp14Vo0BPv6EHu6iGy9zDh3QeIt2c+ZWQLQa/DedViDBWl6IsLEK1mRIsZxR9EDYaIt3QQa2ojtH0f8ZZ0q5OzZhnYtT3G9bdZefuV0LBWJ33r1zeelOdKrp8aDBPv7CG4YXvG9TNNqiRyIBGaxjSxgsjBdB8axe3BfNbUNEXrmAlmmg+NjOCddggCos2K0VxJrDmVuLpffB/3i+9n1U3bA09m1W5/7NNEe7k+3a8nS1x9bxXTzs+h9XCIsglWdq/u5Z0nj4y4n6FwWvIJjHgSJxFFdMIEHU6nSHWVxJtvRcjNFfF6VXJyRLq7VfLyRO7+mpXHnvBjtwn4/BqRiDbijYsgiOidOcjBxIcimSxYK2oIHj2EEgmBKCIajMiBkcv2dQ4Lgl5CdgdGLAYRdDrK//DQoLt4AE2W8X2wBs/rH+K8+mJcn+8Pl9HnMZx75ZXIXi9aNIp/S/rup/Th76IvKxp2Pk33/AQ1dPIfv2XeWeRcvwRdYd7wjY8h1thK56/+N7MibwiIZhPOay7Gcfn5QzfUNEJb9+B5/UPi7dnpFQAQBMzTJmBbNA/z9IkIxuxiw2Ty5r7vASeynLAEe+JnQ4tAyn7x/RGvX3D9NoIbt6MEQuRcuwjP2wkZd94XL6f7r+lEUnI5MVaMIbR7X8ru+kSYQM4Ni7GeOw3FG6Dzv15E8SdO9Pl3Xo2+rADJbiGwfjeeN1cDYKwpJ//Oq1FDEbqfepN4R4IRjXn8XpAVlGA4pR/J5cQybQqixYz345VnzOlljGkSY4yT2Oh9M63uBy/N4pe3bkdTQRDh+y/M4tGbtw9ssvVk46+dkSeBMWMWEI8F6O45gNNZSTwWxB/ILE8vKZZQVSgpkfjnb1opHyOxc1ec3bvj3HSjmXfejbD/QJxbbrYQDKoYjQLPPBsa8Zxc084m3NGEwWDCUlJJuLMZnc2BbdwUBFFCMppQwiE8+7eixkbmuVj8pQuItSd0AZ2vb8z65ZTsVgq/c9eQDAASjMJ51WJ8H61F9WeOK+RZsQL7vHlIOX/faKWCXkf+3bdimZP59DYUDBWlmKbUENy4ffjGx2CsLif/W19El+vKYnIClrnTMc+cQuPdP8qqf31pEQX3fAl98cij/Rb/2z/hfu0DfO+tSpb93x/89PYMLVfuW8ORMABIrJ+hohTFF0AQ4ljnTkJflAMaROszO9ypgSCixZz2zs4438X9f5yAPUdH3c4gf/h+Pe6OGDMvdHH9v5RRMtZEPKbxLwu3Ix87zfiWbcL92kpyb7kU26KZeN9bn+yv/ZfPokXjyXdd0OvIv/NqWn74e6znTiPvq1fR/otnAGj+3m9A08i99bKUfrRIFMFkAlHEOmcmwS3ZvyenE82RA/TGM4d56W2NJJzT0BAEgd62U+8zcUYyAZulkK5QN2PK5mM02InL4UGZQMMRmUXnGWluVpAkOHBAxmoV2L4jTk2NDrdbpasrQfxdrsTp4ESgKTIGZy46uws1EiLc1oi1ogbJZEGJhIj73MSDfkS9YcRMILi3CZ3TgmS3ZB30SjAaKLzvaxgqSrMep+j+r+P7YE3GOl1ODoaSEoQRxjbJBMvZMxBNJuIt7ajBEMZJ44i3daIvyCPe1okmy9gXL6Dn/15Ju7fgW1/CfNakwTvXNIbyggttGdqSYyBMk8dR+K9fRTAMH75hIASdhOPKC1OI82CQu3oQrZYR9d8/kEDODVeg9HoIbkzEjwn4NUrHJH6j1ubMxgxDruEw66cGQ4S27EaTZeIdvUTrM393A/sTTOm6tzkXu/iPG/YRCSl8+zc1fP6eUp7+9yN0HI3wl58e4cjeEI58PfOvzmPt6wkRm2XmBGyLZiLZrYS2popktWMOlH1iSkN5EfqSfMY8mggbLnsGxJl64Kuo4Sj6wtyUftRIBN+ywR0ELZKTceZZ2HV5CAjs9K8goPRSYCinxjIPAZGA4mFfYA1xLcYU20J8cjclxvEYBBNtsTpEJAyiiVx9KUfDeyg11vCpNxEccbxlDsXGcaiayhbfu8TUoQn61341GVeRkX9/aw4dDSGKx1poqxv5BnY4nJFMQFZiSJIBh6Mcg96K29MwaNvGRoUXmkNJR1VR7HdaffmVxHF05apoWt1I4dm35ZhVhUafYXH3p8uzD1U4FAQBfYET78aDWYuDcm76XBoDiDW24l++nsi+WtRgCCnHgWlqQgxhKC/BUFFKzq1XZ+zPce65dL/+OpqiIIhimu6g++mXMVSUIdmtiDYLki3xfyZio8t14ftgNY4rLkzImj0+dDlOIofqkTt7QBSJNWfe+aT1p6oEN+/C89qHKB4fmiwjGA1IdivWc2ZimlKDsaYSQZd4lTO582eCrjCPwnvvSGEAclcv/pUbiOyvQ+7qPaYgLME0pQb7JQtSTgs51y8h3txOeNfQAeq0uIx/+Xpc112aLAus20q09iixoy0oPW6UYBhdrgvTxGrsF5+XaqUC5Nx8FaGte9DiMja7wKLFJmafbeAH96Q7PNkWzk1dw2PrF9q8m1hjK3J3b3L99KVFGMpLcF57SXL9Auu29q+holL8nZtxv7EGyWUjtCM9YKKg1xE72pxW/s5Tbfh6EoR7yzI3C69NnEraGvoJn7sjRlFFwuFSX5JPzo0X03z/kzivWICgH/p0iwByl5vmH6SaIOtL8ul4/DnUcJScL1w0fD/HoTl6AHegnQrTVKotM9jtX8lU2/ls8LxBVA1RZZ7OROt89gQSIqlSYw1bfe+jaDICIuMss4mrUfb4VzPTcQmre59HLxiJa1GaIvupDSUMP6rMZ3EkPHSoj+OVwqcLJ8wEBEEoB54BigEVeErTtP8WBOEnwNeBPqHpj44Fk8satXWJ5p1de8jLm0hPz0HsU8fg35t42exTyvDv6z+eDqRXQxH5E2UAfcho3nUK5Iq2mdVE6tsxVxViLMsj3uXDv21w07nC++7CPHVC8jq8Yx+dv3kmbS5qWxfxti78y9YBUPn0o0h2a8Y+Iw0NOBb2RxeVu7oJ7u33/o01NKN0J2TQir9/11X5dLq9vCYrIAj43l+VKDieUapqck4DIVrNKdf+VZ/S+0y6t7EWjSFHY3iXrsS7dPCd3VAo+8X3U669767A83q6BVSssZVYYyu+D1aDIFB0312YptSAIFD47a/ifWc5njfSY0Kl9P32MnwfrEaLDWEc0N1LoLuXwLoEkSj89leTxFxy2sm780a6//gCBqNAUYnEyo/Sd5Gi1UzenTcmr4dbP7nbTXjXgUHX0LZgOuF9RzBUFmGeUp2RCWiygr6ogGhDam6Trpb+07AcU5H0AnqjyB83z+bpf2/gk7cS1nN9h5J4ew+RA0co+fe7CO8a3tooWtdC1x9eT5wEBAHv++vxr9xKvL2Hske+ecybvWnE36c7nlDG+5UeioyJ3AZeuYuomtiBt0ZrWeC6Ptm+NXoYRUswzb5YX0HFQ1QLEVS8aGjoRAMGTMxzXsUn7peRtTh6YWjLRYDarV7+4505vPLzeuLRMzOAnAzcp2naNkEQ7MBWQRD6PFd+rWna40PcOygcjjGYzXmYjIldl8tVTa/7EPbp5QQOJDhj7sJJKUzgeBj0AuedZ2D+OUauu9aEyyVis4pEoxr+gMrKVVG2bI3xzrsRPN70xc1bcDGG/EIEUaL1zb+l1Xe29O/AZ87R5wBwAAAgAElEQVTtoLWt35KmslLixi9YWHiekblz9CCAz6vR2CSza3echx7xEQikvpi+DQexTqtA5zDT9Nv3yL148EBlksuBeUpNSlnv397K6mVX/MFBmYBgMOBbtx5Njg/al23mTESTGfeyj4ccL/TpjuHNDzOUSa5UC6nYkfQd5inBceKQeGvHsIQcAE2j97m3KH3k/mSRffECvEtXphF4nc2IPseKEoqhsxnR2UwEDrWjc5oRBIG4L4JkMSB7QxiLnRhyrPj29r/T3reXp+zojWMrAGhvVVj1cZiD+9IZyqleP/eba3BcNBt9voveVzMzCsluI7Axu+SAeqOAwSTSfiTBIMadNeBd1DQ6f5MuHsypOovup9/J2F+0viXtJICm0fKj32dsP3PaV8jLqaGlbTMHat/Kas4ADikfo2ghqoYoNY6nJzbyddUJRuJqDFmLIwrZn062fdjNuNkOfN39Mcdqtw7vEzGiuZ3ojZqmtQFtx/72C4Kwn0Ru4ZNCKNRDXu5EOjoTRyW93kLOeRPJObcGU4kLTYPg4cwBm2bPMnDXHVaWXG7Cbk+Xe+p0AlarxK03W7j1Zgs/f0TjmWdDPPILH8FgP1HqWZ/wRhVEkYQb8uAEr6hIpLVNwWwW+I8fO7jjy9a0zEf5+QL5+QZmzzJQVanjpttSHW9Ekx73yt0Ikkjx7RfQs3Twj8p6zsw0Iib3ZudgFlj9Kc6rFmesi9TVUXDDDWiaRteLL2Rso8biCe/KYRiO4h+ZdU4Sx/1kou0EZenDwDxjcsq1973VWe8Y421dRGuPYhyfCOksWs0Ya6qI7E3dJWuqhq2mCMliJNLmAVWj7KazMRY5aX9vJzqHmaIrzyJY20ngUDuiIfVTjNanmmNKjkSkzfwCicIiiSuutfDog8f97qd4/VxXLUA0GQAB15Jz6X72g7Q2SjCI9ezZBDdtG7a/kE/hhV828d3/qUHT4NBWP631Q8vFrYWVuI9kFyH1dGFPYDWzHUsQEAmrPvYGMuvVhoJX7iSg9LLA9QXiWgxPvCNZN8t+KUbJiqzF8cTbkyIjgJmX5LPhjXZU5fRZMp0SnYAgCFXALOBT4DzgHkEQvgxsIXFacGfblyyHOdq4CvWYV2pL6ybCdT1E2z2DEv8+fPDuyCKLGvQCX7vTyvmLjCy8sN8rT+/KRdQbEUSRaFf7kB6yRUUSEOet1/KZOWN4BeOKlelKY/eqfrFL6NDQckDTtJoh64dCeNeBQZmALj8fNRJBjQz+UWqxGPrCwhMefzgoPalEzbZwHv5l64YUo5wIbPNn9V+oKuEdIwvNG609kmQCAKaJY9OYgCHPhrkiD9+uJiKtHpyzKol2+Qk2dBE40EbJdbNRozJaXMFU7ETnMB8/TAoEowFBJ1FYIrHs/TBV43RIOlAGqECUHk+K4vdk108NRVF8waRSNhNEiwVdjjNN5DfQPHTN692sOab8XfrnNpb+ObM+KBOUeITqC28nFvTQsnnp8DecBEJK/w7bHW9nszeRXa0n3sIGT7pYbV8gPfxHbah/A9d3f1hJiE93+jNnuNvuHzz0R912L72tUfzu+FB70ZPCSTMBQRBswGvAtzVN8wmC8AfgYRJTfhh4Argzw313A3dn6tNhL8fjPQKAwWAlHO7BkGcjeOw7yzm3BvfGdPlkJrS1K7S0KHi8CQuhMWUS1VWpjz2hJvXaXFqBzpEDmkqkY+hY9EWFEiaTkMYAVBW6uhVyXCKGAWn4PlqWTmQr7rs2GZG04aGXhhzPUJ69NdDxiNY3ockKgi79OKrF4nS/MXT+3dC+vUjNp0lEQyIq6UDoi/Mpuu9rdP/5JeSuLKM+ZoGBBDzW0jFiv4Z4W6qPgKEy/QAcbuql8S/9RCLywe4UAt321rbkRy2IQnYHEUli364Y3/6hk03roykMAI5Fda1vwjguITo62fXTFbjwr94xZFBDLRIFUTptJpdd+9ZlDG39j4JYRGXsbEdK2RkjDgIQBEFPggE8p2na6wCapnUMqP8T8G6mezVNewp46lg7rf8eEZerCq8vcRwuLJiO19uI/awK3BtrAbBOKM7IBPbsjTNtqh6vT+XDjyJ88FGEd5emE93HH3Xx5S+mHpUXzDew/lhI5khHK7ljJw5rfw9QXCzy858lZLF+v8ZfngnywUcRtu+IIcsJi6SqSh2LzjNy5RUm6jMkw+j9eCemqkIESUzEOhoiammfWKAPI/KSVVXk7t6MNutqNELRl76Ee/kKYq2ZGZ+5pgad04W3K/sgcicLY00VpY/cT9uDv04jvicCyeVAyumXncsjcfo6huOZlWTLrGdJwfFZ1QaqTEboIPjys4PnkPZ9tJaCb96evO5bv+C6rfg+WjOiNYy39+C4ZG4yrlb3X9LtO9RIBO/7y0Yw+5FBb3HiqpwGArRt/38jp/OpxGuP1lM9w07ZRButh4LU7zj1gSZPxjpIAP4X2K9p2q8GlJcc0xcAfB7Yk+n+waBpKj29h5OWOIdrE0fAxj+txHX2OCSLkbbXNmW8d/Fl2b3g9//Aw/d/6GHtykJqxieW4NH/dLHoogRxc806h551y1CjUYbTCdz37UTQutLK1oyhnFUV6htk6htknn85hNkioqiJDaHDJaFpEKhtRG5txudWKC7T094Uy9qoIVp7dPhGAxA72pKRCdhmziRcX4+xtGRQJmCZPIXQvn2nxix2EDR+48fk3XED1gEiG0EnpShj1WCYwPqtuF/IrDAcCqZJ41KuLfPOonLe8BnDhoKUl4Wj2QDoCvMwlJdiqChBynUiWa3oCnIR9DoEgx5Brx/Ud6G8SkfzUXnQ5Q9t3kXjjn0payjoJGwXnI3tgrOB/vULrNw4pOezsbKY8L4jqKEIxrEnfgI9GeSOn03X/vUUz7g46+CFuTnjqSg7D6d9DKKoIxTuZdP23w+ZD2LqxBspLpzB8rUP4LSXUzFmES5HBTq9md7ew9QfXY4/2C/Guui8nyCKOvYceJmOrnSdxazpXyXXNY7m1k85WJf+ns6Y+iUc9jHodeaU5EV92Ln3Wbp7D3LfszP41Zd30rDTjyDA/X+bweNf3JnW/mRwMieB84AvAbsFQejLhPwj4FZBEGaSoJxHgG+MvOvEG56bm5B/9/YexlJdQP4l02l9aQP2yWV4ttQP1cGwUFVY+l6Eb9+b2FmXlfbv+nvWryBn3iJEvYHOZW8P1kUSkYiWVSz/+Zc7kCQBd1ec0iojtXvChPwqjlyJJbfkULc3wuHd4RHR15HKe7VoLGN5Nh7DstuNaE73Dj2V0OIy3X96kdDWPeTc/Dl0BelRE0WrGcelC9GXFuJ9e3laaIWhcLwZ6mcJfUkhtkXzcCwZJjzFEPj8zdakXcB//yKzWKBvDY3jK4dcP8elCwnvPUTnE/+bsR8lECa8/wi2+dORXEPHsbcUVeCaOBtr2TiMznw0VSbS24nn8HZ6d28YlHiPu+FfMOWXIBlMaXXBljqOvvdX5HAAf1tt1tFrZ027o/8ZlChWayGzpt9BNDr8Lrq4cCZTJnweYYAFT37eJGqPnLoAilXlF5KfO5FAsAOfrwmTyYXNWoyqyvS4DxMO9xAMZWbOp+PTOxnroE/InC7lpJPLFxfNJhYLkJc7EVGU6O09TP7F0+j+aBc6qxFrTfFJMwGAQ4f7CajNJqDXCcRlDSUUpHt1uiXEYHj51exkys11UcZOMTH9HCvN9TEO7QzjyJG44Bon0bBKPKZRVG6g4UAk63DHI2YCg7RXIxG8a9dmrOuDe9nIjuMFhgr0gonWaCJCq0m0kaMvxiLaUVA4Et7FdNsF1Ia2Md4yh0OhTUl77NC2PYR37se6cC7OKy7IGALBPHUC5qkTCO8+SO+zbyJ3Dy/3TsuLrGkn/2UNE2xPtFnJufEKbOfNScgHTwJPPpq9PLj1R48PuX6QWMPC79yZcf08765D8QZRPH7knsHHtRRXMv6mf01eq/EYot6ItbQaa2k19spJHHn7z2n3jbnkZixF5QSaDqNEw1iKKjC48gl3tRBsqSPY1oDeZKds7pV4G7NT3jvt5QB0du/lUN1SojEfoqjn/HN/iOisGvb+yTXX0dm9l6aWDQRCnUiijjGl5w5KlEcKq6WAsVUXs//wm7S29yuRiwtnMHXiDdQd+ShlrP3r3dzz1DSO7glQNd3O3rWnTjfWhzPSY1gQBMZVX059w0eUlCRiI2mygrHEhRKOYSwZ2fF7MPj9qR+/wQhSYQWG3Hz0jsSOuM9cdCi890F2TKB+X4T6fREEsT+mvc+t8O4zvUk6JErCiOLdj9Qj8rMMmqUT9MS1hPy81Dgeg2ghqHgSx1814WGZMLvzczi0mWrzDA4E+0OEa4pCYPWnBNZsSjhPTZuQMeSBefpESn/2XXr+7xWCnw59VNbiqUzQu3RlRiexUwVdYR5F370rMxHWNORuN/HWjqSCWovG0KIx1GgsRbbfh5FEER24fuYZk7BfNB/z9Ilp7QZbP/OkKgKf7sW/dug1DbUfxb1/C+GuZrx1u4j7PQiSRP7MCyg57yocVVOwlo0j2NLvAGkrryF3yjkceu4xIj0JMYsgSlQs+SKizkDrmkQwtfL5n6dp/euMOedavE37Bo2C24fK8vMJhjrZc+ClpEhZVeMcql/K5JrPD3kvQHPbJg7X9+9jFSVK/dHhaUC2KMibgoCQwgAA2jt3MnXijRTkTSEYWp0sf+8PjYyb7aBkvJXdq3rT0k2eCpyRTKC+4WP0OjORqJfOroRKofWljRRcNh1joZOWv6V7m54IMtHDeG8XtvGT8e3N3tJh69YEYdEXOCn/t5tBFJB7/TQ+/HzmcY97j1OcaUdoDywYsotImWx//E74NKIr1sQU63k4dQUEZDcW0YGEDk3T8MidjLPMQtFkbFIORYZqRAbZJWsanb9+Gl2eC9vCedjOn5ei3AUQDHry7751WCagBlIZtpiNUvckkIkBRPYdJrBmM+HdB9OUzCnIwAQu/ZyZiy43o9ONIHm5phHesZ/wjv24rr10yPVDEJMB+EwTygl8mk0iTmj6OPVd1xSFrq0rcI4/C0tRBdaSqhQm4Bw7HSDJAAA0VaFz8zLG3/KdZOiSeNCDJT+xuzfa81HiUeKhzKcSQRDJy6mh7uiyNO/+9s5dTBx3NaI4NMmrP3r6lNwARqNjyHqTMfV3MVok6rb5qNvmQxDA4tAR8p1cAqzjcUYygarKxbjdtZhMOTidldgvq0jWKeEYVd+6lIMPvprx3okTdXzjazaWXGYiP3/kR28lEiba2UasJzsLmM5OFa9PpfzHt2KqKEwknO7yEtqbUNjaZo+n8PbFIInEmrtpfvxVDCW5VDxwG7XfSng7Vj70ZY7+RyICYvHdVxJpaMe5aBrBXQ10vzq0iMZQXT6i5xssmuW999hwe1S2bY9TM15HJKoxaaKO8jESP3nIl3ZqygayFmNXoN/TtD2WKsLzyP0OM4Hw8K4kco8Hz1sf43krIZZyXLYI141X9FtxCQI5N12J++XBJZLR+lRFunn6hEFaJlB080JkXxhBElEjMSSbCU1WMY8tIri3ESUYxb+jPmO+CEGS0hhAz/++nAwNcSLoCx9ttZ2YWGng+iGKOC45j5xbrjo2YYH8u2/BUFGC++X3cL+xGsnVb42meAZ3AhT1BlwTZmErn4Aptwi9IxdR0id/G8mYqosZzPJOVWQEQUDQ6dFiUQRJj6tyGqocI+Id+pt02ssRRR09vemJV1Q1jtffRI6zesg+FCWzzuxUobV9K2NKziE/dyLdA+aZ60oYLLR2pDrd/fPvp/LrOxKKZ02Dbzw5JXl9qnBGMgFNkzGbc5GVKGZzLp7WJmLd/aaQxsLM3PS/f+Xi5hstJyt2xTymCv+B7BZaOWbe1/TIC+RdtwDJaqLzuRUA6JxWSr55FQ3f/zOyO0Du1edm1afz/Ok0/ez5jPbZajCUEpUyU17UoaAvHdzZy+UUOfdsAxs3xbj8skRk1gMH5BRv6mxQWKLjpjsd/OU3HvIKJLraFeJxDVeuSFf7qUtW4/toLUogSP7Xbk6WmWdMHpIJxNu6UsJn6PJyBk8mDsQ6vcjuAIaSHCSbCclqQvaF8G06RNwTxFJTOmjCIMPYVAYt93oIrB/es3YoGI0CeQUSS64x8/TvTy6JDqqK76O1/UzgGPrWUMp1YJs3ORl5sfe1VRm7sZRUUfW5r6Kz2BOnju5WvId3oMpx7JWTMLrSNx6+I/vInTYfvd1F3N/vJFgw83wCzXXJSLxqPIIcCaLKWRDnYZK4n+q0qEMhk8UPgD/QSlPrBmZM/SJu7xEiEQ8moxOXq5qjzWvx+VP9cERJwFVkxNMRxZFvQGc4SeKWAWckEzjauJqS4jmYjDk0HFlOJOpNkZl0ZPBgtNsFbr053U3+g48S+QTq6xV6elTcHpXuHoVwWOOSxSb+64l0/YIajVB63e3EfV66VmR0c8gK5oljCNe2IrsTBMa7OjvG4v/0AOogXpqxprZUM8dhXvyB0OXnJmK/Z8CTvw0giv160v3746jqiUVeNZkF6g7EUBWYOM3IlJlQVKqjZIyOJx/uJRg4dcGwguu34bziAvRlxQBZxdCPHmpIyVdgOWcm/o/TvT8B3CuPhabe0ZBqGnvs79CBwZ0JdceZjkYPNWStkxnMRHT6LAPjJ+qZMHlk4a+HQrylPbl+0L+GrivOzcpEtOqqO9GZbQSaa2n68G/Eg/1y68rP3ZGZCdTvw1e/hwm3fx9f/V7UWBhLcSXmwnIOPfdYsp3BlkvP4S1oQ5h3Jp8jnjAq0Osyh8vQ6T47y7DB5gBwqG4p5aXzcdrLcTmrkOUIbncdtQ3puql3fnOU778wg4BHxpaj528PnFwa3Ew4I5lAWel8FDVGS+vG5A9rGVtI6S0LaH1pA4YcK5HmVC35o4+kfnBNTQqP/MLH628OrrQNhzN/kO4tn2TlKDYsjnMCEvoI9jCEYDAGABDZV5tm654tLLOmDD1uhmisJxJ51etRcXcr5BdJVI7Xs35F4jesOxAjHDr10RDjbV1JIiaIIoIkDZkeM7R5VwoTsF9wNv7l64d/2BHm5D2e4aqB7GPBm6elK3AB9u6KsWVjlE8/OXWf7sD1g76YWdmbiOrMCZFR08fPpzAAAL1lMBm4xtH3/sr0ex7DVTMDBIF40Efvno0peoKor5v8SeeiKTJNG9Mzbw1EKNyDqsrY7aV4fKliP0EQsVpGFlYGwLZwDoFP0sV3qiojijoM+nSdkiQZsAwxVo5rLD3uw+za9zyqOrR136FNHh64dDPOQgO+rhiKfOoNO85IJnC0cRV2eykV5YuQJAOHDr8zpInouLE6bri+/4Orb5C54upu3O6hP2rdIJspnd2JbcI0BFGke82JW46EDjZR/PUr0OXYkN0BHOdPp/edjcjeILocG5LNhBIYWaag4MbtifSQA04AktOeleew7fx5I36GE4G3V2Hj6gTz/dMTCVn/3u3Rk8rnMBQkZz+BUoPD50cObtnNwE9UX1qE4/JF+N5fPeg9J4Ljw1EMdgpLgyAMGuPJahOZPlPHvt2nLp7SwPWDxBpC9iaiQMLSKZj6DhpdBZiLKga5AUoWXUPTR8/hPjC4jsTXcghzXinepuHDxGiaQq+njtKiuTS3fpqiHC7Im4wkDR+++XhILgeC0ZDmXxOJerDpislxVdPUuiGlrqRo9pCRQsdWLKa24cNhGUAfVEXD3TayRFUjwRnJBMaUzScQbKeu/iP6HMdanltHwWXTkSxGupelOiHfe88A5ZUCiy7sIp4Fx7zo/MyWMo5pc/BsXYd98sxhd5UD0fPm+pRrxR/m8Df+O3nd+85GANRwjAO3/SJZ3qcUBmh/amg3C7nbTfvP/0DxD7+ZZARjfv0Avo8/wf3S0kGprHXB7JTd3t8DwzGA/K/fQmRfLaEde1GDw5vd6grzKPzXO9CX9Os5sjL3VFXCuw+mmEvm3HglotGA9/3VgzrUJSEIuD5/GdYFs3E//zahbZktaIKbdiUsbo7BumA20fpG/Cs2ZGwvSBKuG67AcfmiQYcWRagcq8NiE1n1Ueoa5X/9FnR5LgJrt4xoDY01VSllfWuYe/1FdD/7Af5PdlFw11UE1mfO2uY5uBXXxDlMv+cxYr5e5JAfS3ElobYjtK9fSsnCzImMJIOJ8stup/yyfisoVY7Ru3sDnVuWI4cD5E88h/Ydyyk+a/ExX4Ghv+ude5/l4kU/Y/HChwCQlSiSqKfXU8eRpjVUlY/MUc/7buYQ2lt3/Zm5M75BQd4ULl70MyBhTipJRrp7D9DYso6KsvMy3tvRvZu5M4/3odVwe4/Q0rY5owfy6cQZyQSCwQ5KimdTUjwHgP0HXsVUmkP7m1twzqnGVJ5LtLN/Z+Kw9ytLfH41KwZgsQhcvDjzzqD301UowQBy0Jc1AzgekkmHpmgYnGZi3jDGXAvxQBRBEDDkWoh0+tE7zMR9YczFDvR2I75DXehsRuRgFL3DjGTSEWxMt5qJ1h4luGE71gWzk2WOSxdimjj2WGaxwwnlp8OOaWI11vPmJEVI8ZaOrBLG98FQPQady4FgNqPLcyGaTYl/FlNGc9OCe7+C3NWDFo6ihiOooURkUqXXS+xIM8ogOY4BECDvrhvJU68n2tBEZH8dsaY24i0dyB3diaxnBj26XCf6shLyv3FrWjC8bC1vuv/0IiUP/muK3N55zSXYFy8gvGs/kf31yB4vWiyOaDIiOWzoigvQlxZhqqnKLkxzBq6Xe9s1hLbuSTu52S88F8fli9AVDS2y0DQwGAQKCjMoCAUwTqjGOKGaPPV6vO+tSq6f4vOjhaMgicn1M8+cnAhNPgByR3dyDeUeL8axpWixhDxel+tA7k23U2/6+AWCrQ3kTj0XgysfndlG+/qldG1fjSk387tmzC1K6lWUeP8uV9QZyJ91Ac7xMzj0/GO071pB4ZSFdOxdQ7ZhNHfseYaKsgU4joWNCIa62Ln3WQrzR563ejDIcoQtO/9IVfkF5OdOwmzKAQQO1S2lue1TigtnZrzPoLdiNGQSkQnkOKvJcVZjNrk40jTycNUnijOSCRQWTufgobdTjkv5l0wj7g7gmjcOQSfh3dqfctLt6f/YHHYRs1kYVN7fh+/caycnJ7Om3TXzHNRYDN+eE7fkKL18MganCXOxg56tTagxBcsYF01v7cYxoZDcWWPwHerE4DChdyVCMZR9bipKOIZo0OE71ImlzJWRCQD0Pv82hupy9CX9SjdDRSl5X71h0DmF9x7C/eK7lD783ayfI++OGzCUl2Td3jShGiZkNsPr/uPzw9rxAyCKGMdVYhxXmVo+XH7cSDQZ7Gw4qIEQnU/8icL7vp7CCESbBeuCOVgXzMmqn+HHCab6IogiY379AHJ3L4o/iKDTIdmtSK5UwuBfvh77xQvS+uvqUHju6SzyNYjioCKlQecaidL9p5eSaxjv8mCakBDnxDvcGMeVZWQCmqrSs3s9PbvXp9WFu1rY9WTq+2bKK2H8Tf+Kpirs/t33j7PaEZj81QfQ23PImTSXuLuX1m0f4qqYSsTTwbAQRXrch+hxpytQO7p2DbrL3nvwFfYeTE9qkwZBwDphMsGD+5DlCLUNH6YqdMWEJ2hbxzbajjP3NBocnD3rn9EbrKzb9DixmB/tGGMTBYmacZ+jrHguVeUXcrR5HZr22VgznXp7o1OASMSLy1mJ1VqE1XpsJyEIlH/1Qtpe20Tck7qbPHion1lIElxz1dCy1y/dbkkRIR2PnnXLCTc1kDv/whN+BiUcJ9IZoHN9A8Gjbuxj8xD1IsZ8K7bKXJRwHO/+DnLOKiXU4sFc4kik6rObknW2ylwEXeafSA2F6XjsKeItWXwYx9D122eJt3YO7aB0JmMIBqC4vXQ89tSIuou3d9P+0JOEd6fblZ8qdP7mmYziJV1+LsbqcgzlJWkMwPf+anqfe4t4a/a/7cmib/0GJrMJrN+N551Pkv+Cm/cP0UP2yJ95PqLeQNe2VRnMNjV8DQnxmt6Ri70kcYK15JdnFVLaeu4sRJMRQZIQzSYklxNBlwjMJ+W60JcWYRxfhaDTJU54LgeCTocurz9mlmS2kHvRZeQvuQbb1LPIu/Rz5C+5BmNxaUL34UtIISSrjfzLrqLwupswFpVgLB1D7qLFmCszb4IqyhZgMNjo6NxFJOpB1RQ0TUXTVBQ1zpHGhOhJkgwY9KcnoVImnJEngUikF5utBBuJHWgw2EHzM2vQ2c3Eunz0fpL60X70cZSHHuynEf/5sJOOToVVq9OVKRMn6njil4mdXyympcT674NoMGIqLkNnHTpo1lBo/SiRgFwQBTRVw1/fTfFFNQQb3Rz+336Z8NE3doIGLe/tQ1O1ZHsgpV0mKB4fbT/7LRW/++mQMWm0WDyRAvEYMYodbTlhC6PTCd+Ha7GePWNE8XXUUJjA6k143l6GFo1ROG8MPbvamXXfQry1PaiKRsHMEgItPmK+CJJBh6gX2funzUAi5Wbnr5/GMnsaBfd8Ketxw3sOEVi7edhE89HDR2j76ZPkff1mjMM49sndvfQ+/04yyU1490H0pdmL7nwfrkWQpITl0wjW0Pf+6uT6fRbQ2xK+LUo0s7WU4ZhJqRz0IQgm8mrmYXTkZWXnL+W4MM+ehhqKoC8uQA1HkGxWlECQWGNLInaUpuG4/AI0Eic1NRRBk+PIPcdO3ZKEIb+A9leeA0BncxDr7Sb3gktoe6lff6cEA3g2rcNcORbr5Gn0rvqYWHvroKEtTKYEo+mzeDweFkviuVVVHrTN6YCgnWQsGUEQjgB+QAFkTdPmCoKQC7wEVJGIJHrTUNnFBuYTyJRjeOeuvww7D4ddpPZAdorPYFDjjq/1snpNlGf+L5cllyVk29UT2rJyjBqYY7itXWHGnM9uxzaKoeEYm4uvvpd5D1zE3j9vYcqdc2heUYfBYcuR0y4AACAASURBVMKcbyXY7scxNpd9f978d5ujrWYKhpx8ejcl5L6SyYwSSVfilv7wfgwlxXT/7UUCm9JTjgp6PeWPPIhoMnHk3vtT6syTJpD/ldsRTSbUQIDwoVp8y1cRaz0uq5cgkH/7zRirq9C5XCAk0oN2Pf0M0aOpKS4Byh95EC0u0/yTRxAtZlxLLsO+cD5qOEKspRX3m++kj3EcdGYr42/8VwyufKKeLpRwEAQBvdWB3p6DKsdo+vgFvIdPLGSyaUoNitePvqyY0Ob/j73zDpOqPP/+50yfnbIz2wvbgF16b9JBEBEUe2JviSVRf6aZRJNYfpao0Rh7NEZN7GJFARUUEKT3smxhey9TdqfX8/5x2DLMbIOVkPd9v9e1186c8swzZ8557ue57+/9vQ9E03ljSaF32ybXGzDPmk/r11KOUOolVxCwWvDW1RC0WYmfPgtXaRFyjQbt0HyCjnap/vSGr0lediGOwwfwVldG9UsuVzNl/E8x6NMJBr34A05EMYxCoUWt0gMCVtsxDhW9RzDY79X6HlEUpw7oAp2AwTICU0VRbO227QnAKoriY4Ig/B4wi6L4u17a6OyEQqEla8iszhrDGelTOVa2tl99eeUlMxet6JuGN2teM8fKJL/nXXfq+cPvpeX4YBoB7dBU8h+9EoUhLkpr9dDVzxCwSS4tTVYippkFNH6wjaTzJpG8fArqIQmI/iAld7+JpypSvTD7rmUYJw9FadYRdHpxHqyi4rFI/rRxylCSlk6k/JHISmFpP5pJxg0LqX9zE43vSvpLk9fcS+WTq3CXNJBx40IM47PxVlto+nAb9m09J6aYzzkH5HJsX/ZfbfX/JcjjdCTOPBv7/h1oUjNQmhJRxptpL9xP2OshLmcY1p3fSUJrsxfTEoOKbJg7i8TLL8FXUUnD089H7ddNmUTy9VcTaGml7qEutpl5xXLiFy8kaG8j7HSiSExAptUihkJU/TLyMYwbN4aUm29EDAYJWm2IwSDK5CSQy2l68R94SyKpmVmP3I8sLo7a+x8m7a7bUSYm4G9oRJmchKBSUXv/wwRtfde8lqs0JE6YQ/LkhchUaqngkdeNz9YclXB2JqAnluCJ2wWFArEXXXmZTEFG2hTyss9GeTx5LRTy4fHZKav4GoutfxUTu+GUjcAP5Q66EFhw/PW/gI1Aj0agO2LVGO4vbvmZjaefcfLjH2k5a7qKnGwFxniB9jaRqpog+/YFWL3G22kAAHbvHtz6tQBxw9MoePI6WtfuI9DSjm5UJqbZIwEou/99go7IWZ/CrGfILYtJXj4F55EavNtaUWeYOw1FB3QjM0k6dyKu4npcR2pQJhkwzRlF/IwjtO0Y8M3TCdPMArJuW0LQ4cGxv4r4mQUM/dNlVD+zhtav9sc8x7buP1/lKfmKK2h5773T/rn9qamTMHUutj1bSZq9GL+lGW9DDdad35G29FJsu7r0oMRQiLYexApdO/dgXrEcdV4uyvQ0Ag2RNbb106TgtXPH7oht8YsXErRYqX3wUWmjTEb8ogWYL1iGIsFM0Nq1KHcfLqTppVfxFJd0splkcXFkP/a/mJYtobEk+r4S5HJSb/sp/rp6Gv/2AiGHA0GpQDuioF8GACDk99K8az3Nu3oXbLv3wMW8fNF6LBU958Fc9695bHy2kOo9rT0ec6roiSV44vbeDABIrp7a+h3U1u8YtL6dKgbDCIjA18dn8y8fLxuZ2lFdTBTFBkEQBlSdPNzN9+fxWAbUmaNFAR7438iB/bpfJLH0RyayFoiodrYAXbGC77f5SMnsvbj7iejr+PRr5iFTKah9uWugzL7zPJLOm0TbrrKo483zRhNyeTlyy9/xN8VOypGpFAy99xLKH/0Y+5YuP7RuZCbDH7mSwltfJtB6cloyptkjafpoB3WvfQuiiGFCLsMfuZIht56DfVsJwfbT558cCBSmwZEUHyjGzE/k8Mbe70uZSkXY7+vMPA86HYjBQFfWeD8Q9vlw7d6LYfZMDLPOwvpR14pPbjCgGVkAoohr13EjIAiYlp0LQOs7H3RrKEzbum/Rjh6FYfZMbJ93y0URRTxHI+MaYbf0e6uze4lhCAKtb7zV6f8WA0Hch/un+T/Y+Pf1g0enPP9/p/DFfZE049xFuVRtqBpwGdDuUBlUGLONtB7p3VCNmqAmM1dJaoY0NL/9Uv+M6qlgMIzAbFEU648P9OsEQeg9UnYcvRWaH0wkpyu59CcJXD2nDGdbiB50nQYVulGZUVPFth2lJJ03KebxSrOOysc/7dEAAJjnj0aZZIgwAACuojrkWhUpK6ZJg/hJIOTyUv+vDZ19dhyoxP59Eea5ozDPHUnL6i6qmzori5Qrr0RuMuHcu5fWDyU1V+OcOahSUtCOHIlt7VqSLrkET1kZTW+8AYB+8mQSli1DplbjOnSI1o8/RgwGkev1JF50Edr8fMRQiJqHH+4cWHTjx6ObMAFPSQlJF12EfdMmbF9+iVynI/X661Hn5pLzwAPS9f3uO+zfntz3Hyg0ur5ZKvb9O0hZcB7tRw+gToycA8WPn4bKnISvtZmArRXTxBm4q8pwHoseRB1btmGYPRP9tCnYVn3RSd/UTZ2EIJPhKS7tnH2rMtJRJCYQ9njwHouebPgqq1APze339xQUih7dG85tO/rU9h80nMYaGMa0aHfymKvHYMw20rSvCfNwM+VfljPyspEUf1zMyMtHotKraD7UTNPeJsZdP46ST0vwWDxMum0SYlhk93O7GX3FaNqr22k90kreOXmkTUmjYl0FjXsiV3e1lQHOWqjjm89PURxwADhlIyCKYv3x/82CIHwCTAeaOmoNC4KQDkRpwPZUaH6wkZKhwNIcxNkmrS4GUrDlZCEVi4/8SrEUQTsQcvtwHOy9VrB+XE6v+w0Tc/vdvxPhLmtCDEZeGOfBKsxzRxFXkAHdjICvpoaaJ54g8aKLEBSRt4+2oIDaJ58k9brrqHroIbL/+EeUiYkELBZ0EyZQ+5e/ICiVpN18M6aFC7GtW0fKNdcQaG6m+uGHkWk0mM45B9tXXf5xbX4+QauVqgceQBYn0eZCLhf1L75I+m230fD3v/f4vaRZuIgYGtwfXWuQvrdcpkQp1+IPulAp4jDrcmiwS9nsvtYmGtZ8CIg4S7syius/fzeqveZveq6V7K+rx1dRiTovF93ECTh3SbNU/XTJDezc0RXgVmVIbDqZVkvuM3+Jagsg0BgdvzIunI9m+FCUKcnI4uIixet6WLgEmvontd4dlz19FlmTE5ErZVirnXxx/16ai9u4Z99FvHr5t7Qck+IAN7y1gDeu2dh5XsHZGZx1Qz7F39Tz9WMHCfqkZ2nEogwW/2Yc+mQN3zx1iN3vSlIySq2cRb8eR8GCdAQBCr+qY90TXfkBEy7OYfo1w9Elqtn2eik7/lVKnEnFJU/NIHNCAnd9uwyAnW8dY9trJdjL7Rz+92HCoTAhX4ihS4cS8ASQKWXE58Tz3X3SSmTSLZPY8/weZt4zkwOvHUClV7HnhT2EA2Eq1lWQPV/KudCl6tj59E7O+u1ZUUbA0RbmrRds/a8VMQg4JSMgCIIOkImi6Dj+egnwv8Aq4HrgseP/PxtIu/FmOSv35PPU7xr4amUbnx0q4OZzK2hpDPDiqlz++vtGGmoCvPRFLo/cWU/Rfg+X35zA3u/dlBV6iTfLabOFjveRqETD97YP5y93N7Bns4uMHBV//SCbK2Yc4/KbE/jRbYn8/tqaznaWXBbPyElanvhVPR/szufRO+uZfa6ev/6+Mbrjx1H2wAfk//lq0q+ag7/Vga4gg8SlE/HVxyZI9bS9O1SJPec1AKiSey9WAYA89jIo5IhmInTkYiji+89X9paXI/r9uIuKEP1+gjYbcqORgMWCbe1awj4f+HzYvvyS5B//GE9pKers7M6BPBQIYF6yBPv69Z2+1pDDgXX1akByjwwEYiiEYc444kZl46tuxltejzozGZlBi+3zLvrt3w7MIxQI8+upW3ihaEG/2t78Xj2p8SOptx0iwzyeYMiLTpOEIMi6adYMzoPc+NzfGfLQn0i69kp8NbXop09FlZmBY9sOXLu7JSQddzUFmpqoeyS2EegOuV5P5v334Nyxm5bX/h3h38599slezxUDQWQqtbSa0+oQBAHdkGG0lx0BMYxMpSHojpzNpoyIZ+3D+ynd2EAo0H/D3HDYxtPzVjPhohxueHM+r/5IWvEVf1NP8Tf1XPXKnIjjf/39Bbx62Td8+bAUzxq7vMutdc0/51KysYF/XBpZLcxt9/PWTzZz1StzeOeWSEXZ1sJWptw5hapvq2g+2Ix5uJnSz0vRJmpxNXfF7cq/LmfKnVOo3lSNUqvEUedg/E3jKXynkPwV+ZiHmbEdk571kC+EIIttYX92TyLvvGznqltNvPCIhdAAC00NFKe6EkgFPjnu51QA74ii+KUgCLuADwRB+AlQDVx+Mo1v/FyaGZQVehk1WYv8IAwdqeHBV4Z0HjMkT0XRfk/ncUCnAegJLkeYPZulH6++ys/+rV0+7/1b3VHtVJf68HlFbK0hSo94WXJZ7xr+zsM1VD7xGbl3X3i8ypgTy5f7qH/z5H2X/pbe2RJR+2P4npWm2FW0FKbogV6ZIOVIBO29yDwMAHKjERobO1+H2tulwvVqtURj9ErXPORwnLRUx4lQZSahzkom7AsQ9vjxltahSk+MWpV98kSk6+TQBgvHdvXsi82fLsUi6m2Hjv8/iIBAc/vgy/yCFGx0bt9F/KIFGM6aTtykCUDkKgC6ZvmKJImpI/p75/1rRuQjU6ulWMNJuFzih48n5PMiV2twVByV+PfDxhJ0OzDkjMRWtBtvS1f8bOMzR5hx7XDOvXcCO988xvY3SvvlZ3fbJOPvtPjQJfYtAieTC9z4zsKIbYdX1wBgTI/DXjewe7r442LkKjkhv3TfhI+vLD0WD3ue74oftFW2sfvZ3Z3fqa26DcLS8buf7Qre134v1QzY8mCXsTEaZbS3S+0KMrjltwm8+qQVmazPEtanjFMyAqIolgMTYmy3AItOpW2QfkwQO+kYAhAMilwz9xinUh+it9icxxXdcPelWSgg9rhE7oDCpGPIbUs4cNmThP2DUwqufV8FiUuiLnUnHAe63Ekhtz/mykA/NraiY9ywNGRqZYSEtWG85H5ylfTO+e4v4ufOxVddjaBQYJw9G9ehQwTb2nAXFZGwfDmWVauQqdU4dvSfNaFMSUGm1RL2eGJS+Px1rbS+e0KcQCaLmqBvejuyJsDBb1rZ+mHP39vnjr5HxF5m/cNfuINjtz+PceYo0m+/gPrnVqHNz6D5rW9JvmI+xlljCLa5qP3LSkI9BOEdW7YRf/Z8dFMmIo+PJ9DSiq+8MrJfNbUErVYUCQkYZk6nfVPsGgkdkKmPlyY9SZ+7z9aMNjUbQSZDro1DnZiG396KbsgwfG2tyE6Q6S38qpbCr2pJKYjnsqdn4LL6OPhpFaFAGFkPmfEAukQNlLZjSNbgtPS9GgyHRF69/BtsNdGDvaPZQ3z6wLNxOwxA7qJc4pJ6Pr+7UQsPYLVzy+06nvyztHJ69SkrRpOc5obBLSPZE85I2YgOLL5YmnEPG6Xm6D4vDbUB6ir9/OgWqejF0FFqlDEyfvuCJk7GtPnSrDgjR8Wk2YOboq0fMwSlWdej++VkYP++CF+dFfO8yJoAuhEZhH0BWr7omml4K5uJG54eGScQQJsXm6Ql0ygZcstihOP9NUzMJX5mAWFvICoQnXT55WT9/vcYpk/HMGUKqddd16/+u4uLybzrLrJ+9zv8tbXYN0gp8s1vv41MrSb7j38k81e/wvb11/1qD8BbVkb2H/9Izv33o5/aP6p0+8b92L/snXbstPVOG/Y4BvZw+pvtKBONaEdm4a1sQpOXirdMMjK2r/ZQdteLeEpqMS0Y32MbQYsFT1Ex8njpmehOC+2EKGJbJTF/zCuWR812VOlpyOO7Jgf+45RTdW63eJMgYJg9s1/fy91QhWX/Zlr3fYfP2kzT1rXYCnfRtO1LrAe34m6IjHMZUqSga3uDG7fdj1wh9c9S4WD0uZkIMgFzdvRqddrVw4gzq5ny4zyK1/fN5Dv4aRUL7xqDNl4FApgyu57vg59VMeO6fNJGm9CaVKSMiFzVJ+bq0Rgl4yVXRj+/ld9UcujfsdVUTwWGbiKYF18bz+xFcRjNg1DTpB84I2UjAHxeEYNJxuvfDuXZPzXSXC89mPffUsttf0zlvR3DqSnz86ef1hLwD2wmc9/Ntdz+QCq//HM6LkeIZ/44uBm/jv2VuMuamPhRVxZn2OPH12jn6B2vnpSrWAyGKX/kY0a9+FNSL5mBt96KMkGPfmx2FLMo5PGDAMMfvhLnwSpCLh/avBQsXx+IuZpwHqomYcEYjFOG4j7WSPxZBQgygZqX10XRQ1tXxhbZat+yJep13dNPd27zlJREHNOBsNtN8zvvRG0HcB08iOtgz7K6zW+/3eO+k8Xjl+2huaJ3SuxAjYC3rAF1biqa3FTavzuMfvJw7N9I/mr95OHEzx+PIl6HY2fvGkaOLdvQjhoZSQs9Aa69+1GYTZhXLCf7zw8SaLUgU6uRm+KRqdXUPfQYHesYX0UVnuJS0n5xO77yCsRgqNNQBBqbUKb1U7LixJVEDyuLG99dgFqnxO8OUrS+jgOfShnJax/ez7L7JjH1ymFYq52E/F0zaL8ryIFPqrj1s8UUf1PP9n/1nQ/z9eMHmfezUdz03kK0JhXOFi9/XyHRtQ98WoVSo+DCR6eiMSj5/tUSmou7np3qPa3cvvZcAt4Qm54v5MAnvRM2BgsGY5fBfutFGwVj1Vzx03j2bfeya/MPS9E+5YzhQenECeygjsDwkqHSLFSpkaPWKQh4Q6h0CgKeEF5H9GzNqEgiWZ2NP+ylLdDMEO0o6rzFiGKYIdpRtAdbaQ+0oJSpMSnT0MoMtAWbaQ+2EiePB0TCYoigGABELP6eSwf2hKzbl5K8fDLlD3+EfWvkQ60068h/7BoKb3056jy5Xk/CJReiLZCoks6du7CtlrJx855+gpa33sV8/jI8xSVYPvqkkyooqFRk/fH3IAi49u3Humo1YjCIbuJ4dBPH4ykqwXTeEuRxOirvvifqcyevuRfbd4VRWcfdMe3KofjdQVrKHCQNNaCNV1K5q5VJl+bSUtrOodU1+F29D4zKlBQCzf1jlMgEOXmZ83B5LDRaDpKWOBazMZcmyxEc7iaGDVmIz99OVcPWiOMEBPKzl2BzVNJi67r2s24fx4il2RjS4gh4QtTva+Gzuzb30oP+Y+wlw1Bo5NTtaaGt1kHevEyK10YOHMoUE5m/vAR3YRXNb39L9h+upPqhd9DmZ5JxxwrK7nqJvL/cjGt/WWd96p4w5L57sK35KjIgfIqYPPd/2Lv52UFrrztMicMYPu5iNFozW9b+YdDalStl6BLVKLUKrn9zPivv3EbNvoHlFP0QKKxI5/NPPPzuV10xpdXfRJfXPBFDhsiZMEJamV18bTxH93spOiS5vhYu07NhTY/KsWdsxvCgIilXx9TLsnE0e3HbAxxYHXtw1soNeEJOfGE3ZmUaITFIW6CZHO1YQmKQsBhCKzeglGnwhpw4ghYUgoq2QDMpqhyafBWkqHOo85aQqBoCDNwIGCflIQbDMSUXAnY3ckPsQjbJ119NoKmZmgcfQabRkHJjNzeLTIZu0gTqHnuStDt/RvzZC7F/Jc1sEi+9iNpHHge5jNSf3oRpySJsaySKpaYgn6DFRu0jj/dY+Lo/CAXDaOJV1B+2kZCjJxQQyZ6cSNATwlrtRKVV9GkE+msAAMJiiEbLIZLNowBQq+IprvqKUbnLMbibqG/Zh9trjTou0ZRPSXW0/ML0n3a50NQGGXnzMjBl6bHX9EOSua++BsOoDVoyJiUT9AVJyDMiU8gId6PcBprtqDMTsXy8BcIi3grpYfccq8Nb1cTQp27BuS+a138i1DnZKJIScR8YfHfEDwW7pYzdG59kxMQfD2q7cQlqbnh7AWJIZOs/i88IAwCgUMA552n4XTf17PyCgQ2zn7wZmS/UiwEYFJyRRqDNFupcBQDkTEkg4A1hr/fgsPgwJKsJ+kJR9TabfZWdAToLtZ3bqzxdlciE41FdEREBofP4UpfEtHAELYiI1Hn6lfMWhZDbh6CQoR89BOeRmq4dgkD6VXNwHooW5VKYTWgL8mn+578QAwFCgQD2ryPT6ds2bibs8+HYshXjvDnYv1qHIJejnz6V1nel7FDH1u0RRkCQybCuXgvh8CmRFfeurOyks8lkgChyeE0dHnvP7JNhs1JoLG7D1Y9AXn8QDgdAEJDLVYRCfkLhGPLMMcoHJuTGps5OurqADY+d+my6cFWFpPwqiiDCthdjD9DF13VRNpvfOj7bF6Hurx/HPD4WjAukimNiYPClTv7b4Gjy8Oyi/mmKnU689oqL77+LvOePlQZ5/R+9M5JuvFmKhVx+U2SMYuVrfZT1HASckUbgROx4p7JfBIbeGBqxjol1fMe2/rQVC00rt5H3+4vJf/QqWlbvAVFyA+nGZKFKNnL4xheizlGYTIR9vk6aJEDI3hbBeAk7pZso1O5AbpDom3KjAUEmI/cvj3aeF/Z23YDBtrZBK+rbwXo4+HlNH0dKmHrlUNb/9chJGYE4TQKZyZPRa1NxmiLjNU3WQvIy5+P2ttJoORRxXKu9lGFDzqbdVdfpDkqfkBjzM9LHd1Xweu7I/AH38c4xXfWIT0VOoL/QTZ2EbvJERP+pGwCV2kjBhMuIT8jF67ZFFC+Ry1UMHX0+iWljaKk/QMXRNYTDQRJSR2FtKqIjoKXWmph+9u/Ysf4RQkG/dE7qaBAEWuoPUHZkVZ/9UKp0TJ3/a8JiiKaa3VSVrEMUw8xd/hjF+98nd+RSFAo1rQ2HKTn4Yb+/39JzNfz8Vj0KBUydouKrdV6uvcHKlMkq7vuDEZ1OoK09zKU/spCXq+C5v5korwgyepSSO35ho6hIWtV2HB8Mifz67jYqq6Ttjz0ST36+gsQEGZ+u8vC3Z7tm6o89FE3lPlYSZOW7vfv1FxyvclhXGaCl8fQUk+nAf4UROAPCFv2GbfNRgm1uUi6aRvIFU0GEoNODt7qVllW7YkpDdPLltZrOgi9yswl/Y1dCmjzeAI2NyOONhBwSlSzU7kAMh6m8+97T8+X6icufnkHu9GQufmwKAW+Ig6tqOOv64by0Yj0jF2ew/P6JPDVvDQvvHM2GZwsZNieVBXeMQiYXePOmLbgdVkqqu1hCrXbJtXak7BPpf/kn0swbMeI4gPK6TRGDmkofSVOMtb29tWtVEfSHkckFEjIkt53TGiAUEtHFK1CoJJdafeng5E70hdTbfoJMr0eu06FITADA+nHPsZsOqFPTMc2ah6u4EGdh9Mokf9zFBANetq17CJVKz+ipXXUUho1ZgVypYffGJxkz7Qay88+msvhrbM3FxCfk0WaVsnJTMiZibS7G73NSMP4y5EoNuzY+gSDIGTPthn59v1GTr2bHt39GoVAzasq1ZOcvoqpkHYIgIzl9PHs2PYVMpmTcjJ/0q70OPPpQPEuWtdDaGuaDdxJ5+RUXarXA44/Gc+mPLLS1hyMKT02fpuKhR9vZsdPP88+YuOMue8Tx8+ep+fPD8Vx5bZfL6ZrrrXg8IkpF3+xEm7XviZjDIQ1y2ze6B2ve1m+ckUZAmZBIyOkk7I+eRQpyOcrkFPyNsXncqRdNQ52RQPWL/Sg43guG338Zta9twFszcF+j42BVnzIQ3RG0t1F1z30kXnYx2pEjEIMhXLv3Rgh7KVNSSLz0YrzlFdQ/LQXxxFCIqt/+gaz770Wm0xFqa8f+1XqcuyMFsFLvvq3Hz9677NEe9/UGrVnN6AukCkrhUJh9b3fFQFb+cgc3r1zIJ7/f06n+aMqMY/jcVKb8KI8NzxQy/oJs9n5YScGCNMavyOafV2wE4K71S3lmce/y1GIv2h8nluSr/L6B+b+J1mwqXde1ovnD/K7s4eufGEXOOAN3jtlEOEamplwh8IdV0zrfp914E5bVX3TGPJRJSaTd9BNqnni81+/QHzT9/Z8DPkeVlIJh4hTa9+1GN3pslBFQqQ0kpo1h29cPEg4F8Hq6stXVWhNp2dMJhfzMWCwFcbW6JCqLv0YUw4yeeh3b1z2EVpfIkGHz2b5eKrDecc5Z59zX734azTkYTFmEQwH8oQClhz5m6vxfU31McpVVFH9JKOgnhJ/K4ti04Z7uwSf/6mDVx0mUlQeprQvx/TYfEycoUSmlFQDAqi+6lHyPlQXZsVOaCKSnSbTM0aMUncev+sITcTzQWb62P/XM77+3b5fOurXS5C8chrv/nMz+HR5c7WG2fvvDizeekUYgYekytMMLqHrkgZjZo5m33k7Fg3+M2j78/svQ5iQjyGXEDU3BvqOUxpXbybh6DuY5oxBDIUJOL8W/lyiJqkQD2T9fgjrdjOWbQzR+tAN1hpkhN52NcUIuQ+9eQcuafbR8KdH54qcOI/O6eXjrbVQ99yUhl/TDZf98CdqsJBRGLdbvjtLwfnSt1b4QdrtpeTNaV6YDnuIS2jd/H7VdDASoeTB6IHftP4hrv0SvtH8kccfjpk/Ec/AohMJoRhcQ9npRmHSEPX6M0/NxHq4m7PISP2sknvJG5HotrsLY7p+h8zOY+0uJbhryRxqBWGgotJOSbyQcFqk9aGXSpbkcXFVNSn4/5C5OAbbK2EJce9+MTcccPTeBvWubYxoAgFBQpGxvG8qkJBKWn492eD4pV12NGAhQ/8JxzX9BRvKPr0CVnk7Le+92rujUOTkkLjsfMRym9cMPCFikCYZ+8hQSli2n+uH/PcVvC7pRYwi5XWiysgk5ol0TAb8LUQyjUhsI+CNXNH6vA1EMs3fT03jc0ZMfr9uCOTkfgymb5rp9nZW+ejunbgdlDgAAIABJREFUJ/g8duSKrhiORmPC73N2tqlWG3E7JFegShP7HunpHiwoUPDMc07eX9k1gB4tCmKMF5h5lopt2/19yoF3P377Dj9JSTJaWn64Kfo367pcwe32MAd3elm4XM+uzZ4fXEfojEwW02Tn4K2ujGkAxFAId0nsoO2xBz+kZfVeLN8cpug3b9K4cjsALWv2ceTn/6DwjtdwFXUlm+T+cjntB6o48vNXaf5CChL66m2UPfwR3nob5X9Z1WkAFKY4cu5cSun9H+AqqiPrp5FFvEsfWMmR2/9J40fSZ45ZkkEsjFmSgSyGZoggEyiYn8rMa4fGvigDkCA+Eb7yanzl1djeW4W3sBRvcRn2T9aiHT+K1CvnYl4wFoVZj2FiHrrRWYhhEWWiEUHZ8xwhe0bvVdx8riC6BFXn+8ZCO/nz02g6aqflmEQ1Bag9YCVtlAl9suR+Kd82cGGyvrDz1ULaap2Eg2E8Nh9HPq3AY48dq1Br5WiNvc+NlBoZgdZWmv71BoHWVprfebvLACCtBhw7d1D3t6eJXyDJFwgKBUkXX0LjG6/Rvm0riRdd0nm8c++eqM84Wdg2b+j88zdH57+IYhhrcxFZwxcgkykiBlhRDNFYs4u8UcsAAU1cAkZzV5Z5U81uktLHkZQ+lqaarjyFjnMUyrjO8/qCz9uGtbkImVyJUq0nK/9sGqu7ssUz8+YgV2hQqnRk5MROXuvpHlQpBX71Cz0b1iWzfUsKN92gw+sVueEnVu79nZEN65LZuL532mb34zeuT+acRbFZfT8EPnjVTlN9EGtL6LQIyZ2RKwG53oC/oWfmRsBqHVB78VOHkXj2WEIeP+o0E7VvbESQy9CPzaL0folZ010yIRb0IzNxlTQQsLmwbDjC6Odvitjfcb4YDJMxOp5Z1w/F0eqltcLJnJuGIwiw58NqZl0/lMQcHZV7LFgqXcy6figHv6ijqbSd9iYPiTEyJgcLiuQEgi3StVMkmpHpdYgtQcRQGIVeQ9jtQzdWyh61rtuPfmIexKrwJ0DW9N5LRGx7vZTzH5iEpz3A7vfKOfR5DYl5Bra+JunFdOjqe+x+Vj+4jx8/exYyucDbt0SvdgCSpizEUX4En23gRmLrC4fY+kL/aJW1RU4mLk4md3wdlQejZ9K5441MXJwM9Fx0PdjWhreiAgCFURpkVWnpKJOSybjt59IxMWbp3ZEwcyHuihK0Q/LwNtURcruIyx2Or7EOdVomCr2B1k3RLk/NkGyUiUkoTGbicofhKo6Wpy49+DEFEy9n5pL7ogLDZUdWkVNwDrOXPoTf10ZVyTe02yRGW3P9frLzFxHwu3C210edM3nuXShVOvy+NnZtkNhQIyddhcE0BLUmHqM5mzZLRWeQt2jfe8xYdC/hcJDmun1UlXYx4qwtxUyacwcqtZ7Whi52Xyd6uQd1OoEZs6X7RKsV2Lk1hdfecLH/QIALLo7U86+oDDJrXtc9de2NMiZPvBmP14ZKmc6f7ney/+DrABiNWQwfupSPPlaj1b6DxyM9SwX5K3A6G0hNGY/NXkZl1caY/eovcgtU3HqxAZkMvv70h5eUPiONgCiKvc58BWXsYF8saDITyLhmLkdu+wchj5/0K2cfb6Tzw/rXp+4MkD4m5fWFbTQfc1C918rC20ew6/1K2ho8XHDfeJqPOdjy2rFOd8PO9yqZuGIITaU9DwoVd/0GlUKHSqFDhgxf0IlWGY85LotWVwUiIuFwALlMhS/YM6c49Z47CFntIEpGwPrWx7j3Hh8cO9bH3dbJ1q9jVxVLLjARl9DzzMg0bwwWrZo3flsEYRFNTgrKRDv/eqwZy6ZGTPPGsOZDN9rh6SSdP5WGT7bzzys3RrUj1+pInnY2IBB0OTCPnY6gUGE7tI2Aw0bKzKXYC3fjs7eSPG0RglxOy871JE6Yg0ytwd1QiVJnxLJ/C8nTF9Gy85uozzgRa16o5Ocvj+PX707i0AYL+9e1gAiGRBVDJxsZf3ZSj+qPHRAjYllC57+gzUbt00/12YcOGMZMwtfcgCY9C09tJUFnO9rsoVi3bSBx1tkxz/FbWtCNGIXj4D7k2thyKH5fO4d3xI43hEMBKo6uwWZsx9dQh0gQ48SpeGuqSJi3mH3f/xMxHMI0fRbehjp0w0fiLium4uga7AkebN9uQGGUaI6azCzqxRK8B9dhGD8Zd1kJnuqKzs8KBtxs+/rBmP2wtZZSX9mzW7W3e9DfTUFg7Bglzc0Dc+PEx+dQVPIJbncrQ/POAaSykCPyL2TfgVcJBr1MGH9DRO3z1NQJHDz0L8J9RHUzh8jJyVMgilBdGaSuNtrbcfZyPU/f14LPe3oYMSdtBARBGIFUTL4DQ4H7ABNwM9BRHPdeURTXMADYN31LwjlLCXs92Dd2y6CUyTAvOBvT3PlYvuifOrW33orzSA0jHr+akMuHs1iawYjBMIdveYXh912GKtmI5dvDNH7UtRytf/M7ht93GQ3vfo/l28O07TyGGAgy6pkb8De3U3h770G7+iN2siYmcHhtHXN+MpyAO0TRhkaMKRqW/Go0R9Y1EJ+mIW96Eu1NXpJy9UxckUVito6WcgfHvo+sLWzWZqKS6/AFnSjkakJhP6IYRq9OIkmXh8PbjC/kAkR8wdjslbpf9eJz7jCG3Y1iDwZy7i96FrID0OQk42uwoc5MRPQHJdlhrYq4ggzcxWkozDpaP5P0e4I2V496/8nTFtG661uCHidJUxbSVrwfT3MdQ5ZeSe2XUlxHrtWRlDcan62JQLsdQS5HUKpo/K6DoiiQOmc5rbs39trnDhRutnLH6E3IFQIjZpoZM09ybTisAbZ+2MjrvzpKsJswmPWrL0m74SbCHg91zz3TY7u+mhpa3n+PjJ/fgUyjoW3zdzh2Sdcg5cqrkev1pN98K766WqxrVmPdtuF492VdRTC6GWrL1tiZxWGPB19jA/6WZlq/7LlOQZ8Qw5I7VhAgLKLOGCJVRwuH0BWMIuRxo83KBUCZmELI60Wdlo46LRMxGECdPiTi3LDXgyYzK8II9Aahj5lWrHtQrlGQNjuPPz1Vj1yjQGXUsL8owIW3BCWBOkEgHOibfunzteF2SyuG1lZpxafXpSGTyTsLwHc3AABNTQcIhWJ7E55/xcyS83p3J321xsudt0pB+n3bPVx8rWRI3/vHD19ZbFBkIwRBkCOl184AbgScoij2LkgeeX5EJ2RqNUPu/CXK5BQCrS24jhxCbjCiyc5BmZRMwGql+vGHT7nfpwuCAIIgED6+mlCoZASP66PIlbIBaat3JLh1T3TrLxKuuwztuBEAeAtLsa1c3Zl/0F/IVTJ+9t0lKNRd4lYhf5jnZnRpCiWtmE7r57u6jEhvUbhe9qkTUkmcPA8x4CfgbEehMyJTKHFWFeO3t5IwYTbtZYfx2ZpIOetc/G0WbIe3kzhpPk1bvuhsJ33hxTRs+GRA3/O/GUnnraB1bd88/V4hk3XmmAgymVRFrPtv1Z9Cy93PHUT0dA+uevgIco0S49AE7MUttBW34KiykjY7j6A3SMuuGkLe3t2+cXHJnDX9F+zc9RxOVyND886hvGIdMpmSmTN+xZGjH2C3V6BS6fH7pVV3hzuovmFXzDZLatIJBeHfr7v4/BMPZceCCDIYNlzBiou1XHO9DrkCCrIkxuPQESrmnKNDrhB4/W99ur7PGNmIRUCZKIpVA6mh2hPCPh91Lz1P0oqL0I2fiGn+8aWvKOI6fIjWzz465c84nRDF4y6u4wh2E8gaiAGAU0tmC9Q3Yf9kLQICcTMmkXDtpbS+9O8BtZExMTni4YsF+6Yj/VpR9LXPZ22ifv2HCILQSQvtPqg0bPy483Xd1+8hyOSI4VCEAQD+nzIAAGGvl7QfXU2wrY3Wr77o+4SYjXTdl52DeH9/0274IUpQ9nQPiiERpV5F4/eVKOJU2I42oc82oc8x47N5+jQAHXC5W8jOmoten4Y/IE2SwuEABw+/Rf7w5SjkamrqttLQ0P+A/n33tLHyvUi656EDAQ4dCFBUGOTPT3VlCl96Q3wnRfR0YLCMwBVAd37jHYIgXAfsBn4timLfpbNOQMjlpOndt5B9vBJN3jBEnw9fYz1hj6fvk/8/YsKxfnPEa92sKQNuI+esvpUlg22DmUwlRhhQMdbg1Pn+9GZanqlo274FFKdHhvg/gZ7uweo1RzvjNR0xPGe1naJX+1+jQjpZpLAoWi3X4ahj775XoraXlHatuuKMCpJy46juRipwOkU+Xtkz3/+TD93cc7+h8/3ppoieshEQBEEFrAA6JCpfAh5Cyi9/CHgKuCnGef0qNB/2+XAXRTMczjQkXT6XkMODp7gW85LJtO8oQhGvJ2h3okpPwFvWgKd04IJ0gwl5vIFQm+P4ayOcRO3d7LN6p4b+t+OZg/P6ddxd40++StwPDU1OHq6iI+hGjcF19EjfJ/yXobd7cLAkPASZwLI7h6LUyFj/ahULb8gmLl7Bd2/V0tbk45xbc6nc30bpDhtzrxqCxqCgcn8b6QV6WirdEUbAZg33Wh0sHIY2e1e/P3jVjs0S+q+iiJ4H7BVFsQmg4z+AIAj/AGKuR09XofneYM41kDc3g4wJSQyZmoJKpyAcFgm4grTXu7CUt7PlbwdwW6Nr8J6IQHMbQbuTuNHZhH0B/A1WlAlGdGNy8NVZ+mUABJlA4jAjyQVmkkeayJ6RhtqgRGNUodDICQXDOJs8uFu92GscWMraaTjUSv2+1j7bBki99078lZKwnio7A+u/B+ZWSxllJmWkeUDn/LchVq0AmVxAa1Acr3QHTeWnnsVpSIsje0YqGROTMOcYSSowodTKCQXCBNxBHE1uitdWU7u7mabCgVGitUOH4yo6giYzC3dJ0SmV69Sa1eTMTGPIlBRy56Sj0ilRauX4XUG8bT687X4KV1VSt7eF1mP2wSqrHBMyuUBSgem03IOj5ibSUuVm56eSn37LO7UMnWpi3KJktq+s47MnpLoGxiQVKXlxvPlbydg2HnMxblFkDkJyigylUuhxQNdoBFLTulK2bBbp9zod9FAYhMCwIAjvAV+Jovj68ffpoig2HH/9S2CGKIpX9NHGgDqhHTYcT9mxqO3XfriUxGGRKnzvXr0u4iGKS9BwyzcXDuTjAGmGsf+9UrY8cyCi6MWpILnAxMQrCxhzUd6gtFe2sY4Nj+3F2XRyg1Ta2ASGLshk1PJcDGmDW22tJ7y88FPM2fNQ6c20N0gPlhgKoDWlo9Kb8TutBH1uvO0tuFqrMWWNwVIu5ZCMXpHHkgenn9TnfnjzBmp3DzznQKNX8KfV0yKkJvqLvDnpzL97EqZsQ98Hx4DfFWDbi4fZ904ftYwFAV3BKDxV5RGihACXvXo2Q6ZEDlKf3v4dlVu7ZFhUOgU/33xpn1TonuBq8fCPJScXmE4bm8CMW8aQlG86rffgicmDGoOCy+8bQWuNh8ZSF/kzzLS3+BDDsG1lXafelDFJxfzrs/n8KWk8WnF3Pun5Oja/XUvhJmlydsU1cdz/cDyff+ph/VdeaqpDyOWQN1TBeedrWHyuhmefcrD6c28UM778WJ8FjP6zgWFBEOKAc4Bbu21+QhCEiUhzgsoT9g0KZOr+Z+8ljzB1GoGkfBMXPjv3pD5TkAlMuqqAzMnJvHNl/0sgxsKQqSnM/NlYMif3XWxiIBi2IJPMScms+uXmmKuDxJt+jNxkpPvT3fzXLh/niPNymHRVwaD2qT/wu+y4bQ34XVLoyJQ1Br/ThtvWgFypJuBxoNYn4He3oYlP6QwA/yfgdQYp7aUIfSwoVHIW3juFMReemrFX6ZTMv3sSJV9V47L0vDpVp2fiKi4kLn8k7tK+JdGTR5g6jYAxU8dFz847aQMAoEvWMvGKfPa/13cVsBMx4rwc8ubGzrY/nfA6grx59xHkCoFQUOTg+paYJI72Vn+nAQBY9Zfo73zPn4zI5XDRpVouulQbtR/gf35t4H9+HT056GAM/ZA41ULzbiDxhG3X9nB4r5AbjCCKhJwOZNrYF6rr2P7PpJJHmABJV/7SlxegNUdrzg8EKSPN6JK0uFpPPkCtNakH3QB0QBOv4uLn5/PC7GhXj6+8mkDtD39TDRStZbsiKIduW31U4lrH67p9vYvLnQ4EB1DOVGtWc+Ezc0kbF1vS+mRwxVvn8NEtG3osimOcNBWbsx39qLF4ykr6ZOh0PCO6ZC2XvbwQY+apZ60v+N1k/O4ghav6lxdwpqKjZslAWXzdoY07dcbkD4kzJmM465d3I/r9VD32EHkPPNLn8e07+rccTx5hRqVTcuFzc3s1AN42P3KVDKW270uy4m9zWPmTbwn6Tm42euzbWuw1TkxZ+n4dHw6G8buCKLRyFKq+WR/KOAUKlZygP7J/zo0Dd2GcNsSiH/ZBSfTYfdirHWji1agNyj4zeQcDerOyM4GsP7j05QUk5Zv6PK7jN1bpFFJiUy8wpMVx+Wtn896163E0xnD9CQKJS84nYLX0S3MqeYQZmVzggqdm92oAOvrY32t99j1TaDxswVreu0TG/+2YMWFwa5gPNs4YI+ApOxaxBPU3NhBsjy3B2pGW3h8kF5hY9sRM4odEDrjNR22Ub6qjcmsj9moH3jbJx6eJV5E2NpH8xVmMWJYdc9BNHZPA3F9MYMPjJ1eZSgyL7H2zmLPvjaZohvxhavc003TESuGqClwWLwF3l18wdUwCGROTGHPhUJLye74OE68uYPfrkfo26uG5+I5V9nhO/f7WXo2MSq9kxNLsqO1iWOTwx+U9ntcbTtaQAlR8V0/Fd1IGuCAT0MSrSMgzoolXoTWp0ZrUaMxqplw7ot9tLr8jN/YOAUwpasYvTkJv7p9siUwu9GoAGg9ZKNtQR83uZhoPdSlwqvVKEofHs/i+aSTkxVbQ1CVpufDZubx33XqC3shraFm/Frk2DkGl7ldQ2JSt55wHp8dcrTQcaKV8Uz2VWxtoKT7uBhOk1WzGxCTy5mYw9uLYoocKjZzFf5zGBzf1LdfRgf+2e7A/6E89gf8kzshC88Me/yv1r7wYM/gLEDdyFO6iaAGvWIHhE2GtaOffl/S/LN25D81g1Pm5Mfc1HLLw/nXrY+7rD2bcMoZhCzNZ+ZNvIwb6gcCUbeCGz5bF3PfxzzZRvb0RRUrProhgc//lf01Zem5YtTxqe0fG8IibZ2IvasKyt5bU2XmIYZGE8ZmU/HM7Q5aNoq2kBcveGjRJenRDTFj21TLi1lkUv7yV7AvH0rKjmtQ5eTjKLFj21cbogYT4kZOQx+k6YwNytRZlfALexhqs+6P1Zn6xL7q+bU+B4ekrYnPQRRF8rhA1Rx3YGvqulpY2LpEfv7Eo5oz5hVkfEfD0//c25xi4+IX5sWfpIrx7TST5Iem8FbjLStBkZmH77tsIQxArMBwLz079gHBIRJsTO47hqepy88gUMpY9NpPhi4bEPLZoTRVf/mF75/vE0WdhKex6n1AwFWvJ7linRqGve1CVl4l2XD6+4kr81Q3EXzAfQaHA+u5azJctRlAp8R4tR5mejCIlAdeOQ8iNehQpCSgS47G++QXxKxYQaGzFtfUAMn0choXTEANBQnYHvrIagi0DTnsaEFQqacIaDgcRRRGFQk0w6EUURbRaMy5XxH17xmQMDyqa3nkTX33PlMoTGQ/9hcvi5aObNwzonK/v30l8pp6MSUlR+9LHJZIzM42qbY0xzuwbO18tZMcrp8bjtlf3TCPLmZlK9fbGAQ30pwSZQPO2SnRZJoz5KXibHbgb2pAp5dR9VYTPKrku4kekoE0zSAN9h8tfJrlABEHANCatRyOgTkhBnZRGwGFHodUT9LgIOOx4WxqQq04t3gOwc9UgLN0FOPveKTENQPX2xgEZAABblYPPfrGZq95eglx1gqtIgNl3juPjn3UrdxkKoUpIQmlOPCl6aOn6mk6BQ9MMiUihMBgJuZyoklLwWy14qrq0s8LBMOse3EnqmISYjJ68eRlSHebjHP6EEdMijEDS2Nn9NgJ9wV9RR6C6ATEUxnjuLIK2doJNVrQTCgg0WnBullbv8cuTsb69hsQbVhCoa8ZfXkv7l99LBZ22HyRuymgA9HMn4fhmB4k3XoS/so5A7cndH9PPUjFpigq9QejRQ/fkn6VnOTl5LFptAo2N+0hMGkkw4CYY8uP3OxAQTjQCp4wz0gg4D+zrdb+vuv9Vu7rjuyf39cqqiAUxLPL1/Tu49qPzkCujfbUTfjw8ygiMyzifQ/WR6RFpxpE0tRdH1jgepMSWxsNW0sZG+6lTR/fuu9bNnIxr26kXW+9A2Bck77KJVH50gKYt5SRNzSLo9uOzuhh1x1w8TQ4qPzpAXIax01ftKGul4Kdnocs00bytElEUiUvvudCMz9pM85YYK7l+atmcDgxfOCQml91l8bL2Hmnw002ZiBgIokpPQ5GYgOP77ShTkgm1t6NISUaZlIj1ky4BOMuxNnb84wizbh8X1e6JyVO2Td9gnDIdy7cDr67navWw7oGdne8bPpBkRdJ/fD0N7/8LBIH0y66JOs/nCLD79aMsvCfaxanWK0kYaqStLoxCrUUmV6IxSTLQijgDcnWk4Xj0mQSaGiTj9cxjJ19oXabVEGy1IQaCyE0GQo7ITHbRH+i8D0N2R8z6zTK1irDXD+Gw9LzKZQhyWY+ih7HwyhsJLFjU9wSlwwj4/O2AiEymxOu14/c7UKvjMZnyaGgYHGPZHWekEegLJ6NHYq9xUvJ1/4qkxzq38LMKxl02LGpf3twMNPEqQk45+clz8QYcgIhKEUd+8nyqrbsRBDm5CTOIUyVQa99PbsIMlHIN1dbdOHyRaqEyuYA5Q0t7ixeZXIZaJ8dtD2BIUuN1BAj4whiS1Ki0crTxCir32jnyaXlMI2DO6Z1FZVg4a1CNQOkbOztnfNYDddgOHVdsDYsUPvedpAEUFqn4YD+C/Hi93m9KEBQyxKD0m9Z8foSQ7yRcY2eIAQCYcv3ImNt3v3a0k48eaGombtwYglYb/oYGfFXVKNNSUecPw19dG/P7HHi/lOk/Hd2rdlPqpVcCUhEbVUoazZ9+MKC+b/7bAfyu6OuvNHbFNpTm2JOLo6srmfvLiSg00f1LH5+I36cieexs1KYUcpZcB0DY76VuW2ROwV8fPvmBH8B8xXm4dh7CuWUvpksWEWy20v71NhJvuBD18Cz85T17GZSpiejnT0WVlYq/phHXziOYVixAFEV8x6oxXbQQf10z9g/77wbuMACHDgSorAhywUVavl7rJSlZxoSJKgQZPPnnruB5a0uXQkJ7e3Xna0lDa/Dv8/9KI3AyKPy84pRm3vvfL41pBASZwLAFmbg2J1NnP4TLb2VM+lL8QTc2dzUphgLKWr/H6WuhwrIdUQxTbdtDQlwWKYaCKCMw7eIMag63M33eEDR6BW57AI8jQNAXpnS7lbGLUwj6wvg9oc7vU7evJapfAHGJGgSZgEyvQxYXOduSGfXI4nqn4p4Mul/jiOt9gohe95lUhwEATs4ADCIu+EUeR7dYOba754Fo4jnJUp2BGDDnGEgfHx2D8dh9HPqorPO9v7Yef11DFxUWcO7Y1euKxucIULqupscYFUDTR++SMH8R9h3fY5o5b0ArpPYGF0VrYq+yXceKSLv4ClQp6bjLYpfm9LuCNBVaY9KfE3KNHP54P46aIvKW3kjFl6/32I/WFmkVMGGKqvP1QGD74CvEgHQftb7yEYJcjhgK0fLi+52vOz/r5Q8jzg00WbC9G7nStH+2gaSbL8VXWk3L8++f1CT0L486+MdLEqV36XINd9wixRVy8xS8+mYC5yzV8Orfe9fc+qHit2ekEZDrdKRd/xM0Obk9HlP2u1/1uz2fI8DOV09Nf8hyrI19b5cw6eroZKqzbhvL+19uZWjibFx+C8Gwn3TjKOKU5k73T5u3gREpC2nz1JMQl4Mv6IypBLrjwzpkcoH6okhff8cMe/+axs7XHT5na3k7vnY/aqMq6hy1QYm3zUmo/QROeWMz9X/8C0NT5xIIHfc5Bl3EqROwu2oZkjgZX8BBIOSmwXqIYNh/Kpdv0JCQMYb04XM48t3LP0j7S2/LwecO9WoE8qfH92gEljw0I+b2bx/ZE81CGUANhw7s+XdxTCMw8rwcitZKA3jbru0Yp8zAefjAgFZIX/zq+x5lHywbulxLqqSeq8qVb6yLaQS6B7V7MwDnLNcya74GUYSjh/wc2DPw+67DAHS+7zbon5SEhijS+sqHMc9ffm0i1/4mjb/fX8fGT2MnEdbVhjoNAIDV0mVEKiuCLJ7TzNZ9fQsz/lA4I41AwtLlaHJycRcX4T56hJD71LRamotsg6JpUr+/NaYRMKTF4fRZOFT/eY8SzzW2fcgEOWExRJOjhLDY880Yq8h5rBl2920+VyDKCAD0Je3t8dvxB12olQbM+hza3Q2Y9dmEwoHOfXK56qSMgDltFFljlqDVJ2OpP0zZnpURmb4Tl/wGdZyZcChAXfFG6ks2MvPSJziw7q+426U4S0ruNFKHzqTo+38y4qzriDNlIJermHb+/dSXfkdd8cAC/YMBjT72Y6PSKUgbE9tV0tNqbaCwVcbm3Cfmx8PxCWzI7cL+/aaYx/WEoC9ES0n/MqETFy6hYeVbMfd5HbHlmtWGrnszLjkLj6UeMRwiZcICrMW7CHqlWfC61R7Wrf7vUQpe/aaF1W/2TrxISIiMJcaijNbV/OcUcM9II6AdXoCnooyG16JlW08G9qqBCTHJ4rQok5PxVVVHbO/rIelL479j4O/NAJxuNNi6au+eTKGa3uB1tVK+7xNctlomn3cvyVmTaK6SAlvJ2ZMp270Sh60alcaATNY79z7gc3F400ukD59NQsbYQV8JKNVdD6pMLkS874BcKWP41HgmL03mzXui5RiS8k0xGUF+VxD3AAkJPaGnzFVD6qnp7FjK2mLz+eK9AAAgAElEQVS6SxPmLsK6+RuSzjm/c5s6I6vztV4v4HR2q5XRA/OpO6kie9FVlHz4NAqNDkWcgexFV1G++h8Rx8+cp0EQYOumwblu/0lo4wTSM+Q01EvPfdmxIMkpMlq6lb1MSu45QTBtznIat6z+wfp3RhoBhdGIc1//Czb0BUejG8P82bh27Cbs9SHTaDAuORtBLse1cw9Bm534cxfhq6jCc+gIxgVzCTS3RBmB9npXhBvmvw3Jd92EgEDzM/9EbtSjHT8K55auakiDaQAAPI6u2W97yzE0+i5feWreDA5vegkAv+c/n1H6twNdEtIX3JXHBXcNXOcnaXjsHBV7zQ+vBqlL6r+eViy0lsZ2f/lbpBVZ3NB87Nsl+ezwMGk1nJYqZ8kSNf9+c2ArdTEcIhz0kzJxIfXbPmfE5b+O2J+cKmfOQg1KJez43kvoJMJEOqOcd/eN5pFbq8gdqeGsJUYev6MatUbGb57Jwpys4JqpkblGaVkq7n42m9QsJXF6ObaWIPu3OHnunmi68qqySJbWS3+qY+07Pau9nrtMwxuvSqudrZv9/PV5M7/9hZ2W5hBXX68jc0jPwX5tSlaP+wYDZ6QRCNptKEx9p9r3Fy6Ll0B9I3GTJuCvrUM9bCghexvBVgvx5y7C+uGn2LrR8Vx79hM3YWxUO+FgGFerF33K4AdUT4QyTsGw+ZnoUrTokjRo4tWodArizBoUGjkKtfQn18jRGFUx6asnwvX9bozLFgEQcrgwLJ4bYQQGG4bEXIaMXIQqLh611kRjWVcilyquv3LAp8fgPnrRbi757TBGzjLjtAZwtUW7NQLeMK01Hja/Vx+zjROz0juQMtIcM2FtMKHQnNqj7GqO7YJxFkl5LO37d9F+QJqYxQ0fiUIB8+apMJtlmM0ybLYBBEvDYeKSh2AumEzj7q8Q5JF9/5/fxfPCk21c9CMdMkEgdAqTk3OvSCAhVcnQ0RpuuS+DpHQl1aU+ZDKByfMM7P2uy0Bf+H/YO+/wOKqz7f9mZqt2V1r1bsmyZcu9F2wDrmAbTAkQIAQCGAIJJJgSSnhJgIQA4Q0JSQiBQAK8QOgGN1ww2LjbuBfZlmT1Xlar7XW+P9ZaabW76iZ+v++7r8uXZ8/MmZ0dzZznnKfc9/IkJIXAgW+suBx+xk7Xsej78bz6ZDVuV+g1PHNXObEJEjMWxjJ9QfSU5naMHtOx0l2zysEzL8SxdU8Kfn9AyRNg2A0/p+T9P1Nw569D+iq0vaOX6S969eQIgvBP4HKgQZblsWfbEggIzecSYAv9vizLJiHghH4JWArYgVtlWe5THmL1K38h9aZbyHvm91gPH8J++mRYgKunWoLOsDc5cBbVEpeXi37mNNo2byVu6SWIMVqsu0MHQUVyEvpZ01Gmp6GtqcVxLHS20FZt65URSJQyaPZFHiy6YslzFzBsXmaveIEGAueJoqARUOcPxe84d0tthVLLuHn3cPSrv2BpqWD6lb8J2V998kv08VlYTdUoVFrUWiM2cw12cy3JOVMoP7YOjS6RrIIFeNwdWRMuhxmtIQWFSovP6x40NtHqk1b+cvthVrw9kRPbW9j4WkXPnbqgNxxB5wqR0jL7AmujA22sEoVaxNIYXhHdumd7cLvuk3cBWPmZk6uv0rBwgZqPPu69H//Uxy8CUPjeswCcfP/5kP1+n8w9DwZWVQMVVVEoBVYsK+KuX2dw2S2J/PrWUg5us6JUCfzs2awQI/Dqk+Hv66U3JHD1Hcl88HJogdaeLwOrV32c1KMR6MoE6rDLTBhRx7QZKmJ0AqdOeikt8QJ/BqBu+xpaCzs8IdlLburTb+4rejt9eBP4K9BZkPZRYLMsy88JgvDo2c+PEBCZyT/7bwYBpbHIKRNRkPvE08Ftw5SpGKaEV0X3xQiclafFvKGDw6T5nfB0MQBvYxOmldF1WX2eyINOjmJUyOcEKa1HI2DM1nPxw5MZOie92+MGCykP/hhlSiLpTz6AGKOl8W9vnbPv8noclB1ZS8Gs2wCoOb0VUex43OpL9zHp0l+g0hrxe11UndyMzVzDmQOfMGzKdaQNm43T2kT16S2k5E4L9jPVnKAtcwJTljxO2ZFV1JfuDfvugWDbBzXYTL3Tou2KgQ7E/0l4HF78PpkJl2WiS1Sz4Q+hk5/Uq67HeuIoaVddT+veHTRv2YgkQV2dn+07eqbR6At+90QrLufguCZbmwO+JLs18N421wU+e9wySnXPq8yWBg/JGb3jiuoLHA6Zb7ZEvm+dDQBA5RfvDvr3d0avjIAsy98IgpDbpflKYO7Z7beALQSMwJXA23IgqXW3IAjGzkIzvUHT6s96e+iA0J90sUiZOwB22YJT7vCNasTu6XhHXZ7Lgv+a2qNoe2/gMLnQGtU9ek7qn3sZZWYaIOCprkP2BAa77/9uHLIMSpWI3y/z/iNHBnxNADWnAxk/kSFzcMPvw1rTZyko2vM3nGY3GqMaV5ubttaD6FNjUOqUqA0qTu89dy/F/rX9L8mXzvFK7lxClmVcNi8HP69i7OLwSYkqIYn42XMp+8vzZNx4W9AIJCeL9DVtPnXyQhoOfR11FTdxqormxsBJi0/1zyC3o532u92R4OkkCNU1cU6UBB76YzZDRqiJjVegiRFRa0Q+emVwaRrONwzEkZjaPrDLslwrCEJ78nAm0Lk0t+psW6+NgHn74Oq3CorB8ytHo/lt8lWHBFarvNGjWVNvLWDOfRN6/C5bo4OGkyZMZRbM1TZsTQ7MlVbcdi9ehxeP04vnbNHYPTuv6ZEGW1Aq8Z8tnZdiA35Gb7OJD395lHl35rHr/Qrcdt9/lIFBnxJDzkXZaIxqDBk6jn1wilFX53N6TQkqveqcFcwMBqIVI3qdPty2gQ1mPcHZOvDZuDFDy4TLMjm8NryiVpZlvK0t+Bz24N9ArxNQKAI+7b4YAuPwidQfiF5xWzC6I510oEagt4+LQinw1FtDMSYq2Lu5jboKNzaLj7zR5z7+1xVJU+bRcngHfq8bUaUmYdwsmvafu1TocxEYjjTihv0peis0PxjoTdC0t4g2c5eRMYjxDFWOo9RzDLWgwUZ41svIS4f0aAAaCk0UrinrWUawj0h9+Cf4baGZHPUv/B2AuFQNSUN0uOxemivsyFFWPOcaljob9iYnXpeXluJW0iel4HV6aTjejCFDT+b081fo3uuMbPhPb6xg468H120FMEE3nwrXCUzeOlKUOQzVTKDUeTi4P0GRTou39yJCrTUOtv4jMnOvveQ01sKjCJIUDOSa22R0ur6vBHxOG6JChd8bufYkd7gCpVJg09qBazn3FguvjWfcDB1XjTgWstpXqUQyhobX3/QFL7xk5H/+ZePIod4ZtIRxM4KDvt/tIn7M1PPWCNS3u3kEQUgH2tdMVUDnnKYsIMw53huheVVaOrHTZxIzYiQ+hwNXdSWWfXtxVUenGY54Ht3g+fTUhujnSpfyqPEWoxSUxIqJNEWICSx4Ijrra1utja+e2U/ZjnOj/lX79J+iTtk2/rWIKVdkooqR2Pz3kojHfBcoWtdBUSyIZ7lSzj4dlhorp1ad22szJKqQ/TLWLnGB/OlG8ibGYm50c+CLRtzOcFeGOwod+EDV7HqDBk85eEIpH4Zrp7DXEj2+1RX6pI7rtDaFrixavumYuVe+8RcAjHEiXm/fJwumooPkLb0Dc+lR/N7AfW4u7GAV/e0vTfi88NATRrZ97eS7UBLNGRlIse3q7s0dpcHtHJgewJXf07J2Ve8D52Fu6nO8+h2IEVgF/Ah47uz/n3dqv/esAP0MwNyXeACAbtQY0m5djrOsFNPmTTSt/gwpJgZ1VjZJV1yNJndon2gjEs/mb6erh+GTfSSrhmD2NGD2NRKvSMMnexAFCRkZCQV17jO4/OGzEIVKiiryAXDGe4QMaRgKQUWtN3ywUqiliAbJZfHwP9d+ga3FgxRrQFCrwe9H1MUgO10IGjV+mx0xRosgiggaNWKMFldJGRAYLHsTW1DnZuEzh+ase5sDHCaX/nwEa35/Ek+Ewa2/mPzsMk69sh1bReA7YjKNTHluGdtu/p9e9Y/kXhks5tVouPuVscSnqXn84l3IMuSOj+WhDybTWudizUul5Iw3cPOzBdxTsCWsb+3hJobNzQxrTx4RmjV0UdwN7LWsxunvyHqaol/Mfuv64Hax8wATdPPZbv4IPz6mGy7nhH0HMn7svsAK0yB11F1kqIajl+I57ejIdtOIfUst7Drwd0b6tT9EUHQMFzXvv0n2EInSUl+f3UHNhbtDBv2u+PHPY9HGCHzyb9t3YgAAPnujiQXXxLPihSwaazxkDlVzweJYtnzWSnNd+I+7aJkRnUFk7PTAPZ4wO/B/Y62H/VssIeO20ymzZXPv3XVlK19j6PfuQpc5DHttGWWfv9Fjn4Ggtymi/yYQBE4SBKEK+DWBwf9DQRCWAxXAdWcPX0cgPbSYQIrobX29KOPF8/A0NVL7xqv43YElo89mw37qJI4zZ8he8WAPZwhFXEYgSGv1tZKizKHRXY5CUBEjGpDxoxTUWHwtaEQdCjH60s+Y0/1LlSimU+GNLuydNSUy58ruV49hbXCgmzoR2etFUKvwtVlQJiUiaDXIDidIErLLhae2HkGrDZkdaGJVvSpg04wrwNvYEvLGthuB1loHuZOMWJpc1BVF1q7tLWIyjYz8yWwSJ2cx4YlL8bl87Ln3IyBgsMY9ugjDsESO/G4T1tJAyf3oFXNpK24k53sTqP2qiDPvBAYz4+g0Rtw9G9knc/yFzdhrzMH20ffPxWN1h7QPFImZGkoOmIO3d9Ed2QgC/M9jJzm128Tuz+rInRB5IhCt4EqfGoMuWYutMTAb9MjOEAMAYPZ1KqzzNWGQErD4mvETGAXdfgcKQYlSUGPzBb7H6h98cZMYo4qkHB0Vh0PPrTDGU/n6X0Kv2ewnJk3qszuoJ2i0gWf56htiBswo2lvUV7p54pZSnvxnLgqlQGWJi5cermLr563cdH84r89Dfwot4Jq1OI5ZiwOTzatHHMPXaUWh0QhhldXdwWM1U/rpqwii2C+yur6it9lBN0bZtSDCsTJwz0AuSpWZhWXfnqABCDm/xx1RVaw7tKuNWbzNWL2Bqj4ZOUiT0JkuoTvqhJ7ywOPEZOp90fPL08ZF5pU5tT7Qx1PfgHb8GHwtJjT5echuN4gSgk6L3+ZA1MXgKqtEkZSApiA/2L/X7gZZRpEUuUirpcpBekEs6TBgI2CvbuXgf61l9hs/4PBvNgRXAgAxWUaOPvclpqM1jPvlIo7+blNwX8bCkey4/T2Es8F3USUx+v657Lt/JYlThzBqxVz2P/x5sH3nne+TNjc/2D4Y0BoUmBs6nrvxC5KoKrRyanfHb6g4HrkCuKEw+qCcMSGJoi8D+RIqQYNa1OLyd7gI4qTkkO1GTwVJivBVhd0fEBYB0Indq+hJgtQnKhB9kpo5t+ZReTj8d/isob9ZoYCxo5UMxsIsfeZl1O7uoEWorvThdPT/xKkpIhdfrOLHs08QGyswbZqKDf/TyKrXG0lJEdHrBfQ6kefuCX1XTx20c+OkcKLJd14MF5K5YtjRsLbusPBSDZ990jdOpO/CAMB5WjEMDKofzDhEj1qvxGX1hIq6nN2O1BYJGZMiy/K1q3t58TBONSeYKlrkCa2Ri4siLN/OK+OurMFdFUovrJs6Edu3h0LavE0tWHd0BBojURdHgnnVpqj74jO1pOTpkHoQOR8onE3WoM6AJin0ftRvC7jQ2qmlDUMT0WXHM/2lawBwtdhC2me/8YOQ9sFAW5MbvbHDZSdKAts/CI3tyFHeTXuLk5YzbSTkha8UsqenBI3AMfs2JuoW4seHgMhB6yZM3lqmGwL8PE2eSlq9DRDBttt8rcw0XIHdb8HuD7iFBERyNGNRCEo0op4S5wFsPjN17lJmxl6Jw2fhkK1nnd+4VA2le5s59U0DoiSE+sdFiYwbbwu+l40fv8nO3W7q6gbur4lJDp1VHz3gwjOApKC5c9WkpkgsWqimosKH3w8PrDDwzLNtjB+r5LKlGkwmf5/pLkIggCE3AUVMh+fAdDyywuDmTU4efSKWE8c9nD7ZMweGpNaSdtEyDLmjsJafpm7bKryOwXvGu+K8NALu2hpiRhYgrFcGc9nbIShVxIwsgNVROkeAIApkTknmzNbeVfBGQ87MyHSvNYeaAKj0nkIk+iCq1vciy6ALvbBt38HwfV22s6cNnIZ2y+sBkW5REqKmiEazy0If7IbPHv3tDtMSEAQcdW3sWP5e79oHAWVHLIy+KIEhYwzIMlhNHvZ8HjoTjE+LvvI6s7U6ohEoWJrDtj8dxmP30uypptkTmoZ5xnmYM50ye4CQgbvz9m5LqAgLwK628NqaQnu43nJ3qD5uZtr3h3DpAwVseDHUrdmyLTSl0+MFn0/m2WfieOzx3rls8r/3c4o+/TNjbumeFuGaH+hxnaVpeOGpUNLG3jyDRmPggzFOZGuZiwtnq3E4ZFJTJfLzFRSXeGlsjGzJ9SPHYCsq7HEWPumJS9Cm6HGZOmb3+5+IrF3+8h+t/Ob5OD77IpmvNjk5ftSDI8JKp51bKHPBddjryqjfvg7jqMlkLryO8tVvdns9A8F5aQSq//ZnEpcuI++3gXJy2edDkM4GPmWZ5vXr+nzOJc9ewOuLV+Nq6x8v/iVPz4jIDePz+Nny+8BAPVQxltOe6MR3DtO5oWkouCxnwOeYsCSduDQNsl9m21tlEY9pq7EFMnW6FtkoRIxDDGF6x0Vv7GLy75bhsTjZ/ZO+KVwBmE/Wc/TZTcz467UodGrKPzpI1boTwfbZb/wARCHYPhh4Y8VxRs6M59K7hiAIAo9csCNkf97kOIZOjJ4csP3PR8iamkLauNDVmUqn5NZVl/HOteuD6mLnG9Q6BeoYRXgVFaAdkoek0aLJzMZeVoyzspzGRn+vDQBA0acBWoSa3Wswne54T3IWhtIifL3RgcspM2maGoVCCMlA6s0z+OprobPmdys6ZvzPv9A9mZ/f5SJ12fUYRo1HVKlxVJZR9e6r+N2hfzNJJbH7/s/xR2EQ6IxfPxOH1wvHj3pITZNITYucxNFuBFTGJGq2rsTrsNJ66hDGgnDJzsHEeWkEAJrXrcZ2/CiGaTPQ5g3D73Tiqqygbc+uoAi9JKmRJBVud88sjUqtgqm3FrDjz32vhk0YGsuoKANt8VdVwUKgntxBdlOUl1+g33oHkYS9+4Oak23kX5DYbU2F7JdxtrnRxIWvaDImJIYZgYadpTTs7Ej5tFe3hmQG7XtgZXD7xJ+2RPxO86kG9tz7ccT2c7ESADi12xQSA+iMMwfMPDxzR8R97dj3z0KW/XFOWLsuUcOiJ6exasX2CL3+8+iuYlg/cjSV/3wZBIHs2++h5Zue3UvR0NkAAJR/GVoBnjVEgd3mJ2uIFJaC2tdnsK+wlxVjLyumYd0n6EeNJ27CNIY9+BSWE4cxH9yDoyKwYhYkkXnv/hBzUWMwYy3aSuC6K5r6dA31O79g+I0rcNRXoknOovrLvk+g+oLz1ggAOMvLcJaXRdynVsWSlFSAw9FMSy+MAMCUm0dSvqOWqv29F/gQJYFLnpoeNfvm8AdFwe2e3EHNUbJH0scmUnu0e2GKSFBqFVzx0oV97hcJ06/N5tOnjuP3yeH+4E5oKGwJEzYHGH3FUE6sLhuUa/nfjpIt1dQcbCJjUlLYvryLM4PKcIMFpVaBJwqPf1/QXcVwCM513roC0jMV/P1PkSnGv4tn0O9x03bkW9qOfEv8jIswFIxjyK33curpQGp68TuDR3XfFZayQorf+yMx6TnYqj/C5zx38QCgmxHrPIfX50KpiEGl6l5MvTNEhdjnQfOS38wIW9q3o3JvPTUHO6y8SlAzXDmRfOVkYsXwPhV7wrMMICBP2VfGZF2ihqtfvjgsB73fkGWM6Vp0CapuB6iqA5ENaNbUFIbPzxqca/m/AF/+dh9ed2RXwRV/mjPgArKYBA2Tbx7JDz9czMQb8nvu0Au01jjY8++ySN4gbCWnSVqwhMyb78RWHD0NujvkXXYnACmT5kc95jd/SGDcJBW5wxTc+bPIbrfv9BkURDQZ2ahS0kOKuEzH65B9fiS1gtbCetpKOsYBoS9Bsijw2q20lRw/5wYAzlMjoEpJRVR3/5JIkgqXuw2VUhdMmevVuXVKpt85uldUEoa0GAqWRHYDyX6ZbX8KDeRlSvmccO/mmHsHCVL4TMXeEjkmkDMrjQtXTOidIRBg2LxMfvDBpRFnmv3FljdKmXJVBnOX53U70SvbHr3u75KnZzD0oox+X0OmYSySoECt0CEJStL1BaglHTpV5NTa8xktZ9rY9sfDEfcNvTCD29dezpyfj0eX2HsxGFEhkjEpievemM8dG6/gogcmkpTffZpoX5CUq2PJw6PJnx1ez9KydROeVhPNX2/otytIGRMY1ONyx0Q95okHW/jtL1v5rwdaqKvxRTRIPT2DgwF1chrJi5Yx7P5fo05Jp/mbjZT88cng/pHLZ1Bw1yyG3zwVRIHpzwcyu9INoxmeMHtA361NzUYQA3GDpClzUWi7J6McKM5Ld1Dmz1ZgPXiAxk8/inqMKEp4vU406u5nwm21Nlbdt50b3l4YpPqd9dNxzPppqDKQ0+xGVIiodD3fkqr9jXx69xb83tAMglLvMfKU45FQUOUtiti37lgLaWPDB7UptxQw5ZYCIFBB3FDYQluNDZVeiSZOTVyWjtj0yA/DZ/d8g8Ps4sZ3FvV47ZEw7848jOlaDq7pOXuqodDEJ3dt4ZpX54btU+kUXNlppeV1+/DYvAiiENGHayqz8NbVHUF+tUJPRuwYJEGJx+9CqzDQ5m4gQz+aopYOP3rm5GQWPTkdQ1pMv3mhrv3HvF4dZ2t04LJ6ePt7kf293eHw+0WkjDQy5qq8sH1KrYKpt41i6m2jIvT8z8Bl82JtdmHMDCdNG/Lj+6h47SUAspffS+Ubf+3z+UvX/5Pk8RehjIkjZWLo/W841MGNc9X1MWi1IpvWOSJOSHp6BjsL+LQ/gwqNFJFgseszOPJXf8BeWoz50F6avv6Cxk2R0xATxqeza8VnzHzxKgLFEgFrFa/NxOcPzYBTqQQeftzAjTfHoFQGjuusMXDvCj25eQoe+nkgEypr0fUUvfPfpMy8lIbdG8j/4YMUvfOHiNcxGDgvjQB+GZ+1+4Ilt9uKKCpobC7sNrc/JlFDU1Erax/eyeV/mB110Ig0SEXDmge3hxkAAKOYTIknMPtLlrKwER4DWPfwTm54ZyExCdFngGqDkuzpvUv79Hn8lO2sRRAFXBZPt9xG0VBfYiVzTBwpeQEjU3ag+0rUyr31fPvmSabeWtDtcQqV1CehnDOmAJVA1yK+zgYAQKVXYoxSczHY0CVr0SVHZ5JM/sENNL73ftT9m57ah63RyfQ7Rn9XImn9hqXRxaaXTkXc17lwsz8U7ABui4nGI99gyMwPGfS74p3Xey5WPGfP4J+fwdMaXSayHdWbi7jgpavRZRqZ9fI1lH9+DIB662n0qlBX8N//Fc+ci6J7NiSFwBVXa4NGQJb9aFOzMI6aTMPuDQjiuR2mz0t3kKuyAlVa92yRGk08IJCSFH1pCYGHQKVTULqthlUrtuGyDoyatvZIM05z5DTTBKlj4I6LEBOAwMpk9Yrt/U5V7QyXxcOqFduAgHuq6tv+8Z6f+KqBr/5ewt6Pq9j7ce/I+Xb85Uiw+GmwEamI73xD4jXfw7hwAcigmzQRRWICxgXzETUa4i9bSsKVy1BlBFxjO/92lJX3bg3SRpwLqDSxiJIStdaIKClJypqAShsXbOuNBVKoReIztcRHWAkIZzUQFXpDCIdQf1C5NfoKvy/Y8ZfB0b3ojM4GQBmfiCYzsju4YtVxDj//FUdf3MLB326ian0gTqJThb/3cy5S09jg54F7W7lwWvg7+tWmUDdxw+6NZMy7hobdm1DqY3Gb+5400hecl0ag+Ys1aPNHoh02POoxbreFpuaT1DUc6vF82vjArLt8Zx3v3bixX9fk98l8++ZJPlr+VdRjfLKPDMUwkqVMtEL0gHXt0WbevWEjdcd6nnFEQ/WBRt69fgPlOzuqFCv2Rg48d0aalEuKlE2imE6CmEacmEi6NBTXaR2Z0nAMYjwJYhrp0lASxXSypRERDZrsl1n78M6IK6L/F2Ddu4+27TsQlAoURiOiSoUyNQX99Gn4zGYcp4owLupgVSnfWcebV61j3z/7RnnSHZqLzWz974Mc/bQEY+oIUoZMRakxkJw9GZUmliGjLgm29SYHOXt8PFOvHcLIi8NXoc1fbyDnJw8w5K4VNG/p3zvUDo89ctZPX9EelxvsZ1A3vICh9z5G3s8eJ2f5feT97HH0BaHu4yGXjcbVbKN+Ryn26o4VvyhIKKXwtO2HV7Sy5nMH9REqrCsrQtvaSo5R8v5LtBZ+i8faRtnnrw/SL4uM89Id5Glppmnlx6TfdifWY0dwnArPRvCcKEalMtBm6XnmqolTYT57mLnKyrpHdjLllgJSx/QccPR5/BRvrmLPq8dpKev+4S3xHCZJykBCSaFnT7fHttXa+PC2zRQszeGSp6b3eB3tqD3SzP63T1K8Ofx3V0bJPuoMm2wmRcyixl9KgphGta8YnWQkXkzBLlvQCnqUqJGRiRdTsMltmP1RZiIyvHPdBibdNIJRl+f2WV6xtapj2R83YRq2M2f1EwSBhBkX0bRlPaJag9/lxO/x0O9iinMAv8uF3+0OZFLJMogSSBKiRoPXZEL2emj9MnTC4LF72fGXIzjNbgqW5pA8su+ZXbJfZt+/CjmzpTpkEpGQEoPHZcVqqiQmNg1JqaGl9gSSUo3V1LsVW/WxVioPm/C6wwdVe2kx1e/9E5/V0m930LnA/rdOUrq1pl/PoOyXQ55BgJicYWTecAfO6sra0DQAACAASURBVHIavt2Jz2bFOHU2mdfdStV7r2ErCbjLYrLiuPD162n6tpLyz49hKQ38LXx+DxZX6Gzf4ZDZsS16gWCryT9gLeWBQOhJqSmKyPwLwDLADZQAt8my3HpWgrIQaHcs7pZl+e4eL6KLnkDcrPBCm65wfHuIoTnz8fncFJ8JUPDe/PHiIFlcZ3x2zzeU7Tw3HP3nGqJCZNiSYRStjhxo7gwNMXhw42PgOeP9xbI7Uln9es/GqCsSZwdmza6mehyVpWjSs1HGxSOqVHhtVtqOnru87H5BFAOD/9n3p6tedST96v+P/kE3rQDbvv6lpfYVI375PLUr38VSGOpqMowaT/rVN3H6d48E2wRRIHVWLllLR6PQKNj9wOckxuSgVcZRbT4adGcWlqYzLr+WdrHB05XpIYHh/BEK1m5ODraNuOURit/7I6JaQ9Lki9EkpVG28h/RLnm/LMvRRUp6gd6sBN4kXGR+E/CYLMteQRCeBx4joC8MUCLL8sSBXJR5Z88VlZKopLp2H8a4XAZUcnueI3lsMhPumNCjERARuUC4lGPyHhrDNXzOGQQRrl+RgUojcnx3oGjvzqeHsHOdiaoiB5ffnoreKHF0p4XUbDVJGSp2rjNRcdLBjQ9lUFnk5Iu3GmjesbmDrkCWsZWcfen/k1qX3aELt0zXAb+/BiBBSmOUcjoaUcdm+7/7fXm9Rf6HT+JtbkPQqrHuOUHj62uRPV70F4xBP3MM9iPFJF43D8kQQ/FNvwFAVKtI+tGl6KYWIIgCpT95EdkTGOEkQwwpP7mSmHF5eGpbqP/bSlxlAZdlyo+XBftYdhyl6Z1NyB4vwz/4NfV//pTEmxYiGWIov+8veFvakAwxpP/iBtQ5acHzm9bswvTZtnN2P2SfD0ERnlwhKJQhfEIjl88gfe5wmg5Uceofu7GUtq+WBZrt5SHxLEkB11wfwwfvRiasu+ve0CQH2e/D73WTNHUeddtWk//DvlHn9xU9GoFIIvOyLHd2Cu4Grh3cy+oZCqWWOEM2kqT6v9gEQOYF4XTCkRBHIhLfvdD5pIvjqC1zsfXTwEuQkafhrd9VsfzJbF55tJwN7zYyapqexHQVxUdtrH2zgeVPZrN3Yyv7NrWi1Xe65r6w1v1fihZfHTt8qxirmhVxv0JQ4pUHUa9YFCm//68IKiWZ/3Uz8VfOoeXjLQDEjM/D22ii7L4/I3RK2E++fSlijJryn78EkkTCNRfR/H7A9RV/xWxkj5cztz6HZmQ2ntoOl5VkiAn2yXj0B8F+giAQt3g6lY+9ht/pJvnWxTS8uhqfxU7Vr/6JcckMWr/o3r06WHBUnME4bQ6WwiPIZ1XPRKWK+OlzsJd1SG86Gqxsu/NDfM7Qv0WqPh+f38Oppi3BNp8Pnng6Fp1OYO2qQBBYFGHUGCV3/kTP0mUaHPZOTMb/C7ODbgc6J1EPFQThoCAIWwVBiFqeKwjCjwVB+FYQhG/786U+rwuFQoMgiKSkjOu5Qydc8e4VjPvROBILElny2hJu3nYzU+4JJWmKSY7hwqcu5ObtN3P5W5eTOatjMJ7/wnxmPT6LnHk5XPXBVdyy4xbyLg3PBV/4x4Xc9PVN3LztZpa8uoS0yaEZT+3X0X4NN355Y8h1fH/t9xl/23j06Xpu3Xsrt+69lck/mRzxNyUK/xntXa1exGIKdT+5nX5EES68MoELlsZjtwRmxa2N3uC+47st5IyK4cDXAxcNMVw0gfyPnibx+73L/W+HcfEMhr/3K2LnR76n5yPixYEzxnaF3+nG12ajdf1e9DNHB9sFUaTpvc3ILg9+ZyCbTZAkDHMn0vzBV/idbvw2B/oLxgb7eBpb0eRngQCOE2X4XR39Ovcxb/o2pJ/ps+34zDZklwdVdmTxpcGA0qAmblToPRz3WEd9TeNX61CnpjPsvidIu/JGkhctI+++/0KVlErj5g6pzorVx0MMgH5IQKejynwYpzc0dvjk42YUCoFHn4hl277Abzt+Jp2V65JYukyDzwuPPdTBlvpdZwcNyMQIgvA44AXaGaBqgSGyLDcLgjAF+EwQhDGyLIdFVHujMazJyUWZlIyoDU9Zc+w9gFKlw+Fopr6h76li6VPTGX75cE59eoojbx5B1YnmWR2rZunrS/F7/Wx9fCtDLxnKwhcX8uX9X1K9K8Crkn1hNsljkzn61lE8dg/zfz8fR7OD2m8Dfr344fGo49Tsen4XPrePYYuHccnLl/D2BW+HXUf51+UcefMIsVmxOFs70sW+vP9LJt01iaRRSWxaEdACcDSHphkmksZoYSpqAhlQE4TQGeRm+ZOzOfci84Wr2SF/gZPQZamAwIXCZShRs0P+Aj1xTBRmc1zeixkT+cI44knGRhtl8qkQd9PBLW3c8VQ2+RNiKDkael6fVyYtR40mRsRpD3WfaHQS8ckKRk7Rc3hb9wF3dW4a7uqmoEtgMCF7fcje7l03qVIOqYohNPtqGaYcj1JQB101EgpGqKaQImVT7yvntPtAUA1MKaiZo7kSARG7bOG4eycWv4lFMT9kl3MNVn/gxc9QDKMmghxpZygFNRPVF2MQ4vETuJfl3hOUeo4P9BYE4Wu1ojB2uCa8LW1hbi8pXo8giWQ/f1ewTXZ0pDubN+7Db3Mw9NWHMK3ZienzHeD3I8XrQ/p07edt6hgEg4zB3SB9/gg0qQaa9pThbLIx5OrxKHUqTMfrMI5OQxCgcs1xEqcOoWZ9IUO+N56yDw6Sc+1EbJWtmAvrGb1iLs4ma4gbwVVfQ8UbL5E0bymG0RMQlSosJw7T9PUXuJujp2Dn3zqNg09vJE6TgSSoQsR8PnjXTnmZl188Fsu4CQFXU/tPPHbUw7NPtbFvT8e9aCs5RlvJseDn8zY7SBCEHxEIGC84qyaGLMsuwHV2e78gCCXACKBPs31JpyPtR8vR5ORGPaZy7wEcjhbc7v6pYKVNSePzH3yOuSx8JjrmpjHEpMSw8rqVWKosVHxTgTHPyKS7JwWNgDZBy/q71mMuPyv1V2tlwvIJQSMw+e7JrP/JenyuwIBQ/lU5S/+xNOJ1bPxZwLtWTShxV8vpFlxtLnweHy2nI6eTyvippZxk0tERSwPV2Am/JzJ+BAQyhFzOyKG0ywmkoEJDM/U4saMnEFxPFjIZwUS8uGmhgWQymCDMolDeTzUBdlC7xcefHyhDUgj4vDKcLZB7+eGA6Pneja14u2Q+vPxwOT96PIs3f1vFT57L6dEIxIwfhru6b0yMvUHr+j20ru+dmyFRTMfht7HDEcrlX6CahkJQst3xGZM1C8hTjqX4bMFgrmI0WxwBBlSjmIzd33+GS4/sYp9zI0MUI6nwdhR0CaJA9uxMKrb1rr6jOyjiDXhbu3+ffCYrss9PxYN/w1MX+Zm07DiGu6qR9Id/gK/VStvXB/GZrN326TZBJcIuTYqe1mM15Fw7kaLXd6HLjufIbzcEvr+oEUe9hTEPzqNm40nS5uXjc3jwe3zUbj5N6oXDAKj+4gS2qlbGPBjKZeRqqKX6g4CuryApkH2hk4/hN01BqQ8t/jIWBGb4ClGNIAikGQqotXSkA+/e4eaay5tIz5AoGK1AFAROnfRQVfmfTx7olxEQBGExgUDwxbIs2zu1JwMtsiz7BEHIA/KBM309f+a99+M1m7oVkxdFJYIgoFL2r3K0Zk9NRAMAkLc4D1ESuebTa8L2aRMCq5LW0tagAQA4s+EM428dj3S2OjH7ouygAWjHyU9Okjw2mcZjHQRYNXsGFsRtoYEWuQGNoEVHLLVyedTAcCM15DGaNkw0ETBWEgrGC7Pw4OawHEqRnEAKW+XVyHTMBscJMxklTEGQRaromL36vJFf4q4GoB1vPRMYtP72SHnE/YbZ44hbNBV1bjqiTkPSzZeG/u5Pt9L871AOG9nrJ+s3y1HnpiMIAq7yOlo+2YrtwOmQ4zTDMsl+rmNW2vCP1Zg37qM7uGRHGDW4RtCRqRiODy9zYwIS2zGCIWgEijwHma5ZTIxgoNxbSKs/8kyyL9xXXSH7ZWz1gVdwzA2jkH0ybVUWRlwxHJ/Lx76XD2BvtGPI0DP5xxPZ+mR40kXOSz9HitNh3XOCysde6/77fD5Kbn6GxO/PQz9rLFJsDA2vrcbyTeA3J1w7l7hLpyEIAtY9J7B8cyTYL27h1GAfb4uFlo+3BPt1B/OmfQx7+5f4XR6a399M2+bA3yF9UQGNu8oAcDZ2GK+hP5iCz+GhYfsZWg5VYxybwZl39hGTaSTrsjEY8hKxnGkifcFIbJUmvJ1WJMkLLsNZV4Pl+MGz1x2++ix+dz+5V4+jbGWHxKQmOVBtX2rqflJRW+Ojtqb7gT/v2p9iryvHMHQ0ss+DtbyIuh1ru+0zEPRoBKKIzD9GQPxu09mAUXsq6EXA04IgeAEfcLcsy32uiFLExmI92H1KoFptoNVcjlYTjyCIyNE0//oBl9mFy+xi30vhA4PLEsj3VRtCZwIaowa3xY3vLHOkJ4KCljZBS+PR3tNYDzaq5DMkCxlkCkNpkgNGIIVMJCRqKA26GdphoTXEAACY5EZShSxihfhzGo33WezYDhVjO1RM/LJZtK7bjezruBbnqXAtZ+2YXJChbctBlCnx6Cblk/HoTRR9P1TJyl3TRP0rn6GfNgrd1JH9vkaX7EBGZpdjDXY58ix/r3M9BjGeieq5uGUH1d6Ss6uyjnCcWohOS9EV3d1ylV6FpdaKz+3j8L+O4jS7GH/LWCp3VFG9u4ZvXzlI5swMqneHThLK7/tz2Lmsu45j3RVwNUmiMsDn5Av8XoMQj/X9XTS9sxGtIhaP34lS1ODxO/GuPkHtZ/tx++zEqdNQCzqcBFZ6ln/voOmd0EKzxB9eh2ndSSRjElQEjGRXQyT7/JTc8ruwayz/+FBQv/r0qx0TmON/CASb29lwz7wTeI/t1a2ceqXDCDbtKQ+sQDrd1LjJF+DduqGbuxxAZwMAcOjZ3pHqqdUCUpRR124LXIik0VK3fS3qhFQq1r1N7lV39urc/UVvsoMiicy/EeXYT4BPBnpRXlMLCmP3hTROZyvpaZPx+32DagAAqndXU3BNAaZiEy5z5CIPbZKWuNy44GoiY0YGzac6AjjVu6pRaBR4nR0ziZz5ORx/r28+XK/DiyIC8VV/0EwdDmwkkY4aLS4cpAuBsvgauTTseDfhv91NIGahiiSAO4iwHynBfiSw0oidNwnTqh09xgRixg+j6LpfBT/HXTqdlDsuDzvO73DR9tUBJL12QEZAxk+1t5h81SROuPegQIlK0GD2B1xXCVIaLb46HLINt+wMDvw2v5k0KRer34RW0JOhGMYZT++Ey12yA6WgwiO7EREx5BjIv3wY2l0aitaWMOnOCViqLTSdaGbIxdmIChFBgPhhRnLn54SsQnsLgyqJDMMYTjR+SYZhNLIskx2bRVHLdtINo5BlPzWWEyH7Sky7EQSJEQlzONIQXQmw+b1PwO8n/tplOI6dDItBRIOtqjW6VKkgokgx4m0OpJm2I2ZMLm3bOuKHkSjTRaUSd0vPrsfUWbnU7yzrOHd6LPFj04L0EZ0xPF/Bil8YuGCOGoMh+qovWDsgSoCAqFIje71Iqt5PEvqD87Ji2Lx7JwmXLkW1bSvu2siuDVn2U1Pbr8SiHnH8neMMXTiUJa8uYd+f9qE2qkkek4yrzcWhfwRoKtwWNwtfXMiRN4/gMrvQp+vZ8ZuO2cjBvx/k0r9dSuGHhfhcPvIW55E8NrJQfXdoPNpIwbUFTLtvGtW7q3G2OGkp6j/dRJV8hnxhHBnkUkoh8STThglLBLK7gbgpesKiy7RsWju4XDqe2tAsirbN+0lZftmgfkdXnHTvY7hyAjM1S5HxU+I5GjQCRjGFSep5+GQv9b5yqs8Gf0+49zBaNZMhypHY/W2UeTpiNOPVFxIrJqIWtBilZEy+Bo67dwX3N/oqmae9Hh9eij2HqC4vZveLHSvWbU/vQFSI+L1+ar6tBb8cFAgyV7Th9/RvwtRsD7jtYlWpOL1t2D2tiIJEraWQIXGTcPlsIfti1aloFbEope4nC4qEeGSnE1GtipgOLCpV6IePxl5ViqTWIGpicNZW0nK4Ga/VjjopFVETg6OqYxITN38SzpJqEq6cjTLFSMO/1uN3uLqPO5yFs6YSVWIytuLu6T3GrLiIkctnUvrxYSq/KGTi4wtpPhhZjOejVUno9L1/l8ynD6PQ6Wkt3E/+zb/A2XRuC13PGyOgnzApuO1rM+OuqyXr3hVYDx/Cfvpk2ANiPXyw6ykGDa42F2tvX8vEH09kwR8X4G5z03K6hePvdszi2yrbOPHvE0y4YwKGTAPfPPFNMCgMYC434zQ5ueDRCxAlkeaTzWy6b1Ofr6VkfQlxuXEMu2wYo64fxY7f7hiQEaihjGGMIUPIpVQuRECgRi6LeGyk2b6awKwk0ipBbxC556FYVn1kY9xkNetW2rFa/Cy/x0BSioTfD2s+sSEIArfcaaCpwc/pQg+3/9SAUgVrPrFz5fd11FZ70evFqMpS0WA/Hvo7ZK8PnyVygU53EAQBrcqI092GKEi0ii0cYTdGXTYWRx1KSYtf9iEIIgn6HE6bDnC6S7wA4IznCGc84ZlrZn8Tu5xrwtoBjri6L4SSkfnKEZ21FAhy6XQd8CMZgKJrfxXWFu2bARrsRSRqc/H63bi8NmRkzK7asH0xyjg6k9bpVUkkxeRS2XY4hGpZP3MKglpF2+ZtEY1A7JjJiEoVyRcupq3wIMgyiTPnoYxLwFFdjqetJayf7PGiTInH22TGVVGPIsEAGFBnJ2OVxBC3Ylc0bPiM9O/9EFvJSdxN0bOBPGYnux/4nAmPzKfyi0J8Ti8nX9sV8VidXqCpyc/fXrJy/KgHm7V7Q9ywO+COMh3fi6u5DnvduSFqbMd5YwQkQyjhmvXwweBAL+kHjzb43p/qsazfTNVRD8tv02GzySgUkJIskZ0t8c02F06XjEYt4DxyiLd/vzvieRQaBWc2nOHMhuhx780Pdu8nXHXTqm73AyDDgVcOcOCV8EGmM6yyGQRIETJplKMHmz24OCBvZaowj9HCFOqoDAnwdoaRJEYJkzkpH0RGJoEURggT8OGlSA53X1gtft561cLQ4Uo+fNvKr56Lx9Ti5+1/WNBqBW6+04AxQWLXN06KTnk4uM/Fj38eS1mJh9rqgIDIyvdtjB6vIiWt76sQnymC0ehHsVl6/Di8PjdG3RBk2Y/ba8PuaiFOl4VWZaTWdJQRGYuobjmITpM86DGp8w2tzo7JTYujihZHaCZSnfV01H1lrYHVutXdhNUd7maxbNtN3CVzMcybQ8sHn4W5g1oP7Q6pJEcQsJUVhVaSd1GeadsaOdjc9O/o5I/tSLviBmSvl4xrbom4v+zV/w6c62A1s1+5luYD1Uz5zRK8NndYsLgd5lY/syb1nUoFwF4XHvsabJw3RsC8/Zvv5HtUSgGb3ceBQ27GjVUSbxRpavFRXePjxEkPVVU+Fl+iYf1GJ4sv0fDF+shqYH3FrffE8c6rbWHC2Xk5Cyit+JqC4VfS2HwCpTKG2vqA8UtPnRTcHpI1hxZTEUMy51BctoH8oUs4fqqDkreWcnIpIJ0cdEIsTuwoUHJADr+vrTRjxUwaORySo1N0mGgkjSEkCmm0YSKZDAQETsuH8URYCQwfqWThEi1HDgayLQ4fcDNhsgqzyc+NP4pFqex4XwuPupkwRcXqT2zcvSKWqgofJ466qa/9z6fM1bQcCQQWuxiQmuZDwdzv0zWBVV1xbXRe/P+PnhF/1VJaV61HN2vaWe3lCAd1/ju0b0dqGwS0D/I9ofBvOzj1j934PYHnVRGjYsjloyMea7Od31Xv540R+K5QVu7l088Cvui33rEhih2Tj/btE4We4P99gTo5naQZ81DoY2lfCpe//woAC5fpePPlcL+7JCqRZT+iKCFJajyeDvdF523kQMFXu36pyx16LhdO9stbGCaMJZZ4NGix0Eo0VMlnKBAm0UL0Ja8TOyflgwwXxpJACm2YKJNPRk1BLT7lofyMN8iI6PfJbFoXuNdvvGzBL8u0Z9x99E6Hduqvf2FCoRCCBrL4VOh9l91eBIV0TorFoiGS//h81jf434rWtRvxmlqxHzzaY9He+YZ2AwDgtbs582FkWvu0dImkJJGmpvNztXheGgFlQiI+qxW/O3y2KUgSyuQU3HX9C5a0G4B2dF59tm93/b8rvvpF5GVl5rKbMB3ahashfJBsbfGj0Qo4HV1ml/X7yc9bSn3jMVrbyhg5bBmxhizarNWkJo0LbpstleQOmYvHGz2YasHMoS65/gOBiIiNNg7LO3vdp90ALLpMS1KKxOpP7CHt0dB1hRRyzroWtKNzse2PrHp13kEUUecPQTNqGLrp45CMBgS1CkEU8bs8eOub8Daa8NQ24iqpwFVcgd/a99hFO5SZKRgWzUI1JB0pzoCo0yKqVfjMVvw2B56aetwVdThPleI6XTZ4vxMQdTEYr12EKjsdKSEOUasJfLfNjuxw4WlswVvXhKeqHsvX4Tn03qZAfEthjMNTUxe2vzuohmZhvPYSlGlJSAYdgkqJ7PbgPF2G63Q59gPH8VT1zw3TjkjFYn0+hwCP/iqWh1e09ir5KX3UXOqLduL3upGUalKGX0Bt4ZYBXUN3OC+NQMLipWiHj6D8mScjsjFm3nUPpU/91zn7fkEQ0WjjcbnaEAQRSaFGodSiUGqxW+qRZT+SQo3P60SWZeT2NFW/H9OByIPwxlU2/vDPVDZ83jEDXvW+BZu9keLS9UGf8vFTHyEIErLso6n5ZHAb4JilOrhdXDowYY8sYVhYXcBgYjAzf8yb9pH+8I1Ydx3Hb3ch6bVY9xZi3XOi584RoJuUjyLZiHZ0LgAx4wIVpN4mM7aDRf12L0gGHYZLZqOfOw0pNnIcS9SqUeVmosrtRAwoy5jeX0fbhh29/m5lZgr6C6cSM3k0itTIKnZSfCxSfCzKrFRipo8HwPTeGto27ep1KmbU789IwXjtJWgnFkSkeZBi9RCrD1zb2HwA4q6aj/3b41i3H8BdWkXs/A5qMU1BPo4TvTPyMVPHEHfVQlTZ4XxZglqFdtwItONGYLxmEa6iclo/3ojzZO9rVmOG5pN44SI06VmIag320iKat3+JvbRnOvcRI8OH1P9+1sJDjxnIG6bgo/ftnDrpxdoWfv9PnwoYm5ThM4KDvs/jIjlv2jk1Aj3qCXwX6ModlPfb52ndtpWWDZHzixMuXRp5nyAQUzAKZWJS32IMgkDc7AuDfVKzJuPzulGq9fi8bjwuCw57M8ak4ZhbSjHEZeNxWVBp49DGJFJTthO3y0LuD39GTNZQvBYzfk9gFVP82nNRv/Z7d6diNXvJKdBSuM+G2+Xn6E4LUxfEsW1V9zq//cFYYTpa9MSRgBM7e+Qv8RAuc5lEOhOF2dRTyVH5u2Fv/E9CVCuJnzkcy/EqPC1W1KlxuFtsKGK1IMt4LU6kGBU+qxNlvA5XQ2gAWlApSf7pjWgn9V80vvmNT7B+07uU55y3nu3397TDU1VP3W//jt9xtu5DJZCcInLBBSq2feNClsFqlRElsFo6Xs/E5degv2hA9PX4nS6q7vsdsssTNHrK1GQ89dFrGBSpiaT+4nYUyT0LQUWC81QpDS++iezsXtZ16D2P4m5uCtBGBAPPIpnX34YqMZnSl6O/zxDQCugvgnoCF91GW30R9ad3kjx8BvGZYzi1JSp/0HeiJ/CdQz6bBRANgjKKmLos4zObUSYmAQT0XhdcguXAt2iH5mHZvw+/y4Wo0WCcuwBBkrAc+DasFqG+6kDEjI+6yn0gyzisnR7WTlkKNWv7zv+ui1PgcvipLnEydWEcVSVOsoZpOnHxDB6SycSHh3oqKZKPRjQA/y8iaf5oRI2SrJvnYD1Zg+10LcmTh2IrriNl6UTqV+0nZclE2o5VIru9IUZAUCpIfeh21CNzI57bb3fibWzBb7Hhd7oQNGo0BUPDdHpte3pPguh3OBG1mtA2pwtPRS3uqjr8bTb8dieK1ETU+TmohoQPTMqsVOJvWErzvz4FYPESNS4XpKdLLLpEg8slYzSKeDwyb/4r4KrSXzglogHwtVlxnS7DW98ccAN5fChTElCmJ6PMTkOKC838s+06FByM45YsRJBEZL8f87ovo/7m1EfuQJEYXkDqqWnAeaoUX6sF2eFC1MegnzcdyaALOU4zcijJd99Aw5/eDjtHyH0xJtK4eW2XwLMf88E9ZFz3o277Akws6JtLKxLKvv2UvJnXkz1pGdamMs7s6j4leKA4L42At7kJbd6wqPs1QyKLP3eFYep0HMWniZ+/kLZdO9CPn4irphrN0Dx8ZjOelibi5y+k/t3wByNiyl8PfPduU/RKw8wcBQ89lcj9t9aTkCQxe76WT/9ejyASzIgoO+VA9sO//zh4xSHqODULX1zI2uVr+Vpe2as+TdTypfxx8POIK0cwfNlw1t0RvfIzEpLHJjPl3imsv3t9n/opUhNJuf9H1Dz6Yp/69Reyz49Cp8a0uxgpRoU6zYjP6cZ6qhZlgh7D2Gz8Lg/OymbiZ+bTsrPDLZB4x7URDYDsdGPZvAvTxxvDXS+iiCorFc2Y4WgnFqAZORTZ1XuDbP1qD7GXXQyAp64J+7fHaP14Y1RXkmpoFok/uhLV0KyQdt2FkzGv/hpvk4mSYh+LLlFTUe6jodHHqFFKDAYBU0vHOY3XXdr11PjMFqrue7ZbN5YyLQnN2HwSbrocRBHr13uD+7zNLfgdDlRDsqL2ByIaAMeRUzT84c2w9tZPN6GfMxnjdYuR4jrcctpJozAsmoVlU/QYl6elCVEVXh8jaXV4TD1TOtsHIRPIbTdz8qvXvrPU4/PSCFiPHSFh0WKMc+fTuqVTEFYUiZ87v1t20c4Q1Rpkj5fWrzfjqq3BMGUayqQk/G4Pi7QTUgAAIABJREFU3taW4L5zhZS5l9GwJUD89NizSax8N8AvY2r2ccPtsaz+0BqSEncu/t4us4u1ywdGPnX689PUHRj4DOd8RePGoyG56IFUxcDLbNpdDHTwy9jOdKwCdTMnoJs5Iex89r1HaXn7c3wWW9g+APx+3BW1uCtqaftiG5Ixtk/X27ZxB1KiEeuWvTgLe/Z1u0urqHvmVVIfXo56RG6wXZAkYmaMo23tNxw/7qHwbFYcwM4d7jDb1XVGL3u81D/7jx7jGJ66poCx2ncUzZh83OUdK29X8RlipkxAiosNZIBFyBAyzJ8Z1mb+/CtaP41SfCnLWLftx3nyDKmP3IkiOT64K/6GJTgOFuJtiuxubdryBYkXX4qzuiJIHa1KSiHxwoU0ff1FxD7nCt9V7cl5aQTM27ZimDiZxCWXEzttBrbjR5EMsWiG5KBMSsbTErliVpmcEhjoE5PwNDRgObAPw+SpuKoqoUbG09yEpDdg2b2ThIWX4mlpxlVViTI5hZjhI/A0NASqk89CUCrI+efTPV6vt6GFqgfD84u1adnBbUOsyOa1gUFBliECbUlEqLLTSLz1SlQ56fgsNqruf6F3HYFhS4Yx4qoRGLIMfHjZhwDEZscy51dzaKtsI354PNuf2o6pJPBCxCTHMPPhmcTlxlH0eRHH3jkW9dyx2bEseHEBK69bSerEVCbeOZEN9wQqHa/+8GrcFjdNJ6KvjFTZaaT/+m58FhvmNd9g2RwaexBEgcQ7rkWVnQ6iQO0TAZIz7fiRGK9ZBKJI/bOvBd0e7SsH9YhcjFcvpP75gA814eYrUGakIBp02Pccwbw6Sl5/p4EshFOm6wDXrimsUBB//ZKw01g27aTl3TV9Ci77WvtWGe1rtdD0St9cBLLHS9PfPyDzxUdC2jUj82hbG4iFRcqU6w6Ogyfw1Paei8hntmLbGVrp721pxWe24DO1RjQAolaD8frFIW22HQejG4DO52400fTK+6Q9cXfQyAsKBbGL59DyzuqIfXTDC5B0eobe8yhemwW/3Y4qORW/00H8zItImLMgeK6yV37fq989UGRPvIzKQ/9ZFtFIQvNPAncC7U/AL2VZXnd232PAcgIsoj+XZblnSr4u8LtcVPx3IAAjqtVohg5DdrloWrUSv8OB0hCZj8TT2EDT6s9C2kybOx4W01cdPseGj0Jfoto3By7ckHvTPVR91uFa6qxV+sITzby1JgOFMmAQHrmr55dHjNGQ8bufBz8r1CoMC2di+TJQxZzx6ANYduzGU9PhPnKWdHColHxRQs3eGpa9vSzkvPoMPevuDLh2LvnrJWy8d2OAOnvlNbx78bv4uymr7wlJo5JY+f2A2yljRgbx+fFhx3T+XQq1isRbrwRBCP4uAEGlovn1gEuqffaqnTQK/Zwp1P76rwBk/ekxqlb0HCRtNwgAkkZH2oxLEZVqLOWF2OsrcLe1kDJlAYIoBbJBasuwVp4mecoCWosO4mwKT/lN/eWPkRLiQtqqH3oBb2P/KT26wrBwOu7SGrTjA9lMruIqBJUST1U97qoGtGPyELRq3KU1uEp61hPwNofXjWjGRHe79gixZ2FCQ34KceOyaNx6muS5I6j65AA5P5xB+Tt7yLpmMlWfHMC2N0o1vCCQ/tQ9iJqO9928ZgutH/V+SHGVVNDwhzdJeei2jmtaNAvn6XLse8PjMHWrP+z1uXuLdz5K5IfXde9KOlaSxvU/vY7jG/7CpKtDqTyUGv1/1ggQWWj+/7B33mGSFeX+/9TpnKcnx92Znc05sAF2WXaXKFlABJQgqJgwXq+YroJXr3r1KooJJSiCBJEMApLTwrI5zqaZnZxnOudTvz+6p3t6umemJyy7+Nvv88wzfeqcU6fqdHW9VW/4vgC/kFKmLX+FEHOBK4B5QDnwLyHETDng1zgKLHOr8O1pwjKnEt/e+KBWQyH8+1KugIpWQ9WlSzh8z0ZK1s/EVO7AWGyj45UD5C+tQmPQ0retmf6drVR+eBG+hh5632uk+qrlCJ1C+/P7KDl9FjqbkaZHtxHs8FB7/cm0/nMPngPpgVMyGqPrNw+gWM1obGYUqwWNzYxl1cKshuu+bRuJ+lKUwhFXakLYtTXEpy5tY/psPYfqwoSCOawUs60m05ZrEs/rufvwJ9s1iH0xmTs2qQ3JbQU7+Lo0ltNBr2WAwybLzZllQ5aeajALe+twbRtUrBj02a9JwDn7JHr3bqJoyTp0NidKb9yP3OAsRigKjc/Hk+QVLlpLxOei+KQzaPxnps3IUFuVUSYDYfLPPw/FbMb9+hvoSkowTqvB8/ZGdCUlaPOdaPPy6HvmWRynb0BoNHjf20zM7cZ57odwv/4GUZcL+5rVKEYj4d4mQoea0VUUE25sR2M1o7Ga0MypIdrjQldeRKStOycBMByGGqjHAtPi2egqiom0DB9wKDQKEVcAx8IKrNOLsc0oJhZIjb+qy5bh2tWCe1+mulE/tRxtSWFamf/d3NhWByNYl8mQa5xVnVUIIATmqbXoC0tQdDoYQqLY+/bRiRDv7VGpe+UuAELeHg68kRpzM04d3SA9EYwr0fwIuAh4IJFhrF4IcRBYAWRnVhoEoQgs86fgr2vBsXoO/oNtyEim7FCjMTpeinOVGIttuPd10Pj3rcz+0nr6trfQ9lxcYOjzLViqnNT/5R2mXLqEULcXf6uL6o8v58DvXidvYQVFq6fR/q99aK2GDAGQ6Dy+jZkDxbx8XtYfj2t3eg6ElifvSzsOhyR7tmenps4GNRAi3NSe5g8d3JPSAYdbWzHW1qSt/scLNarStbOLmRfPpO4fdejMuqw5EZLt6A1iKoiTyU05bUqy3NXgwlpmxdvmpXxlefZnDemXjMbS+jUcQgcbyf/4hWjybMT6PQR2xQ20qtuLJi8eJGValj10fwCKTh9335UqSBWhKPE/jYaIJ7VS1uiNhD29dG3O3WYU83pxv/kWxmk1mOfPR0Yj9D7xJAWXXkKks5NQfQPupiZsp5wcd0zo7iHvjNPp/Mu9BA8dwjx/Pp6NG9EVFdN1X2rseF/bkvRCM82vJbD7cDy24OHhvWmOClQ1bfUvtFpKvvFJmr+YyfU/APe+djwHOpExlc6X43EAA7+15ke2pNlfhsIwI90BJObxEW4cu9OEDGeO48G2kcEovfAKHIuWo4ZDqKFMypgBIaBx2DHW1uLbMjlElpEIRENxdXHnwY1EAqnFZMg3+e7igzERm8AXhBDXEE8d+TUpZR9QAQxmXGtOlGVACPFp4NMDx45TZuNYORNDSR7+g+1ZBUA2hHt9qKEoQhFEXOkBSgPZhjQWPcF2N2o4SsN9myhZPxNfYy9CoxBoc3PozrcoOGkqPe9lz3I1FmiMJhSDkYEVxMBuIC9fww1fdDB/qYGdm0Pc9WsX/b2j97H7dw8lbQLRHheR9m4qvpvQ6wqBdeVyIp0p1VLLD36S/Lz21rVYSi0Y84yc9euzkmksh8Mbt77Bqv9cxeyPzObQ04eSNoH1P16PuchMxB+hc0cn2/64jYg/wo67d3DenefR+Foj9qq4cTPij3D+n88n2Bek+c3hV6jdv3uIsu99hmiPi76HnyfSPjqHu+r103P3Pyj+8jWg0dDx03haCzUYwvXky5Td8gW8r2xCN2T1OBiuQzsoWX4majSCr+0IxcvPJNjbjhpJ987p27eJkpVnEw3kmL5USqzLlqGx24h0dCIUBUk8o5ZIZBFRIxFkLIZiNBLt7UNGI/S/+BLWZctQAwFEYoKNubLQfSR2QYFdI+ciPprwv7crGXQ2AI3DRsnNn8L91CsEdh/MulsbibVzOAEAYJg+Je040tIxaTxB2gJH1nLbnIV0/vNR+t4dmc3VsngRqtcX/54nGHhntQpKSlPCtbs+fTF56M37ht4yqcgpWCyxE3hqkE2gBOgmvhH/AVAmpbxeCPEb4G0p5V8T190JPJNINjNS/RLANL2MwMGRJb25Io+KCxbQt60Zy9R8et5twFvfw7ybz0JoFQItLtx1Hbj2dTDlsiUcvOMNjCV2pl27kkCbC3ddJ8Vragn1+JBS0vX6QYrXzsC1p42eTbkJgal335q2ExgwDFdddgN6Rz6xQIoCoOH+3wBw270l7NkW4vV/BTj1DBPzFhv44tXjC2nXFQ0/yUW6Jj8X778bBrveCUWT+BGPbXIZGrAV7eim//4XMc2YTtTtBimRkQjaggICdXXoCgvRFsQje10vvkTe2WcR7ekl1NSEYjSiKykGKfG8vRHHaWvpfero6ICzBZodufabOd2rybNT/qMvoVjMWc9H2rrwvvwO3re2oQ7nGTUGlP/ka+hKU2Pd+9p79Nw5vpxVGf2WkiPXfSvzmZdeTdTrofP5J0Z019NXViIUhVBjJstnUbGC05ma1H/8f3nc/NXsPF75BQqf/KyVtesMqaQyY8OEg8XGJQSGO5cwCiOl/J/EueeA70spR1QHDQgB68JqnKfHVxpNv8iBZjlbXVoFOYwueuCcotWgDvJEGHo8GoYTAtUfv4mG+36TdfD85Zlyrjm3ddjjExgZAkGhZRoWvZOGvqOTTGgsGDqpBLbto/MXf0ZoNEmqE8f6dbhffQ2pqjjWr8O/ew/R7u7kynHwtROFfkoZuqoydOVFaOxWFKsZbaETodch9DoUnRah0yGMmTaTXIUAxGMOir9ybZr//VDIWIyu2/5KYOf+CdFTVP32v1AsRy+rVrZ+6xxOqq79PBqTmUh/LzKarko6cudtANhPWwuA+9VMZoLv/beDj12bXVCOhAuuOY+6l/9E+dwNtO4ZnfY6gWMTMSyEKJNSDoitDwMDvoRPAPcLIf6PuGF4BvBuliqywjyrgq5/jGo+GBHDCYDB54ZO+APHJUULUdUIvf2HKSqYjUbRoddbMRqcHDj8DNHYyPp8jdGMqawqzTj854dNSCnRagVvHa6mozVKaYWWd9+YOLdO2Ve+QNsvbk8df+2LtP08M1/sBwkLSy9gR3vcfW96wRpa3bsIRN1IqRKKerDo495GU50n4Qv3UmlfwLa2x49lkwGSfue6yjLyP3Yx/m17CO4/jP3cDQiTkfChI8Q8bhwXnY3/vW3E+j3YzlqLYjHhefFNCq69DP+2PYT2HyZ0sGHEZwmtFtsZq3BcsB7FOvbJZiII1zfT/MUfAnG9et6lZ2KcPS29fRoNxV9NGTPVYAjP82/S/0juSZUUs/GoCoDhMPXTX6Pj6Yfx7Mmek2AAisGAGso+H9zyHRe3fCfO8qvTCf7yYD43XJ3daywUSjHrzv+Qjerll+CsnIeiS/eAbN7+LIregKLXE/Vmz2c9Xow30fw6IcRi4nvoBuBGACnlbiHEQ8AeIAp8PlfPIIBwex+2ZXGXteCR9z8hu9/fRWHBbHz+LsymIgLBXoIhF15fB7HY6BGdvsYDWGvnEOnvSa72vvnZ3OkAcoXGZkMxmxA6XVyNAGhsVhTz+/+jmWwEoymfea2iI6qGswbNaBU9qoxyuHdii4ZJQ2JHHT7STLilHfc/XwFVxbruZHr+FKcTsZ2+hli/C/u5G+j+w314X34Lw4wazIvnpd0zGkq/+1n01dmN7oMRc3lQ/UFkKIwaCiNDYUwLs+dUtq2Yhb6qCM9bewi35ebmGtrfQMf//JHCz12J+aR5WYnkABSjAceFGwjXt+Dfkhvpn9APQw1zlNH+xAPYFywj5vMScfdn7NSi7rhaR8aiqN7R7UWRiCQWyy2S+MBr9+CsWoBUVWLh9EWi1mbHNmM+4b7u918IjCXRfOL6HwI/HE9jQs09hFp60DrHnklMW5yP8yNnoSspQEm4cwqdlli/h2h3H9HOXkKHmwkdbCTckF0N4/G14fW1I5EcPpLyvBCInLjkY/64HlTnSJFcHXkjtZ20ORSsttF9q0eDvrIc29rV6EqKKPrEx4H4aqvv0VQAzECeAjVHGWycXYP5pHkYplfFJ5iYSszrJ9brjtPy7qgjuDu7UdJRVEvRlGVJt9mD7z04wR7G0ezawYzCU4mpEZpc2yi3L8Cid+IN99Dq3kW5bT6uUDuEhndRnIxxkQvEYC6fQUMl1pfK+6CYjER7+nA/8zKWVUvROGxE2jpBo+RsktDYrVkFQMztJbC9jtC+w4RbOom2dyfJ4QYjm03AWFOKY90iom4fuiIHMV+QwkvW0PfCZmIuP85zl6MxGwl39qMvyyfS1Y9iMtD94KsAdP/2b2gcVixrlmJduzxNjz8YRV+6GtcTL+W0I8iWO8K/eQ/BPQdHvXciKDn/I2gtNmxzMyPBAepu/SoArhdfxrp8WXqGswki5Oujfd9r2EunZ7CGKnoDGpMZbdiW/eYJ4LiKGHZuWID73QOYZ5Th3V4/ompnAMZ5tTgvOQPDzOx8QtoCR9wTYFY11lOXAuB66lX6HswecJJtss81mUjXG8MHsfzsT8WUVWpxu1J9+uxHU77RFT/+ErqKklGf0XjjrQT21hHYW0fxJ6+j80/3ZL2u3DEfrcZIQ/fGZPur70258rV+93bCDa3oayoouPYiDLVDuFs0GrT5DrT5DgzTq7Cfu4b2/76DYF1DxrMKKhdxeNujqLFMV7yx9Ev1B9nf/WqyzBvuYXfHc0khvK8r3V3zcN/GYUPrJ3tcjAbFlNq+h48047zsPPyb03eBvrc347jgTGIeLzIWQ1tUgNDrQZVp94QODe+gkP+JD2eUxVwemr/yYxhnkF+wvh3v1oOEm7vx722k6Mp1dN77L0o/cz5d972EvqKQ1l/8g9LPnE//85sxzapEcabbFmIuL+6nX8P99GsYZ9VQ8o1PxoXbEDgu3EDM5cXzr5F3cGoglOGSGmntGPW+4aBo4q6oo83XrQ/fk1N9jnWnEUs4AIyGn/94bCv3+nf+nlGmMZrw1e8n0Dr56SaPKyEgozF0RQ70pc5RBYDGZqHwcx/FNH/6mJ+TTdeo11mJxUJoNAakjGE0OPAFehCATmcmGHIz2nJNY7KQN/8kNKYUg2Hna/HIXJtD4erzWlEnMXlS3+PZk5UDaBUDCgqljrm0uXZnnDdMqyLc0ErZf92Yc8BQyTdvoOfux/C+mu7CFvb3YyuoJhKMD3a/e3J5hoYTwtkEwGSPi1wxmOLY++pGhFaLjEbTJvRoTx8996QiUgNbd6VRJQzcMxyMs2owL02Pg4h29dHxP3eMWwBkg2LQI2MqQhtX70S74yo6GYkiozHUUCQVZJgFwbp6mv/jpzjOXYt1/cpkPQNwXnku/i17iPVmZtpLQlWJubxonCleJY0tu4bAZNVgtGjwuaNY83TEohJPb4TCCgO97WFsTi0zltmpe9dNwBsFAdY8Hb1tmTr9QGOOMTcazfBsxkOwdfPY2HojgUwakVjAj3X6XPT5Rbh2bc5y1/hxXAkBNRLDVFNMzDOy0VTjtFP1q5szykMHGgnsOkCkuYOYx48MhRNeEyUY50xDX1kCQtBz12MZ9xYXzEEIDUaDgwMNz1HonIndWoWqhmnrGtlINICpV3yGw3f/nKpLr6fpkbuYeuVnk+fseRrmLjTQ05X60bc1p37w3Xc8gqYgD43VjGIzo7FZ0JUVYpgxFcWcThs8AKHVUnj1FWgdKZ/n9tv/AEBT3xYMWhu+cPZw9byL15P34Q1JARDYeQDf29sJ1jUQ6+lHsVsxzpiK7YyVGOfEDX9Co6Hwk5fiuGAdLV//v+QqqLku5cngLJ2TJgQG+qUri2d/UmxmNFbziP0awJLlBrZuyj247miMi1wxlK45/8xF6Mvy0VgM9L++J5GXIED+WUsINnQgNBrUYBjPewewLqyh//XdIwoAgIIbLkk7jjS30/rt28bd5sHofyFF3dBxz/OgCFpvi9N/dN4bV4123Blngw01djLC9A1ArNdF71+fpPevT6KYjZTdelNSUAptnH679Vu/GLEO75tbcJy/LnlsWb2E3nsfz+AYOv2actSopK89xNtPdHHWJ8rx9EYJ+WNMX2Yn4I5SOs2EzqhQXGWkvT7A20+Mzeaotdqo/eotSXUQSLSFBdhPOxXf5q3EhrEPzD7zMxll+174/ZiePXvDjdS9eicaswU1OraUt7ng+BIC/hCRzlGGl6JQ9LmPZhQHtu+n42f3ZJSHDqcCljROe5zyIQua2zcRD/CSOGyVqGqMtq5NY2g9CcOYSFjxDWgMqZXl5reDnLLeRGN96ofe1pwaOKHDzXA4M7iq9OYbhuV3Kbz2KjxvbsTbmulfXOaYjz/cN6wQGFhhqcEQ3b99EP/WfWnnY31ufO/uxPfuThznn4bzoykaYV1JAebFs/Bv3Yc1vwqjpRCDOU716yiqpa9974T6BaBoYNlKPTu2xoWARhGEwyPsxI7SuBgvIn1eJBDt9RJu68W6qAZDVSEyFEFjNRHzBtDYTGhsZgxTinKqcyjbaOjg5KsGksiV4TCXqvxBXE+8TMENlybLdKWFo+rTgzv3pwkBodNinFMbdz0dhK7GIO8+05X0zH7hz61INa4CUmMSocC2l3uRKmnU7cl6tVqEosmaznYAijF9l+h9b3NOEcMt2+PqRUVrwFk1n5BveKP7vLNvGpY7yFhWRaC5AV1e9ixyE8FxJQT0xQ56to5MH2A/YyXG2TVpZa6nX6PvgdE562N9btzPvjHCFfEB6fI042LsfCzufdvRWqy4dm+m9pPfwN+c6stAdHDl1El85cNwBwmhoNOYMGhH34Z2/uzPWfX8g+F66lX0U8vSJkrLqoX4t+4j6O3GWTqH7qZ4km2d3jJcNWPC6eeYOO0MExVTtEgJt35j5ND5XMfFD79VwF1/c3OoPoLFrHDSYgPvbPbgfvYNVp1kREqoOxDm619wJq/LhmhHdwavjWI1J3MFuzcmUiUmJrreF7aRpKQemPwS/zvue2XU9yG0GsQQXqRhqaqHQw6Eb0cL4YaW9AKNgtBps1I6DCC4/wixfg+avJQx1HbmKRlC4J2n0lf1A5O8GpNpx0M/D6Dmc/Hd4+Ff/Tez/iu3HBa5Rgx7OlPqJVfrPuaecxNtu7LHAIzEHaQG/Sg2B76G/VnvnQiOKyEQau2j4OwlALTckYXiQFGwn7Mmrcj75tacBMD7gQHDcP+Od/E31xPuTUXv/umX2SMGJ4LhuIOkVPGGurAZi0f1bBpNAAzA9cQraUJgIKQ/Gg7QvO9FZMLY0V6/Mev9Y8ULTwdoaYyxZ2cO+tQxjosl8w1098QIBiVnnmaioSnCkaYoJYUaLvyQhS98oyvtOleWfLDe1zZnJFnJv+Yiun87JLvcwEo3LVNVlrJRIKMxZDiS5jo5mF0zF1hPWTym6ycTQ1V/MhgeUQAAoKp4X92E46INySLTwpkY588guGv0fL+5om/jq2nH/VveJuZLF7Aai4W8pScnj4OH6sdMGaHVm9CZhvfuGYk7SDGaQUos1TPp3zY5v7Fkuya1tgmi+6m4+sW+PLtRz7xsblqCiJjHR++9mcZRZ+FMfJ5WwqF0PZ1OZ2beSdex7e3fTmKrsyPcm746+fV9mUmxb/pYXHeer5RiEhZaY4dz9kQC0BUVUfrlz2flDtIILZ2eAyPWl42/fTiEm9KNvdrifIRehwxHsBdUHxUXUYtVcMv/OlEUwXe/Nvw2OtdxAfEmPvKUlymVWo64o7R2pN7BmlVGtu8KEQjKtOuyCQHPy+9gP/+0tDSPlpULCR9uwv3PkXab40fM5UkzQOunjZyNazC0+Q7yLj9n9AuPEkwLZ6cdR7tzi0VwP/cGtjNPSQkRISj89Edov+W3Wamxx4OhPEE9r72QjAcYgC4vP00IGGtrCNU3jFr3wotS+Rt0JjutO0cn/cvGHWQoLPn33wlorEaKLlxB32u7sS6oxr0p0x84/6pz047bf/hHVF/KiGwyF1Az+1ychTMJ+LpQYxG2bfwdAMXlSyirWonBmEpTN3XGmeh0FvIKphGJBIhGAuzefA8A9rwp1Mw6FylVDux6hIB/9NRyRavPwjZrIa1P3Y/GbEFnz6d/RzxZysCEP4A//iNlSNSixcjYPVMGRwsPhUnvRAgFT3B4fqK+v00sU5K2KB+dR+Asm0NX09akd9BkYPosHaeebuSZx/30dI282hptXAzGt34Y/x6PNMVtM7+9K2WD+u7/9HLVZTaWLDBkXDcUqi9A02dvpeTmT6WpoZxXnofzyvOI9XtwP/vasAJBsZoxTKvCMKsa0/yZBHcfoO+hkXe0fQ88Q9FNH08eG2qnUPHzb9D587uJtGbGSgitBsvqJTg/+qFh+X5yhTDqmfKHW4j1uwls20dgx36Cew7GXTmHgWIxYzt9FY4L1yN0qalGRmN0/uqvOT03/p5vSYtv0Dhs8eQ4UtLx0zsJHTiSNa4AIdAWONBXV5B32dnoyuK2l+4/PJSR3GYAKcNvOiKuPtoeTRG5ae121MJCQo1NI7Z/x+M/GfF8NpjySimfsx6d2Y5IEFHWvXYXQqPFNmMevZtGJrcbK44bIRDzBul46E1kNEbPs5lJJjROO9rC1ASuegMZPOYBfw97ttzLsjVfZt+2v+H3pVbIna1b6e85yJJTbkq7Jxrxs3/n3/G4mlm6+ktodSbUWITp8y5mx7t/xFkwg9q5F7HrvbtG7UPXm8/jra9j6lWfR0bC7P/NLVmvszkU8gtTbnMKGjrVljHtAgAUkwnnxedjnjubQN1++h57ipg3vqUMRT3otZYR1UHh5vER2A1AaBXySmcSDnqw5KUCmCbDRXT1aUZ6OlVmz43rwQ/WZVcd5DIucsXVl9s40hRl684cPZKkpOvXf6X0O59JTjDJduXZcF55HvZzTiXa24/q8SOjUYRBj6GmMoPuIbh7dPWGf/MeIs0d6CpTcRfawjzKfnATPXc9SrQrnjJVMRvROu3xHLt56eqHYF09xlk1Q6vOGZo8O9Z1K7CuWxH3eOruw79lTzwyORAERUEY9JgWzsJQU5HVDuF64iWiHaORaZF9AAAgAElEQVQvqgYjtL8hk/5ZCEq+8UlkNEqkpRPV40MNhFBsFjRWE9rigsmLPJYS987UCr33yfER/FUsPIuWHc9jNMd3rkF/pq1r+ikfo/PgRvwHU8GLitGEqWIKQjdyvozx4LgRAgD2lTNwvbmPUJaw9aE/ssF5SieCgL+XcMiDlCrRiB+t1ojOXIDJUsSilTcCEArmlv5Pn1dAyYYLce3ejM7mQGOyEAvEJ+UHX0oxahcUafjzb1IrUIGgRFOFJzo23vCCKy4l1HCE1qeexXLSEgquuIzOP/0ZAI2iJ6aGRxQs0c6JZ8Fq3f8q9sIa3N1xu4StoHrCdQL8+Q4PV33CSk+3yusvBbj1Z07uv9vLvt3pwmAyx8Uf7x1bmkeI01t3/OgOir96bUYid4gLqcG+7hOClPTc9Qil//W5tGKh1VL46Y+Merv31U1EO3snJATSHyzQFuVjP3vN6Ncm4HtzK66nXhnzozr+9y6KPn8VpsWzM84JrRb91NFpNIZiWrWOYFBl7ckmHn/Wh8OhoNcJOjpjFOQrtLYPry6N5yoPEXOPbfdrLarGZC3CURRXebfXZwa/SanSsf/NtDLFYEQxmJJ045OJ40oIWGZX4npzX9ZzQwN5JksfOBy1UdDfy+Y3fjmmuqZc8Rk6/vUonoNxfpTpn/k2B38fZ9D42vWdiedJ+rpV/L6UiqNLbcEtxz4h60qK6bo7vq12v/w61hXLk+cisQAWw/CU0wBqMJNWYKwQQsFeOA1PTzwoqqBiAZ6ehgnXC1A7U0djfYArrrXyva/3ceOX7RlCIJdxYa2ZTbCzJY3YbzwYrp6Y20v7f/+eKXfcmjVKdjIROtSEDIUzPIVGhJS4nnyZ/kdeQF9dnmHQzq2Osd8yFK7HXqT/sRfHRbMgwxE6f/kX7GevJu+SM8fW/7SKJDKRtc5mERxuiKGqkuuutOH1q7hcKvNm65lapeU/v9+L25NdFWmojkeie9/LHrg12BYwGHqLEyllwoEi+3vw97dhK6rB05Vy+FBDQXrezplZdEw4roRAzBei7Lq4J0DbPekd1gz5sav+4SewaDSIzmAF3/hI6HzeDrQ6E478Gly9DegNlgwjczY0/PXXRL2p1WTTw6ncts0Nw3tCVGqmEyWCLzbGlaiqorHbiLk9aOz2pIcOQJfnAO7AyGoZGRxbJGM25FfMx1k2F4MlP56Jrb9l9JtyhN+nYjILFizWY89T0Gozo1RzGRfOpavpfOXJCQuBkeqR0Rit3/4l9g+txXLyojGpIdRAEO8bw+TZzYK2791O/rUXJ4P4RkK4sY2++54iuC/urhw+0kbM7UVjT4++NSoWnPpyOkP1aIWemIwSlanxIUNhfG9vw7xs3phVLDIcwb95N/2PphtFtUIPSDToiBHFIEwIBEHpxyBM+NQhMUNS4v7nG/g27sB+7qlY156UZpgfCdGOHnzv7MD72nvJPNDVU7QEQ5I5s/S0tEXJz9MwpULLkeYou/aG8fqGt0UNN/knnxfyc/jNv2WUT1t9JWosTPW8DwHQsPuZjGuMtkLmnvUFwn4XajQusLY/OXbbQq4Yb6L5B4EBOsI8oF9KuTiRW2AvkHCSZqOUMjNkbhi439kPguwEckNCz0cKZtm+8feJWwxMLzmN1r4dgGBuxTl07n4VvdZCddFKdAE9vb0t6IWR8uLVNO56hmjYT23RGvr3vYvq9wMyJwEAoGh1TLn8U4Cg8aE7MFVUE+qJ693vfbacx+73cHBfShhs3xSfsCzCTpfakjNR3QBaf/pLNDYr5vlzCdY30Pa/qehRh6kCf3gU9ZKUFE1ZSlfjFspqV2MwO2k//Bb2wmlEIwF62/aMumrrad5BT3OKI8dZOifn9o+Gn/93fBJ44Zm4kff2/80SSJjDuNDZM5PdT7vuqxz52++IhQLYZy8ib8EKGh/+IzVXf4m2Fx4h2N6cSEUZHrGewYi0ddFz1yP03JU98Un5despvfxktpw7fDrGXBBp66Ljx38c381S0nxTJr+jRtFh1TrRCh0aoUOicsSfns+3+/eje32NpY8GYcKhKSQkAwRVH2W6WloiBzAIE2W6Wg6FtiHJnIhj/W767n+avvsnlnjn8WfjMR23/HRsatjy69bT/uCbqIHhF1F7/vnrYcsVjZb2+rcprMzusrvvX79HVUeOHp9MjCvRvJQyGZophPg5pEWRH5JSjssheSQCuaHeHsI8uo+0TmOivuttQpH4ys0T7KK+622kVGns3ozTUkWxfSaHOt/AE+xASpWphSsIRTz4w31MK17N9sZ/5Nz+sg9dTt/Wtyg85UwACpavTXoHqTF45N7sK9GA9KEV+jEbhiGewCPc2p7QGRqJ9sZXOcX2mahqlLqOkXPkdjXGV6Bth95iYHsa9PXmzI44WsTweDF/sZ6qqVrKKuKT/F2/zf7uxjMuAPTOIqZe9fnk8cAOrnfLm1ReeDWu3Vvo2/52RtrJicC+dJJ08UcBvmg/B7zx1B9jXYwMxlj66FNdaav9g6EtWT8fb7AvraH9wTdHv3AY2JxTMdtLsdiz2zGmr72G9r2vgQB3+0FKZq6mYv4ZhIMeDr/1N/z948pANiwmlGhexFmkLgc2ZDs/VoxEIDf0x67NG93YFgj3M7v8LLo8B+nxHGZgkit3LkCvteAL9SBEug5XqzEQCLviXPVdY/uiNQYT7n3bk0JgcNa2g/vCLFpuTK7+B+NwbFdGWS4ovvF6tPnOxI4ljvbb4i6xzX3bcJqrxlDbkB99jnrboxUx3FgfZc16I8894R/xuvGMC4jnfj58988yyl2738N7aA95C5ZT8/EvcuD3/517o0eA1m7CXDs6m+rxgPEKgA9SH8eLsfZRa7BQOmdtWlnbzhdxdR+ivyu7R5izYh6KokWqKu72g5TOXsu2J/4Hi7OcqcsuZu+Lv5tQHzLaOMH7TwU6pJSDe1MjhNgKuIHvSCmzOrUOTTQP0PnwWxReuIKO+zNTtg1kbhqAfmpZxjVDYTUWoQhN0tfWHWhnVtnp9PtbMOvz0Sip1fesstNp799La98OakvWEgj14Qq04SF3N0o1EkIziGNkMBdJVbWOPzxcypHDKXXQRzdMTH+umEy0/uQXGYlIhFCw6gvQaydnQh4J0XCAjvp3CAfjtLqTFTHsdqncebuHSGTkCSmXcaGGg2jMNuhJuY4qRhPmqlr8TYcAgdZiJerzoLXaiXrd9Gx6Fa3FPmo9ucK+rDYZTPfvihN9zMT0tdegNVroPbIdZ+U8XG37kwmqAp7s48jb3cC+l+5IHqvRMGo0jKerYdjEPRPBRIXAlcBg60cbMEVK2SOEWAY8JoSYJ6XMsHhKKe8A7oBUjmFdsQNDeT6maaWEhxDJRdq6Ub3+pH+1xmlHW+Ag2jM84Zw32MXe1ueSlMNNPZtRhAZVxuh01aUlXNnf9lLyeFfTk2nJyHNFx8tPMfWKz6LPK6D2hq/T+vQDyXO3/sfkJ4D3vbeFyu9/i+igiOEBFtEu7yHcoYnFAeQKS145pfmr4iH0QtC0JwvlxzgwmgCA3MZFzzsvU37O5cSCfnq3vIlr93s0/+NuSk6/GEVvQAhBz3uv0b/jHcrOuRy9owCpRtOM/EPrqb93dPZORa+l5psfxjStBH1RSqAsfSYzwXk2HfrSZ76Fa+N+Dt36dxBQcMZCCs5ahHlGGdE+H779rXQ8/Db+g9kdAKZ951IssyvQ2s3EAiGCDV0c+Pb9w+fg1mnIWzUTx6oZ5J0yC6HREPMHCTb24HpnPx2PvDNpfZzxo6uwLa7m4HcfoPLGM9EX2PDsbKTxV89gmVtJxXXr0RXa8O9vo/H2Zwk2Zv/9jKWPc27/JKZpxRz49t/wbK1nxo8/hqm6CI3ZSNTlx7evmcM/zFT/ll99GqZpxWl9XPzIf2Rtz9DvUas3EfL00LrjBdp3v8zMDZ/CYMqjdlGcEXbPxsz4I6mq6IxWVDWGs3I+ijblCTUShfd4MW4hIITQApcAywbKpJQhIJT4vFkIcQiYCeSUGbzgnCU0/uJxKj/7IdybDiAHc6RLSfBAI+YlKT9hyylLcD35yoh1Dp3IByb6oRm3hh6PVQAABFqPUP/XX2EsLAMhCLSnoglH8g4aL+ynraHrrnszfJWlVJlVdgZdngP4Q73j3t7nCp3BihqLAZKAZ3LSgn7shnTngPvuHMY4n8O48Bzcjedgek6FQHsTDfdlGu+a/v6njLKR6hkJitmAbVF1vJnRWJJXXw3mPhZ0+TaEVqHmm5eQd/LMZLm+xIG+xEHno5kpvBW9lur/vIi8U1KpJLU2E9YFU5j182s59L2HiPQPIZ8Tgrm//zSGsnTjt9ZuxjrfjHV+FT0v7CTqTlfPTbSP0757GYo+Pg05Vkyn+usXYl0wFaHEJzvr/Cqmf/9ydl2fTvUyrj4mYJpSSP66edgWphIO6Qqs5K2eTcGZC+l5IT0ZUPGHVyQ/D/Qx1/4JRYNGZ0SjMxCLhNDojBjMTvq7DiCEknWx2bb3Veaf82WERkt3/Wb6W/cxbdVHkWqUsH/ssSyjYSI7gTOAfVLKJN2mEKII6JVSxoQQ04gnmh+ZFnQQfLubKPrwKkLtfRRetIJway+ujSmujK7b/0bVbTejWOMqF+flZ6FYTPQ9MDH6g8mEjEbTJv+jCd/W7ZjmpueM7X8mvgpv7tuKKzB64FRFpYaTT9bz+mshXC6J3S7wB+JslxaLoKNjdGGoKFo0Wj2xaBghJme7+re7vbmk2wWO3bjQGEwY7UX4urJTOkf7fWy75H8BKLl0JRU3nA6QLMsF5pllLH7sGxy+5SEO/yAz49RQOFZMp/b7lwPD7y4W3P8lGn72BL0vDbJFScnez/0JNRzNsAcJRTDrl59g9q+vZ9e16VQlE+3jtot/Gn+GRmHhA1/GtqiarRf+OLmSn3P7DZimpevgx93HBCpvPJP+t+oy7i04YwFTv3pBPLfE86kcIoP7MtDHHR+7bUTvoAHsfDJ+r9FehNFhYvczvwQk7p7hk9f0Ne+ir3l8dsLxYFyJ5qWUdwJXkK4KAlgL3CqEiAIx4DNS5h4FpRj1dD36DsWXnULnw5lGWRmO4HnpHRwXrkuWOc5dQ7S7D8+/JpdZ74OAgQk/G+zGUiz6fFpdIw+m+fN1lJVpOPMsI1ot+HwSi0Vgsyn09ak89mgAr3fknUT74clP9j4GcsZJHRfOaYsxWJ3oLHl079tIfu0ShKKh5+BmIr5+iuauRqMz0vLeM5TMW0vQ1YWvqxGt0ULpwg10171DNOijfOnZhP0u2reP7J2VC3qe24ZrU/b8zkNRdH58Yx44nF0VGHX50TrM5K+blzFBqqHsq1upSlzvHqTsytWTmlM37RkxlUBDF9Z5VWmqnFB7f4YQmEgfB9ByZ2bgVe8re5j61QswThk5yHIsUDRa1FiUoDu1Q7blT8XTe4TS6lV0NG5Ki+/JhqrF59G0bWLusCO2cbQLpJRXSinLpJQ6KWVlQgAgpbxOSvn7Idc+IqWcJ6VcJKVcKqV8Mnut2eHddYQpX7kA786GYa/pf+IVIq2DVA5CUHDthRR+8tJh7xkMfWUJlpOzJ5H+d0JT35ZRBQDAnDlaWppjNDREiUQgL09BQLLMZPpgGPoma1zoLXl4OxpoefdJiuefStjvwt16gLLFpyMUDUZHMc3vPolUY/Qe3oreGneNLZ67hpb3nqZk4ToKZiyj+8AmuvaO341wMPpez83lVmgUrPPjFN+endl3J6HW+Jps6MQ6GiK9XhACRTf5hskBxHyZnE1qON1ffjL6GGrtJdSWGRswwKqrydHNOBcsuuQ7WIuq08oKyxdSPe9cTNaiUQUAgCU/d7bY8eC4ihg2lOUT6fZgrCrCvy+754wMhem6/W+U/+iLaeXW05ahybMS2HWQaEcPMY8fVBVtSQG60gL0VaUYZlajcVjpe2iUZOJCYJw7DcVkRFuYh2IyopiNif+GDAu9xmmn6KarkIEgaiCE6g+iBoJEe1zIQJBgXUN2lsMEzEvnopgNyWeIxH9tYR76moq0a4u/cjWq1x9/TiCI6g8S63UlnhkiXN8ypmQjv7otpXZ54/UwijK2VfhwMEyrRJNnT/ZLUzDoPZqNw/YrmuxLEJl8lyECO0am0J20ceEFNRpBjcUQihY1HELGIrRvj68cw77sdCWKVo9UVYSiRdEaUCOhSYsxyDZhZYMu34pijEfzFl+0nOKLlg97rdaWnbVWX+LAuWY2+evno7GZUIw6FIMORfc+TBXZBt6QXcdk9DHUNjLlzGQaX3c+/hNmrL8BndFC96H36K7fTPOBl4lkCUAdKbPY0cRxJQTUUIS2v7yMfcWMEa8LN7Wj+gIZvDGmRbMwLZo1zF25QzHoKL35hpyvFzotlhXzhz3f8h8/JzICa2LxVz4+7LmhGJo9ayi6fvMAvo07RrxmMIb+7iZDAAAU3PDhjLy7I2G0fjVcneltMhSTNS4KZ60EoL9hB3lT5hHy9OLrbiIyyChnsBdSOHMlJmcpgd42uve/S+XKi+ir307I3U3ZkjMJujpp2/pCzs8dDjKcW/SoMpYV7BCOI6FRqLh+A0UXnoTQKMhojHCXm3CbDzUUQZtnwVg1+akNx4qJ9HEA6iTQpeSKaDjA3udux2BxUjTzZBZc+J9seeA7Wa8dKbPY0cRxJQQcq2YiFIFpWgmeLYeGdWUDaPzMD0BRsK5eTN7FG9AW5w977VAE9w5vlDmBDzYmOi5ExE7voa1E/HEX0/4j6Sq1lk1x3WzI3U3zu+nazuZ3Hk9+rn/lPo4GipdsIBby4+9swlJWgxoJ4T6yl2jAS6ilFzUcRdFr6XpqM02/HWXHm4DQaVj0wFdQTHo8O45w4ObMtpdesZrya06b7O6MGePt47HCtNVXAdB9aBPNW5+leesz6Aw27AXVcVbYttT4GsgstueF36TVsef54fOGTAaOKyEwUsRwVqgq3te34H1jK4bqcvIuOxNNvgONzZxMohHrcxPt6iXS3k3oQCPBvYdHjC2A+Eohl5XnZOH9etZEnzOW+1u/nZ075X3BBMZFjpkExgw5SYnbhUaDjEXR2/ORagyNwYyMxXcKMhrDu6sJ+9IaHCtn5DxB6gpsKKa4L7pnS3ZnPsvM0amaJ6uPIz5jnH2ctOcn+qjoNKjZ8xalwdN+kK5D6W68aiwcD648TnBcCYGRIoZHhJSE6lvo+N97jkq7/l2w6LfXIBRBuMfLnm/HSc4MJXZmf+/ijPKxIu+kGnyHOon0pewRtulzKVxzNmowwJEH4j4EthnzMBSU0r0xN6+ZyouuoXfz6/ibM3dvpoqpFG04n8Z7Uyunqdd9kSP3/Cp+kBgXvXc8TsVlnwAlTNTTTfMDcfI1ncNJxWWfwDZnOtHKk5LlRwPR/pHpL3JF2NVD34EtKf/yId46nY++g31pTVrg1lAInQYhRNLoqvoHkeQVZt5nnT8Fx8rsKV8HY7L6OBrG08fJwkAfzbWluLeOrlEYKgAAYtEQIX8/kVB2PixLQRX+vlakGqNszjq6Dm9K7hKOBo4rIRDzh+h4YHJTp40VVSeX0V3XR6B3/Fz7cy6ezuwLp/Ho9ROLnK360SfR2Ew03JRaVTvOWIZ9w5KM8lzg2dvK4V+n0/kWrJ6RtXysKLtoCQ13vJImBBzzl9Pxr8fSJnDPgd14DuQecDVWJAXAINhmLSDQcoSOfz6SU/nRgGfHEWRMRWgU7CfVEjjUDkKgsZnQOS14tjXkVE/fgTixWjLAaIjh1L35MD3Pbafg7EXM/MnH6X5+O6HmHtRIDK3VSMFZi3CsmM7+r99L4Ejcmyrq9hM43IlpWjEFZy3Cu7uJvlf3oCu0kb9+PmVXrSHqDqB1jJyicrL6OBrG08fJwkAfq75wDk2/e37UPhpsBVSvuIS6F/+Izmgjr3IO7pY6iiqXANB88NWM77D25CvZ9c9fojVY0Bmt1J5yFXUvH70FynElBI4HzL98Fm/ftmVCQmDvYwdp3Txxyob2X/2Dim9/LK3M9a/N+HfVZ5QPwDannOpPnYaMqRz8xXMEW/vR51uo/crZWGqLsdQW0/f2IZoffAd9voWyDy9DaJS08oE6FKOOmC+UqqfQyrQvnIGpPA+h1dDx7A563jxI9adPw7F4CjO/eT5qOErd95+jaO2HMFdNQ2u1o4YCND78J/KXrsGxcDm+hgN0vvIUpvKpFJ58BlKNobXYiLj7aHnirxStORvrtNlE3P1oLbbMPs5aQNGG8/Adrksrty9YRvGG8zl4Wyqtp9Zqx7liLSgKxpJyvAd20/PWS1R+9AYMRWUZ5aaKqRSdfj6K3oAaDND41zhZV8k5lxDqaMU+bwkas4X6OzLJ50ZCpMdD+4NvUXbVGqbf+tG0c2owMqYAstHQePuzxIJhii9ajnXBlKzXDFXcNP3+OWb88Ko4DcQ3Lqb6axcitHHDqq+ulSM/f5K5d9w44nOP9z5OBsbax5pVl6M1xIVnJOilZM5aAl0tqGoMnd6clbFVqjHUaJiyOeto3PoUC87Nnvd40iClPOZ/xL8vuXCRTn7qMxZ54+cscqBMoyX5+ROfjJefd4FRnneBMVkOyPN/syH5WWvUSkCa8o3SXGCK133VbLnuuyslID+7+WOybHGRBOT8j8yUG245OXnv5X87V+ZV29PqPvUby+WFfzgjWe9A3Vc/fXGy/oG6B/4cVba044rvXi21BXZZeesnpL68UBZcvk5aV82RQqeViiXeF9sp82TFtz+evEdXmi+rf31TWj0jlVtnlspVT3xJLv7DtXLxH66Vc390Wdr5qZ84NeOeio8szygfXMfgek5++itSaJSMOgC5+A/XSlNVflpZ1aXXS1NpVfp7mbdMFq87P/4Oy6fKqks+kTxX+eHrpLV2riw/94q0MnNlTfLYWFYlq2/4qgSkZdpMOeXqz6fVP/1L38toW/6q9bJo3bmjlhvLquTM//wfWfOp/0j+DZwrOecS6Vye+f6G+yt2zJLTildnlAuEnFq0Mvm5yD4jeTyWvyLnbFlTfqo0GwvGdJ8Qqe9PpzVJh7VizM+e6J/GaJLG8ikjtxMhi0w1stq2ZNT6Ss0zpECMuz0n33yyLJhdIGdfNlvOvWKunP2R2bLi5Aq57kfrJCCnnTNNLrp+kbSWW+Wp3z9VmovMcv7H50tnrVMCcs331khTgUmuvXVtRt1zzvq8nH/+1yQgbSXT5JyzvyCJc6VJoWiytsdZOV/OO/uLsrBmmdSb7HLWuhtGav97E51/j6udwEkr9KgxqD8c5YZPWXhvU5jt2yLUTo83c+5cLfMW6PjX8+nmO0UjKF9anDyOBuN6wJIFhTS8Gme1OPBsPR+5/1wAfJ1+2rbFt4k9B/qoWT865XL9y03Jegfq7tzTi78nbh2acsrIhrPQ4TYMU0vwvL4T48xKDNWluF/ehmFKMSWfuyjV9r7cEthkhYBQh5ttN/55/HUwSh2THC0qh9QX6e/BUFyWZGo0FBSn3yAE8bFPOrfUZEAIIq5e6v+YfZUvo7nxxdhMpZQ7FxCO+tFrzdQUnwIImnu24AulXIUlkmDEg9mQn3FdvrUaVcYIR310udMph23mUsoLFxGO+jDqHdgtZbT37KK6/FSCoT5MBidGg4N99U9TW7kBRdHS52kgFPZQ4JhOn6cBt7eFKaWr8AV68Af7qClfAwhaOjdjs5TitFfT0bObXnf9sP3UmMw4T1pDqLsd3+H9FKw+HaHR4NrxHva5ixFaHf4jB/EfOUTB6tNx795KuLsD58q1hHu6CLY2xndc4RAFq0/H9fbrTLOdRJt/P55IN6GoF4s2How303EKitDQ4tuLN9LDdMcqNEJLq7+OattSzNo8+kIteCO91NqX0xdqoy/UQo39JATgCndg0jowaWy0+ffTG0qy3RALx1AjKtFgFEuJBW+bl1g4xo57dlD7oVrCnjBCI/C2etnyuy3Mv3o+vnYfQiNQNArKwI6pM1Nv37TlKWadeSMLLvg6Gr2JA6/cjS2vEk9fE+XT1tB66PUM7qChtBF1r9yZ07gbL44rIXDXH1MvUaMJEUsE0x06GJ98v/7VYbx6hgnuSPNWGHRNJDDEWJRDbEg0OIRgboyeEMFDrRimluDbcgDHmcvQOm1EuvrROCwc+drk8IP7G7rRWgzYF1Ti3tWMLs+SpqPPFck6djaDIFmPZ08rJecupP2pOK+KxqwnljAqxnxhdHlmAk3ZWUKEolB+3pUYCkpQDAZ09jx638u0/4R6OvDV11Fz9ReJuHoJ96XHV4S7O9A5nOjy8rFMm3hMSNqzO9vQGEyYp9Tib4xTTA8InLHAE2in230IX6ibKYXLaezeTDDiYm7luexueirrPUOvi0T9xNQIJn1ehhDw+Nvpdh3EF+ii39PI1LLVAFhMhUip4vK1cKR9IwV5M/AHe2jt3pZ278Ck096zkyLnHKaUrqSpYxPBsIs5NRfgC3RTd+Q55lSfN6IQEBoN+oIiul9/HueKtUTdLsJ93RSuOQPvwb24tm8CSJ4rXHMGLY/8BffurdhmLQDAPm8xwfYW1EiYCstcgjEftfYVbOtJT7sYjPnwR/upta+gxb8Xf7SfFl88ktob6aHevRmJikFjZl9/fFxNd6yiybuDQNRDtW0xrnAHR0JbmetcnyYEBuPQM4dY9MlFeFu8dO/tRo2qFMwpQKoSZ62TqRumougUOnd2suj6RfTX9xMdOp8Mgrf7CPuej/++A/3tqLEIRksheqMNgykvYxF0LHBcCYHBiI0eTZ2EGlVp35GimtWZdUT8ETp2dGMuNOHvDjDjnGqa3hk55y5A2BfBnG+kv2FkF66OHd2s+fpJyfpHqzt0uBXnBSfT+/hb6CuLiHnjO4hQYyemuVMJ7DkSNzA5LMT6x7cbUENR9n7/MWo+ux6txUDrPzbT8c+do984BAN1aMx6hBDJeqpKk6cAAApgSURBVA787FlqbzqT0guWIBRB5/O7aHk4/kNveehdpn/1HKLeIDtu+isATY+kaHKlqtLy5H3Mvng6XXt6KFtcTMk5NoKut5JlxfmbKb5+PkHXQdx1W5FSYq+yE3K48Sd+s2o4RPszf6fqyk8nJ5kBlF/8MTRmK1VXfYZgexNdL42Nb0VGIzQ/fDclZ8UpphGC+jsmpsfWKHpiaggpVZQRyPWGXhdTI4kJIpfdjkQIBSWRICkc9qKqEbQaA+Ho6B478WeH09qoqpGcePMjnvjCTGMwEnH1IqNRet58Ea3Nkao/ca7nzUyPMFNlDTpnIb1vv0K+bh5B1cNh96aM62IyjCpjHHZvwqLLJ6wOttlln0i1QkdUDTOQojIU8xGTUYau+t79v7gHT9+heGT2mz94E0WroGZxU3c1ukAFNaby6ndeRY2pnHeBidUnSWYodaz4opWKSg3NTTH6+1SefCyAryedUDLo66Zyxjraj7yT0fbiKSfR3xkX+o7Cabi6DxGNBNDqTEQjAfJL59Ldsp3JxHErBMaKl7//Npc/cB5CgbonD7Pt3r0EXSEuu/cchEbB3eLl1R9m8qEPxba/7OG076wk5Amz66H97H86+0oo6Arx6g/f4dxfnIbQKDz5udQAP/unp2IpMhP2R2jf3sV7d+wk0tmPvrwwHpIrBKH6eIo4GY5QeNUZcT9tIeh/aiOul+IeIGVfvARdoYPK/7qGwL5Geh56hfKvfxSt05ZRPgDv/nZ2fiUzwTXAkbszV94Dk/hgDFdHqMPNnu9k96Tp3XiI3o2jk5ypYRV7hRU1quJp9+HvDmIpNGGvsOLt8CFVib87iLvZQ8WKUiKBCJ2703cDnn078OyLR0X3vJV6762P3QePZQY69W58eZg2Z5YH25o48udMr6uOf+aeZnQwmnu3MqN0PTE1Qnv/XiyGAgqsNfiC3QTC/VQ4F2I25FPX9q+067QaPVKqWI1Foz6j39PEtIp1xGLp6qru/gPMqTkPh7USt6+Frr46Zkw5i87e3YQjPiqKlmI1lVDX+E9qKzcQUyN09O7GbBw7gZprxyYK155NuL+HYGsT9vlLMVZMIdjalDwX9XnR5xeSt3glhuIyQp1thPu60VptxAI+WiN7mW5fRSjmxyKdlFvmYNHm4Y30km+oxK9x4Qp30BVsYJ5zPXn6Ug643sYV7mRW3hraAwcIRFPagmbfbmY4TiEmI4RiY1tYZRMAAGpEzbjm8KEoG8400NIcX7nu3xfFYhV0d6qYTAJfFgLG5gOvZK1fb7STXzqHrqYtgMRZPDNOQxINIRQNikaf9b6JQIy2HRFCVBHPL1xKfFlyh5TyNiFEPvAgUA00AJdLKfsSKSdvA84F/MB1UsoRE4YOJJU5gRM4gRP4/x6DYz8GPg/9n8JmKeVJE3ncqCyiQBT4mpRyDrAK+LwQYi5wM/CilHIG8GLiGOBDxPMIzCCePnJyE2KewAmcwAn8O2PwJD/weej/SUQuVNJtAyt5KaUH2AtUABcBAy4kfwYuTny+CPiLjGMjkCeEyJ1J7ARO4ARO4ATeN4zJJiCEqAaWAO8AJVLKNogLCiHEgC9fBTDYEtKcKGsbUtfgRPNeoAeY/ES8k49Cjv92fhDaCCfaOdk40c7JxQehnVOFEJ9O5GwfF3IWAkIIK/AI8GUppXsEzu1sJzL2MIMTzSfqf2+iuq33Ax+Edn4Q2ggn2jnZONHOycUHqZ0MmkvHilxsAgghdMQFwH1SygE3iY4BNU/if2eivBkYHH1VCYye7PYETuAETuAE3neMKgQS3j53AnullP836NQTwLWJz9cCjw8qv0bEsQpwDaiNTuAETuAETuD4Qi7qoNXA1cBOIcRA6OG3gB8DDwkhbgAagY8kzj1D3D30IHEX0U/k2JZxb2feZ3wQ2vlBaCOcaOdk40Q7Jxf/X7Rz1DiBEziBEziBE/j3RU42gRM4gRM4gRP498QxFwJCiHOEEHVCiINCiJtHv+P9gxCiQQixUwixLWGBRwiRL4R4QQhxIPHfeQzadZcQolMIsWtQWdZ2JWwzv0q83x1CiKXHuJ3fF0K0JN7pNiHEuYPOfTPRzjohxNnvUxurhBAvCyH2CiF2CyG+lCg/rt7nCO083t6nUQjxrhBie6KdtyTKa4QQ7yTe54NCCH2i3JA4Ppg4X32M23mPEKJ+0PtcnCg/Zr+jxPM1QoitQoinEseT9z6PcR4BDXAImAboge3A3GOd32BQ+xqAwiFlPwVuTny+GfjJMWjXWmApsGu0dhG3zzxL3HV3FfDOMW7n94H/yHLt3MT3bwBqEuNC8z60sQxYmvhsA/Yn2nJcvc8R2nm8vU8BWBOfdcRjilYBDwFXJMp/D3w28flzwO8Tn68AHnyf3udw7bwHuCzL9cfsd5R4/leB+4GnEseT9j6P9U5gBXBQSnlYShkGHiAecXw8Y7hI6fcNUsrXgKGczcddBPcw7RwOFwEPSClDUsp64o4FK45a4xKQH5CI+BHaORyO1fuUUsoBtjZd4k8CG4C/J8qHvs+B9/x34HQhcqAvPXrtHA7H7HckhKgEzgP+lDgWTOL7PNZCYLjo4uMFEnheCLFZxCOcYUikNFA87N3vL4Zr1/H4jr+Q2FLfNUiddszbKUaIiOc4ep9D2gnH2ftMqC62EY8deoH4LqRfSjlAvD+4Lcl2Js67gIJj0U4p5cD7/GHiff5CCGEY2s4E3s/v/ZfAf5LiFS9gEt/nsRYCOUUXH0OsllIuJU6K93khxNpj3aBx4Hh7x78DaoHFxKlEfp4oP6btFEMi4ke6NEvZsWzncfc+pZQxKeVi4oGiK4A5I7TluGmnEGI+8E1gNv+vnbNnjSKKwvBzGj8QSQhYBFKYBdtUptIiiAQVEQIphJT5ERIC/gsrCwsFCwshvat1RDRxA+ajSCWYKq0InhTnjDuEbIiw7J1l3geGmZ2Z4uXdmX25596zMA9MAc9K6jSzx8CRu3+pnz5Hy3/rLB0Cje4udvefuT8C3hMP9KBO6dKMRQe3u//Kl+8v8JJ+iaKYThuTjvizdDbRzwp3PwY+ETX0STOr+pLqWv7pzOsTXLyEOGydD7Ls5u7+G3hFeT/vAE/M7JAol98jRgZD87N0CHwGbuVM9yViImOjsCYAzOyamV2vjoFFoMfgTunSjEUH96k66hLhKYTOp7m6YZb4K/LNEegZi474QTob6OcNM5vM46vAfWL+4iOwnLed9rPyeRnoes5qFtD5oxb8RtTZ636O/Ht39zV3n3H3m8TvY9fdVximn6Oc4T5rI2bd94i64XppPTVdHWJ1xRawU2kj6msfgP3cTxXQ9pYY+v8hkn91kC5iePgi/f0O3C6s83Xq2M4Hdrp2/3rq3AUejkjjXWK4vA18y+1R0/w8R2fT/JwDvqaeHvA8z3eIEDoA3gGX8/yV/HyQ1zuFdXbTzx7whv4KomLvUU3zAv3VQUPzUx3DQgjRYkqXg4QQQhREISCEEC1GISCEEC1GISCEEC1GISCEEC1GISCEEC1GISCEEC1GISCEEC3mBIZYsNLrUdvDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f45a0cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[5]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f90639b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[6]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f4560e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[7]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f476b320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[8]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7f44e9d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud()\n",
    "wc.generate_from_frequencies(frequencies=dict(topic_vocabs[9]))\n",
    "\n",
    "plt.imshow(wc)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}