{
  "cells": [
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "from pyspark import SparkContext, SparkConf",
      "execution_count": 18,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "from pyspark import SparkContext, SparkConf",
      "execution_count": 20,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "conf = SparkConf().setAppName('pyspark')",
      "execution_count": 21,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sc = SparkContext(conf=conf)",
      "execution_count": 22,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# General:\nimport sys\nimport tweepy           # To consume Twitter's API\nimport re\nimport math\nimport numpy as np\nsc",
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 23,
          "data": {
            "text/html": "\n        <div>\n            <p><b>SparkContext</b></p>\n\n            <p><a href=\"http://10.36.52.35:4040\">Spark UI</a></p>\n\n            <dl>\n              <dt>Version</dt>\n                <dd><code>v2.4.1</code></dd>\n              <dt>Master</dt>\n                <dd><code>local[*]</code></dd>\n              <dt>AppName</dt>\n                <dd><code>pyspark</code></dd>\n            </dl>\n        </div>\n        ",
            "text/plain": "<SparkContext master=local[*] appName=pyspark>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# For plotting and visualization:\nfrom IPython.display import display\nimport matplotlib.pyplot as plt\nfrom pyspark.sql.types import *\nfrom pyspark.sql import *\nfrom pyspark.sql.functions import lit\nfrom pyspark.sql import functions as func\nfrom pyspark.sql.functions  import col\nfrom pyspark.sql.types import IntegerType\nfrom pyspark.sql.functions import desc\nfrom pyspark.sql.functions import bround\nfrom pyspark.sql import Row\nfrom dateutil import parser\nfrom pyspark.sql.types import *",
      "execution_count": 24,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Consume:\nCONSUMER_KEY    = ''\nCONSUMER_SECRET = ''\n\n# Access:\nACCESS_TOKEN  = ''\nACCESS_SECRET = ''",
      "execution_count": 25,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "def twitter():\n    # Authentication and access using keys:\n    auth = tweepy.OAuthHandler(CONSUMER_KEY, CONSUMER_SECRET)\n    auth.set_access_token(ACCESS_TOKEN, ACCESS_SECRET)\n\n    # Return API with authentication:\n    api = tweepy.API(auth)\n    return api",
      "execution_count": 26,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#Enter WOEID oF Location to know MOST POPULAR TWEETS in that location\napi = twitter()\ntweet_pop = []\nplace = api.trends_place(id = 395269) #Caracas\nfor location in place:\n    for trend in location[\"trends\"]:\n        tweet_pop.append(trend[\"name\"])\n        tweet_pop.append(trend[\"tweet_volume\"])\n\n# find top 5 popular tweet topic based on tweet volume        \npop_list_tweet = [tweet_pop[2*i:2*i+2] for i in range(0,math.ceil(len(tweet_pop)/2))]\npop_list_tweet = spark.createDataFrame(pop_list_tweet, [\"Tweet\", \"TweetVolume\"])\npop_list_tweet = pop_list_tweet.withColumn(\"Tweet\", pop_list_tweet[\"Tweet\"].cast(StringType())).withColumn(\"TweetVolume\", pop_list_tweet[\"TweetVolume\"].cast(IntegerType()))\npop_list_tweet = pop_list_tweet.sort(desc(\"TweetVolume\")).limit(5)\npopular = pop_list_tweet.select(col(\"Tweet\")).limit(1).collect()\nres={}\nfor i in popular:\n    res.update(i.asDict())\nmostPopular= res['Tweet']\nplt.title(\"Most Popular Tweets  \",fontsize = 40)\npop=pop_list_tweet.toPandas()\nax1 = plt.subplot(121, aspect='equal')\npop.plot(kind='pie', y = 'TweetVolume', ax=ax1, autopct='%1.1f%%', \n startangle=90, shadow=False, labels=pop['Tweet'], legend = False, fontsize= 35, radius=7)\n\n\n#search the most poplar tweet topic and retrieve tweets on it\ntweets = api.search(q=mostPopular, count=1500)\nlists = []\nfor tweet in tweets[:1500]:\n    hashtags = tweet.entities.get('hashtags')\n    for hashtag in hashtags:\n            lists.append(hashtag['text'])\nprint(lists)",
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "name 'spark' is not defined",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-27-2564ede2f093>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;31m# find top 5 popular tweet topic based on tweet volume\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0mpop_list_tweet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mtweet_pop\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mceil\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet_pop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0mpop_list_tweet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mspark\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreateDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpop_list_tweet\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"Tweet\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"TweetVolume\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     13\u001b[0m \u001b[0mpop_list_tweet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpop_list_tweet\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwithColumn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Tweet\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpop_list_tweet\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Tweet\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcast\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mStringType\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwithColumn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"TweetVolume\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpop_list_tweet\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"TweetVolume\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcast\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mIntegerType\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0mpop_list_tweet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpop_list_tweet\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdesc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"TweetVolume\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlimit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'spark' is not defined"
          ]
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "spark = SparkSession(sc)",
      "execution_count": 28,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#Enter WOEID oF Location to know MOST POPULAR TWEETS in that location\napi = twitter()\ntweet_pop = []\nplace = api.trends_place(id = 395269) #Caracas\nfor location in place:\n    for trend in location[\"trends\"]:\n        tweet_pop.append(trend[\"name\"])\n        tweet_pop.append(trend[\"tweet_volume\"])\n\n# find top 5 popular tweet topic based on tweet volume        \npop_list_tweet = [tweet_pop[2*i:2*i+2] for i in range(0,math.ceil(len(tweet_pop)/2))]\npop_list_tweet = spark.createDataFrame(pop_list_tweet, [\"Tweet\", \"TweetVolume\"])\npop_list_tweet = pop_list_tweet.withColumn(\"Tweet\", pop_list_tweet[\"Tweet\"].cast(StringType())).withColumn(\"TweetVolume\", pop_list_tweet[\"TweetVolume\"].cast(IntegerType()))\npop_list_tweet = pop_list_tweet.sort(desc(\"TweetVolume\")).limit(5)\npopular = pop_list_tweet.select(col(\"Tweet\")).limit(1).collect()\nres={}\nfor i in popular:\n    res.update(i.asDict())\nmostPopular= res['Tweet']\nplt.title(\"Most Popular Tweets  \",fontsize = 40)\npop=pop_list_tweet.toPandas()\nax1 = plt.subplot(121, aspect='equal')\npop.plot(kind='pie', y = 'TweetVolume', ax=ax1, autopct='%1.1f%%', \n startangle=90, shadow=False, labels=pop['Tweet'], legend = False, fontsize= 35, radius=7)\n\n\n#search the most poplar tweet topic and retrieve tweets on it\ntweets = api.search(q=mostPopular, count=1500)\nlists = []\nfor tweet in tweets[:1500]:\n    hashtags = tweet.entities.get('hashtags')\n    for hashtag in hashtags:\n            lists.append(hashtag['text'])\nprint(lists)",
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": "['SOULIV', 'SOULIV', 'LFC', 'LFC', 'LFC', 'Liverpool', 'PremierLeague', 'Football', 'EPl', 'Saintsfc', 'LFC', 'LFC', 'LFC', 'SOULIV', 'Liverpool', 'Southampton', 'LFC', 'LFC', 'Liverpool', 'SOTLIV', 'SOULIV', 'SOULIV', 'Liverpool', 'Hendo', 'SouLiv', 'LFC', 'YNWA', 'YNWA', 'LFC', 'Liverpool', 'LFC', 'YNWA', 'Saintsfc', 'LFC']\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#get top popular hashtags used in tweets for the topic\nrdd = sc.parallelize(lists)\nnew_row = Row(\"Hashtags\")\ndf = rdd.map(new_row).toDF()\ndf.show()\n\n#calculate percentages of the top hashtags\nfrom pyspark.sql.types import StructType\ntotal=df.count()\nresult=(df.groupBy('Hashtags').count()\n    .withColumn('Total',func.lit(total))\n    .withColumn('Percentage',(col('count')/col('Total') *100))\n    .withColumn('%',bround('Percentage',2))\n    .sort(desc('%'))\n    .limit(5)\n    )\n\n#plot popular hashtags\npdf1=result.toPandas()\npdf1.plot(kind='barh',x='Hashtags',y='%',colormap='winter_r')",
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+-------------+\n|     Hashtags|\n+-------------+\n|       SOULIV|\n|       SOULIV|\n|          LFC|\n|          LFC|\n|          LFC|\n|    Liverpool|\n|PremierLeague|\n|     Football|\n|          EPl|\n|     Saintsfc|\n|          LFC|\n|          LFC|\n|          LFC|\n|       SOULIV|\n|    Liverpool|\n|  Southampton|\n|          LFC|\n|          LFC|\n|    Liverpool|\n|       SOTLIV|\n+-------------+\nonly showing top 20 rows\n\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 30,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f6a6c857f98>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#Details about the tweets on popular topic (Tweet, Retweet, Likes, Creation Date)\nlist_tweet = []\nfor tweet in tweets:\n    data = re.sub(r'\\w+:\\/{2}[\\d\\w-]+(\\.[\\d\\w-]+)*(?:(?:\\/[^\\s/]*))*', '', tweet.text).replace(\"\\n\",\"\")\n    list_tweet.append(data)\n    list_tweet.append(tweet.retweet_count)\n    list_tweet.append(tweet.favorite_count)\n    list_tweet.append(str(parser.parse(str(tweet.created_at))))\nlist_tweet = [list_tweet[4*i:4*i+4] for i in range(0,math.ceil(len(list_tweet)/4))]\ntweet_df = spark.createDataFrame(list_tweet, [\"Tweet\", \"Retweet\",\"Likes\",\"Created_At\"])\ntweet_df = tweet_df.withColumn(\"Retweet\", tweet_df[\"Retweet\"].cast(IntegerType())).withColumn(\"Likes\", tweet_df[\"Likes\"].cast(IntegerType())).withColumn(\"Created_At\", tweet_df[\"Created_At\"].cast(DateType()))\ntweet_df.show()",
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+--------------------+-------+-----+----------+\n|               Tweet|Retweet|Likes|Created_At|\n+--------------------+-------+-----+----------+\n|RT @AlexGoldberg_...|    293|    0|2019-04-05|\n|RT @LFCUSA: WE AR...|    906|    0|2019-04-05|\n|RT @_lisa_anderso...|      1|    0|2019-04-05|\n|RT @brfootball: L...|    448|    0|2019-04-05|\n|@live_forever07 @...|      0|    0|2019-04-05|\n|RT @theinfonerds:...|      2|    0|2019-04-05|\n|Another 3 point c...|      0|    0|2019-04-05|\n|Premier League Ti...|      0|    0|2019-04-05|\n|RT @robertmarawa:...|     70|    0|2019-04-05|\n|RT @ActuFoot_: Ma...|    246|    0|2019-04-05|\n|RT @BleacherRepor...|    596|    0|2019-04-05|\n|Now with Liverpoo...|      0|    1|2019-04-05|\n|I know as a unite...|      0|    0|2019-04-05|\n|RT @NBCSportsSocc...|    724|    0|2019-04-05|\n|RT @MelissaReddy_...|   1537|    0|2019-04-05|\n|RT @RyanMason: An...|   1519|    0|2019-04-05|\n|RT @HopkinsBRFC: ...|     16|    0|2019-04-05|\n|RT @MaddockMirror...|    318|    0|2019-04-05|\n|RT @DevilsOfUnite...|    498|    0|2019-04-05|\n|RT @MaddockMirror...|    318|    0|2019-04-05|\n+--------------------+-------+-----+----------+\nonly showing top 20 rows\n\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#retrieve top 5 most retweeted tweets\nmax_retweet = tweet_df.groupBy('Tweet').agg(func.sum(\"Retweet\").alias('Retweet'))\nmax_retweet = max_retweet.sort(desc('Retweet')).limit(5)\nmax_retweet.show()\nplt.title(\"Most Retweeted Tweets on \" + mostPopular,fontsize = 40)\npdf2=max_retweet.toPandas()\nax1 = plt.subplot(121, aspect='equal')\npdf2.plot(kind='pie', y = 'Retweet', ax=ax1, autopct='%1.1f%%', \n startangle=90, shadow=False, labels=pdf2['Tweet'], legend = False, fontsize= 46, radius=25)",
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+--------------------+-------+\n|               Tweet|Retweet|\n+--------------------+-------+\n|RT @MelissaReddy_...|   7685|\n|RT @LFCUSA: WE AR...|   4530|\n|RT @BleacherRepor...|   1788|\n|RT @Fla_Humor: Em...|   1638|\n|RT @MaddockMirror...|   1590|\n+--------------------+-------+\n\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 32,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f6a691ec048>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Z/Yg2Z+GkrFmJ9usd4Eng0WbHicmzsTjd91Xl2XiXaNfuafdzb2aL0/1sDCKejTvcfXSJcyxNPOOVZ+N9ou26392fbWFdDVg5KWveJPkN4hl8pFXltFIyl1mDmMsMI+agbxJzpP/2Yn7Y2sn/dCo1ZhhJ/P6DiWf3DWC0u7/SxrJnBFYl7tc5gC7iubhkemu7zWw5Ynw5N9EWvwU8Adzn7i0JtpvMN9ame4z0GfACMX59sRVltIuZdQGrEGPXOYl24C3gYeCRXq4tVsqYke6x1jCq+5NXiP6k131igzosQfyHc9L9ye3ufn+BvIOBdYh1kWHEPPI5Yvz7Ztsq3QQzmxVYkmhXZifGZh8R49qxRN/XtnlvX9xPSTnTzDVpl776rVPl9cl4qka5c9E91xhEtBsvE8/vdNVftVoyP1yS6rWVt4h1jmfaWG5/YkxcafMHJGVf2c6xTSck8/hViLF/ZSxVWTdvSVtrZgOItfkRxFhmIjEXGz0V7Lc01O5xWPL7jCTut7mJe30icc+9QYwx3u5tOQ3qsBAxpl8AmJmY99/v7v8ukHcGYgy5IDEn67MxpJnNR6yDDif6kU+JueBTRP1b2o+kyh1MrC2OJNYvIK7VhVqb7ylpU1cj9v7nIK7TW8AD7v5Yh+o0kOhflkrqNASYRNz7rxNjsifdfVwn6ifVknW1ynhgduBD4ll/2N3/18ZyhxNrDgsT98hE4Bl3/0cT51qcaK/mBfoR/eBYoo2f0sI6DySetwWJMcxAqvc+Wjr2TNZ0VyZ+o+HEWPdtok28193faGV5nZKsfS1PzMfnIsYDrxJr4w+0sdz5id93Qbr3+8a4+w0F889KrJnOTVyficSz8wKxZvqF6rPMbEVivFUZ975BzD0fateYISm3Mm6Yh7gO/Yjn8iVizN3r98GSZ3ExYm5dWbOq7OVU3vl5slPzTzNbgO53sIYS+7LvEePdB9396TaXPxRYkxi7DSH2HV8n3sd7rQXnn4kY59R7T+5Z4vdv6j25aYGZjSDayWHEuPxjor15wt0fbmO5sxL93qLEPGoy8Lq7n98g3xxEm75Ikm9Goo39CHiRuGZPt7NtmB4l6+dfoft9pso7Vve4+3MdqtMX/vmcVqTGW4vSvQ74HtFf3+fuL7Wx7AWIMVf6HauH3f2mkuep/A3LE3/DFGLv6Al3f7DFdZ6ZGOfNR7S9RjxvLxPj/pa+b57MM1YnfqPhxFrpm0x771hp719kKjDikGsq7aWIiIiIiIiIiIiIiIhIrpnGv3H3vK/dtUan6yEiIiKdNwXefXhhG3Pehl0LvTaHrdLp+oiIiIiIyFRnBeCOTldCRERERERERERERERERERERERERERERER6r38HyqwVLHYOIijH9OgPRGDIir8Au7r7pFYX5O4fmNkmwNXAhkny14E9gDN7cd6JZvZXYL8kaQ5gM+CyAtlHZT7nBrsqIwlesx3wPSKI88A6h35mZrcAv3T3u1pVfp06LQ2MSSV97O6DC+ZdEzgA2JwI8pVngpk9CFwD/KVI0HEz2wzYF9iICO6XZ7yZ3QdclZw/9/k0syHAVsCmwPpEMMe8498ELgJ+26HA5fXaodKSINl7ALsSAcu76hz6kZldDRzt7k82U1ZS3trA0cA6dcr6NHlej2hVECozWwb4FfA1IpBS1iQzuxL4edmgyWZ2BxH0sOJMd9+ryXrORQSUSvdt27j75c2cT5pnZvMCRwA7ATPVOeYR4p65osR5VwbuSyW94+5zFsy7LvBDov+q119UfGZmDxBt7EXu/nzROk5tiv5mZjaSCFCftpa739lkufsCp6SS3gfmcfdPC+RdAvgJ0acMyznuUeA0ot0oPK4ys3HAzKmkZdz90WRcsRNwILWDPd2c/FM5z5xE8Nq0Ie4+Lukb9gf+jwh8V6seY4FTgVPdfXLR+tc4zybAQUS/UO/e/tTMbgN+4+63NVtWUt5qwKHEWHPmOodNMrO7gBPdvch4saOSIOjbAxsQwQNnyDl8StI+nAz8teS91+ie+R4x3l60RvazgXsbnH8B4tnZEvhSznFjk/Od5O6flKj/k0Qg54qvu/t1yXerAUcCG1N7fDLZzK4DDnX3MTW+7xUz+5T61+2JeLzr+q+7r96GOi0C/Aj4JhHYNc8UM3sCuIG4r+5rcHy2rDWJtuurRGDbeiYmz+alwIWNgm4n7XH62cjrP6eY2f3AScDfyrRrZjY3PdcDBrn7p8mz8QNiHrNIjex/BEY3OP+CwCHEszFvznFPA2cBJxfpr+qcYyBwMLA3EYi01jHPAScAf+xN+98KZtZF9H3fA1al/lzmQzP7FzGnfrTBOb9EBJHPM7HOc3mnu6/VIG+uZN57dSrpcXdfqkC+BYAXMskTgNnd/eMGeY1o39NzyhWLBNVN7s+fEfPpvHHPI8A5wOnuPqHReVP5fgb8IpV0kbvvlHy3cFL2t6g9Zn+QBs9XiXrMRKyHbZX56nfAwdmA5klflX7mN8oLeGxmawG3p5JecfcvJd/1J+7xA4ERdU7xnpmdDBzf6Hrn1GEBYt68NXXGSGZ2D3BUqv/cCbggdUivn4FmmNkgou3alwigXMurZvYb4h6cWPL8SwHfIPqT1Wjcn4wGTgQuLtmf1Gp/Brj7pKR93jf5Z6Ea2f8A3J9z7oWBY4EtgEF16n0jMcfNHbO1S9Kmr0vcg+sTAebzBkGfJHU+ruy8L+/ebff9lKrDVHdNavwuaWuamdf5rmJPdz+rRHl98lsnZbV1PJXX7pvZGsRcY0PqzzWuJeYapdYly0jasvQ46ENinJDbTpnZDMB79LxPv+zuTxco9wHiP/ZVsW2ReXYy/zyUGM/Pn3Pc03Sv049rdN5Uvrx2YDhwGLFeXmt+8hYxJ+k1M+tHrK3sk/nqb8Aod/8sc/xNRH9Ukfvc5fUtyfc7Ec9GvfHmx2Z2NvALd6+1J9GQmc1B7AfsQJ25pZk9Bhzr7hcln+uOjfpSu8dhZjaCuMc3IvYYaq5Dp45/lOjzzys75zOzSVTvq41097FJ/7srsQa4TI2s1wD/zjnvcOCXxJh8aJ1j7ibGkNeXqXMeMxtM7Ed+ixgz1POWmV1CzAUL7+Ob2VnAd1NJx7j7z5LvlifmIVtSe7/pSmrv4X0hJfuvhxLrDLPXOeYF4BjgnKLj5+Qe+CiTPKxIW2WxF34wsC0wpMHhk5Nn7zpiv/mRIvWbGhX9zZL572tUP9N7uPvZTZa7IXBjKsmBhYvsWyV7dT8m5ggL5hz3PHAu8LuS44HRwEqppO3d/dLku02IPnIdes5LXgH+kTnX21Svq6zi7qOT73YmnoMl6lTlNTM7l2hrxhetf5aZrUSMYTYG6r3fMTlpl09290uaLSspbyTRHm5Onecb8GQ8eCZwVqfXEuvJez6S8cAPiPFA3nrpacSeUpk9l7z7Zgdi72ylGlnvJNbi653XiHX9/Yh18Xrv1owzsxuIe++BAvU9ktg/r3gOWCS7LlZUss60WirpLHffs8ZxBwC/TyVd4e5blyinP7HH/gNqr6kAvGRmvwdOadW7cMl12J4Y669J/vtgNxNj7nuaKGcEsZfzLRq/M+TJXtmNxF5O6fJK1Gso3e9grUfjd7DeAC4k2vJXS5Z1OdXrtv/n7icm340EjiLezat5DZJ28bBm9qAt3n86gHiHI29/FuI9ufQ7HM/VON+txO9Vsbu7n1ugHifT/U5kxcnu/sMCeXcn9l0rbnH3Deodn8k7GzGu+gbw5ZzjXiPW149193eKnDvJl3dt1wB+CmxC7Xaux/udyXO5M7AX8BXy1x4BPkjuj8uJvcMPitb9i8Zir/QIYBfqv2P1KLHWWfj9i2T+ld6r+sDd8/aS03lb+nxOK4r+Zma2EPAM1c/Beu5edw2gQbn7AKenkj4E5i7yPoeZLUaMvTel/jpxZf3odOBPZdaKzex9YJZU0gru/lDy3Y7EmGuFGln/DXy+t2dmsxLrpGmzufv7yXhjP2LMWHMNy8yeIcaMJ/XyHauNibZ3Herf259ZvGN1nLvf0mxZSXmrEPOMjch/x+pu4m/7R51jOsLMtib/3xNYLmfv4yR3PyBzvoeA5VJJerdXpDmLUGc9WURERERERERERERERORzPuWdFR/8fd33kkREROSLYfxAHrti9a73rl7NVp7Y39btdH1ERERERGSqtWKnKyAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIq1RK/hzu9UKLt50IO2pmZltTgQZqvgXsHOrgrfVkgRn3g5IB+4+Lgl61BvZIFW71DwqJQkkvWMq6UMiQFWvmdmywL3AJcBXqR+4DiLozNeBO83soiTQ+1TDzPqb2R+BO4gAZTMWyDaQCEx4NBG8M+/8M5vZFcDV1A9CljUTsC5wAtUBh2ud/6vAm0Tw8h1oEEQvMZwI7vyMmfUIqNgHWtIOmdlGwBNEoKTVyG9ThxC/z6Nm9uskyFuZsvqZ2SlEoKf1csqaEdgNeMzMtihTRp1yDwPuJwKp1gosDdCfCFr8gJntVbKI0zOfd0gCnjZj96QuFa8R932fM7NTzcwz/+QFBZ9uJH3f40QAw7wA8ssCl5vZGUnQ93bVZ0ASxPg2YBvy+4uKGYA1iEDyB7erblMTd3+a6IfSRvXilNm8f3X3T/MymNlMZvYnYAywKzCsQRlLE+3vY719vpJAoTcAfwaW7+W55gHuIfrQ+XIOXRQ4EbjHzGoGcG5QzlxmdiMxvtyQ/Ht7RmIMcKuZXZH8vWXLG2xmfyH+tq2oH2QPoi1eB/inmd1hZvOXLa+vmNn5RF9+NDH2aRSIswtYmbhXHjCzhVtQhwWIce1JxH1RNn9/M/s18BTwfeoEd0xZFDgWeDoJQto0C0cDdxH3WL32vB8R6PSBJKDldC0JDv4YsDdQ5HnrApYixsdnlihnfjO7nmi/twUaBZ8dQNznpwDXNjj3RUR/fhTxPDfqP7uAVYhg2fcnAVx7xcwWBEYTgdYXaSL/ADM7nng29gHmbZBlJPAb4tlYs4nyFieC2x4D5LXrCwF/AG4zsznLltMqZrYk8AAx11+d/LnMUCKY+8NmdrqZFRlPdcq/qZ7bLZn0zY3UCi4+kLj/G1me6kD37wAP52VI2s8jgf8Be9B43LMsMW54wszWKlCnXGa2C9FO7Ub+mL3XzGw4cCvVQdOnAPu7+0HuXi/AbSvKno/oo04GRuQcOhsRKPy+JE/ZcnYn2swdyR8jrQ78y8z+kKyZdVzSFjxCjIXqBrkm2tCTgFvMbJac47Ln/zvwKHAksDbF+pNVgb8Q12PBomXl1GEhYl3jt0QbXDb/3sQc5ZvUXk+CqPfXgLvNLHedrh2SOfXLwC3A/sAyVAdRr2UQsCVwh5ld2Ir10nbfT6lypvpr0m59+Fv36XgqU7aZ2THAncDG5M81tgAeNLNv96bMPO7+GLHWWDGUaK8a+Qq179MNG2U0szmoXqOYQqxvNcq3D/AMcCDQaD4+kmijx5rZNo3OXaDsjYEngR/SeH7S27JmJvab9sl8dRzwnWSvrF1lz2Jm1xJ7IkvlHDoz0S4/0szalZltRvye3yd/brkUcKGZ/XNq2f9q9zjMzI4DniOu90YUG9MuTexHPG5myxUtK6cOcxJ97zlE31s2/1bEmtSe5AeeXwO4Ltlz6PUY0sx2BZ4FfkH8JnmGEfffWDP7XgvKPoSY529H/f0mSZjZSsS87VBg9pxDFwT+BFxjZu2e3x1JrH3sSux7NtIPWA74CfC79tVs6uHu44GLM8mjenHKbN7b3P35vAxm1pVcq7FEn9xoXjWCWAMcm/TlTTOzgWZ2DrFvsS6N5yV555rZzK4i1uKXyDl0HuAwYIyZrdxEOYOSfYL7iDXWvH3qfsBawMVmdk8za6AWe/4nEOsIu5D/fBuwEnAG8Y7BSmXL66RkTegOYk2r0Xrp8cR4oFd7LmY2NBmn/YX47crmXxT4L/A3YE3y360ZTNwzo83sXDNr9J7PeUB6HWwhiq091qrn4sT7KWnnNnOuBuUsTDwbJ5C/pjI/0c7fZb1/Nw0zW54YM/wdWJ/G74NtSsz/LyhwHdLlfI94Fr9P9fpu3SxEe7Q/cT3bwuI9pDeI9u/bFHsHay7gIOBZM9utRfXYnVh72IH8a7AGsQf98xLn7m9mZwH/IZ6jRvuzJHVYnRjH/qTOMTdlPjeceydq7Q80m/fmIpnMbD9iXH4Y0Chg4DzE9X3GzL5TsF71yrVkX/lOYu+20BwjebbvJvaU1qRYHz8LsX98BvHeptRgZpsSc8N9yJ/bLk28f3Gmtfcdq3Y9n9MVd3+O2JNMG9WLU2bz/t3dP8nLkIxjzyDmjaPIXyeGWD86lRasi5jZrGZ2HfFuwAq9PNdcxBrS78h/12URYp/nXjMb0UQ5w5I6X0+sJeXd2zMQ+ws3m9lVZpY3Zq9X3sxmdiExttyaxu9YrQ1camZ3tWJvTESmewoSIyIiIiIiIiIiIiIiIg0t+sxl/xs48aMi78aJiIjIdMbhk2fn4vaf79TviVEH9V/qsjW71prYv/i79iIiIiIi8oXUq39HSEREREREREREREREREREREREREREREREph5tC2yTIxt8bgLwfgfq0VZmNpAIylfxLBFAeUqBvKuY2d5mdoSZHWxmO5hZXqCWKu7+IRH4cFKSNCu9DBTk7vcTgW8qNksC9ebZmAioVXFxoyA7RZjZ14mgh6WDUQLfIYK3tzWQdknnAXu148RJ8KprgC3bcf7E7ECz/5GCGYA/mdnhLaxPEbWCYL5R5gRmtjdwLREoqYx+xPN4sZn1L1hWF3Gf7EvxoK9DiCBmRQPs1Sr3GOAYigeVHgj80cxGlSjmUuDt1OfBRDDEUszMgO9mks9x90m1jpf2MLNtgcuJoIRF7Q38qj01AiJY7ag2nn96cl7m8zfNbFDZk5jZUvQMEJw9dzbP3ESgvz0pGDAz5cvAHWbWVMBfIiDk9RQPSJpnViJAaZmAUSsTAV4Lj/WSYMp30VydtwRuL1necOBWmmifiWCmd5vZMk3k7Qvz9SLvMkRw7cV6cY65gNuA5ZvJbGZDibHeTygWSDRtPuBGM9uumbITJwOHU3xe2R+4wMw27kWZUzUzOwD4PeWvR9ly1iCCiDf7Wza6Zr15NpYjno1Fe3GOeYh+YdlmMpvZLMC/gIPJD7Jdy5eAm8xs6xLlLUa0k0uWKGctov/JC0zcFma2FjGnLhuotosIpnytmQ1pecVawN3HAfdmkov0l/WOaSbvrXlrP2Y2ALgAOILybcXCRNu9bcl86fJ3IQKOt/0/NmhmXyYCnK+aSv4E2M7dT2lz2fMAtwOrlMi2BPH8F/5tzGwf4CzygxBnfR84rcTxbWFmSxIBycu012sBlyVz8CJ605+sQPQntdZwipqP6E+Wbiazme0PnEHxtroL+JWZHdJMeb3QRfUabFk7EkG5y/aZn+uj+2lauiZt04e/dZ+Op2o4DTiM4muhA4CLzOyrvSizkVsyn9s9xvgq1X//A+7+Xr2DLfwGOB0YWuD8aXMBl5rZviXzpcvfALgamK3Zc5Qoay6ifd88lTwZ+L67/8TdvY3FDwZuBL5eIs88xL7UsKIZzGwL4J9Ao324tG2I9faya2st1UfjsHlLV6zbQsCdZrZ6L84xBLgJWLeZzMl4/lJif62oHwB/aKa8pEwzs+OIddrC92JiJuA0Mzu2F+UfDhxLh+/PRbEIzQAAIABJREFUaYWZrUysM8xfItvXiP2QtjCzXxLz2EJ7m19w52U+r9XMOlmy9rJNg3Nn88wEXEZcq7L7O3MBV5vZTiXzfV48cQ/u1mT+tP7EfuPmjQ5MqayZFN6fMbM5iDHeLhQfd1asRux9FP4PsyZ7bv8ADqL8s7Q4cNs0tLY+hBgzrVYiz/LEftmIJsuckZjDlBmnfS5pe++k3BgG4t4ZRYxl6o6F3f15YgybNqpkWfXyPeXudzV5rpqS63Ar5favViHGSGXnI+lyNyfWrsvstVbsRFyHhu8qJGt6p1G+rewLc9C7d7DOMbNDe1MBM/sBcHbJehxVYk55AT3f72mFmzOfN2iUIZm/1NrbWTL5rpHsOkS2Dtny+pvZmcQea9l3F2cBLjSzH5XMl3Yisa9cZo1oCLEWVaZNlwLMbCvgSsrdC3sAx7WnRkD7ns/p0XmZz98wszJ7RQCY2eL0fL6y587mGU68Z7I35efZiwL/MbP1S+arGARcR8xBe2sWot0sM/5akRgzLlA0Q7LPdBfN1XlzYh2pTHlzEvOMHSk/z1iDmGeU3ccXkS+WZuZLIiIiIiIiIiIiIiIi8gUy46fv/HeBl2/5SqfrISIiIn1rUhcv3LCC/fu7B/T77JDd+6/95Py2RKfrJCIiIiIi04wllzl/mab/+2MiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjL16NNgk2Y2L7BMJnmMu0/qy3r0kZ2BRVKf93b39/MymNm3iECuC9X4eoqZ3Qoc5O4Pm9ncwGup74e5+9uVD+7+gJn9HqgEsNrNzA5393HN/DGJ8+kOhjQA2AE4Jef4UTXy94qZrU0EccreuzcBfwXuBd4AJhABotcC9gFWSh27OnAOsG1v69NbZrYZEbQm7U3gLCJQz9PAB0n6LESA5qWBtYkgjMMbFPE9egZTfh44kwg09izwIfF7DgUWTM6/PrBxUmZRU4DRxLV4GHgSeBv4iLhfZk/OvSlx7wxO5T3SzO5295tKlNcUM+sHbJRJngA8XuIcuwFnZJInEcHFLwfuJ/52gC8Rwev2I4KoVnyDuL6HFSjyZ0TgxWx55wJ/J37rj4H5iL/t+8BI4rpeRFznUsxslzp1u5gIXDYGeB+YG1iHeM4qAVJOI4KVN+Tun5nZuXS3VQB7EfdoGRtQ3eZOIZ4j6TtLEm1OJUjaDcT9dzfRrg0igtLvkvzTlcp7sJn93d0fbGWFzGw74llLe524v24BxhJtIER7Nx/RTq0LbALM2cr6TAMuBk4CKsH1hhJ95UUlz5MNVP24u99b7+AkmN/N9AwS+hwRJPXfyf//kAjiuBzwTeA7dN9vswD/MLPl3P3VkvU9ju7AeJ8Q98eVwFNJmXMT7dvIAuf6A3GfQ7TLpxGBw58l2u0RwBbAvkQg2oqFgSvMbLVG4+Lk9/oX1X0KwFtJeVcBLxDP2AhgS6JfSAdQXooISr6qu09oUF4/Irj2ypmvxhF9YeXvmwDMD2yWlDdf6tj5gH+Z2bLu/m5eeR30PtEu/IcYE1TGSOOJMcv8xH3ybaLfq5gduDi5dp82Ue7ZdI/93wNOB64l7vnxxG+3BjWCBSfX5qpMfSDaubOTv+fp5G8bStyb2wK7E8GMSf73AjP7n7s/WrLue9I9np5IjPUvAx5N/pbZgFWBHxJj8s+rDpxpZos1+ZvVcjwx3gQ4mOqAnWcCeffdiy2qQyW497GZ5E+APwPXEPfWO0R7MBQYRvQ7qxLPziIUYGZLEoHgs8FQ3yeuw3VEG/Y2ce8MA1Yg5hDbJJ+Leo+4l25P6v8M8Wx8QjwbCxDPxg5UX+c5iGdjDXf/rER5FecScxOI63ca0fY9T/ez8RW6r/vnzKw/8XuvmfnqNWJ8eCsxBqg8G0vS/WxU/iMKMwIXmdnK7v5EXkXNbBBwNdFfpD2X1Ps64BViLPRlYHvi+RlA9C/H552/1ZJAq1fTc673DFHfG+iu76J013eG1LEbEPdarTn1h8BvUp+HEP1C2nGA18j7fJG/oYCbqL7+GxJzmDzZgOPpvI1kA6I3mtceR891gCnEmOuvwGPEOsDcxLh0H+IZrpgR+JuZfcXdRxeoX9pIqq/b3cTzdjuxljKIGD9sS/T1TTOzNYErqB7zvAVs4e7/7c25C+gHXEJ3H/sCcX/fDLxE97hlU2Iumq7j4sDhwE8bFWJm6yTnzQYivoH4Xe8l2uLZgGWJ8eu3kuP3ome70ZeGUH19HgX+SIy9XyWe0YWIfuMAqvuc9YmA6WXm7e8Sv/8dVI+1Kv3JgkR/8h2ifa8YBvzdzNZsNG6t43ziWkP0wen+5BNizWZNagSTNrONiflR1jXE9X0gOedwYry2J9HXAhxDjOk64TniHhxNtCevEGtzk4i2fyRRz12pnlOsAZwA7N9EmX1yP00D1+RRuvvApYgg5xUv03hu/XCBMvrqt+7T8VQN36O7v5oAnEesuT5G91xjNeJvTLcZXcBZZrZEk2PQRm6iug/fEPhFgzzZcULF+mbW5e5TSuRtNMbYH/hxjfQrifbwQbqfkVWJZ2S91HFdwClm9pK7X9GgrKzZgb/QPT5/jO71t9eScy9AzHveKnnuKma2ONGWj0gljwe+7e5X9ebcBZ1N9zrSW8Q8/jqib/mY2JfakLgWC6TyDQNOpOc4sAczG0ms+2f/I2//JX7XythtCDF22Z54/voT45tO7rn2yTgsZRxwG9EOPka0TR8Q12JmYk9tRWIt8WupfDMTY+oV3P29EuVV/J5YoyQp64/EPOtpot+dh1hLWyCb0cyWJsb92X3OO4E/AXcR6+lzEPOA3ejuU/ZOzt2MX1O9DwPx7FxIPFMPE2O2GYjnaxNiDTO9hnCImT3h7n8uWfbadPfJEM/MRcQ9/SbRlyxCrLtNLHnu6dEcRL83JPl8P93r5K8TbeoixLO/L9Xz9a3MbHt3v6SVFTKzZYFDMskfEmOw64D/EX30ZOJ6zkWsea1BtP3z8wXi7nea2VPEOlDFrkQbV8a3gJlSnz8i1uprMjMDLiXeIUh7i3g34mZiT/l94v5aDNiaGBMMSo4dAJxjZk82sebwA7rfS5hMPOeXEnvK7xLtyZL03Kev5VC612QmEePBv9G9J/4lol3/AdXv1swKXGNmSzZq35Pf62Li3ZG08US7/k9iveyzpLyvE2tc6bZ9Lrr3Pt4s8HedBmyVSav8fZU9/3FEW78BsSa0VOrYwcDlZraiuz9ZoLxOOpFYC4H4Tc+g+zedSPyOWxDXMP3OywLAVWa2UhPrAL+ke37wKdF2XkG0UZX3GpYn2qcqyftX19Jz7bwylrmOmNfNQLTB2xLXZ1Dq2DWJ8cUm7l5r7ROi3Vwv9fkbZravu39c7E8EM+ui57sj5xXNX7CMgcT+U3Ys8zKxF3ot3b/HosR+/F7EPHAp8t8jyyt3PaIP7Jf56gaiDai8DzaJuJ5rE/PH9NrpmsSY+Zs55cxHrIGkfUqMi66iey9nItFeVvZyViH6tSJ7xq0wme53sB4Bnkjq9SExV5iD6new0msAv0zewbqtiXLXJfaXIdYZ/km0l/cl5Q8mxsJ70HOP4NdmdoW7v1Tv5Ga2FTHuS3uD6nc40u/JVd7hqLwnl7fHdV+St7L/MZeZLePuY3Ly1Ju3Q4O9hWRsn17j/YC4Znn+SMzf0j4knuMbiHnNu8QYYBHi+v6A7r/JgOPM7HF3v6ZBWVlbU/0O4WXEszWauLazEfd3dt56ND3v+0eI8cXdRFs5jmgThhLtwtLE7/dVqttK6bY48RxV2rybiHaoMieckdjf34mYF6bfsfo/M/tbE+O1XG1+PqdHlwKn0v0O7GCiTyz7jvSozOen3P2uegcne9M30fM9/OfpnjtW9mBmJcZk2xP3UuV+GwpcambL57XZdRxLrM1C9J+Vd6z+R9wf8xB98+IFznUy3ePd8cQ62z+T+k8k9o42J967Tb/DNwK40sxWcffcdQQzm4kYuyya+eptqt+xqpy3MkadPXXs4sQ8Y5VG77gkY7VLifXXtMr6UeXvq8wzNiXmGel58zx0zzPeprOeonrvP7vX/CYxxq3ljnZVSkSq5kAiIiIiIiIiIiIiIiIi1dw/WPGB343odDVERESkbzhMeXsooy9av6vfXUvYipgt2DiXiIiIiIhIDwOIf1fsgU5XREREREREREREREREREREREREREREREREesfqx1CrcbDZkcAR6TR37xHsPSf/GUSg1bSfuvuvClei/rn3pWdAtGGdCuZhZo8TAYUA/uHu38g5th8R1GW3AqeeAPwfEdTktVR6j7/VzOYhAq1UAkjv5e65wcrN7G2qgwf/n7ufmDrfS3QHtbnf3Veuc55Zk/rNmCQ94+6Lpr7/GxGAs+Iad08HeK91zjmBh4hASBUvAju7+38a5D0IOI7qwE67uft5OXkGE0FB03LvqSRQWToI2sfuPjjn+CvoDgIHcA+waZHgyUngmy2A4fWuq5k9THeQSIhgjd9uFFQnyTuQCPD3qbtfmnPc2kRAwHPd/Y1G503yzE0EfNswlfywuy9fIO/mRBChtFWKBugysz2I5y3tMnfPBtmrl38pIkhiOnjsQ8B33P2JnHwDgN8RgYUrpgBrNwhAtSQRaD4duPw1YHN3r/kveCVBq06lZwC8iv3c/dScMuciAjSmgzKNA7Zz9xvq5OkHHAn8rM5pf+vuB9fJuwgR5Dvdn6zo7g/Wq2ONc1xMBN6quN7dNymav9XM7FQisFXaMu7+aIfqMycRrDgt9z4ocM5afyPEvfIdd88+p+m82xABL9MB289z99x+0MxWJgJQVrzj7nPmHH89sHEq6XZgC3f/oE6WdN5+REDhWdy9XtCtXjGzq4mApxV1+9VelFH2Nzsf2CWVdJO7FwksXcnfjwhemw7a+SN3zwaEzStzEjHe/I27T87JtzIR0DY9Lmj47JvZOKqDuVY8BGzl7i/m5U+dp9ZzVTEG2NLdn6+Tdy4ieN1ama8OdfdfNyj3TCKoZdoNwI71xihJv3tJjfJOcPcfNSjvp0QA6LQHgW3c/YUaWTCzoUSwumzfeqm7b18jSzrvwcDxqaTccXRvmdlhRFDYq/Put0yezYhA7LOkkr/v7qc3yJd3z9wI7ODu7xSpQ3K+XxFB3dN+Bxzm7p/l5BtJBJNMB48cAyzv7lNy8j1JBLjPepK435/OyXsi8MNM8k7uflG9PM0ys0+JYLkVS/RVYHczO5wI6FvxGrCeuz9VMP/qwMbufnTOMYOJoMLZa3EBcIC7v9ugjEr/9lV33zfnuJ8BDwPXlng2tkzqMTSVXGQOOjfVc9u064hxRcP5Uep8xwHZtu144GfuPiEn32LEs/HlVPJDxLi07sKJmf0WODCT/Fdgz3pB6M1sGeBqegaDrxjg7pPqldksMzPgNmCdzFdnE2PDT+rkW4L4bbJBXvdw97MblPklYh0hrS1/X6rMtYH0GsEr7v6lnOOz8/h0sHMH5nb3N+vkHQi8R/X8cKS7j61z/IZEv52e+7xNjEFqzguT5/bnyT9pTwEruPv4WvmSvD8DflHjq8nAvu5+Rr28Nc51FvDdVNIx7l5z/mdm2wN/pntNCGLO93V3f6ZAWWOJQO0VG7n7TTnHr0WM9Ws5mRiP1nz+zWxe4rlIB2N/D5g3b+3EzGYkAran800i1pouzMm3HjGGnaXG13e6e3a81hJmthPRRmc5cBhwXL1xQLIucSswPJX8hLsvWaDcnxP/cZp/lehPtiHun/R62u6N5mV12puKa4ixx/sF6zAYeJQIlF0xAdjF3f+ek29/4ESqn/GKi9x9pyLll5W0E38A/lRvrahGngHEtT8ylTwF+HKj57QT99M0eE2yv1FTz3cHn92+Hk9l2/2Kx4m5Rs17MhnbnEz1eivE+nfd+6JZZjY/sR9RMQGYPWfMNwvwDt37KekxBsCq7n5fj4zd+Qv3h8ma9Wiq+95PiHnmFTll7AWcTvW+ydvEOubrOfnq3ZsQY4+jSrT72fFK3WfTzNYh+tHZUslvEmvldX/LVP6bgA1SSXu6+1k5x+f1LZcS/VN2D6mSdygxn1kjlTwZWMDdX80p04B/A2tnvvoJcHy9ZymZY1wL1Br35o6He6MT47Ak737EGstleWsgNep6CdXrlke7+xF1sqTzTqL7WU67D9g675pmztMF3A2smvnqQODEnOu7PXAh1ftEFQ37GDPblJiDpvvD64FRDZ71oUm5W6SSxwFLunu9Z6PW3KGiYbs0Laixl/6HvDWWAuer9Y4DRJvxQ+C0nHtjZeAmqvuXe9x9jVrHp/KV2gM3s5OA/VNJY4m1pbr3QSb/+sDK7n58w4ObYGYnAAelknL355sso+xvdiiQfgfmRWBE3pioxjnuIPbgK8529+zeQPr4w4BjMsmnAwc3WDsYQbxDkH6nYCzxrE/MyTcaWKnGV68Qe3Fl9nmzz1XF60Q/f3+dfDMDZwHfznx1vruPalDmQUB27+pRYo3m2Tp5BhPvGWTLu9rdt6iRJZ13O2L8kJb7WyXztt8Q7welPQis1uD6ZN+peMzdl86rY7PqPB8VTxJ/Y721sjmJPeP1M18d5e5HNii33n3zWFLmc3n5M+f6F5DdX/wLsLe7j6uTZ1FibLpU5qsD3P2kOnlmIu7rIankUe5+fom6bgL8K5U0hRhjvlLn+AOA36eSrnD3rRuUcRQ91yIvB3Z19w/r5FmMGG9k15ArZstblzGz4cT8cZ5U8gvEes4dOfmMmL8eS/W8Zud6a3Rm9iPi/bGKt4i9nMfrlZPJvzJxjzUcRzYjWT9cjXgHq+a6dI088xLjtvSz9IC712qns3kvJ/aNst4EtnX3O3Py7kP0NWm/dPfDc/JcA2yaSrqTaOsbrtsl4+ktgTnq7U1Yz/fwDnT339c6Njn+PGDX5OMEYgw2KPn8Z3fftVa+JG+p58vMdibWPdMuAfbJ299L2spLgXVTyW8T63h1989yru0HxF7/rfXyps4xgLgXZk0ln0K0dXX3lVP5BwOjgEe8wbudUxOL916zv+3n79A2ec5a++UAHxNt3eU5ebcg3hVOv2N1obvv3KDM5YlxQ8UH7j5rzvFtfT57q8Y9Xehd05JllP3Nzqb6/czb3D07rskrr4uYK6Tfe8p9b8jMzqH6PfPJwFHAr/LW48xsRaI/nz+VfLO7b1gnSyXf+9Te0xpD9Ic13xuqcZ5az1XF48m56o3DhxHt5bqZrw539+z7TNm8pwP7ZJJvJtYnar6/Y/FO18X03FM/0d2zY/Ns3p8A2ev3MNHu1hyfmtkQYr8++z5VkXFb6bFeb5jZ1sBlqaRSz6GZPQQsl0raJq/9E5HaRhxyzZvAsE7XQ0RERERERERERERkarfYhH4PbDl+4IqdrodIXxvx/DV3LPz8tW3591RFRERk6jHFeOuBRezx8zfsWuSN2awt//6oiIiIiIh84ew5Ztcxdf87PCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMm3oanxIa5jZj4G9M8nvA3/qqzr0FTNbFVgilXRsgyynUR1gJs9A4FTgO40OdPfXiAA0FV8rWEbe+W5IJa2UBMmu5dtUB84uHHwvx1FUB+55FVinSLArd/8tcGgm+bAkIFAnZf/jP/vkBRpLc/cp7n6Fu59Z6/skyE066OhEIjh3bhDo1PknuPuF7p4Nqpk97nZ3/7W7v1HkvEme14HNiEA9FcslQfnaJgnamQ0I7FQHKmzkZGCm1OcHgXXd/Ym8TO4+0d33A85NJXcBP21Q3lFUB6j+BNjY3R/IKesTYA8ikFkzDgZmT5+SCBx0Q53jcffJSUDC0oHb3P0Z4MZM8p5F8ycBq7IB+Ka7vmUaMZkIZHdV3kHufhnxLKVtb2a1grH3xpqZz3u6+wdFMib39D/d/dzGR09Xzst8/qqZzV/rwDq+Dsyd+jyZCJxak5mtDeySSd7d3XOD7AG4+2hibJMOIvw1M1ulRH0rXiCCr7/YRN6sV4Gvufvz9Q5I+szNiSDOaT9N+u+azGwk8N1M8n+BresFTU/Kq/S7j2a++qGZzVMjS6W8WYBDMsnPEv1Q3YCESSDjbxMBANO+kQT4nWok99oVje63TJ5rgK2J/rGiVuDRou4lAjO+UzRDEiT7J5nkw9z9IHf/LC+vuz8NbEAEzK5YhtrBbBt5BVg7OWeeg6gO+gmwUxPlTe2yY/vD3f2popnd/R53P7rBYQcCi2XSTnT3XfICHafKqPRv+zY47pfuflXJZ+NKYDta92zcDWxVdH4EnwdMPziT/GN3/7G7T8jL6+7/I56NdHDw5Yn2ul55cwP7ZZKvIwKlf5xT1hhgI6Bm4Pc22pSeQVf/ToyRPqmXKZnrbEgEdU/7RRLIempzDxH8uWI+M1ui3sHEdU87PvX/rcb3aWtQPT980d3H5hx/bHLOik+JccNd9TIkz+0R9Jy3fpnqAMll7OfuZzSZN5eZHUTcV+k1obuBryRzv770B3f/Yd7z7+6v0rNPmo0YO+XZGRiZSdvL3euOfZPybgO2ABoGeu8jP07WdOrWx90fB7L9xhJmtlKjk7v70e5+dcn+5DJ6BmzuTX9yB7Gm0TDgesrewIKZtN3d/e95mdz9ZHquP7Zd0k7sk7dWVCPPRHc/iuqg2l307NfKaOf9NE1dkz7Qtt+6r8dTOV4k5hp1+w53d+D/gEcyX7VlruHuLwHpuc9Aeo6t0tYD+qU+H5/5fsN6Gc1sQWCRVNJnwJ05ZR1Jdd/rwPbufkVOHtz9T/S8T+ak5z1Q1HHu/vMy7X5RZrYDsT81Wyr5f8Dq7n5fq8tr4Crgm+7+Ub0DkrWRHYj1/Ip+SVqeDYG1M2lHu/txyT1fr7wxxPNXdx7Sx9o5DsPdT3H3vzVaA8nkuQPYGEjXaZ9erEmPBTZM/o6itgFWzaT9zN1/3+D6XkLPNdRCzKw/cDrV85Argc2SNcO6kvt4WyC9DzsYOKCZugDfaNQuSZV93P0PDe6N0cCPMsmrm9kitY7vheya18FJv1iIu9/q7tl+cHr3Z6rnfQsAXy2aOVn/ze5xnZdz/HzEeCDtV+7+fXcfn1dWspexATH+qliUWOMv62NgfXfPrgU341NgE3e/v94ByfrbzvTcZ97VzBavl8/MZgZ+lkl+CdjI3Z/NKW8c0Xddm/lqczOrG/TJzAz4VSb5Q6IfqftbJfO2A+m5770C8K16+aYibxL7SXXXypK9rS2BMZmvfmxms9XI0sirwHru/lzRDGa2LrBJJvlqYJfkmteU/F0bEfskaT83s5lqZCF5Hi/JJI8qWtc6x9/o7tk6NM3MZqVn3/If4FvJ2KCmZD64IVB4ryvjF0B6z/JlYk54R14mD8cBh2e++mny7NWSfV6PSubQhbj76GS9ti3c/TZ3/427v9n46M/zvErs06f3glfMa5saGE/snefNQ0nWmC/OJDeak2frtHfRdTuP9+Qud/ezcw7L7k/XnXsn0uv/9xBribW+a5S3VtmfS/qe7PtU5xPPVu7+XtJWbkr1O3ZzAvs0qF8tk4Gvu/utBY9fGpg19fl14MC8Nak0dx/n7qd6gXc7v6CmEHuhl+cd5PEO1u8yyduZ2Yy1ju+Fdj+f06PzMp/XNbMRJfJvTPX70FOAC+odbGZr0PM98z3d/ReN1uOS/YONgfR61gbJOct6iRhz1X1vqITXiTFj3jj8LWJvLdtfH5q811STmS0E7JVJHg1smZyzXnlv0PPdZoB9zeoHfEve9zosk/wC8ffVHZ8ma4zfofrdfICtzGz1evlE5ItpxCHXzA8M63Q9REREREREREREREREZOo08LMP7l/4+WubfW9MREREpgEfz8CYC9bvunOnH/Wb5bjt+637xmz132sTEREREREpaYVOV0BERERERERERERERERERERERERERERERHqvq10nNrPBZraYme1uZvcAv6lx2PeSgEvTm3TgwLvyAiya2Zb0DJgyhghKOz8wAxF0YDMiQDJEwNkTCtYlHbhxnZxgbUWdn/m8a53j0ulOTpCdIsxsGD0D8exTMiDO8VQHbhtJBHPrCDMbAMyeSppEz8DrvTFX5vMLeUF4+loSxPqYTHIzge3rMrNBZraAmW1nZpcTAZqzgbxOcPd7Cp5vZaoDzU4CdsoL2ljDAcB7qc9fTwLS1ipvLmCrTPKx7v5orePTkuDGPyACoRZmZjPQMwDmue5+U8FTHAY8X6bMxBmZzzvWC/JZwyggHXD8deJaS9871d3/XfDYk4j+oWJmIhBiS5jZ4OScFeOSIKqS7zYgHUCtixiTFDUq8/lf7v56zvE/yXz+i7sXHjO4+2PAcZnk/YvmT/mBu7/X+LBCDnb31xod5O4fEO102mBgx5xs+xHjwIpJwB7u/kmB8j4E9qT6uRsAfD8n23eTOqV9v8j43d0nAnsA2br9sFHeaYG73wakg7wuVq8/b3Qq4hp+VjLfwVTP5f7j7scWLjSCGmeDKDbz7OxT8H6YDJycSV61ifKmdtnx9+hWnjwJdJy9TvfQM7B4xyRjxttTSUuVDNhaMYV4NiaUzPcjqtvJW9z9+KKZ3f1l4GeZ5Lxn47tEW1rxCfFc5AaLTcp6CjiyaN1aJNsGv0P0gV7r4LRk7n1wJnke4JstqlvLJH1QNjB2XtDxdDDz94hxarpdLpoXoO68ycy+AqycST42CR5cxOHAk5m0/ZtY57nD3U8vmachM+sys1OI9ap0nf4JbNCB9b8XgIOKHOju9wJ3ZpJXa5Bt78znm9393ILl3U7POXAn3AP8tuCxlxLBqdMa/UZNc/frgLtSScvlBYjOMZnoTyaWzJddq73W3S8qmPd4oOhzPTU4Fvg09bnZtbl2309fpGvSSLt/674eT9Wzt7u/W6C8ScApmeS2tU/07OuLjhOmEG1/+nqUGWPcWW/ub2bzA9tkks9z92tyzv+5ZFxwSyb5u8ndGog/AAAgAElEQVT8o4xngJ+XzFOImf0EuIjYL6u4A/iKuz9XO1fbjAN2LzGG/mcmudH9uU/m85PAL4tULJljHFXk2DZr9zisae4+hmgbK4bT/PrEPiX3hqDn9X0E+HWRjO7+d5rb9/g2sEDq89vAqCLz1qTcSUQ/PCWVvIeZDSpZjwvd/dqSeb7Irnf3swoeez6Q7TNb/Ry1dc1reuTur1D9ngb03D/Jkz32aXe/I+f4/6N6jWo0sY5QSDJnz677NDOGO8Ldn24iXy3HufvDjQ5K2ql9qJ7XQM82N21XYNZM2r4N9rMq5U0m2sVxma/y9j6+Dnw5k3a4u2fXeeo5kJ7j+mlhr+UQd8/Wuwd3H0dcr/T4ahD130XKs38Ta1DZ3/JDYK+Ca7yv0fNZmR3YOSdbdv1o3aJr6GY2Kz3fHym0HlXCrsTvXzGR+D0artUn499DyxaYvBeTvd57Fbl/Un4NPJH6vDiwcZ1jp8t+Ldlr/FUmudl1niOSffgifp/5PMLMhtc60MxmBIamkj4tUU5R2Xn7Osn7ebXqsxiQXnO8KZN/PjNbvE7e/sC6DcpO25PqdwRfIN6bbTi3BHD38cD3Msn7NrE/cIq7313i+Ozz8lDS90prnO7uNxc89mSq52WDgGVbVZE+ej6nO8l+z9hUklFuDDMq8/mGZC5RT/Ydq4uL7k0BJOPP7HslzYz79yuydlvQjxv8zQC4+0f0bAdnIn/ctR/V79VU9ozGFyhvHNF2p5+7/vR8zyttN6qfI4i9+DcLlDeJeMfq48xX08K4X0T61oqdroCIiIiIiIiIiIiIiIhMpdzHrfTg77Lv+4iIiMh0wOHjsfNw+2G79Pvfbgf2X+aq1bvWnNTPBjbOKSIiIiIiUsoKna6AiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj0XlfjQ/KZmdf6B/iICLJ7Nj0DZn4G7Obuf+tt+VOpr6b+fzZQcVY2OMyfgRXd/QJ3f9ndJ7j72+5+rbtvSXcQv6LBqP6T+v/DqA5Y24wrgPdTn3cys37pA5JgX6unkv7t7s/3stxdqA6Y97C7X1XmBEkAsD9mkrNBwfvSJCJATkV/YI4Wnj8bTHDOJJja1OSezOfVax7V2H112qHxRAC4S4mgjtnn5rfAISXK2Tvz+R/u/niZiibBrf+SSjLqB67/BtWBZz8FTipR1uvAeWXqRzwTc2bSflOizE+IAGplXQmkA1MNJYJsF7FH5vO5nQ6e5+77urtl/nm0k3XqAw78rvDB7i8C/8skL9fC+mTbwEFmNksLzz9dSvrK8zPJhQLtmdnswBaZ5LpB88zsS8CmmeRfFikr4wyqAxyX7dvHAtc2UW4tLwKFx7fufgtwXyZ5h5ws38x8vrxM2+Lu99AziGpeW5stb7S7X1+ivOeBCzPJ29ULGDsNasU45lZ3H1MmQxJIdJdM8i+aKPtCqgOur2lmg+odXMOT7n51ieNvzHye3czmL5F/WpDte+Zu8fm3pOd84dBOj3tqaMWzcVPZcbaZzQTslElu5tk4n5hHVKxtZjPUOTbbhv41Cdhe1OnAB2Uq16ykn872kae7+zslTnMBMb9KKzpm72vZ4M81xwfJHHmdVNKtSXDadDDvvLFFdi6XF3Q626+Op2eg97rcfQJwfCZ5JOWDVTYzX8uVPH+XAftmvjoJ2D6ZJ/a1U939sxLHZ/upunMTM1sQWCmTXPhaJk4seXw7/DYZ/zeUHJe9v1s5f6ulFf3J9e6enXfmMrOVgC9nkn9dNL+7TwFOKFNmJyXrVOk+dxEzy64LFdG2++mLdk0KaOdv3YnxVC2Puft1JY7PtuHDzGyeEvnLKDTGSKTHCQ8l4650/jWT+V2jvLXKTdsO6JdJOybn+Fqyx88KbFLyHH8s2fc2ZGb9zOwM4plPr+1fAmzk7u+2sryCznf3t0scX2aMMRDYLJN8qrtPLFHeH4FOjL3S2jYOa5FWjDEec/e857KHpH/NPtsnuPvkWsfXUbj/S8nua/3B3d8rc4JkPHVrKmkosGrJerR8HjKdKzx2SeaK/8kkt/o5avea1/Qquz+yrZkNaZTJzAzYOZN8Xs7x/YDvZpKPScbBZVwKvJX6vJKZzVYi/3jgrJJl1jOBEvNmd3+WGB+kldlredTdryxR3iv0vL5b5ayvZ8t7h9jbKlrex/T8PVY2s0WKnqMDXifefSrE3e8C7sgk513DWl4i1qcKS67Z5pnkc9z9taLncPd/Uj2vhpw1U3e/A3g6XQ0K7sUm503PId4DLi+Yt6hs3S8rubZyLvBGyTJHAek54/3u/q8yJ0javD9lkuvN16bnfq0VY91x9Hy3Ls9/gQ8zafXGIhOp3tefoWRf01Cyt5R+hgfT873Viuz4/CaKz/tXBdL9+mvu/kRO1bLj8hPKrpu7+93Aw6mkeYEly5wCOKVMmUzfz8vU4LdFD0zGH9n+ppXj/rY/n9Ox8zKfd0nG9LmSd9i2yiTnvWM1D/G+QFoz71j9EUjPFeq9t1rP88R7nq3wCnBR0YPd/T9U7+FCuXH/Ve7+cM0ja5d3H5B9R6rMO1YPufs1Jcp7iZ5j6G2SNUMRkQoFhxEREREREREREREREZGa/p+9+w6XpKj6OP793c27wJIzLBJVcs55UVFBAUGRtIpgzgkDBhQRUTEgYmQJCiqggoK8krPkDJIk55yXDef9o3rYnpqeme6+Penu+TzPfXa6pruq7kx39enq3nuWe/C8aye8+uSyve6Hc84556ozcxT/O2t9XfiBz46a9dVpo7e8axmt1us+Oeecc84550a0tdY8bs1h5ytxzjnnnHPOOeecc84555xzzjnnnHPOOeecc84551xvje5ye68QkiB+28zu7nLbXSFpPmCtVFHTpNuStqU+qdQ1wP5mNqvZNmb2K0mrAZ/N2aX7o+XFgPtybpvV/quS/gwcmBQtBexA/e8ZJ9o7rmx7KdtGy6eWrOfiaHmLkvUMm5mZpP9Svw8cLulDeRPSt/EwIWHcAsnygsDXgG9XUHdLSdLH1ZOfhQkJ3CZQn3AcYEy0/KZO9w2YTUiO/V0zu7TgtlXuhx9PLW9BdjLATaPlM80sTgLYzh+BTxVYP27zWjO7o0SbPy6ygZnNlvRb4Jup4gOA37faTtI2wKrpqqguUa4r5lYzi885bbcB3phaXrSqzpjZa5LuAVZMikYBh0n6eEVj7Eh2HOFYrI3Zq0jaLEkk3MqeQDqB2lPAP1qsvw3154Vb2yT4zGRmTyTn09q+tKSklQrEmqdXuE/8uURdJwEbppY3kDQ6jgeTpNRLRNueWKKPJxBit5qVJS1mZukk5UgaD6xXUXsHpJYnAOsAV5WoqyskLUlI/LkiIYaZn8aYBUKS2rQycUyZJNObED7HmmeA84tWYmYzJV3B3CS8Ywi/04U5q4iTNrZr7yFJ6dgUwrj/QJF6+txt1B/P35J0qZm9WFH9cSx6h5ldUFHdbSUJUtcG3kD4Hucne04hTgrdrWNjM+oTnj8JXFS0kiSGuJJwniKpcwOg7tpB0gI0Jok+uWBbr0r6KyFZe6dtSuP1WKFxPbmG/QPw1ajefhQnHN9G0igzmx2Vb0j9uHRO6t9tktdTJK1sZnelN5Q0P/XHPMB5Lfq0ebR8upm90GL9LH8GjqZ+X9+MMJ+Ux2xax2eFSVocOIP68+Ic4AtmdmSVbRXUdD6uiTgJeKtrk02i5Rcofl68U9L1hLioF+YQ5kaKKPIZNSVpacL5ZAVan0/i46tb55N4XHsIuKREuy8DE0u0XwlJQ8DKhHnqpQif83xA1h8LWiRafhONc6itdHp/GhHfSUU6/Vl3NZ5qodAYbmb3SXoJmJQqXhR4pEg9OZ1P+B5qx9JaTa6pl6J+3ErHGNOS1+MJ88Ln0Gi7aDmObdLiGOOKEvffzgceBNJJCzaj2Px3mTG3KUmTgD8B74je+jEhzujV/F4nY4x1qT8GAf5SpDEze17S2cC7i2xXsU5+Rk1JWpQQY6zM3BhjbMaqq0fLZWKMv5fYZhPqr8leA/5apAIzu1zS/wjX5W0l9+ri+avh3NfaPrW8BfnnkB42s76dC+xDr5D/s625lfrjvrJ7LYnbqN/vDpX0LjObUXE7I83fCHO3CyXLE4HdaXPvkxAHLJ9angMc32L9dQnPAdS8ApxZqKe8Pu9zKXP3JRHigX/mrOICM3uuaLtN/J+ZPVNwm5OAfVLLi0ta0czuSa8kaTSN15tl7318MrU8hhDzZl1LxfHaX8zstYLtnQj8kPpzyWZAvz53dUrGPFw7JwFbppbXlTTezF7Nuf0ZZjanYJsb0Xj/p8z+cCLwvdTyhln3+lKOA76bWt5X0iE5Ytz4WayTqxyLJY0ljCl1bRSpw8xmSfoL8IkCm3X7ebDbqN/XviHp/BLP4nRNEtetQbgnsTAh3h1P45x/fD1RJta9tMi8dXL+uJ36uDMzFkmeC7qTuc/4iPCc3IcrvsY7D9grtTyV7LmkdHz7PHAl4Zmjpwmfc23bo9psCy2u2yUtQf1zMTC8/Xzt1PIWwC05t70pPi/mcHu0vI6kvc2szFjp6v3XzP5XcJtbCWNBTZXPWHXr+ByJjgcOYe584YqE80y7edX3EcbymmdoPd+wNfXj/h1mdlOxroKZPS0pvS8tJmk1M/tvziqqfMbqLyXit5Oov2ewvqSxcXwtaQqwTLRt2bh/x9TyCpKWMrO6ueckjtqgovY+mloeB6wPXF6iLufcyBQ/z+mcc84555xzzjnnnHPOOecco2e+dMPKd5+2Zfs1nXPOOdfvDGY9viBXn7jt0Lj/vHFoXXL+X0LnnHPOOeecq8AkYDXC/8N1zjnnnHPOOeecc84555xzzjnnnHPOOeecc84559yAykoU30mPA2eWSKQ8SFZhbmKaV2lM6pS2Q7T8zRbJ7NK+C3yYHMnXzewVSa8AE5KixXLU385xwIGp5f1IkhNLGqI+SeRLwCnDaUySaEzweH3J6uIE5iuVrKcqpxGSzdV8EFhb0k8JiX9KJ/xMkgSeDuydKv6WpK0Jidb+ZWYvl60/lnz37wX2JSRzKzO+LChJHU6C9SIhCfAVRTZKEtDH+0un98M4kWqhPieuJSTFzkra3ZE2zewxSfcCKxTc9DfA15i772wiac02ibcOjJbPKZF8z1XjhhLbPBstT66iIymnAV9ILX+UkMTsZ4SEtn2bkLSXzOxeSRdQnzh2GnBZm02nRct/aJOMOf5jeGXHVAjjajoB6ErkT+B8zTDajf2ngm0mEpIGxp/HRjRq951kuTSjbCMaE5KvS2MC5zLtXQnMjOraCLiqRF0dI2lpwjllL2DlktUs1H6VBmX2v/jYualEUvCarJjkwpzblh33F0gtVz3u99pphFi4ZhPgFkk/Af5sZg8Ns/448fYFw6yvLUnLEK4930/5a6deHRs3lkh+WpN1bMTj5/rMvfaHkOD6yhJtXUHjObQT4vPIUwWS0qbFn8Miklbqw3meG4AnmDsHMplwrRNf30yNls9J/j2XMPeSXu+uaN1tqL/uvdnMHs3qTJLAdu2ouPB51cxelHQj9ddtWTFCM7ea2StF221G0mrAmYTEzDWvAnubWdlk7FWYTf4E7jVFrk3iBKHX55zPi10NrFNiuyrcW2LOqfT1m6TlmBtrlf2Dmd06n8TzIv8pOk+VzMfeSIgFukrShsABwHso95lRYrtO708D/Z1UrNOfdbfjqWbKXGs8R/iDWDUdudYws6clXUeIBQEEbA+cHK3aKsaI1zsnXSBpTWCJVNFzhHNGM3EsUCbGMEmXA7u3qLeV52mMlUqTtCTwD+Z+zgBzgM+Y2c+raqekovvncGKMB8zs8YLtQdhf3l1iuyp0Og6rI2kRwnlvL8J8Whm9ijFuNrMXS9TzH/LHU5tQf2/oNcr/0cDh3F+tcv51XnCbmc0suE037rW8PbX8VuAmSUcCp5Ycq0Y8M5sh6WTCvamaacDv22w6LVo+x8webLF+HMPd1ubeTCv9cqxXca8FQjwT3zdek8bnbMrc+7gWSD+HU2vv4vRKkhai8Z5DmXjtcUl3EZ5HSrd3QtG6uqSK73AMYd4k7/MKZfbBOOZ9mXL3K+NrnUnA6jSPHY8DDmHu/PKKhGP5omYNJPNw8TXtsYV72trawLiorMwzKlcAn8izYvKc0WZRcaefwzmN+udM1gNuTe7l/MnMHijZfqWSz+Z9zH0Ga1SJasrEup1+7uM04KDU8gHAuslzcmcM5zm5lHMI1wg1U4FvpVdIPt/08xAX1O63Sjof2C0p30bSqIx7sc2u+7NsFS0/bmbx/ppXV8/VZvawpCuoH39OkPRu4FeEz61o7OqCfn3GqtPH54hjZg9IOpf6Z8Gn0eK8nlon7SQzm9Fi/aqfsUrPo6wE5L1v3G9x/zhgLRrnTzv9jNXfo7KsOKpMe1cDM6K6NgIuL1GXc25kiu8jOOecc84555xzzjnnnHPOuXmd2SvrX/fjyQr/x8k555xzA2qOePyqVXXb9O2HVn1qsgb9/8M755xzzjnnBte6lP+7JM4555xzzjnnnHPOOeecc84555xzzjnnnHPOOeec6wOjK6jj8Iyy8YRky5sAK6TKpwAnSVrLzL5aQdv9KJ1A9s6MZFZpG6devwScnaeBJGH2ecA7c/apbMLxZu1fJukOYNWk6N2SJicJi7YHlk2tfmrJZLxpCwMLRmWnS5X8DZ0FJQ0NIyn7cP2YkHhu+VTZ+sDxwCxJVwGXEBLbXGJmTxas/5vATtQnr9o2+Xk1SVB+CSHZzaVm9nyZX0LSGoREiRuU2T5lCJifkPy8iOOAR6OyMcAihP8EtVaqfDJwGLC5pN0KJHNdMaPsjor2w0WalC8TLd9atGIzmynpTkKyzDyG3WbiFurH/7bM7CFJZwC7pIoPAD6Vtb6khYFdo+JfF2nTVerpEtu8Ei2Pr6IjKT8A3g8snSrbCDgRmCnpSurH2DK/w0h1LPXJO/eQ9Gkzi78zACStTuM5oF0C3Xhcfb+k9xfrZlPNxtUsD1XUJpQbM2/JKFuaxsSDS0XLj5nZE0UbM7N7JL1ESKTcrO5mZTeXaG9Gch56c5u6e0bSJ4FDCTHIcMTxah5l9r/42NlKkpWoJ0uRY6cfx/1eOx04D9guVbY8Ieb/saSbCcnsa+edewvWv2y0fG3JfuYi6dPAd4H5hllVr46N7Tp8bMRx80Mlk/hmnQc6IR57C4/piZua1H13yfo6wswsSTi+R6p4KnBFtOr2qdf3m9mdyeurgOeYey09FTimxbYA57bo0qKEa9S0rM8yj5uADVPLRc6rVcY9GwIfJczZ1DwF7GxmZZLzVukZMyt6/Bc5Ry0eLd9RsK2aO9uv0jFdO49L+hxwCPXxZxndOp9UOS/StT8UKmk+4CfABxn+Hx4v+ll3en8ayO+kQzr9WXc7nmqm3681ziXM4ddMBU6O1knHCTMI80+Y2aOSbmHuXO3UjPrjGOOCNveZ4lhgODHG7i3qbeXhEufeZlYkxGxTUmWvAO83s79V1MZwFN0/431zlKTRZjYrY92REGN0Og57naS9gSMJsfZwDGKMkVc8ro8lzIuXbLpOr+Zf5wX9eB48HvgYsF6qbBXgaOAoSTdQP+fl3/lcxxKunWu2lLSSmWXOo0ian8Z7n0XvtazXoxiup/dakmdoHgWWTBUvnbFqVoxTOH4ys9mSbqP+uMh7r2U48doqberuF1XeL8urzD4Yf4a3tYm9m2k2Z3pD1spm9qCkc4C3pIqnARe1aGNatHyLmV1VoI95xPHKs2b2SIl6isQri9F4f+7MiuKVhSUpjk/N7GxJZwE7poqXAY4AjpB0K/XntXuq6EwRktYijP/rtVu3jTGSJprZywW26XQs8kNgb+rveW0AnECIVePn5J4q0Z94rn5jSfOb2QupsvWAhVLL50Svd0teTybMhb9+b0HSRBrnmFrdH4jP1YsP2Ln6i8D51D9nvFvy87ykS5n77OEVzZ4pcQ36Me7vxvE5Uh0L7JBa3l3SJ83spayVJa1G4zhSNO7fQ9IemWsWNzBxP/ljxjjOe6pMXGNm90t6HligRd3NyspcZ8yU9F/qn3fu57jfOddFKxz0z8VovG5zzjnnnHPOOeecc84555xz87ilH7n0ykkvP7p1r/vhnHPOuXJeGM8Np24+9PLZ62uD2aPk53TnnHPOOedcr60L/LHXnXDOOeecc84555xzzjnnnHPOOeecc84555xzzjnnXHlDw63AzA7K+PmMme1pZm8gJGOOE+d+RdKnhtt2n5qcev1sm3XTSUZuaZK8uJnr86wkaTQwKVX0ZIE2Wjk+9Xo8c5Nc7xetd1wFbRVJllOUqP/OusrMngHeSnZy6dHApoSkYH8FHpd0o6TvSHpjzvrvAd4OPJbx9nhgW+Bg4EzgaUlXSjpI0vJ5fwdJ6xKSKm6Qd5s2xpbY5qiMcejzZjbNzNYG1gAuiLZ5J/DbAm10cj9sSJadcewCPFOy/iLbxX3pRptpx0TL+0ia0GTd/YBxqeXHgL+XbNcN34xedyBmZk8AbwP+l/H2GGBz4MuE/eZJSddL+rakVbvYzX51KpBO5jkZ2KXF+tOi5RvMrF2s0tVxtYXnKmy3zNj3PDAnKlsoY724rExyy5q4nwvnaO+VYSQejfua1V5PSPo+8DMaEyWXUSaGKbP/9cux03fjfq8lCbHfA5zXZJU1gI8SEr7+T9K9kn4hafN2dUsaQ+N+2rEEsZJ+CPwEmK+C6kbqsdHruLmoqs4jWdv1zbgeiZOHT00vJAnHN00VvZ6s3MxmU38Nua2keA5tarTcKll51rm9qu+gyOdfZdzzlqjtl4DNzeyyCtsoq9PnqPj7fL5kPVV+H0V15Twu6UjgRzTOb5TRrfPJoI3vSJoPOAvYnzDXOVxFP+tO708D9510UKc/a7/WyCc+52+fsU667NLoevqc1Ot1JcXn8twxhqRJhDmutEGPMTYFpqSW5wBvNbO/VdjGcHRy//QYIydJnyZcWy9aQXUjOcbol3G9l/vkIOq786CZzSTcV70y4+0hwh+k/BRwMvCgpDslHSmpqnvHA8vMrgJuiYrj5ynS9gAmppafBdqdA0fisV52jIyfz8lzr2UO5fueJ37qlzmhbiv8HZrZDODVqDjr82umzPdY1ZzpszTe62v3/UyPlndP4vsGybzkPm22r8JIi1dG0fwex/uAfzV5783AhwnPu90t6X5Jx0jdSQyTnD8vBNarqMq+mucxs6cIz8ndnfH2GGAz4EuE898Tkm6QdIik1Qq08QD1z+GNBuLvL772PqfJ66x1t6L+c73DzB5s0aWBPleb2SXAe4EXM95eANgROJRwf/RZSRdI+oSkKq7XRrJ+jPs7fnyOYH+l/hibD9itxfrTouVbzOzqNm0M9FjSRJmY8SVgZlTc6WesysT9M80sa9ysqj3n3LypqmsE55xzzjnnnHPOOeecc845N0KMmvXKLavdcfIWve6Hc84554oxeOG/y3DRQdNG3bn/Z0evfeZGQ5vOHqX4/wo755xzzjnnXC+s2+sOOOecc84555xzzjnnnHPOOeecc84555xzzjnnnHNueIY63YCZnUtIZPPf6K0fSlqn0+33wPjU63bJSNJJYIomZsmbXGXVaPmJgu00cwJgqeX9JM0P7JIqux84v4K2iiTLKWNUh+tvycxuB9YBvgo83GJVAWsCXwdulXSapDfkqP8yQrK9H9B6vxkFbAgcRkjI9/t2icUkjQdOoTEZz33AjwhJmdYDliAkaRplZqr9APO3638VzOwW4C3AGdFb+0jaN2c1ndwPs/bBrKSKL5Wsv8h2cbvdaDPt38BdqeUFgd2brHtAtDw9Sajs3OvM7CZgLeAbwKMtVhWwdrLe7ZL+LGn5LnSxL5nZy8Cfo+JpWetKGgXsFRUfm6OZbo+rzcyqsN2Xi25gZga8EhVnnQPic2bZcTZr26zzcbfb6zpJOwNfjoqNcC76IrAdIZZeCJiQjmGSOOaLFXSjzP7XL8eOy2BmzwA7APsBt7RZfQrwMeASSVdI2qzFugtklJVNftmSpF2Bz0fFBpwNfIH2x8ZXKujGIBwbvY6bi6pkXE8SxFpU3BfjeoY44fimkiamlrekPuF4vP65qdcLk/oDG5KWAFZPvT+LkGC+mazPqKp9psjnX2XcE197TQI+L6njc419YFy0/FrJevouWXmVJO0BfCYqNuBfhPPMdsAqhPE763xycAXdKLPPD9r4DmHOL/6j4y8T5m/3J8zNLwdMBsZlfNbn0t8G8TsZVH6tkc/F1I/hK0haqbYgaTVg2dT7rWKMIWDb1Lajga2i9ePt0+aFGGMI+HJyL2Kk8xgjB0kbA0dmvHUJ8DXCvaA3EWL4icBQdN7bp4JuDEqM0S/jepVjhOsRM3sE2Bz4KPX38bKsTLgWuErSeSP0mZAipkfL+0pSk3WnRcsnm9mrbeoficd64XstiXiMzHOv5eXkPk0V7eW515K1XZXt9YtOfofNlNkHq5ozzbrX1+77+SvwbGp5PsLzNVl2AJZJLc8CTizSx5xGWrwCTcYxM3seeDvhHveNbepYDvgwcIGkqyTF12yVkTSB8AxW/LncC/wQ2JUwT7042c9gxc9u9SUzu5XwbMbXgUdarCrCsx4HA7dJOkXSlJzNxNfS27dYfsjMbkv17y7Cc295ts1qKzbw52ozO43w7OFvaH2MjwW2Bn4O3CfpB9F9GdfnunR8jjhJzH5yVDwta93kPtreUbE/YzW87fwZK+fcvGK9XnfAOeecc84555xzzjnnnHPO9RGz19a7/qfjhI2k/7PlnHPOjWivjeauMzbSRdM+N4qD9x291T1LaZVe98k555xzzjnnIuu2X8U555xzzjnnnHPOOeecc84555xzzjnnnHPOOeecc/1sdDcaMbMnJe0CXMfcZLxjgN9I2mgYySDMitoAACAASURBVAH7UTqZ5IQ266YTChdNxNyu7pqNUq+foj7ZVmlmdr+k84HtkqItgK8SEgPXnFDRdxsn/QM4GnihgrqhfFKcypjZy8Bhkg4nJCufmvy7Idn7hoBdgO0k7WxmF7Wp/2lCwu+Dk7q3S+pfl+xxYDTwAeCtkrY3s9ubVP1RYMWo7KvAD8xsdqs+JbqWsMzMZkqqJSJcIfXWkZL+aWZPtaki3g9nAj+uqHtZyYtezCibVLL+Itu9CEzucpuvMzOT9GvgB6niA4Dj0+tJ2oKQkPz1TQlJ85xrYGYvAt+R9D1gG0Jyya2ADZgbl6QJ2B2YKuntZnZFt/raZ6YD+6eWt5e0rJk9GK33NmCp1PJM4A856o/H1fOBK4t2solrKqqnqInAc0U2SJKWx3Fd1jkgjnvKjs9Z22bFVN1urxeOiJbvB3Y1s7z7T68Sr8bHztXAuRXVfUFF9czTzGwOIXY5XtI6wFsJiXs3oz7OStsYuEjSx8zs1xnvP59RViSRexE/iJbvBXYxs+tzbt8vx8aVhHNLFbKut+KxuqtxcwmVjOuSJhFipVZ19wUzu0fS/4A3JEVjgS2Bs5PlqenVaRxL4wTkU5kbY0yN3rvKzLKO05qsz6iqfaZXn//PCddkO6bKDgAmStov55zAoIrjvbJJhBcYbkf6VRLjxueTewjnkxtzVtOr88lAje+SVgYOjIrPBvbKMddV06vPOq+B+k4GXLfjqYFkZq9Iupwwx1QzFbg79TotjikuAGYxd15+KnBq8npj6s8rD5vZbS26MxJjjFMI++IHU2XvAP6Z3AvJmksfKTzGyOcH1F+TPAnsYWZ5x6t5KcaIx/VHgeNKthu7t6J63AAxs1nAMcAxkjYC3kK417IpzeeptgWukLSPmf2lOz3tOycAhzH33D+F8Lmcl15J0kqEZy7SpueoPz7WbwTOKtzLbJdVVE9RZcfqeIzMc69lOOeFMvdaatvlvV4r2l6/6OR3WKWq5kyz7vW1/H7M7FVJfwI+nCqeRvRcRKo87V9m9mjBbubRD/EKwFFkP0NTxqvN3kieZ/sj8EdJa1F/L2ehJpttAJwv6TNm9vOK+pj2CcJ54vVuAgcBP+q3Z7CGK7m2O1TS9wmfe/oZjmbPye1GeGbhnWZ2aZsmziU801bz+rW6pHHA5tG6WdvXrks3kzQxebavrq4W26fF+/n/gD+32SavWyqqpy0zewA4UNLnCM+IbEu457I6MJSxyUTgi8DbJW1nZo93q69ueLpwfI5U06k/r28jaYqZxc9r7wAsm1qeBZyYo/54LLkQqOp5tqsqqqeoiZSLi+PznT9j5ZybV3hSGOecc84555xzzjnnnHPOOfe6JR6/+vL5X3xg6173wznnnHOtGcx8ZCGuPmH7oYnXrDK0NrByr/vknHPOOeeccy0svOZxa065ab+bKslh4ZxzzjnnnHPOOeecc84555xzzjnnnHPOOeecc8657hvdfpVqmNltkg4DvpUq3gDYm5DAcaRIJw5ZuM26TwMrJK+XL9hO3vX3TL0+P0nGVpXjgO1Sy1+O3s9KslfGkxll082sV0l0OsbM5hCSmV8AIGks4TjZipCwe3PqkzRPBv4qaVUza5vYx8xeA85MfpA0kZAgfRvgncB60SZLA2dIWj3ZNrZ7tPwbMzusXT9SmiUA7Agze0HSJ4B/pIoXBr4BfLrN5vF+OAY41Mw6kizIzGZJeon65ERlP68i2z0LLNPlNmPHAt8BxiXLW0h6k5ndllrnwGib88zs7mG06eYBSYLPc5OfWpLKDQjJ995JSLidthDw92SMfa6bfe0HZnaJpDuBVZKiIWBf4HvRqtOi5X+YWda5Oxavc52ZHVS4o/1lIeCRgtssQGNyz2cy1ovLhjPOxts+naO9CZLGmdmMEu3FMXFWe12VJCVeNVVkwG5mdk2Baroax6TEx849I+DYGbHM7HrgeuBwSUOEhL5bAjsSEpWOS60+Cjha0o1mdkVUz0xJLwLzpYoXqbq/ktYDVkoVzQF2TX6PvPrl2Lirw8fGs9FyL+LmIqo6j2TNc/R8XG/hXOBDqeWpwNnJ6+1T5TfFibSTeayHCdfFtW0Pz9gW4Jw2/cg6t1f1HfTq838FeDdwErBrqnwvQtywZ5N5hJEgPv4XL1lP2e0GwYbAlNTybGAXM7uxQB29Op8M2vi+KyGGqLmXENe+VKCOXn3WeQ3adzLIuh1PDbJzCHPqNVOBXyWv03HCM0DddWYyR30Vc+ehpqbejmOMc1t1wsxekjSTMFddM+gxxhxC/PYS8MlU+XbA2ZLeMYLn6TzGaEPSEoRr6rT9zOz8AtXMSzFGPK7P8XHdVcXMrgSuBJA0ClibcHy+nTBmp59DGQecIOkmM7u9233tNTN7TNK/CPehaqYB50WrTouWbzOz/+RoIj7WHxwBx3rZMXLBaDnPvZYhSZNLxhd54qdmc0L3d6i9frEQ8L8iGyT3bcdHxVmfX5WqmjNdkMZ7fXm+n2OBD6eWt5E0xcxe/wO/kiYT5uDi7TqhH+IVgN+b2XUl2y4lmbO6EThCkgj3crYg3Mt5C/X75hDw0+RezoUVdyV+BusYM/tBge0Hbu4jeYbjvOQn/Zzc1oTn5Daj/jm5BYG/Jc9wtBojziNcX9aOzTUkLWlmjxKevZuQWjdrfv9c4IPJ67GEOOdsSYsQ4p6aOUC765F4P39hkM/VZvYicEryUxunNiPEgDtTfw8ewvF0Eo1zHq7PdfD4HJHM7ApJtwFvSooE7AccEq06LVo+y8wey9FEPJbcMMhjSWIh4IEiG0iaRP1cKHT+Gasycf8YSZMK3qsp0p5zbt4U/x8P55xzzjnnnHPOOeecc845N48amj3jv2+6/fjNe90P55xzzjU3WzxyxRt1xwnbDb3x6QUU/10755xzzjnnnOtn6wL3tV3LOeecc84555xzzjnnnHPOOeecc84555xzzjnnnHN9KU6m1mk/BOLEK9+UNDpr5QGV/o8WK7VZ97bU6zdIWr5AO1u1W0HSetQnwv57gfrzOBV4Md1k6vXlZnZHRe08CbwWlb25orr7mpm9ZmaXmdn3zWxLQsKv06PVFqY+qXeR+l82s/PN7Jtmtj4h0cWl0WorA++Pt5U0Btg4Kj6qYBe6/j2a2T+BC6LiD0tats2mD2WUdbr/cZuF20u+p1W62WZi9ZLbYWZPkiS9Szmw9kLSgsB7ovd/XbY9N+8ysxlmdqmZfc/MNgPeCJwVrbY48NHu965vTI+W90svSFoI2ClaJ28C3arGm35S5nfIGi8fzih7JFpeUtKiRRuTtCIwqU3dzcrWKNHeOBrPQ1l1d9uW0fIVZnZ1wTp6tc+OxGNnnmBmc8zsJjM72sx2ApYFjoxWGwV8vUkVcSLPTiSpi4+NS0skDZ9Xjo24vWUkLVCintJxc0Hx2Ft4TE+smaPufnJutDwVIEk4vk6qPCtZebz9FpJqSevjpNtxO7EngZlRWVXfQc8+fzN7DdgD+EP01q6EhNUTGrcaEe6MltfJXKu9stsNgvh8cpGZ3ViwjkE/n3RrfI8/62OLJMdO4vUVq+1S5QbtOxlkfq2RX3zu31bSkKQhYJtU+flmNidj+3TssbKkKcnrojEGdC7O62WMYWb2KeD70VubA+cmsdxIFMcYa5S8fzqSY4wtqL8X+T8zO7NgHfNSjBG3uVRyf8W5SpnZbDO71sx+amZvBZYHfhetNg44qPu96xvxfZNdJc1XW5AkYJ822zQzEmO4MvfEFwaWjIrz3GuBcvc+RgFvylF3Je0l+iZey6GT98uqFH+Gb0pi+qJKzZma2X+AW1NFIroXC7wPGJ9afhL4R9EO5hSPJwtKWqpEPUXilceBWVFZT8ex5HrkZjM7xszeBSwDHA5YajUBB1fZbjL3vEFU3PfPYFUt9ZzcYWa2BbAa8M9otUWBj7ep5xkgvr+1ffRvTdb9gcx7C8B21F+TXJu01Up8bK2cPMs1IpjZc2Z2lpl90cxWI3y+t0erbSdpix50z1WoquNzhJseLe+bxPoASJoMvDtax+P+Yso+Y7WopCWKNpY80x8/A9DJZ6zGEI6tdnU75+YxKxz0z8n0/z1d55xzzjnnnHPOOeecc8451w1ms9a54ag5QzZnJP29Puecc27EeG4i1/32LUNX7PWlUYv99N2jtn56geLPrjnnnHPOOedcj63b6w4455xzzjnnnHPOOeecc84555xzzjnnnHPOOeecc668MknYSksSqR8WFa8E7N3NfnTYXanXkyS9scW6l0TLH8vTgKRtaUyMGK8zHvgVc7/ju4GT89SfV/J9ntLk7ekVtjMTuCIqfntV9Q8SM7sL2AW4KHrrbRXVfx0hAdtd0VtZ9S9O/Rhi1CdazKNXicq+Hi23TaBrZncAj0XFnd4Pr4qWNy5RxzrA2G62KWlxYIWi20V+GS3vK2lc8nofYELqvSeAvw2zPecws/8COwH/id6qZIwdUMcDc1LLq0raNLW8J2EMrXkMOCtn3RdHy1tLmli8i32lzDi9UbT8MnBzxnpXZpRtmlHWTtY2WXVfB8yMyjYr0d4GQJyMNau9bouTmmd95k0lCQTLfN9ViI+dNSQt15Oe9Cdrv0p/MLMnzexzwE+it7ZrksS4YdzsQLeGe2yMpXFc65b481lb0tIdbO8a6s+Rotzv3q3PKx57F5W0Sol64vPIU2Z2d8k+dcN51I8La0talMaE41nJyqE+Yfl4YPPkc1s+Vf4ycHmrTpjZa8ANUXHh86qkScCaUXFPz6tmNhvYF/h19NaOwJmS5ut+rzouvl5YKUlmnFtyfVsmthoUwz2fjCfEkb0Qz4tslE42nkfS/7Wq61JLw/qsCeehIvNGvTBo3wkMUEwa6XY8NciuAp5LLS9C+ENc6wMLpcrzxBgAU5Pz/CZt1ssSxwJlYgxltN3za3cz+wpwcFS8PnCBpHj8GwniGGM85eZ+tq2gL/1quOc96N19qfh8tnpy3BdV5BryUhqvW3cs0aZzhZjZI2b2IeDE6K15+V7LGcCTqeVJwO6p5W2BKanl2cAJOeuOY7gVJLV8lmQAVHGvBbLjmZsIczlpZa7P16H+fnVme2b2DI3PXpSJ1xYDVm7XXh+p4jucCVxfQV9aiT/DScDaJeqJY7aXgFtybntctLxvtLxftPzHZK6xE24AZkRlVR2PmcxsBo3fQ189D2ZmT5vZQcDh0VtbSYrHgeFYgvo569nA7QXr6FWs2zFmdiewM3BZ9FaeuKLh2jv6F+BWM3sko93HqL/eyNo2q40s8bl6IrBNju0GkpmdR/j9novempdjwRFpmMfnSHUCYfyuWYn6sfm9hPmemieBf+SsOx5LthwB9+CqiDNmADdmrJcVK5eJ+/M+Y5UVR5Vpbz3qn8Nr1p5zbt6zLvXXC84555xzzjnnnHPOOeecc24etchTN1264PP3DPqzws4559yIYvDcrctx0Rf2H3XPAZ8eve7/rT+0yZwhje51v5xzzjnnnHOupHV73QHnnHPOOeecc84555xzzjnnnHPOOeecc84555xzzpU31IM2fw08FpV9TdKoHvSlchnJCLdpsfpp1Ccw+ZyklglaJC0IHNNmnYnAn4ENUsUHm9msVtuVFCfWA3g1ab9K/46W3ylpiYrbGAhmNgc4PiqekrVuyfpfBU7OUX+cZHk29cmYWpI0Fti7WO+qYWaXAudHxR+StEybTePk8/tIGlNdzxpcHi2/XdL8Bet4/zDbXF9SnBi1nT0Lrt8g+Y5uShUtDOyWvD4gWn16BxN2unmMmWUliK5sjB00ZvYgjWPftCavAU4sEG/E5/YJFB+z+s3ukoomjYrHzKuzPkMzu5vGGLrM57VPtHyXmT2R0d6rwLUdaO8VOp98Oo84jil6HtkNmFxRX4q6AIj3kf170I9+FSeIHNuTXhQzPVqeACyesV4cv64maeuK+zLcY2MPoFdJU8+n/npEwAc71ZiZPQ/cGhW/r0gdksYBu1bWqdYuBywqKzSuJ+e4vTLq7Vtm9jj11xUCtk9+al4DLmpSRRwHTY22Bbg45/XIpdHyzpLiY66d3alPcgyNSaK7zszmmNmHgSOjt7YB/p3MZY0k1wAvpZYF7FuwjncBC1XWo/4z3PPJ+4CJFfWlqHhcWxbYvGAd76J7/R/uZz0IceSgfScwmDEpdDmeGmTJ/NGFUXFWnBDHEjWXU38umQpsSf2+8t9kXqadOMbYVNIKObZL2xpYLirreYwBYGbfBT4bFa8BXCQp7vNAS77ve6Li/YrUIWkj4M2Vdar/DOu8J2kbYMXKelPMFdRfk40DdilSQXIPOXf/zewp4LqoeBDO/W7kmB4tL5HMhcxzzGwm8MeoeFqT1wD/MrNHc1Z/GfByVDbox/oOJeYS4nstj5tZfF4luf9yVVRcxb2PmcDVTdaN47XdpcJJKfYixOdpfRGvNbGbpKLPo8Xf4XXJvapOupLw3aWV2R/i516uKnC/9ATqr8NWkrQlgKRVgU2j9Y8t0b9ckjnOOHYoOuc9inCfoIj4nvHOkhYtWEc3TI+WxwBLV1h/HOvOSp4Py0XSeAb/XnumYTwnF1+Tby9pMrB+i3Wabb92sl/mve5/nZndCdwXFQ/6ubolM3sMOCsqnmefuxnJOv0c66Axs0eAs6PiaU1eA/whuVbIIz5fjqNHz95W6D0VxIzXZN2nNbP7gIei4iri/nuT7zlu7zUarweqaG8G4b6kc855MhjnnHPOOeecc84555xzzjnH0JyZd695y+826XU/nHPOORfMGM0df91UF+/7+VGjv7X36K3uX1y9+r+LzjnnnHPOOVel9XrdAeecc84555xzzjnnnHPOOeecc84555xzzjnnnHPOlVc0EciwmdkrwI+i4pUJyfdGinQS692brWRmjxMS09WMAf4taS9JcSJCJK0PXASsmlWfgncC1wI7pd462sxOKtD/Ii4EvgB8JfWzv5k9W3E7J1CfRHAicEjFbQySF/qg/qej5dEUSwL9SWDxAutX7TvR8jjgy222+X20/AbgE5X1qNGp1O/3EwifWy6SFqcxCVY75wBPRmVfKtDmeOBTBdts5pho+UBJmwJrpsoM+E1F7TlX0+kxdtDESXHfK2m8pDcDG0bvTc9bqZndRYhr0r4paYHiXewbUyiQoFfSVsBGUXGrmO1P0fKuklYr0N6GwA7DaG8TSdsWaG95GhPtnVIgGWMnxXFMkc9xHPD1aruTn5m9APwlKv6cpGV60Z8+9Hy03I8Jr2N5zzt/B56Iyr6XJAevynCOjfHA1yrsSyHJNehpUfEXJC3VwWZPjpb3lLRcge0/DCxYYX+aMrOnaUxy+zFJRdp/P+EaKK1Tcw1VOjdanpr81FxhZi9lbWhmDwG3t9g2q/5m4vPqfBS4dpI0hsZrszsIc0B9wcw+B3w3Kt4EOC9J9D4iJHOb8b7/BUlL5tk+iSUOrbxj/WU455MJhPnFXrkWuDMqKzIvMkSYK+2W4XzWbwbeV213OmLQvhMYzJi0V/HUIGsXY9xvZvG+C7ye3P7iVNF2NF6v540xTgVmpZZF8XE0juOfBf5VsI6OMbOfAAcCc1LFqwAXS1qpN73qmPgexH6S1sxcM9sRVXamDw3nvCfg29V2Jz8ze5LG4/rzyXkqr3b3sLLE+9T2knYsUY9zZWTNeTU8AzEPie+1bClpRUnzAbu2WbcpM5sB/CEq/rg00AkQxgGfzruypCk0PpdT5N7HOkXGxiQ+/kBU/LdkviBPe4sBBxRobyLwmaj4KjO7O28dPbAUjfeHmpK0CbBlVNzxecfkOzsjKv5Q8pxFLpLeBawRFefuu5k9QmPsPS36t+Z6M7s+b90lxXPeu0hapcD2+wG55shSjqf+mmY+ehi3tdDpZwjiWHdcMr7l9WkGZP6hpDKf/yXAjNTycsBHgPR9tXNabJ9+T8AHgfQ16Azg0px9iePyPSRtnHPbQeXP3cw7/LuuF8fyu0uaKGlVYNPovel5KzWze4Hzo+KDJU0u3MP+sSywZ96VJW0ObBYVF4n735XcF8nb3npAfJ1QpL0NJMVzvq3aW5YQS6WdlswlO+ecJ4NxzjnnnHPOOeecc84555yb15nNWeumY14eslnjet0V55xzbl5m8NqDi3DZoXsM3bjPF0evetI2o7acMVaTet0v55xzzjnnnKvQMmset+Zive6Ec84555xzzjnnnHPOOeecc84555xzzjnnnHPOOefKKZIgtUq/BJ6Kyr4uaVTWygPor6nX20haucW6XwYeTi3PD5wI3CfpBEk/kvRrSVcDVwG1pMVXRfX8EriXkGgvnbz37xRI9FiUBT8ys++nfv7YgXbuozHRz4GSDixbp6QFJI0fXs/Kk7SQpAVLbh4ncrw/o/4lJU3oVP2EY/jxqOxDeSqXtAHw3RL9qoyZnU9jUrkDkuSjzbY5D7goKj5c0vZl+9EqEaaZPQqcHhV/LU9SpSQx91FAoX0sSXh7XFS8v6TtclbxXaCq5LgnAC+mlrcGDovWucDM7qyovcpIOkqSRT9xElPXQZIWkbRAyc3zjIHzkr8Bz6aWJwO70JhA92ozu7lg3d+KlpcF/iRpbMF6gDD2Ser1f3r9kaQl2q2U7J+/jIpfpDHpeNrPAUstjwV+K6ntHxyUND/wW+rj/5kZfUj7PfXjMMAxkhbK0d5o4DfAxOitn7XbtktujZa3bhOzp/0QWL3i/hR1CDAntTw/cHryPZdSJDl3n7svWl6/G41KGiqYVDotPu+8Bjwar5QkVo+Poc2Aw0u2myU+NraT9Iac2x4JvLHCvpTxbeqPjcnA36Xyf/itzbHxO+qTrE8EfplnbkPSSoRjuZvi/WfxjLJMkpYDfhQVPwL8pYJ+ddq50fJu1Cccb5WsPN5+PWBqm/ozmdnlwNVR8dclrZm1foZvA2+Kyn5mZpa1cq+Y2cHAQVHxusCFra63B9AvqI/LJgOntBtvJA0RYqy8ccegis8nO0haPue2PwVWrbg/uSXH1K+j4p0kvS9nFZ8DNqi2Vy3Fn/UHcp6HanPQff/HywfwO4HGmHSKpEW63Ieyuh1PDbI4Btg8+akpEmMsDnygTf2ZzOwBwtxN2gGSdsizfXKPJY5vfmtmL+XZvlvM7DfAvtTH31OAiyTFMdIg+x3wSmp5NPCXPMeRpMOArTrVsT4Rn/fWkLRxzm2/Ru8/n19Fy+sAX8yzoaT3EOZki/ot8EBUdqKk0tfv3RzXJc2Xca/lH91q34Gk8ZKWLLl5POf1uJm9Otw+DSozux64IVUkYD9gDyAdaz1FeOajiEMJc4o14wnzxW3n8pvpgxjuy3nmTJLrn2OA+LmIeMxNO576+14Av5C0aM72fg3E9yB/2mKzfwF3RGXfS+YH8/ghIe7J216/OFzSMu1WSq41jiEcEzWv0vjMQqfE86MLEuZ42z5Pl4yPP4+KnyZcbxcxPVrePblu36fNep1wPPXx6FjgV5LGtNswmUP+ftEGzeyepN20j0n6YNG6Un2Z3Oz+aYF7HrH4vDYbeKhkXVkeo/FZyrzPYG1MuJ7va5IWljS55OaFn+FI7qtdHhV/OfV6FnBBiyouJNxPr4nnvS9L2sjjJ8AzqWUBpybHTSndOFdLWi657190O1E/RwItvjNJ62TE/T8p2q4rr9vH5wh3OiEeqJmfcG9yWrTe9ck1QhHfjJaXJtybGuRnrI7Ic/9Q0nyEmDHtZcLzpc0cRf1c9xjCM1ZtnxlPYtT4GatZwNEtNpsOPB+V/VLSwjnaq11nzBe9NQhxf0dJWjDjHBHPh7fa/m8Z2+d6plrSZzK2fXf538a5YVmv1x1wzjnnnHPOOeecc84555xzvbXgs3dcvPAzt+f9/8jOOeecq9hs8fBFq+uCAz856rnPHTh6sxtWGlqr131yzjnnnHPOuQ5at9cdcM4555xzzjnnnHPOOeecc84555xzzjnnnHPOOedcOW2Tr3WCmb0IHBkVrwLs2YPudML/AU8kr4eArzRb0cyeBnalMVnicsDehGTrBwDrMzd53/XAXtH67wGWTy3PAb4F7GJmsxgZvkFjIrhfSfpxkWTqkt4s6ceE5L1lk69WYXXgAUk/zZOIs0bSu4CPRMVZiXunAvdL+k6BRJhI+jjwznb1m5kREm+mfSHpX6v630pI5N42KVAXfCdaHk994rosnyIkQqoZA5wl6XN5EjjC64mgNpY0HbizzerfpD757ETg35LWaVH/eEKC1t3z9CfDEdQn1RoC/iZp+xZtDkn6JvD5km02MLMXgD9GxVtHy7+uqj034qxLGGN/JGn1vBtJ2gOIE6PO08nRk+TiJ0fF+xPilLRjS9R9Po0Jfd8GXCJptbz1JIkVPwLcmvStl5YBzpYUJ5Z+XZIM8AzgzdFbhyZjXyYzuwv4XVS8BSHRadOk5JKWIOzH8R9B+qmZPdKivedoTDq8KvCvVgmokwTLJwFvid46xcyubrZdl50HzEgtjwH+3CpZuaQJko4GPtHpzrVjZrcDP4iK1wOukrRB3nokzS9pH0lXE2LtkeCaaPnjeRKmV2AscLekkyVtnSfROUByHRB/l/8ys9lNNvkJcHtU9nlJv281DqTaG5K0i6Q4wXrNudQnZh5LODYWaVHnREm/pvEapevM7Bbgx1HxhoRjI3div+TY2FfStcBXW7T3KI3J7t8BTJc0sUX9qxOuicomBS7rTOCiqGwfSb9oltgdIDknnwMsEb11sJnNzNik38QJx+Nj5Zw226ffH6L+e3uKMEeT11cASy1PBP5P0obNNkiO24NpnFu6gxLxVzeY2eHAJ6n/Xd8MXCRp+eytBkuSYPoXUfHmwKWSNs3aJjmWzgbenxQ9nbXeCPFvQlLnmnHAX9rErJMk/Y4wD9prxwD3RWXHSXpPq42SObX4vN5pZ0XLqwNHJYmvMyXXKucwWH8waJC+RXq7PwAAIABJREFUEwjzfelruyHgkLwxYi91O54aZMlnlb6mnkD9nHeRGAPqY5Q5wPkFuvMt4NXUsoC/Stqx1UaS9geOjoqfBH5UoO2uMbM/AHtQP1++NHBhq/nyQZJcYxwcFa8GXNHs+5S0jKSTgIOSopEcY1xJ4+/3h1YxpqQxkr5D4/2gXvgr4XdIO0zSp1ptJGlXGudQczGz14CPUx+bL0zYp94nSdlbNvRhtKS3SDqdxnuDbmRbFLhP0rGSNimwz2xK43zjPH2vJRFfx+8LfCAq+2Ny7OZmZvcBh0TFqwPXSNo8bz3Jddn7JF1Ob+LotAmEey1Nr1uS+bfjCPeV0o4zs9uabWdmLwHfjYrfQJijaXVOmQQcT8azFGZ2aYv2jMaYeEHg3FbPiSTnsCOAj0ZvXQf8udl2fWQJwme6YrMVknnnvwFrR28dbmbPdLJzNWZ2IY3ntl2B30ma0Gy75Pf6P8KzXWmHmNnLGZu0cjphnrFmfsK807KpspnAHwrWW1jyuR8RFW8LnJTc/8skaRXCNc5iJZv+OvXXVwC/lXREq7n2jH6sLuknhOfBmvXlTkmnSNqu1fxJVO+baLxWPje5j16JZKw4Oyr+sqR4zIn79nbCvth0jr+PrEV4huNISWvk3SiJh+M5w7xxRatr7yvb3Jt/kfr4vei9hXRdzxOeAU1bBrha0jvy1iNprKSdJP2bLowJhGcv7pb0eUlL5dkgiRd/SOOzEB4L9rdeHJ8jUhLLx887fhDYJyor84zVxcD0qHgqcFlyrspF0kKSDgRuAT5ctB8VW4oQM67QbIXkOZ7TgXjfPCx5rimTmf2PxmdLNwVOk7Rwi/YWJzzTFV+LHGVmD7Zo7wXge1HxSoTrmjhmTLc3H2FMj+f+/m5m/2m2nXNu3rHCQf+cQLhP4JxzzjnnnHPOOeecc8455+ZRmjPr/rVvOqbp/0N2zjnnXGcY2DOTuOaYHYeu3OtLo5Y4audR2zw3n8o+M++cc84555xzg2SQ/jaZc84555xzzjnnnHPOOeecc84555xzzjnnnHPOOedSRvew7Z8DXyAk6av5uqQ/mtmcHvWpEmY2U9LRwDeTommSjjaza5qs/x9J2xASH67VpvrjgU8CzZK1zQFOAb5nZjcU7nwfM7PHJL0buIiQvLLms4TP+HhCgu+bCcmMZwOTCQnq1iT8J5gdgVW72e825gM+BXxK0p3AWcDVwE3AE8BzhON0KWA94L3ATlEdT9GYdKdmUULSv69LuoGQ+O5aQiKip4DnCQntliUkpd8X2Cqq407CPpXlh4RES7XEtaMJSdL/QNhXbwReBhYHNgD2pj655+8JyZp6wszOlnQlsFGq+EBJ30+Shmdtc4Ok/QgJQmu/9xhCgvfPSjoOuJDwuT0NDBHGuSUJx/f6wDsISekAZrTp4y2SDgW+nSpeGrhK0u+Bk4H/Ej7npQkJqj7O3P38ceAeYJNW7URtPibps4TkrzXzA/+W9CfgBMI++hwhCelWhCSq6yfrvgpcDOyQt80Wfgkc2OS9J4HTKmjDjVwLEBJCfk7Sfwlj7DXUj7FjCWPs+sCeNCYGe4wwVnXDMpK+P8w6jjSzxyrpTb1jgY+klreP3p8BnFSy7gMIyZbSfzxvQ+BWSWcQEh3+hzCevUQ4dy6YbLM2sDVhHOplXFtzOrAzoV83J/HgacD/CHHJ8oTz+CcJ5+i06wjn1XY+A2wDrJwqewfh8zqa8HndTzhHrQC8C/gYECfiuwH4Wo72vk84LtIJzzdK2vslIcn0PYQkyssBbyech5aN6nmI3idBfJ2ZPSvpt4S+1qwL3CTpSMJ4cT9hjFgWeCvhGJiSrPsaIRbYu2udbvQ1QoybTnC7GiFGOAf4K3AFIfnzC4TrhwUJyRLXAbYgHMu15MZXdKfbHfcn4NOp5SnAXZJq8dnLgKXev9/Mjq6o7VGEeP29wGOS/klIcnw94Xt4NllvUUKizZ0JsfTYVB1zgMObNWBmL0raLal3UuqtDwDvljSdkHj9DkK8P45wPbQ2sCWwGyF+y0x6aWZPJTFm+njdgHBs/Dip+4Gkz8sBbyMcG7XkmzMI1w57NfsduuAgwuf7tlTZm4BrkuTOtWPjUcL10CTCsbEy9cdG7Xu5qE17BxPG2pVSZXsDm0s6inAN9hDhGnZVYHfCua9Wf+3c0XFmZpL2JZwDJqfe+hgwNTmP/Bt4GBgPrJLq7/iour+Z2e863+vhS46bK6k/l9U8D1zVpooLCOfxrMT25xeZwzKzcyT9lHA+r1kSuDyZ0zgZuJUwbqevtdaLqpoJ7GVmL+dtu9vM7ChJLwG/JVwXQzjOLpa0vZnd1bveVeYgYFtg9VTZ2oSk0bcTxuonCUnu1ySMpzWPAj8AftydrnaXmT2RzI/snyreiLmx1tnMPZ8sz9zzSS2GfJUQR7+/a51OScaNDxPOezVjgb8k1yjHEubXniGcZzchzF3U5tTmEOLJdJzWKacTzvvp+c6PABsk482lhOvfyck67yaM67W51f8SYobNutDX0gbsO8HM5kj6C/Xznh8DdpJ0MWGu4bVos1PNrN05qVu6HU8NsvPIjn0NOLfNtjcQzhPx/ADAtWb2TN5OJHPIBwE/SRVPAs6UdBphrv56wjGyKLAxYSzYNqO6DzWbG+8HZvZXSe8inCdqY9liwPmS3mZmmdc6A+ZIwvzKdqmyNxC+z/uASwjzZPMT5gE2Z2689RLhGG52z2igmdmsJJb4Tqp4JeD65Lx3BmEeToR7MFMJ54M31qoAphOuobvOzGZL2p8wR10bIwX8VNJ7CN/b5YRz90KE64Bp1F8zFr6GNLMzJB0MfDdVPJkwn3uwpBMJ+9W9hLmLscn7yxLG9Y0I++RCybYj6v6zy2UsYV+cBjwk6R+E+9nXE+KaZwnjUG0OalfC/Fj6OnoG3bv+GVvBvZYTzezmSnpT7w/AEYR7yxDm8FeI1jm2TMVmdqiktQlzOTVvAC5J5kZPJYwxDxPuj00iHOsrEo71zQj3dtPXCr1SG+uWAq5sck/8rcAnCP1Pe4xwb7CdH9N4vl0XuEXSMYSY925C3L4M4T7Jx5l7j6DmceqvfTOZ2anJ3O20VPEUQoz9e8L9htsJ5/IlCfH0RwlxedorhDmhmW1/w96qfYdvJswF/JKwD9buJy1PeG7kE4Q5sLSbge91r6tAiA1uoj42nwZslcyZ1uZ4xxJij90I197xc1v/Bn5WtHEze03SHwn3D2v2iVY7w8yeLFp3SYcSxvL0/rcbsFEy530W8CDh/sPKzP08anPIZeKVRyTtQnjWpnbfSoTnCj+Yeh7sFuqfB1uc+ufBVsnR3Kikz7sBTybntSsJ92ofIVw3ASxCmPfbifAsVXqO3Aj3UKv2Q8IzC+lnkU6XdAJzn9OpPYO1EeFexNtT2/f0Gayc5ifMj39G0h1kPyc3hrnPye1J43zOE4R55zzOpT4OTjsn5/ZZ9xZq7+VmZtOTc3X6/sDiwD8kXUM4111KmDd9lrDPTSacL9YmzHftSPgMC7c/DMsT9s0jJF1GmAu5lnDeeppw7pqQ9HMz4EM0Pv96vpld3qX+uvK6fXwO11IVxP0/NbNHKulNvWMJcU7NNtH7rwF/LFn3RwjzHOlnQdcnPKP0D+Y+Y/UY8CLhe12QcH+g9ozV1vTXM1ZrUP+M1T3ALOqfsYqTv91Ii+cqUj5PmANdLVW2I3CbpF8w9xkrCOPYzoS4f5GonpuBr+Ro74ik/q1TZRtQf51xD2EfWJa51xnLR/U8QhhPnXMOwvid9byKc84555xzzjnnnHPOOeecmxeY2Rq3/u6pUXNei+8tO+ecc65DDJ69eYpuOHaHoSkPLqb122/hnHPOOeeccyNO/HcPnXPOOeecc84555xzzjnnnHPOOeecc84555xzzjk3IHqWkMTMnpf0M+AbqeLVgPdRPlFLP/k58GlCIpgh4FhJG5vZK1krm9kNktYj/P7vIfyHjSUICZ8eIiRsO7GWiFnSBEKCsqcJCedvBC4A/m1mD3Tw9+opM7ta0luBv1Cf1HAhwuf96Z50rBqrkC+xXtoMYF8zeyzHumsnP0U8C+zZYr+9KUkKlU7UI0LCvL3b1H0h8CV6n0jvu4TESDUTCP1qmuTUzE6R9H7gd9QnqFwW+FryU3UfVwX2SpWNJiThPrDFdrMI30Ph48LMjpf0Rhq/2/clP618jJAka4ei7Wb043pJ/wE2znj7ODN7bbhtuHnGatQnJsvjFWBvM3uqA/3JsiTw5WHWcSIhIV2lzOxKSbcSkg5n+buZPdPkvXZ1vyrpbYTknOlxYwh4V/IzKD5OGK/fCMxHOJ98Kcd29wA7m9msdiua2UuS3k5InPyG1FtLAockP+3cCuyUZww1s9mSdgXOJIztNQsQ9tc8++zDwI5m9nSOdbvpG8DbCImna5YkJDxsl/TwI4Tkhe3inY4xszmS9iAkA90zentq8jP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            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#retrieve top 5 most liked tweets\nmax_likes = tweet_df.groupBy('Tweet').agg(func.sum(\"Likes\").alias('Likes'))\nmax_likes = max_likes.sort(desc('Likes')).limit(5)\nmax_likes.show()\npdf3=max_likes.toPandas()\nplt.title(\"Most Liked Tweets on \" + mostPopular,fontsize = 40)\nax1 = plt.subplot(121, aspect='equal')\npdf3.plot(kind='pie', y = 'Likes', ax=ax1, autopct='%1.1f%%', startangle=90, shadow=False, labels=pdf3['Tweet'], legend = False, fontsize= 40, radius=8)",
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+--------------------+-----+\n|               Tweet|Likes|\n+--------------------+-----+\n|💫 MOHAMED SALAH ...|   12|\n|Now with Liverpoo...|    1|\n|RT @RyanMason: An...|    0|\n|RT @jason_lewisj2...|    0|\n|❤ RT @LFCphoto: -...|    0|\n+--------------------+-----+\n\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 34,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f6a6947ccc0>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Wd2jNqDjo+bMGd0spe7SRZyv6SfYfu35xmqLZOYvaZqu1/kuSB6Z5LM7lnUluNXb9u0keOVdR26z1fCrNY/sXY4MfluSl8087P6MDkp6SpmRrs72SPGLa65q13s/XWh+T5CVJrh8btV9W0PZ3VIb5nCTjB57cOMmjlmBdf5/k7bMGHzLt9UxTKeU2mVnMekpmvmbdIUv8N5RSdk/y6cwsarsqyeMXWtS2UtRar0vzvHrWrFHPnDA5izA6qPykJLuPDf5ykgO3VdQ2W6312lrrcWnKdD8yvZQAsKa8etb1F8wuapvlD5P8YOz6U0spc5ZmT0Mp5feTfDQzi9pOSfMa4U611pfWWj9Ya/1WrfV/aq3X1VqvqrVeUGs9rdb6Z7XWBye5W5rCt02jZdwkyXtKKS9b6r8BAJbJzTOzcOWHbQUB1rdSyoYkx2XLc1JNU/i11aK22Wqt1297qqVRStkzzYkgNqtJDp9U1Pa/EzTvpX531uBFF1q1oZRy4ySPGxt0bZq/e97Fn7XWy2qtb6y1nj71gCyFw2ZdP6GNEAAAAAAAAAAAALBU1lpZ26IKvEZnUX7G2KDFlIf8WZKNY9e/nuToRSznRZlZFLcxq2in21LKr6U5UHGzD9RaL0xTrrHZo0ope01hdeP/pzuWUn59nvON7yB6TpIFFYutFrXWDyY5KM3O3pvdM8kLp7yqB8+6/qEpL3+rlvn+tpRm77T8niTvy/9n7zzDZSmqtn0/55DTASTHQxLEQBJQcgYVEEWQHAwI+irqa1bEgPL6AYoRFUUygiAgKIJIFpCMZJSkIDnndNb3o2rY1bV7ZrpnevaefVj3de1rT9VUV1V3V1etqun11Iizb1kaxxkPTiaIIraYBKwzTnUpIGkZYN8sem8zu7aX/MzseTPbiTY2gaTNgfckUdOAHczs/prlXAjsl0V/YxAieGZ2L/CHLHr9pstpU/ahBBsnZTNJ245F+VWIgm0nZ9FvG1BxP83CK0uaa0BlNcEuBEG2FscCZwCp8MbAxilJ8xJEmd+RRD8NbBHFFScsZvYq8Issekyey9cJu1IU8XwC2K6LaExHzOxxM9sW+FW/lXMcx3Gc6QlJq1Bco7nRzP7SLj2AmT1LEFx4LRuKa7SNI+nzwCGxLIC7gM3MbCszu6ROXlHM7UPA6kAqBHuQpE80UmHHcRzHGV/myMIvj0stHMdxwu8xaybho+LvKxOFjYF0Q7Xzzez6bgeZ2d8Jm0+02EDS4k1XboC8neJ5X2xmD4xXZZzBImlZYK0k6gXCZiqO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziOM90wQ/ckE46jgS/Ez8tLWjO+xNqJzYGWmNM0gkjSXlULlLQokIuN7BPFF2phZq9K+jhwaRK9naTPm9lE2LG+THSq9X+L+HkGYGfg+/0UZGa3SLqaEQGG3Si+rDwKSZOBnZKoY/qpw7BjZn+S9EPg00n05yT9yMyacqpZKAvf11C+VRiz9jYoJM0M7JBE3WRm18XvzgM2ifFbSFrQzB7M83CcscLMLPa7706ih8Up5NMURWhPN7NceKs2ZnZnm69yYbhfmtlVPRbzQ2BP4M0xPDvwUeCgHvPrxJXAdkl4zO6fmR0maVPgfUn0V4BTxqoOFfhnFp5/EIWY2c2SniXcawhtd1HgqUGU1wDpePsY8Ccze0nSycBHYvxbJK1qZo2K4EpagCDCmgrnPUEQautm408UrszCw9KvTmgkCfhsFv3lKOzbN1EAs059lgZWBJYE5gJeITxPdwGXm9lzTdQrKW8egqDq4sDcBLHVS8zsti7HzQmsB7wRmBV4CLiyivNohTrNQRB6XozQv74Q63Wlmf2rj3znAlaNdZ4bmAl4DniEcH1v6Eegb6yIQq1vIZzHvITzeIJwjf5et82NF7GtrwYsAEwBHgXuBS4ys6cbLGcmYF1gaizrCcI4fnEUYJ1QSHojI9dtVkL7/TfhuW20f6hQl0UIz9SShHtowLPAA8CdhGeqp2sc++aVCIJe8xH6w2eA/8R8c1usar5LEJz2FyRsevAYYW3iYjN7spc8O5S1LOEcFollPQgc2W0NMG4UsSawDKEPnEToY28GrjIz63D4RGGrLHxsaarRHAd8OwlvTZgnNI6k7YDvJVFnALv1O06Y2TWSVic4obdEvX8o6RYzO6+fvOPYvC5hTJ+H0OZuMrMr+sm3pJyhb9tRpH1Vgi0xE3A3cJ6ZPdzluMUJNsgSMeq/BHGMsVzDRNIbCMIFCwNvIPR/DwB/a3LdP/a1bweWi2XNQOhj/9RUGbGcWQjnswRh/HqFcO+vN7Mb+sx7McIaydKMjEWPEcbGy8ys77mzpNmADRmxz+8njHN/M7NpnY4dRgZ5P3qsz6RYn+UJfcNjhPH+YjN7puGyVibY0QsAMxLO+07g0n5+A4nn8EaC3bIYoW98kXAutxHmMWMmXCZpBUI/vVCsy8sEIfv/EOzg2wZkT6h7kooZhWu6BuG6LhCjHwJuB65o8tmLvwWuRZgvLEzoRy43s4ubKuP1xhjO9WZmZD1jIeAlwnh/XccDi3m8jTCOLBqPv5cw9j/eQP0GOveQNCOh7S5NuNYvM2L/Vb4G0ykfycKD+P1kkOQbH3UUts44F0g3rdsG+HHfNRobxuU9giEcx+cg2CvLE9ZDZgGeBB4mzJvuGECZb4llLk6wDf9L6LNrbTpVk/zdjdOaXpdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxnPFmuhNrM7ObJF0LrBKjdgO6CTnslnw+18z+G3yaKrMXwQmkxaVmdnmdDFLM7DJJlwPviFEzAh8D9u81z7EgOkunolO3JcI1pxIc0OaI4d1pRjzraEbE2j4oaV8ze6lD+s0YeSl4GsFxdMb2yacLvgd8nODECOH83wOc1lD++fWbl+A4MFDGqb0Ngq0IzrYtjs0+t8TaZiAIDf5gjOrlOO3IndjnKU01hkQnhz2z6B8OsLxlGBGEbNHzs2lmr0j6MfDzJPoTDMbZaLzv3wEUxdpWlbTyEDuaDVLs5UlGxNpgCJ6lMiS9nSAw1eJ3ia11LEUnud2BxsTaJC0M/JXgUNXiUWBTM7u2qXKGgPF+LqdXNmJEBBOCGOLRY1V4dK7dDNieYM8t0iH5y5LOAL5TVfBQ0h7Ab5KoDc3sAklTge8QxMRnLjnuL8DeuRippHkJffSeBGfB/LjrgY/1IpIoaW1gP4IYxkxt0twGfBc4pqrAQHS+/gZhblOab8Qk3USY/xzcr4OgpAuA9Uu+2l9Suzn7PWY2tSSvNwE7EoRwV6EoPJunvRk4mHCNXqlZ7cpI2gw4meDECsGZc28z+3WHY2YizDn3ITjClvGypD8BXzGzmyvUYxOKjsu7mtmx0XH/64R1mPlKDn1G0veBA83shW7lVEXSsQQR8JwPS/pwm8NeNbO2625R4GgvgrDkMm2SvSDpTOBr3cQW+0XS+4HPM7IW1Y4X45rV8Wb2y4p5Lwp8mdAnthXDlXQvQcj3sArikgI+GPN9W5tkr0QR9P2qCltJuoQg6gRwh5ktG+O3IQiIrV5y2ImENYiy/KYS1vPeRxC1KONhST8DDjKzZ6vUc0jZNAtXEkMxs7vivV8sRr1Z0iJNb1oR78WvGBGdOYEg1NZIn2pmz8V2chphbJoM/ErSWzqJLnbo7xYmiNjtQHHe0DrubuAbZnZUlfpNhLad9bWv9aGSNoxllY2/L0n6JfClvIwoTnAwwSbLF/tN0inAp6qIFbSrWxUkbQ18kdC/lo71kq4C9q8iqBbHj1RY4tdm9pEoTPS/hPF4anbY1UAjYm2S3kqwwd5FEBgtS/Nv4BBCf95VBCOKaaxP6Nc3A5bqkHyapL8SbOcL69X+NVHjA4FdgdlKktwr6SeEdjut6r1vd18q1qm0H6h4bOP3ox9iO/w0waZYsCTJM5KOB75oZk9I+ghwePL9umZ2SYVyZiW0970JYkxlPC3pJMKzVUkYJor4bQV8gDCnnLdD8ufjuRw4CIGVWJ+ZCBtG7E0QburEE/HZOMzM/tpnuQcAX23z9bclfbskfj8zO6BNfvMAXyOsG72hTb6PSDoaOKCKoFYUGU2FfvczswNi29gf2IPRbfAUKtonY03JNV88F+yW9DeCiBeENcuF64qPSfotoa9t8SYzu7VD+rGc67X65x0YbVscAry2ftzBrtmRsKHbym3qeSrw2bqCrYOae2RlLAp8i7DRypxt0txH+A3hEDN7vm4ZExlJ81PcROiaKu1tyMjXBm+pcWx+rlswccTayt4jGAhDOI5PJaz7bUkQK+20RnQ34XfGX/a7niVpS8JY+PY2359F6Avb9v89liuCjZ1Sab7qOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOBOJto7AE5zUCf+D8WXyUiRNAbZuc2xVNsvCTbx0eGQWzh0eh5GtKL70+ppDUXRKPDX57m2Syl6Wr8vxjDhBzRPr0IlUmO+8ui/kT0TM7AHg91n0u8vS9shDWXjLBvPuxHi0t0GQ7jBthDbd4hTguTZpHWe8yB2FGhPB6IO1KDqv3wVcMMDyNqHo6H2Zmd3eZ56/pXgtl5TUzgGuH8b1/kURolzQtskxqV+WzcJ3DbCsYXyWysjHntRh/CLgniS8UxSo6htJi8f8U6G2B4ENpjOhNpg4bWGisUkWPrGTUMoA2A84kzD/6CTUBsFp8f3AFZL+t9cCJa0DXEsQ+B0l1BbZFPh7FC9pHbd8PG4fSoTaIisBF0Yhr6r1mVnSMcAlwOZ0FlRbnjCP/muco3fLe2+COOT7uuQLYcx+C0EcoJPwx5giaWmCs+1+BAHybuszKwJHAGdHcb1B1Gl3Qrtt9UvPAu/tItS2MnArwaG0k+0yI/Be4B+SPtlj/ZYALiOICpUJtUEQ7P468GcFQd+hRNJihDb8U9oLtUF4Jj8A3CjpswOqywxRiOYUugu1Qehf1icILFbJ/5PAvwhixG2F2iKLEQRJvtMlz7kJgq4n0F4sAYIj9GbA5ZIOiY7DtVDgx4Q1hjIxq07Hfh64jSAW0qlvm5/gSH2TgojjRCUV+H2VeiK+uRjoiqWp+uMnwFzx88XA7k2LX8b8Pki47xDGna/VzUfSKgRBkg9TItQWmQocKemUXmzwidK2JX2G8LyXCbVBsAP+h2BDzJ4ctz1wJcEGKXv2RehfL4l9cuNImlfSucDphHWLTmP924E/Sjqmx/v5BuA8wqYdU3uobpUyJikIol5HsF1LhcEiSxBE9K+IwoPd+Aih/h+ju702iWDTXiDp/0Wht0ooiP3eEsspE2qDMBb9H8GWmKtNmnFnwPej1zpNIfSvB1Mu1AbBVtsLuFrSm9uk6VbOWwn257dpL9QGwab9MHC7pB06pEv5FWGN7gN0F5OZNeb/j9jnNIqkBQn92P+ju1AbwNwE0e59mq5LPygIbv6LIFDcTqgNgn3/WeBfkjbosaylgCsIApnt2uBE5sjk88wUNzPqSmgpNcAAACAASURBVHxG35tE/b2LUNtYzvVWA64n9M9d1wRKjpekXxB+X2v3W+CMBPHomyRtVCPvgc89osjc7cCHaCPUFlmU0Pfdmq7rvE5Yi6LQ1XnjVZE+yMeVOpsJ5Gl7GkPHifw9gnUHaGMN0zg+M3AnYe0kb79lTCXYa5fG30Z6KVOSDgLOoI1QW+RdhPXhtTuk6YUNgCWT8H8pinM6juM4juM4juM4juM4juM4juM4juM4juM4juM4znRBt5cCJyrHAwcRzu8NwHsoCjelfJARh/SnO6QrRdIswKpZ9Ll18mjDX7PwapJmNrMXG8h7UORiHsdl4WMp7qa7G8lO6L1gZo9I+jMjIm27ERyMRxFf/E0dEXoR5puonEfRcWOtBvO+AkhfGv4/SddGQZ5BMubtrWkkLUDY/bzFRWb271bAzJ6RdDph122AlSStZGbXj2U9HScjd3a6ezwqkbFOFr7IzGyA5eUODH2P+2b2pKSrs7zXJjhpNckw3L/zKAqBNDkm9Ux0nvlAFn3+gMpamtGOd3cPoqx+iCIBOyZRdwN/awXMzCQdD3w5Rs1HcPT5Q5/lLkVoJ1OT6PuAjc3sttKDJjbD8FxOj+Rjw8VjXH4uGvE0cCPBQfEZgjjEsgQxmskxzWTgYEnPmtnPa5a3HGEO3HJqvgu4AXieIAS1GiNCJfMBp0SRg3kIc8+WyMEDwNXAUwShincysm4wM3C8pOXN7NFOlZE0J/AnRt+HJ2P+DxHm4SvEvxYbAudLWtvMnm+T96bAYVn0q8A/CM/Ps4TrOz/BeXUgwmYNkLeRV4F/Ehw5nyS0hwUJfUTqrL4R8AdJ65vZq01VRtJXgQOSqIeALc3syg7HbEgQoMnHtH8RhFCeJqzJrEkQj4BwXj+K6xsH16jiHMAfCcJ7EK7RFcDDhOvzTor3en2CUMjeNcoYE6Lo3CUU59EQnFivJfQRSwBrMNI/zAAcImkuM/tGw1U6ANg5i3uGMH/+L/ASQeBqUUKf1UkMpoCkHwFlgg13EYSeHiPc26mE53VySdo8zynAhYwWSniUIGjyBLAwwd5sCVeKEYGQParWP/IVghBUixsJbfxlwn0qFbmS9BOCQF3Ki4R7fC8wjXDeqzFy3ksShKPWGgObZ2NJqxP6mPljfR4h9KMXAqfXWdeRND/FZ/C/ZlZHgDYXSV6eZtZXAYiCHO+JwSeA7c3s5TZpJxPWkHYgtLN5CH3iTYS1p9+a2SuStgJ+HA872Mx+AmBmz0rak/CcTwI+Iem7ZvZMxeouSBjTF4jhpwmC14/GuHdQFJl6P2EtfLuK+bcY+rYtaSfg+zFosYw7Yr4rUxQvWhM4FPiopE0I16RV/i0EsZmXCf1YKm6yNPAbGt4oJQrAnUtoyykPxfN4jCDEtzLherfYBZgi6b011jUmEdrmejH8CmGMvJdgb/UtBC9pBuBkimvrEOyuqwk25GSCffs2RuzOlQmCE6ub2SNdziHlecIzdz/BLp2V0I7eSlGo9/OEcaqrKKKk5Qh2by74eg/Bbn6WMDavQRh3NwV+SbieQ8UY3I9e6jQzcA7h+qU8QWiPjxLGmzUJtuPSwGnAz2qWswphvWDu7Ks7Cf3Yi4T5T/qb3WzAcZJmM7MjuhSRt8VHCW3xUcKmKnMS5i/LMXJdZwN+K+lxM2tEkCSKPJ3KaHvnAUJ7fZTQL04hXMvlqGBHjTWStiDc51xM/GaCLWiE65mKtM5LEEvcxsz+XKO4WWNZrT7+eULbu59gyw5CCHasOYkg5NOyx3dn9Ny4E9tTFGhvu/HYGM/1FiCIZLbWJZ5iZK43L50F0lp8nSAE2eJGQhubRNgIIl13mEKYU29sZrlgcIGxmHtI+hBBYCoVd0vtnpkJ7Tq1e5YALornML1tatGO3Db9O7y2fr0VwYZ6G6EdvUCwuf5OWEc4pWmR5h7J3/Fot9FCGfnmCktImt3Mnu2zTmPBVYQ5QmuMnQIcJWmXAdR/KMbxiBj9XN9JWPt7MobnJ9hnqZjpKsBfJK3Ww/XZH/hc/DyNYBfeE8takaLI31zAyZLeZGZP1CynHbtl4WObXLt0HMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxnGFhuhRrM7OHJJ3NiBPerrQXYUtfGjzFzJ6rWdyqFB2EnjCzO2vmUcYdhBc1W07ZM8WyLmsg78aJolPvSqL+Zma5o+VfCY4RC8fwzpK+0MAL0kczItb2LknztXE22p4RJ4ZngN/3We5EInc4WEHSjO0cU2vyW2DbJDwfYTfmkwiOgue3E1rolXFub02yM8V++NiSNMdQFMrZDfjfQVbKcdoRxVFSUYlXgUvHqTop78jCV41xeU2JU15DUaztHQSn8UaQNC+wTRZ9UVP51yAfk946DnUoIGkm4HCK7ftCMxuUyOeHs/BNZvbYgMrqhy0pOgodVyIYcAwjYm0QHEV7FmuT9EbCGL5YEn0PsFFDNvYw8qEsPB7P5XRFFFnJnTivHoeq3AUcQXgmbigT3JC0EPBpgn3Xsgt/IOlPqYhvBf4fYe54K7CPmV2QlbMSYf7Tcu59I6HtbUVwZL2PIKh0WlrPKJ54MiNiB28Avgh8oUt9fk5RqO2OeNypZjYtq9sqBJGG1vi6CkGYZZ82eX83C38f+G47ATlJKxCELPYq+74HdiA4yS5GUQTwhwSRmDLazUFeAE4g3Ju/ls2bouPx+wjCPS0xl7UJzt8H1a18Sf6TCdc/vT7/ArYwszs6HLcY8DuKzvsnAN/MhXiioMiewCFJ+gMlXWJml1es6gGE9vcIQZjl2HRuF6/TF4BvM+IMu5ek75tZE+K3nyYIwUwmXJ8WJwJfanNM2TM/ibCGkdocDxCEj05Ln4/YPxwC7JSk/Xq8bo2IWEmaj+L88mngM8AxZvZSSfrJBKHdbQl2Qqe892G0UNvvgf3N7MaS9HMAWxPspE4CRT+hKJbwFMEZ+ch0jUPS3ARH5X0ZaRO7S7rYzH7dqe4JiwDfjJ//BHwmb0/xWXg+i9uHopjV08B+wK9yZ2tJixDEKVpi8/MShDHfWXYPGmSDkrjZCWJI6xPa2jmEc765Qn7LZOH/1KzPvVl42ZrHd+OLyeevmNkDZYmimOJphLEoZfH4twWwbxQRa10vyESDzOwySacRhNTmItzfqmIqX4v5vURowz9Mx4f4rHyRYIO3hHk+IOnD01nbnsSIiNMZwL752p+kHYAjGRG6+JCkXxHWIycThKY/kW96IGljgn3Tum+bSNrMzM6pUK+uxHHvtxSF2q4EvmRm55Wk34jQPlqialsRxvlDKha5HUH40uIx3zWzx7MyplY/g1K+Q1EY7AHC+HdCfj+jKNoPGVm7nUpY29iKzjwQ050OXJnbjDHveQhCrPsxss7/ZUmnmllbez8KXx1BUajtLmDv/L7HsfG7wEcJG/10FCkeJ8biftRlf4pCbc8S+qrD0zpFUbePE85hWeCrVQuQNBvB3kz73H8CHzOz87O0yxCeq5YQ4yTgp5L+bmY3dSnqeoKI1Rlm9q+yBDH/rxJsXAi2xtGSlm7ot5CtCWLELW4ntNfSTQUkzU441x0J4iz9cjBBPArCWHdB8t0hBHssJ+93FiSsGaViRFcS7te1WdpVCOtyq8WomYFjJL213ZhdwqcIfeGLwDeAH+W/90pasuS4CUPc7OM0Rn4vWjOKqVcVQk1/D3+RMFaNYhzmet8k3LsnCP3GbzK7fjIjv/OVsSAjop1XAh8tGfvfQWjTLaGi2Qlt7G1dBIYHOveQ9Gbgp8kxAGcT7Jc7srQbEkREW3byPASBqVV6eLdhIpLb57dLWpHwu2r+3SyEseKNBFv0dkmfaGoe3QePZ+GFahybpxVhDvaPvmo0BpjZY5L+AmyeRG9DuC+/AH5ftkbQB8Mwjrd4hbAOcjJwtpk9VVKXSYRrczAjwqLLE+zRfWuUtQphgweAXwDfyMdQSWsT1rFa4pgLEdbYKttj7Yh2Wr4ZUltRUMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMeZyEyXYm2RoxkRa3uPpHlzEQxJS1MURTm6h3IWzcK39JDHKMzMJN1CURBmkYqHz9GjA9Zi3ZO0ZSeK7em4PIGZvSrpBIKzGYTd0rcAzuyjXAgOe48TXkyfkeA8X+Yskjoi/L7B3Zrn7vF6PzSGL9Dnzhot54Y6AhDtOIUgIpg6D81AaBM7AS9Lug64nCDQc3FN4YkyxrO9NcnuyecXCS9r55xD2AF+gRjeWdIXexSdG4++YViZpQFH1bEs96nxFnKKTuuHZ9Fn1HCYS5mvx+vw3zZO3fn4WNVBrVfysb+KeEEVcmfRquN+VyTNSnBcSp3sHmB8+sT8/iwiaVKZI3ZDLBb8skcxM8EZZU2CKMgbk+8eYLSAViNE0cPPZdH5s1WVdufWiWk1xuHds3DZeHuLpGsYEXLaUtIb2okmdWEx4EKKzmf/AjZuwHYo0GMf9JKZ/bfheuxPcT5iQFWRDac981B0CIfgxD+W/Bz4ere+LY6jX5J0JSO24CwEIZQvtj1wNHMTxqN1y2wGM7te0nuB6xgRdjkwHnc/sFbZc2Zmd0nakiAOMEeM3kXSl9qdm6TtKIpLXUoQ/nq6LL2ZXStpA+CPwMYx+mOSfpwLBEWH/7cnUb82s45CxmZ2K3CrpINoYA2kZfuU9L9PmNndNbL6L7B4G6HxtLyXgZMkXUAQnWk5Zu8r6Qf9iFFHR8oTKYpuXQFsaWYPdzn81xQFPfc1sx+VJYx1PFzS1QSBu9kI9+IQin1gJ1pCbWuZ2ajnOV6n70iaQnA0heBsuwfwlYpltCXep0eiGEHKMzXv+24EIawWDxGe21EOxLGt7SzpYUYcdAX8UtJyZvZqjXLbsTnF52IvMysVbYh1epVwDy+W1E6kriWE8YMs+nNm1lZ4yMyeAY4niDkt2CbfDYBdkqjngM3LhCDM7AngM5LuyeryA0knm9mT7eqS0BICOgbYo6zfM7OCyFgUufx+EvUgsF470cBoW+wm6T5GhP9WJdhhvdqITbEZcIWkPcysbL0iZUoW7taH5OTp8/x6Jtp9m8XgvbS5rlEg8SJGBNja8XbgfIL4USd+RBBrgyC6WVWsbW6C0M5OZnZK/mV8VvaLbTs9l4MknRi/78ZEaNsitINjgN3NRovemtlvJc1PuNYQxJj+TLiG5wBbm9mLJcf9VdKeFDd32T0e0wSfpzi+nQTsYm02zTCz86KIzN+AN8Xob0r6dezLutGy0fYys1+VJag5VhWQtBYjYysEceANzOzBNmX9M9qPxzBiE24paVMz+0ubYk4Djugm5BdF6A6UdDFwHuG3gEmE9d+dOxy6A0Uh4XuAdcrmd3HM30vSgwTxnzfkacaTMbofdeu0RFanlwj25AUl9XmRMBbfTFiTqnN9v0BRBPE2wn0cZU+b2R2S3kV4/lp98SwEEcj18/RpGVXWH6KI0ock3Qp8L0YvRLBTmhi/U/v8JWDTTvWKv3WdBpwmaZZ+C499zxPwmhhXStV5z/coCiReAmxWJoIT54TrAecy8jvTfDGPfG2qHXMQNhZ5r5mdXZbAzO6pmNcwcxTFzX12p8J8JwoTpf3gHywT9kwY67neHAQB2I1yIb9YxquMFvbNj4fwO+UmZb+7mtnlktaNdWwJti1HEK7+TlmmYzT3+Cmhb2rxO2CHNrbZ+VFo6ZJYdwjr2V8kCMVN7+RiZQsQRLDmLEmb80bgLEkfM7MjGq9ZdW7NwmtQXcwq35QCGpwzjQFfATakuAFiS0D6m5IeZeQ9gsuAS3t8h2JYxnEI4/dS+byqpC7TCO2zZd+27vWHJe1fcT4AQRwb4LNmlq/HtMr6m6R3EzY1aY3vu0v6Wtl8qybbMtIfA1yVr+s6juM4juM4juM4juM4juM4juM4juM4juM4juM4zvTCpPGuwAD5A9GZgPDi5w4laVLxrn9T3B2+KvNk4XYvt/dC/vLlvKWpRrMtcFcPfxf3UdfUYeJlghNMGcd2OK4nooNPWt5ueZroUJg6IvQizNeOfentem9WltkgiNco3x1+vrK0PeRthDaXiwy1mJHwYvEnCff/Hkl3SjpY0pvaHNONcWtvTSFpJWClJOqPZS9cR0eU1Fl+QYq7j9dhPPqGYWVNersWd41TuV/vs9yekDSnpFWjmNB1FJ3Wn6ToiFmHg+jtOqxYlhmjx8cqwgs9IWkmgtNZSlNjf6/jfimSZpW0nKSPEe7fu7Ik+5pZPjaMBfl5zkBwph8UF1Penm4l2H7fY0So7RXgBGA1M7uzicIlTZI0r6QNJR0OnEXRKelaqgs35LQ7t05//6hY7/mAdydR15hZO1HidLxtZ3dXYRmKjne3EAQgGhVqi/TSB/2p30IlzShpEUnvl3Qu8I0syWFljqlObfL+8/l24hiDwszurSNCGcVYfp9EfbCHYncrE2pLyrgRSAUZWn3vPl0c/++nKNa4MEWRhJwvJ5+fALZpJ9SWlPEiQWCj5YgpRsSpUpbIwqeWpGlXxrRuAiBjiZk9102oLUv/ECNC1BDEY9dpk7wrUdzmfIpCEGcCG3YTapO0GsX57FHtnPdTzOwaguhJi7UklTkct2OfMqG2jAMJDrEtOolxjAefysIfLxNqy/gccEMSXgrYqqH65M/UaVUP7GJHfo6iaOavOwm1leRdKjjD6H7h62ViCVlehxLsrxZzAntWrQvwH0Lbq9qnf5ai4MKO7cSsMr5KsAtbfLpieXV5hiC6/0mCs/xbCH362oT2eWGWfnbgBEkb05k5snDdeUYu3JLn1w/bJ59/2kHk8nCKc97rCKLOKxMEtLYirM8YoQ8+oEu5lwBPxc9rSZqxRp2PKBNqS4miXKcnUfNQFEvtxkRo2/cS6thJOOCXhHbdYm7gWYJdNEqorYWZnQbckURtUKNebYkiSZ9Jom4Hdu1mi0bBnFQQZnbgozWKPrWdUFsDfJlgm0FYh31vh34aeE104qMEIfQWbe+9mT1Qx04zs0sozqPf3+UZ2ycL71Um1JaxP0HIYtgY+P3ogY9QFH89pEyoLavT2ZRvuFNKXI/bO4maRni22trTcV19T4rnvZ6klTscU3f94SDg+iTcyzyujNRGu6ZOvcZpra9AnGuka0PPATuXCbW1iKI8O1G0CXZoJ+Lbhh+1E2qbjvgLcF8S3lVSld/6899NjyxLNI5zva/1uR72IqFPaCvuFMfa3Qj9R4uPSZrc5pCBzj0kvY3ifPV+4MOdbLO4LrAbwR5tsbekfMOC6ZH894MjGRFqu58wPq5FmNusQ1hzTTcTmYEgfL7eQGvZmfy31g9UmSNE+3Kbkq+anDMNlNhH7E54Vst4A2ETxm8R+rknJF0kaS9JVQT5WuUMyzjeWofsKNSWpX8G+FgSNTvFNbsq/LGdUFtSzj8orqcuysjGEP2Qv4NxZAN5Oo7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOM5QMt2KtUWHhN8lUaMEvIBdk8/H9rhjbC7W9lRpqt7IxWbysoaC+EJ56uBylpk9WpY2vmyfinptJamJ80rF11aXtEL2/a6MODHdS3BKf72Ri+PM2lTGUcBhTeBQio7x7ViKsGP9TZKOruNwMyTtrQn2yMK5sFzKMVl4aETnnOmG9SVZ/kcY064mOLakz84jwJYVhCXGivy5HphYW0lZ0NzY3/O43+b+PUdwDP85I2JkAK8CnzSzdkKXg2aUMCUNjkl98CLBUfjrFZy227F/yX14leAYdh7BgTl1ALyW8CwNjXhQws4EwdUWncap4wnn2aKpcWoSRQfKicb5Je3hJYJT7SlALnpyLIMTZnm90fO4IGmxsj61zd8GzVa7ILiyZE2n9AvMrIqYxHlZ+A6C0Hnd41YqSyTpncAqSdSPugl/tYgiEycmUe+pcNj8VfKejvgzRcfWNXvJRNKywGXAGkn04QRhvbbO7QkfTz4bQcykKr+gKOJU5T5DaKsdhYvgNQf8y5Ko0rY6HkhakeLzcUM3MSaAKCz1zSx6l7K0DdC3qHt0Nt8jiXoB+GID+c5JUaTuUeDHFQ/fLwvXuX4/N7NnqySMTvSpGMN5ZlZp/SmKMqSiNStKmlq1khV4mvDsLmRmHzCzn5jZBWZ2k5ndbmaXmtmPzWwDYAvCnK/FDMBJkjoJLM+ehesKxeTp8/z6YZPk88llCSStRdER/jfA283sCDO73sxuNbMzzWxHgvjbqxQFmEcRRYJa/dHsQL5W2fZQ4DsV034rC+9c8TiYGG27ax2jINulWfRx3cSrIql9s0gUrO6X7SjaJwdUne9FEYtUxKPqGAlwcI20lZG0RFaPYyqK9LWElw5PojZpWEwmtZ1nAd5WlkjSQsC6SdR1ZnZOt8xj2x3Ide2VIb4f2yWfXwa+X/G4g6g+59+EsIlJiz+a2ZXdDjKzpxh9Hxuzo+Jviul8avWKwll1mIhznu0YLdzbVUDHzO4Gfp1EzUSxfXViGtBRoGZ6IPZN6RrdYsBGnY6RJIq/hz8AtBO1G4+53lMU+6deOMHM7uiWKI61f0yiFgdGiXeN0dwjjz+4m9A9QBSMS89hAWDTinWbyEzJwovG/xcAK5jZ/5nZZXFu8zcz+ybB/k7XyiYDR9cUUW6SSwjvKLRYgCB03o2vUP5b0YQRawMws98SRMJz272MGQn22y+AOyXt3SV9r3Uai3G8Tn2uJYhqt6i77vf/KqbLN6Xpa+1M0mIEMfgWL1HciM5xHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxpiumW7G2SCrgtaak14RKJK0LLN0mbR2UhXsRfGtHnlde1rCwRxbuJOaRfz8zDexSbGaXAqloUC7OlwvzTWThj14Z6PNuZs+a2WcIz9VXCDtRd3seWk4iV0p6a8Wi9sjCY97e+kXSDMBOSdTjFJ0rCpjZVcCtSdTWXZykHWdQPAYcArzJzC4Z78p0oMmxOKdsLG6qvEGP+y8THCRWNrOfdEs8QIbV/pyZIJR1q6SfSRqkgNw/gX2BNfsQhhs0qeDaq8AJ7RJGIYRzk6jVJb2phzIfAV5JwssD50p6Qw95TSQuArY2s13N7OXxrsx0yiDHhVpImiRpShSFm5r+URQ9hOqiLgBdBSciufPyuRVFy3OB1naCAbmTeFchqoyLks+LSlqypB7pXO5L02MfIWk2SQtKWjJrI4sS5g4t6rSRVt5rEBxjl0miv2Fme0VhoSqk9/kqM7unavlRKCR1ll674qHn1BDYT+dOsw94TK/DWlm47dhawhkEsa12efXKbVn4/yRNLk1ZnbdTdBo/tZ3Aek3WpCh6e0oNAaSrKZ7rSpJmq1juGRXTQahjKjLWTx8I1Z+PrpjZg2Z2WBVxLjM7G1ifoij1vATR/cpF1q1iFm5yLtRycL+7g+D4h5PPNwIfa9cnmtnJBIGhKuRiDFW4MorVdCUKjqTntHpcc6rCRGjbvdo3f6l4XFX7pg7pGDkNOK3m8em1WqOimMhjcW18EGxI8Xns597PRBgjKqPAnJIWLbGd836inV2Ui1zUOYfTKc5Rx5txvR9lxDXq5dMyzOyRdulT4nrI5RWL6seOOr5LXl2RNFnSPJIWL2mLqZjyXMDCdfMvIbVblpH0sQbyHEvG435dZ2b/6Z5suuDILNxt04R1CRsotTi2w9xvPOZ655rZ81XLaUOdTUlOzMLvLEkzFnOPvG3XETbqu1+bgJT9pnAv8N4ozDmKOB69h/C7VoslgR2ar1534rpvLir5LUlt6yNpd8Jv7qVZNlW3scLMrjaztYENgCOAhyocNh9wmKTjexXaG4dxvFt9ZpG0QL7uF+uTrp/UWfd7GvhbxbS3ZuF+50G7UnxGz2xoHchxHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxhpKqzlsTEjO7RNKdjIiy7crIjtapmNeVZpY7qFbl8Syc7+zcD7kY02OlqUZzlJntUbew+ALoXTWPyUWnnqS7s99xwHcZcSzaHfh5nXLbcCzwjfh5Z0lfNTOTtDawbJLumAbKSvmmmX2ja6rxJ2+b/To/lGJm9wEHAgdG4YR1gNUJzl/vJLzonLM4cKakVTu9vDtk7a0f3kXRSfd3FRw9jgUOiJ9bonO/qFnumPUNE4ALzWyDXg6U1I8DRM/lDgmzE3ZEz8e+uuxpZkf2X53XeJyiA0WTY3FO2Vg8BXi4gbx7HferMiOh/3ig4XzrUnZ/BjImRZYqEzuQNIkwJi0LbAx8gjAeTQb2Ad4saYsGnAXLmAI81IAwV+m59UsUUF0lifqrmXVrN8cAmyfh3YAv1yz6JuAwwtjdcoh8C/AXSRuZ2RM182uLmQ2TCPLcwOvFoXisGOQcrRaSZiY4hm5LeK7eSNHhtxPz1Cgqd7JrR+7AWnUenB9XZtND0Rn7VeC5aEtWJbezlgZecw43s8clnU2wpyEIQ9wq6VfAycA1NQS9hgZJKxHmOesAbwXmrHhonTaCpK0IDuAtR/FXCIJER9TIY2FgahJ1d817DMX2tHTbVEVuqZH/k1l4LgZra1RltSz896oHmtlLkq4F1otRC0ta2Mzu77NO5xBsznljeGdgFUm/BE6rI86QkIviXNxH/VJ6vn5J+paYzAzASsBlXY55iXptLxekeKTm8zFTFq76fDSOmd0s6cvAT5PoDzOyrpqTi8DVFUnM0z9T8/hSYp/VGrOu75B0g+TzoRXs9IMJ4nXdxALSNa5526YqcmXFdGn61rrnrMCbgBu6HDNR2vaw2Dd1SK/VfcAbagrLpuuDswIL0X2ucF2N/OuS3/snat77XFhlaTqISETB0E2B7QhrySswuv20o51d9LYsfE3F/DCz5yXdSpiXDgNjej8q8laKAnKVr2+SvorIUD921P2S/g0sEaNWlaRO8wZJcwLvB7YGViYIXVVdR5iH8Pz3w2+BTybhn0vaFvgNcFaTFiz5sgAAIABJREFU6yMDIr1fL1OvXVwdj2mNsfm9b8cg+8KhwsxulXQFsEaMer+kfcysnf2Ui7kdVZZoHOd6Tdy7OvZTnrasjY3F3GPV5PN/am7okQtdVn1OJjLPMnqs/3Y7obYWZvagpIMJvxO32JHm3xWoyo8Ia4StsW8G4ARJH4x1uo0w3qxAeHa3TI79L7BIEh72saAtZnYhcCGApDcTrsfbCe8TrES5ON+OhN/h9u2W/xCM43l93khYb1mfYDtVnRvWWff7Z41NGMrWzfoh30TxyD7zcxzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcZyhZroWa4scC3w9ft5F0tcJQiXbJWmO7iP/XEillrN0F3LRln7FcQbBFsCCSfgUM3uh0wFm9h9JFzLiCPkOScv3IZjX4mhgf8LLtkvE/M+n+ILo1WZ2c5/lTDiiSMTMWXQTwkIdicJrp8e/lsPd2sBHCWIE6cvWSxDu36c6ZDlM7a0fcueYYysccxzwbYqic3XF2hynHX8HdsjipgBLApsAHyE4Cc9MEF9aStJOQySGkou15eNnY0ShjOcYETmBMPYPQqytzri/VBaehdCvrkZw7mxdn/cBK0hadxx3ts/P8xXGwbHIzKbFcq8CrpL0M+BUgnAbBDGU/6OC80/CD4FDs7gFCY6OOxKcg0QQ7DxB0rxm9rNez2GA9DJOnUoQ1ZgjhneNwrnT6hRsZidGu+U3jNgJqwBnS9rEzJ6uk984syNF58nJwKIEZ819GBHEextwcRSkqyvO4ZSTz9FmkzRjRYHE+xndp7Y4mOBQWQlJ7wF+QtHZuQ51HOVyJ7t2vNLQce3EaRZLPk8G/lkx/3aUOS9+miAC3RpP5gO+FP8ek/Q34BLgAsL8r6qj4pgjaTHgx8A2PWZRp41sCOzCiFjgs8B2ZnZWzTIXz8LbUVxfqUtVB9WqbRWCuENKNzGlsWL+LFz3+biNEbG2Vn59ibWZ2TOSPkkY61tzzRUJ9syhku4iPE8XAxeYWZU6L5SF6whCdaKJ69cpvzIeN7O8/+vEYln4xBrHllH1+RgUvyKIGrRETxeW9GYzu6kkbS7WNkvNsvL0jYi1URQzuLssgaRZKIqJnNctUzN7VNL1BEGBTqTn9Vy3fCN3VEzX4l9ZeIHSVEUmQtueVsP2H7R9U4f0Wi1O/5sfzEt3sbZBrvHm975fYa+29z5uuPJzehdGa2cX5WJ5dYWy/8PwiLWN2f2oQRPXtwrpuP0q9Z+t2xgRa5uZII5cKvAj6cPA9xh9blXpW/jRzC6N4rl7JdGbxr9pkv5BsNEuIthoA/+tpybp/fqPmb1Y9cC49no3sFxJXp0YtmswaI5kRKxtNuADlIjjSJo1ftfiajO7sU2e4zXX6/fePWVmj9RIn9taZbbTQOcekuagKFZcK38zu0tSKmpY9TmZyOTzg2lUt0lbm3q1WFvS5PFYLzKzVyRtD5wNvDn5ahs6rw39kLCunD7PE1asLSXOL28CDgeQNA/hd6xPE4TNUj4l6QgzayvEPQzjeFKXeQnryXtQXSyu17qMy7qZpDUJ4oItHgbqrjU6juM4juM4juM4juM4juM4juM4juM4juM4juM4zoSibFfa6Y1UiG0qwbH1vYw4Gr5M2KW+V3LH2BVKU/VGnledXbXHil7EPGD0jtX5jru1MbO7KDoo7RbFPrZP4voR5pvIvCkLv0KfTt29YGavmtlFZrYrQbQtd8L4iKTZSg5tMTTtrVfiS+bpTuj3EByrOmJmd2fp3hl34nacJnjBzO7O/q43sz+Y2acIznGp0OUOwBfHp6ql5OPj8gMuL+8/8z62V1bMwpXH/ZL7d6uZnWNmBxJEh05Kkr+J6v3nIMjtm/vqCnoNgigE8EEgFQT4eBTSqcoTJffi72Z2opltQxAOTfP/kaR1+q99c0Rh1Z2TqOcIQmwdMbM83aKMCN/VwsyOBvYGUkHINYA/SZq9lzzHiQeytnBHtIMON7NVgc8kaecATpXUqxOZU+RxIHcGX64sYU60V/Pn+O5oi1UWjpH0IeAMehdqg3rz9V770ab736aFhebII8zsdoJY2xVtyt+K4JT5d+A+Sd+XtGjD9eobSVMJ9n2vQm1Qr40swYhQG8DpPQi1wRjc4zaMu63QALlgbalASAdyx9tGNgsws+OB91Nuey4F7Ar8Erhd0o2SPhNFH9qRj2VNOZCPx/WrKxg2Xs/HQDCzlwhCfSntBIvy6ztfzeJygYk6juadSK9huzzz+3ZvxbyrCAyl4h9VRUT6bdtVxMsnQtvuRxx+XMaMuA7dqX/shSrXqilxwzLG5N5HkePz6E8UrZ1dNCUL1xUAr/tMDpJhHGfG6vqmfdvTPWwgUckOkPQdglhpP3Pzpn533YewEdXzJfmvDPwPYb3vAUl/lfR+Sb0IwQyCtF308gyl92tKxfMaZF84jPyW4rpH/ttZi/dRFPs5qkOe49XH9HvvarWxKNCVlllmOw167tFv/nkZTW4kN6zk1/R2M6s0ZzCzfwMPJlFzUdz8Z0wxs/uAtQjvLHSzW18APktYR14k++7B0cknPmb2uJkdQRjrvlOS5JPtjh2mcTyu858P7ElvQm116zJe62b5+HNcTWFwx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx5lwTPdibWZ2B3BpErUbxZcG/1Rzx+2cqynuPjuPpKX6yA8ASctQfFn7JeCafvNtkig6tVUWfZ4k6/YH/Do7bldJTbTHVIxtW2BHRq7jy8AJDZQxEVkzC98y3i/KmtnljBZNm5XwgvoohrS99cKOwMxJeElgWsXzWDfLa9xE55zXF9F5ZCuKTkPflNSUSFm/XJ6FVxvj8lZtKN88n7ycnjCzFwn9xdVJ9BZRSGg8yMekf4xLLUows0eB05KoGYAPNJj/RQTnnBaTgd9Ep/5hYXNgoSQ8G/B0xXFq1yyvdo6iXTGzw4FPZdHrAGd0EYiZMJjZocBPkqhFgR+MU3WmK6Lj7VVZ9NvHqnxJywGHUXTEuwn4CkHEcFmCY+jMZqbWH7DhWNVxgMzYcH6lzoxRlHRNYDOCMHM7IeoFCQ6t/5T0kYbr1i9HEOYCLZ4itJvtgLcRhI5mAyZl7eSeHsu7Ang0Ce8k6Sc9CDqMyT1+nVBXZGRg18rMTiP0TXsCZ9FeMOHNwPeBWyStUTX7/mvYSL5j0damx+fj7iyci6q1uCMLL16znDx9nl+vpO2k3fWcnIWrOrlXSbdKUo87K+brbXviMtMA8hzvazXwey9pPoI9l16/u4BvAVsQBPnnBmbJbKJKYsyE31VS6p7TMM3Xh/FZHI/r24tt0fVcJW1MmLOlXEqYT6xLEOKeE5gpa4sf7aE+XTGzaWb2bWBp4EsEMeqy33QmARsBpxB+L1lwEPXpg4Hcr9c7ZvY4QSC+xfpREDwnXZt7GTi+Q7bD2MdUYSza2KDtM39OuvPPLPxAzePz9E2LE9bCzJ4ys92BtwIHEH4LeoAwrj4MXEkQ7FzezH4QRUrTDbweMbMq4tETljgOfo0wvqVsUpZ+2MZx4FDC+l6L54EjCRvlrEIQ9p4dmJzV5295RsOKpJkIGyCldBIFdRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcZzpgulerC2SCnhtD2za5rvamNnzwLVZdOlLojXZOAtfY2YvNJBvk+xAc85KiwMbNJDPSYRdpiG8cJsKXvzZzB5uoIyJyEZZ+LJxqUWGmf2Z0S/Yt3O0G8b21gs9C9eUsGsP4gqO0xNmdifBOaTFTAShhmHg4iy83oCfjdxZou9xX9IURgsJNeaUEQXb9qIoKHCgpDmbKqMGQzkmJVyXhRsVeDKzUygKwi0LfLrJMvqkyXHqff20MTP7CfD5LHpD4NQhE7jrhy8D9ybhXSW9Y7wqM52Rjw256O0g+SJFsYmDgbea2YFmdp6Z3WFmT5tZLmwwHn1y0zyWfL4ndTbs8e/IToWZ2V/MbDczW4TgtLon8Bvgv1nSWYHDJe3Y5Mn2iqR1KIrz3QisYGYfN7OTzewGM3vUzJ6PDrkpvbaTWwhzoIeSuE8Av6wpZP1YFt6vz3s8Q4/nMxF5IgtPqXn8XFn48T7qMorY3o40s3cD8wBrEJyaTweezZIvCZwjadmSrPI2MndJml4Y6usXyc998T6fj2EQmXw+C5eK5prZQxTPf5Ga9lq+8cWtNY7txNPJ53ZtJm8LC1fMu2M6SSsQRKYAbqyxJtlv286flSaYHtt245jZ0xQ3dflrA7bQJeN1PpH03r9EJibRw98BJWX8D2HcaXEsQZhkfzM728xuN7Mn47pGSlWbKH/G5ylN1Z666Xuhqi02FvejLmN1fdO+Le/3qlDFDtgvC3/czNY2s0PN7BIzu8fMnjGzl7N0A53HmdkDZvY9M3sH4XptAnyTMOd9NUu+AXCWpKZFt+ryZPK57rgGxfv1ZMmcyAkcmXwW2SYKkhah+FvzmRY2qmjHRJ3r1WpjkiYTBJJalNlOg5579Jt/XsYg5jbDxi1ZOLcLupGnH4q1ZTO72cz2M7N3mtnCZjazmS1gZmuY2bfN7N8AkpYmiPq3uLo8x+mSH2fhJaNIWM7QjONxY8ddkqh7gZXNbE8zO97MrjOzh83sOTPLRcAn0vrwVhSFD/9hZvnva47jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI4z3fF6EWs7kZGXcOcAWi+IPwac2UD+52ThPRrIc88s/JcG8myaJsU8GsnPzJ4E/pBEpU7BfQnzTVQkLQy8L4v+43jUpQ3/yMLtHLSGrr3VJTrqrtFglkswfqJzzuuTnwH/TsJbRLGR8eZS4LkkvDSw/gDL+wuQOgmuJamd0GRVdgBmScL/NrPb+syzgJldQxA1bbEAsG+TZXRD0mqM7geHaUyCoqADFJ2gmuIrFIXzviCpF2fjRpE0N7B1g1nOBnygnwzM7GBGO1ptDpw0BM7HfWNmzwC5g3wTDvMOnJuFt5c0e2nK5nlP8vl24IsVncsXGlB9xpIHk8+Lj6Wwopn904LQ1IeAxQjioLnw6cHRMXu8eU8W3tvM7u92kKRZ6EP4ysxuJNhIqZjdR4Aja1yXB7NwvzbQ64lcqKlM6KwTb+ySX2OY2StmdmV0at6GYA/tTlFgdApBKCTngSz8poaqNRGu3/T4fOS2cCeBj5uTzzMAq9UoZ80OefVD2t8tXZYg2mNpH9xV4DXaFKt2SfaZ5HOd9edlaqSF0c/CQ6Wp+mN6bNuDIr3+08N1Su/9TASxzqZJ7aLHgb1KRDTKqGo7/zsLv7nicS1WrJjuVYprRXVEiqrad2NxP+rS7/Wtmj4dtydHEZQ6pHbAi2RrP3EThXSN889mdljFvMdsHhdFZv5qZt8ws/UIwqFfZ2QDI4BVaOY3yn5I79fibUR1Solp07b9et2AqQp/pmh775Z9vwuQzvOO6pLfRB3v55JUZ/02t7XKbKeBzj2i/ZmKItfKX9JUIF0XfT08Jzdm4boCd/lYm4sTDjsbZuGLxqUW48P1JXGF+zmE4/i7s/DnzOz2isdOpPXh/F2LI8ejEo7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI4z1rwuxNrM7AngjJKvTjSzlxoo4hfAK0l4LUm5k2FlJL0DeEcS9UosY2iQtDxFR8qLgaV6+EuFaLaVNEcD1SsTZWvXBl4PfJHiS/sPAGeNU13KyHeMfipPMOTtrQ75S8v7Uv8ctuqSp+MMjOgse2AWvf941CUlOjcdmUUPTITMzP7FaKHWz5SlrYKkGYD/yaJ/2mt+Xfg2Refhz0qac0BllfG1LHy1meWinePNvFn4+dJUfWBmtwC/y8r8ZNPl9MAHKYoGHkT9cWo1imN7E2K8BwDfyaK3Bo4fEtGlfjkC+E8S3ljS2uNVmemI8ygKvczFGNhNkmaj6FT3FzPL7d12vKN7kqHn8uTzJEY7k44JFjgf2BS4IflqEeqJB3Uspo9jU0fsZ8wsF5Vrx+r0uY5jZrcC61EU1tiV0KdWERW5g6Ij+Eb91GcC0s99vzoLV143iqIVqyRR91cR+GsKM3vBzI4GNqNoG20pSVnyy7JwV+GrivR8/UrSv8Jo4fgmuDwLbzyAMsaa1bPwf0tTBXKh1Er3PopNLJZE3WRmncqpjJk9yMg60yodkl6cfP6fknadsxdFu7mApA0IYpgQhMUP7ZJfSn7N66R/Hril5vFVmB7b9qBIr9USkuqKuwwbY3Hv02t0kZlVnYNXtZ2vyMKVxf0lvQmYv0raKM78TBJVR2C3qiDcMD6Lt1IUPluvQh8KgKRJQNW5bz921EIUxb+uKRHTnkpR1OrsqvkzjvM4M3vYzL4N7J19lf+GMNak92tGugucpqxKECMsy8tJMLNXgeOSqGWz9aRUvO1h4E9dspzIc7069lOetqyNjcXc45rk8xKxr6pK3u+8Hp6T84H0nY4Vaow3sxDWrVtMY7TI+LCTrmlOA44Zr4qMA2Xrqvm7BFMZrnE8nwNUqk8Uo12g+eo0j6T5gXclUa9QHJMcx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3EcZ7rldSHWFikT8CqLq42Z3Qv8Pos+rBfxiHhMvtPvyWZ2X6/1GxC50MEJZnZ33T/gpCSP2YFtG6jb2YzeCf1EM3uxgbwnFJLeA3wqiz44Ci4NC8tn4TKH82Fub5WIzme7JFEvAUf1cB5nAvck+WwrafaxOg/HAX5D8TndJIqMjjc/oOi0sY2k9/WbaXSOKOOHWfhjkt7eYzH7Am9Jws8Bv+oxr46Y2c3A6UnUPMAnBlFWjqSPA9tk0bn43zCwRhZuRCiihPzcPzMOIqI5+Xj7mx7GqWuAVHRovSjA0Rdm9jXgkCz6A8BRcYydsES7LD+3/cajLtMT0fk+v67flbT4gIvORRlGCRGXEUXe8j5yIpIL9ewxHpVoEcU+TsqipzaUfT6/nKk0VTlTks9Pt001mp1rpG2Lmd1BEGy7I4neHvhdFAXrdKwRxBBbLCZpkybqNRGIggipWH+d+35pFv5gjWO3JIhOtsgF0caEKDibit7MRbAnU66i2K7fJykXw+2FK4BXk/D7KwoMImlVYIUk6h9m9mwDdcq5EEjXW3aWNGO7xMOOpDdTnKe8wuh2nPKHLLxLaarR5OnyfPql1WYXjZsBlJGuEa8FfKNdZpJWJ4hgt/t+Y+BURtbdv2dm+TplJ1avaj/Htp0KAVxpZq+0S98H01XbHjBDZQs1wFicTzq+VbWdBexYMf/rgceS8PslTWmXOGPPiulapCJHK7RNNZrNK6YbuvYVhakvTKKmAhtUPHwLYOGKafuxo3bKwmV2VN4mqrbFJakuODdITqAoYjR1nOrRYtD3yxnhqCy8G4Ck1YA3J/HHd/tdcILP9bavkTZvj2VtbCzmHv6c1MDMngb+mkTNDVT9PWZ9ipuaXTeg+eBAiBsErpNEnWNm/2mXfjokn8M9YWYvZHHDNo7n9am69tfIut8YsTOQ9otn1Zz3Oo7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOM6EZUILG9TkLGDd5G8dM7u8wfy/CqQv9q4C/KiHfH4IrJyEnwG+1ke9GqdEdOpV4JQeszsxC+ciIbWJTokbUrzfX+8334mGpO2B3wLpzuI3AD9uuJyV+jj27cDbkqhpwEVZmqFubzXYGFgsCZ9tZk/2mNfvks9zMIaic44ThS9/kEWPu6iQmf0L+EkW/cte+yhJs0o6jjb9hJmdBfw5iZoE/FZSVSfTVjnrMdrR/1tm9lhZ+ob4bhb+bBQJGhiSPsVogbtzzKzX/nwgRHG+LbPo88rS9ouZXQ/8KYl6A7DPIMqqgqTlgHcmUTdEQZZeSMdbER1F+8XMPsfo53xn4PDorD+ROZyiY//mUQjE6Y9jgauT8BSCGFUuLNQkT2ThN1Y87nNAE2JG4835wO1JeHtJ67RLPEbkDpovlaaqT27LL1Tj2LSdLCApF/kbRRQYaqQ/BTCzewgOy7cl0dsAp0qapcvhP8/CB1U4ZnoibVOV73sUzb0uiVpZ0lbdjoui/vmaxrFVyx0AHZ+puCbzmyRqVhoQ6DWzp4Azk6j5qW47fTMLD+T6RQGB45OoqcBnB1HWoIm21UFZ9CXxPpRiZtcCqf34FkmbdilndmCvNBuC4EyTpPZ8O3GnswhCgy2+Lul0SRtKmkvSzJJWkPRN4ALCBgCpWPgskjaIc8hzGBFvPYMOwm5tEGGduQp533BczbIqMT217THgtxRthH0lLTNelekXM7uVohDX2pLqiMlUIb1eVW3nPYHlqiSM4kSpIOOcwHe6HRfnyJ+sWJ8W1yefl++wAUBazvpApU0Qxuh+9EK+4cAh3QQdJc3M6HGmE+dS3KBnK0krt0uclDMnYa6VUmYH9DqP+zZQe9OmpjGzl4BUuKapOU+vnJzV4SOSFul2kKQlgA8nUS9R/C3EyTCzG4BrkqgPxrlZvqZ9ZMUsJ+pcb8cq420UUntPEnUv2W+SMGZzj+Oz8P9W2Zgprhem5/Awwf58PXBMFt634nGfzsJ/Kk01hERB/Z8x8lu/Ad8avxrVR9JCkubvI4sPZeELStIM2zie16er3SppAaq36WEgH2dy8VDHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHmW553Yi1mdkrZnZJ8ve3hvP/F6Nf9v24pB9Hx5OOSJpJ0g+BT2RffdrM7miqng2xEbB4Er6g151yzewm4OYkaoPokNEXZnZzdr9fNzv5SlpJ0rEEoZQ5kq8eA7aPjjtNcpqkcyStVecgSQsx+sX6883s4Sxu6NtbRfKXlk/qI6/82MZEGxynIocBjyfhd0dHp/HmC8C1SXg+4HxJm9fJRNImwN+Bnbok3RN4JAkvA5wrqZIjiKTNCM77sybRF1LPWbU2ZnYlwcm1xfzAxwZRlqR1Jf2RINQ2Q/LVXcCugyizV+J4cDowUxL9AEVRvqbJhfP+V9KspSkHT5Pj1MkUxSuaHKc+RRA2S/kQ8NMGyxhzzOw5RgsaDpVg80Qk2r3bUxSAWBO4RNKb6+QVRWumVCjzOeDOJGrLKPTQKe8tGQLh0yYws1cpOo0K+L2kVerkI2lZSRuUxL8jjp9V85kE7JBF31aWti5m9jzwnyRqvSiqVYUbks+TCX1bW6JT6+8o2gx9Y2b3EQTbbkyi3w2c0UnI1cwuoOgcuzJwXB3xVwW2ljRfrUoPB2kbWqOKQ31CLp7+c0lTuxzz/4BUgPhu4A81ymyLpO0lrVAj/cIEcfwW/zWzZ0qSHgK8mIT3klTZ6VjSgm2+yjdF+I6k1brk9UmKYrzPUBSTa5oDgJeT8HckdZtXFJA0r6T3N1UhSe+U9M7uKV9LP4kg0P2u7Kuu4kaMFqf4maRO4+f3KK75nBJFR5okFXnZq2yd1symEWzWVIxua4LQ25MEAZxbCOJosxGc79Pr8VWCYOlOjKy3nwDsYGbWQ50/1K0NSPoI8N4k6nFGi340ydC17WHEzJ6gKHA/B3CmpCXr5CNp1SFZZwHYPwsfIWmjOhlIWkRS3qe0SJ/5NSSt3SWvdwKH1imfMNd6Lgl/QtLnO5SxNEHEsa5A0flZuKONL2kx6gtbDPp+9MKZFO3JVYDj29mGkuYgrBusWLWAOLf7RRI1GTi2kxB3HM9+DaQbK1wSxUVz/klR7GyPbiLfkj7BgNa2JH28jp0cBYDnSqIamfP0Svz9JhXyn4Nwv9r+VhrXw44jjLMtTjKzBwZTy+mKtB+ZAnyA4jz4H2Z2HRWYwHO9mYFjOq2rKoikH0Xx3Yifx3WMMgY694j35OIkanHgF3H9qV3+8xF+V03P4Rdxg52+iWsxlvy9UvG4S7LjdqlwzAHZMbnwZxknUrQbdq5gM+8FbJFEvcDozUDGFEkzdE/1mlDbSUBqE/7CzC4bSMUGx1uAuyR9t65om8LGdHtl0fnGbDBk4zjFdgpdhK7jutKJhN80hx5Jb6W4+eRjhN86h5YJ0L85juM4juM4juM4juM4juM4juM4juM4juM4juM4E4jXjVjbWGBmv2L0S9f/A1wXHWBHvSQuaRZJ2xLEZXIH7SPM7NeDqW1fNCnmkR8vhky8pQJzS5ra419VB4dZSo5dSkGYbX1JO0o6VNJVwHXAztnx9wGbmNmtjZ55QMCmwN8k3SDps5JWbOdQIGmKpH2A64HUKXwaQWgpZyjaWx/3eAZJcwLvS7J7kT6c66PQ0l1J1IaSFm+X3hkqyp7lqn/zjnflW0RBhtyhpY6o0Hx9XIeZ2mUanZK2B+5PoucB/izpj5I2VxunQElzx770HOAvwFu7nUR0FtwJSEUwVwSul/RNtXHGVnC6PhI4m6Ij5b+BXaJQwKA5MAt/XlJVJ+Q5Su7L0pJWkbShpN0lHSbpJuAiguhLys3ARmMopLpYm7a0dBxHt5V0GHATo+/7/5rZs4OqWBQPTp3yFgQ+WiOLdufW7a8gVBrH7Hw87Hm8NbMHCfe+xTLq4nBfI28D9gaOzr7aR9IPSg4ppY8+aJEmzqMNPyUTCJG0UrvETjXM7E6CbZz31f+QdLSkDTqNLZLmkbQ7cBWwTcViT04+zwycI2mdkrynSPo2cCpB0PKRPM1ExMyOoygWMz9wmYJT5qLtjpO0gKQ9JJ1JEBfYoiTZCsDZkm6U9BVJb4p9WFl+SwO/B1KBomvM7Ja659SBQl8HnCzp3ZKWz/qOxbLjfg+k4j37S/pCbqdImiRpa+Bywhj1AsHZuzFin70BRcHbTYCzFIQ02rE7kAptvx+4WtIO7Z6peD4rS/oG4R6fDszdR/XHi/S+TyGI8GwT22N638tswSOBS5LwIgQByffmbVnSgpKOpujUa8DeHQQF6rI1cLOCAPtHFMTYSpG0PkG4Km0Xx5alNbN/M3pDg0MlnSSpVJhF0v85MYleAAAZfklEQVRv786jZCvLe49/n4MgMxwFBFEZZFDAgAOKrATBoJigiRAnNEQjMcEBRQFBIwa9igMo6tIYh3ujuYIIjghOKDIooAQBEWQUcmSU4QiIoHB47h/PrttV3dU1dHd1Vx+/n7Vqra7qPVXVrneqen977aY9/n2mmTyfmWdQAVgt61Bhya+KSRPemzL2WKaGob6lCVMaieZiDu3BdKtQARcnRMRO06xGRKwVES+IiP+k+gU9J3MPaXvg3Ig4s3mfN5rmGKJ5n8+k8zkAnJyZ35+61hQnAT9tu78VcFZE7DBpX+tHxL/TedGK+xhBeGnznpzZ3N2EqRfKaC33S6r8u7XPJn9N9XEun+b/y4DXZObLmxDXYf2WGrP/YkQcHpP6ac258m7gPyatd9g04YlzYkzP7XF1NJ1l/ROo7wcOi97BUptFxBsi4mzgQjqDORZMZp5FBYe2rAmcHhEfj4itpluvaUe/NCJOooJGJ49Xt7S3nQP4WlSY8eTtrRERh1BjNuswRNs5M69navnywYg4p6lDnty03/aMiA9TARuPb/YxOYCtlxPoDCv9x4j4YEz6XqhpE72IauNtRn3uB30uo34/hta0S14NtLdPXgT8IiIOjQpc3iYido2II6jy8/lUu+YrQ+zqA1QYS8v21HcSu01esOkLnAa8uO3hPwCvm+Y53Ad8q+2hR1Gv65SQ74jYOCI+xUR7ZRT9uLcDyyLi/zbtxHW6LRQRq0bEq5jaJuvaRptnhwN3tN3fg7qoxp9NXrCpR84C2vvNd9D9+6JxM9Nx7r5h8EM4gc5A1eOofnjL54bc3mLr6/0OeJDq+58VXcbSIuIZ1Bhse5v0aipkuqt56nu8ns564xXAKRGxRZfn8Czgx8C2k57D+3tsf6XSfG9yCJ0XCTmxqWs6zs2m3XAUdeGhdu9pxkEW0k8i4piIePrkcQD4/2X7C6jv0dvDma8Ejpivg5xjawFvA26MiK9GxL7RI9Ax6ncGnwVOpPP3TBfQJaxtDOvx0+gMj3tN855PGWeLuljFudTYXFLBZ+Nu8m83ThzBxQIlSZIkSZIkSZIkSZIkSRpbA125V0P5J+rHl69te+wJ1A9H742IS4GbqB9bPpr6YXi3iRafpILexkozKaT9KtUPUhPNZ+NLwFFt918JvHeW25xPb2LqJNZB7QN8fYDlnkFnONcwvgS8cZ5CcXagJjd8CFgeEZdTP3K+hzrPN6fCMVadtF4Cr83Mn7U/OGbn20xf/y2AZ1MT51q+nZl3T7P8oE6iJjxB/VB9f2oyqMbbbD7LH2Vq4MFC+ig1yXqt5v4LI+JJmTn5ivHdHNPcZuLJVChlV5l5TTNJ8xtUedPy183t9xHxC+A3VCjSBtSE/ScwtWwC6Dm5PjNPj4i/pcqWVvDa6sA7gXdGBZb9GlgObESFFXQL7rgC+OvMvKHX/uZKZp4RET+hzkmo1+AAKiyqn79rbsNaQQUKHDHKEIEuzum/SFeHZ+YJ/RebtaOBb7fdf2tEfKoJH+xnps/tLjonTO4BtAe4XZyZV81w2y1foiYYtbySmlA4a5n5UES8mvqsvaTtXwdHxP2Z+bYBNjPTsvgSYNowitnIzN9GBQce3vbwO+icXK4ZyMzTImJvapJtayJgq/20P1U3XEa1W+8EVqPK9K2otly3kPOzqUmS3RxLlamPbO5vDpwTEVcAv6DKw02pMrhV99wOHMrwk6jH1T9REyP/srn/cGpS5tsi4ipqQvFvqc/xUqoeHiYMcXuqDf9e4K6mn30bcC8VJLUNne0AqMC+A2fyZHr4BBXc2ppc+0K6h/r9D3UeAJCZl0XEF5gIylxChU8cERHnU+fhUuCp1OvYcihwGJ1hWbOWmXdExLOpINmnNw/vRk1sfV5m3tVlnWURsQ/wzeZYod7HLwL3R8TPgFuo8KV1m+exA539osXqM1S7vBWutzuddV7LCiaNuzV12P5UiE8rvHBTalzghoi4mAobeCywCxWG1O7ozPzu7J9Ch1YA+3MAIuJG4JfUefgA8AhgR6Z+Rn8FvGe6jWbmfzQTo9vHtl4MvDgifkW1f5dT5/MW1Oe69Xx7Bbe8jgovbAUtrE9dOOGYiLiAKls2ocIaJgc1fyEzP9Nj23MiMz8ZEZvTGTCyH7BfRNwM/Jx6fVehAv+2pEKBRn1RjWc1t89ExDLgKur1eoCqs57CRD3Z7lymTsbuKjMz6qIUFwAbNw/vSIWk/jfVBnskVdZMHg999YguMgBVxu7e/H1URHy1CW/qkJkXRMS21Hv3Uup9gRq3upoq4z7StNta/boVVAjZ2VQ5+uXMfICZey9V3j+KCt94e1M33EEFr+zK1LL0y/NxwY8xPrfHSmY+0ARxtQfBr08FbL2/GZO4nhqTWIv6TGxH98/fuHgbVTft19xfQgXMvD4irqfqjeVU23Z9YGva2j59tOrVLZv7GwLfbLZ7EfVdy8ZUvdgKPfs9VR8MEzJ+HBVw889tj/05neFQ7VYAr2LiOUNn2O4UTZvqaOBdbQ8fBvxzRJxLvUZLgZ2ZeL9/QwVzfXagZ1FG+X7MSFN+vgr4PBOf+S3oPf73QeAaOseYpn2NM/PeiNgP+AFVxgA8kQpnuobqa/2ROpeeykQbvbXdg/qMWx4F7M1E++GpwKVN++yq5nlt3jzeeo5XAZ+iR+DTLKwB/H1ze6jpR11HvbdBtXeeQueFIKDqhG+zwDLz5qjg869SfWyo9tklTTnY6k9vS2eAFtT7+A+ZeTPj77jmNqwj6dGWHkZm3h4RpzHRF22vTx4Ejh9ye4utr3cr9RzfSZWvFzdjBFdRn5Xt6LxwFNTYwT9k5v30NtK+R2ZeGhFvpMbMW2XW84G9I+JCqs+1WnMMj5+0+l3AfqO80Mg4ar6PeSs19gZV1x0DHBkR59HZZl5r0uqnMB7foz6Sau8fSo1pXUKdxw9RbZ6dmKjnWq4D/qrb+Mwisyr124h9ACLiaur7s9up57+U+sx2u0DZMuAlzcVcujmKManHM/M3UReWaf+e4lDgwKZvdyv1Hu9I53P9APAXwJxc+GYUImIVpob+fm4BDkWSJEmSJEmSJEmSJEmSpAVjWNsca67q/LqIOIcKsmm/evla1KSiXm4DDp6ncJCZeBGdP7g/IzNndcXhzLyi+eF8a/La1hHxzMw8bzbb/RN3D/A1agLpRSPe15V0Dx5aymA/Jr4VeENmfrnL/1aW823ypOZhJhJOpz2srbWPcZhkoD8RzQTU1oRaqMlE/wq8bOGOqjSBbU8H3g0cRGcI25pMhJD0soyaLNu3Ps7M70TEU6kJxrtP+vf2zW06D1ETcg+bgxDHYb2PzsDQwyPiM5n5xznez+1UmXVcZl4zx9sehcupeumH87Gz5vy5iAoihAps+Udqkt58GUU99RXg40yErrwkIt44wCTIgWTmioh4BTVhsT0Y6YgmsO1d06w67o6jQoBXb+7/XURsl5mXL+AxrRQy8/sRsSPwYSrkr33i/prUhN5BXAa8KzNP7rGv25qJzafSOXH+CUydIAzVHt6b7iHei1Jm3hcRe1GTDA+mM3Bqm+bWz28H3N16TB+y0XInNaHzggG3OZDMPC8iDqWCJiaHavVzIBUk0d5nWgr81TTLH5mZn4iIw4Y/0v6a4KE9gW8x8XruAvwgIp6bmXd2WefHEbEzcDIT9RhUGbbrALu9DxgknHSsZOa1EXEA1YZbvd/yXda/PiJ2pV7r9nbiY5pbNyuAt2fmB4fd3wxsykSQ3HQuBl6Qmff0WigzD4qI66h252pt/9qSiVCeoTTn6m5UO3a3tn9twPSfH4CPAW+eyT5nIjMPb4JAP05n+b5Jc+tn+UgObMLj6Azrnc4ngEMGDBIGIDNvaOqAk5ko74Oqa7vVt/cDb8rMEwfdx7CaNvf3gOdS78eXImL3zLyvy7J3UX3bf42INahQjtu7BLB9gyq37+oRGDATt1Dtgu9Q5/W6zXFP52tUcOi8WATn9ljIzFsj4pnUOEF72NcS4M+aW89NUCEsY6H5zuPlTZjIu+ks0zdnsCCwru99Zt4fES8AzqAzpHa67d5NjRkPFcDdhEkeSIXoHknvOvw3wEsz88wmKLxlkOD591Hvb3sA2Xp0r6Nuoi4ssGGX/01rlO/HbGTmFyLibmo8o1d58AA1DvbRiDho0v96vsaZeWFEPIvqa7W3m7Zqbt3cB7wmM3sGVjWhSa8C/ouJscSg2rlP7rLKFcDzaAJvR2wJ0/cn250AvLrPMvOmLTj9ZDovGrADUwPaWpYDL87MH4z6+FYyn6N7cPi3Z3Ihp0XY1zuKKhNa5/+TmPgOcLK7gX0y8/x+G52Pvkdmfjoi7qWzfxnA05pbNzcAz8/MSwbZx8omMz8UEUuowMNWHbgusFeP1T5LXTRsLtvtc2E9Os+tbr5LhQvOx0XZRuGO5vbILv/burn18z2qLl823QJjWI8fSYXKtpfNawN7TrP8v1PfSc70Aj3zZS8mgtkBfjnX462SJEmSJEmSJEmSJEmSJI27Jf0X0Uxk5hepiadvAS4dYJVfUFfU3XKMg9pgNGEeAF/qsx9NtQL4PXAjcCH1Xvwb8JfARpn5ynkIaiMz96Ku6H4ocBqDhypcAhwCbDtNUBusHOdbUFfBbrkP+OZsN5qZPwOubntom4joFwYpzbVjgfZgrxdHRL9Jg/MiM+/NzEOo8ul9wLUDrPY7asL9vsBWmXn8oJN3MvOazNyDmqjwDfpPRlsOfBp4Umb+ywIEtQGcQrU/Wh7LzMvDB6nXbxnwU+B44AgqgGaTzHz9GAa1JRVuegPwQ+p83i0zt5+voLY275t0/4iIWLXrknMsItamcxI5zEF9m5m3Ua9ry3p0nzQ6m308CLyUCrtpd1REHN5llbGXmbcC/6ftoVYQpuZAZt6UmS+jJoV/DPj1IKtRba5PArtk5g69gtra9nUONan21GYb3dxJheA8KTMvHOBYFpXMXJGZhwLbUef1lLCvyatQfYQPUK/J+7ss8xUqkOYEKtyin5uBY4CtRzXZPzM/TAVyHAOcSwWw952Unpm/B/agAjamC2NZAZwO7JGZ75mTA+59TPdQE1XPaHv4qcAPI6JriEhmXtss8yLgx1SboJd7qXL7X6g2wiCfw7HThH08kXr/zqTClaaEPvVYfxk1WfiNwK96LPoH4KvUZ2IUQW1vo0JCv0u1i/r5OfB6YOfMvGGQHTSfkW2A/03/8YLrqTbZW/tsczkVkvz3dLZnJ3sQ+D7wzMx8UxNuM28y87+owJz/RYUD9XM9Fey0J/A3c3goZwEfocrYFQMsfxfwn8COmfmGYYLaWjLz58BTqLLxtmkWe4DqO+2cmZ8edh8z8DomzvOnAydFxMN7rZCZ92XmzV2C2lr/++0oAh+adsFOwOepsb9urgdenZn7dju+URqjc3usNeMSL6dCCr9C/6CvFcB5VLDDloO0OedbZn6AGmf5GBU43M8VzbK7ZObkUK727V5O1YsnMH059TvqM7FjZp4+zHG37Scz82iqffpuakz9dqq+/R+qDXQg1XY8s1mtPWCqb4Be83l8KTXufcc0i91DBZrtNJugnVG9H7ORmadQgWIHUWMCN1Fjh7dQ40Xvol7fjzarrD9pE4O8xpc0+/g3qr0/nd9R9dk2/YLa2rZ9IjWW/6Mei91IBQQ9LTMHKQNn4vnUOfoTqr7sZQXV3nleZr5iJvX2KGXm96kgvY/Qu094Z7PMVga1zci36N7m+vxMN7iY+npN+X4ANbY93XfyD1Dhc9tn5hnTLNNt2yPvezRl1DZU6F6v9sJNVNm37Z9qUFtLZh5Dtem/Tud3VO0eAs4Gnp2Zr2nGksfBJ6gA9F79iKRCu16Ymc9bxEFtNL9VeBTVFziOan8N0i+9n2pD752Ze/UKamvb17jU42TmCuq7xrcwfTstqfJ1n+Y7tHELE+xm8neIM65nJEmSJEmSJEmSJEmSJElarGKQ3/xFRGuhPdomqQy3owoROg8gM2Mm21jMImITapLiFlRYBdTVu68DfpaZg0w0l8ZeczXzzamJBY+jzveHUxMM7qLO+Yszc9BQN0maExHxGGBHYDOqbAoqMOJO4DLgsrkKcIiI1anJbNsCGwKrUQEeNwGXAz+f77AISX+aImJ3muC82fTDIuIIKljwrMzcfb62P2oRsRnwJCbarUuoNutyKlDgwtm2WyPi0dREwccAD2u2uwz4cWZON6F0pdP0E3aiAq4eCaxLBdAspwLxLmsmQQ+zzcdRQQ2bU0EPq1H9jlupCdqXL4b6NiLWAHalXpv1qLbJTcBPMvOWhTy2YUXEOtRz2RTYgDrn76GCNK4ArpzvUKHFoAk8fgqwEbAGFRzza+DsJthvPo5hCfV52oYqr9ZlItx2GdWP7zs5us8+VqEm1G9NtZFXb9v+pU0gxEy2uxmwC/X6rUN9hm4EzhmnsYeIeDz1Pm8ILKVCBVrjJJdn5o3zcAyrA9tT5eajgbWpuq/VL/oFc9gvavb5MODPm31uTI2H3gCcm5m3z9V+BjyWlwAnUn1BqBCcfediXLY5D5cNO8E+Ivakgjlb9s/ML7T9f12qHfFY6rz5DfU+/XRcJvOPw7m9GDSB3DtT4VobAGtR7ZY7gCup16pfoNtYiYjtqbb0BlQb5n7qvb+Gej5DB4tExAbAbtTYzepUu+4G4EfzVSdOOp4bqfIS6nP3jCHWfRjVLtoOeARVzi6j+jz3juBY5/z9GLWIOJ4KY4Zqd6wzzGsTEUH1MXag2gGrUoFVv2KW/a2mbNsV2KQ5tpub7Z4/n32Mpq+wA1V2bEzV3Q9Qdfc11PeLQ/WjFkpbW3Bb6v1K6v26kvp8DRLeowUyTn29iPgRdZEQgGszc6tJ/9+JKns3pT4vvwZ+mJn9QuQH2fdI+x4RsRr13Lak2lYPMNH+u3hc2n/jJCKW0nlu3kWNqZwzaH+jrU2+IjMfNotjeQcVaPyDzNyzz7LrU23oLalxslWptuG11HjQTNpRrc/GkTmL0P+IeBBYBfiLzOwVfDbT7a9J1QVbU0Fu61B1wt1U2/hyqu0y44C9canHm2NZFXgG1U5bSj3Pm6g6/Pr5PJZxs1jOWUmSJEmSJEmSJEmSJEmS2hnWJkmSJEkrKcPaJEmSJkTEIcCxbQ/dBLw2M0+Z4fYeBhwGvBM4NjOPHHL9nmFtkhZORGxBhXq0fCozD1yo41nZNEFr11HBfFBBT09YwEOStEj0C2uThrUQYW2jYPCVFhvPWUmSJEmSJEmSJEmSJEnSYrRkoQ9AkiRJkiRJkqRRy8wPAQcDrYuTPBr4RkScHxF7NeFBfUXEehHxZuBK4GhgdeAdEbH3KI5b0oJ4zaT7P12Qo1h5PYeJoDbw9ZUkSZIkSZIkSZIkSZIkSZIkSWNuxlcGliRJkiRJkiRpMcnMj0bEtcDngUc0Dz8D+A5wY0R8BzgfuAq4DXigWW4jYEdgD2BXYI32zQIfAk6fj+cgabQi4onAm9seuh/42gIdzkonItYAPjLp4RMW4lgkSZIkSZIkSZIkSZIkSZIkSZIGNWxY28YRsfkM97XJDNeTJEmSJM3SLPpyAEsXevuSJElzJTNPjYgdgA8DL2v716bAAc1tUJcBB2XmD+fwECXNsYj4OvCezPzvPss9nQpmW73t4eMzc/koj2+xi4jjgB8BX8vMh3ostzFwMvDEtoevBr432iOUJKm/WY5vrj9HhzFb68/yeUjzzXNWkiRJkiRJkiRJkiRJkrRoDBvW9sWRHIUkSZIkadSuW+TblyRJmjOZeTOwX0R8EDgU2JfOcKZ+LgDeB3w9M3MEhyhpbj0P+NuIuIgKY7sAuBG4nwqP3gH4m+YWbevdAhw+v4e6KD0ROBi4ISJOAs4DfgXcDawDbAk8B9gfWLNtvYeAA3oFvEmSNE9WYeUY3zykuUmLheesJEmSJEmSJEmSJEmSJGnRGDasTZIkSZIkSZKklUJmXgS8IiLWpcKcdgN2pIKFlgIPB34P3AT8EvgxcGpm/nJhjljSLD25uQ3iDmDfzLxjhMezsnkM8JYBl10BHJSZ54zweCRJkiRJkiRJkiRJkiRJkiRJkubEoGFta4z0KCRJkiRJo3A2c9ufe2iety9JkjQvMvNu4KTmJmnlcwfw6CGWPx14fWZePaLjWdkMG2h3BXBwZn53FAcjSdIQzmBuxzdXzOG2hvFsYMkcbu8Pc7gtqRvPWUmSJEmSJEmSJEmSJEnSojNQWFtm3j/qA5EkSZIkza3MfAgYWX9u1NuXJEmSpDmyGfAsKhTiacDjgQ2BNYE/AncC1wNnAadk5k8X5jAXp8x8RUQcAzwX2AXYGtgUWJsK5V4O3AKcC3wXOLXpT0qStKBWlvHNzPzjQh+DNAzPWUmSJEmSJEmSJEmSJEnSYhSZudDHIEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEljZ8lCH4AkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkjSPD2iRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiSpC8PaJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJKkLw9okSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkqQvD2iRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiSpC8PaJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJKmL/wcK2lZuNfIufAAAAABJRU5ErkJggg==\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "popular_month=(tweet_df.groupBy('Created_At').count())\nmon_popular = popular_month.sort(desc('count')).show()",
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+----------+-----+\n|Created_At|count|\n+----------+-----+\n|2019-04-05|   94|\n+----------+-----+\n\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "python36",
      "display_name": "Python 3.6",
      "language": "python"
    },
    "language_info": {
      "mimetype": "text/x-python",
      "nbconvert_exporter": "python",
      "name": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.6",
      "file_extension": ".py",
      "codemirror_mode": {
        "version": 3,
        "name": "ipython"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 2
}