leegyoungmin/spotify_pyspark.ipynb

## spotify_pyspark.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9ec36305-5ccf-46fa-8e40-7bfecdf027a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Track',\n",
       " 'Album Name',\n",
       " 'Artist',\n",
       " 'Release Date',\n",
       " 'ISRC',\n",
       " 'All Time Rank',\n",
       " 'Track Score',\n",
       " 'Spotify Streams',\n",
       " 'Spotify Playlist Count',\n",
       " 'Spotify Playlist Reach',\n",
       " 'Spotify Popularity',\n",
       " 'YouTube Views',\n",
       " 'YouTube Likes',\n",
       " 'TikTok Posts',\n",
       " 'TikTok Likes',\n",
       " 'TikTok Views',\n",
       " 'YouTube Playlist Reach',\n",
       " 'Apple Music Playlist Count',\n",
       " 'AirPlay Spins',\n",
       " 'SiriusXM Spins',\n",
       " 'Deezer Playlist Count',\n",
       " 'Deezer Playlist Reach',\n",
       " 'Amazon Playlist Count',\n",
       " 'Pandora Streams',\n",
       " 'Pandora Track Stations',\n",
       " 'Soundcloud Streams',\n",
       " 'Shazam Counts',\n",
       " 'TIDAL Popularity',\n",
       " 'Explicit Track']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"spotify_data.csv\", encoding=\"latin1\")\n",
    "list(df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "63a89485-3a05-4de4-b979-c82c31d44d29",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11\n"
     ]
    }
   ],
   "source": [
    "head_list = [\"track\", \"album\", \"artist\", \"date\", \"isrc\", \"rank\", \"score\", \"spotify_streams\", \"spotify_playlist_count\", \"spotify_playlist_reach\", \"spotify_popularity\"]\n",
    "print(len(head_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9f3575da-44f1-46f6-9e2c-f6834351fa82",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.iloc[:, :11]\n",
    "df.columns = head_list\n",
    "df.to_parquet(\"spotify.parquet\",  index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29c3dc89-400a-4c5c-8920-9879e64534d7",
   "metadata": {},
   "source": [
    "## Spark Project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6ff54536-8ab1-4374-ae54-dad4cc870046",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyspark\n",
    "from pyspark.sql import SparkSession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e92aa335-a46e-478b-be6c-02c051bc5ca7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting default log level to \"WARN\".\n",
      "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
      "24/07/17 14:06:39 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n",
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "spark = SparkSession.builder.appName(\"spotify_app\").getOrCreate()\n",
    "dataframe = spark.read.parquet(\"spotify.parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b0d27297-aa65-400b-b97c-64675c9b8896",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- track: string (nullable = true)\n",
      " |-- album: string (nullable = true)\n",
      " |-- artist: string (nullable = true)\n",
      " |-- date: string (nullable = true)\n",
      " |-- isrc: string (nullable = true)\n",
      " |-- rank: string (nullable = true)\n",
      " |-- score: double (nullable = true)\n",
      " |-- spotify_streams: string (nullable = true)\n",
      " |-- spotify_playlist_count: string (nullable = true)\n",
      " |-- spotify_playlist_reach: string (nullable = true)\n",
      " |-- spotify_popularity: double (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 스키마 확인하기\n",
    "dataframe.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f1105966-eb17-45fb-846b-7aed5ce90599",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "행의 수 : 4600\n"
     ]
    }
   ],
   "source": [
    "print(\"행의 수 : \" + str(dataframe.count()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ce877b01-8dce-479c-8945-b747a0e39dd9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['track',\n",
       " 'album',\n",
       " 'artist',\n",
       " 'date',\n",
       " 'isrc',\n",
       " 'rank',\n",
       " 'score',\n",
       " 'spotify_streams',\n",
       " 'spotify_playlist_count',\n",
       " 'spotify_playlist_reach',\n",
       " 'spotify_popularity']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a6db38b5-99a8-4f4f-bfc4-9e5fbdff86fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Row(track='Lovin On Me', album='Lovin On Me', artist='Jack Harlow', date='11/10/2023', isrc='USAT22311371', rank='6', score=410.1, spotify_streams='670,665,438', spotify_playlist_count='105,892', spotify_playlist_reach='175,421,034', spotify_popularity=83.0)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.collect()[5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8ca4869b-0548-465c-ae2c-4e319ab5b093",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+--------------+----+\n",
      "|               track|        artist|rank|\n",
      "+--------------------+--------------+----+\n",
      "| MILLION DOLLAR BABY| Tommy Richman|   1|\n",
      "|         Not Like Us|Kendrick Lamar|   2|\n",
      "|i like the way yo...|       Artemas|   3|\n",
      "|             Flowers|   Miley Cyrus|   4|\n",
      "|             Houdini|        Eminem|   5|\n",
      "|         Lovin On Me|   Jack Harlow|   6|\n",
      "|    Beautiful Things|  Benson Boone|   7|\n",
      "|           Gata Only|    FloyyMenor|   8|\n",
      "|Danza Kuduro - Cover| MUSIC LAB JPN|   9|\n",
      "|BAND4BAND (feat. ...|   Central Cee|  10|\n",
      "|I Had Some Help (...|   Post Malone|  11|\n",
      "|            The Door|   Teddy Swims|  12|\n",
      "|               LUNCH| Billie Eilish|  13|\n",
      "|           Like That|        Future|  14|\n",
      "|      bathroom floor|Kids With Buns|  15|\n",
      "|                LALA|   Myke Towers|  16|\n",
      "|Fortnight (feat. ...|  Taylor Swift|  17|\n",
      "|              greedy|    Tate McRae|  18|\n",
      "|                BLUE| Billie Eilish|  19|\n",
      "|           As It Was|  Harry Styles|  20|\n",
      "+--------------------+--------------+----+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dataframe.select(\"track\", \"artist\", \"rank\").show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "93ea56be-9de9-46f0-b319-c7b9ae2d4c6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "24/07/17 14:06:48 WARN SparkStringUtils: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n",
      "[Stage 6:>                                                          (0 + 1) / 1]\r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+--------------------+--------------------+--------------------+--------+------------+-----------------+-----------------+---------------+----------------------+----------------------+------------------+\n",
      "|summary|               track|               album|              artist|    date|        isrc|             rank|            score|spotify_streams|spotify_playlist_count|spotify_playlist_reach|spotify_popularity|\n",
      "+-------+--------------------+--------------------+--------------------+--------+------------+-----------------+-----------------+---------------+----------------------+----------------------+------------------+\n",
      "|  count|                4600|                4600|                4595|    4600|        4600|             4600|             4600|           4487|                  4530|                  4528|              3796|\n",
      "|   mean|            Infinity|               887.5|                41.0|    NULL|        NULL|499.9760956175299|41.84404347826101|           NULL|    234.11346153846154|    167.97402597402598| 63.50158061116965|\n",
      "| stddev|                 NaN|   1761.391102977149|                NULL|    NULL|        NULL|287.8848526081413|38.54376574715531|           NULL|     299.1453925887373|     225.2367221842098|16.186438398080135|\n",
      "|    min|\"Slut!\" (Taylor's...|     \" PARAM PARAM \"|                \"XY\"|1/1/1994|AEA0D2036458|                1|             19.4|  1,000,549,809|                     1|                     1|               1.0|\n",
      "|    max|ýýýýýýýýýýýýýýýýý...|ýýýýýýýýýýýýýýýýý...|ýýýýýýýýýýýýýýýýý...|9/9/2022|ZZOPM2445925|              999|            725.4|    999,525,686|                   995|               999,328|              96.0|\n",
      "+-------+--------------------+--------------------+--------------------+--------+------------+-----------------+-----------------+---------------+----------------------+----------------------+------------------+\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "dataframe.describe().show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7d32b890-2605-4247-aba7-feeeea11ac7c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Duplicate key in file PosixPath('/home/ubuntu/.pyenv/versions/py3_11_9/lib/python3.11/site-packages/matplotlib/mpl-data/matplotlibrc'), line 265 ('font.family:  NanumGothic')\n",
      "Duplicate key in file PosixPath('/home/ubuntu/.pyenv/versions/py3_11_9/lib/python3.11/site-packages/matplotlib/mpl-data/matplotlibrc'), line 273 ('font.sans-serif: DejaVu Sans, Bitstream Vera Sans, Computer Modern Sans Serif, Lucida Grande, Verdana, Geneva, Lucid, Arial, Helvetica, Avant Garde, sans-serif')\n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager as fm\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['figure.figsize'] = (20,10)\n",
    "\n",
    "light_pal = sns.light_palette('#1DB954', input='rgb', as_cmap=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2cc61ce6-bc61-4720-b5ff-15489f81d1c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 가수별 순위에 나와있는 곡의 개수\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.title(\"Song Count Of Singer\")\n",
    "from pyspark.sql.functions import count\n",
    "top_artist_count = dataframe.groupby('artist').count().orderBy(\"count\", ascending=False).limit(10)\n",
    "sns.barplot(data=top_artist_count.toPandas(), x=\"artist\", y=\"count\", color='#1DB954')\n",
    "plt.savefig(\"가수별_곡의개수.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "377d3b47-3472-4caf-ac11-5582ae0396f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Taylor Swift</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Drake</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KAROL G</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Weeknd</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Travis Scott</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Billie Eilish</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ariana Grande</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Future</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Post Malone</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          artist  count\n",
       "0   Taylor Swift     63\n",
       "1          Drake     63\n",
       "2      Bad Bunny     60\n",
       "3        KAROL G     32\n",
       "4     The Weeknd     31\n",
       "5   Travis Scott     30\n",
       "6  Billie Eilish     27\n",
       "7  Ariana Grande     26\n",
       "8         Future     23\n",
       "9    Post Malone     22"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_artist_count.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "31b4b326-4c97-4b7a-9d00-5d9853484933",
   "metadata": {},
   "outputs": [],
   "source": [
    "date_upper_2024 = dataframe.filter(\"date like '%2024'\").select(\"track\", \"artist\", \"rank\", \"date\", \"score\", \"spotify_streams\")\n",
    "date_order_spotify_streams = date_upper_2024.orderBy(\"spotify_streams\", ascending=False).limit(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8c3cc9e4-903f-403d-9f99-64794800c00f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 2024년 이상 데이터 상에서 스포티파이 스트리밍을 가장 많이 한 10개 곡\n",
    "from pyspark.sql.functions import regexp_replace\n",
    "plt.figure(figsize=(30,10))\n",
    "plt.title(\"Song For Top 10 Spotify Streaming in 2024\")\n",
    "top_date_spotify_streams = date_order_spotify_streams.select(\"track\", \"artist\", \"rank\", \"score\", regexp_replace('spotify_streams', ',', '').cast('int').alias(\"streams\")) \\\n",
    "                                .orderBy(\"streams\", ascending=False) \\\n",
    "                                .toPandas()\n",
    "sns.barplot(data=top_date_spotify_streams, x=\"track\", y=\"streams\", color=\"#1DB954\")\n",
    "plt.savefig(\"24년_상위_스트리밍_음악.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "79430352-27eb-48b3-bccd-b2c1c353bab1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Score와 Stream 횟수의 상관관계\n",
    "from pyspark.sql.functions import year, to_date, when\n",
    "\n",
    "data_with_stream = dataframe.select(\n",
    "    \"score\", \n",
    "    regexp_replace('spotify_streams', ',', '').cast('int').alias(\"streams\"),\n",
    "    when(year(to_date(\"date\", 'M/d/yyyy')) == 2024, True).otherwise(False).alias(\"is_2024\")\n",
    ")\n",
    "\n",
    "data_with_stream_for_2024 = data_with_stream.filter(\"is_2024 = true\")\n",
    "data_with_stream_for_not_2024 = data_with_stream.filter(\"is_2024 = false\")\n",
    "\n",
    "sns.set(style = 'white', palette='muted', color_codes=True)\n",
    "f, axes = plt.subplots(1,3,figsize=(20, 5), sharex=True)\n",
    "plt.setp(axes, yticks=[100, 300, 600])\n",
    "sns.scatterplot(data=data_with_stream.toPandas(), x=\"streams\", y=\"score\", hue=\"is_2024\", palette=[\"#1DB954\", \"r\"], ax=axes[0])\n",
    "sns.scatterplot(data=data_with_stream_for_2024.toPandas(), x=\"streams\", y=\"score\", color='r', ax=axes[1], label=\"2024 year\")\n",
    "sns.scatterplot(data=data_with_stream_for_not_2024.toPandas(), x=\"streams\", y=\"score\", color='#1DB954', ax=axes[2], label=\"others\")\n",
    "plt.savefig(\"모든_스트리밍_데이터_산점도.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "0d5e60c6-3fe0-4115-a6de-b43d1788a268",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bNw9NTU3t7oZEvlFbW4s1a9Zg6dKlaGhowG233SY6EhFRSGOxICLyg+HDh2Pp0qX44osvoFAo0LdvX7z44os466yzREcLWQcOHMD48eORmJiIp59+utXJ50RE5HtcY0FERERERF7jGgsiIiIiIvIaiwUREREREXmNxYKIiIiIiLzGYkFERERERF5jsSAiIiIiIq+xWBARERERkddYLIiIiIiIyGssFkRERERE5DUWCyIiIiIi8hqLBREREREReY3FgoiIiIiIvMZiQUREREREXmOxICIiIiIir7FYEBERERGR11gsiIiIiIjIaywWRERERETkNRYLIiIiIiLyGosFERERERF5jcWCiIiIiIi8xmJBREREREReY7EgIiIiIiKvsVgQEREREZHXWCyIiIiIiMhrLBZEREREROQ1FgsiIiIiIvIaiwUREREREXmNxYKIiIiIiLzGYkFERERERF5jsSAiIiIiIq+xWBARERERkddYLIiIiIiIyGssFkRERERE5DUWCyIiIiIi8hqLBREREREReY3FgoiIiIiIvMZiQUREREREXmOxICIiIiIir7FYEBERERGR11gsiIiIiIjIaywWRERERETkNRYLIiIiIiLyGosFERERERF5jcWCiIiIiIi8xmJBREREREReY7EgIiIiIiKvsVgQEREREZHXWCyIiIiIiMhrLBZEREREROQ1FgsiIiIiIvIaiwUREREREXmNxYKIiIiIiLzGYkFERERERF5jsSAiIiIiIq+xWBARERERkddYLIiIiIiIyGssFkRERERE5DUWCyIiIiIi8hqLBREREREReY3FgoiIiIiIvMZiQUREREREXmOxICIiIiIir7FYEBERERGR11gsiIiIiIjIaywWRERERETkNRYLIiIiIiLyGosFERERERF5jcWCiIiIiIi8xmJBREREREReY7EgIiIiIiKvsVgQEREREZHXWCyIiIiIiMhrLBZEREREROQ1FgsiIiIiIvIaiwUREREREXmNxYKIiIiIiLzGYkFERERERF5jsSAiIiIiIq+xWBARERERkddYLIiIiIiIyGssFkRERERE5DUWCyIiIiIi8hqLBREREREReY3FgoiIiIiIvMZiQUREREREXlOLDkBERIHD7ZbhkuSW/3e5f/9ntwRAlqFRK6FVKxChUUKrUUKtUoiOTUREAYDFgogoiLncMkwWF0xWN0wWN0wWF4wWN0xW128fu2G0uNBkbf5/q12C6/jy4JbhPlYgpM5lUCoBrVqJCI0Cmt/+X6tuLh0tBUStgFajhC5CidgoNeIMasRFqRFn0LT8c7ReBaWSJYWIKFgpZFmWRYcgIqITW7K+FlUNDlQ3OFFncsJodv9WJFyw2DvZBgKQUgnE6tWI/a1oxEerW0pIvEGDWIMaidFq9EiMgD5SJTouERH9AUcsiIgEkCU3IElQqDUdXjtneRUq6h1+SCWWJAH1TS7UN7k6vDY2SoXuiRHokRiBHola9EiMQPdELdISIxCt5482IiIR+N2XiKgLSbYmuCuL4K4sglRfDnd9BaT6o5Aaq6Afey8iTv9Th/fonakPi2JxKhrNbjSaLdhTYmnzmEGnaikbxwrHsQISZ+i4yBERUeewWBAR+YhkqoGrogjuqiK4Kw42l4mGihNf31jl0X1zu+vw09YGH6UMfU1WN/YdsWLfEWubx6L1KuR21yEvTYe8HjrkpumRnhQhICURUehhsSAi6gR3bRnclQfhqvytRFQVQTY3nNI9pMZKj65LT+Yvvr5isrix5WATthxsavmcPkKJnN/KRm6P5sKRkRIJFReSExGdEhYLIqKTkN1OuKtL4K5sHoFwVRyEu+oQ4Gj7bvipcjd4VixS4rVePxedmMUuYcdhM3YcNrd8LkKjQHY3HXJ/G9nI66FDVmokNGoe/0REdCIsFkREx5EdVrhKd8J5eCtcxdvgrj4MuDteTNwZno5YxBv4rdrf7E4Ze0ot2FP6+xoOjUqBvDQdBuYYMDDHgL5ZekRquTsVEdEx/GlFRGFNdjnhKtsN1+GtcBZvhbt8PyB1TZFo89xN9ZBdzg53hori1qoBwemWsbvEgt0lFsz5qQpqlQK90nQ4LceAATkG9M2KQqSWIxpEFL5YLIgorMiSG+7yfXAWb4OreCtcR3YDLlE7LsmQGqugSkw76VUaNef6ByLXcUXj89+KRn66DgOzWTSIKDyxWBBRyHNVHISreCuch7fBVbrDJ+sjfEVqrOywWCgUCqQlalFWyy1nA5nLLWNXsQW7iv9QNH6bOtUnk0WDiEIbiwURhRx3bWlziTi8Ba6SHZCtRtGRTsjTdRYFmXoWiyDTqmgsr4JGrcDAHAOG9I7BkD4xSInjonwiCi0sFkQUElxle+HYuxrOPatPenZEoJE83Bkqp7sOP25u6Now1KWcLhkb95mwcZ8J7ywsQ89ukS0loyBdDyW3tyWiIMdiQURBy1W6E449a+DcuxqSsVp0nE5xe3hIHg9xCz2HK2w4XGHDnJ+qEBulxtm9o3FO31ic0SsaWg2nTBFR8GGxIKKgIUvu5q1g96yGY+9ayE21oiN5zdOpUDzLIrQ1ml34fmM9vt9YD51WicH50TinXyyG9I6BnruCEVGQYLEgooAmS264Dm9tnua0b90pn24d6DydCsWzLMKH1SHh5x2N+HlHIzQqBU7LNeCcfrE4r38sovX874CIAhe/QxFRwJHdTrgObYFjz2o496+DbDWJjtRlZHM9ZKcdCs3JpzrxXevw5HTL2LDPhA37THh3YRnOKojG6DMScFZBNE8BJ6KAw2JBRAFBdjngPLgRzr2r4dz/K2S7WXQkv5GMVVAlZpz0Go2KC3vDndMtY80uI9bsMiJGr8IFA+Mw+ox49M6IEh2NiAgAiwURCeauPgz75iVw7FgO2dYkOo4QUkPHxUKhUCAjOQKl1XY/paJAZrS48c26WnyzrhbpyREYfXo8Rp0ezy1siUgoFgsi8jvZaYdj9yrYNy+Bu2y36DjCSY2ebY9bkKFnsaA2jlTb8fF3FZj5fQUGZEdh9OkJOG9ALPQRnD5HRP7FYkFEfuOqOgTH5iVw7PwpbEcn2uNu8GzL2ZzukV2chIKZLAPbiszYVmTGOwvLcE6/GIw+PQGD8gxQ8YwMIvIDFgsi6lKy0wbHrpXNoxPle0XHCUiebjmbnsxiQZ6xOyUs39KA5VsakBCtxtizEnDpkCQkxmhERyOiEMZiQURdwlVZBMfmJbDvXA7YLaLjBDTJw0PyUuL4SyGdujqTC7N/rMLcFdU4t18sLj8nCX2zuOCbiHyPxYL8bvHixVi4cCF27twJo9GIrKws3HrrrbjmmmugUPw+XD937lxMnz4d5eXlyM7OxsMPP4yRI0e2PL5t2zbMnj0bGzZsQFVVFVJTUzF27Fjce++90Ov1Ldd9/vnn+O6777B3715YrVbk5eXhH//4B8aMGePX1x0OZIcNjl0rmkcnju4THSdoeDpiERvFYkGd53LLWLGtASu2NaBXmg6Xn5OE4QPjuG0tEfmMQpZlWXQICi833HAD0tLSMGbMGMTHx2PNmjWYPn067r//fowbNw4A8O233+L//u//cM8992Do0KEoLCzEvHnzMGvWLAwaNAgA8Oqrr2Lr1q244oor0LNnTxw4cACTJk1CQUEBZs6c2fJ8I0aMwHnnnYfhw4dDr9djyZIl+OKLL/DKK6/gqquuEvFHEHJcFQdh37wYjp0/AQ6r6DhBKe7ReVBoTj7VyemScPnE7X5KROEgzqDGxWdzmhQR+QaLBfldXV0dEhISWn1u4sSJKCwsxPr166FUKjF27Fj0798fb7zxRss1N954I6KjozFt2rQT3mfRokUYP3485s2bh/79+5/wujvuuAPV1dVYtGhRV7zEsOE8sB7WNV/AfWSX6ChBL+Yf70KVlHnSa2RZxiVPbvNTIgonapWC06SIyGsc/yS/++Mv+QDQp08fNDU1wWKxoLS0FIcPH8bFF1/c6ppLLrkEa9euhcPhOOF9+vbtCwCoqvp9zvqJnu/4a8hzsuSGY9cKGKc/gKYv/sVS4SNSQ8fToRQKBXqmcgE3+d6xaVL/994B/PPtffhhUx2cLkl0LCIKMlxjQQFh48aNSE1NhcFgwMaNGwEA2dnZra7Jzc2F0+lEaWkpcnNzT3gfAMjJyenw+Tq6hlqT3U44ti2Dbd08SPXlouOEHHdjFTyZiFKQocfhSluX56Hwtb/MijfmluKDxUdxydmJuPycJMRG8dcFIuoYv1OQcBs2bEBhYSEef/xxAEBjYyMAICYmptV1xz4+9vgf1dXVYfLkyRg9ejR69ux5wudbtGgRNm/ejClTpvggfeiTHTbYNy+G7dcFkE21ouOELKnBs0PysrtxxIL8o6HJhc9+rMT8n6tx6ZBEXHtBMuIMXIdBRCfGYkFCVVRU4OGHH8aQIUNw2223dfo+TqcTjzzyCADgX//61wmv27NnD5599llcffXV3BWqA5LVBPuGhbBvWATZahIdJ+R5uuVsWlJEFychas3mkDBvVTW+WVeDi89OxHUXpCCBC72JqB0sFiSM0WjEXXfdhbi4OEyePBlKZfOSn9jYWACAyWRCcnJyq+uPf/wYWZbx5JNPYtu2bfjss8+QkpLS7vOVlZXhrrvuwsCBA/Hvf/+7K15SSJBMtbD9sgD2LUu4w5MfebrlbEqctouTELXP7pTx1eoaFP5Siz+dlYjrhqcgKZYFg4h+x2JBQthsNtx9990wmUyYM2cOoqOjWx47tvahqKio1TqIoqIiaDQaZGRktLrXq6++isWLF2PatGno3bt3u89XV1eHv//970hMTMTbb78NjYY/DP/IXX8UtrVfwrH9B8DtEh0n7Hh8loWB37ZJLIdLxsK1NVi8vhYXDU7A9SNSWHiJCACLBQngcrnw0EMPoaioCLNmzUJqamqrxzMyMtCzZ08sWbKk1XSlwsJCDBs2DFrt7z/Apk6dihkzZuD111/HsGHD2n0+s9mMu+66C06nEzNnzoTBYOiaFxakXFWHYFszF87dqwCZu8CIIluMkB02KLQnX0Ohj+BmfhQYnC4Z3/5Si6Ub6jDmjHjcMCIF3RI4VY8onLFYkN8999xzWL58OSZMmICmpiZs2bKl5bG+fftCq9XigQcewPjx45GZmYkhQ4agsLAQ27Ztw6efftpy7aJFi/DGG2/g8ssvR3p6eqv7ZGZmtmwz+8ADD2DPnj148cUXUV5ejvLy33c0OnbYXjhy15TAuvxjOPevEx2FfiM1VkCV3POk16hVCiiVgMQOSAHC5ZaxZH0dvt9Yh9GnJ+DGkSnonsiCQRSOeEAe+d2oUaNQVlbW7mPLli1Deno6AGDu3LmYNm0aysvLkZ2djUceeQQjR45suXbChAlYsGBBu/d5+eWXcfXVVwMACgoKTphl7969nX0ZQUsy18O68lM4tnzHEYoAE3Xds9D2OrvD6+6ftBdFR7nlLAUmpRIYeVo8/jI6lQWDKMywWBCFCdlpg+2XBbCtm8dF2QFKd9E9iDzzsg6vmzS/FIvX1/khEVHnaVQK/HlYIm4alYpoHSdIEIUD/k0nCnGyLMGxbRmsKz/hORQBztMtZ3t251kWFPicbhkLfq7BD5vqcfOoVPx5aBLUKoXoWETUhVgsiEKY89BmWJd9AHfVIdFRyAOeHpKXxuklFERMFjfe/6Yc36yrwR1/6oFz+sV2/EVEFJRYLIhCkLv6MCzLPoSraKPoKHQKPB2xSObWnhSEymoceP7TwxiQHYW7Lu2BXml60ZGIyMdYLIhCiNRUB+uKT+DY9gMXZgchT8+yiONZFhTEth8y48Ep+zFqUDxuH9sNSbEsykShgj+diEKA7LDB9ss82NbNB5zcLShYyVYTZLsFioiTv5PLsywo2MkysGxzPX7e0YCrz0/GdRekQBehEh2LiLzEYkEUxGTJDcfW72FdNQtyE3cJCgXuxkqoU7JPeo1KybMsKDTYnTJm/1iFJevrcNuF3XDR4AQolVzgTRSsWCyIgpTz8BZYvp8KqbpYdBTyIamhCuigWCgUCuR0i8SBco5OUWioN7nwv/lHsHBNDe69LA0DcgyiIwWcxYsXY+HChdi5cyeMRiOysrJw66234pprroFC8XsZmzt3LqZPn95yBtTDDz/c6gyobdu2Yfbs2diwYQOqqqqQmpqKsWPH4t5774Ve//to6YIFCzB79mwcPnwYVqsVPXr0wOWXX4677roLWi2nr1H7WCyIgoxkNcH6wzQ4ti8THYW6gKfrLAoyolgsKOQcqrDh8ekHceHgBNx5SXeef3GcGTNmIC0tDRMmTEB8fDzWrFmDiRMnoqKiAuPGjQMAfPvtt5g4cSLuueceDB06FIWFhRg3bhxmzZqFQYMGAWguKMXFxbjzzjvRs2dPHDhwAJMmTcLWrVsxc+bMludrbGzE+eefj3/84x8wGAzYtm0b3n77bVRUVOD5558X8UdAQYAH5BEFEcfOFbD8MBWyuUF0FOoiEWdfCf2Yuzq87pt1NZjydfsn2BOFgjiDGv+4tAdGDooXHSUg1NXVISEhodXnJk6ciMLCQqxfvx5KpRJjx45F//798cYbb7Rcc+ONNyI6OhrTpk074X0WLVqE8ePHY968eejfv/8JM7z55puYMWMGNm3aBJWKa2KoLa4AJAoCkrEaTV/8C+avX2OpCHGebjnLsywo1DU0ufDanBJM/KgIlfUO0XGE+2MZAIA+ffqgqakJFosFpaWlOHz4MC6++OJW11xyySVYu3YtHA7HCe/Tt29fAEBV1cm//8TFxcHlckHiAi86ARYLogAmyxJsGxahceq9cB5YLzoO+YGnh+QlxWm6OAlRYNiwz4S739yLeSur4JY4yeJ4GzduRGpqKgwGA4qKigAA2dmt12jl5ubC6XSitLT0pPcBgJycnDaPuVwuWK1WbNiwAR9//DFuuukmaDT8/kPt4+RFogDlri6GuXAS3GV7REchP/J0xCIuit++KXzYnRKmLz6Kn7Y24J9Xp/NwPQAbNmxAYWEhHn/8cQDNayIAICYmptV1xz4+9vgf1dXVYfLkyRg9ejR69uzZ6jGXy4V+/fq1fHzVVVfhySef9NVLoBDEEQuiACO7nbCu/BTGD//JUhGGZFsTZJu5w+u45z+FowPlVjz0zn5M/bYMNodbdBxhKioq8PDDD2PIkCG47bbbOn0fp9OJRx55BADwr3/9q83jarUaX375JWbNmoUnnngCy5cvxxNPPNHp56PQx7e8iAKIq3QXzIsnQao58ZA1hT53YyXUkW2nJBxPpQTUSsDFqc4UZiQJWPBzDVbvaMS4K9NxVkFMx18UQoxGI+666y7ExcVh8uTJUCqb3yOOjY0FAJhMJiQnJ7e6/vjHj5FlGU8++SS2bduGzz77DCkpKe0+34ABAwAAZ555JtLT03H//ffjlltuafk80fE4YkEUAGS7BZYl78D0yWMsFQSpoeMtZxUKBXJ66PyQhigwVTU48cyMQ3j5s2LUm5yi4/iFzWbD3XffDZPJhOnTpyM6OrrlsWPrI46ttTimqKgIGo0GGRkZrT7/6quvYvHixZgyZQp69+7t0fMf2zGqpKTEm5dBIYzFgkgwx/5f0Dj1Xtg3fQuACxPJ87Ms8tM5z5xo5fYG/OPNvVi1vUF0lC7lcrnw0EMPoaioCNOnT0dqamqrxzMyMtCzZ08sWbKk1ecLCwsxbNiwVofaTZ06FTNmzMArr7yCYcOGeZzh2CLvP5YUomM4FYpIEMlcD8t378G5+2fRUSjAeLqAO7sbRyyIAKDJ6sZLnxVjzBlG3Ht5GvQhuAbpueeew/LlyzFhwgQ0NTVhy5YtLY/17dsXWq0WDzzwAMaPH4/MzEwMGTIEhYWF2LZtGz799NOWaxctWoQ33ngDl19+OdLT01vdJzMzs2U72r/85S+48MILkZOTA6VSia1bt+LDDz/E+eefj4EDB/rrZVOQYbEgEsCxdy0shZMgW42io1AA8nTEokeStuOLiMLID5vqsfOwGY/dkInemVGi4/jU6tWrAQCvvPJKm8eWLVuG9PR0/PnPf4bVasW0adMwdepUZGdn4+2338bpp5/e5j4LFy7EwoULW93n5ZdfxtVXXw2gedrTF198gfLycqjVaqSnp+OBBx7AzTff3FUvkUIAT94m8iPZaYflh2lwbF4sOgoFMFVKDmLunNzhdWU1dtz5BncOI/ojlRK4aVQqbhyZCpVSIToOUdjgiAWRn7gqi2D++jUuzqYOeTpiERMVetM9iHzBLQGf/lCJjftMePSGTHRP4En1RP7AxdtEfmD79SuYZjzCUkEeke1mSNamDq/TaVksiE5md4kF4ybtww+b6kRHIQoLHLEg6kKSuR7mRW/CVbRRdBQKMlJjJZQ6w0mvUSkBtRpwufwUiigIWewS3phbivV7TBh3VRqidfzVh6ircMSCqIs4D26Ecfo4lgrqFE+mQykUCvTqwS1niTyxcnsD7vvfPmwr6ng0kIg6h8WCyMdkyQ3L8hlomvMsZHOD6DgUpDw5JA8A8tO55SyRp2oanXhi+kF8uLgcLjf3riHyNY4HEvmQZKyB+evX4CrdKToKBTlPF3BnpbJYEJ0KSQbmrqzG5gNNeOovWejGhd1EPsMRCyIfcR7cAOOHD7BUkE94ekheWhJ/KSLqjAPlVvxzyn5s3GcSHYUoZLBYEHnp96lP/4Js4YF35BueToVKitF0cRKi0GWyuPHMjCJ8vtyzv29EdHKcCkXkBclUA/NXnPpEvuf2+CwLfhsn8oYkAx9/V4H9ZVb833UZ0EdwG2eizuKIBVEnOQ9vgfEDTn2iLuKwQvJgBEyn5bdxIl9Ys7MRD03Zj9Iqm+goREGLP5GIOsG+qRBNnz/DqU/UpTxZZ6FUAloOWhD5RGm1HQ+9sx9rdjaKjkIUlFgsiE6BLLlh+e49WJZMASS36DgU4jw+yyI9yg9piMKDxS7hhVmH8fHSo5AkbklLdCpYLIg8JNvMaPriOdg3LBIdhcKEp1vO9krjlrNEviTLwOc/VeHZjw/BZOXR9kSeYrEg8oC7vgLGmf/HU7TJrzzdGapnamQXJyEKTxv2mfDg2/tRdNQqOgpRUGCxIOqAs2QHTDMehlRTKjoKhRlPRyy6J/IsC6KucrTOgUfePYDlW+pFRyEKeCwWRCdh3/o9mmY/BdnKRdrkf24PD8lLjuVZFkRdye6U8NqcEkwvLOe6C6KT4F4iRO2QZQnWHz+C/Zf5oqNQGPN0KhTPsiDyj3mrqnG0zoHHbshEhIbvzRL9Ef9WEP2B7LDC/OULLBUkntMGydLxtpeRPMuCyG/W7GzE49MOoqHJKToKUcDhTyOi40iNVTDNfBTO/b+IjkIEwLNRC6WC5YLIn/aWWvDwOwd4mB7RH/AnEdFvXEd2wzjjEbirDomOQtTCk0PyFAoF8tO55SyRP1XUO/DIewewrahJdBSigMFiQQTAvmM5TLOegGzmrh8UWDw/y0LfxUmI6I+arG48/WERftzMnx1EABdvE8G6YiZsq+eIjkHULk+LRSbPsiASwumW8frcEtQanbhueIroOERCccSCwpYsSzB/+z+WCgpobg93huqRoO3iJER0IrIMfLjkKN7/pkx0FCKhWCwoLMmSG+avX4dj63eioxCdlKcjFok8y4JIuK9W1+CV2cVwuiTRUYiEYLGgsCO7nDDPewnOXStERyHqkCeLtwEgRs+ZrUSBYMW2Bkz86BAsNrfoKER+x2JBYUV22ND0xb/g3L9OdBQizzjtkMwNHV7G7WaJAsfWoiY8OvUA6ow864LCC38SUdiQbWaYPp8I1+EtoqMQnRJPz7LQsVwQBYyiozaMf/8AqhocoqMQ+Q1/ClFYkCxGmD57Eu4ju0RHITplnqyzUCgUyM/gWRZEgeRonQOPTT2IynqWCwoPLBYU8qSmOphmTYC74oDoKESd4uk6i3yeZUEUcCrrHXhs6gEcrbWLjkLU5VgsKKRJjVUwffI4pOpi0VGIOs3NsyyIglpVgxOPTT2IshqWCwptLBYUstx1ZTB+8hik+nLRUYi84skaCwDozrMsiAJWjdGJx6YeQGmVTXQUoi7DYkEhyV19GKZPHodsrBYdhchrHp9lEcOzLIgCWZ3JhcenHURxJcsFhSYWCwo5rqP7Yfp0AmRzvegoRD7BsyyIQkd9U3O5OFRhFR2FyOdYLCikOEt3wPTZk5CtJtFRiHzH5YDU1HFR5lkWRMGh0ezChGkHcbCc5YJCC38KUchwFm1C0+fPAHaL6ChEPufJdCilUgF9JL+tEwUDo8WNCdMPYn8Zf2ZR6OBPIAoJzsNb0DT334CTO25QaPJ0AXfvDG45SxQsmqxuPDm9CHtLWS4oNLBYUNBzle9F05cvAG6n6ChEXcbTLWfzevCQPKJg0mRz48kPDmJXsVl0FCKvsVhQUHPXlKBpzr8AB+epUmjzdGeoLJ5lQRR0LHYJT39YhD2lLBcU3FgsKGi5G6tgmv00ZKtRdBSiLic1eLYzVLeEiC5OQkRdweqQ8OyMQyjhORcUxFgsKChJ5gY0zX4KsqlWdBQiv5AaKzy6jmdZEAUvo8WNpz8sQnWDQ3QUok5hsaCgI9staPr8GUh1PFGbwofU6Nlhj9F6VRcnIaKuVN3oxFMfFqHR7BIdheiUsVhQUJFdDjTNfQ7uyoOioxD5l9sJyYMRukgNv60TBbvSajuemVEEq90tOgrRKeFPIAoasuSGecErcJXsEB2FSAhPTuBWKhUw8CwLoqC374gVL8w6DKdLEh2FyGP86UNBw/LNW3Du/0V0DCJhPN0ZqndmVBcnISJ/2LS/Ca9/UQpJkkVHIfIIiwUFBcv3U+HY8aPoGERCuT08JC8vjWdZEIWKldsb8M6iMtExiDzCYkEBz/rzbNjXfy06BpFwno5YZKbwLAuiUPLtulp8+oNnO8MRicRiQQHNtvFb2FZ+KjoGUUCQPByx6J6g7eIkRORvs5ZVYtHaGtExiE6KxYIClmPXCli/e090DKKA4cnibQBI4FkWRCHpvUVlWLG1XnQMohNisaCA5Dy4AeaF/wVk7oZBdIxkrILswd+JaB3PsiAKRZIMvD63FJv2m0RHIWoXiwUFHFfFATTNfwmQeDgQUStuF2RTXYeXRfAsC6KQ5XLLeP7Twzh01Co6ClEb/OlDAUUy16PpyxcAp110FKKA5MkCbqVSgRiewE0UsmwOCf+aeQiNTXwDjgILiwUFDNntRNO8lyAbq0VHIQpYbg/XWfTJ1HdxEiISqarBiRdmHYbLzTMuKHCwWFDAsCx9D+4ju0THIApoUoNnW07m9uBZFkShbsdhM6Z8fUR0DKIWLBYUEGwbv4FjyxLRMYgCnqc7Q2XwLAuisLBkfR2+XsORfgoMLBYknLNkO6zfTxUdgygoeHpIHs+yIAofU78tx+YD3CmKxGOxIKHcDZUwz38JkNyioxAFBU8PyeNZFkThQ5KAlz4rRlkNNz4hsVgsSBjZYYP5yxcgW4yioxAFDclYw7MsiKiNJqsbz808BLONb9SROCwWJIz5mzfhrioSHYMouEguyMaaDi/T8iwLorBTWm3Hq58XQ5K4UxSJwZ88JIT159lw7vlZdAyioOTJlrNKhQJxBrUf0hBRIFm/14QPlxwVHYPCFIsF+Z1j3y+wrZwlOgZR0PJ0ATfPsiAKT/NWVeOHTXWiY1AYYrEgv3JXF8O88D8AOExL1FmebjnLsyyIwtekBUewu8QsOgaFGRYL8hvJ2oSmL58HHFbRUYiCmqeH5GUkR3RxEiIKVE6XjOc/OYxao1N0FAojLBbkF7LkhvmrVyDVc94nkbc8HbHoFs9iQRTO6ptceG0OF3OT/7BYkF9Yl30I16HNomMQhQTPz7Lg4m2icLetyIzZyz37nkHkLRYL6nKO3T/Dvv4r0TGIQoZkqoHswaGSBh2LBREBn/1Yie1FTaJjUBhgsaAuJRmrYVk8WXQMotAiuSGZaju8TKtR+CEMEQU6SQJenVOMRrNLdBQKcSwW1GVkWYJ54euQbXyXhMjXPFnArVQokMjpUEQEoNbowhtzS0THoBDHYkFdxrZmLlwlO0THIApJni7g7p0R1cVJiChYrN9rwrxVnn3vIOoMFgvqEq7yfbCt+kx0DKKQ5ekheTzLgoiON2NpBfaWWkTHoBDFYkE+JzusMH/9H0DiXE6iriI1ePauY0YKt5wlot+53DJemV0Ms63jDSCIThWLBfmc5bv3IdWXi45BFNKkRs8OyUuN13ZxEiIKNhX1DvxvfqnoGBSCWCzIpxx7foZj2/eiYxCFPI/PsjBw8TYRtbVqeyMKf+l4dzmiU8FiQT4jGathKeTWskT+IJlqPTvLQs9iQUTte/+bMhyqsIqOQSGExYJ8QpYlmBf9l1vLEvmLLEEyVnd4mVbNsyyIqH0OV/N6C5tDEh2FQgSLBfmEfe08uIq3iY5BFFY8mQ6lUCiQHMtRCyJqX0mVHe9/UyY6BoUIFgvymuvoflhXfio6BlHY8XTL2QKeZUFEJ7FkfR027TeJjkEhgMWCvCI7bDB//Rq3liUSwNND8niWBRF15H/zS2Gxcwta8g6LBXnF8v37kOq4tSyRCJ7uDJXJsyyIqANVDU58uPio6BgU5FgsqNMce1bDsfU70TGIwpanU6F4lgUReaLw11psPchNWKjzWCyoUyRTDSyLubUskUhuD0cs4gyaLk5CRKFAloG35pXC5uCUKOocFgvqFMvSdyFbudCLSCS5qQ6yu+P1TQadyg9piCgUVNQ78NHSCtExKEixWNApc+xbB+e+daJjEBHPsiCiLrBobQ12HOKUKDp1LBZ0SmSHFZbv3hMdg4h+48k6C4VCgdQ4TociIs/IMvDmvFLYnTw4j04NiwWdEuvKWZA9eIeUiPzD052hemfyLAsi8lx5rQMzv+OUKDo1LBbkMVdlEezrvxYdg4iO4+nOUDndI7s4CRGFmq9WV2NPiVl0DAoiLBbkEVmWYCmcDMgcFiUKJFKDZ4fkpSezWBDRqZF+mxLldPFnP3mGxYI8Yt9UCPfRfaJjENEfuD0cseiWwDUWRHTqSqrs+PQHz77PELFYUIekpjpYf/pYdAwiaoenU6F4lgURddaXq6qw74hFdAwKAiwW1CHL9+8Ddn5DIQpEsqkOstvZ4XWGSJ5lQUSdI0nAlK+PiI5BQUAtOgAFNufBDXDu/ll0DCI6IRlSYxVUCWknvUqrUSK3hw7ROhWi9SrE6NXN/xz12//rVIjQKqFSKqBSKqBWNf9PpUTz/6uaz8JwOGU4XBIcThl2pwSnS4L9t8/ZHRIaLW40NrnQ0ORCfZMTjebmfzZZ3ZBlf/x5EFFX2HfEiqXrazH2rETRUSiAsVjQCclOOyxL3xUdg4g6IBlrOiwWAPD2A/l+SNM+t1tGo8WF6gYnymvtOFprR3mtA+W//X+jueMTxIlIrBnfVeC8AXGI4ggonYBClvkeErXPunwGbGvnio5BAcbilDBrZz12Vtuxq8YGo0PC0+em4M95MW2ulWQZC/Ya8dW+RpQYnYhQK9ArPgIPnZWEXgkRAACTw43/rKvG2jILorVK3D4wAZf3an2v3TU23LOkDLOvyESP6DBfK6DVQZ2aA1VqDlSpuVB1y4U6NUd0Kq+ZbW6U19pxpNqOg+VWHCy34kC5FU1Wt+hoRHScK89Nwt1/7viNDApPHLGgdrmri2H7ZYHoGBSAGuxufLC1Ht2i1MhLiMCmCusJr31hdRWWFplwSW40ru0dC5tLxt46O+psv/+yOGlDLTZXWHHnoAQcMTrx8poq9IzVYGCKDgAgyzL++2sNbuwbF3alQhEVB1Vqc3FQdcttLhMejEwEo6hIFXql6dErTY+Rg+JbPl9RZ8eBcisOljUXjQPlVjQ0cXSDSJRFa2tw8VmJyEzlFtbUFosFtcu8+G1A4g9vaitJp8a31/dEok6N3TU2/O3b9hf0/XDYhMKDJrwyohtGZBlOeL/VpWaMOzMRl+Q2j1IcqLfj51JzS7FYUtSEiiYn/jqgh+9fTIBR6GOhzhoATdZpUGedBlViaJaIU9EtIQLdEiJwXv+4ls+VVtmwragJ24rM2H6oCfUsGkR+45aA974pw0t/zxUdhQIQiwW1Yd+8BO4ju0THoAClVSmQqOv4W8fsnQ3omxSBEVkGSLIMu0uGTtN2Izq7W0a09vf5ujERKtjczTM0rU4J72yqwb2DE6Fv52uDnSIiCurM/lBnDYS652lQp2SLjhQUMlIikZESiUuHJgEASqps2F7UhK1FTdh+yMwRDaIutvlAE9bsbMQ5/WJFR6EAw2JBrUjmBliXfyQ6BgU5s0PCrho7rimIxbubajF3dwMsLhk9DGrcNzgRY3pGt1zbJykCs3c1ICtWg3KTE+vKLHjinBQAwIzt9UjWq3FxTvSJniroqLr3giZ/GDTZg6DqlgeFkosgvZWZEonM44rGviMW/LrHiF/3GHGg3MrdqIi6wLRvy3FmfjS0IfimD3UeiwW1Yl0xE7KtSXQMCnJHTE7IAL4/bIJKocD9g5Ng0CoxZ3cDJq6oRJRGiWFpUQCAh85KwiM/HMX1C0oAACOzonBRtgHlJic+39WAKWPToFAoBL4abymgSusNbe9zoel9LlSxKaIDhbz8dD3y0/W4ZUw31BqdWLe7EWt2NmJbkRkuN1sGkS9U1Dvw5apq3DwqVXQUCiAsFtTCXVsKx9bvRcegEGB1SQCARruE6Zeko39y8yK/8zOicPW8w/hoW31LsciLj8DcqzNRVO+AQatERowWAPC/DTUYmWVA/+RILC9uwgdb62B2SvhzXgzuGBgf2GVDoYQ6oy80vc+DtmAYlNFJohOFrcQYDS4dkoRLhyShyerGL3sa8dOWBmw6YIIkiU5HFNy++KkKF54Rj+Q4regoFCBYLKiF9aeZgMyftOS9iN8OU+thULeUCgDQa5Q4LyMKS4pMcEky1ErFb9cr0Sfp9+s2HLXg13IL5lyZheJGByaurMCEoSnoblBj4spKpOrV+HOvttvbiqbO6AdtvxHQFAyDMiq+4y8gvzLoVBh9egJGn56AOpMTy7fUY9mmehyqsImORhSU7E4J0wuP4ombs0RHoQDBYkEAAFfZHjj3rhEdg0JEkr75W0uCru36gfhIFVwSYHNJMGjbPu6WZLz5aw1u7R+PlCg1PtxahwHJkS1F4qqCGCw5ZAqYYqHQRUPbfzQiTv8TVEkZouOQhxKiNbjm/BRcc34Kio5asWxTPZZvrUe9iQu/iU7Fyu0N+HNRIgbknHj3PwofLBYEAFywTT6VrFcjUadCtaXt4WY1FjciVIoT7vI0f28jzE4Jf/lte9FqiwvJ+t+/VSXp1Ki2iP/lT53ZH9pBf4K293lQqMPrfI1Qk9Ndh5xLdbjj4u7YtN+Eb9fVYv1eIyQuxyDyyLuLyjD5gXyolAE8RZX8gsWC4DywHq6SHaJjUIgZ09OAObsb8Uu5BUN66AEADTY3VpaaMbibDsp21kg02t2YtrUOjw9NQYSquXgk6FTYWWNvueZwo8Oj7W67gkIXA+2A30YnEtOFZKCuo1IqcFZBDM4qiMHRWjsWrq3B9xvrYLZxiijRyRyqsKHwl1pcNozrycKdQpa5EV84k2UJpukPwF19WHQUCiJzdzfA5JBQY3Vh/l4jRmRGIT8hAgBwfZ9YGLQq1Fpd+OuiUlhcEm7qGweDRoUF+xpRaXZh+iXp6PXb9cf7z7pqFDXY8e6ffv+l/UC9HbcuLMWV+THobtDgg611+OeZSbimt//2T1elZCNi6DUcnQhDVrsbyzbXY+GaGpRW2zv+AoFsdQfQVLIC1uqdcFmqodQaEJnQC/F9b4Q2+vcDJovmX3/Ce+hSBqD7eRMBAG6HGbVbP4ClYjOUmijE9b4aMT1HtbreXn8Q5SufRfqY/0ITxR3Pwlm8QY0PH+2DSC23nw1nLBZhzr59GSyL/is6BgWZK788jApz+9OR5l+ThR6G5l++y0xOTNpQgw1HrXBJMgYkR+K+wYnoe9xC7WMO1Nvxt29K8cGlGS0l5ZhvDxgxfWsdLE4Jl+TGYNzgRL8MuavS+yBy2PXQ9jq7y5+LAt+m/SZ8tboa6/eaREdpV+W6N2Cr3Yuo9KHQxmTBbW+A8eASSC4b0ka8CG1sJgDAVLKyzdfa64tgPFiIhP63IC7/cgBA9cb3YKncjLj8K+A0V8B4cCl6DP83IhMLAACyLKN8xUTokvoiof/N/nuhFLDu+FN3XDecBTOcsViEMdnlhPH9f0BqrBIdhSigqHMGI/Kc66HJ7C86CgWg/WUWfLasEut2G0VHacVWuxcR8blQKH+fKuhsOoojP4xHVNoQpJz1zxN+bfXG92AqXo7MP70DtT4RAFD87V1I6H8LorOGAwDKV/4LkQn5LSXCVLISdTtmIeOi/0GpbvtmAYWfaL0KMx7tA30kD/4MV1xjEcbsm75lqSA6RqGEpvc5iBx2HdTd8kSnoQDWK02PZ2/LxsFyK2b/WIk1uxoD4nTvYyMJx9MYukMTkw6HqeyEXye7nTCX/4LIpL4tpQIAJLcDSm1Uy8dKrQGSu3k6mOSyoW7HZ0jodzNLBbUwWdyY/3M1bhnTTXQUEoTFIkzJdgtsq+eIjkEknkIJ7YBRiBx2PVSJaaLTUBDJ7aHD07f0xKGK5oKxekdjwO0kJcsy3LZGaGNOvBWypWIzJKcZhozzWn0+Mj4Pjfu/hTY6DU5zJayVW5B0+t0AgIa9C6DWJcCQeUGX5qfgs+DnalxxThKi9fwVMxxxhU2Ysq37ErI1sIbxifxNnTMYMX+fjKg/P8xSQZ2W3U2HJ2/uiXcfLMCwvoFxvsoxTaWr4LbVISp92EmvUSg1iEob2urziQP/Cqe5AqXfPYiK1S9Bn3o6DBnnwmmuQuOBb5F42u1QtLO7G4U3i13C3JXVomOQIKyTYUhqqoft169ExyASRpWSA93oO6DJPl10FAohmamReObWbGwvasK0wnLsL7MKzeMwlaFmyweISMhHdNaIdq+RnBZYKjZB1+10qI6b9gQA2thMZFz0PziNpVBqoqAxNE9vqd0+E1E9hiAyIR/msl9Qv+dLSE4LorNGIq73NSwbhIVranDVuUmIj+YueuGGIxZhyPrzZ4AzsLdNJOoKCkMi9Jc+hOi//4+lgrrMgBwDJo3Lx/jrM5AUK+YXK5etARVrXoFSo0fqkEegULT/495c9gtkydlmGtQxSpUWEfG5LaXCWrUD1sqtSOj/FzhM5aj89S3E5l6C5MH3wli0FE3FP3XVS6IgYndKmPMT13CGIxaLMOOuK4Njy1LRMYj8S6tD5AW3IPbeqYg47cIT/pJF5EujT0/A9P/rjdsu7AadH/f2l5wWVKx+CZLTjO7nPgW1LuGE1zaV/gylRo+oboM7vK8sS6jZ9hHiCq6EWpcA85E1iEwsQHTPkdAl90d09oVoKv3Zly+Fgljhr7WobnCIjkF+xp+uYca6YiYguUXHIPITBbSnXYTYe6dBd95NUGi4ew35V4RGiZtGpWL6+N64cHB8lz+f5HagYs2rcDYdRbdhE6CNOfEJ8S5rPazVOxDVYwgUqo5HVoxF30F22RDb67Lmr7fVQxX5+2tSR8bDZavz/kVQSHC6ZMz+sVJ0DPIzFosw4jq6H87dq0XHIPILZUIPGP7yEqIufRDKqK7/hY7oZBKiNXjk2ky8cmcu0pK0XfIcsiyh6te3YKvbh9QhDyMyMf+k1zcdWQ1AhiHj/A7v7XY0oX73F0jofwuUqub8qohYOE3lLdc4TGVQRcR58xIoxHy3sQ5Hazn1OpywWIQR68pPAQTYXohEvqZUIXLYdYi5cwo0WQNFpyFq5bRcA975ZwFuHJkCtcq3i5xrt82E5egG6FMHwe1ogqlkZav//VFT6c9QRcYjMrlvh/eu3/U5tDGZMBy3u5QhbSgcjYdRvXkaGvZ+BdOh71s9TuSWgFnLOGoRTrgrVJhwVRbBdXCD6BhEXUrVLQ/6Sx+EOjVHdBSiE9JqlPjrRd0x4rR4/G9+KXaXWHxyX0fjYQCApWIjLBUb2zwefdyZEw5TORwNRYjN+3OHa44cjSUwHv4RaSNeavV5bWwmkgffi/rdc2F22RCTMxbR2WO8fyEUUpZvqcf1I1KQmcKpqOFAIcuBcF4odbWmr16Fc1fbd6yIQoImAroLbkHEWVdAoVSJTkN0Sr5ZV4OPlhyFxS6JjkLUJc7rH4un/tJTdAzyAxaLMOCuPwrje/8AZP7QotCj7jkI+ksegCqum+goRJ1W1eDA61+UYPshs+goRD6nUADvPVTAUYswwDUWYUCW3FDGdRcdg8i31Froxt6L6JtfZKmgoJcSp8Urd+bib2O7+3ztBZFosgzM42ncYYEjFmFClmW4qw/D8t17cJfsEB2HyCuq5J6IuvIxqJKzREch8rn9ZRa8NqcER6q5mw6FDo1KgQ8f7SPs0EjyDxaLMCPLMiRjDawrZsK540fRcYhOWcSZl0E36g4o1F2zZSdRILA5JEz7thyFv9aKjkLkM9ecn4w7L+khOgZ1IRaLMCbZmmD79SvYf54tOgpRhxSRBuj//Ai0+UNERyHym3W7GvHW/FI0mnmwKQU/fYQSMyf0RVQkN9kIVSwWBNnlgGP7cli+nwq4bKLjELWh6lGAqKsmQBWbIjoKkd9VNzjwwqzD2HfEKjoKkdf+NrY7rh/B7+WhisWCWsiSG86iTTAvfhsw1YiOQwQAiDjrSuhG/Q0KFY/dofDldEl4++syfLehTnQUIq/ER6vx8WN9oFFz/6BQxGJBbciyDPfR/TAvmQKp4oDoOBSu1FpEXfoQtP2Gi05CFDC+/aUG7y8qh9PNH90UvB66Oh1jz0oUHYO6AIsFnZAsy5Dqj8Ly44dw7VsrOg6FEUVUPAzXTYS6R4HoKEQBZ3eJGS/OOoxao0t0FKJO6ZkaiXcf4vf3UMRiQR6RLI2wrfkC9l+/Eh2FQpwqNQeG656BMiZZdBSigFVncuKlz4qx8zAP1KPg9OIdOTijV7ToGORjLBYhaFnl9+gT0xc9dGk+v7fstMG+eQmsP34ESHy3jHxLkz8MUZePh0LL01mJOuJyy5i84Ai+28h1FxR8ziqIxr9vzxEdg3yMxSLEVFiP4oVdz0KGjH4x/TGm21jkR/f2+fPIbhec+9bBvHQKYDH6/P4UfiKHXQfdyNtFxyAKOrN/rMTM7ytExyA6JQoF8P5DBchI4RtJoYTFIsR8VjwTq2tWtfpcpj4LY1LH4vT4wVAqfLsLgyxLcJXugmXx25BqS316bwoTKjX0l/wTEQNGi05CFLSWb6nHm1+WclE3BZVLzk7EA1eli45BPsRiEUKaXCY8ve1xOGVnu48napMwKvVCnJN0LrTKCJ8+tyzLkGpKYfl+KlyHN/v03hS6FJEGGK57BuqMfqKjEAW9LQdNeP6Tw7DYJdFRiDwSoVHikwl9EK3nduKhgsUihCw++i2+Kf+qw+uiVFE4P3kERqSMQrQmxqcZZFmG3FQH66pZcGxZ6tN7U2hRRMXBcOPzUKdyji2Rrxwst2LijCLUm7gGjoIDD8wLLSwWIUKSJTy74wnUOTxfxKdRaDAk8RyMTr0QKZGpPs8k282wbfgGthWfAuA7aPQ7RXQiom9+CapEDoET+VplvQNPfXgQZTUO0VGIOtQ9QYsPH+0jOgb5CItFiNht3IW397/Zqa9VQIGBcYMwJnUscgy5Pk4GyG4nHLtWwrL0PcBh8fn9Kbgo47rBcPOLUMV1Ex2FKGTVGZ144oODKKmyi45C1KGX78zBoFxuPRsKWCxCxIdF07Cx/lev75MblYcx3cZiYNwg70P9gSxJcB3eAsuStyE1VPr8/hT4lIkZiL75BSijk0RHIQp59SYnnvigCMWVNtFRiE5qxGlxePzGLNExyAdYLEKAxWXGk9sePeGi7c5IjeyG0akX4eyEodAoNT67L9C8DsNdWQTL0nfgLtvj03tT4FKl5sBw0wtQ6mNFRyEKG41NLjzxwUEcqmC5oMClVSvw6ZN9Ea3jIu5gx2IRAlZWLcec0s+65N4x6liMSBmF85OHQ6+O8um9ZVmG1FgF608z4Ny10qf3psCiSusNww3PQRlpEB2FKOwYLS48+UERDpZbRUchOqF7L0vD5edwNDvYsViEgFd3v4ASS3GXPkeEMgLnJJ2HUSkXIiEi0ef3l6wm2NbNg33tXJ/fm8RSpfdF9I3/hkKrEx2FKGyZrC48/WER9h1huaDAlNM9ElP+WSA6BnmJxSLIlVmO4KXdz/nt+ZRQYXDCmRiTOhbp+gyf31922mHf9gOsy6YDLu5oEuxUKTmIvuUVKCJ9O9pFRKfObHPjyQ8OslxQwPrf/b2Qn64XHYO8wGIR5L4s/RzLq5YJee7e0X0wpttY9Inx/eFmsuSG88B6mBe/DZjrfX5/6nrK+B6Ivu01KKPiRUchot80ml149P0DKK3mblEUeC4dkohxV3Ib8mDGYhHEXJILT21/FE2uJqE50nUZGJ16EQYnnAWVQuXTe8uyDHfZXpiXvA2p6pBP701dR2FIRPRtr3FLWaIAVN3gwCPvHUBNo+82/CDyhahIJT59oh8itUrRUaiTWCyC2Ob6jZhe9J7oGC3iNQkYmToG5yWdjwhVpE/vLcsypLpyWH6YDtdB77fVpa6jiDQg+tZXoUruKToKEZ1ASZUNj75/AEaLW3QUolb+77oMjDkjQXQM6iQWiyD2zv7/Yadxh+gYbehUepyfPBwjUkYhVhPn8/tLTfWwrf4c9o3f+Pze5CVNJKJvfhHqtN6ikxBRB/aUmvHE9CLYHJLoKEQt+veMwn/uzhMdgzqJxSJINTjqMXH7BEgI3B8IaoUaZyUMxZjUi9BN193n95cdVtg2FcL200xAcvn8/nSKVGoYrnsWmpwzRCchIg9t2m/Csx8fgsvNXwUocEz7v95IT4oQHYM6gcUiSC09WoiF5QtEx/CIAgr0ix2AC1PHIi863+f3l90uOPb8DMvSdwGb2PUmYUuhRNSVj0Hb53zRSYjoFK3YWo9X55SAvw1QoLjugmTccXEP0TGoE1gsgtS/djyFanuV6BinrGdUDsakXoTT4k6HUuHbxVmyLMFVvB2WxVMg1Zf59N50cpHDb4Pu3BtExyCiTpr9YyVmfl8hOgYRACDeoMYnE/pCpVKIjkKniMUiCB0w7cOb+/4jOoZXkiNSMDr1QgxJPAdapdan95ZlGe7qYli/ew+uku0+vTe1pel7AQxXPi46BhF56ZXZxVixrUF0DCIAwDO39sSwvrGiY9ApYrEIQp8c/gjrateIjuETBnU0hiePxAUpI2BQR/v03rIsQzbVwLLiEzi3iznrI9SpUnMRfdtrUGh8uwsYEfmf3Slh/HsHcKCcB+iReMNPi8OEG7NEx6BTxGIRZGxuG57cNh52KbQON9IqtRiWeC5GpV6IpIhkn99fsjXB9uvXsP/8ORDAC96DiSIqDjG3vwllbIroKETkIzWNDvxzyn7Um7ghBomlj1Bi9lP9oNXwTItgwmIRZNbW/IxPiz8WHaPLKKHEoPgzMCZ1LLKievr8/rLLAceO5bD8MBVw2Hx+/7ChVMPwlxehyegvOgkR+dieEjMem3YQThd/PSCxOB0q+LBYBJkp+/+HXQF4dkVX6GXIx5huY9E/dqDP7y1LbjiLNsGy5G3Ixhqf3z/U6S8eh4jTLxYdg4i6yA+b6vDG3FLRMSjMjRwUh8du4HSoYMJiEURsbhse3/owXHJ4DVF3j+yBMaljcWbC2VAr1T69tyzLcB/dD/PSdyAd3e/Te4cq7RmXIOpP94uOQURd7L1FZfh6Dd94IXH0EUp8/nQ/aNScDhUsWCyCyMa69fjw0FTRMYSJ1cRhZMponJd8AXQqvU/vLcsypIYKWH/8EM69obEwviuoM/rBcPNLUKh8W/CIKPA4XRL+770D2F/Gxdwkzr/+mo0hvWNExyAPsVgEkY+KpmFD/a+iYwgXqdTh3OTzMTJlDOK18T6/v2RphG3NXNh/DY4DCP1FEWlAzJ1vQxnj+8X1RBSYymvteGDyPljs3PSCxBhzRjz+77pM0THIQywWQcItu/D41kdgdfOdo2NUChUGx5+NMd0uQpou3ef3l5022Ld8B+uyDwApvKaftSfqqieg7XOe6BhE5Gc/ba3Hq5+XiI5BYcqgU2H2U/2g5mF5QYHFIkjsNu7E2/vfEh0jYPWN6Y8xqWNRENPb5/eW3S4496+Deck7gKXR5/cPBtqBYxD154dFxyAiQd6aV4qlG+pEx6Aw9e/bs3FWAadDBQNOlA4SWxu2iI4Q0HYZd2CXcQcy9JkYkzoWZ8SfCaXCN4u9FCo1tL3Pg6bgXLiO7IJlyduQqsPn3TtlfA/oL7pHdAwiEuiey9Kwu8SMkqrQOkOJgsPPOxpZLIIERyyCxFPbHkODs150jKCRqE3CqNQxGJZ4HiJUET69tyzLkGpLYfl+KlyHNvv03gFHqUL0bf+BukeB6CREJFhxpQ0PTtkHu5O/NpB/xehV+OzJflBxOlTAY7EIAsXmw3htz4uiYwSlKFUUzk8egREpoxCt8e27HbIsQ26qg3XVZ3BsWeLTeweKyOG3QXfuDaJjEFGA+HpNNd5bVC46BoWhF+/IwRm9okXHoA6wWASBhWULsLSiUHSMoKZRaDAkcRhGpV6E1MhUn99ftltg2/gNbD99AiA0dk9RZ/SD4ZZXoPDRlDIiCg3j3z+AnYfNomNQmLn4rAT88+oM0TGoAywWQeCFnc/iqI3vEPmCAgoMjBuEMakXIceQ5/P7y24nHLtWwbL0XcBh8fn9/UUREdW8tWxsiugoRBRgymrsuH/SXk6JIr+KjVJj1pN9oVJyOlQgY7EIcNW2Kvxr51OiY4SknKhcjOk2FqfFne7ze8uSBNfhrbAsmQypodLn9+9q+ovHIeL0i0XHIKIANW9lFaYvPio6BoWZl+/MwaBcTocKZJzjEOC2NoT44mCBiswHMfXgO/j3jolYXb0STsnps3srlEpock5HzL0fIPrvk6BK7+Oze3c1VXoflgoiOqkrz0tG7wy96BgUZtbvMYmOQB3giEWA+++eV3HQfEB0jLAQo47B8JRRuCB5BPTqKJ/eW5ZlSMYqWJfPgHPXSp/e26eUKsTcMQmqlJ6ikxBRgCupsmHc5H1wuvhrBPlHz9RIvPsQdykMZCwWAczkNOKJbeMhg/+K/ClCGYFhSedhdMqFSIhI9Pn9JasJtnXzYV/7hc/v7a2IoddCP+pvomMQUZCY81MlZiytEB2DwsisJ/oiIUYjOgadAItFAFtT8zNmFX8sOkbYUkKFM+IHY0y3scjQZ/r8/rLTDsf2ZbD8MA1wOXx+/1OljE1FzD/egUITKToKEQUJt1vG/ZP3objSJjoKhYn/uy4DY85IEB2DToBrLAIY11eIJcGNDfW/4pXdz2PSvv9iV+NOn95foYlAxBmXIG78l4i6diJgEPuNUj/2XpYKIjolKpUC9/y5h+gYFEY2H2gSHYFOQi06ALXP7rZjr3G36Bj0m72m3dhr2o00XTrGpF6EwQlnQaXwzV8fhVIFbf5QaHoNgbt8L8xLpkCqLPLJvT2l6X0eNHln+fU5iSg0DMqLxrn9YrF6Z6PoKBQGNh/gAu5AxqlQAWpn43a8c2CS6Bh0AnGaeIxKHYNzky5ApMq37/LLsgypvhyWH6bDdeBXn967XRF6xP7jPSijfb+ehIjCQ2W9A3e/uYdnW5BfvPPPfGR314mOQe3gVKgAtd+0T3QEOokGZz3mH5mLp7c/hq+OzEOjs8Fn91YoFFAlpCH6+mcR++AsRJx5mc/u3R7d+X9hqSAir6TGa3HNBTxQk/xjE0ctAhaLRYA60MRiEQysbiu+r1yCZ7Y/gU8Pz8BRq29PSFdGxUF/0T2IG/8lIkf/HVD6dvaiMq4bIgZf6tN7ElF4un54ClLiuFsPdb1N+7nOIlBxKlQAckh2jN/yINyyW3QUOkUKKNAvdgDGpF6EXtG+32tbdrvg3LsG5iXvADbv37HRXz4eEf1H+iAZERGwansDXvqsWHQMCnERGgXmPtMfGjXfHw80XLwdgIqaDrJUBCkZMnY0bsOOxm3oqc/GmG5jcVrc6VAqfPPNT6FSQ9v3Amj6nAdXyQ5YlrwNqbasU/dSpeawVBCRT50/IA79e9Zgx2Gz6CgUwuxOGTsOm3F6XrToKPQHrHoB6EDTftERyAcOWw5hetF7+PfOp7Gyajkcku/OqlAolNBkDUTMP95H9J3vQJ112infQzfidp/lISI65q8XdRMdgcLA5v1cZxGIWCwC0AEu3A4p1fZqzCn9DBO3P45vyxeiyeW7b4YKhQLqlCwYbn4RseM+hnbAGI++Tp01EJrcwT7LQUR0TP9sA87oxXeSqWtxnUVg4hqLAOOUnHh0y4Nwyk7RUaiLaBRaDEs6B6NSL0RyhO93UZFsTbCvXwjbqtkApHavib79Tah75Pv8uYmIAGDfEQsenMLRd+o6CgXw2ZN9EWfghgGBhCMWAabYfJilIsQ5ZQdWVv+E53Y8jekH38Nh8yGf3l8ZaYDu/JsR99h86C99ENC2PmdD0/s8lgoi6lL56XoM6xsjOgaFMFkGthzkqEWgYbEIMNxmNnzIkLG5YSP+s+clvLn3P9jesM2n91eoNYg47SLEPTIXUTc8B2VMMqBUQTf8Np8+DxFRe269sBsUCtEpKJRtOcBiEWi4K1SA4cF44elA0z4caNqH7pE9MDr1QpyVMBRqH51ZoVAqoc09E5r7PwLcTijUWp/cl4joZLK76XDBgDis2NYgOgqFqD2lFtER6A84YhFA3LIbh8wHRccggY7ayvFp8cd4ZscT+K5iCaxu333TVCgULBVE5Fe3jEmFkr9pUBcprbLBYuf2/IGEf90DSKmlBHbJLjoGBYBGZwO+LpuHp7c9jvmlX6DeUSc6EhHRKUtPjsR5/eJEx6AQJcnNGwVQ4GCxCCDcZpb+yCbZsKzqezy740l8fOgDlFmOiI5ERHRKrh2eLDoChbA9JSwWgYRrLALIfi7cphNwy278WrcOv9atQ5+YfrgwdSwKYvqIjkVE1KFeaXoMyjVwBx/qEnu5ziKgsFgECEmWcLDpgOgYFAR2G3dit3EnMnSZGNNtLE6PHwyVQiU6FhHRCV03PIXFgroEi0Vg4VSoAFFuLfPpQl0KfaXWEnx0aBr+teMpLK/8AXY31+cQUWA6o1c0eqZGdnwh0Smqb3Khst4hOgb9hsUiQPD8CuqsOkctvjwyB09vfwwLyxbA6DSKjkRE1MaV5yaJjkAhiqMWgYPFIkAcMO0XHYGCnMVtwdKKQkzc/jg+K56JSluF6EhERC1GDopHbBRnYJPvsVgEDhaLAHHEWiI6AoUIl+zC6ppVeH7nMyi18L8rIgoMWo0Slw5JFB2DQhCLReBgsQgAdrcdNfYa0TEoBEWpo0RHICJqcdGZCVAqRKegUHOg3AK3WxYdg8BiERCO2sogg38hyLcKovsgQct3B4kocKTGazEozyA6BoUYu1PGoQqr6BgEFouAUGYtEx2BQtCwpHNFRyAiamPsmXzDg3xvD6dDBQQWiwBQztOUycf0Kj1OiztddAwiojaG9Y1BjJ5n75BvcZ1FYGCxCAAcsSBfOythCDRKjegYRERtaNRKjDo9XnQMCjEcsQgMLBYBoJzFgnxsKKdBEVEAG3tmgugIFGLKauywOdyiY4Q9FgvBGhwNMLubRMegEJKuy0CmPkt0DCKiE+rZTYfeGXrRMSiEyDJwpNouOkbYY7EQjKMV5GtctE1EweDCwRy1IN8qZbEQjsVCsHIrF26T76gVapyZMER0DCKiDp3TLwZK/hZCPlRSZRMdIezxr7RgXLhNvtQ7pi8Mau4RT0SBL86gQf+ePMSTfKe0iiMWorFYCMYRC/KlgXGDREcgIvLY+QPiREegEFJazREL0VgsBHLLblTYjoqOQSFCAQUGxp4mOgYRkcfO6RcLpUJ0CgoV5bUOuN2y6BhhjcVCoCpbJVyyS3QMChHZUTmI1sSIjkFE5LGEaA36ZnE6FPmGyy2jrJbToURisRCIO0KRL/GkbSIKRucNiBUdgUJIKRdwC8ViIRCLBfkS11cQUTA6t18cFJwORT7CLWfFYrEQqIwLt8lHukV2R0pkqugYRESnLClWg4J0HpZHvsEtZ8VisRCIIxbkK5wGRUTB7Ixe0aIjUIjglrNisVgIYnfbUeeoFR2DQsTAOO4GRUTBi8WCfIVTocRisRCkzlELGdwSjbwXo45Fz6gc0TGIiDqtd4Ye+gj+SkLeszslVNY7RMcIW/xbLEi9o150BAoRvaILREcgIvKKSqXAwByD6BgUInhQnjgsFoLUO+tER6AQ0Su6l+gIREReO53TochHuM5CHBYLQRo4YkE+kmfIFx2BiMhrXGdBvlLBqVDCsFgIwqlQ5AsGtQHddT1ExyAi8lp6UgRS4jSiY1AIqGl0io4QtlgsBKl3cCoUeS/XwGlQRBQ6BuVx1IK8V2tksRCFxUIQrrEgX+A0KCIKJX0yeVAeea+WIxbCsFgIwjUW5Au9olksiCh0FGSwWJD36pqccEvc0l8EFgsBLC4z7BJ3LCDv6FQ6pOnSRccgIvKZrJRI6LT81YS8I0lAQ5NLdIywxL+9AnDhNvlCTlQelAr+FSai0KFUKtArXSc6BoUALuAWg7+VCNDgZLEg7+Ua8kRHICLyuYKMKNERKARwAbcYLBYCcEco8oUenAZFRCGoN9dZkA/UsFgIwWIhAKdCkS+k6dNERyAi8jku4CZf4M5QYrBYCMARC/KWTqVDgjZRdAwiIp9LjNEgKYYH5ZF3OGIhBouFAPVcY0Fe4jQoIgplWd0iRUegIMcRCzFYLATgiAV5q4eO06CIKHRlJEeIjkBBjiMWYrBYCMDD8chbaSwWRBTCMlM4YkHe4a5QYrBY+FmTywSnzP/YyTucCkVEoYzFgrxlc0hosrpFxwg7LBZ+1uBoEB2BQkAPXQ/REYiIukxGCqdCkfc4auF/LBZ+ZnFbREegIJegTYBOxe0YiSh0xejViI1Si45BQc5ocYmOEHZYLPzM7raJjkBBrltkd9ERiIi6XCZHLchLVrskOkLYYbHwM7tkFx2BglycNkF0BCKiLpeRzHUW5B2LnWss/I3Fws9sHLEgL8Vr4kVHICLqct0StKIjUJCz2Dhi4W8sFn7GEQvyVjxHLIgoDCTF8vRt8o6VIxZ+x2LhZ1xjQd6K13LEgohCX1IMiwV5x8I1Fn7HYuFndonFgrzDEQsiCgeJHLEgL3GNhf+xWPiZzc2pUOSdOK6xIKIwkMgRC/ISRyz8j8XCzzhiQd7Qq/SIUHELRiIKfREaJaL1KtExKIhZbByx8DcWCz/jGgvyBqdBEVE44agFecPq4IiFv7FY+Bl3hSJvsFgQUTjhAm7yBkcs/I/Fws94jgV5I0YdIzoCEZHfJESzWFDncY2F/7FY+BlHLMgbESqeREtE4UMfyV9TqPN4joX/8W+sn3HEgrwRoeTCbSIKH/oILt6mzuPJ2/7HYuFnHLEgb0RyxIKIwogugr+mUOdZHByx8Df+jfUzO8+xIC9wxIKIwglHLMgbkgTYuDOUX7FY+JFTckIC2zN1HkcsiCiccI0FecvpYrHwJ/6N9SOuryBvaZUsFkQUPnQcsSAvSbLoBOGFxcKPHFxfQV6K5KnbRBRG9FxjQV6SZTYLf1KLDhBOJHA4jrwTwRELIgojA7INWPTCQNExKIip2E39isXCj1TgkC55h2ssiCjcqFUK0RGIyEPscX6kVPCPm7yjVvK9ACIiIgpM/E3Xj5QKjliQdyTOFSUiIqIAxWLhR0oFh3PJO5LM7YqJiIgoMLFY+JGSayzIS5LMDQCIiIgoMLFY+JGKayzIS9xZjIiIiAIVf9P1I66xIG9xxIKIiIgCFYuFH3GNBXnLzTUWREREFKC4d6UfqRT84ybvcMSCiMJNnc0pOgIFsYRIjegIYYW/6fqZAgrI4Jah1DlcY0FE4aS8yYEPtlee8tfVFO1B0ervUbl7C5pqKhFhiEZSbh8MuuYOxHRLb7mudONqbJ47HdbGWqTkD8SQ2x+CPj6p1b2WvzURuth4DP3bI16/HvK/hwb3QLSWU9H9hVOh/EzFdRbkBW43S0ThxO7u3JspuwrnoGTDKnTrezrO/Mt96DXiUlTt3Y7CZ+9Bw5FDAABTVTlWvfsCEnMKcPp1d8JYeQRrP/hPq/uUb1+Pqr3bMOiaO7x+LSSGRslp6P7EEQs/UyqU4IBF4HHZ3Cj+phTGAyY0HjTBZXah79356DG8W5trZUlG2bKjOPLjUVjKrVBFKGHIjEL+rbmIzjIAAJxmF/Z+tB81W+qhiVKj55UZSBvZvdV9jEUmbPj3Vgx7bTB0KTrPcsou718sEVGQ6Gyx6DP2Wpx7z5NQqX+fBpN19gh88/Rd2PHt5zjv7idwdMdG6OOTcM5dj0OhUCCmeyZ+eO1RuB0OqLRaSG43Ns5+FwOuuBWRMXE+ekXkb2oWC79isfAzJQeJApLT5MSh+SWITIpAdFYU6nc1nvDaXVP3oWJ1Fbqfn4KMi3rAbZNgKm6Cw/j7POD9s4pQv7sROddmwVppxe7p+xGVpkdcfiwAQJZl7P34IDL/lOZxqQAAq8va+RdJRBRk7K7OvROX3Ktfm8/FdEtHXFpPGMtLAABupx1avQGK3zZWiTDEALIMl9MOlVaLvT98BUmS0HvMlZ3OT2IpwGLhbywWfqbkWRYBKSJOi/PfGYqIOC2MRSb8+vTmdq+rXFeNoysrMfDhvkg5K6ndawCgZnMt8m7KQY8LUgEAphIzajbVtRSLitVVsNXY0PPKAaeU0+I2n9L1RETBzNbJEYv2yLIMm7EesWlZAIDE7AJs/Px9HFr3I5Jz+2DHolmITk1DRFQ0bMYGbP/6E5zzjwlQqvmrUrBiqfA//m3xM55lEZiUGiUi4rQdXldceAQxudFIOSsJsiRDckhQRbb9d+p2SNBE/f7XS2NQw21vXh/htrlx4PNDyL0hG+p2vvZkzC4WCyIKH52dCtWeQ2uXwVJfg4FX/RUAkJI/AAVjrsTq914CAGijonHBuGcBAFvmfYik3D5IHzTUZ89P/sdi4X8sFn7G07eDl8vigvGgCeljeuDA54dQ+l053DY3dMmRyLspG6lDk1uujc2JRsniI4jqoYe1yorarfXoc2cvAMChr0sQER+B7uennHIGi9vis9dDRBTobC7fFIvG8hKs/2QSkvL6Iue8i1o+f9Zf7kffP10La2M9YntkQROpQ13xARSt/h6X/vt9OCxN+PWTyajcvQXRqWkY8tcHEdsjyyeZqOtx4bb/8bdcP1PwjzxoWapsgAxUrq1C+YoK9LopG/3v7w1NjAbbJ+9Gzda6lmvzb82FpcKKNf+3Hptf3YGkQQnodk4KrFVWlCwuQ8FtuS3zek8pA0csiCiMWJzeFwtrQx2Wv/kUNLooXHD/M1AqW48URyWmIimnNzSRzevdNsyagvyRlyG2RyZ+/WQyLHXVGPHgvxGfno3lb02E5ObufMGCIxb+xxELP+N2s8HLbWv+YeJscuGsfw9CbF4MACBpcCJWP/grDi0oQdJpCQAAQ2YUzvnv2TAfMUOtV0PfrfkH1r5ZRUg5OwmxvWJQ9WsNiuYXw2V1ocfwbsi+KrPDsmFymbrwFRIRBRazl8XCYWnCj/99Ag5LEy568q02Z1T80eFflqPxaAlGPPg8JMmNkl9XYNT4V5CYXYDYtJ7Yv6IQNQd3ISX/1NbHkRgcsfA/vn3uZ1plx/P4KTCptM1/XXTJkS2lAgDUkSoknZEA40ETJLfc6vqYnOiWUlG3sx512+qRd2M2zOUWbJ+8G5l/SkPffxTgyPflOLqi40OgTE6jj18VEVHgsrg6Pzrgdjjw01sTYawow8iHX0Rc2smnMLnsNmyaMxWnXXU7tFEG2E1GSG5XSxlRayOgjYqGpb6m05nIvzhi4X8sFn6mV+lFR6BOiohvLoXaWE2bx7QxWshuGZK9/R+CsiRj78yDyLo8A5EJEahcV43Y/Bj0GNENCf3ikDa6OypWV3WYwehisSCi8NHZqVCS5Maqd59H9cFduOD+iUjO69vh1+wsnANtVDTyRlwCoHn7WYVKhcajzdvT2kyNsJsaoItN6FQm8j8WC//jVCg/06lZLIJVRHwEtHFa2OodbR6z19uh1Cjb3SEKAI58Xw631Y2sSzN+u97RUlSa762Frd7eYQaTk1OhiCh8mJ2dG7HYNPt9HNm8FmmDhsFuNqFozQ+tHs85Z0zr56mtxK7FX2Dkwy+2rMFQqlTIOP0cbPzsHVhqq1C6cTV0cYlI8qCkUGCIULFY+BuLhZ9FqaJERyAvpA5NRumSMtRur0figHgAgMPoRPXGWsT3i4OinXdHnE1OFM0rRu87erVMp9LGamA8+HtJMJdZPdruVoIbJqcJ0ZpoH70iIqLANbRHNOptLtT99j+H27MD8+pKDgAAyrasRdmWtW0e/2Ox2Pj5++gx4Cx06zOo1efPvu2fWPvhf7Hlyw8RnZqG4f98rtVp3hTYIlWBNzFn8eLFWLhwIXbu3Amj0YisrCzceuutuOaaa1qts5w7dy6mT5+O8vJyZGdn4+GHH8bIkSNbHnc4HHjrrbewdetW7Ny5E1arFWvXrkVCQusRtcmTJ+Ptt99uk+Nf//oXbrrpJp+/PhYLP9NzxCJglS4tg9PiguO3EYnqTXWw1TWPImSOTYNar0bPKzJQua4a297ahcyLmz9XtuwoZLeMvBt6tnvfg3MPIyojqtV2tKlnJ+PQghLs/mA/dMkRKFt2FPm35HiUs8ZezWJBRGFhVGZcq4+bHO5WRaPe5mz5Z/txpeOiJ/57Ss9zwf3PtPv5yJh4jHzo+VPOTYEhUh14xWLGjBlIS0vDhAkTEB8fjzVr1mDixImoqKjAuHHjAADffvstJk6ciHvuuQdDhw5FYWEhxo0bh1mzZmHQoEEAAJvNhrlz52LAgAEYPHgwfv755xM+Z2RkJD7++ONWn8vIyOiS1+fzYuGrJrZt2zbMnj0bGzZsQFVVFVJTUzF27Fjce++90Ovb/+W8oqICF198MSwWS7utLRDoOWIRsIq/PQJbze/TkarX16B6ffMive7npUKtVyMiVosznz0N+z8rQsniMshuGbG9YtDvvt6IzjK0uWdTiRllyytw9r9Pb/V5Q2YU+t6dj6J5xXBb3Ui/sDvSRnf3KGe1vQrZBs9KCBFRKDFoVTBoVciIiWjzmMXpPq5w/F4+6mwun52HQcElEIvFu+++2+r302HDhqGhoQEfffQR7rvvPiiVSkyaNAmXXnopHnroIQDA0KFDsW/fPkyZMgXTpk0DAMTExODXX3+FQqHA/PnzT1oslEplSyHpaj4vFr5qYosXL0ZxcTHuvPNO9OzZEwcOHMCkSZOwdetWzJw5s93nfuWVV6DX62GxBO4hYno1i0WgOm/SEI+u06fqcNrD/Ty61pAZhdEzz2/3sR4XdEOPC7p5nO+YanvHi7yJiMKNXqOCXqNCenTb0mF1/VY6rG1Lh5WlI2QFYrFo703vPn364IsvvoDFYkF9fT0OHz6MRx99tNU1l1xyCV577TU4HA5otc1TpztzHlZX83mx8FUTu+uuu1rdZ8iQIYiJicH48eOxY8cO9O/fv9Xzrl27FmvXrsXdd9+NV1991dcvy2e4KxR5q8rW8ba0RET0O51ahTSDCmmGtqXD5pKOG+Vwthr18PYcDRIrENdYtGfjxo1ITU2FwWDAxo0bAQDZ2dmtrsnNzYXT6URpaSlyc3NP6f42mw1Dhw6F0WhEz549cfvtt+P666/3Wf7j+bxY+KqJtXefvn2bd2Koqmr9jq3T6cTzzz+PBx544ITTpAIF11iQtzhiQUTkO5FqJXoYtOhhaLuBhr1V6Tj2PyfqbS40sXQEPJ0m8IvFhg0bUFhYiMcffxwA0NjYCKB5qtPxjn187HFPZWZmYvz48ejbty/sdjsWLVqEiRMnwmQy4e9//7sPXkFrflm87asmduxrc3Jazy+fOXMmVCoVbrrpJnz99ddd8Ap8J0rVdh4+0amoYrEgIvKLCLUS3Q1adG+ndDjcUptpVcc+Njk6f7Af+Y4+AKdCHa+iogIPP/wwhgwZgttuu61LnuOKK65o9fGIESPgdDrx7rvv4rbbboNG49tdzrq8WPiqidXV1WHy5MkYPXo0evbs2fL5yspKTJkyBVOmTIFK1f4ZAoHEoGaxIO9Y3RY0uZr43xIRkUBalRKpUVqkRrUtHU63hHr7caXjuLUdRpYOv9EH8IiF0WjEXXfdhbi4OEyePBlKZXPW2NhYAIDJZEJycnKr649/3BsXX3wxli5dipKSklOeVtWRLi0WvmpiTqcTjzzyCIDmfXeP99prr+Hcc8/FsGHDvInqN9GamI4vIupAta0KBgOLBRFRINKolEjRa5Gib1s6XJJ8wi1zjXY3PDupgzyhUwfmG842mw133303TCYT5syZg+jo37eQPzYrp6ioqNUMnaKiImg0mi7bJtZXuqxY+KqJybKMJ598Etu2bcNnn32GlJSUlsc2b96MpUuX4osvvmj5eqvVCgAwm83Q6XTQ6XRd9RI7JVIVCY1CC6fc9vRmIk9V2yu55SwRURBSKxVI1muQrG87BcUtyc0jHdbWU6vqbU40sHScEqUC0AXgVCiXy4WHHnoIRUVFmDVrFlJTU1s9npGRgZ49e2LJkiUYM+b3gxwLCwsxbNiwlh2hvFFYWIiYmBhkZmZ6fa8/6pJi4csm9uqrr2Lx4sWYNm0aevfu3eqxQ4cOwel04qqrrmqTYcyYMbjkkkvw5ptv+vKl+USMJga1jhrRMSiIVXJnKCIKYTXF38FmOgJdTE9ERHWHVpcIlTYaSlUEFIrA+2XRV1RKBZJ0GiTp2i8dDfa253TU21xosLsgsXW0YtAE5mjFc889h+XLl2PChAloamrCli1bWh7r27cvtFotHnjgAYwfPx6ZmZkYMmQICgsLsW3bNnz66aet7rVixQpYrVbs2LEDALB8+XJERUUhLy8PeXl5AICrr74aV155JXJycmCz2bBo0SJ89913ePLJJ32+vgLogmLhyyY2depUzJgxA6+//nq7U53OP//8NmdarFq1CtOmTcOUKVNarcUIJNEsFuSlEkux6AhERF3G2nAQpuqtMFb82uYxtTYW+vheiIzJQqQhDRpdItSaGCjVoV86EnUaJLZTOiRZRoPd3bJj1fFrOurDtHREawOzWKxevRpA89lrf7Rs2TKkp6fjz3/+M6xWK6ZNm4apU6ciOzsbb7/9Nk4/vfVhu8899xzKyspaPn7yyScBAOPGjcMDDzwAoHlXqBkzZqCmpgYKhQL5+fn4z3/+g8svv7xLXp/Pi4WvmtiiRYvwxhtv4PLLL0d6enqr+2RmZiIhIQHJycmtplMBaPkDPuOMMwLy5G0AiFFHd3wR0UkUmw+LjkBE1GXsTUdP+JjL0Qhj5QYYKze0eUypjUZUXK/mkQ5DD2h1SVBrY6BUR4Z06VAqFEiIVCMhsu2vdZIso9HuPm6Uw3ncFCsX3CFaOmICtFj8+OOPHl133XXX4brrrvP6Xm+99ZZHz+crPi8Wvmpix+6zcOFCLFy4sNV9Xn75ZVx99dW+ju43Bi7gJi+Z3U2osVcjKSK544uJiIKIy9EEh7Vz22pLDhNMVZtgqtrU5jGlWt9cOmKzEWFIay4dETFQqiIBhTIgTzH2BaVCgfhINeIj1fjjyjxZltHocLcqGi3rO+wuuIJ4qCNQRyxCnUKW5eD9ryZILSr7CksqvhUdg4LcHdn/wOCEs0THICLyKVPNdpRumeLX51Sq9dDF5UIfk9080qFPgVobA5VaF9KloyNGe9szOo79szPAS8fozFick8Y3cv3NLwfkUWvccpZ8odhymMWCiEKOtfGQ359TcllgrtkOc832No8plZHQxedCF5uNSEMatLoUqCNioFLrQ750xESoEROhRs92jk4wOVqv6Ti+fDgCoHRwxEIMFgsBYjXeH25CVGz2/w9fIqKuJqJYnIwk2WCu3Qlz7c62Dyq1iIrNgS4uB5GGdGj0ydBExEGp1kGhUIV06YjWqhCtVSGrnfdKmxzuP4xyOFs+tvtpUQeLhRgsFgIkR6R0fBFRB0otJZBkCcoQXpBIROFFlqWAKxYnJTlgrt8Dc/2eto8p1dDH5kAXk4PI6HRo9SnNpUOjD/nSYdCqYNCqkBkT0eYxs9P9hzM6jp1O7oTNh6WDxUIMFgsBWCzIF+ySHRW2o+ihSxMdhYjIJ+zmCkhu2yl/XUm5GZ8XHkJRiQn1RgcitCpkdNPjygszcdaApJbrftlajU++LkJ9ox198+Jw700FSIhr/cvvS+9tQ1yMFvfd3PuPT3NqJBcs9ftgqd/XzoNK6GKzoY/La55eFZUKdUQcVBo9FAp1SJeOKI0KURoVMqLblg6L091mLcexf7a6pFN6nkDdFSrUsVgIEKGKQKwmFo3ORtFRKMgVmw+xWBBRyLA2FnXq66rrbLDZ3Bg5pBvi4yJgd7ixbnM1XnpvO+69qQAXndcDFTVWvP7hTpx3RgoKstOxaHkpJn+6G8+OG9Ryn827arHzQCPeeXaIj17RiUiwNh6EtfFgO48pERmT2Vw6otOh1XeDJjIOKnUUFMrQLh16jQp6jQpp7ZQOq0v6rWi0XtdRZ3PB8ofSEalWQqPiaL4ILBaCJEeksliQ14rMRRiWdJ7oGEREPmFu9939jg3un4jB/RNbfe6S4ekY/8oGLPyxFBed1wNbdtchMS4C/7ytDxQKBdK76fHMpC1wON3QalRwuyV8OO8Arr84C7HR2hM8kz9IsBkPw2Y83M5jSkRGp/9WOjKgjUqFJiIeKk0UFEpNSJcOnVoJnUGLHoa2/27sLqnVKIdGFbp/DoGOxUKQ5IgUHGjq3DdQomP2GHeJjkBE5DPtTxvqHJVSgaT4CBwoNgEAHE4JUbrf3/E3RGkgy82f12pUKFxRBkmScemIdJ9l8D0JNlMJbKaSdh+NMKQ1l46YLEToU6GOjIdaYwj50hGhVqK7QYvu7ZQO8i8WC0FSIrnOgrxX56hFpa0CqZHdREchIvKK3VIFl73Bq3vY7G44nG6YrW6s316DTbvqcN4ZzT9v8zKjMWP+AazaUIn8njH4ckkxuifrYNBr0GhyYE7hYTx0ex+og3gKjb2pDPamsnYf00Z1hz6uF3TRGdAaukMTEQ+11gCFUhvSpYP8i8VCEC7gJl/ZbdzJYkFEQc8XoxUfzT+A734uBwAoFcCQQcm464ZeAIC+eXG4ZHg6/vtR80ivIUqNx+7sDwCYtagI+dkxOLN/Uvs3DgEO81E4zEfR0M5jWl0K9PG9mkc6orpBE5kAtSYaChVLB50aFgtBWCzIV3Ybd2FEymjRMYiIvGKu2+v1PS4bmY5zTk9GXaMDqzdVQZJkuFy/b2F653W9cMXoDNQbHcjopocuUo1DpSb89Esl/vvEmTBbXZg6Zx927KtH9xQ97r4xHxndorzOFegc1io4rFVA+eo2j6kjkxDVUjq6QxuZAJU2GkpVBEsHtaGQZVn88YhhyO6245Et40THoBAQoYzAa6e9BbWS7xMQUfDat2qC11Oh/uhfk7fAbHXhtUcHn/CX4Kf+uwk5mdH4+7W98OaMXaipt+FvV+dh+S8V2LSzDm8/czZUQTw9qiupIxOhj8uFLqZnc+nQJR5XOvhnFo74m4gg3HKWfMUu2VFkPoD8aC/3XCciEsTedNTnpQIAzjk9Be/O3ovyKivSUvVtHv95YyWOVFrw5D0D4JZkrNlUhWfHnYa8rBhkdI/C96uPYu8hI/rmxfk8Wyhw2WphrKiFseLXNo+ptbHQx/eCLiYbEYbu0OgSodbEQKlm6QhlLBYCcctZ8pVdjTtZLIgoaJmqt3TJfe1ONwDAbHW1fczhxscLDuKmP2cjSq9Bg9EBl1tGfGzzGQoRWhUMejXqGu1dki3UuRyNMFZugLFyQ5vHlNpoRMX1ah7pMPSAVpcEtTYGSnUkS0eQY7EQiFvOkq80bzt7jegYRESdolTroYlMhNNW26mvbzA5EPeHsydcbgk//VIBrUaJjG5tRyvmf1cCg16NC8/tAQCIjlJDpVSgrNKCtFQ9jE0ONDY5ERfDLUx9TXKYYKraBFPVpjaPKdVRiIo/VjrSmktHxLHSwdO0Ax2LhUDccpZ85Yi1FCanEdGaGNFRiIhOWULGcCRkDIfVWAxj5UYYqzbBaa3x+Ovfm70XFqsL/fLikBAXgQajAyvWV6Ks0oLbr86FLrL1rzvVdTZ89UMJnr5vIFTK5rUXKpUSZw9Mwodf7kdNnQ3rtlYjIVaLguxYn75WOjnJZYapeku7o1hKtR66uFzoY3N+G+lIhlobA5VaByiUXEweALh4W6DN9Rsxveg90TEoRNycdRvOTTpfdAwiIp9oLhmbYKza2GHJWLWhEsvWHkVxmRkmsxO6SBVyM6NxyfB0nD2w7Ray/5m+A5IMPH5X/1afbzA58M6sPdixvwHdk3W47+beyM2M9unroq6hVEZCF5+LlNzLoYvJEh0nbLFYCHTEUoqXd/9bdAwKEQXRffDP/EdExyAi8jmrsQTGqo0wVm6C01otOg4FsKzBjyAqPl90jLDFqVAC8SwL8qV9pj0wOhsRo+GwPRGFFl1MJnQxmUjNuwpWUwlMlZtgrNzUfPYC0XEiorqLjhDWWCwE4paz5EsyZGyq34gRKaNERyEi6jK66EzoojORknclbKbSlulSDgtLRrhTa2Oh1nLqmkgsFoJxy1nypY11v7JYEFHYiIzOQGR0BlLyrmDJIERGZ4iOEPZYLATrFtmNW86SzxwyF6HOXouEiETRUYiI/Kp1yTjSsibDYakUHY38JDI6XXSEsMdiIViGnjsXkO/IkLGxfj0u7PYn0VGIiISJjE5HZHQ6UnKPlYxNMFZuZMkIcREcsRCOxUKwnlHZoiNQiNlYx2JBRHTM7yXjctiayprPyajcBIelQnQ08rFIA0csRGOxEKy7rgc0Ci2cskN0FAoRpdYSVNoqkBrZTXQUIqJ21dfX4z//+Q+ysrIwfPhwZGdnIyIiosufN9KQhkhD2nElYxOMVZvgMB/t8uemrqVURUCrTxYdI+yxWAimUqiQrs/AIfNB0VEohGyo+xWX9rhcdAwionZt3LgRAFBcXIyZM2cCADIzMzF8+HDk5OT4uWRcBltTOUy/TZeys2QEpQhDGhQKpegYYY/FIgD0jOrJYkE+tbpmFf7U/VKoFCrRUYiIWnG5XPj111/bfL6kpASffPIJABElowciDT2QnPNnlowgxR2hAgOLRQDI0nOdBflWo7MB2xq24PT4waKjEBG1snPnTjQ1NZ30muNLRnp6OkaMGIHc3Fy/lwx709GW3aXs5vIuf27qPK6vCAwsFgEgK6qn6AgUglZULWexIKKAs3bt2lO6/siRI/j0008B/F4ycnJyEBkZ2RXxWokwdEey4c/NJcN8tHlNRuVGlowAxBGLwMBiEQBSIlOhU+lhdVtER6EQsr9pL45ay9Fd10N0FCIiAEB5eTlKSko6/fV/LBnDhw9Hbm6uf0pGVHck51yK5JxLYTdXNO8uVbUJ9qayLn9u6oBCiQgDf9YFAoUsy7LoEARM3vdf7DHtFh2DQszw5JG4PvNm0TGIiAAA8+bNa1m47Uv+LhnHs5srWs7JYMkQQxvVHXnDnhUdg8BiETAWli3A0opC0TEoxEQqI/HiwP8gUuXfH7RERH9ksVjw6quvwul0dunz9OjRAyNGjEBeXp6AklH5W8nYwJLhRzHdzkZ6/ztExyBwKlTA4DoL6go2yYZfa9figpSRoqMQUZjbsGFDl5cKoHm61WeffQaguWQMHz4cvXr1QkREBBQKRZc+d0RUKpKzL0Zy9sXHlYyNsDcd6dLnDXf6WG6CEyhYLAJElr6n6AgUolZW/8RiQURCSZKEX375xe/PW15ejtmzZwMAunfvjhEjRogpGZYqmH5bk2EzlXbp84YjXWyO6Aj0GxaLABGnjUesJg6NzgbRUSjEHLWVY59pL/KjC0RHIaIwtW/fPtTX1wvNcPTo0ZaS0a1bt5aSERkZ2fUlQ5+CiOyLkZR9MRyWqt9O/N7IkuEDClUEt5oNICwWASRL3xPbGreIjkEh6PuKxSwWRCTMqW4x29UqKirw+eefA/B/ydDqU5CU/SckZf8JDkt1yzkZNlPnd8sKZ7qYLCiUPAw2ULBYBJCeUdksFtQldhl34rD5EHpGcR4qEflXVVUVDhw4IDrGCYktGclI6vknJPU8VjKa12SwZHhOH5srOgIdh7tCBZDdxl14e/+bomNQiOoXMwD39fqn6BhEFGY+//xzbNu2TXSMU5aamooRI0YgPz/fLyXjeM0lY3PzdCljsd+eNxhlDBqH6KT+omPQbzhiEUCy9FlQQAEZ7HrkezuN21FsPswdyIjIb6qqqrB9+3bRMTqlsrISc+bMAfB7yejVqxd0Op2fRjIuQlLPi+Cw1vy+JoMl4w8U3BEqwHDEIsA8t+NpVNkrRcegEDUg9jTckzdOdAwiChPBOlpxMikpKS0jGf4oGcf7vWRsgs142G/PG6giDGnIHTpRdIxWFi9ejIULF2Lnzp0wGo3IysrCrbfeimuuuabVfytz587F9OnTUV5ejuzsbDz88MMYOfL3HRwdDgfeeustbN26FTt37oTVasXatWuRkJDQ5jklScLMmTPx+eef48iRI4iNjcXQoUPxxhtv+OU1H48jFgEmx5DLYkFdZnvjVpRaSpChzxQdhYhCXDCPVpxMVVUVvvjiCwBAcnIyRo4c6beSodUlHTeSUQvTb2syrGFaMvTxvURHaGPGjBlIS0vDhAkTEB8fjzVr1mDixImoqKjAuHHNb+x9++23mDhxIu655x4MHToUhYWFGDduHGbNmoVBgwYBAGw2G+bOnYsBAwZg8ODB+Pnnn0/4nM888wyWL1+O++67D7169UJ1dXWXnHDvCY5YBJj1db9gxqHpomNQCDst7nT8I/c+0TGIKMSF4mjFySQnJ2PEiBEoKCgQMJJxrGRsgtV4yG/PK1r6gLsQkzpYdIxW6urq2owqTJw4EYWFhVi/fj2USiXGjh2L/v37txpRuPHGGxEdHY1p06a1fE6WZSgUCsyfPx9PPPFEuyMWa9euxZ133on58+ejoED87o8csQgwvaP7cp0FdaltDVtQZjmCND33/SairnH06NGQHK04merqasydOxcAkJSU1FIy9Hq9H0YyEpGYdSESsy6E01bXsibD2ngYCOHfJ/RxgTdi0d5UpT59+uCLL76AxWJBfX09Dh8+jEcffbTVNZdccglee+01OBwOaLVaAPDov5svvvgCZ599dkCUCgBQig5ArUVropGuzxAdg0KYDBmLjy4SHYOIQth3332HcJ4QUVNTgy+//BIvvvgi/vvf/2LTpk0wm81++TPRRCYgMWsMss96HL3OexGp+df9djK1/0ZQ/EGrT4U6IkZ0DI9s3LgRqampMBgMKCoqAgBkZ7dedJ6bmwun04nS0lM7NHHr1q3IycnBiy++iDPPPBMDBw7E3//+dxw6JGbkiiMWAahPTD+UWriHNXWdzQ2bUNR0EDkG7v9NRL51+PBh7N27V3SMgFFbW4svv/wSAJCYmIgRI0agd+/efhnJ0EQmIDFzNBIzRzePZFRtbl6T0XgIwT6SEYijFe3ZsGEDCgsL8fjjjwMAGhsbAQAxMa1L0bGPjz3uqerqasyfPx95eXl4/fXX4XQ68eabb+Lvf/87Fi9ejIiICB+8Cs+xWASgPjH98F3FYtExKMR9Wfo5HuvzlOgYRBRilixZIjpCwKqtrcW8efMANE+ZGTFiBPr06SOgZNT/dhjfJlgbixCMJSMqobfoCB2qqKjAww8/jCFDhuC2227rkueQZRlutxvvvvsukpKSADSPflx66aVYtGgRrr322i553hNhsQhAOVG5iFBGwC7ZRUehEFZsOYx1tWswNPEc0VGIKETs3r0bJSWnPuJeXV2NlStXtvvYiBEjkJiYCAAoKirC3r174XQ60b17dwwaNAgajablWlmWsWzZMqSnp6N378D+xbOurg7z588HAMTHx2PkyJHo3bs3oqKi/FAy4v9QMo6NZARJyVAoYUjsIzrFSRmNRtx1112Ii4vD5MmToVQ2rz6IjY0FAJhMJiQnJ7e6/vjHPRUTE4Nu3bq1lAoAyMnJQbdu3YSceM9iEYDUSjV6RRdgR2P47KZBYiwsm4/T485AhCpSdBQiCnJutxtLly716h65ubltFr8aDAYAzesWNm/ejLy8PERFRWHv3r3Yvn07zjjjjJZrDx06BKfTiV69gmOazDH19fWtSsaxkQz/lYxRSMwcBaetAcaqTTBVbYKl4SACtWToYnpCpYkSHeOEbDYb7r77bphMJsyZMwfR0dEtj+Xk5ABoLsnH/vnYxxqNBhkZp7bONi8vD01NTe0+Zrf7/w1qFosA1SemH4sFdblGZyOWVizG5WlXiY5CREHu559/RlVVlVf3SEpKQnp6+zvWHT16FMnJyTjttNMAAGq1Gjt37mx53OFwYOfOnTjjjDOgUqm8yiFSfX09FixYgAULFiAuLg4jR470Y8mI+71k2Btg+m0kI9BKhiGxn+gIJ+RyufDQQw+hqKgIs2bNQmpqaqvHMzIy0LNnTyxZsgRjxoxp+XxhYSGGDRvWsiOUp0aOHIk333wT1dXVLSMgBw8eREVFBfr18/+fE4tFgOoTE7h/aSi0/Fj5Pc5NOh+JEUkdX0xE1I76+nr8+OOPPrmX0+mESqVqmTpyjNvtbjXtSavVwuVytXy8e/duxMbGIi0tzSc5AkFDQ0NLyYiNjcXIkSPRt29f/5SMiDgkZIxEQsZIOO2Nx5WMAxBdMgK5WDz33HNYvnw5JkyYgKamJmzZsqXlsb59+0Kr1eKBBx7A+PHjkZmZiSFDhqCwsBDbtm3Dp59+2upeK1asgNVqxY4dOwAAy5cvR1RUFPLy8pCXlwcAuO666/DJJ5/g7rvvxn333Qen04n//e9/yMzMxKWXXuq3130MD8gLYM9sfwK1jhrRMSgMnB53Bu7MvVd0DCIKUh9//LFXO0EdW2OhVqvhcrmgUCiQlJSEAQMGID4+HgBQUlKCTZs2YdiwYdDr9di0aROUSiXOP///27vv8KjKtH/g3+mTZCaZ1EkvpAAhgdBBIAiIAZRiB+uii5X4E8QVVFbd5uoruu/r6rqCZVdRNAoqEFiRRZAiHSEBIRBIIZ30MslkZn5/RCKRksO0M+X7uS6vkDP3nLkHw+Tc53me+xmHxsZGbN68GRMnTrzqOeru6HyR0b9/f2g0GqduxtddZFQdQGtdAZxdZMgUWvQd/z9Ofc2rMXHiRJw9e/aSj51f/wMAOTk5WL58OcrKypCQkICFCxdiwoQJgs41f/58ZGdnd39fUlKCP//5z9i9ezckEgnGjh2LZ555BuHh4XZ8Z8KwsHBhnxR9iO01l17MRmRvT6QsQrLWNTbYISL3kZeXh48//timc5w7dw4FBQUIDw+HUqlEU1MTTpw4gc7OTkyYMAE6nQ4WiwU//PADysrKAAA+Pj4YM2YMAgIC8P3338PPz6/HegtvERAQgGuvvRapqalOLzI62xvQWHUIjVX7nVZkBISPQFTa/Q5/HbIOCwsXdrBuP1YUvi12GuQl+mlTkZ2yQOw0iMiNtLe34/XXX+/uaGNPzc3N+PbbbxESEoKxY8f2OG40GuHv7w+ZTIaysjLs27cPWVlZMJvNOHDgAOrr66HT6TBkyBD4+PjYPTdX5e/vj2uvvRYDBgzw2CIjcsBc6CJGOuTcZDsWFi6stbMVT/+4AGaYxU6FPNx1+izMiLoJMon7LngkIudbt24ddu7c6bDz7969G2VlZZg1a9YlL5LNZjO++eYbJCYmIjk5Gd999x3UajX69u2L48ePo729HePHj3dYfq5Mq9V2r8nQarVOLjIa0Vh9EI2VB9BaXwBY7HUdI0FK5iuQK7W9h5IouHjbhfnKfRHnl4DTLafEToU8VIBch8dTFiDcJ1LsVIjIzZw9exY//PCDQ1/D19cXZrMZnZ2dPRZun1dQUACpVIrExES0trbi3LlzmDJlCvz8/JCeno6NGzeitbUVvr6+Ds3TFTU1NeHrr7/G119/7fQiQ67yR1D0eARFj0dnRyMaqw6hqXI/WmwsMtT+sSwqXBwLCxeX6j+AhQU5xPX6qbgxaiZHKYjoqpnNZnz55Zcwmx07ot7S0gKpVAq5/OLLlba2Nvz0008YOXIkpFIpDAYDAHRPfVKru/bnMRgMXllYXOjXRcb56VJOKTKU/giKzkRQdCY6OxrRVHUIjVUH0FJ34qqLDFfuBkVdWFi4uH7+qVhf/rXYaZAH0ckD8XjfhdCrnd8tgog8w+7duy/b+cYa7e3tUKlUPY7V19ejrKwM4eHhl7z4zcvLQ0hISHfnm/PPb2pqQkBAAJqamnocpy5NTU1Yu3Yt1q5dC41Gg2uvvRZpaWlOKzICozMRGJ2Jzo6mC4qM44KKDBYWro+FhYuL90uAj8wXbaZWsVMhDzAl/AbcEDkdUo5SEJGVGhsb8c0339j1nLt374ZMJkNwcDBUKhUaGxtx+vRpyOVypKWlXRRfW1uL0tLSHhuM+fn5ITAwEPv27UN8fDxOnz6NoKAg+Pm57g7NYmtubsa6deuwbt267iJjwIAB8Pf3d0KRoUVg9DgERo9DZ0czmqoPobFy/2WLDKncFz4BCQ7NiWzHxdtuYMWpt3Gwfr/YaZAbC1QG4fHkhQhT63sPJiK6gvfffx8FBQV2PefJkydRXFyMlpYWGI1GqFQqhIWFde/TcCGLxYLvvvsOwcHBGDhwYI/HmpubsX///u6uUEOHDr3o+dQ7jUaD8ePHIy0tzSlFxoUuV2T4h49ANNvMujwWFm5gX+0evH96udhpkJuaFj4dUyNvhFQi7T2YiKgXe/bswfr162E0GsVOhZxAo9EgMzMT6enpIhYZBxAUMx7a0EFOe22yDgsLN9BhbsfiH59Eu7ld7FTIjQQpg/F48kKEqsPEToWIPExlZSVWrVqFyspKsVMhJ/L19cW1114rSpFB7oGFhZt4r3A59tftETsNchM3RMzAlIgbbBqlMLe3oyonB22nTyP+mWcgkXFdBhH9wmg0Yv369dizh7+bvJGvry/Gjx+P9PR0BAQEsMggACws3Mbh+kP456k3xU6DXFywMgSPpyxEiCrUpvO0/PQTyt99F8bqagBAUFYW9HPm2CNFIvIweXl5WL16dXe7V/I+LDLoPBYWbqLT3InFh59kdyi6rBmRszA5fKptoxQGA6o++wx1W7YAv/poiHrsMfgPH25rmkTkgerq6rBq1SqUlJSInQqJzNfXF5mZmRg4cCCLDC/EwsKNfHTmA+w6t0PsNMjFhCpDkZ2yEMGqEJvO03L0KMrfew/GmppLPi5VqxH/+99DFclduonoYiaTCZs2bcL3338PXloQ8EuRkZ6eDp1OxyLDC7CwcCPHGvPx94K/iZ0GuZCZUbfgOv31No1SmNraUPXZZ6j/7ruLRil+TRkRgYTnn4f05x1tiYh+raCgADk5OWhubhY7FXIharUa48ePx8CBA1lkeDAWFm7EbDFjyeFFaO5sEjsVEplepcf85AUIUgXbdJ6W/HyUv//+ZUcpLkU7fDiiH3vMptclItdnsVisvvhrbm5GTk6O3fe7IM+gVquRmZmJQYMGscjwMCws3MynxSuxrfo7sdMgEd0UdSsm6ifbPkqxahXqt2616vlhc+YgOCvL6tcnItfWdKQKDbvPIvKedEhVcqvPs3XrVmzatAlm88U7KRMBXUXGuHHjMGjQIAQGBrLIcHMsLNzMyaYCvH7iFbHTIBHo1RHITnoCgaogm87TfOQIyt9/H521tdafRCZD3O9+B9++fW3KhYhcT0dNK0rfOQBLuwmQSxF530CoY6zfs6CkpASrVq1CXV2dnTMlT8Miw/2xsHBDzx7+HeqN/ID2JrdE345rwybZNkrR2orKVavQsG2bXXKSBwQg4Q9/gDwgwC7nIyLxmZo7ULriIDrreraODRgTjeDr+kAite5Cz2AwYM2aNThy5Ig90iQvoNFo8Mwzz4idBl0l669SSDRDg9jy01tEqCPwp/RXbJ761Hz4MAqfe85uRQUAdDY0oPTNN2Exmex2TiISj7nDhPKVeRcVFQDQsKMUJW/tg6mlw6pzq9VqzJkzBzfddBMUCoWtqZIXSExMFDsFsgJHLNxQUcsZvPLTn8VOgxzstug5GB92LSS2jlJ8/DEatm+3Y2Y96caPR8TcuQ47PxE5nsVsQcUneWg90csUSSkQPnsAfFOCrZ6mUllZiVWrVqGystKq55N3mDt3LpKTk8VOg64SRyzcUJxfPEJVYWKnQQ4SqY7Cn9P/B9fqJ9pUVDT/+CMKn33WoUUFANRv3YrqNWsc+hpE5FjV6wp6LyoAwAxUfJyPqi+Pw2KybkG2Xq/Ho48+ihEjRlj1fPJ8AQEBHLFwUxyxcFNrz36JjRXrxU6D7OyOmDsxLvRamxasmVpaULlyJRp27rRjZr0Lv/deBE6c6NTXJCLb1W4tQt1/z1z182T+SkQ9MBgKnfX72uTl5WH16tUwGC6efkXea/z48chi50G3xBELNzUsiHd6PEmUOhp/GfgqMsMm2FRUNB061DVK4eSiAgAqPvwQjfv2Of11ich6TYcqrCoqAMDU2IHi13ej8WCF1Tttp6WlITs7GzExMVY9nzzT0KFDxU6BrMQRCzf25/wXUGY4K3YaZKPZsXdjbEimbaMUzc2oWLkSjbt22TGzqydRKBDz5JPw69dP1DyIqHetJ2tR/nEeYLL9MsAnJQjht6dCqpBZ9XyTyYRNmzbh+++/t7pIIc8QGxuLhx9+WOw0yEocsXBjHLVwbzE+sXhp4DKMCx1v2yjFgQMofPZZ0YsKALAYjSj9v/+DobhY7FSI6Aray5tQ8dlRuxQVANB2ohZFr/6A9spmq54vk8kwZcoU/OY3v4FGo7FLTuSeOFrh3jhi4cbqO+qx9MhimMF2n+7mzrh7cU3wWJsKis7mZlR+9BEaf/jBjpnZh1ynQ9xzz0EZEiJ2KkT0K8Z6A86uOAhTk3WtY3sTNDkBujExVn++NTc3IycnBwUFBXbOjFydQqHAkiVLoFZbv26HxMXCws2tOPU2DtbvFzsNEijWNx6PJj0OrUJr03ka9+1DxYcfwtTQYKfM7E+p1yPu2Wch9/cXOxUi+pmpzYiz7x6CsbrVoa+jitYi8t6BkKrkVp9j27Zt2LRpE0zcK8drDBo0CHfccYfYaZANWFi4uRNNx/G/J14VOw0S4O64+zAqeIxtoxRNTaj48EM07dljx8wcR52QgLinn4aUd5+IRGfuMKH8wyMwFDvphoRcisj7BkId42/1515JSQlWrVqFuro6OydHruj+++9HUlKS2GmQDVhYeIA/5T+PckOZ2GnQZcT9PEqhsXWUYu9eVPz73zA1NdkpM+fwSUpCzMKFkPn6ip0Kkdcyt3ei/KM85xUVFwgYE43g6/pAIrWuuDAYDFizZg2OHDli58zIleh0OixatAhSKZf/ujMWFh5ga9UWfFbysdhp0CXcE38/RgaNsm2UorGxa5Ri7147ZuZc6rg4xDz1FORclEnkdKa2TpR/dBjtpeLdlFCE+iJq7iDI/JRWn2Pv3r1Yt24djEajHTMjVzFp0iRMmjRJ7DTIRiwsPIDBZMCzh5+CwcwNhlxFgl8fPJyUDY3ctgvpxt27UfHRR243SnEpqqgoxD71FOQ6ndipEHkNU6sRZf8+jI5y67o12ZUUCJ89AL4pwVbfbKmsrMSqVatQWVlp5+RITDKZDE899RT8uSbP7bGw8BCfFq/EturvxE6DANwX/wCGB420bZSioaFrlMLDNpxT6PWI+93voAgOFjsVIo9naulA2b8Oo6OyRexUetBk6BE2IwUSmXVTXoxGI9avX489brLWjHqXnp6OOXPmiJ0G2QELCw9R3laGPx19Xuw0vFofvyQ8nPQY/GwcpWjYtQuVK1fC1OwCdxgdQB4UhLjf/Q7K8HCxUyHyWJ1N7Sj712GHd3+ylsxfiagHBkOhs76xQ15eHlavXg2DgaP17u7BBx9EfHy82GmQHbCw8CB/O/4qCpqPi52G15FCivvi78fQoBG2j1L8619oOnDAjtm5JnlAAGKeegrq6GixUyHyOB3nWlH+7yPorHf9C+7QWX2hzdBb/dlZV1eHVatWoaSkxM6ZkbNEREQgOztb7DTITlhYeJADdfvwbuE/xU7DqyT5JeOhpMfgK/ez6TwNO3d2jVK0uNaUBUeS+fkhZtEi+CQkiJ0KkcdoL2tC+UdHYGpxnwXOPilBCL89FVKFzKrnm0wmfPvtt9i2bRt4SeN+brrpJgwfPlzsNMhOWFh4EJPFhKVHFqPBWC92Kh5PCinmJszD4MChto1S1Nej/F//QvPBg3bMzn1IfXwQ88QT8O3bV+xUiNxeW2Edylflw9LufhvKSdVyRN4/CCq99VNJCwoKkJOTg2YPnUbqidRqNRYvXgyl0vpuYeRaWFh4mNyytVhf/rXYaXi0ZE1fPJj4KHzltu3LUL99Oyo/+QRmLxqluBSJUonIefPgzztWRFZrzq9G1epjsHS696/0oMkJ0I2JsfqGTXNzM3JyclBQUGDnzMgRxowZgxtuuEHsNMiOWFh4mAZjPZYeWQyTxf3uWLk6KaS4P+FBZAQOsWmUwlhXh4oPPkDzjz/aMTs3J5Eg9KabEDJjhtiZELmdht1nUbPhJOAhv81V0VpE3jsQUpXc6nNs27YNmzZtgsnE34WuSiKRYOHChQhml0CPwsLCA71b+E8cqPOsNqVi66vtj3l9HoaPraMU33/fNUrR6pqdWsTmP3o0Iu6/H1KFQuxUiFye2WhCzdoCNP3ogXs6yKWIvG8g1DH+Vt/IKSkpwapVq1BXV2fn5MgeUlJS8Jvf/EbsNMjOWFh4oJNNJ/D6if8ROw2PIIUUv+3zMAbqMmwbpaitRfkHH6Dl8GE7ZueZfJKSEP3445BzoySiyzLWtqHi06PoqPDs9QQBY6IRfF0fSKTWff4aDAasWbMGR44csXNmZKv77rsPfbm+zuOwsPBQf85/AWWGs2Kn4db6awfggcSH4CPzsek89du2oXLVKo5SXAV5UBCis7PZMYroEloLalH5xTGY2zrFTsUpFKG+iJo7CDI/6xf47t27F+vWrYPR6D7dsjxZaGgoFixYIHYa5AAsLDzU99XfYVXxSrHTcEtSSDEv8RGkBwyybZTi3LmuUQreKbOKRKFA+H33QTd2rNipELmM2u/OoO67Io9ZTyGYFAifPQC+KcFWfy5XVlZi1apVqKz0wKljbubmm2/GsGHDxE6DHICFhYdqNxnw7JGn0WbiXfKrkapNwwOJD0Ets343WACo++47VH36KcxtbXbKzHsFTpoE/Zw5kMitX8hJ5O5MbUZUrf4JrSdqxU5FVJoMPcJmpEAik1r1fKPRiPXr12PPnj12zoyECggIwJNPPgk5P9M9EgsLD7a+7Gvklq8VOw23IIUUDyU+igEBA20bpaipQfn776MlP9+O2ZFPSgqiHnkEisBAsVMhcrr2imZUrMpHZ53r76TtDDJ/JaIeGAyFzvobQHl5eVi9ejUMBv6dOtu0adMwliPRHouFhQdr7WzB0iNLYDDzrvmVpAUMxP0J86CydZRiy5auUQr+onIImZ8fwufOhT+Hz8mLNP1Yieq1J2Axmu1+7pO1RViZtxb5NSdhNBkRrgnFlMRxmJkyCQCQe3Irco5tRIuxDcMj0vHYsDvhq/hlzZnZYsbj//kzxsUMxR0Dptk9v96EzuoLbYbe6ptBdXV1WLVqFUpKSuycGV2Oj48Pfve730GlUomdCjkICwsPt/bsl9hYsV7sNFySHHI8mPQoUv3TbBql6KipQfl776H16FE7ZkeXEzB2LPR33QWZj22L6olcmcVkRs3GU2jcU+aQ8x8oz8cL37+JxMAYZMYOg49cjfLmapgtZjyQcSvyqwvwu82vYkbKRIRrQvDZ0Q0YFTUI2cPv6T5H7smt+PzYf/DPaS9CIROnRbRPShDCb0+FVCGz6vkmkwnffvsttm3bBl4OOd6ECRMwefJksdMgB+IENw83UT8ZW6q+Rbu5XexUXEp6wCDMTZgHlcy2uya1mzejOieHoxRO1LB9O1qPH0fkvHnwTUkROx0iuzPWtqFy9U9oL2l0yPlbjW1Ytvt9jIhMxzNjHoJUcvF6hT1lR5AeloKHhtwBAPCV++CDw6u7C4vmjlb8+8hXyB52t2hFBQC0nahF0as/IPL+QVDpNVf9fJlMhqysLPTp0wc5OTlobvbs9r1iUigUuOaaa8ROgxzMutVP5Db85H7IDJ0gdhouQw455ic9gYcSH7OpqOioqkLRX/+Kyg8/ZFEhAmN1NYpeeglVn38OS6d3tNwk79B0qAIlb+1zWFEBAFuK9qDO0Ih702dBKpHC0NkOs6XnVKt2Uwc0yl82BNWqfNFu6uj+fmXeWsQHRGFMzBCH5SmU2dCJ0rf2o257sdWjDsnJyXj88ceRnJxs5+zovGHDhsHPz0/sNMjBOGLhBa4Lvx7bqrd4/ajFoIDBuC/hAdtHKb79FlU5ObC0e/ffp+gsFpxbtw4tR44g8uGHoYqIEDsjIptJfRQOWU9xoUMVx+CrUONcWx3+uP0tnG2qhFquwsT4UXhw8O1QyhRICYrHf05tx4HyfOg1IVj90yakBHXtK1PcUIbck1vxt+ufcWieV6t202m0HKtB5L0DIVVd/eWNRqPB3LlzsW3bNmzatAkmk8kBWXonqVTKBdtegmssvMSa0hx8W/mN2GmIQg4FHknORl9tP9vWUlRVofzdd9F6/LgdsyN7kCiVCLv9dgRdd53YqRDZrDLnKJrzqh12/sc2/gFlTVUAgKw+Y5EeloIjVSfwdcF/MT52OJ6+Zh5MZjNe2vlP7Cw9CAAI9Q3EC5nZSNBF47nv/oZwTSjmD7vLYTnaRC5F5H0DoY7xt/ozv6SkBKtWrUJdXZ2dk/NOGRkZuP3228VOg5yAhYWXaDI24vd5S9Bh7ug92IMM1g3FvQlzoZTaOErxzTdd0246vOvvz934pacj/J57oAwLEzsVIquZWjpQ/Pe9MLc6Zprf/WufQUVLDaYlje9RHLyx9yNsOLUNy2/4I6K0egBAWVMVWoxtiAuIhFKmwA9nD+G1Hz7A8hv/CKOpE3/ftxIna4uQFBSH7OF3I9hH55CcrRFwTTSCJ/eBRGpdcWEwGLBmzRoc4SanNpFIJMjOzkZ4eLjYqZATcI2Fl9Aq/DE2ZLzYaTiNUqrE/0t+Eg/0ecimoqKjogJn/vIXVH78MYsKN9By5AgKn30W1atXw8z/X+SmZH5KhExJctj5VXIlAGB87PAex6+NGwEA+KmmsPtYpDYMyUFxUMoUMJo6seLg57gz7UYEqLR4eedyKGUKPJ85H0qZHK/sXOGwnK3RsLMUJW/tg6nFus8CtVqNOXPm4KabboJCId4CdXeXmprKosKLcI2FF5kcnoXvq7+D0WIUOxWHGqIbhnsS5kIpVVp9DovZjNpvvkH16tVeV1C0mUz4sqwMJ5qaUNDcjGaTCdmJiZh0iVGAktZWvHfmDI41NUEukWBoYCDuj49HwAW/hJs7O/HO6dPYX1cHjVyOW6OiMFmv73Gek83NeCY/H28MGgS92rb9RCxGI2q+/hoNO3dCP2cOtEOH2nQ+IjFoB+nRfKQKrQX232k7SB2AooYyBKr9exzXqbUAgKaO1ks+78sT30ImlWJ68gRUt9Qiv+Yk3r/xL9BrQnD/oFtx/7pnUNNahxBf19nI0ljdijOv7kL47AHwTQm2amrU8OHDERcXh08++QSVlZUOyNJzSSQSTJo0Sew0yIk4YuFF/BUBGBOaKXYaDqOUKvFEyiLc3+dBm4qK9ooKFP3lL6hatcrrigoAaDQa8WlpKUrb2hB/hQ4eNe3teDY/H+UGA+6OjcXMyEjsr6vD80ePwmj+ZfHpB0VFyGtowJyYGAwLDMRbhYX4qamp+3GLxYLlp09jekSEzUXFhYw1NSh94w0UL1uG9ooKu52XyBpNtZVY/88X0VAtfF+KkBuTIVFatz/DlSQFxQEAatrqexw/19YAAAhQXdy2tbatHqvy12Pe4Nshk8pwztD13KCfpz4F+wT8fE4XXJNgBio+zkfVl8dhMVm3MD4sLAyPPvooRowYYefkPFtaWhpHK7wMCwsvM1k/BXKJ5w1UDQscgVcGvY5kbV+rF+tZzGac27ABp5cuRdvJk3bO0H0EKZV4f+hQLB86FL+Ji7ts3Odnz8JgNuOPAwbgxogI3BYdjadSUnCmtRX/rf5l4em+ujrcExeHGyMiMC8hAan+/thb+8td2K01Nahub8etUVEOeT8tR47g9HPPoSonB2Z28iInM7YbsPPLd/HeM3fhp93f4ovXFsFiFnZxq9CpEXxdgt1zyozt2r3+m8LtPY7/59R2yCRSDNT3veg57/+4BmmhyRgWkQYACFR1jXaUNnUV7cWNXV8D1QF2z9demg9Vouhvu2Gst65FuEKhwKxZs3DnnXdCbcebIJ6KoxXeyfOuMOmKdEodxoSMw9bqLWKnYhcqqRqPJj2ORE2STR2f2svLUb5iBdpOnbJjdu5JIZUiUNn7iM+u2loMCwxEqOqXNSyDdDpEqtXYce4csn6e7tRhNsNP9stdV61cjvafL6wMJhM+LC7GPXFx8JHZ/87seZbOTpxbvx4Nu3ZBf8cd8B850mGvRXTe0Z3/wfdf/BPNdb8U2nWVJTj03zUYfN0tgs7hPzwSzXlVMBTbb1+LxMBYXJ8wBt+c3gGT2Yz0sBQcrjqO7SX7cXv/qRctwD5+7jS2Fe/Fm1Oe7z6m14QgOSgOr+1+H9f3GYv/nNqOvsEJ0PsF2y1PRzA1dqD49d0IndUX2gy9Vb830tLSEBUVhVWrVqGkpMQBWXqGgQMHIoyNNLwORyy80OTwqR4xajEiaBReHvQakrTJto1S5Obi9O9/z6LiKpxrb0eD0YikS0yVStZocLqlpfv7JI0GX5eXo6ytDQfr63Ggvh7Jmq6pFp+fPYsgpRLXhoQ4Je/O2lqc/cc/UPTyy2grLOz9CURWKDuZh5V/eggbVvypR1Fx3n8//htaGoWtnZBIJQid0RcSufU3Ti5l/vC7cFfadBw/dxrvHPwUhXUleHDw7fjNoJt6xFksFrx9YBVuTJ6AaP+ea6MWj54HH7kaH/y4Gr4KNX43+rd2zdGRqr88jvKP82A2WrdXRWBgIB588EGMHz/epptankoqlXK0wkux3ayX+qToI2yv2Sp2GlZRSdWYn/z/kOCXaNsoxdmzKHv3XRh4gXlZJ5ubsejIkYsWb58//v+SkjAhNLTHcz4oKsKXZWXIGTkSCqkUZ1pa8MeffsK5n9erjA4KwlMpKahub0f2jz/ij6mp6KvVOvV9nec3cCBCZ86ET2KiKK9PnqWquAC7vnofJw9+32tseEJ/3PncPwV/htVtLULtf8/YmCH9mlQtR+T9g6DSX7yuRKiCggLk5OSgubnZjpm5t2HDhuHmm28WOw0SgfvftiarZIVPxa5z22GyuNfOoiODrsGcuLuhkFrf+u/8KEXNV1/BYvTsDlmOcn4qk+ISF0XKn4+1m81QSKWI9/PDPwYPRnFrK/xkMkT4+AAA3i8qwuigIPTVarHr3Dl8WlqKVpMJk0JDcXt0tFPuArYcPoyWw4fhl56O0FmzWGCQVapKTmLXV+/h5MHtgMB7dRWnj+H4ns3oN1LYpo66sTFozq9GR2VL78EkmNnQidK39iNocgJ0Y2Ks+txJTk7G448/jpycHBQUFDggS/cil8s5WuHFWFh4qSBVMEYFX4MdNb3fWXMFaqka85MXIN4vwaYLTkNpKcrffReG06ftmJ33UUm7ZlEaL3ER1fHzsfMxAKCUSpGk+eWO4OGGBhyqr8ebGRk429aGZQUFeKRPH4SpVFhWUIAQleqS7W0dpeXIEbQcOcICg66KNQXFhdYv/yMS0kdB5dv73XKJTIrQmX1xdsUBwLrGRnQFtZtOo+VYDSLuHQiZ6uovjTQaDebOnYtt27Zh06ZNMJnc66adPY0cORIBAa67iJ8ci4WFF5sWMQP7aveg3ezanXJGB4/F7Ni7IJda/+NqMZl+GaXodMxutt4k8Od9Kuou0Y63rqMDWrkcCumll3CZLBasOH0aN0dFIVilwqelpeir1XYXEll6PbbW1Di1sDivu8BIS0PIrFnwTXLcJmXkvroKip+nPNkym9hsxtq3n8ctC14VdMNEHaVFwKhoNOwstf416bLaS5tw5pWdiLx3ENSx/lbdxMrMzERCQgJWrVqFujoXbL3rYCqVCtdee63YaZCIWFh4MZ1Sh6zwafi6bI3YqVySr9QXj6U8gTjfeNtGKUpKUL5iBQxFRXbMzrsFq1QIkMtxsuXiaRkFzc2I9/W97HM3VlSgzWzGrMhIAF2FSNAFG+oFKZWoFXn/kJa8PLTk5cFvwACEzJwJ35QUUfMh13Dqx504sOkzFB/db7dzFuXtQVH+XsSnCdsfIWhCPFp+qkFnrXUtU6kXnRaUvXcIAddEI3hyH0ikV/+7JyYmBtnZ2VizZg2OHDnigCRd17hx4+B3hf2PyPOxK5SXm6ifjGClczryXI0xIZl4adAym6Y+WUwmVH/1Fc68+CKLCgcYHRyMfXV1qL5gb4gfGxpQZjBgTPClW042GY1YVVqK38TFQfnziEaAQoGzhl8ukkpaW6FTWL+Gxp5a8vNR9Je/oJOLMr1Wh6EVB7/9Au8tuRNf/u/Tdi0qzvvq70tg7BA2cixVyhA2nYWuozXsLEXJW/tgarHuJodarcacOXNw0003QeEin2eOFhAQgLFjx4qdBomMIxZeTiFV4KboW7Gi8G2xUwEA+Er9MD/lCcT6xtk2SlFc3LWWggWFVdaXl6PFZOoeOdhbV9fd1emG8HD4yeW4JSoKO86dw9L8fNwYEQGD2Ywvz55FnK/vZacxfVxSglhf3x6Fx+igIHxWWoq3CwsRqlLhm8pKzI2Pd/h7FEoeHAwZ78B5nYbqMhzcvBp5369He5tjC8vOjg5888HLmDZvqaDPPZ8+gdAOCUfTAe4o70jG6laceXUXwmcPgG9KsFW/k4YPH464uDh88sknqKysdECWruP666+HUsAeSOTZ2G6WAAB/O/4/KGg+IWoO40LG49aY2batpejsRM26dahZuxbw4sVztpp34ECPkYgL/XPwYOh/3nW2uLUV7505g2NNTZBLJBgWGIi5cXHQXeKXy5mWFiw6cgSvpKejz68u1P9bVYVVpaVoM5kwITQU98XFQeYiveGjsrPhP3So2GmQE5jNJpw+/APyvl+PU4d2wGJx7irpO5/7JyL6pAqKNbV1ouTNvTA1iTtt0FtoMvQIm5ECicy6iR5GoxHr16/Hnj177JyZa4iOjsajjz4qdhrkAlhYEACgtLUEfz32R1jg/B8HP5kfspMXItrXulZ/5xmKilD27rtoLy62Y3bk7fquWAGpnIO7nqy2ohh536/H0V3/QUv9OdHyUPv54+HXv4RMLmzqTPOxGlSuyndwVnSezF+JqAcGQ6FTW32OvLw8rF69GgaDZ62ReeihhxAXFyd2GhfZsGEDvv76a+Tn56OxsRFxcXG45557cMstt/S43sjJycGKFStQVlaGhIQELFiwABMmTOh+vKOjA3/729/w448/Ij8/H21tbdi1axeCgoJ6vN7EiRNx9uzZS+by6aefIiMjwyHv05WwsKBuHxf92+ntZ8eHTsAt0bdDZusoxddfo2b9eo5SkF0FXn89wu+8U1DsV2/8AJPRjMTBEUgcHAGNDRcf5HitTfU4vnszjv7wDSoKj4qdTrchk2/DhDmPC46v+DQfLUdrHJgR/VrorL7QZuitvhFWV1eHTz/9FMUechMsPT0dc+bMETuNS7rjjjsQFRWF6667DoGBgdi5cydWrFiBxx57DPPnzwcArF+/Hk8++SQefvhhjBo1Crm5ufjiiy+wcuXK7kKgsbERkyZNQnp6OiQSCbZv337JwuLo0aPo+FXzkVdffRWnTp3C999/D7kX3KRiYUHdmoxNeDH/WbSZ2hz+Whq5pnuUwhZtZ86gfMUKtJey/SLZX9KyZVBcZiH6heoqm/HJny7YyV4ChMcHdhUZGeHQBPo4MEsSqrWpHoWHdqDgwDacydsNs4veiPjNnz5EcGS8oNjOpg6UvLkX5ja20XYmn5QghN+eCqlCZtXzTSYTvv32W2zbtg3ufBkml8uxYMECBAYGip3KJdXW1l508b906VLk5uZi7969kEqlyMrKQlpaGpYtW9YdM3v2bGi1Wixfvrz7mMVigUQiwerVq7FkyZJLFha/1traijFjxmDWrFl4/vnn7fvmXJTnl04kmFahxdSIG7G6NMehrzMhdBJuirkNMol1H8hA1yhF9Vdf4VxuLkcpyCGU0dGQ9/JL47z87b9qEmABKk7XoeJ0HXasOcoiQ0T11WU4eWAbTh74HmUn85y+bsIaX7y2CL995VNIpb1/Rsq1SgRnJaL6y+NOyIzOaztRi6JXf0Dk/YOg0ve+weGvyWQyZGVlITExETk5OWhqanJAlo43ZswYly0qAFzywr9///747LPP0Nrairq6Opw5cwZPPfVUj5hp06bhlVdeQUdHR/eCdGtGqDZv3ozW1lZMnz7dujfghlhYUA/Xhk3E9uptqGq3f/cKrVyL7OSFiPKNtuk8badPd41SXGYeI5E96GfPFvSLpLPDhOO7rzBidokiI6Z/KKL7BkMfp4PUysWgdHmVRSe6i4mas4Vip3PVmmorsSd3JUbdeK+geP/B4Wg+XIW2Qu/bkE1MZkMnSt/aj6DJCdCNsW6NYFJSErKzs5GTk4OCggIHZOk4Go3GLTfD279/P/R6PTQaDfbv72ofnZCQ0CMmMTERRqMRJSUlSExMtPq11q1bh6ioKAwZMsSmnN0JCwvqQSaR4+bo2/D2qb/b9bwTwyZjVvQtNo1SmI1G1Hz5Jc5t2ACYXf+uI7kxqRR+/fsLCi04UIZ2odNQLigy9uYCCpUMkUnBiEoJRnTfEIRE+duQtPc6V3YGJT8dQPGxgyg9cQhtTfVip2SzHauXI/WaLPgH6QXFh85IRsmb+2Ax8rPR2Wo3nUbLsRpE3DsQMtXVX1ZpNBrMnTsX27Ztw6ZNm2Byk1H4yZMnQ6VSiZ3GVdm3bx9yc3Px9NNPAwAaGhoAAP7+PT97z39//nFr1NXVYceOHbj//vutPoc7YmFBF0nXDUJ//wE41mh7txF/uT+yUxYi0ifKpvO0FRaibMUKdJSV2ZwTUW9CZsyARCasCL5oGtRVMLabUJRfhaL8KgCAj0aJqJRgRCV3FRoBodw/41JqK4pRcuwASn46iJLjB9Ha6Jl36le/9hTu++O/BN0JVwT6IGhiAs7955QTMqNfay9twpmXdyDyvgyoY/2tGr3IzMxEQkICVq1ahbo61/6ZjoiIwFA3a8NdUVGBBQsWYOTIkbj3XmGjgbbYsGEDjEYjbrzxRoe/lithYUGXdEv07fjL0T/ADOvvnFynz8KMqJtsHqWoXr0atf/5D0cpyGkCL2gzeCXVJQ2oKrL+jtavtTV34OSBcpw8UA4AUGuUCI32R0i0P0KiAxAS7Q9dqB8kUtfY48MZ6qvLUHnmOKqKTqCy6ASqik94xIiEEOfKTuPItrUYOH6GoPiAUVFozqtC+1n3nK/v9kxA2XuHEHBNNIIn97Hq32lMTAyys7OxZs0aHDlyxAFJ2k4ikWDmzJmQSt1nGmdjYyPmzZsHnU6HN954ozv3gIAAAEBTUxNCQ0N7xF/4uDXWrVuHvn37IiUlxYbM3Q8LC7qkCJ9IjAsdj63V/73q5wbIdchOWYAIn0ibcmg7daprlKK83KbzEF0NdVISZP7CpiTZMlohhKG5AyU/1aDkp1/aiSpUMgRH+SP050IjJNofQeEayKzsTuOKtn72VlcxUXwC7a2O3fXa1W361/8gech4+Gh7v8CRSCUInZmC0n8eAEzu22nI3TXsLEVrQS2i5g6CzO/qd6JWq9WYM2cOkpKSsG7dOhiNRgdkab3hw4cjNjZW7DQEMxgMeOihh9DU1IRPP/0UWq22+7E+ffoAAAoLC7v/fP57hUKBmBjrOleWlZXhwIEDWLhwoW3JuyEWFnRZN0TOwL7a3WgxtQh+zmT9FEyPmmXbKEVHxy+jFG7cho/ck/722wVNY+hoM+LEPudPzTO2m1BRWIeKCxbqSiSAn04N/xA/BAT7wj/UF/7BvtAEqqHR+cAvQOVWi8Tzd2zwmlEJIb58YwlmL3lT0M+lSq9B4NhY1G11bNFLV2asbsWZV3chfPYA+KYEWzU1avjw4YiLi8Mnn3yCykr7N1SxhkajQVZWlthpCNbZ2YknnngChYWFWLlyJfT6nmuWYmJiEB8fj40bN+K6667rPp6bm4vRo0d3d4S6WuvWrQMAr5sGBbCwoCvwk/vhhsgZ+Kzkk15jdfJAZPddgHB1hE2v2VpQgPJ330VHRYVN5yGyilIJn6QkQaHH955FZ4drLLK0WIDmOgOa6wwoK7h452iJVAJffxU0OjVUvgoofRRQqeVQ+sihVCt+/iqH0kcBpVoOlY8cMrkMZrMFsFhgsVhgseCXr2YL8PP3ZrMF7a1GGFo6YGjp+vrr7w0tRrS3duD2p8chKEJ7iXfQky4sioXFBcpOHkHBgW1IGTpeUHxgZiyaj1bDWN3q4MzoisxAxcf50GToETYjBRIrivuwsDA8+uijyM3Nxe7dux2Q5NWZNm0afHzcp2X2iy++iC1btmDx4sVobm7GoUOHuh9LTU2FUqlEdnY2Fi1ahNjYWIwcORK5ubk4fPgwPvroox7n2rp1K9ra2pCXlwcA2LJlC/z8/JCUlISkX/3eWLduHYYMGYLISNtmbrgjbpBHV2SymPDXY39EWdvlW7tOCb8BN0ROh9TWUYrPP0ftpk0cpSDRhM2ejeApUwTFrvrLNtSWcy771Zj20DDEp/Xe5Sh3+Z9wbNd/nJCR+5BK5Xjs7+uhVPsKijeUNOLsuwcBfpy6BJm/ElEPDIZCp7b6HHl5eVi9ejUMBoMdMxMuKSnJ7TocTZw4EWcv05p+8+bNiI7uan+fk5OD5cuXo6ysDAkJCVi4cCEm/Gqt3eXONX/+fGRnZ3d/f/LkSdxwww14/vnnceedd9rx3bgHFhbUq6KWM3j1p5dgRs/F04HKIDyevBBhamHtEC+n9cSJrlEKFxnqJe+V8uabkPn13omp/FQt1vxtlxMy8iyjZvTFkMm9jwjt+up97PzqPSdk5F4SM8ZgZvZLgqfV1OSeRMNu7vfjSkJn9YU2Q2/V1Cigq4Xpp59+iuLiYjtndmVyuRyPP/44QkJCnPq65H7cZ9ItiSbOLx4Twib1ODYtfDr+kPaSTUWFub0dFStXouill1hUkOj80tMFFRUAkOfgRdueqvKMsBaaOr1tm2h6qlOHdqDk+EHB8UHXJUCuc699Bjxd9ZfHUb4yD2ajddMoAwMDMW/ePIwfP97q4sQa48ePZ1FBgrCwIEFujJqJUFUogpTBeGHAn3FD1AxIJdb/+LQeP47CpUtRx6lP5CJCb7lFUFxbcwcKD3ENkDXKTtYKitOF2bbvjSf78n8Xo9PYIShWqpQhdLp3tbp0B20FtSh69Qe0V1rX8UwmkyErKwtz587t0eHIUUJCQjB+vLD1PUQsLEgQpVSFx5KfwItpf0GoOszq85jb21Hx4Yco+utfYayqsmOGRNaT+vpCHRcnKPanH0pg6uSeKtZob+3sWhDeC10YRywux9jehs0fvQahs5h9k4KgGWTbdFWyP7OhE6Vv7Ufd9mLB/y9/LSkpCdnZ2UhOTrZzdj3NmjULcjl7/ZAwLCxIsFBVmE2jFC3HjqHwuedQt3kzRynIpYQJbDELAPk7nDu32dMYDZ29xvho/KH2c/ydWHeV9/16VBUXCI4PmZIImZ/CgRmRtWo3ncbZFQdhau/938WlaDQazJ07F1OmTIFMZv+9bAYPHtxjfwei3rCwIIczGwyo+Pe/UfzKKzBWV4udDtFFAkaNEhRXfKwajTVs4WmL1qZ2QXEctbiyL15bBLNJ2MWozFeBkGnC2iiT87WXNuHMyzvQVtRg9ehFZmYmHnzwQQQGBtotL61W65X7MJBtOLZFDtVy9CjK33sPxpqa3oOJRKAdMQJStbAWkI7eadsbNJ5rRaBe02ucLiwKFaePOTSX7woacaLq8q077xoWDD+VDEcr2vBjaQs6TBbEBCoxto8WSvkv9+UsFgtW/1iHPsEqDI4R1gDAVm1NddixZgXG3fqwoHhNWhiaDleh9fjF+5yQCzABZe8dQsA10Qie3AcS6dUvzI6JiUF2dja+/PJLHD582OaUbrrpJrfas4JcAwsLcghTWxuqPvsM9d99x2lP5NJCZ84UFNdcb8CZPK4LslVteRPiUntfp+WMEYv+eh9EBfTcWdcCC7afaoJWJYOfSoaKxg5sP9WEtAgf+KtlOFjaih/ONCMzyb/7OccqDejoNGNglLA9JuxlT+5KpI27EYECu2iF3piMkjP1MLe7xsaOdLGGnaVoLahF1NxBkPld/a7ParUas2fPRmJiItatWwej0WhVHkOGDEG/fv2sei55N06FIrtrzstD4XPPoX7LFhYV5NLkOh2UAndGPbazuGvHabJJVVGDoDid3vGdofT+CiSHqXv856+WodMMJIV2jWIV1XYgMkCBa/pokRbpixFxfiiq/aUrU3unGfuKmjEqQQOZFXeZbfXFawthNgtrJiD3VyHoes6Xd3XG6laceXUXWo7XWD01avjw4Xjssceg11/9wv2AgABOgSKrsbAguzG1taH8/fdR8uqr6DzH4XZyfWGzZwtatG02mXF0V4kTMvJ85aeEfTYEitRy9mR11xqQ84WFyWzpMe1JJZei84ICc39xC4L85EgItn5HZVs0VJfjwKbPBMcHDIuEOj7AgRmRXZiBio/zUfXlcVhM1nWhCwsLw6OPPoqRI0de1fNuvvlmqAVODyX6NRYWZBfNR46g8NlnUb91q9ipEAmmHTJEUNyZvCq01F9+Lj4J19rYIWjkR4zF22azBadqDNBrFdCquzrshGoUKK1rR2ldOxraOnGkrBVhmq5ZxHWtnThW0YbRCeJ2sNr66Ztorhe+ji10Rgokcv76dwfNhypx5m+7YbTy80ehUGDmzJm48847BRULI0aMcHj7WvJs/GQhm1WvXo2SZcvQWSts8ysiV6C79lpIlcLmMHPRtn0ZBbTW9PUPhNLHOQuhzyup70B7pwXJob/sVp0YqkJ0oAq5Rxvw6YFaNBpM3YXErtPNSNH7INhP/OWKq//2lOBpM8pgXwROELZvC4nP3NiB4td3o/FAudVTo9LS0pCdnY3Y2NjLxgQGBmLq1KnWpkkEgIUF2YFPYqLYKRBdteBp0wTFNVS3oOQ4u5rZU1uzsJ2jdaHOnQ51stoAqQToE/LLnV2pRILr+wXgjiFBuGlQIO4YGowgPznOnGtHVZMRw2P90NJuwsaj9fhoTw02Hq1HiwiLo6uLT+Lozv8IjteNjoEyovfuXOQ6qr86gfKVeTAbrfv5CgwMxLx58zB+/PiLpoBKJBLccsstUKlUl3k2kTAsLMhmmkGDEHjddWKnQSSYQq+HIjRUUGz+jmKAa7btqvGcsL1AnLGA+zyjyYyi2nZE65RQKy7+1RjgI0eoRgG5VAKT2YIfzjRjaKwf1AopNp9ohFwqQVZqAGRSCf57otFpeV9o47t/hqGlSVCsRCZB2MwUQIQF52S9toJaFL36A9orm616vkwmQ1ZWFubOnQut9pcpfKNGjeJGeGQXLCzILsLuuAOqaG5oRe5BL3DRtslowk+7S52QkXepqxB2UeTMdRZnznX06AZ1JUfKWiGVAAMifNDcbkJFoxEj4zUI1SgwMl6D8kYjmkVq6fr1W88Jni6jitBCN4af2+7GbOhE6Vv7Ube92OqpUUlJScjOzkZycjJCQkKQlZVl5yzJW7GwILuQKhSIeuQRSBQKsVMhujKpFJr0dEGhpw5VwCBw2g4JV1UsrOWsMztDnaw2QCGVID7oylNBWjtMOFjSitEJGkglErR2dHXs8VV2/Tr1+/nr+ePOVnLsAAoP7xIcHzg+HopgboLmjmo3ncbZFQdhErBm6VI0Gg3mzp2LhQsXQilwvRlRb8RfcUYeQxUVhbDZs1H54Ydip0J0WUFTpkAiF/bRl79D/EXbdS3V+OHUBpTVnYbB2AqtOhB9IwZjSPwEKGRdFwNHSnZi3+n/or2zDQmhqbi2/y1QyX+5826xmPHJD68jST8II/qIP21RaMtZnZMKizajGaUNHUgKUUMuu/JI1u4zLQgPUCAmsKsA8fl52lR9mwnBfnLUtXb2OC6Gr99civlvrINC1XvBIFVIETojBWUf/Mgpf26ovbQJZ17egcj7MqCO9Rc0EkvkSByxILsKmjQJmowMsdMguqygyZMFxZ0ra0L5qToHZ3NlTYY6fLr7byivL8LA2LHI7DcL4bo4/HDqP9h4uKuAP1tXiP8e+wJ9wgZgVGIWis+dwPYTX/c4T17pD2jvbMOQ+GtFeBcXa6o1CJrCoRO4o7StTtUYYLEASaFXHq2oajKisMaA0Qm/LHrWqmUI1cjxXUEj8stbsfVkE8I08u52tWIwd3Zg47svCZ4m4xOvg/+wCAdnRQ5jAsreO4Rz3xRyE08SHQsLsruIBx6AXKcTOw2ii6hiYwX/bLrCaMWxsv1o72zDzCHzMDxhEtKjR+P6tDnoHzEMhdX5MBhbcbr6KKIDEzG+303IiMvEmOQbUFiV332OdmMbdp3cgHEpMyCXus4gtVHAGgSNLgRypeM36jpZbYCPQoIo3eWng1gsFuwsbEJqhA90Pj3/Hiel+EMpk2DPmRYoZRJM7Cv+BnQn9m1B2ckjguODr+sDmT+nw7izhp2lKHlrHzpbOH2TxMPCguxOrtUict48gEOy5GKELto2tnfixJ6zTsjoyjo6uzbF8lX2bAvqq/KHBBLIJDKYzEaoFL9MeVErfNFpNnZ//8OpjQjWRCBJP9A5SQtkEHjx44zpULMGBuGeEaGQXuFnQyKRYNagoEtuhufvI8f09EDMHR2K6emB8BdxtOJCq1//HUydxt4DAUjVcoTemOLgjMjRjNWtKHp1F1p+qrF6YTeRLVhYkEP4DRiAoClTxE6D6BdyOXz79hUUWrC/DB0G6xZE2lN0UNceMd/mf4rqxrNoMtThRMVBHCndiUGx46CQq6D3j0FRzXEU1RxHXUs1DhR9B71/1yZY55orcKR0FzL7zRLxXVxaU22boDhnrbPwRB2GFmz55A3B8X59g6FJE9aGmVyYGaj4JB9Va47DYhKniQB5L9cZFyePE3bLLWj96ScYTp8WOxUihMycCYlM2J1kV9lpOz6kP0YnTcXewm9RWP3L9KbhCdfhmuSuDf5SIobgZNURfHngnwAAjVqHmYN/CwDYdvwrpEaOQKg20vnJ96KuohlRycG9xgU6seWsJ/pxyxoMmjATodHCNjINmZaE1sI6mFvFL6zJNs0/VqK1sA7Rvx0Mhc7xUwqJABYW5EASuRzR8+fj9PPPw9Rs3WY+RPYSOH68oLjKonpUl4izwdml+KsDERXYB0n6gVAr/HC65ij2nt4MP5UWg2LHQSqR4saMuahvrUZ7pwHBfuGQyxQorMpDZUMxpqTfhWZDPf579HNUNZUiTBuNiam3QaMWdx1AVXE9gLhe45y5SZ6n+uK1RXjwfz6HVEBhLfNTImRKEqpW/+SEzMjRzE0dKH59N0JnpkA7OJxdo8jhOBWKHEoRHIzIhx/megsSlU/fvpBpL54bfyn537vGaAUAHC8/iM1HczBpwB1Iix6NJP1ATB4wG/0jh2H7ifVo62jpjtX5hkLvHwO5TAGTuRPbTnyNkYnXw0epwYbDH0IuU2D64Acgkymw8chHIr6rLmUnawXFcSqU7Vrqa/DD2n8JjtcO0sM3KciBGZGzVX99AgaB+8cQ2YKFBTmcJi0NIbNmiZ0GebGw224TdKfO0GrEyQNlTshImMMlOxDqHwWtWtfjeJ/QAeg0d6C66dILzA8WbYVUIsWgmLFoMtShrP40xqZMh94/BmOTb8TZulNoMtQ7/g1cQWNNq7CWs5wKZRe7vn4fDdXlguNDpidDonSNRehku4DR0fCJ04mdBnkBFhbkFKEzZ0IzaJDYaZAXkqrV8OnTR1Ds8d2l6DS6zmLH1o4mWCwX52P++ZjZcnHL1pb2Ruwp/BaZfWdCKpWhxdA1rctP5d/19ecpUC0G8e9ednb03nLWP1gPuYJtUO3hi9cXwWIW9vOt0KkRfF2CgzMiZ/BJ0CH4OmGfgUS2YmFBThP54INQhLLjCDlX6C23QCIV9lF3dEexg7O5OoG+oahuPIu6lqoex09UHIAEEoRoLl6UvePEOkQF9kF8SH8AgK+qawpY7c/nqGuu7HFcTEJbzgaEut7ic3dUV1GMQ1u+FBzvPzwS6hh/xyVEDifXqaG/LRWSXnaUJ7IXFhbkNDI/P0TPnw+JQiF2KuRFAsaMERR3tuAc6ipdq8nA0PgJMMOCnL1/x+5T3+DH4h348sA7OFWVh9SoERctwK5oKMKJykPI7Duz+5i/TxDC/GOwKe8T/Fi8HZvyVyE8IBb+PuLPoRfecpbToezlvytfR2ujsB3lJVIJQmemQCLnRak7kiikCJ89ADI//s4l52FhQU6ljotD+D33iJ0GeQm/jAzIfH0FxbpKi9kLRQUl4vYR2Qjzj8bhkh3YdvxLNLSew+ikaZjY/9YesRaLBVt/WoOBMWMQ6BfW47GpA++BUq7CjoL1UMpVmJLuGv8GhRZy7AxlX2v+b7HgzdOUoX7QZfbevYtcT+jMvlBFaHoPJLIjtpslp9NlZqLt1CnUb90qdirk4cJuvllQXGtjOwp/rHBwNtYJD4jDrCEP9honkUhwx8gnLvmYzjcEtw6fb+fMbCe0rS9HLOyrovAoju/9L/qNmCQoPnBsDFryq9FR2dJ7MLkE3dgYaNPDeg8ksjOOWJAo9HffDbXABbVE1pBqNFDFxAiKPfZDCcwmYXdwyX7KC4W1nA1ky1m7W//OH9DeJqxQkMikCJ2ZwisGN+GTFIigSVx4T+LgxwSJQqpQIObxxyEPEn+eN3km/R13CGoxazFbXG7RtreoK28W2HKWhYXdmc1Y//bzgqdEqaP8ETCKI0euThHkA/2t/SGRcl0MiYOFBYlGrtMh5v/9P0hUKrFTIQ/kP2KEoLjiY9WCFxGT/Qlp76sN1kMm5wJUezt9ZDeKju4VHB80IR7yQLUDMyJbSJQyhM8ZAJkP/62QeFhYkKjUcXGIevBB7sxNduV/zTWQCixY81xw0bY3aRfQclYqlcE/JNwJ2Xifr95YAmNHu6BYqVKG0BkpDs6IrCIBwm7uB2WYn9iZkJdjYUGi0w4ditBbb+09kEigkOnTBcU11bahOL+q90BymOY6g6A4LuB2jM6ODmz61yuCp0T59gmEdgiLPFcTmBkHTf8QsdMgYmFBriHkhhsE7zdAdCXy4GAow4Vd+BzdWQyB11PkIPVVAlvOcp2Fwxzb9Q0qTv8kOD74+kTItNwN3VX49gtG0MR4sdMgAsDCglxIxNy58ElOFjsNcnP62bMFLdo2mcw4tqvECRnRlVSXCms5G8gRC4da/foimDo7BcXKfOQImZbk4IxICFW0Fvpb+oudBlE3FhbkMiRyOaKzs6EIDRU7FXJjmowMQXGnD1eitVHY3HJynIpTwlrOcpM8xzK0NGLb5/8QHK9JDYUfp96IShHsg4g70yFVysROhagbCwtyKXJ/f8Q88QSkanYeoasXeN11kCqEdURxxZ22vVF1WSNbzrqIA998hnPlwv9dhNyQDKma++yKQeanQMTd6ZD5sQMUuRYWFuRyVFFRiJo/H5DxLgxdnaApUwTF1VU24+yJcw7OhgQxA6bO3lvO+gdHQMrPBIf7YtmTMJtNgmLlWiWCs7jRqbNJFFKE35kGRZCP2KkQXYSFBbkkTVoaIn/7W7ahJcGUERFQBAcLiuWGeK6lvdXYa4xMLoc2SO+EbLxbU20l9m74WHC8/5AI+PTROS4h6kkK6G9LhTraX+xMiC6JhQW5rIDRoxE2e7bYaZCb0M+ZI2jRdqfRhJ92lzohIxKKLWddy/Yv3kFTrfA2zKHTUyBR8HLCGUJvSIZfX2E3UIjEwE8CcmnBWVkImjpV7DTI1Uml8BswQFDoyQPlgu6Qk/PUV7cIigvkAm6n+eL1pwTvbaEI8kHQxAQHZ0S6zFj4D4sUOw2iK2JhQS5Pf8cd3OOCrij4hhsgETj/nou2XU9NaYOgOI5YOM+5s4XI+3694PiAUVFQRWkdmJF30w7SI3gSizdyfSwsyC1E3H8/NIMGiZ0GuajASZMExdWUNqDyTL1jk6GrVlFYLyiOnaGc65sPXkZbs7CiTyKVIHRmCiDjujh780kM7Pq7JXIDLCzILUhkMkQ9+ijUiYlip0IuRt2nD+QBAYJi87Zz0bYrqi6uY8tZF/XVG88InhKl0msQODbWwRl5F2W4H8LvSIVExss1cg/8SSW3IVWpELNgAZQREWKnQi4k7I47BC3a7jB0omDfWSdkRFfLbAbMpt5bzgaERkIi4a8tZzpbcBgnD34vOD4wMxaKUF8HZuQ9FCG+iLxnIKQq7hVC7oOf0ORW5BoNYp98EvKgILFTIVegVMI3OVlQ6Im9Z2FsF9afn5yvvbWz1xi5QglNUKgTsqELrXvreXQYWgXFSuRShM1IATgjyibyIDUi7xsImUYpdipEV4WFBbkdRUgI4p5+GnKdTuxUSGRhN90EiVTYx1j+Di7admXN9cJazgZyAbfTmc2dyF3+R8FTotSxAQgYwWlr1pLrVIi8bxDk/iqxUyG6aiwsyC0p9XrEPv00ZALn1pNnChg3TlBcRWEdzp1tcnA2ZIuGGmEtZ7nOQhynDm5H6fFDguODJiVAHsAL46sl81ci8r5BUOjUYqdCZBUWFuS2VBERiH3qKci0bHHojXxTUyHXaATF5rHFrMs7V9ooKI4tZ8Xz5f8tRqexQ1CsVCVD6HR2MroaMs3PRUWQj9ipEFmNhQW5NXV0dFdx4ecndirkZGG33iooztDSgVMHyx2cDdmq4nStoLhAPQsLsXQYWvHfla8LnhLlmxwEzcAwB2flGaS+CkTeNxDKEC58J/fGwoLcnjo2FjFPPQWpLz+QvYXUxwfqBGGbRf30QylMnb13HCJxVZxpYMtZN3Bk2zpUFxcIjg+ZmgSZn8KBGbk/qY8ckfemQxnGG2Tk/lhYkEfwiY9H7JNPQqrmvFRvEHr77YJazAJctO0uzJ1mmE29FxYBYVGAwP/35BhfvL4IZlPvXbwAQOarQPDUJAdn5L6kKhki7k6HKoJTeskzsLAgj+GTmIiYhQshUXHBoKcLGDVKUFzJT9VoqBbWJpPE19Fm7DVGoVRBowtxQjZ0Oa2NddixZoXgeG16GHz7BjswI/ckUUoRfnc61NH+YqdCZDcsLMij+KakIOaJJ1hceDDtsGGQ+Qhb3JjPnbbdSkuDsJaznA4lvj25K1FXWSo4PvTGZEhVMgdm5F4kCiki7kyHTyw7G5JnYWFBHsevf3/ELloEqcCLT3IvIbNmCYpraTDgzJFKxyZDdtVQI2x0iXtZuIYvXnsSFrOw9UtyfxWCJvdxcEbuQaLsmv7kk6ATOxUiu2NhQR7JNzm5a58Lge1IyT3IAgKgihJ2t/rozhKYzcK615BrOHdWYMtZPUcsXEFDdRn2f5sjOD5geCTUcd59h16qliPyvoHwideJnQqRQ7CwII/lEx+PuCVLIOcmeh5Df8cdghZtm80WHNvJaVDupuJ0vaA47mXhOrau+jua62sEx4fOTIFE7p2XHjI/BSJ/M4hrKsijeee/bvIaqqgoxD3zDOTBXDjoCbTDhgmKK8qrRHO9sPn65DoqTtey5awbWvO/Twve20IZ7IvAa+McnJHrkWmViJw7CKoIjqKTZ2NhQR5Pqdcj/plnoNTrxU6FbBCQmQmpUikoNn8HRyvcUWeHGRYB09dYWLiWqqITOLrrG8HxumtioPSiC2y5ToWouRlQhnKfCvJ8LCzIKyiCgxH3zDOC5+eT6wm54QZBcY3nWlF8rNrB2ZCjdLT1vj+CUu0LX/8gJ2RDQm187y8wtDQJipXIJAibmQJIPX8/EkWoL6IeGAxFMJuJkHdgYUFeQx4QgNglS6COjxc7FbpK8tBQKMLCBMXm7ygGuGbbbbU0tguKC+QCbtdiNuPrt5YKnhKlitBCd41nr5VRRWkRdX8G5P5sf07eg4UFeRW5RoPYp5+Gb79+YqdCVyF8zhxBi7ZNnWb8tKvECRmRozTWtAiK4wJu11NybD9OH/5BcHzgtfEeeyffp48OkfcNgsxXIXYqRE7FwoK8jszHBzFPPgn/kSPFToUE8hs4UFBc4Y/laGvucHA25EjnyoRNp+E6C9f01ZvPwdgurHGCVCFF6IwUwMNmRPn1D0HEXencEJC8EgsL8kpShQJRjzyCoClTxE6FehGUlQWpXC4oNu97Ltp2d5VF9YLiOGLhmsydHdj43l8ET4nyidfBf2iEg7NyHv9hEdDfnuq1LXWJ+JNPXk0/ezb0d90FCJhmQ+IIysoSFFdb3oTyU7UOzoYcrfykwJazXGPhsk7s3YKyk3mC44Mn94HMX1jHN5clAYKv74PQ6SmQeMGidKLLYWFBXi9o8mREPfYYJArOhXU1qpgYyAMDBcXmb+dohSfoMHSy5awHWP36UzB1GgXFStVyhN6Y4uCMHEeikEJ/Wyp0Y2LEToVIdCwsiAD4DxuG2N/9DjKN9/RWdwdhs2cLWrRt7DDh+N5SJ2REztDR3nvLWbWvFj6aACdkQ9boMLTgu1V/Fxzv1zcYmrRQB2bkGOd309YMcL/ciRyBhQXRz3yTkxH37LNQhPIXhEuQSuEnsHvXyf1lgvY/IPfQKrDlLEctXNuh/65GTWmh4PiQqUmQ+ghbT+UKFKG+iJo3BOpof7FTIXIZLCyILqCKiED8c89xrwsXEDJzJiQyYV1V8r4vcnA25EyNNa2C4riA2/V9/tqTMJtMgmJlGiVCpiQ6OCP78Omj69r4LlAtdipELoWFBdGvyAMCELdkCbTDhomdilcLnDBBUFxVcT2qSxocnA05U225wJazXMDt8lrqa/DDun8LjtdmhMMnSdi6KrFoB4cj4u50yNxodIXIWVhYEF2CVKVC9Pz5CJkxQ+xUvJJPcjJkWq2g2Hy2mPU4lWeEFYocsXAPu756Dw01FYLjQ6enQKJ0wT0gJEDQpASEzeoLiYyXT0SXwn8ZRFcQevPNiHrkEUiUbt4K0c2E3X67oEXb7a1GFBwoc0JG5EzlhcLaBnONhfv44rUnYTGbBcUqdGoETYp3bEJXSSKXQn9rfwRmxoqdCpFLY2FB1Av/kSMRt2SJ4LanZCOlEj6JwuZZH99Tis4OYfO3yX0YmjtgFtByNpCFhduoqyjGj999JTg+YEQUVDGusShaplV2dX5KCxM7FSKXx8KCSACfhAQkvPACfJKSxE7F44XdeiskUmEfTfk7OA3KUxkFtJz10eqg8mWLaHex+aPX0NpYJyhWIpUgbEYKIBN3szl1XACiHxoKtYsUOUSujoUFkUDygADELV4M3bXXip2KR9ONGSMo7mzBOdRVNDs4GxJLW5PQlrNcZ+FO1ryxRNDO6gCgDPNDYGacgzO6vIDRUYi8bxDkWk6FJRKKhQXRVZDI5Yj4zW8Qfu+9gMBWqCSc38CBkPn5CYrlaIVnE9pyNpCdodxKxal8nNi7RXB84LgYKPXCPhPsRaKUQn9bf4RMSYJE5BETInfDwoLICoETJyJu8WLIg4LETsWjhN1yi6C41qZ2FP4ovMsMuR/BLWc5YuF21r3zItrbWgTFSmRShM5IAZx0fa8I9kH0vCFcT0FkJRYWRFbyTU5Gwosvwi89XexUPIJUo4EqVljHlZ9+KIG5U1iHGXJPVcVCW85yxMLtmM1Y//YLgqdEqaP9ETDK8QWkb79gRD84BMow546Q2MuGDRvwyCOPIDMzExkZGZg5cyY+//zzi/6ec3JykJWVhfT0dMyYMQNbtvQcQero6MArr7yCu+66CxkZGejbty9qay/dqS0nJwfTp09HRkYGxo8fj+eeew7nzp1z2Hsk18fCgsgGcq0WsU8+idCbbwYELjimSwu77TZBLWYtZguOchqUxys7JbTlLEcs3NHpIz+g6Og+wfFBE+Mhd9Qu1xIg6LoERMxJg1TtvpveffDBB/Dx8cHixYvxj3/8A5mZmVi6dCnefPPN7pj169dj6dKlmDp1KpYvX46MjAzMnz8fhw4d6o4xGAzIycmBSqXC0KFDL/t6X375JZ577jmMGzcO//jHP/D444/ju+++w2OPPebIt0kuTmIResuAiK6o5dgxlL39NjobuAu0Nfq+/Tak6t4vHIqOVmH9P/Y6ISMS2yP/Ow0S6ZWLzZaGWry9YKaTMiJ7kitVeOz/1kOuVAmKby2sQ/m/Dts1B6mvAvpb+8M30f3bidfW1iLoV9Nzly5ditzcXOzduxdSqRRZWVlIS0vDsmXLumNmz54NrVaL5cuXdx+zWCyQSCRYvXo1lixZgl27dl107gceeAAdHR348MMPu4998cUXeOaZZ/Ddd98hIiLCQe+UXBlvsRLZiV///kj4wx/g26+f2Km4Hf9RowQVFQCQv52jFd7C2NF7y1m/gCAo1b5OyIbsrbOjHd/8638ET4ny7RMI7eBwu72+KlKL6IeGeERRAeCiC38A6N+/P5qbm9Ha2oqSkhKcOXMGU6dO7REzbdo07Nq1Cx0dHd3HhIwed3Z2QqPp2e5Zq9UCgOD/p+R5WFgQ2ZE8IACxv/sdgqdPBwR8MFOXkBkzBMU117WhKL/KwdmQq2hr6ug9CFxn4c6O7foPKs/8JDg+OCsRMo2N7V8lgG5MDKIeyIBC56DpVS5i//790Ov10Gg0KCwsBAAkJCT0iElMTITRaERJSclVnfvWW2/F999/j40bN6K5uRkFBQV4++23MWHCBERGRtrtPZB7YWFBZGcSqRRht9yCmIULIdNw867eyAMDoRQ4ZH50ZzEsAnZkJs/QWNsmKI6FhXv74rVFMHX2PjoFADIfOUJusH6jUpm/EpH3DkTw9X0gkXv2JdC+ffuQm5uL+++/HwDQ8PM0XX//npv9nf++4Sqn8U6fPh2///3vsWjRIgwdOhQ33ngjAgIC8Prrr9she3JXnv2vikhEmvR0JPzxj/BLSxM7FZemnz1b0LC72WTG0Z1Xd0eN3JvQDRC5gNu9GVoa8f0X/xQcr0kNhV//kKt+Hb/+IYh5ZBh8+njG1KcrqaiowIIFCzBy5Ejce++9DnmNb775Bn/961/xyCOP4MMPP8TLL7+MoqIiPPHEE5wK5cXct/0BkRtQBAYidtEi1G7ahKrPPoPFaBQ7JZejGTJEUNzpI5VobRS2GzN5huriekFxOm6S5/b2/2cVBmZOR1CEsJbTITckoe10PcyG3kc6JEopQqYmwX+IdywmbmxsxLx586DT6fDGG29A+nPHwoCAAABAU1MTQkNDe8Rf+LgQFosFzz//PG6//fYeXaBiYmJw5513YseOHRg7dqw93g65GY5YEDlB0OTJSHjhBcH7NHgL3YQJkCoUgmLztxc5OBtyNWUnhfXD54iFZ/j8tYUwm4XtTyPXqhCc1afXOFWkFtEPD/WaosJgMOChhx5CU1MTVqxY0b2YGgD69On6+zq/1uK8wsJCKBQKxMTECH6d2tpa1NbWot+vmpWkpqYCAIqL2WTDW7GwIHISVVQUEn7/ewRPm8aF3T8LnjZNUFx9VQtKT3DTJW/TVGsQNKWCayw8Q9O5Suzb+IngeP8hEfBJ0F36QQmgGxeLqN9mQBnsHV3DOjs78cQTT6CwsBArVqyAXq/v8XhMTAzi4+OxcePGHsdzc3MxevRoKJXCF8UHBQXBx8cHR48e7XE8Pz8fABAVxX+T3opToYicSCKXI+z226EZNAhly5fDWFMjdkqiUUZEQBEibJ700R3FAKfseqXODhMUqiv/qtIGhkKuVKOzw+CkrMhRvv/8bfQfdT20QaG9BwMInZGCkrf2wWL8ZaRDHqBC2M394BOvc1CWrunFF1/Eli1bsHjxYjQ3N/fY9C41NRVKpRLZ2dlYtGgRYmNjMXLkSOTm5uLw4cP46KOPepxr69ataGtrQ15eHgBgy5Yt8PPzQ1JSEpKSkiCRSHD77bfj448/hkajwfDhw1FWVoa///3vSE5OxujRo5351smFcIM8IpGY2tpQ8eGHaNy5U+xURBH9xBPQZmT0GtdpNOHfSzfD0ML1Kd7o7hcmwF/AHed/Lb0PNWcLe40j1xcc1Qf3/eEDQU0dAKB+ZwnO/afr/73fgFCETk+GzEfYFEtPMnHiRJw9e/aSj23evBnR0V1TBnNycrB8+XKUlZUhISEBCxcuxIQJEwSda/78+cjOzgYAdHR04L333sNXX32FsrIyBAYGYuTIkViwYAHCw+233wi5FxYWRCJr3LsXFf/+N0xNTWKn4jxSKfq98w4k8t4HTY/vKcXmD390QlLkimY+PgpRycG9xn3192dw8sD3TsiInOH6uU8jfdyNgmItZgsqPsmDNiMcmgHCRjqIyDG4xoJIZP7Dh6PPSy/B/5prxE7FaYKnThVUVADcadvb1VWy5aw3+ub9l9HW3CgoViKVIOKudBYVRC6AhQWRC5BrNIh68EHELFwIeXDvd2fdXeB11wmKO3e2ERWn6xycDbmy6mJhm3ZxAbfn+frNZ7gfApGbYWFB5EI0Awci8c9/RuCkSR7bOUodHw+5TicoNo8tZr1e+Sm2nPVWpcd/xKmD28VOg4iuAgsLstqGDRvwyCOPIDMzExkZGZg5cyY+//zzi+4w5eTkICsrC+np6ZgxYwa2bNnS4/HDhw9jyZIlmDx5MgYNGoTrr78ey5YtQ2tra4+4I0eOYMmSJZg6dSr69euHhx56yOHvUQxStRrh99yDuCVLoIzwvN7rYQJ32ja2d+LEvjInZESurL6qVdBd60COWHiktW/9Hh2GNrHTICKBWFiQ1T744AP4+Phg8eLF+Mc//oHMzEwsXboUb775ZnfM+vXrsXTpUkydOhXLly9HRkYG5s+f36MN3oYNG1BUVITf/va3eOedd3Dffffhs88+w8MPP9zj9Q4cOIB9+/YhNTUVkZGRznqbovFNSUHCH/6A4OnTAZlM7HTsQy6Hb0qKoNATe8/CKGBXXfJ8nUZTrzHaoDDI5ML78JN7MJs7sWH5HzklishNsCsUWa22thZBQUE9ji1duhS5ubnYu3cvpFIpsrKykJaWhmXLlnXHzJ49G1qtFsuXL7/sedauXYtFixbhiy++QFpaGgDAbDZDKu2qhe+55x74+vrin//8pyPfosswFBej/IMPYCh073aaobfeipAbhXV6+fSv3+PcWWGLN8mz3fPiRGiDfHqNe//Zu1FbzulzniYicQBuffI1KNXesdEdkTvjiAVZ7dfFAAD0798fzc3NaG1tRUlJCc6cOYOpU6f2iJk2bRp27dqFjo6Oy54nNTUVAFBVVdV97HxR4Y3UsbFI+P3vETF3LmRardjpWE03fryguIrTdSwqqFtznbCpMFzA7VmUPn6YdPcCzFnyFosKIjfhvVdq5BD79++HXq+HRqNB4c931xMSEnrEJCYmwmg0oqSk5IrnAYA+ffo4Llk3pBs/Hol//WvX4m43K7R8+vWDXGBRlM9F23QBtpz1MhIJBoydhrl/XomMiTdD4mafdUTeTFgjeSIB9u3bh9zcXDz99NMAgIaGrjaR/v7+PeLOf3/+8V+rra3FG2+8gUmTJiE+Pt5xCbspmZ8fwu+5B7rx41Hx4YdoKygQOyVB9LfdJijO0NKBkwfLHZwNuZPqUmEtZwP1LCzcXVTyQEyY8zj08X3FToWIrMDCguyioqICCxYswMiRI3HvvfdafR6j0YiFCxcCAF544QU7ZeeZ1LGxiH/2WTTs3ImqTz9F52UKNVcg9fGB+lcjV5fz0+5SmIxmB2dE7qT8pLC9TDgVyn35B4cj8/ZH0Hf4RLFTISIbsLAgmzU2NmLevHnQ6XR44403utdCBAQEAACampoQGhraI/7Cx8+zWCx45plncPjwYXz88ccICwtz0jtwbwHXXAPN4MGo+fJL1H77LWDqvYOOs4Xeeqvg6QxHd3CnbeqptrwJFoul1zbFOo5YuB2F2gcjpt2NYVl3QK5QiZ0OEdmIhQXZxGAw4KGHHkJTUxM+/fRTaC+YQ39+fURhYWGPtRKFhYVQKBSIiYnpca6XX34ZGzZswPLly9GvXz/nvAEPIfPxgX7OHOgyM1G5ahVajhwRO6UeAkaPFhRXerwG9VUtDs6G3JHJaIZceeW2y/7BekhlcphNbFPs8iQSDBgzFWNvfhAaXbDY2RCRnbCwIKt1dnbiiSeeQGFhIVauXAm9Xt/j8ZiYGMTHx2Pjxo247rrruo/n5uZi9OjRUCp/6Tn/zjvv4IMPPsCrr76K0QIvQuliqqgoxD75JFqOHkXVZ5/BcOaM2ClBM3QoZL7COrpw0TZdjqGlAxrllVvOSqUyBIREoK7y8o0hSHxcR0HkuVhYkNVefPFFbNmyBYsXL0Zzc3OPTe9SU1OhVCqRnZ2NRYsWITY2FiNHjkRubi4OHz6Mjz76qDt27dq1WLZsGWbMmIHo6Oge54mNje1uR1tbW4s9e/Z0/7mlpQUbN24EAIwfPx4+Pr33ufcWfqmpSHjhBTT88AOqv/gCxupq0XIJnTVLUFxLgwGnD1c6NhlyW831BmgCe/83rguLYmHhoriOgsjzcYM8strEiRNx9uzZSz62efNmREd3zXfOycnB8uXLUVZWhoSEBCxcuBATJkzojl28eDHWrFlzyfO89NJLuPnmmwEAu3fvvuzC8Atfj3qydHaidvNmnPv6a5hanDvNSOrvj5T//d9e58YDwL6NBdiz/oQTsiJ3NPHuQeg3svd/4//9+G84+O0XTsiIhOI6CiLvwcKCyEuYWltxbv161H7zDSxGo1NeM2LePOjGjOk1zmy24KMX/ovmOoMTsiJ3NHB8PMbeOqDXuAPffo4tH/+vEzKi3sjkSgwcPx0jbriH6yiIvASnQhF5CZmvL8Juuw2BEyeies0aNOzcCZgd29bVf9gwQXHF+VUsKuiKyk+z5ay7OF9QDJ92F7SBob0/gYg8BgsLIi+jCA5G5G9/i+Abb8S5r79Gww8/OKTA8B8zBlKVsGkP+WwxS72oLm0Q1nKWu2+LRiZXIj3zRoy44W4WFEReioUFkZdShYcj8sEHETJjBmrWrkXDrl12LTBCpk8XFNd4rhXFR6vs9rrkocyAqdMMueLKLWcDQiIgkcpgMbvefi6eqquguAEjpt0NbRD3HyLyZiwsiLycMjwckfPm/VJg2GGKlDw4GMpftR++nKM7i8GVXiREe6sR8oArFxYyuRz+wWFoqC53UlbeSyZXdI1QsKAgop+xsCAiAIBSr0fkb3+LkOnTfxnBsHIXb/2ddwrqBGUymXFsF1uDkjAt9Qb4Bah7jdOFRbOwcCCZXIG0cTdg5A13Qxsk7AYCEXkHFhZE1EN3gXHhCMZVFhiaQYMExZ3+sQJtTR3WpEleqL6qBWFxul7jdGFRKMrf6/iEvIxMrkDa2Bsw8kYWFER0aSwsiOiSlGFhiHzgAYTedBNqN21C/XffwdzW1uvzAq+/HlK5sI+WvO+50zYJV3O2ASnDe+/6xAXc9qVQ+WDAmCkYPvUu+AezoCCiy2NhQURXpAgKgv6OOxAyYwbqt25F7TffoLO29rLxwVlZgs5bV9GMspOXPw/Rr1WcrhcUF8iWs3ahDdZj8MSbkZ45HWo/rdjpEJEbYGFBRILIfHwQPGUKgiZPRuOePajduBGGop4jDsqoKMiDggSdL387Ryvo6lSdqRPWclbPEQtbRCWnY/B1tyF5aCak0isvliciuhALCyK6KhKZDAGjRyNg9Gi0HD2Kcxs3ouXIEcBigX72bEGLto0dJhzfU+qEbMmTmM2A2WSBTH7ln7GA0EhIJFJYLI7dANKTSGVy9B0xCUMm34rw+H5ip0NEboqFBRFZzS81FX6pqWg/exa1mzfDb8AAQc87ub8M7W2dDs6OPFF7qxG+/lfeeFGuUEITGIKmWu6P0hsfrQ6Drp2JQRNugkYXLHY6ROTmWFgQkc1UUVGIuPdewfH5OzgNiqzT0mDotbAAuhZws7C4vNCYRAy57jb0G3Ud5Ire/z6JiIRgYUFETlVd0oCqogax0yA31VDdgtCYgF7jdPoolPx0wAkZuQ+JRIrEjDEYfN2tiO0/ROx0iMgDsbAgIqfK46JtskHN2UYkDYnsNS6QLWe7aYPCMGDMNKSNnYqA0N7/7oiIrMXCgoicywJI5VKYO7mwlq6e0JazOi9vOSuTK5E0ZBzSxk5DXOowSKRSsVMiIi/AwoKInGrCnQMxakY/HN9TimM7S1BX2Sx2SuRGKk8LbDnrpSMWYbHJSBt7A/qNmgwfjb/Y6RCRl2FhQURO56NRImNiH2RM7IPyU7U4sb8MhYcq0NbULnZq5OJMnWZBLWe9acRCowtBv5HXof81WQiLSRI7HSLyYiwsiEhUEYlBiEgMQuatA1B2qhanDpbjFIsMuoIOgxE+mit3MlKo1NDoQtBcX+OkrJxLofZB8pDxSB19PWL7D+VUJyJyCSwsiMglSKQSRCUHIyo5GONYZNAVtDS091pYAF3ToTypsJDKZIhNHYbUUdcjaUgmFCq12CkREfXAwoKIXA6LDLqSxuoWhET1vn5Ap49C6YlDjk/IgRRqH8QPGImkIePQZ+BoqP20YqdERHRZLCyIyKWxyKBfO1fWhD4ZEb3GuesCbl//QCQOGoPEIeMQlzqUG9gRkdtgYUFEboNFBgFAxZk6QXHutIBbFxaNpCHjkDR4HCITB3DNBBG5JRYWROSWLllkHCpHybFqNFS3ip0eOVB5Yb2glrOBrlxYSCQIj++HxMFjkTR4HEKiEsTOiIjIZiwsiMjtXVhkAEBTbStKT5zD2ePnUHqiBq2NHM3wJJ3tnbCYLZDIemk5q3etqVBypQpRyYOQNHgsEgePhTYwVOyUiIjsioUFEXkcbZAv+o/yRf9RMQCA2vKmrkLjRA3OFpxDR1unyBmSrToMnVD7Ka8Yo1T7wtc/EK2NwqZO2ZtcoUREYhpi+g1GTL/BiOiTCplcIUouRETOwMKCiDxeUIQWQRFaDBwfD7PZgpqSBpSeqEHp8XOoKKxFp9Esdop0lVoa23stLICutQvOKixkcgXC+6Qitt9gxPQbgojEVC68JiKvwsKCiLyKVCpBWJwOYXE6DJmcBJPRhIrT9T8XGjWoKm6AxWwRO03qRWNNC4Ijem+9qguLQtnJIw7JQSqTITy+P2L6dxUSkYlp3FuCiLwaCwsi8moyhQxRKcGISgnGyBv7oqPNiLJTtSg90TWaca6sCSaOaLicc2XNSEjvPU6nt98CbrlCidCYJET3zUBMvyGISk6HUu1rt/MTEbk7FhZERBdQ+igQn6ZHfJoeAGA2mVFX2Yya0kZUlzaipqQBNWcbuU5DZJUCW84GWrmXhULlg9CYJOjjUhAWlwJ9XF8ER8ZBKuOvTSKiy+EnJBHRFUhlUgRH+iM40h99R/xyvKGmtavIKG1EdWnXV3afcp7ywlpBcUL2slD6+CEsJhn6+L4/FxEpCAqP5V4SRERXiYUFEZEVAkJ8ERDii8TBv+wA3dpoQHVJY49io7GGe2o4QkdrJ8xmM6S9XPz/uuWs2k+LsNiuEYiwuBTo41MQqI9xZKpERF5DYrFYuEqRiMhB2tuMqCntKjbqq1vQWN2CxnOtaKptg9nEj19bPPDy9VD59t6+NX/HBgSERiJQHwO/gCAnZEZE5J1YWBARicBstqC5rg0NNa1orGlFY01L95+b69pgaDGKnaJLU/spcOtTY+EfzMXTRESugoUFEZELMnaY0FLfhuY6A5rPf61rQ3O9Ac11BrTUt6Hd0Al40Ce4TCGF2k8JtZ+i66tv11eVnwI+GhW0wT4ICPaFNtgXSjVn8hIRuRoWFkREbqyjzYgOQyfa2zphNHSi3WBER1tn9/GOts6urwYj2i88bvj5z22dMFu7b4cEkEgkkJz/Kv3lz1KZBKqfC4PzxYLqgmKhu3jwO188KKFQyuz7l0NERE7FwoKIyMsZO0wwtne1z+1RKEgAiVQC/PrYz0UEERHRhVhYEBERERGRzdikm4iIiIiIbMbCgoiIiIiIbMbCgoiIiIiIbMbCgoiIiIiIbMbCgoiIiIiIbMbCgoiIyItt2LABjzzyCDIzM5GRkYGZM2fi888/x6+bRubk5CArKwvp6emYMWMGtmzZ0uPxjo4OvPLKK7jrrruQkZGBvn37ora29pKv+cUXX2DKlClIS0vD5MmT8eGHHzrs/RGR87CwICIi8mIffPABfHx8sHjxYvzjH/9AZmYmli5dijfffLM7Zv369Vi6dCmmTp2K5cuXIyMjA/Pnz8ehQ4e6YwwGA3JycqBSqTB06NDLvl5ubi6eeeYZjBs3Dv/85z9x44034qWXXsJHH33kyLdJRE7AfSyIiIi8WG1tLYKCgnocW7p0KXJzc7F3715IpVJkZWUhLS0Ny5Yt646ZPXs2tFotli9f3n3MYrFAIpFg9erVWLJkCXbt2nXRuadMmYLk5GS88cYb3cf++Mc/Yt26ddi+fTsUCoWD3ikRORpHLIiIiLzYry/8AaB///5obm5Ga2srSkpKcObMGUydOrVHzLRp07Br1y50dHR0H5NIrrwje1tbG86cOYMxY8b0OD527FjU19f3GAEhIvfDwoKIiIh62L9/P/R6PTQaDQoLCwEACQkJPWISExNhNBpRUlIi+LwdHR2wWCxQKpU9jp///tSpUzZmTkRiYmFBRERE3fbt24fc3Fzcf//9AICGhgYAgL+/f4+489+ff1yIgIAA6HQ6HD58uMfx8yMVV3MuInI9LCyIiIgIAFBRUYEFCxZg5MiRuPfeex3yGnfeeSdWr16NtWvXoqGhAVu2bMG///1vAL1PpSIi1yYXOwEiIiISX2NjI+bNmwedToc33ngDUmnXvceAgAAAQFNTE0JDQ3vEX/i4UA899BCKi4vx1FNPwWKxwNfXF4sWLcIf/vCHHucnIvfDwoKIiMjLGQwGPPTQQ2hqasKnn34KrVbb/VifPn0AAIWFhd1/Pv+9QqFATEzMVb2WWq3GsmXL8Oyzz6K6uhoxMTE4efIkAGDQoEF2eDdEJBZOhSIiIvJinZ2deOKJJ1BYWIgVK1ZAr9f3eDwmJgbx8fHYuHFjj+O5ubkYPXr0RQuxhQoKCkLfvn3h6+uLlStXYtiwYT0KFyJyPxyxICIi8mIvvvgitmzZgsWLF6O5ublHy9fU1FQolUpkZ2dj0aJFiI2NxciRI5Gbm4vDhw9ftKnd1q1b0dbWhry8PADAli1b4Ofnh6SkJCQlJXXHFBcXIykpCQ0NDVi7di12796NTz75xGnvmYgcgxvkERERebGJEyfi7Nmzl3xs8+bNiI6OBgDk5ORg+fLlKCsrQ0JCAhYuXIgJEyYIOtf8+fORnZ0NANixYwdeeeUVFBUVQS6XY8SIEXjyySeRmJho53dGRM7GwoKIiIiIiGzGNRZERERERGQzFhZERERERGQzFhZERERERGQzFhZERERERGQzFhZERERERGQzFhZERERERGQzFhZE5DU2bNiARx55BJmZmcjIyMDMmTPx+eef49ddt3NycpCVlYX09HTMmDEDW7Zs6fH44cOHsWTJEkyePBmDBg3C9ddfj2XLlqG1tfWi1zxw4ADuuOMODBw4EBMmTMA777xz0esRERF5Au68TURe44MPPkBUVBQWL16MwMBA7Ny5E0uXLkVFRQXmz58PAFi/fj2WLl2Khx9+GKNGjUJubi7mz5+PlStXIiMjA0BXgVJUVITf/va3iI+Px8mTJ/F///d/+PHHH/Hvf/+7+/WKiorwwAMPYMyYMXjiiSdw/PhxvPrqq5DJZHjggQfE+CsgIiJyGG6QR0Reo7a2FkFBQT2OLV26FLm5udi7dy+kUimysrKQlpaGZcuWdcfMnj0bWq0Wy5cvv+x51q5di0WLFuGLL75AWloaAOD3v/89tm/fjo0bN0KpVAIAXnvtNXzyySfYsWNH9zEiIiJPwKlQROQ1fl0MAED//v3R3NyM1tZWlJSU4MyZM5g6dWqPmGnTpmHXrl3o6Oi47HlSU1MBAFVVVd3Htm3bhkmTJvUoIKZNm4bGxkYcPHjQLu+JiIjIVbCwICKvtn//fuj1emg0GhQWFgIAEhISesQkJibCaDSipKTkiucBgD59+gAAWltbUV5e3v39eX369IFEIul+LSIiIk/BwoKIvNa+ffuQm5uL+++/HwDQ0NAAAPD39+8Rd/7784//Wm1tLd544w1MmjQJ8fHxAICmpqZLnkupVMLHx+ey5yIiInJXLCyIyCtVVFRgwYIFGDlyJO69916rz2M0GrFw4UIAwAsvvGCn7IiIiNwPCwsi8jqNjY2YN28edDod3njjDUilXR+FAQEBAH4Zbbgw/sLHz7NYLHjmmWdw+PBhLF++HGFhYd2PabXaS56ro6MDbW1tF52LiIjI3bGwICKvYjAY8NBDD6GpqQkrVqzoLgCAX9ZH/Hr9Q2FhIRQKBWJiYnocf/nll7Fhwwa8+eab6NevX4/HfH19ERERcdG5Tp8+DYvFctHaCyIiInfHwoKIvEZnZyeeeOIJFBYWYsWKFdDr9T0ej4mJQXx8PDZu3NjjeG5uLkaPHt2ju9M777yDDz74AH/9618xevToS75eZmYmNm/eDKPR2ONc/v7+GDx4sB3fGRERkfi4QR4ReY0XX3wRW7ZsweLFi9Hc3IxDhw51P5aamgqlUons7GwsWrQIsbGxGDlyJHJzc3H48GF89NFH3bFr167FsmXLMGPGDERHR/c4T2xsbHc72gceeABr167Fk08+iTlz5uDEiRN49913sWDBAu5hQUREHocb5BGR15g4cSLOnj17ycc2b96M6OhoAEBOTg6WL1+OsrIyJCQkYOHChZgwYUJ37OLFi7FmzZpLnuell17CzTff3P39gQMH8Ne//hXHjh1DUFAQ7rrrLsybNw8SicSO74yIiEh8LCyIiIiIiMhmXGNBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2Y2FBREREREQ2+/9J0BxW/J04OAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 년도별 음악 수 통계량\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Song Count Of year\")\n",
    "from pyspark.sql.functions import split, count\n",
    "data_with_year = dataframe.select(\"track\", split(\"date\", '/', 4).getItem(2).alias(\"year\"))\n",
    "data_with_year_df = data_with_year.groupby(\"year\") \\\n",
    "                        .agg(count(\"track\").alias(\"count\")) \\\n",
    "                        .orderBy(\"count\", ascending=False).limit(10) \\\n",
    "                        .toPandas()\n",
    "\n",
    "wedgeprops={'width': 0.5, 'edgecolor': 'w', 'linewidth': 7}\n",
    "plt.pie(data_with_year_df['count'], labels = data_with_year_df[\"year\"], autopct='%.0f%%', wedgeprops = wedgeprops, startangle=0)\n",
    "plt.savefig(\"년도별_음악수.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3b5cf977-91f6-4507-870d-d819db102fdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_with_upper_100 = dataframe.filter(\"rank < 100\").select(\"track\", \"artist\", \"rank\")\n",
    "data_with_upper_100_df = data_with_upper_100.toPandas()\n",
    "data_with_upper_100_df.index = data_with_upper_100_df[\"rank\"]\n",
    "del data_with_upper_100_df[\"rank\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e88f63df-9c0a-4c0d-93b6-870ee3e81668",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track</th>\n",
       "      <th>artist</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rank</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MILLION DOLLAR BABY</td>\n",
       "      <td>Tommy Richman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Not Like Us</td>\n",
       "      <td>Kendrick Lamar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i like the way you kiss me</td>\n",
       "      <td>Artemas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Flowers</td>\n",
       "      <td>Miley Cyrus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Houdini</td>\n",
       "      <td>Eminem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Lovin On Me</td>\n",
       "      <td>Jack Harlow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Beautiful Things</td>\n",
       "      <td>Benson Boone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Gata Only</td>\n",
       "      <td>FloyyMenor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Danza Kuduro - Cover</td>\n",
       "      <td>MUSIC LAB JPN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>BAND4BAND (feat. Lil Baby)</td>\n",
       "      <td>Central Cee</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           track          artist\n",
       "rank                                            \n",
       "1            MILLION DOLLAR BABY   Tommy Richman\n",
       "2                    Not Like Us  Kendrick Lamar\n",
       "3     i like the way you kiss me         Artemas\n",
       "4                        Flowers     Miley Cyrus\n",
       "5                        Houdini          Eminem\n",
       "6                    Lovin On Me     Jack Harlow\n",
       "7               Beautiful Things    Benson Boone\n",
       "8                      Gata Only      FloyyMenor\n",
       "9           Danza Kuduro - Cover   MUSIC LAB JPN\n",
       "10    BAND4BAND (feat. Lil Baby)     Central Cee"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_with_upper_100_df.head(10)"
   ]
  }
 ],
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