viseshagarwal/Reddit-Comments-Data-Analysis.ipynb

## Reddit-Comments-Data-Analysis.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ADA - ETE-3\n",
    "    Name: Visesh Agarwal\n",
    "    Reg No: 2347164"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import asyncpraw\n",
    "import nest_asyncio\n",
    "import asyncio\n",
    "import pandas as pd\n",
    "import re\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import LSTM, Dense, Embedding, SpatialDropout1D\n",
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "from tensorflow.keras.preprocessing.text import Tokenizer\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud\n",
    "import seaborn as sns\n",
    "import gensim\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim_models as gensimvis\n",
    "from gensim import corpora\n",
    "import warnings\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize, sent_tokenize\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "# Allow nested event loops\n",
    "nest_asyncio.apply()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up the reddit environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "reddit = asyncpraw.Reddit(\n",
    "    client_id=\"\",\n",
    "    client_secret=\"\",\n",
    "    user_agent=\"\",\n",
    "    username=\"\",\n",
    "    password=\"\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scrape the comments data from the subreddit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracted 7444 comments.\n"
     ]
    }
   ],
   "source": [
    "async def get_comments(subreddit_name, num_comments=2000):\n",
    "    subreddit = await reddit.subreddit(subreddit_name)\n",
    "    comments = []\n",
    "    async for comment in subreddit.comments(limit=num_comments):\n",
    "        comments.append(\n",
    "            {\n",
    "                \"subreddit\": subreddit_name,\n",
    "                \"comment_body\": comment.body,\n",
    "                \"upvotes\": comment.score,\n",
    "            }\n",
    "        )\n",
    "    return comments\n",
    "\n",
    "\n",
    "async def main():\n",
    "    subreddits = [\n",
    "        \"Python\", \n",
    "        \"DataScience\",\n",
    "        \"MachineLearning\",\n",
    "        \"DataAnalysis\",\n",
    "        \"DataMining\",\n",
    "        \"Data\",\n",
    "        \"DataSets\",\n",
    "        \"DataCenter\"]\n",
    "    \n",
    "    all_comments = []\n",
    "\n",
    "    for subreddit in subreddits:\n",
    "        comments = await get_comments(\n",
    "            subreddit, num_comments=5000\n",
    "        )  # Adjust the number as needed\n",
    "        all_comments.extend(comments)\n",
    "\n",
    "    # Convert to DataFrame\n",
    "    df = pd.DataFrame(all_comments)\n",
    "    df.to_csv(\"reddit_comments_new.csv\", index=False)\n",
    "    print(f\"Extracted {len(df)} comments.\")\n",
    "\n",
    "loop = asyncio.get_event_loop()\n",
    "loop.run_until_complete(main())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning and Data Information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  subreddit                                       comment_body  upvotes\n",
      "0    Python                  Do you set any internal API keys?        1\n",
      "2    Python                                      Beat me to it        1\n",
      "3    Python  No disrespect intended, but you're trying to r...        1\n",
      "4    Python  Hi there, from the /r/Python mods.\\n\\nIt looks...        1\n",
      "5    Python  * Scraping courses and tours from a website to...        1\n",
      "subreddit\n",
      "DataCenter         934\n",
      "Python             859\n",
      "DataMining         847\n",
      "Data               803\n",
      "DataScience        763\n",
      "DataSets           763\n",
      "MachineLearning    733\n",
      "DataAnalysis       645\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Load the extracted data\n",
    "df = pd.read_csv('reddit_comments_new.csv')\n",
    "\n",
    "# Step 1: Handle missing values\n",
    "df.dropna(subset=['comment_body'], inplace=True)\n",
    "\n",
    "# Step 2: Handle duplicates\n",
    "df.drop_duplicates(subset=['comment_body'], inplace=True)\n",
    "#   outliers  and  perform  necessary transformations.\n",
    "# Step 3: Handle outliers\n",
    "df = df[df['comment_body'].apply(lambda x: len(x.split()) > 2)]\n",
    "\n",
    "\n",
    "print(df.head())\n",
    "\n",
    "print(df['subreddit'].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "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>subreddit</th>\n",
       "      <th>comment_body</th>\n",
       "      <th>upvotes</th>\n",
       "      <th>cleaned_comment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Python</td>\n",
       "      <td>Do you set any internal API keys?</td>\n",
       "      <td>1</td>\n",
       "      <td>set internal api key</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Python</td>\n",
       "      <td>Beat me to it</td>\n",
       "      <td>1</td>\n",
       "      <td>beat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Python</td>\n",
       "      <td>No disrespect intended, but you're trying to r...</td>\n",
       "      <td>1</td>\n",
       "      <td>disrespect intended re trying reinvent wheel r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Python</td>\n",
       "      <td>Hi there, from the /r/Python mods.\\n\\nIt looks...</td>\n",
       "      <td>1</td>\n",
       "      <td>hi r python mod look like asking help suggest ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Python</td>\n",
       "      <td>* Scraping courses and tours from a website to...</td>\n",
       "      <td>1</td>\n",
       "      <td>scraping course tour website make r feed makin...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  subreddit                                       comment_body  upvotes  \\\n",
       "0    Python                  Do you set any internal API keys?        1   \n",
       "2    Python                                      Beat me to it        1   \n",
       "3    Python  No disrespect intended, but you're trying to r...        1   \n",
       "4    Python  Hi there, from the /r/Python mods.\\n\\nIt looks...        1   \n",
       "5    Python  * Scraping courses and tours from a website to...        1   \n",
       "\n",
       "                                     cleaned_comment  \n",
       "0                               set internal api key  \n",
       "2                                               beat  \n",
       "3  disrespect intended re trying reinvent wheel r...  \n",
       "4  hi r python mod look like asking help suggest ...  \n",
       "5  scraping course tour website make r feed makin...  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step 3: Clean the text data\n",
    "def clean_text(text):\n",
    "    # tokenize the text\n",
    "    text = word_tokenize(text)\n",
    "    # remove special characters\n",
    "    text = [re.sub(r\"[^a-zA-Z0-9]+\", ' ', word) for word in text]\n",
    "    # remove words with digits\n",
    "    text = [word for word in text if not any(c.isdigit() for c in word)]\n",
    "    # convert to lower case\n",
    "    text = [word.lower() for word in text]\n",
    "    # remove stopwords\n",
    "    text = [word for word in text if word not in stopwords.words('english')]\n",
    "    # lemmatize the words\n",
    "    lemmatizer = WordNetLemmatizer()\n",
    "    text = [lemmatizer.lemmatize(word) for word in text]\n",
    "    # join the words\n",
    "    text = ' '.join(text)\n",
    "    # remove some special characters\n",
    "    text = re.sub(r'[^\\w\\s]', '', text)\n",
    "    # remove specific words\n",
    "    words = ['http','com','www','reddit','comment','comments','http','https','org','jpg','png','gif','jpeg','html','pdf','youtu','youtube','watch','v','amp']\n",
    "    text = ' '.join(word for word in text.split() if word not in words)\n",
    "    return text\n",
    "\n",
    "\n",
    "# Apply the cleaning function to the 'comment_body' column\n",
    "df[\"cleaned_comment\"] = df[\"comment_body\"].apply(clean_text)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display the count of comments for each subreddits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "subreddit\n",
      "DataCenter         934\n",
      "Python             859\n",
      "DataMining         847\n",
      "Data               803\n",
      "DataScience        763\n",
      "DataSets           763\n",
      "MachineLearning    733\n",
      "DataAnalysis       645\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(df['subreddit'].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Combine all comments into a single string\n",
    "text = \" \".join(comment for comment in df.cleaned_comment)\n",
    "\n",
    "# Generate the word cloud\n",
    "wordcloud = WordCloud(width=800, height=400, background_color ='white').generate(text)\n",
    "\n",
    "# Display the word cloud\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Sentiment Analysis using TextBlob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sentiment Analysis\n",
    "from textblob import TextBlob\n",
    "\n",
    "# Calculate the sentiment of each comment\n",
    "df['polarity'] = df['cleaned_comment'].apply(lambda x: TextBlob(x).sentiment.polarity)\n",
    "\n",
    "# categorize the sentiment\n",
    "df['sentiment'] = df['polarity'].apply(lambda x: 'positive' if x > 0 else 'negative' if x < 0 else 'neutral')\n",
    "\n",
    "# Display the sentiment distribution\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(df['polarity'], kde=True)\n",
    "plt.title('Sentiment Distribution')\n",
    "plt.xlabel('Polarity')\n",
    "plt.ylabel('Count')\n",
    "plt.show()\n",
    "\n",
    "# pie chart\n",
    "plt.figure(figsize=(10, 6))\n",
    "df['sentiment'].value_counts().plot.pie(autopct='%1.1f%%')\n",
    "plt.title('Sentiment Distribution')\n",
    "plt.ylabel('')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Topic Modelling using LDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, '0.032*\"post\" + 0.021*\"please\" + 0.021*\"r\" + 0.018*\"message\" + 0.015*\"thank\"')\n",
      "(1, '0.014*\"cooling\" + 0.010*\"power\" + 0.010*\"rack\" + 0.007*\"ups\" + 0.007*\"system\"')\n",
      "(2, '0.016*\"data\" + 0.011*\"n\" + 0.010*\"like\" + 0.010*\"would\" + 0.010*\"get\"')\n",
      "(3, '0.018*\"data\" + 0.011*\"n\" + 0.011*\"use\" + 0.009*\"would\" + 0.009*\"need\"')\n",
      "(4, '0.015*\"data\" + 0.014*\"power\" + 0.013*\"center\" + 0.009*\"get\" + 0.007*\"like\"')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/visesh/miniconda3/lib/python3.12/site-packages/pytz/tzinfo.py:27: DeprecationWarning: datetime.datetime.utcfromtimestamp() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.fromtimestamp(timestamp, datetime.UTC).\n",
      "  _epoch = datetime.utcfromtimestamp(0)\n",
      "/home/visesh/miniconda3/lib/python3.12/site-packages/pytz/tzinfo.py:27: DeprecationWarning: datetime.datetime.utcfromtimestamp() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.fromtimestamp(timestamp, datetime.UTC).\n",
      "  _epoch = datetime.utcfromtimestamp(0)\n",
      "/home/visesh/miniconda3/lib/python3.12/site-packages/pytz/tzinfo.py:27: DeprecationWarning: datetime.datetime.utcfromtimestamp() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.fromtimestamp(timestamp, datetime.UTC).\n",
      "  _epoch = datetime.utcfromtimestamp(0)\n",
      "/home/visesh/miniconda3/lib/python3.12/site-packages/pytz/tzinfo.py:27: DeprecationWarning: datetime.datetime.utcfromtimestamp() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.fromtimestamp(timestamp, datetime.UTC).\n",
      "  _epoch = datetime.utcfromtimestamp(0)\n"
     ]
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       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el101701398821063168803956183803\", ldavis_el101701398821063168803956183803_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://d3js.org/d3.v5\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el101701398821063168803956183803\", ldavis_el101701398821063168803956183803_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://d3js.org/d3.v5.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el101701398821063168803956183803\", ldavis_el101701398821063168803956183803_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_words = set(stopwords.words(\"english\"))\n",
    "\n",
    "def preprocess(text):\n",
    "    # Tokenize the text\n",
    "    tokens = word_tokenize(text.lower())\n",
    "    # Remove stopwords and non-alphabetic tokens\n",
    "    tokens = [word for word in tokens if word.isalpha() and word not in stop_words]\n",
    "    return tokens\n",
    "\n",
    "\n",
    "# Apply preprocessing to the cleaned comments\n",
    "df[\"tokens\"] = df[\"cleaned_comment\"].apply(preprocess)\n",
    "\n",
    "# Create a dictionary and corpus for LDA\n",
    "dictionary = corpora.Dictionary(df[\"tokens\"])\n",
    "corpus = [dictionary.doc2bow(text) for text in df[\"tokens\"]]\n",
    "\n",
    "# Set parameters for LDA\n",
    "num_topics = 5  # You can adjust the number of topics\n",
    "passes = 15  # Number of passes through the corpus during training\n",
    "\n",
    "# Train the LDA model\n",
    "lda_model = gensim.models.ldamodel.LdaModel(\n",
    "    corpus, num_topics=num_topics, id2word=dictionary, passes=passes\n",
    ")\n",
    "\n",
    "# Print the topics\n",
    "topics = lda_model.print_topics(num_words=5)\n",
    "for topic in topics:\n",
    "    print(topic)\n",
    "\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim_models as gensimvis\n",
    "import gensim\n",
    "\n",
    "# Assuming your LDA model and other variables are already defined\n",
    "lda_display = gensimvis.prepare(lda_model, corpus, dictionary, sort_topics=False)\n",
    "pyLDAvis.display(lda_display)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Subreddit-Specific Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Jz+XlNfn7+6tgwYI3toKSnn32WRUtWlQNGzZU7ty51a5dO/c5+QBwq+KcdgC4RQQEBKhSpUqqVKmSihYtqqeeekqfffaZBg8erMTERLlcLs2fP/+Ko5lnyJDB4/7VRjw3s5uq8WrL/a/+EhMTJV08rz179uzJ2l0+anlqj9h+JefPn9dvv/32r+cZu1wuzZ49W2vXrtU333yj7777Tu3atdOYMWO0du3aZNvhSgIDA5PtJb5ZLpfrits2aeC+m132tbjR/zkz08cff6zTp09fMYzHxMTo1KlT1/TcXupmRoovUaKEdu7cqblz52rBggX6/PPPNXHiRA0aNMh9GbJHH31UNWrU0Jw5c7Rw4UK99tprevXVV/XFF1+oYcOG19TPv73mr/a8X882vdoyLn9ukl6fbdq0Udu2ba/4mJsZLyIlhYeHa9OmTfruu+80f/58zZ8/X1OmTNETTzyhadOmebs8ALghhHYAuAVVrFhRknTw4EFJF/eYmZkKFCigokWLpkgf1xrGUkKhQoUkXfzCXa9evRRZZkrXP3v2bJ09ezbZIdVXUrVqVVWtWlUjRozQzJkz1bp1a33yySfq0KFDiteVdJTCpX777TePgfsyZcp0xb28l+8Nv57a8uXLp8TERO3atcu9J1qSDh8+rNjY2Ou6dv2/WbFihf78808NGzbMox/p4pEaTz/9tL788ku1adNGhQoVUmJiorZv365y5cpdd1/58uXTzp07k03/9ddf3fOTBAcHq0WLFmrRooXOnTunpk2basSIEerfv7/78mQ5cuTQs88+q2effVYxMTEqX768RowYcc2h/VKXv+YzZcokSYqNjfVod/k2vdSuXbs89qLv3r1biYmJV70qQZJs2bIpY8aMSkhI+M/XZ758+fTLL7/IzDz+ny5/XpOey127dqlOnTru6efPn1d0dLTKli37r/382/9qQECAHnjgAT3wwANKTEzUs88+q3fffVcDBw5MdmQIANwKODweABxs2bJlV9wTmXQOatIhp02bNpWvr6+GDh2arL2Z6Z9//rnuvoODgyUlDwWpISoqSiEhIRo5cuQVzwU/cuTIdS8zadT1lKh/8+bN6tmzpzJlypTsvOBLHTt2LNnznxQekw6RT8m6pIvncSeNDSBJ69ev17p16zyCYaFChfTrr796PI+bN29Odkj39dTWqFEjSdK4ceM8pr/xxhuSpMaNG1/XelxN0qHxffv2VfPmzT1uHTt2VJEiRdyHyD/88MPy8fHRsGHD3HuHk1zLUSSNGjXS+vXrtWbNGve006dPa/LkycqfP797T//lr6eAgACVLFlSZqbz588rISFBx48f92gTHh6unDlz/uepEtf6mg8JCVHWrFn1/fffe7SbOHHiVZeddJm0JOPHj5ek//wRwdfXV82aNdPnn3+e7HKCkufrs1GjRjpw4IBmz57tnnbmzBlNnjzZ4zEVK1ZUtmzZ9M477+jcuXPu6VOnTr2m/7+rvT9dvm18fHzcRwFcz2kqAOAk7GkHAAfr1q2bzpw5oyZNmqh48eI6d+6cVq9erVmzZil//vzu80kLFSqkl19+Wf3799fevXv18MMPK2PGjIqOjtacOXP09NNPq0+fPtfVd6FChRQWFqZ33nlHGTNmVHBwsKpUqXLFc4FvVkhIiCZNmqTHH39c5cuXV8uWLZUtWzbt27dP3377re655x6P66Nfi3Tp0qlkyZKaNWuWihYtqsyZM+uuu+76z8to/fDDD4qLi1NCQoL++ecfrVq1Sl9//bVCQ0M1Z86cKx6+n2TatGmaOHGimjRpokKFCunkyZN67733FBIS4g65N1rX1RQuXFjVq1dX586dFR8fr3HjxilLlix6/vnn3W3atWunN954Q1FRUWrfvr1iYmL0zjvvqFSpUjpx4sQNPWdly5ZV27ZtNXnyZMXGxqpWrVpav369pk2bpocfflj33nvvDa3PpeLj4/X555/rvvvuc++9vtyDDz6oN998UzExMSpcuLBeeuklDR8+XDVq1FDTpk0VGBioDRs2KGfOnBo1atS/9vfCCy/o448/VsOGDdW9e3dlzpxZ06ZNU3R0tD7//HP3aQv169dX9uzZdc899ygiIkI7duzQ22+/rcaNGytjxoyKjY1V7ty51bx5c5UtW1YZMmTQ4sWLtWHDBo0ZM+Zfa7jW17x08ZJ7r7zyijp06KCKFSvq+++/12+//XbVZUdHR+vBBx9UgwYNtGbNGk2fPl2PPfbYf+7VlqRXXnlFy5YtU5UqVdSxY0eVLFlSR48e1U8//aTFixfr6NGjkqSOHTvq7bff1hNPPKGNGzcqR44c+uijj5JdutDf318vv/yyOnXqpDp16qhFixaKjo7WlClTrumc9goVKkiSunfvrqioKPn6+qply5bq0KGDjh49qjp16ih37tz6448/NH78eJUrVy7ZkRoAcMtI8/HqAQDXbP78+dauXTsrXry4ZciQwQICAqxw4cLWrVs3O3z4cLL2n3/+uVWvXt2Cg4MtODjYihcvbl26dLGdO3e629SqVeuKl6u6/PJfZmZfffWVlSxZ0vz8/DwuuXS1y4+99tprHo+/2mXUki6Vdvml0ZYtW2ZRUVEWGhpqQUFBVqhQIXvyySftxx9/9KgzODg4Wf2XX5LMzGz16tVWoUIFCwgI+M/LvyXVmnTz9/e3bNmyWc2aNW3EiBEWExOT7DGXX/Ltp59+slatWlnevHktMDDQwsPD7f777/eo/9/qutq6Jc272nM+ZswYy5MnjwUGBlqNGjU8LuGVZPr06VawYEELCAiwcuXK2XfffXfFbX612q70/J4/f96GDh1qBQoUMH9/f8uTJ4/179/ffSm/JPny5bPGjRsnq+lql6JL8vnnn5ske//996/aZvny5SbJ3nzzTfe0Dz74wO6++24LDAy0TJkyWa1atWzRokX/WY+Z2Z49e6x58+YWFhZmQUFBVrlyZZs7d65Hm3fffddq1qxpWbJkscDAQCtUqJD17dvXjh8/bmYXL6HYt29fK1u2rGXMmNGCg4OtbNmyNnHixKuuR5Lrec2fOXPG2rdvb6GhoZYxY0Z79NFHLSYm5qqXfNu+fbs1b97cMmbMaJkyZbKuXbva2bNnPZYp6aqXqjt8+LB16dLF8uTJY/7+/pY9e3arW7euTZ482aPdH3/8YQ8++KClT5/esmbNaj169LAFCxZ4XPItycSJE61AgQIWGBhoFStWtO+//z7Z/8WVLvl24cIF69atm2XLls1cLpf7f3P27NlWv359Cw8Pt4CAAMubN6916tTJDh48+J/PPQA4lcvsJkcdAgAAAAAAqYJz2gEAAAAAcChCOwAAAAAADkVoBwAAAADAoQjtAAAAAAA4FKEdAAAAAACHIrQDAAAAAOBQft4uwAkSExN14MABZcyYUS6Xy9vlAAAAAABuc2amkydPKmfOnPLxufr+dEK7pAMHDihPnjzeLgMAAAAAcIfZv3+/cufOfdX5hHZJGTNmlHTxyQoJCfFyNQAAAACA292JEyeUJ08edx69GkK75D4kPiQkhNAOAAAAAEgz/3WKNgPRAQAAAADgUIR2AAAAAAAcitAOAAAAAIBDcU47AAAAANwiEhISdP78eW+XgWvg7+8vX1/fm14OoR0AAAAAHM7MdOjQIcXGxnq7FFyHsLAwZc+e/T8Hm/s3hHYAAAAAcLikwB4eHq706dPfVAhE6jMznTlzRjExMZKkHDly3PCyCO0AAAAA4GAJCQnuwJ4lSxZvl4NrlC5dOklSTEyMwsPDb/hQeQaiAwAAAAAHSzqHPX369F6uBNcraZvdzDgEhHYAAAAAuAVwSPytJyW2GaEdAAAAAACHIrQDAAAAANJM/vz5NW7cOG+XccsgtAMAAAAAUtzUqVMVFhaWbPqGDRv09NNPp31Bl1m+fLlcLpfjL6PH6PEAAAAAgDSTLVs2b5dwS2FPOwAAAADcoWbPnq3SpUsrXbp0ypIli+rVq6fTp09Lkv73v/+pRIkSCgoKUvHixTVx4kT34/bu3SuXy6UvvvhC9957r9KnT6+yZctqzZo1ki7uxX7qqad0/PhxuVwuuVwuDRkyRFLyw+NdLpfeffdd3X///UqfPr1KlCihNWvWaPfu3apdu7aCg4NVrVo17dmzx6P2r776SuXLl1dQUJAKFiyooUOH6sKFCx7L/d///qcmTZooffr0KlKkiL7++mt3/ffee68kKVOmTHK5XHryySdT+ulNEYR2AAAAALgDHTx4UK1atVK7du20Y8cOLV++XE2bNpWZacaMGRo0aJBGjBihHTt2aOTIkRo4cKCmTZvmsYyXXnpJffr00aZNm1S0aFG1atVKFy5cULVq1TRu3DiFhITo4MGDOnjwoPr06XPVWoYPH64nnnhCmzZtUvHixfXYY4+pU6dO6t+/v3788UeZmbp27epu/8MPP+iJJ55Qjx49tH37dr377ruaOnWqRowY4bHcoUOH6tFHH9WWLVvUqFEjtW7dWkePHlWePHn0+eefS5J27typgwcP6s0330zBZzcFGez48eMmyY4fP+7tUgAAAADAw9mzZ2379u129uzZFF3uxo0bTZLt3bs32bxChQrZzJkzPaYNHz7cIiMjzcwsOjraJNn//vc/9/xt27aZJNuxY4eZmU2ZMsVCQ0OTLTtfvnw2duxY931JNmDAAPf9NWvWmCR7//333dM+/vhjCwoKct+vW7eujRw50mO5H330keXIkeOqyz116pRJsvnz55uZ2bJly0ySHTt2LFmNKeXftt215lDOaQcAAACAO1DZsmVVt25dlS5dWlFRUapfv76aN2+ugIAA7dmzR+3bt1fHjh3d7S9cuKDQ0FCPZZQpU8b9d44cOSRJMTExKl68+HXVculyIiIiJEmlS5f2mBYXF6cTJ04oJCREmzdv1qpVqzz2rCckJCguLk5nzpxR+vTpky03ODhYISEhiomJua7avI3QDgAAAAB3IF9fXy1atEirV6/WwoULNX78eL300kv65ptvJEnvvfeeqlSpkuwxl/L393f/7XK5JEmJiYnXXcuVlvNvyz516pSGDh2qpk2bJltWUFDQFZebtJwbqc+bCO0AAAAAcIdyuVy65557dM8992jQoEHKly+fVq1apZw5c+r3339X69atb3jZAQEBSkhISMFq/0/58uW1c+dOFS5c+IaXERAQIEmpVmNKIbQDAAAAwB1o3bp1WrJkierXr6/w8HCtW7dOR44cUYkSJTR06FB1795doaGhatCggeLj4/Xjjz/q2LFj6t279zUtP3/+/Dp16pSWLFmismXLKn369O7D1m/WoEGDdP/99ytv3rxq3ry5fHx8tHnzZv3yyy96+eWXr2kZ+fLlk8vl0ty5c9WoUSOlS5dOGTJkSJH6UhKjxwMAAADAHSgkJETff/+9GjVqpKJFi2rAgAEaM2aMGjZsqA4dOuh///ufpkyZotKlS6tWrVqaOnWqChQocM3Lr1atmp555hm1aNFC2bJl0+jRo1Os9qioKM2dO1cLFy5UpUqVVLVqVY0dO1b58uW75mXkypVLQ4cO1QsvvKCIiAiP0emdxGVm5u0ivO3EiRMKDQ3V8ePHFRIS4u1yAAAAAMAtLi5O0dHRKlCggMf52nC+f9t215pD2dMOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKG45BsAALgjxEx63mt9h3dOuRGTAeBWcD7mT6/17R+e22t9pwb2tAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQ3k1tA8ZMkQul8vjVrx4cff8uLg4denSRVmyZFGGDBnUrFkzHT582GMZ+/btU+PGjZU+fXqFh4erb9++unDhQlqvCgAAAAAAKc7rA9GVKlVKixcvdt/38/u/knr16qVvv/1Wn332mUJDQ9W1a1c1bdpUq1atkiQlJCSocePGyp49u1avXq2DBw/qiSeekL+/v0aOHJnm65IWGEQHAAAAAFJP/vz51bNnT/Xs2dPbpUhyQGj38/NT9uzZk00/fvy43n//fc2cOVN16tSRJE2ZMkUlSpTQ2rVrVbVqVS1cuFDbt2/X4sWLFRERoXLlymn48OHq16+fhgwZooCAgLReHQAAAABIE8/N/zBN+xvT8Ik07e9a1WvyiMqWKqUxLw/xdimpwuvntO/atUs5c+ZUwYIF1bp1a+3bt0+StHHjRp0/f1716tVzty1evLjy5s2rNWvWSJLWrFmj0qVLKyIiwt0mKipKJ06c0LZt267aZ3x8vE6cOOFxAwAAAADcnszslj2N2quhvUqVKpo6daoWLFigSZMmKTo6WjVq1NDJkyd16NAhBQQEKCwszOMxEREROnTokCTp0KFDHoE9aX7SvKsZNWqUQkND3bc8efKk7IoBAAAAAFSvySPq9eIgvTBshCKK3aU8d5XXsNfecM+PPX5cnXr1Vc6SZZWlUAnVb9pCm7dtd89v372XmrVt77HM5wYMUb0mj7jnf796rca/974CIvIoICKP9u7dq+XLl8vlcmn+/PmqUKGCAgMDtXLlSu3Zs0cPPfSQIiIilCFDBlWqVMnjdG0n8mpob9iwoR555BGVKVNGUVFRmjdvnmJjY/Xpp5+mar/9+/fX8ePH3bf9+/enan8AAAAAcKf66NPZCk6fXivnf6ORg17UiDHjtHjF95KkVh06K+bvv/XNzA+1dtE83V3mLjVo3lJHjx27pmW/8fJQVa1YQe3bPKZ9Wzdq39aNHjtlX3jhBb3yyivasWOHypQpo1OnTqlRo0ZasmSJfv75ZzVo0EAPPPCA+4hvJ/L6Oe2XCgsLU9GiRbV7927dd999OnfunGJjYz32th8+fNh9Dnz27Nm1fv16j2UkjS5/pfPkkwQGBiowMDDlVwAAAAAA4KF0yeIa2KeXJKlIwQKa9P5ULf1+ldIFBWnDz5v017af3fns1SED9fX87/TFN/PU4YnW/7ns0JAQBQT4K326dMoeHi5J8vX1dc8fNmyY7rvvPvf9zJkzq2zZsu77w4cP15w5c/T111+ra9euKbK+Kc3r57Rf6tSpU9qzZ49y5MihChUqyN/fX0uWLHHP37lzp/bt26fIyEhJUmRkpLZu3aqYmBh3m0WLFikkJEQlS5ZM8/oBAAAAAJ5KlyzhcT97RLiO/P23tmzbrlOnTyt78TLKVKCY+xa9b7/2/PFHivRdsWJFj/unTp1Snz59VKJECYWFhSlDhgzasWMHe9qvpk+fPnrggQeUL18+HThwQIMHD5avr69atWql0NBQtW/fXr1791bmzJkVEhKibt26KTIyUlWrVpUk1a9fXyVLltTjjz+u0aNH69ChQxowYIC6dOnCnnQAAAAAcAB/P3+P+y6XS4mWqFOnzyhHRLgWzUl+enRYSKgkycflIzPzmHf+wvlr7js4ONjjfp8+fbRo0SK9/vrrKly4sNKlS6fmzZvr3Llz17zMtObV0P7nn3+qVatW+ueff5QtWzZVr15da9euVbZs2SRJY8eOlY+Pj5o1a6b4+HhFRUVp4sSJ7sf7+vpq7ty56ty5syIjIxUcHKy2bdtq2LBh3lolAAAAAMA1uLvMXToUc0R+vn7Kn/fKg4NnzZpF237d6TFt8y/b5e//f1E2wN9fCQkJ19TnqlWr9OSTT6pJkyaSLu5537t3742tQBrxamj/5JNP/nV+UFCQJkyYoAkTJly1Tb58+TRv3ryULg0AAAAAkIrq1qyhqhXLq/mTHTRq0IsqUrCgDh4+rHmLlujhRg1UoVxZ3Vu9mt6Y8I4++nS2qlasoJmzv9C2X3eqXOlS7uXky5NH63/6WXv37VeG4GBFZM151T6LFCmiL774Qg888IBcLpcGDhyoxMTEtFjdG+aogegAAAAAANdmTMMnvF3CTXG5XPp65ocaNHK0OvZ4Tkf+Oars4dlUvWoVhf//o6/r31tbL/buoReHjVRcfLyebPWo2jzSTL/8+qt7Ob2e7aT23XqpbM06Ons2TtHR0Vft84033lC7du1UrVo1Zc2aVf369dOJEydSe1VvissuP0HgDnTixAmFhobq+PHjCgkJ8XY5/ypm0vNe6zu882iv9Q0AwM3iMxTArSou7mIQLVCggIKCgrxdzjU5H/On1/r2D8/ttb4v92/b7lpzqKNGjwcAAAAAAP+H0A4AAAAAgEMR2gEAAAAAcChCOwAAAAAADkVoBwAAAADAoQjtAAAAAAA4FKEdAAAAAACHIrQDAAAAAOBQhHYAAAAAAByK0A4AAAAAuOWsWLVGARF5FHv8+L+2y58/v8aNG5c2RaUCP28XAAAAAAC4fjGTnk/T/sI7j07T/v5LZKUK2rd1o0JDQiRJH37yqZ4bODRZiN+wYYOCg4O9UWKKILQDAAAAAG45AQEByh4e/p/tsmXLlgbVpB4OjwcAAAAApIp6TR5Rj/4D1KP/AGUtXFI5SpTR4Fdek5lJko7Fxuqprj0VXvQuheYvogdaPa5dv0e7H//H/j/1cJunFF70LoXlL6qyNetq/uKlkjwPj1+xao069HhOx0+ckMvlksvl0pAhQyR5Hh7/2GOPqUWLFh41nj9/XlmzZtWHH34oSUpMTNSoUaNUoEABpUuXTmXLltXs2bNT+Zm6Ova0AwAAAABSzUezZuupx1pq1YJvtHHTFj3bp5/y5sql9o8/pvbde2t39F598eH7ypgxo14aPlIPPfaENv+wVP7+/urxwgCdO39OS778TMHp02vHb7uUITh9sj4iK1XQmOFDNHT0GO387TdJUoYMGZK1a926tR555BGdOnXKPf+7777TmTNn1KRJE0nSqFGjNH36dL3zzjsqUqSIvv/+e7Vp00bZsmVTrVq1UvGZujJCOwAAAAAg1eTOlVOvDx8sl8ulYoUL6Zcdv+rNyf9TzXsiNfe7RVoxd44iK1WUJE2bOF4Fy1fWV/O/U/MH79e+v/5Sk/sbqXTJEpKkgvnzXbGPgIAAhYZklMvlUvbs2a9aS1RUlIKDgzVnzhw9/vjjkqSZM2fqwQcfVMaMGRUfH6+RI0dq8eLFioyMvNhnwYJauXKl3n33Xa+Edg6PBwAAAACkmirl75bL5XLfr1qxvHb/Hq0dO3+Tn5+fKpe/2z0vS+ZMKlqokH7dtVuS1LVDO40a+5Zq3d9EQ0eP0ZZtO26qFj8/Pz366KOaMWOGJOn06dP66quv1Lp1a0nS7t27debMGd13333KkCGD+/bhhx9qz549N9X3DdfslV4BAAAAAPgP7dq00n331tL8xUu0aPn3Gv3WBI0eMlBdOjx1w8ts3bq1atWqpZiYGC1atEjp0qVTgwYNJEmnTp2SJH377bfKlSuXx+MCAwNvfEVuAnvaAQAAAACpZv3Pmzzur9v4swoXLKASxYrqwoULWv/Tz+55/xw9pt/27FGJokXc0/Lkyqmn2z6uz6a8p57PPK33p8+8Yj/+/v5KSEj4z3qqVaumPHnyaNasWZoxY4YeeeQR+fv7S5JKliypwMBA7du3T4ULF/a45cmT5wbW/uaxpx0AAAAAkGr2//mX+g4aqg5PtNHPW7Zq4vtTNHroQBUpWEAPNKivZ57rp4mvjVKGDBk04OVRypU9ux5sUF+S9NyAIYqqW1tFChb8/6PEr1bxIoWv2E/+vHl06vRpLVmyRGXLllX69OmVPn3yQeuki6PIv/POO/rtt9+0bNky9/SMGTOqT58+6tWrlxITE1W9enUdP35cq1atUkhIiNq2bZvyT9B/ILQDAAAAwC0ovPNob5dwTdo82kxn4+J0T4MH5Ovro64d26nD4xfPIf/fm2PUe8AQPdzmKZ07f041qlbRVzM/dO/5TkhIUI8XBujPg4cUkiGD6teprdeHDb5iP5GVKurptm3UokUL/fPPPxo8eLD7sm+Xa926tUaMGKF8+fLpnnvu8Zg3fPhwZcuWTaNGjdLvv/+usLAwlS9fXi+++GLKPSnXwWVJF8i7g504cUKhoaE6fvy4QkJCvF3Ov4qZ9LzX+r5V3hQAALgSPkMB3Kri4uIUHR2tAgUKKCgoyNvlXJPzMX9Kunid9rKlSmnMy0PSrG//8Nxp1td/+bdtd605lHPaAQAAAABwKEI7AAAAAAAOxTntAAAAAIBUsXjOZ94u4ZZHaAe8jHMsAQAAAFwNh8cDAAAAAOBQhHYAAAAAAByK0A4AAAAAgEMR2gEAAAAAcChCOwAAAAAADkVoBwAAAADccYYMGaJy5cp5u4z/xCXfAAAAAOAWNHH6yjTt79k21dO0v5Tkcrk0Z84cPfzww+5pffr0Ubdu3bxX1DUitAMAAAAA7jgZMmRQhgwZvF3Gf+LweAAAAABAqqjX5BH1enGQXhg2QhHF7lKeu8pr2GtvuOfHHj+uTr36KmfJsspSqITqN22hzdu2eyxj5BtvKlfJcspcsLg69eqrF4ePUsU6Ue75P/68SQ0feUw5SpRR1sIlVatWLf3000/u+fnz55ckNWnSRC6Xy33/0sPjFy5cqKCgIMXGxnr03aNHD9WpU8d9f+XKlapRo4bSpUunPHnyqHv37jp9+nQKPFNXR2gHAAAAAKSajz6dreD06bVy/jcaOehFjRgzTotXfC9JatWhs2L+/lvfzPxQaxfN091l7lKD5i119NgxSdLM2XP0ypvjNXJgf61dNE95cufS5GkfeSz/5KnTatOiuZZ9/YV+mPeVihQpokaNGunkyZOSpA0bNkiSpkyZooMHD7rvX6pu3boKCwvT559/7p6WkJCgWbNmqXXr1pKkPXv2qEGDBmrWrJm2bNmiWbNmaeXKleratWvKP2mX4PB4AAAAAECqKV2yuAb26SVJKlKwgCa9P1VLv1+ldEFB2vDzJv217WcFBgZKkl4dMlBfz/9OX3wzTx2eaK2J70/RU4+1VNtWLSRJA57rqcXLv9epS/Zu31vjHo/+Jk+erLCwMK1YsUL333+/smXLJkkKCwtT9uzZr1ijr6+vWrZsqZkzZ6p9+/aSpCVLlig2NlbNmjWTJI0aNUqtW7dWz549L65LkSJ66623VKtWLU2aNElBQUEp9Ix5IrQDAAAAAFJN6ZIlPO5njwjXkb//1pZt23Xq9GllL17GY/7ZuDjt+eMPSdJve35Xp6ee8Jhf6e6yWrZytfv+4ZgjGvzKa/p+9RrF/P2PEhITdebMGe3bt++66mzdurWqVq2qAwcOKGfOnJoxY4YaN26ssLAwSdLmzZu1ZcsWzZgxw/0YM1NiYqKio6NVokSJqyz55hDaAQAAAACpxt/P3+O+y+VSoiXq1OkzyhERrkVzPk32mLCQ0GtefvvuvfTPsWMa8/JQ5c2dSxly5lNkZKTOnTt3XXVWqlRJhQoV0ieffKLOnTtrzpw5mjp1qnv+qVOn1KlTJ3Xv3j3ZY/PmzXtdfV0PQjsAAAAAIM3dXeYuHYo5Ij9fP+XPm+eKbYoWKqiNP2/W4482d0/7cdNmjzar1/+ot14doYb1Lg4Ydyje9Pfff3u08ff3V0JCwn/W1Lp1a82YMUO5c+eWj4+PGjdu7J5Xvnx5bd++XYULF77mdUwJDEQHAAAAAEhzdWvWUNWK5dX8yQ5atHyF9u7brzUbftTAka9q4/8P5s+2f0pTPv5EH876TLt+j9bIN97U1u2/yuVyuZdTuGABzfzsc+34bZfWb/xZrVu3Vrp06Tz6yp8/v5YsWaJDhw7p2P8f5O5KWrdurZ9++kkjRoxQ8+bN3efaS1K/fv20evVqde3aVZs2bdKuXbv01VdfMRAdAAAAACC5Z9tU93YJN8XlcunrmR9q0MjR6tjjOR3556iyh2dT9apVFP7/B497rHkTRe/7Qy8MfVlxcfFq/uD9eqLFI9rw8yb3ct4d+5qe7dNPVe5rqNw5c2rUq6PVp08fj77GjBmj3r1767333lOuXLm0d+/eK9ZUuHBhVa5cWevXr9e4ceM85pUpU0YrVqzQSy+9pBo1asjMVKhQIbVo0SIln5ZkXGZmqdrDLeDEiRMKDQ3V8ePHFRIS4u1y/lXMpOe91nd459Fe6/t2xjYFgLTB+y2AW1VcXJyio6NVoECBVBuhPKWdj/kz1Zbd8JHHFBGeTVMnvHnF+f7huVOt7+v1b9vuWnMoe9oBAAAAAI505sxZTf7wI91Xu5Z8fX01a85XWvL9D5r/6Uxvl5ZmCO0AAAAAAEdyuaQFi5fplXHjFRcXr6KFC2nWB5NVt1YNb5eWZgjtAAAAAABHSpcunRbM/tjbZXgVoR0AAAC3JMYpAHAn4JJvAAAAAHALYAzxW09KbDNCOwAAAAA4mL+/vyTpzJkzXq4E1ytpmyVtwxvB4fEAAAAA4GC+vr4KCwtTTEyMJCl9+vRyuVxerurfnT9/wWt9J8TFea3vJGamM2fOKCYmRmFhYfL19b3hZRHaAQAAAMDhsmfPLknu4O50CSePea1v3xNnvdb35cLCwtzb7kYR2gEAAADA4Vwul3LkyKHw8HCdP3/e2+X8p38+nu21vrO06uu1vi/l7+9/U3vYkxDaAQAAAOAW4evrmyJBMLX5x530Wt9BQUFe6zs1MBAdAAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQ/l5uwAAuJ3ETHrea32Hdx7ttb4BAACQOtjTDgAAAACAQ7GnHQAAAIDXcbQacGXsaQcAAAAAwKEcE9pfeeUVuVwu9ezZ0z0tLi5OXbp0UZYsWZQhQwY1a9ZMhw8f9njcvn371LhxY6VPn17h4eHq27evLly4kMbVAwAAAACQ8hwR2jds2KB3331XZcqU8Zjeq1cvffPNN/rss8+0YsUKHThwQE2bNnXPT0hIUOPGjXXu3DmtXr1a06ZN09SpUzVo0KC0XgUAAAAAAFKc10P7qVOn1Lp1a7333nvKlCmTe/rx48f1/vvv64033lCdOnVUoUIFTZkyRatXr9batWslSQsXLtT27ds1ffp0lStXTg0bNtTw4cM1YcIEnTt3zlurBAAAAABAivB6aO/SpYsaN26sevXqeUzfuHGjzp8/7zG9ePHiyps3r9asWSNJWrNmjUqXLq2IiAh3m6ioKJ04cULbtm27ap/x8fE6ceKExw0AAAAAAKfx6ujxn3zyiX766Sdt2LAh2bxDhw4pICBAYWFhHtMjIiJ06NAhd5tLA3vS/KR5VzNq1CgNHTr0JqsHAAAAACB1eW1P+/79+9WjRw/NmDFDQUFBadp3//79dfz4cfdt//79ado/AAAAAADXwmuhfePGjYqJiVH58uXl5+cnPz8/rVixQm+99Zb8/PwUERGhc+fOKTY21uNxhw8fVvbs2SVJ2bNnTzaafNL9pDZXEhgYqJCQEI8bAAAAAABO47XQXrduXW3dulWbNm1y3ypWrKjWrVu7//b399eSJUvcj9m5c6f27dunyMhISVJkZKS2bt2qmJgYd5tFixYpJCREJUuWTPN1AgAAAAAgJXntnPaMGTPqrrvu8pgWHBysLFmyuKe3b99evXv3VubMmRUSEqJu3bopMjJSVatWlSTVr19fJUuW1OOPP67Ro0fr0KFDGjBggLp06aLAwMA0XycAAAAAAFKSVwei+y9jx46Vj4+PmjVrpvj4eEVFRWnixInu+b6+vpo7d646d+6syMhIBQcHq23btho2bJgXqwYAAAAAIGU4KrQvX77c435QUJAmTJigCRMmXPUx+fLl07x581K5MgAAAAAA0p7Xr9MOAAAAAACujNAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAh3LUddoBAHCSmEnPe63v8M6jvdY3AABwDva0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUF4N7ZMmTVKZMmUUEhKikJAQRUZGav78+e75cXFx6tKli7JkyaIMGTKoWbNmOnz4sMcy9u3bp8aNGyt9+vQKDw9X3759deHChbReFQAAAAAAUpxXQ3vu3Ln1yiuvaOPGjfrxxx9Vp04dPfTQQ9q2bZskqVevXvrmm2/02WefacWKFTpw4ICaNm3qfnxCQoIaN26sc+fOafXq1Zo2bZqmTp2qQYMGeWuVAAAAAABIMX7e7PyBBx7wuD9ixAhNmjRJa9euVe7cufX+++9r5syZqlOnjiRpypQpKlGihNauXauqVatq4cKF2r59uxYvXqyIiAiVK1dOw4cPV79+/TRkyBAFBAR4Y7UAAAAAAEgRjjmnPSEhQZ988olOnz6tyMhIbdy4UefPn1e9evXcbYoXL668efNqzZo1kqQ1a9aodOnSioiIcLeJiorSiRMn3HvrryQ+Pl4nTpzwuAEAAAAA4DReD+1bt25VhgwZFBgYqGeeeUZz5sxRyZIldejQIQUEBCgsLMyjfUREhA4dOiRJOnTokEdgT5qfNO9qRo0apdDQUPctT548KbtSAAAAAACkAK+H9mLFimnTpk1at26dOnfurLZt22r79u2p2mf//v11/Phx923//v2p2h8AAAAAADfCq+e0S1JAQIAKFy4sSapQoYI2bNigN998Uy1atNC5c+cUGxvrsbf98OHDyp49uyQpe/bsWr9+vcfykkaXT2pzJYGBgQoMDEzhNQEAAAAAIGV5fU/75RITExUfH68KFSrI399fS5Yscc/buXOn9u3bp8jISElSZGSktm7dqpiYGHebRYsWKSQkRCVLlkzz2gEAAAAASEle3dPev39/NWzYUHnz5tXJkyc1c+ZMLV++XN99951CQ0PVvn179e7dW5kzZ1ZISIi6deumyMhIVa1aVZJUv359lSxZUo8//rhGjx6tQ4cOacCAAerSpQt70gEAAAAAtzyvhvaYmBg98cQTOnjwoEJDQ1WmTBl99913uu+++yRJY8eOlY+Pj5o1a6b4+HhFRUVp4sSJ7sf7+vpq7ty56ty5syIjIxUcHKy2bdtq2LBh3lolAAAAAABSjFdD+/vvv/+v84OCgjRhwgRNmDDhqm3y5cunefPmpXRpAAAAAAB4ndcHogMAAADgDM/N/9BrfffzWs+AszluIDoAAAAAAHARoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQ91QaC9YsKD++eefZNNjY2NVsGDBmy4KAAAAAADcYGjfu3evEhISkk2Pj4/XX3/9ddNFAQAAAAAAye96Gn/99dfuv7/77juFhoa67yckJGjJkiXKnz9/ihUHAAAAAMCd7LpC+8MPPyxJcrlcatu2rcc8f39/5c+fX2PGjEmx4gAAAAAAuJNdV2hPTEyUJBUoUEAbNmxQ1qxZU6UoAAAAAABwnaE9SXR0dErXAQAAAAAALnNDoV2SlixZoiVLligmJsa9Bz7JBx98cNOFAQAAAABwp7uh0D506FANGzZMFStWVI4cOeRyuVK6LgAAAAAA7ng3FNrfeecdTZ06VY8//nhK1wMAAAAAAP6/G7pO+7lz51StWrWUrgUAAAAAAFzihkJ7hw4dNHPmzJSuBQAAAAAAXOKGDo+Pi4vT5MmTtXjxYpUpU0b+/v4e8994440UKQ4AAAAAgDvZDYX2LVu2qFy5cpKkX375xWMeg9IBAAAAAJAybii0L1u2LKXrAAAAAAAAl7mhc9oBAAAAAEDqu6E97ffee++/Hga/dOnSGy4IAAAAAABcdEOhPel89iTnz5/Xpk2b9Msvv6ht27YpURcAAAAAAHe8GwrtY8eOveL0IUOG6NSpUzdVEAAAAAAAuChFz2lv06aNPvjgg5RcJAAAAAAAd6wUDe1r1qxRUFBQSi4SAAAAAIA71g0dHt+0aVOP+2amgwcP6scff9TAgQNTpDAAAAAAAO50NxTaQ0NDPe77+PioWLFiGjZsmOrXr58ihQEAAAAAcKe7odA+ZcqUlK4DAAAAAABc5oZCe5KNGzdqx44dkqRSpUrp7rvvTpGiAAAAAADADYb2mJgYtWzZUsuXL1dYWJgkKTY2Vvfee68++eQTZcuWLSVrBAAAAADgjnRDo8d369ZNJ0+e1LZt23T06FEdPXpUv/zyi06cOKHu3bundI0AAAAAANyRbmhP+4IFC7R48WKVKFHCPa1kyZKaMGECA9EBAAAAAJBCbmhPe2Jiovz9/ZNN9/f3V2Ji4k0XBQAAAAAAbjC016lTRz169NCBAwfc0/766y/16tVLdevWTbHiAAAAAAC4k91QaH/77bd14sQJ5c+fX4UKFVKhQoVUoEABnThxQuPHj0/pGgEAAAAAuCPd0DntefLk0U8//aTFixfr119/lSSVKFFC9erVS9HiAAAAAAC4k13XnvalS5eqZMmSOnHihFwul+677z5169ZN3bp1U6VKlVSqVCn98MMPqVUrAAAAAAB3lOsK7ePGjVPHjh0VEhKSbF5oaKg6deqkN954I8WKAwAAAADgTnZdoX3z5s1q0KDBVefXr19fGzduvOmiAAAAAADAdYb2w4cPX/FSb0n8/Px05MiRmy4KAAAAAABcZ2jPlSuXfvnll6vO37Jli3LkyHHTRQEAAAAAgOsM7Y0aNdLAgQMVFxeXbN7Zs2c1ePBg3X///SlWHAAAAAAAd7LruuTbgAED9MUXX6ho0aLq2rWrihUrJkn69ddfNWHCBCUkJOill15KlUIBAAAAALjTXFdoj4iI0OrVq9W5c2f1799fZiZJcrlcioqK0oQJExQREZEqhQIAAAAAcKe5rtAuSfny5dO8efN07Ngx7d69W2amIkWKKFOmTKlRHwAAAAAAd6zrDu1JMmXKpEqVKqVkLQAAAAAA4BLXNRAdAAAAAABIO4R2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHCoGx6IDgAAAHhu/ode67uf13oGgLTDnnYAAAAAAByKPe0AAAAAcBviSJjbA3vaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FB+3i4AAADcOZ6b/6HX+u7ntZ4BALhx7GkHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIfyamgfNWqUKlWqpIwZMyo8PFwPP/ywdu7c6dEmLi5OXbp0UZYsWZQhQwY1a9ZMhw8f9mizb98+NW7cWOnTp1d4eLj69u2rCxcupOWqAAAAAACQ4rwa2lesWKEuXbpo7dq1WrRokc6fP6/69evr9OnT7ja9evXSN998o88++0wrVqzQgQMH1LRpU/f8hIQENW7cWOfOndPq1as1bdo0TZ06VYMGDfLGKgEAAAAAkGL8vNn5ggULPO5PnTpV4eHh2rhxo2rWrKnjx4/r/fff18yZM1WnTh1J0pQpU1SiRAmtXbtWVatW1cKFC7V9+3YtXrxYERERKleunIYPH65+/fppyJAhCggI8MaqAQAAAABw0xx1Tvvx48clSZkzZ5Ykbdy4UefPn1e9evXcbYoXL668efNqzZo1kqQ1a9aodOnSioiIcLeJiorSiRMntG3btjSsHgAAAACAlOXVPe2XSkxMVM+ePXXPPfforrvukiQdOnRIAQEBCgsL82gbERGhQ4cOudtcGtiT5ifNu5L4+HjFx8e77584cSKlVgMAAAAAgBTjmD3tXbp00S+//KJPPvkk1fsaNWqUQkND3bc8efKkep8AAAAAAFwvR4T2rl27au7cuVq2bJly587tnp49e3adO3dOsbGxHu0PHz6s7Nmzu9tcPpp80v2kNpfr37+/jh8/7r7t378/BdcGAAAAAICU4dXQbmbq2rWr5syZo6VLl6pAgQIe8ytUqCB/f38tWbLEPW3nzp3at2+fIiMjJUmRkZHaunWrYmJi3G0WLVqkkJAQlSxZ8or9BgYGKiQkxOMGAAAAAIDTePWc9i5dumjmzJn66quvlDFjRvc56KGhoUqXLp1CQ0PVvn179e7dW5kzZ1ZISIi6deumyMhIVa1aVZJUv359lSxZUo8//rhGjx6tQ4cOacCAAerSpYsCAwO9uXoAAAAAANwUr4b2SZMmSZJq167tMX3KlCl68sknJUljx46Vj4+PmjVrpvj4eEVFRWnixInutr6+vpo7d646d+6syMhIBQcHq23btho2bFharQYAAAAAAKnCq6HdzP6zTVBQkCZMmKAJEyZctU2+fPk0b968lCztXz03/8M06+ty/bzWMwAAAAAgrTliIDoAAAAAAJAcoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIfy83YBAAAAAACklInTV3qt72fbVE/xZRLaAQCO9tz8D73Wdz+v9QwAAHARh8cDAAAAAOBQhHYAAAAAAByK0A4AAAAAgEMR2gEAAAAAcChCOwAAAAAADkVoBwAAAADAoQjtAAAAAAA4FKEdAAAAAACH8vN2AQCQ0p6b/6HX+u7ntZ4BAABwOyK0AyLkAQAAAHAmDo8HAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMCh/LxdAG4dE6ev9Frfz7ap7rW+AQAAAMBb2NMOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOBShHQAAAAAAhyK0AwAAAADgUIR2AAAAAAAcitAOAAAAAIBDEdoBAAAAAHAoQjsAAAAAAA5FaAcAAAAAwKEI7QAAAAAAOJSftwsAAKSMidNXeq3vZ9tU91rfAAAAtzP2tAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FB+3i4AAADgdjdx+kqv9f1sm+pe6xsAcPPY0w4AAAAAgEMR2gEAAAAAcChCOwAAAAAADkVoBwAAAADAoQjtAAAAAAA4FKEdAAAAAACHIrQDAAAAAOBQhHYAAAAAAByK0A4AAAAAgEMR2gEAAAAAcChCOwAAAAAADkVoBwAAAADAofy8XQAA75k4faXX+n62TXWv9Q0AAADcKtjTDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQ/l5uwAAAADgVjNx+kqv9f1sm+pe6xtA2mNPOwAAAAAADkVoBwAAAADAobwa2r///ns98MADypkzp1wul7788kuP+WamQYMGKUeOHEqXLp3q1aunXbt2ebQ5evSoWrdurZCQEIWFhal9+/Y6depUGq4FAAAAAACpw6uh/fTp0ypbtqwmTJhwxfmjR4/WW2+9pXfeeUfr1q1TcHCwoqKiFBcX527TunVrbdu2TYsWLdLcuXP1/fff6+mnn06rVQAAAAAAINV4dSC6hg0bqmHDhlecZ2YaN26cBgwYoIceekiS9OGHHyoiIkJffvmlWrZsqR07dmjBggXasGGDKlasKEkaP368GjVqpNdff105c+ZMs3UBAAAAACClOfac9ujoaB06dEj16tVzTwsNDVWVKlW0Zs0aSdKaNWsUFhbmDuySVK9ePfn4+GjdunVXXXZ8fLxOnDjhcQMAAAAAwGkcG9oPHTokSYqIiPCYHhER4Z536NAhhYeHe8z38/NT5syZ3W2uZNSoUQoNDXXf8uTJk8LVAwAAAABw8xwb2lNT//79dfz4cfdt//793i4JAAAAAIBkHBvas2fPLkk6fPiwx/TDhw+752XPnl0xMTEe8y9cuKCjR4+621xJYGCgQkJCPG4AAAAAADiNY0N7gQIFlD17di1ZssQ97cSJE1q3bp0iIyMlSZGRkYqNjdXGjRvdbZYuXarExERVqVIlzWsGAAAAACAleXX0+FOnTmn37t3u+9HR0dq0aZMyZ86svHnzqmfPnnr55ZdVpEgRFShQQAMHDlTOnDn18MMPS5JKlCihBg0aqGPHjnrnnXd0/vx5de3aVS1btmTkeAAAAADALc+rof3HH3/Uvffe677fu3dvSVLbtm01depUPf/88zp9+rSefvppxcbGqnr16lqwYIGCgoLcj5kxY4a6du2qunXrysfHR82aNdNbb72V5usCAAAAAEBK82por127tszsqvNdLpeGDRumYcOGXbVN5syZNXPmzNQoDwAAAAAAr3LsOe0AAAAAANzpCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADiUn7cLAAAAyU2cvtJrfT/bprrX+gYAAJ7Y0w4AAAAAgEMR2gEAAAAAcChCOwAAAAAADkVoBwAAAADAoQjtAAAAAAA4FKEdAAAAAACHIrQDAAAAAOBQhHYAAAAAABzKz9sFAAAAAIA3TZy+0mt9P9umutf6xq2BPe0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQxHaAQAAAABwKEI7AAAAAAAORWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgAAAACAQ902oX3ChAnKnz+/goKCVKVKFa1fv97bJQEAAAAAcFNui9A+a9Ys9e7dW4MHD9ZPP/2ksmXLKioqSjExMd4uDQAAAACAG3ZbhPY33nhDHTt21FNPPaWSJUvqnXfeUfr06fXBBx94uzQAAAAAAG6Yn7cLuFnnzp3Txo0b1b9/f/c0Hx8f1atXT2vWrLniY+Lj4xUfH+++f/z4cUnSiRMnrqnP+DNnb6Lim3PybPx/N0olZ/1Oe63va902N4ptmvZSc5uyPdMe2zPlsT1THtszdbBN0x6v0ZTH9kx5bM9rb2tm/9rOZf/VwuEOHDigXLlyafXq1YqMjHRPf/7557VixQqtW7cu2WOGDBmioUOHpmWZAAAAAAAks3//fuXOnfuq82/5Pe03on///urdu7f7fmJioo4ePaosWbLI5XJ5sbLUdeLECeXJk0f79+9XSEiIt8vBTWJ73l7Ynrcftunthe15e2F73l7YnrefO2WbmplOnjypnDlz/mu7Wz60Z82aVb6+vjp8+LDH9MOHDyt79uxXfExgYKACAwM9poWFhaVWiY4TEhJyW//z32nYnrcXtufth216e2F73l7YnrcXtuft507YpqGhof/Z5pYfiC4gIEAVKlTQkiVL3NMSExO1ZMkSj8PlAQAAAAC41dzye9olqXfv3mrbtq0qVqyoypUra9y4cTp9+rSeeuopb5cGAAAAAMANuy1Ce4sWLXTkyBENGjRIhw4dUrly5bRgwQJFRER4uzRHCQwM1ODBg5OdGoBbE9vz9sL2vP2wTW8vbM/bC9vz9sL2vP2wTT3d8qPHAwAAAABwu7rlz2kHAAAAAOB2RWgHAAAAAMChCO0AAAAAADgUoR0AAAAAAIcitAMAAAAA4FCEdgAAAAAAHIrQDgDALezyK7dyJddbS2JiordLAIA7hpm5Pydvpc9LQjuSudIXiFvpnxop49+2Of8Ptz+28a0hMTFRLpdLkhQdHa3z58+77+PW4ONz8avYxo0bdeLECS9XA9y5kj73Lly44OVKkJpcLpdcLpe+++47rVixQgkJCd4u6ZoQ2uEhMTHR/QXip59+0s6dO3Xw4EG5XC72BtxBzEwul0tLly5Vjx499NBDD2ncuHHav3+/JBEKbnOXBsFRo0bprbfe4vXvQJe+Xw8dOlT9+vXTsmXL+MHlFnHpa+qHH35QpUqVNHPmTJ08edKLVeFyvPfdGZK+9yxZskQTJkzQvn37vF0SUtG6devUsGFDHT582NulXDNCOzwkfQF84YUX1KhRI0VFRalhw4Zau3atfHx8+PC6Q7hcLs2ZM0dNmjTRqVOnFBkZqf79+6tHjx58kN3mLg2Ce/bs0U8//aTevXvro48+8nJluNyl79dvv/22WrdurXLlynn8qMZ7tjOZmXv7vfnmm/rtt9/k4+OjAQMG6KOPPtKpU6e8XOGdJ+nHro0bN2r69Ol65513dOzYMfd2wu0rKbB/8cUXatasmQ4dOpRsbzs/ht4+tm3bpmPHjmn48OFq0aKFfH19vV3SNeGdCJI834zWrl2rjz/+WLNmzdLo0aNVpkwZ1a5dWytXriS43yH+/PNPDRo0SCNHjtT777+vfv36KV26dCpUqJDy5s3r7fKQipK+oD7//PNq1qyZAgICVKhQIXXo0EHvvvuul6vDkSNHPO4vXrxYn3zyiRYuXKiHHnpImTJl0sGDB7Vw4UKdOHGC92yHSvphZciQIRo6dKgyZ86sqVOnqnnz5urRo4emTZtGcE9Dl4a2Bx98UGPHjtV7772nEiVKaMOGDd4uD6nM5XJpzZo16tChg9566y2NGjVKBQsWlCSdOXPG3Ybgfuv7559/VKNGDTVq1Eh///23t8u5Ln7eLgDOkPQFYsKECTpx4oSeffZZ1apVS5JUrVo1uVwu1a1bV0uXLtU999yjhISEW+aXKVy/xMREBQUFqWPHjvr9999Vo0YNNW/eXK+99pokacOGDapUqZKXq0Rq+fzzzzVp0iQtXbpUZcuW1cmTJzVu3Dh16dJFLpdLTz/9tLdLvCO1atVKfn5+yY56yJAhgzJlyqQdO3boo48+0scff6zExEQFBARo/fr1ypQpk5cqxr85fvy4vvrqKw0ePFhNmjSRJLVp00aZM2dWr1695OPjo9atWyskJMTLld7+XC6XVqxYoY4dO2r06NFq3769du7cqRIlSqhp06aaNm2a6tSp4+0ykcIuPbJsy5YtqlSpkp544gmdOXNGCxcu1JQpU5SQkKDIyEi99NJLnBp4GwgNDdX06dPVq1cv/fzzz7pw4YL8/PzcP9w5GXva4Xb48GHNmTNHL730kntvjpkpd+7cGjFihFq1aqX77rtPS5cuJbDfppJ+RT579qwOHjyoefPmqX79+mrcuLEmTZokSdq6dauGDh2qn376yZulIhUdOXJEJUqUUPny5eXv768sWbJo+PDh6tmzp7p27cqh8l4yduxYvf/++5LkPu85KChIfn5+euKJJ1S9enXFxMRo4MCBmjVrls6fP68ffvjBmyXjKsxMFy5cUGxsrDJmzChJOnfunCRp5MiRuvfeezVo0CDNmjWLQbFSyaV7Tc+fP6/ly5ere/fuat++vfbv36/69eurY8eOqlKlilq2bMlr6TZy9uxZXbhwQT4+Plq5cqXOnz8vM9PGjRv13nvv6f7779d7772noKAg5c6dWx9//LG2bt3q7bJxA5Je5wkJCUpISJCfn58aNWqkN998U5s3b9bjjz8u6RY5ksJwx0pMTEw2bd26dda0aVMLDQ21bdu2ebT7888/7YEHHrBatWpd9fG49SRtx9WrV9t7771nJ06cMDOzp59+2gICAuyhhx7yaP/iiy9a5cqV7cCBA2ldKtLIhx9+aAEBAfbXX3+ZmdmFCxfMzOyHH34wl8tlgYGBNmPGDDMzS0hI8Fqdd6qJEyda0aJF3dtn3rx5NnbsWPvyyy/t2LFjZmZ25MgRK1eunC1atMiLlSLJ1V4nzZs3t9KlS9vJkyfNzOz8+fOWmJhozzzzjJUvX94CAgJs2bJlZsZnbmrZvXu3nTt3ztasWWMbN26048ePW9WqVe3pp582M7MNGzaYy+WydOnS2YoVK7xcLW7W3r17rXLlyrZz50775JNPzOVy2erVq83MrEWLFlapUiXr0KGDrVq1yszMdu3aZSVLlrRffvnFm2XjBiS9Zy5YsMCeeeYZi4yMtFdeecW9befPn2+ZMmWyVq1aJXuMExHa71CXfoGIi4tzf9EzM9u+fbtFRUVZrly5kgX3mJgYvqTfhmbPnm2ZMmWyF1980TZt2mRmZkuWLLF69epZpUqV7KuvvrKvvvrKevbsaSEhIbZ582YvV4yUcOlr+fz58+6/Y2JirGbNmtakSRP7448/3NN37Nhh3bp1sxdffNHSp09vO3bsSNN671SXv+dGR0dbwYIFrUqVKsl+PDt37pzFxMTY/fffb9WqVXP/4ALvuXT7/fTTT7Zp0yY7evSomZlt3LjRKlWqZA0aNLAzZ8642zdr1sx++ukne/TRR61ixYp27tw5r9R+O/r999+tWbNmZmb25ZdfWokSJWzXrl3u+WvXrrXy5cu7P+c2bdpkrVq1svbt2/OedxtITEy0kiVLWt68ec3Hx8c++OADj/kxMTEe91966SUrU6aMHTp0KC3LRAqZM2eOpU+f3gYMGGBDhgyx++67zwoUKGDR0dGWmJhoCxYssGzZstn999/v7VL/E6H9DnTpF4hRo0bZfffdZ4ULF7Z27drZmjVrzOzil/NGjRpZnjx5rvghRXC/faxfv94yZ85s7777brJfGL/99ltr27atpU+f3sqUKWN16tQhsN8mLt3WkyZNsk6dOtmAAQPcX15nzZpltWrVsnvvvde+//57W716tTVs2NCaNWtmu3fvtpw5c7r3tiP1XPpeu3btWvv999/NzGzfvn1WvHhxq1y5su3fv9/MzOLj4+3111+3qKgoq1SpkjvoEdydoU+fPlagQAELCAiwJk2a2JdffmlmZt98841VqFDBIiIirEmTJla6dGkrVqyYXbhwwYYOHWrVqlXzcuW3l/nz51uuXLmsYsWK5nK5bObMmR7zP//8c/P19bVdu3bZhQsXbODAgfbwww9bfHy8lypGSkl6L5w7d665XC7LkSOHbdmy5YrvkZ9++qn16NHDwsLC7KeffkrrUpECDh06ZJGRkTZ+/HgzMzt27JhlyZLFevXq5dHuq6++svz589uff/7pjTKvGaH9DjZgwADLkiWLjRo1ysaNG2clSpSwWrVq2ezZs83MbMuWLfbQQw+Zn5+f7d2718vVIqUlhba33nrL6tat67En5/K9OtHR0Xbq1Cn3ofO4tV0a2IcNG2bBwcHWpk0bCwkJsRo1ati8efPM7GKYeOCBB8zlclnhwoWtUqVKlpCQYKdOnbISJUrYV1995a1VuCNcGtj79+9vFStWtBkzZrhfh/v27bOiRYta1apV3V825s6da6+//rr7yIlLj6BA2klMTPR4nc2fP9+KFStmS5cuta+//toaNmxoNWvWtE8++cTMzA4ePGgDBgywZ5991l544QV3QHzqqaesefPmFhcX5+jDNm81AwcONJfLZWXKlHFPu/Rzr06dOubv728VK1a0jBkz2s8//+yFKpFaVq9ebbNnz7ZKlSpZkSJFbNWqVe7gnvTaffnll61GjRq2detWL1eLa3X5e+T+/futWLFiFh0dbXv37rXcuXNbx44d3fPnz5/vPlrt1KlTaVrrjSC036H27NljxYsXt6+//to97cCBA9a4cWOrWbOme8/NunXrrG/fvuypuY0NHjzYKlSocMW9CKtWrSKo32Yu/VDbtm2btWjRwn1+199//2116tSxGjVq2DfffONu9/PPP7sPJTMze/75561YsWLu9wmkroEDB1q2bNls0aJF7nOfk1wa3C/fHrxve8fZs2c97s+fP9+effZZe/XVV93Tfv31V3vkkUesRo0a9tFHHyVbxj///GM9evSwTJkyuU9Tw81L+iFsypQp1rdvXytVqpTVq1fPPT8uLs7MLm7DCRMm2Lhx42znzp1eqRUpJ+mz6++//7Zjx45ZbGyse97dd99tRYoUsbVr17r/P+bMmWNxcXF8/7mFXPoj95YtW+zYsWN28OBBq1q1qn377bdWoEAB69Chg7vdzp07rV27drZ8+XJvlXzdCO13qD/++MPy5s1r8+fPN7P/+4X58OHDlilTJnvjjTeSPYYvgLen9957z9KlS2cbNmzwmH7u3Dnr1q0bh0DfJt577z2PsSveeecdq1ixosdeWrOLA07WqVPHatas6T7qJsmqVavs2WeftcyZM3O4YBrZvn27lShRwhYuXGhmF790/vzzzzZmzBj34dX79++3sLAw69ChgzdLhZl17NjRHc4TEhJs3759VqZMGQsKCrLOnTt7tE0K7nXq1LG3337bPX3fvn02atQoq1SpEnt4U9GFCxfs66+/tmLFinkEd7OLYw9wOPztISmwf/3111avXj0rUaKE1a1b1+N7bqVKlax48eI2depUe/75583lcrlPRYLz/f7771anTh0zu/iDS65cudzvna1atTKXy2Vt2rTxeEy/fv2sXLlyjj8k/lKE9jvAlQ6pO3z4sOXKlcsGDx5sZhe/XCQdRlm/fn174YUX0rJEpIGk/4Nt27bZ2rVrPc5Nj4qKsty5c9uaNWssNjbWTp48aS+88ILlyJGDD67bwKRJk6xFixYev0Rv2rTJSpUqZRkyZHCHvyR//fWX1a9f30qVKuUeudrM7JdffrGXX37Zfv3117Qq/Y538OBBK126tL3//vu2atUqa9eund11111WunRp8/f3d++lPXz4MD+setm5c+fs3Xffdf8InhT61q1bZ7Vr17ayZcva3LlzPR6zc+dOq1OnjnXp0sVjenR0tB05ciRtCr/NJX32/fjjjzZ58mT73//+Z9u3bzczszNnztg333xjxYsXtzp16tjhw4dtwIABVrp0aZ7/28jcuXMtKCjIxo4da0uWLHEH80v3starV88qVKhgRYsW5UfpW8zWrVstf/78Vrx4cXO5XB47m44dO2aNGjWyXLly2UcffWTvvfeede3a1TJmzOgeePlWQWi/zV36S/H+/fvtzJkz7hFq3333XfP19bX33nvP3eb8+fNWrlw5Gz16dJrXitT36aefWkREhIWHh1vZsmWtX79+ZmYWGxtrDz30kAUHB7sPtc2ePTsfXLeRpEC3fPly96XCdu7caXfddZdFRUXZDz/84NF+37591r1792RBkHOk08aYMWNs1KhRFhcXZ02aNLFKlSqZj4+Pde/e3b799ls7duyY1atXz0aNGuXxOIK7d1z+4/gHH3xgTz75pPvw2jVr1ljNmjXtgQcecB/hlmTfvn3uH9QY5DVlJW2Xzz//3HLmzGkVKlSwmjVrWtasWd3veWfPnrUFCxZYsWLFLGfOnJY7d25bv369N8tGCkja9vHx8fbYY4/ZiBEjzOzij9L58+e3Z555xsw8X3N79uyxf/75J+2LxU0bN26cuVwuK1iwoHta0ufh4cOHrU2bNla6dGm766677KGHHrolB1V2mTn9SvK4ERMnTlTTpk2VPXt2SdLgwYP1xRdfyOVy6f7771fnzp2VJ08eDRo0SC+//LJatmypLFmyaPv27Tp06JA2b94sPz8/L68FUoKZyeVy6e+//1ajRo3UpUsXFStWTEuXLtWUKVMUFRWlt99+W5L02Wef6ejRowoMDFTt2rWVP39+7xaPm5aYmCgfHx9J0rJly9SuXTs99thj6t69uyIiIrRt2zY9+uijyp8/v/r376/q1asnW0ZCQoJ8fX3TuvQ7VlxcnHr37q0DBw7oyy+/1IEDB7R37175+fmpcuXK7naRkZFq0aKFevbs6b1ikUxiYqJeeuklLV68WNWqVdPLL7+sjBkzavXq1erfv79CQ0P17LPPqkGDBskel/RaRcr5/vvv1axZM40cOVIdO3bUjz/+qMqVKysoKEizZ89Wo0aNlJCQoOPHj2vDhg0qVaqUcufO7e2ycYPOnDmj9OnTu++fPXtWFStW1PDhw1WzZk2VK1dOjRs31rvvvitJmjZtmooUKaJq1ap5q2SkgIULF+rnn3/WjBkz5O/vr++//17BwcEe31+OHTsmHx8f+fv7e/yP3CoI7behb775Rs8995xq166tMWPGaMmSJerUqZPGjh2rlStXatu2bQoLC9Pbb7+tPHny6Ouvv9Y777yjdOnSKTw8XOPHj5efnx9f1G8ja9as0QcffKALFy7o7bffVnBwsI4fP64ZM2ZozJgxqlevnvsDDLePpB9sLtW3b1+tWLFCDRo0UJcuXdzBvUWLFipYsKB69OihunXreqliJJk/f76aNWum7777TjVq1HBvy7Nnz+rAgQPq2rWrDh8+rPXr1/MDq5ddKWzHx8frtdde07fffquKFStq5MiRypgxo9asWaOXXnpJcXFxeuONN1S1alUvVX1nOHv2rF555RWZmYYNG6a//vpL1apVU926dZWQkKBZs2ZpwYIFql27trdLRQrYtWuXhg8frkqVKqlbt27u6V27dlVwcLA++eQTNWjQQJMmTZKPj4+OHTum3r17q0qVKurYsSPfeW8hSZ+J8fHxMjMFBQVJkrZs2aKWLVsqXbp0WrVqlXv6smXLdPfddyssLMyLVd8kb+3iR+p644037J577rFOnTrZCy+8YB9++KF73vTp06127dp2//332549e8zs/0ZMTcIhsLePuLg4e+mllywiIsLKli3rMe/YsWM2YcIEK1asWLJBOnBru/SQv4SEBI/7zz//vJUvX94GDBhgBw8eNLOLYx1kzZrV+vTpk+a13sn+bbCrNm3aWNOmTd0jxickJNj48eMtKirKatWqxXXYHeDS19UPP/xgGzZssF9++cXMLh52PXToUKtatap17drVfaj8smXLrEuXLhwKnwpOnz5tR44csWXLltmff/5p58+ft99//91Wrlxpx48ftypVqtjTTz9tZmYrV640l8tlLpfLFi1a5OXKcbO2bNliuXLlso4dO9r777/vMW/8+PHm6+trtWrVsqNHj5rZxcPn+/fvb4UKFWLsnltM0qkP33zzjTVp0sSqV69u06ZNs+PHj5vZxXPcS5YsaXfffbf9/PPP9sILL1iBAgVuqUHnroTQfpu59AvgW2+9Zffcc4+Fh4fbxx9/7NFuxowZVqdOHXvggQeSXc6Ea8HefqKjo23w4MGWPn169+CDSWJjY+3111+3u+++2x3gcPsYO3asPfzww9alSxf74osv3NOTgvvAgQPd2z06OpoAmEaGDx/ucX/kyJE2efJkj3Ekpk+fbsWKFbO9e/e6px08eNBmz57t3k78wOoMffv2taxZs1ru3LmtcOHCNnPmTDP7v+AeGRlp3bt397jUlBnnsKeknTt32hNPPGHFixe3oKAgCwkJsccee8x97uqaNWusfPnytmPHDjO7OLDmo48+an379nUPTIdb0+7duy1nzpz24osvJtsJlWTgwIEWHBxsbdq0sc6dO1ubNm0sU6ZMXKHhFnJpPlm+fLllyJDBOnbsaK1atTIfHx977rnn3MH8119/tQoVKljevHmtQIECya6QdCsitN9GkgaYMzNbunSpmZm9/fbbVqBAAbvvvvvs8OHDHu0//vhjK1OmDHvWbjNJb2oHDhywP/74wz0CbmxsrA0YMMCKFy+eLDDExsa6f33Gre3SEDB8+HDLnDmztW/f3mrWrGlFixa1t956yz2/X79+VqlSJevevbvH4DsE99S1fv16CwkJsUaNGrmndejQwcqUKWNFixa13r17u0NEzZo1rW3btldcDoHPOxITEz2+PG7dutUKFy5s69ats4ULF1qfPn3M5XLZ1KlTzexicB8+fLgVKlTIfZkpfhxPWZs3b7YcOXLYM888Y1OnTrUdO3ZYv379rFChQla8eHFbu3atbdiwwVwul23ZssXMzAYMGGCNGjWy06dPe7l63KxRo0ZZixYtLD4+3v3a+uuvv2zdunX25ptv2u7du83MbMqUKdaxY0erVauWPffcc/xYc4s6cOCAjRkzxsaNG+eeNnPmTAsJCbFevXp57FFfvXq1HTp0yBtlpjhC+23i66+/dl+jsGfPnpYnTx73L/rjx4+3qlWrWocOHSwmJsbjcYsWLeIL+m0k6cPqyy+/tFKlSlnJkiUtV65c9uKLL7oD/MCBA6148eLukVRxe9q4caMNGjTIVqxYYWYXR8Xt16+f5cqVy9588013u06dOtlTTz1FiEhDcXFx7utDN2jQwD1927Zt9umnn1rx4sWtSpUq9sADD9iLL75olSpVst9++82LFeNq3njjDevTp4+99NJL7ml///23vfDCC+ZyuWzatGlmdvFH9Q8++IDP21SwefNmS58+vfXv3z/ZkSezZs2yu+++2ypXrmybN2+2Fi1amMvlssqVK1uGDBluuUs+4cpat25tdevWdd+fPXu2tWjRwjJnzmwZM2a0bNmy2axZs9zzExIS+My7BSUmJlp0dLS5XC4LDw/32AlhdvEo4owZM1qfPn3cp//eTgjtt4nt27db1qxZrVixYhYSEuL+JTnJG2+8YdWqVbticDdjz9rtZPHixZYhQwYbN26cnT592oYMGWK+vr722WefmZnZn3/+aUOGDLHw8HB77bXXvFwtUsqle10XLVpkOXPmtAIFCnic/rJ371574YUXLHfu3B4fdklfXvgSk3bi4+Ptq6++ssKFC1v9+vU95sXGxtrChQutadOmFhYWZi6Xy95++20vVYok9evXt/79+7vv//PPP9aqVSvz9fVNdjREUnD39fW1iRMneszj8zbl7Nu3z7JmzWqPPPKIe1piYqJHeJ88ebKFhITY5MmT7dixY/bOO+/Y2LFj+SHsNvLee+9Z+fLl7aWXXrIePXpYeHi4de7c2b755hszM2vUqJGVK1fuX8cQgbNd+v1k7Nix5nK5rGPHjnbs2DGPdh9//LG5XC576aWXbrvTxwjtt7hLv6i3bNnSXC6XVa9e3f3GdPk/eY0aNaxZs2bJ/slxa7r0EKCkbd25c2fr3LmzmZnt37/fChcubJ06dfJ43F9//WUjR450HzKG28fHH39sEyZMsA4dOlhQUJDNmDHDY/7evXvtxRdfNF9fX/v000/d0wnsaSfpuY6Li7OvvvrKihQp4rHH/VKrV6+27t27W8mSJe2PP/5IyzJxicTERPvhhx+SnS+7bds269Spk/n5+dmCBQs85v3zzz/WuXNnq1atWrJD6pEyoqOjrVKlSvbggw+6r7ue5NLnu3r16ta8efO0Lg9pZNeuXdajRw8rX7683XXXXfbVV195nBL67rvvWtmyZZONKQHnS3odX3462Ouvv24ul8tGjx7tHoAuyWeffWa//vprmtWYVgjtt4nffvvN1qxZY59++qnlypXLoqKi3OcyX/pL0+jRo61Dhw6cC3kbGDp0qLVr187Onj3rMb158+b28ccf25kzZyxnzpz29NNPu9/0Zs2aZcuWLTMz9vbcLi59Lb/66quWM2dO2717t23ZssUef/xxK1y4sPsoiyR79uyxSZMm8T+Qhq72nnv69OkrBvdLw+H69eutSJEitnLlylSvE/9t9OjRdv/997vv//bbb/bkk09aWFiYfffddx5tjx8/zpEsqey3336zBg0aWFRUlEdwv/T5rl27tj322GPeKA9p5OTJk3b+/PkrjlHQqVMna968ebLvS3C2pNfw0qVLrUePHtauXTsbMGCAe/5rr71mLpfLXn311WTB/XZEaL8NrF692lwul3tkxC1btljOnDktKirKY3Cx2bNnm9nVf7XCreWHH35wX1oo6VJCZmZdu3a1kiVLWp48eaxbt27uy0LFx8dbixYtbNCgQbfdIUO4OHJy9+7d3a9zM7NNmzZZ+/btrUSJEh7TL0VwT32Xvtd+8sknNmzYMHv55Zfdr98zZ864g3vDhg3dbS99nRYvXpxD5L1kwYIFtnXrVjO7+Pk5Z84c9yjUSX799Vdr166dZc6c+YqXDyOwp65Lg/ulP24lJCTY/v37rWHDhu6BAdkWt7ak7ffjjz/aRx99ZBMnTvQYSPXS99vY2Fjr37+/Zc2a1bZt25bmteLmffHFF5YhQwbr0qWL9e3b1woXLmzlypVzf7cdM2aMBQQE2JAhQzy+C9+OCO23gT/++MNq1aplEyZMcE/75ZdfLHfu3HbvvffaggULrEGDBla+fHn3mxkfWre2S7ffsmXLrGXLlrZ27Vozu/jlJTIy0vLkyePeW5eQkGAvvvii5cmTx3bt2uWVmpE6EhMT7dtvvzWXy2VZsmSxuXPnesxPCu533XWXffTRR16qEmYXL7OXN29eq1u3rj3wwAOWKVMmW7VqlZldDO5ff/21FS9e3CpWrOjxuE8++cTCwsKSXZ4TqW/BggXmcrmsQIEC7h9ZLly4YPPnz7fQ0FCPvbc7d+60Dh06mMvlsvXr13ur5DvW1fa49+vXz8qWLWv79+/3YnVICUnffT7//HPLmTOnlS9f3sqXL28RERHJXnOTJ0+2Fi1aWP78+T0upYlbx19//WV33XWXewye6Ohoy549u3Xo0MGj3dChQy1Tpkz2999/e6PMNENov8Vcba9Yv379LEeOHB6HBe3Zs8eKFi1qZcqUsXvuucf9qxSB/fayePFiy5Iliz3++OPu69HOnDnTSpUqZQULFrQWLVpY48aNLWvWrHxw3cb69u1rLpfLBg8ebCdPnvSYt2nTJmvatCmHh3rRpEmTLHfu3O4joqZPn24ul8vSpUvnPqT67NmzNmvWLGvRooXH3qL/196dx9WYv/8Df92nndAY2cLYskUoQ5YauzDWhmyDGURjCUMxI7tkJmOpiREfhkEi+9gbQmgkMUPUMNkKacgk6nTO9fvDr/tbw3w+s+C0vJ6Ph8dD577POVfd577Pfb2X633mzBk2thnIhQsXpEaNGlK+fHmpXLmyeo3NycmRffv2vZC4//zzz+Ln58fRTAaSN3GPjY2VRYsWsUp8EXPs2DEpW7asrF69WkSej3JRFEWqVKkiERERIvI82ZszZ45Mnz6d185C7PLly2JrayvZ2dly+/ZtqVKlSr4aTXk7KfKOtiiqmLQXUr/++mu+YnIPHz4UR0dHWbx4sej1ejW5z87OlitXrqg3gLyRKPxyG10uX76sfgaOHTsmNWrUkAEDBqjrjl65ckUmT54sI0aMkPnz57NSbhHx36a1jBs3TkxNTWXDhg0vzN1LTEzklBgDefTokUyePFnWrl0rIiJ79uyRUqVKSUBAgAwaNEhKliwpx48fFxHJV92YUxcMS6/Xy927d6VHjx7i5+cnw4cPl3Llyr2QuL/11lv5hsrn4vetYSQkJMj7778v5cuXFxMTE4mJiTF0SPQv5O1oys7OltmzZ8vs2bNF5PnqAdWqVRMPDw9xc3MTa2trdZnTp0+fslp8IXLz5k1ZvXq1LFu2TC0il5KSIu+9956Eh4dLtWrVZPTo0ep1NSEhQYYMGaKOqikOHZJM2guJEydOSEBAgAQEBMikSZOkRo0a8sEHH8iOHTvUG7tPPvlEunTpoj7njzcMvGEv/HIvSjt27JAaNWrI1KlT1eQsb+Kee1NJRUveczgiIkLCw8PlyJEj+RL00aNHi4WFhXz33XcvLbrD68Dr97Kbh5iYGLl27ZrEx8dL7dq1JTAwUESeD/NUFEUURVGnuFDBsmrVKrGxsZELFy6Im5ubVKhQIV/ivn//flEURU0kyPCuXLkiPXv2VKc0UOH3yy+/SHZ2tpw+fVrOnTsn6enp4uTkJB4eHiIicvbsWVEURczNzdXEnQqHixcvSt26dWXAgAEyc+ZMycjIEJHnDd5t27YVjUYjgwcPzvecKVOmiJOTk9y9e9cQIRsEk/ZCICQkRKytrcXBwUGsrKykcePG0q1bN5k9e7aYmppK3759JSQkRK5cuSKWlpayefNmQ4dMr9H+/fvF3NxcVq9erS7Zlpsk5CbuH374oZw+fVp9TnFogSzq8h7DadOmSaVKlaRJkyZiamoqY8aMUYddizxP3C0tLWXVqlXsaXjD8jaKvKzRZOvWrdK6dWu1SOgPP/wgo0ePlsDAQPbMFgDff/+9nD59Wu7cuaM+lpGRIR988IFs3LhRHj16JF26dJGKFSvmS9xPnz7N41fA5E4JpMLp+vXr4ubmJiIiO3fulPr16+cb6n7mzBlxcHBQz8O4uDgZOHCgjBgxQuLj4w0SM/19V65ckbffflumT5+e7zsz957n0qVLUq5cOenevbusX79eDh06JOPGjZMyZcoUuw4qJu0FXEhIiJiamsqWLVvkyZMncuTIEWnfvr289957kp6eLmfOnJFp06ZJzZo1xd7eXt5++20ZMmSIaLVa9qgVIbkXr+zsbPnwww9l0qRJ+R7XarX5EvfSpUvLqFGjXlhTmAq/RYsWiY2Njdoo4+/vr7ZC503c3d3dpV27doYKs1jK27CyZMkS6dOnj4wePVqOHDmiPh4SEiKKosiVK1ckLS1NevbsqfYUiXBItSEdOXJEFEURGxsb6datm3z11Vfqus4zZ86UVq1aicjzpaW6desmNjY2Lwy95vEjejX2798vNjY20qxZM1EURTZt2pRve3h4uBgZGUliYqLk5OSIr6+v9O7dmw3VhcizZ89k8ODBMmjQoHzHLfe7NHckcWxsrLRv317eeecdadCggbRr167YJewiTNoLtKNHj4qiKDJnzhwR+b8Psb+/v1SoUEFSUlLUx589eyZz586Vbt26ibm5ebH8MBcluQ0uf1xvNDMzUxo0aCDTp09XH8ubKOTuHxkZyeIrRVBKSooMGTJErQIfHh4uVlZW4uXlJVZWVuLm5ibR0dHq/my4e3PynoeLFi2S0qVLy8SJE8XW1lacnZ1l6dKlIvK8993V1VUURZE6depIw4YNWSS0gEhISJAGDRpI2bJlZdGiRVK9enXp3bu3TJ06VZKTk6VBgwYSGhoqIs+LHjk5OUmPHj0MHDVR0eXr6yuKooi9vb36WN4RFO3btxcTExNp1qyZlCpVSs6fP2+AKOmfSk9Pl/r168uyZcteuj1vXRetViv37t2Tu3fvvlBst7jQgAosGxsbtGnTBrGxsTh+/DgURQEAKIqCkiVLQkQAACICMzMz+Pr6YuPGjejatSuWL18OrVar7kOFh16vh0ajQWJiIsaMGYPAwEB1m6mpKRo1aoSUlBQ8evQIANTPxcWLFzF9+nSkp6fDxcUFtWvXNkT49BqVLl0aQ4YMwfvvv49z585h8uTJmDNnDpYuXQpfX1/s378fCxYswKVLlwAAGo0Ger3ewFEXD7nnYWxsLK5du4adO3diyZIlOHPmDGrXro2wsDAsX74c5ubm2LVrF7Zs2YJ58+YhLi4OJiYmyMnJUV+DDMPW1ha7d++GlZUVYmJisGfPHgwaNAixsbF47733EB8fj1OnTkGv16Ns2bI4ePAgdu7caeiwiYqc3O+tmjVrYsqUKdDpdOjUqRMAwMTEBFlZWQCA77//HkuXLsWQIUMQExODJk2aGCpk+gfu3r2LtLQ0VKtWDQCg1WrzbTcyMgIALF++HHfu3EH58uVRoUIFWFpavvFYCwIm7QWYra0t1qxZg6ysLCxYsACJiYn44YcfMHPmTHz55ZeoVKkSgOc35rnJuZWVFZo2bYobN27AxMSEN4GFTG7C/tNPP6Fdu3YwNzdHyZIl1e1GRkZo2bIlwsPDsW3bNjx8+FDdFh4ejqNHj+Lp06eGCJ1esZcl2yVKlEDbtm1hZWWFffv2wc7ODh9//LG63dnZGebm5qhfv776mEbDy/ybEhoaCg8PD0RFRaFq1aoAgLJly2LhwoWoW7cuQkNDERgYCFNTU/Tr1w/9+/eHkZERdDodjI2NDRw9iQhq1aqFAwcO4NSpU/D29kbbtm1x5MgRfPHFF5gyZQqGDx+unlOlS5dmwxjRa5B7jg0fPhwLFy7EwoULcevWLTVxNzMzAwDEx8dj5MiR8PLyQp06dQwWL/0zlStXhoWFBbZu3QrgeYPMH6+nEREROHLkCCwsLAwRYoHCu7kCztbWFsuXL4eRkREGDBgAV1dXrFmzBn379oVOp1P3UxRFTdyfPn2K27dv4/fff2dPeyGj0Whw7do1uLq6YtiwYQgMDMyXlAGAl5cXxowZg88++wyjR4/GmDFjMGjQICxduhTr169HxYoVDRQ9vSq5jTcAsHbtWvj6+mLw4ME4c+aM2iiTmpqKZ8+eIT09HXq9HsePH8fHH3+MLVu2MJEwkKZNm6J8+fK4efMmDh48qD5eoUIF+Pv7w87ODoGBgdiyZUu+5+X2JtCb9cdzJLeR29bWFkePHsWlS5fg5uaG3377Db1798aiRYvQtGnTF75X2TBG9O/lnlfnzp1DSEgI1qxZg/j4eBgZGaFjx44ICAjA7du30aFDB9y/fx++vr4YNmwYHj9+bODI6Z/Q6/WwtLTERx99hN27d+Orr74C8H/X09zPw7Fjx2BmZgZzc3ODxVpQKMKsrlDIHSp9//59rF69Gi1atADw/EOdtzf9xo0b8PHxgY+PD5o2bWqocOlf8Pf3R1xcHNavX6+OlkhOTsbt27dx5swZdO/eHbVq1cLGjRtx+vRpxMXFoVGjRhg3bhzs7OwMHT69Qt7e3ti0aRO6du2KzMxMhIWFYeHChZgyZQoOHDiAvn37okGDBnj8+DFMTU0RFxcHY2PjF64L9OplZGSgZMmSaoOpXq+HkZERbty4gbFjxyIjIwOenp5wd3dXn5OSkoJ169bB29ubibqB5W0YCw0NxY0bN5CRkYEJEybA2toawPPv3U6dOqFGjRrYsmULypcvb8iQiYqs3O+s7du3Y/z48ahUqRJKliyJy5cvY8eOHWjTpg2ePXuGyMhIeHl54ffff4dGo8H27dvx7rvvGjp8+hcuXryITz/9FJcuXYKnpyd8fX2h1+uRlJSE4OBgrF27FpGRkWjYsKGhQzU4Ju2FyC+//ILx48cDAGbMmIHWrVu/dL8nT57kG1JNhcuQIUNw9+5dHDlyBMDzYe9bt27F4cOHodVqYW5ujqCgIPTv3x8A1LmwTAKKlr1798LT0xN79+5F48aNERMTg+bNmyM0NFQ99keOHEF0dDQURYG3tzeMjY2h0+n4WXjNNm3ahHnz5mHAgAFwcXFBu3bt8m3/5ZdfMGHCBGRlZcHDwyNf4p6Lx6lgmDZtGjZt2oR69eohKysLV69exY4dO9CyZUsAzxN3V1dXlCxZEpGRkXjrrbcMHDFR0XT8+HG4ubnBz88Po0aNUr/zzM3NsW3bNnTr1g06nQ7p6ek4e/Ys7OzsUKVKFUOHTX9RbsPMuXPnEB8fj99//x39+/fH22+/jdjYWCxYsAC7du1CjRo1oNFoUL58edy7dw9hYWGsVfD/MWkvZBITEzFp0iTcu3cPa9asgb29vbqNvWtFw+rVq7FixQp07doVGRkZ2Lx5M9zc3NCtWze8//776N69O5KTkxEdHQ1TU1NDh0uvyYYNG7Bjxw5s374dmzdvxujRo7Fo0SJ4enoiPT0daWlpqFmzZr7n5OTkcG70a6bT6fDhhx8iIiICs2bNwvTp0zFy5Eg4ODhg8ODB6n5Xr17F5MmTkZ2djUGDBuGjjz4yYNT0MsHBwViwYAH27NkDBwcH7Nq1C3369EGFChWwceNGtG/fHsDzebMzZsxAWFgYG1qIXoOnT5/C398fIoK5c+fizp07aNWqFTp06ACdToctW7bgwIEDaNu2raFDpX/gjyMpcqdx3r59G7t370aLFi1w//59XLlyBXv27IFOp0OLFi3QqlUrtT4MAVzyrRC6fPmyTJ48mcs5FVGJiYni5eUlDg4O0rBhQ9m1a5fcu3dP3f7NN99I48aN1fWDqWhavHixtG7dWg4dOiSlS5eW4OBgddvatWvFw8NDHj9+bMAIi68LFy5Iw4YNJS4uTs6ePSseHh7SunVrad26tYSFhcmdO3dEROT69evi5OQkY8eONXDEJJJ/+aAnT56It7e3rF+/XkREdu3aJaVKlZKvv/5a3NzcpFKlShIZGflfX4OI/pknT55IamqqHD16VG7fvi1arVauX78uJ0+elPT0dGnRooV4eHiIiMjJkydFURRRFEUOHz5s4Mjpnzp27JiULVtWVq9eLSIiV65cEUVRxMbGRo4cOWLg6AoH9rQXcnnn5VHRkZGRAXNzc2RnZ6NEiRL5to0ZMwZpaWnYsGEDC3MUES8bKp2UlIR+/frh3LlzWL58OcaNGwfgeY+Eu7s7ypcvj5CQEI6uecNEBL///jvGjh2LZs2awcvLC8DzwoAVKlRAo0aN8PDhQ8yYMQPvvfceKlWqBEtLS16nDSzvd+WpU6fQvHlzxMTEwMbGBhkZGejVqxcmTJiAcePGYc+ePejVqxcA4OzZs3B0dDRk6ERFSkJCAhYsWIAff/wRSUlJMDU1xfvvvw8fHx/Y29vjzJkzGDt2LDZu3Ih69erh0qVLmDt3Lt555x189NFH+VZHoYJL8oz+1Wq18PPzAwDMmjULt27dQps2beDq6oq0tDQcP34c4eHhcHZ2funz6TneRRRyvBEs3CRPtdTvvvsOK1aswG+//QZLS0sYGxvnS8rT09Px2WefITw8HHPmzGHCXgRERUUhPT1dXfYrr0qVKmHgwIFo1KgRzp07h4SEBBw8eBBubm64ceMGVq5cmW/VCHozFEVB6dKl0aZNG8ydOxc5OTkAAFdXV7i4uGD16tUYOXIkfHx84O/vz2XBCoD9+/erQ90nT54MLy8vZGRkwMnJCVWrVsWlS5dgbW0NNzc3AM+XVvTy8sL8+fPRuHFjQ4ZOVKRcvHgRbdu2RYkSJTBt2jScP38enp6eiI6Ohru7O6Kjo2FsbIzz58+ra3aHhoYiIyMDs2fPZsJeiOQm3NeuXQMAdOnSBT169MDjx4/Rv39/uLq64ptvvsG0adPw4MEDdOnSBcePH3/h+ZSHAXv5iYo1vV4vIiLh4eFSuXJlcXBwEAcHB6lQoYL8+OOP+fZdtWqVuLu7S/Xq1SU2NtYQ4dIrduPGDWnatKl06tRJ0tPTReT/ht7mfjbS09NlyZIl4uDgIObm5uLg4CA9evSQ7OzsfPvTm5M7LUmv18sHH3wgc+fOFTs7O2ndurWkpaWp+124cIFTmAoAnU4ne/bskVq1aomtra1YWVnJL7/8km+f4OBgMTMzk8TERElOTpYePXqIp6enul2r1b7psImKnAsXLkiJEiVk+vTpL5xTW7ZskaZNm0rz5s3lwoUL4u7uLoqiSPPmzcXS0lLi4uIMFDX9XdevXxc3NzcREdm5c6fUr19fEhMT1e1nzpwRBwcHuXDhgoiIxMXFycCBA2XEiBESHx9vkJgLCybtRAb0Z3N8qlSpIhERESIicufOHZkzZ45Mnz4934WPCjetVitr164VZ2dn6dGjxwuJe97kUKfTqQlFbkLPROL1+7OkO/dvP3PmTFEURfr06aPWmMg9PrnYsFIwDBw4UBRFkZYtW6qP5TZ+ZWVlSdu2bUWj0UjNmjWlUaNG6jYi+vdu3rwp5cqVk379+qmP6fX6fN9jq1atktKlS8uqVavk4cOHsnLlSlmyZIkkJCQYImT6h/bv3y82NjbSrFkzURRFNm3alG97eHi4GBkZSWJiouTk5Iivr6/07t1bsrKyDBRx4cE57URvkPzNOT7btm2Di4sLnj17Bo1Gw2rxRUTu50Cn02Hz5s0IDg5GuXLlsGHDBpQpUyZfFfh79+5h7dq18PDwQNmyZQGwlsWb8FfW8c7MzETz5s3Rs2dP9VymgkWv10On0yEsLAzp6en4+uuvUblyZRw+fBgAkJWVBTMzM+h0OuzZswc5OTno06cPjIyMuBoD0SuSlJSE/v37o1KlSpg6dSratGmjbst7X+Ts7IyKFSti69athgqVXoGZM2di/vz5aNSoES5cuADg+T2viYkJAKBDhw44ceIEGjdujKtXr+L48eNc1u0vYNJO9Jq9LMG6du0aqlWrhnPnzsHU1BS1a9dGly5dYG9vj2+++UZdn9TMzAwHDx6Ei4uLgaKnV+llnwWtVostW7YgKCgI5cuXx/r162FlZQURQWpqKvr27YunT5/ixx9/5HJTBvBn63g7OTlBURTMmTMHp0+fxrp169RlbMiw/qxRKycnB/v27YO3tzeqVq2qJu4AcODAAbRv315tGH1ZcUgi+ucSExMxYcIEiAhmzJihJu55k/Z27dqhcuXK2LhxoyFDpX8o99q7bt06XL58Gfv27UOlSpVeaCR99uwZ/vOf/0Cr1aJr166oU6eOgSMvHNhVQ/SaaTQa/Prrr/jggw8AALt27UKPHj1w48YNODk5wcHBAfHx8cjOzsbYsWMBACYmJhgwYAAGDx6M8uXLGzJ8ekXyJhJRUVGIiIhAREQETExMMHjwYEycOBGpqakYOnQofv/9d2i1Wri5uSEtLQ1nzpyBkZERi5m9YcHBwdiwYQN27tyJQ4cOYfLkybh//z769u2Lo0ePAgC6d++OQ4cO4dSpUwaOloAXR0jMnj0b8+bNw8WLF2FsbIxOnTohICAAt2/fhouLC+Lj49G5c2csXbpU7QUCwISd6BWztbXF8uXLoSgK5s+fj6ioKADPC47p9Xrcvn0bFhYW6Ny5MwCwyGohlHvtHT58OBYuXIiFCxfi1q1b6NSpEwDAzMwMABAfH4+RI0fCy8uLCfvfwKSd6A1ISEhAdHQ0mjVrhj59+sDX1xe1a9dWt9+5cwdxcXGwsLCATqdDeHg4MjMzERwcjHr16hkwcnpVcr/Mpk+fjiFDhsDHxwd9+/ZFv379cPnyZfTv3x9jx45FWloa+vXrB2dnZ6SlpeHixYswMTFBTk4Oh8S/Znkr+GdmZuLGjRvw9/eHg4MDdu/ejQ8//BBBQUFo3bo1Bg8ejGPHjqFZs2YIDg5Gz549DRg55co9R3x8fODj44NTp04hJiYGLi4uOHHiBCwsLNCxY0cEBgbi0aNHcHV1RWZmJvbs2cPVGIhes7yJ+7x583Dy5EkAz8/boKAgJCcno0OHDgBYPbywkDyrIIWEhGDNmjWIj4+HkZEROnbsqDaSdujQAffv34evry+GDRuGx48fGzjyQsggM+mJiiFfX19RFEXs7e3Vx/IWO2rfvr2YmJhIs2bNpFSpUnL+/HkDREmvU2BgoFSoUEHOnj0rIiIBAQGi0WgkMjJSRJ4XLdu4caPUrFlTGjdurH4+WHTu9ctbdC4qKkq0Wq2cPn1abt68KZcvXxZbW1sJDAwUEZHdu3eLoiiiKIqcO3dOfR6PU8GwYsUKqVKlinqebdy4URRFETMzM/n+++9F5PnxzszMlLNnz6rHnseP6M1ISEgQV1dX6dKli8TGxsqiRYtYJb4Q+uMqSI6OjuLi4iLlypWTEydOiIjI06dP5cCBA1K3bl2pXLmyVKlS5YUVkuiv4Zx2oteMc3wol4eHB6pWrQpfX1+EhYVh9OjR8PPzg6enJzIzM1GiRAnk5OTghx9+QIcOHVgM6w3Zv38/Fi1ahGPHjmHy5Mk4ceIEDh8+DCsrKwDAtm3bsGTJEmzbtg2VKlVCREQE9u7di3LlysHHx4fHpwB5/Pgx5syZAzs7O3z88cfYu3cvBg0ahNmzZyMuLg7h4eH4/vvv0bZt23zPY3FHojcrMTERkydPxo8//oiHDx/i9OnTcHR0NHRY9DcdP34cbm5u8PPzw6hRo9SaTObm5ti2bRu6desGnU6H9PR0nD17FnZ2dqhSpYqhwy6UmLQTvUE6nQ779u3D1KlTXyiEdP78edjZ2bFCfBGUW8HaxcUFY8eORb169dCuXTt8+eWXGDNmDHJycrBw4UI0btw43zBrFsN6/fR6Pfbt24eJEydCo9EgNTUVMTExqFWrlrrPihUrMGnSJPz8888oWbIkRo8ejSpVqiA4OBgA2LBiQHfv3kVqaiouXLiAJk2aoHbt2rh//z6ys7Oh1WrRs2dPeHl5Ydy4cdi5cyf69u0L4HldiZYtWxo4eqLi7erVq/D29oafnx/s7OwMHQ79TU+fPoW/vz9EBHPnzsWdO3fQqlUrdOjQATqdDlu2bMGBAwdeaCSlf4ZJO9FrIP+/Guq5c+cQGxsLjUaDVq1aoX79+nj69CkiIiIwdepUVK5cGZs3b0ZgYCB27dqFH374AeXKlTN0+PQv/Vmv3ZdffomgoCCkpKRgzZo1+PDDDwEA6enpcHNzQ8eOHTFt2rQ3HS4BGDRoEEJDQ+Hk5KQWlctdoiY7OxtdunTB8ePHUb16dZQsWRLnzp3LV7iM3rzt27djzZo1iI2NRWZmJrKzs9G5c2fMmjULDg4O2Lp1K5YsWYLvv/8eb731FiIjI7F582bY29vDw8ODDS1EBUDepcCoYMvMzERmZiZ+/vln2NraokKFCrh16xaSk5PRqFEjdO7cGY0bN8Y333yDqKgoODs7AwAOHTqEjh07Gjj6wo9jwYhesdyEffv27ejZsye++eYbrF+/Hi4uLjh58qRaCGnp0qW4c+cOmjZtinXr1mHNmjVM2IuAvAl7TEwMIiMjkZmZCQDo1q0b6tWrh3r16sHBwQHA8yKEAwcOREZGBqZOnWqwuIsrvV4PrVaL7t27IygoCOnp6WqlWxMTE2RlZcHU1BRHjhxBeHg4Fi1ahPPnz6vFAckwQkJCMHLkSLRv3x7fffcdbty4gc8++wwJCQkYNGgQzp49C0tLS5w5cwbJyclIS0vD4sWLodfr8cknn8DY2JjHj6gAYMJeOCQkJMDT0xPOzs7o2rUrGjRogGHDhuH3339H69atcfnyZWi1WkyaNAkAYGVlhX79+mHKlCmwsbExcPRFhMFm0xMVYZGRkVKuXDlZtWqViIicPXtWFEURCwsLtRBSTk6OpKWlyYEDB+TWrVuGDJdegylTpkjlypWlRIkS0qxZM9m6dauIiOzfv186deoklpaWYmdnJ02aNJHmzZurRedycnIMGXaxkLfoXF5arVZ27doldevWlY4dO+bbtn//fsnKylJ/5nEynFWrVompqamEh4e/sC0sLEzs7e3F2dlZYmNjxc3NTRRFEVtbW2nYsKF6nuUWUCIiov/uwoULUqlSJRkzZoysW7dO4uPjxcfHR2rVqiX16tWTM2fOqPe5Fy9eFBGRGTNmSLdu3eTJkycGjr7o4PB4on9B/n+vel6c41M85e1hP3DgAHx8fLB48WJUrlwZPj4+SE5OxoQJEzBs2DCkpqbixIkTSElJQdWqVdG9e3cWnXtD/riO95UrV2BkZIRevXrB3t4+3/QVa2trfPPNN/Dy8oJGo8H+/fu5DJGBHTt2DO3bt8fs2bMxc+ZMdbkhnU6nnjtBQUGYNm0a1q9fj/fffx979+6FTqdD3759eZ4REf0NFy9eRMuWLeHl5YW5c+fmu3aGhYXB398fJiYmCAkJgZ+fH8LCwvDuu+/i8uXLOHnyJBo3bmzA6IsWJu1E/1DuzT/n+BRvycnJqFy5svpzeHg4oqOjUapUKfj6+gJ4vkLAsGHDkJCQgPHjx2PAgAGwsLDI9zosOvdm+fj4IDQ0FHXr1oWFhQUiIyOxZ88eODs749mzZzh58iQmT56M9PR0VK1aFUePHoWJiclLG+rozUlMTMSIESNQtmxZfPrpp+r1FMjfINOoUSO0bdsWgYGB+Z7P84yI6K+5desWHBwc0K5dO4SFhQF43lmVt5E0JCQEU6ZMQUBAAPr164ctW7bg6dOn6N69O2xtbQ0ZfpHDOe1E/0DuzSHn+BRvw4cPx4YNGwA8/0w8ffoUs2bNQkBAAOLj49X9zMzMsH79etStWxcrV67EqlWroNVq870WE4k3Z+XKldi0aRPCw8Nx6NAhuLu74/Hjx+jUqRP27dsHc3NztG/fHtHR0QgPD8fx48fVOexM2A3L1tYWa9asQVZWFhYsWICTJ0+q23KPzePHj/Hs2TOUL1/+hefzPCMi+mt0Oh1q1KiBrKws9VqrKAqMjY3VUU6jRo2Cvb09Dh06BCsrK4wePRoTJ05kwv4aMGkn+ptyE/aLFy+ibdu2KFGiBKZNm4bz58/D09MT0dHRcHd3R3R0NIyNjXH+/Hk1QQsNDUVGRgZmz56N+vXrG/g3oX+rU6dOmDx5MgDg0aNHsLCwwIkTJ9C5c2fExsZi586d0Ol0AABTU1N8++23KFOmDH766ScOzzWQx48fIzExEXPmzEGzZs2wd+9ejBkzBgEBAejfvz/69euHY8eOQaPRwMLCAs2aNYNGo4Fer+cxKyBsbW2xfPlyKIqC+fPnIyoqKt/269evo0qVKnBycgIAcEAhEdHfV716dWzcuBHZ2dmYP39+vkbSvIyNjblc8RvA4fFEf0PehJ1zfIqvPw6RXr16NU6dOgUfHx/UrVsXv/32G3r16gW9Xo/p06ejW7du6rBdrVYLIyMjaDQaDrV+A7iOd9GVmJiICRMmQETw+eefw9nZGTk5OejVqxc0Gg127dr10qUXiYjor8t7rfX19UXr1q0BPL8nTk5OhoeHB9zd3TFs2DDe17xG/DYj+hs0Gg1u3bqFDh06oHv37vDz81OHCeUuH9S/f394enriypUriI6OxsqVK7FixQoMHDgQsbGxTNiLgD9+Id2/fx8xMTFYuXIlEhISULZsWezcuROKosDf3x8HDhyAXq8H8Hx5m9yeW36xvV7bt2/HiBEj0LlzZ4wdOxbvvvsu3N3d8eDBA9SuXRs///wzrK2tMXjwYADAW2+9BQ8PDwQFBeHdd981cPT0v+Ttcff390dUVBTc3d2RlJSE7du3q+cZERH9c3mvtfPmzVN73DUaDYKCgpCcnIwOHToAePH+iF4d9rQT/U1JSUno378/KlWqhKlTp6JNmzbqtrwtjM7OzqhYsSK2bt1qqFDpFRMRiMhLe++WLFmCDRs2wNnZGWPHjkWdOnXw22+/oU+fPkhJScG6devQqlUrA0RdPIWEhMDHxweff/45mjRpAkdHRwQGBmLTpk0QEWzYsAEPHjxA9+7d8dNPP6FixYr46KOPULFiRaxatQoAWGW8kEhMTMSkSZNw6NAh1KxZEz/99JNag4DHj4jo1cjb475w4UIcPnxYTeLZIfX6MWkn+gfyXrhmzJihJu55k/Z27dqhcuXK2LhxoyFDpdfk8OHD0Gg0sLS0RIsWLQAAAQEB2LRpU77EPTU1FTNnzkRQUBCLYL0hISEhGDduHDZv3qwOd8+1detWzJ8/H2XKlMGyZcuwYMECbN++HbVr14aZmRliY2NZJb4QunLlCoKDg/HVV1/B2NiYCTsR0WuQmJiIyZMn48cff8TDhw9x+vRpODo6GjqsYoFJO9E/xDk+xcf48eNRuXJlTJ8+HQAwadIktcfWxsYGvXr1wuzZswE8T9w3b94MFxcXjBo1Cg0aNFBfh8tNvX5cx5t4/IiIXp+rV6/C29sbfn5+sLOzM3Q4xQbntBP9Q5zjUzzcu3cPz549w/r16xEcHIwbN27g+PHjOHjwIPbu3Qs3NzesW7cO3t7eAIApU6Zg8ODB2Lp1Kw4dOgTg/6pXM2F//WxsbNCmTRvExsbixIkTUBRFXaImd37zuHHjUKNGDRw9ehSmpqbo27cv+vXrByMjo3zJPRVOPH5ERK9P3bp1sW3bNibsbxh72on+Jc7xKfquX7+OFStWYP/+/XBwcIClpSWCg4MBAKmpqfj2228RGBiIAQMGYNGiRQCAzZs3o3///kzUDeB/TV95/PgxHB0dMXToUPj6+ho4WiIiIqL/jj3tRP9Sbo+7iYkJXF1dMWPGDBw7dowJexGQu8Z6zZo14enpia5du+KHH35AUlKSuo+1tTWGDRuGCRMmYOvWrRgzZgwAYODAgWrPLb1ZXMebiIiIihIm7USvgK2tLQICAuDk5ITz58+zKEcRoNfr1V7yO3fuoGbNmvDy8kL//v1x8uRJLF26VN3X2toaQ4cOxdChQ5GampovCWRPu2H8cfpK7lD5nJwcfP7557C0tOT0FSIiIioUODye6BXSarUwMTExdBj0L+n1enVZtzlz5iAuLg4TJ07Ee++9h6SkJAQFBWHv3r0YO3Ysxo8frz7v0aNHKFOmDBRFYfHBAiJ3qLxGo8Fnn32Gr776CleuXEFcXBxMTEzyHWsiIiKigoh3KkSvEBP2oiE3ifv8888RHByMQYMGoV69egCA6tWr45NPPsH777+P4OBgfP311+rzrKysmLAXMHl73Nu1a4dLly6pCXtOTg4TdiIiIirw2NNORPQSFy5cwAcffIAVK1agY8eO6uO5Cfmvv/6KFStWICQkBCEhIfjggw8MGC39L1zHm4iIiAorJu1ERC8RFRWFAQMGICoqCtWqVcu3TavVwtjYGElJSfj+++/h6enJueuFCBN2IiIiKkw4LpCI6CUURUFycjKSk5MBPJ/nntvGefz4cRw+fBg1atTAuHHjWCW+kGHCTkRERIUJk3YiKtb0ev1LH7ezs0PXrl3x2WefIS4uDhqNBoqiQKvVws/PDxEREfn2Z087EREREb0OHB5PRMVW3srhe/bswcOHD5GdnY2RI0cCAHbt2oXg4GAkJydj/Pjx0Gq12LVrF+7evYvY2Fj22BIRERHRa8eknYiKpbwJ+7Rp07BhwwZUr14diYmJaNy4MZYtW4YGDRogKioKmzdvRlhYGGxtbVG1alVs2LABJiYm0Ol07GEnIiIioteKSTsRFWtfffUVFi9ejN27d8PR0RGhoaEYNGgQWrZsiZUrV6JRo0YAgAcPHqBMmTIwNjaGoigsZkZEREREbwTntBNRsXLo0CGEhoYCANLT05GYmIgvvvgCjo6O2L59Ozw9PREQEIB79+7hk08+QUxMDHQ6HcqVKwcTExN1HXYm7ERERET0JvCuk4iKjaioKLi6usLR0RF6vR6DBg1Cv379YGdnh7i4OHh7e2POnDmYMGECrK2tMWzYMAwbNgw7duxAnTp11NdRFMWAvwURERERFSdM2omo2Hjw4AEAoESJEggNDYWRkRHc3d0BAGFhYXjnnXcwcOBAAM8T808++QRpaWmoVauWwWImIiIiouKNw+OJqNjo1asXhgwZAkVRYGJigpUrV2LDhg0AgJSUFNy+fRs6nQ6PHz/Gli1bUL9+fWzevJnrsBMRERGRwbAQHREVC1lZWTAzM8PGjRsRGRmJESNG4IsvvkBqaiq8vb3RvHlzNGnSBABgYWGBkiVL4ty5czAxMTFs4ERERERUrDFpJ6Ii6+jRo7h+/TpGjBihPpaSkoJ3330X8+bNQ9euXTF27Fjcv38f06ZNQ6tWrfDdd9/B2NgYo0aNgrGxMavEExEREZFBMWknoiLp6NGj6NChAwCgc+fO6N27N9q0aYOGDRsiNDQUmzZtwqZNm3Djxg3MmjULDx48gIeHBwYNGqS+BtdhJyIiIiJD45x2IiqSqlatCmdnZ7Rr1w5ZWVm4fPky2rZti2XLliElJQVPnjxBXFwc7OzsMHfuXCiKglOnTuV7DSbsRERERGRo7GknoiIrISEB06dPh1arxYQJE6DT6bBq1So8ffoUBw4cQK9evbBt2zYYGRkhKSkJ1apVg0bDtkwiIiIiKjiYtBNRkXb16lVMnDgRer0ey5Ytg62tLa5evYqvvvoK48ePR+PGjSEi6trrer2eiTsRERERFRhM2omoyEtMTMS4ceMAADNmzICzs7O6jUk6ERERERVkvFMloiLP1tYWQUFB0Gg08PPzw8mTJ9VtTNiJiIiIqCDj3SoRFQu2trZYvnw5jIyMMGnSJFy8eNHQIRERERER/U9M2omo2LC1tcWXX34JFxcXNGzY0NDhEBERERH9T5zTTkTFFuezExEREVFBx6SdiIiIiIiIqIBiFxMRERERERFRAcWknYiIiIiIiKiAYtJOREREREREVEAxaSciIiIiIiIqoJi0ExERERERERVQTNqJiIiKuWPHjkFRFDx69OiNvN+6detgZWX1X/eZPXs2mjRpov48fPhw9O7d+7XGRUREVBAxaSciIirkUlNT4enpiWrVqsHMzAwVK1ZEly5dEBUVZejQXplly5Zh3bp16s9t27bFxIkTDRYPERHRm2Js6ACIiIjo33Fzc0N2dja+/fZb1KxZE/fu3UNERATS0tJe23vqdDooigKN5s20/5cpU+aNvA8REVFBw552IiKiQuzRo0c4ceIEFi1ahHbt2uGdd95B8+bNMX36dPTs2RNJSUlQFAVxcXH5nqMoCo4dO5bvtaKiomBvbw9zc3M4OTnh559/VrflDmnfvXs3GjRoADMzM9y8eRNZWVmYMmUKbGxsULJkSbRo0eKF1123bh2qVauGEiVKoE+fPi9tTPD390eFChVQqlQpjBgxAs+ePcu3Pe/w+OHDhyMyMhLLli2DoihQFAVJSUn/5s9IRERUYDFpJyIiKsQsLS1haWmJnTt3Iisr61+91tSpU7F48WKcPXsW1tbW6NGjB7Rarbo9MzMTixYtwurVq3Hp0iWUL18e48aNw+nTpxEaGoqLFy+iX79+cHV1RWJiIgAgOjoaI0aMwLhx4xAXF4d27dph/vz5+d43LCwMs2fPhp+fH2JiYlCpUiUEBwf/aZzLli1Dy5YtMWrUKKSkpCAlJQVVq1b9V787ERFRQcWknYiIqBAzNjbGunXr8O2338LKygqtW7fGZ599hosXL/7t15o1axY6deqERo0a4dtvv8W9e/ewY8cOdbtWq0VwcDBatWqFunXr4sGDB1i7di22bt0KZ2dn1KpVC1OmTEGbNm2wdu1aAM8TbFdXV3h7e6NOnTqYMGECunTpku99ly5dihEjRmDEiBGoW7cu5s+fjwYNGvxpnGXKlIGpqSlKlCiBihUromLFijAyMvrbvy8REVFhwKSdiIiokHNzc0NycjJ2794NV1dXHDt2DA4ODvkKt/0VLVu2VP9ftmxZ1K1bF/Hx8epjpqamsLe3V3/+6aefoNPpUKdOHbXH39LSEpGRkbh27RoAID4+Hi1atPjT9/mr+xARERVXLERHRERUBJibm6NTp07o1KkTfH19MXLkSMyaNQsnTpwAAIiIum/eIe9/h4WFBRRFUX/OyMiAkZERzp0790JPt6Wl5T96DyIiIsqPPe1ERERFUIMGDfDkyRNYW1sDAFJSUtRteYvS5XXmzBn1/w8fPkRCQgLq16//p+/RtGlT6HQ63L9/H7Vr1873r2LFigCA+vXrIzo6+k/f56/u80empqbQ6XT/dR8iIqKigD3tREREhVhaWhr69euHjz/+GPb29ihVqhRiYmLwxRdfoFevXrCwsICTkxP8/f1Ro0YN3L9/HzNmzHjpa82dOxdvv/02KlSogM8//xzlypVTK7a/TJ06dTB48GAMHToUixcvRtOmTZGamoqIiAjY29uje/fumDBhAlq3bo2AgAD06tULBw8exIEDB/K9jpeXF4YPH45mzZqhdevW2LhxIy5duoSaNWv+6XtXr14d0dHRSEpKgqWlJcqWLfvGlp8jIiJ6k/jtRkREVIhZWlqiRYsWWLJkCVxcXNCwYUP4+vpi1KhRCAoKAgD85z//QU5ODhwdHTFx4sQXqrfn8vf3h5eXFxwdHXH37l3s2bMHpqam//X9165di6FDh+LTTz9F3bp10bt3b5w9exbVqlUDADg5OSEkJATLli1D48aNcejQoRcaDdzd3eHr6wtvb284Ojrixo0b8PT0/K/vO2XKFBgZGaFBgwawtrbGzZs3/+qfjIiIqFBRJO8kNyIiIiIiIiIqMNjTTkRERERERFRAMWknIiIiIiIiKqCYtBMREREREREVUEzaiYiIiIiIiAooJu1EREREREREBRSTdiIiIiIiIqICikk7ERERERERUQHFpJ2IiIiIiIiogGLSTkRERERERFRAMWknIiIiIiIiKqCYtBMREREREREVUEzaiYiIiIiIiAqo/wcgFFoy7/BksQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display sentiment distribution across subreddits\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.countplot(x=\"subreddit\", hue=\"sentiment\", data=df, palette=\"Set2\")\n",
    "plt.title(\"Sentiment Distribution Across Subreddits\")\n",
    "plt.xlabel(\"Subreddit\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Emotion Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nrclex import NRCLex\n",
    "\n",
    "# Function to perform emotion analysis\n",
    "def analyze_emotions(text):\n",
    "    emotion = NRCLex(text)\n",
    "    return emotion.raw_emotion_scores\n",
    "\n",
    "\n",
    "# Apply the emotion analysis to each cleaned comment\n",
    "df[\"emotions\"] = df[\"cleaned_comment\"].apply(analyze_emotions)\n",
    "\n",
    "# Convert the dictionary of emotions into individual columns\n",
    "emotion_df = df[\"emotions\"].apply(pd.Series).fillna(0)\n",
    "\n",
    "# Add the emotion columns back to the original dataframe\n",
    "df = pd.concat([df, emotion_df], axis=1)\n",
    "\n",
    "# Display the sum of each emotion across the entire dataset\n",
    "emotion_totals = emotion_df.sum().sort_values(ascending=False)\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(x=emotion_totals.index, y=emotion_totals.values, palette=\"viridis\")\n",
    "plt.title(\"Total Emotion Counts in Reddit Comments\")\n",
    "plt.xlabel(\"Emotion\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# If you want to visualize emotions across different subreddits:\n",
    "plt.figure(figsize=(12, 8))\n",
    "emotion_sums_by_subreddit = emotion_df.groupby(df[\"subreddit\"]).sum()\n",
    "emotion_sums_by_subreddit.plot(\n",
    "    kind=\"bar\", stacked=True, figsize=(15, 10), colormap=\"tab20\"\n",
    ")\n",
    "plt.title(\"Emotions Across Different Subreddits\")\n",
    "plt.xlabel(\"Subreddit\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.legend(loc=\"upper right\", bbox_to_anchor=(1.2, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. Named Entity Recognition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                     cleaned_comment entities\n",
      "0                               set internal api key       []\n",
      "2                                               beat       []\n",
      "3  disrespect intended re trying reinvent wheel r...       []\n",
      "4  hi r python mod look like asking help suggest ...       []\n",
      "5  scraping course tour website make r feed makin...       []\n"
     ]
    },
    {
     "data": {
      "image/png": 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NGjWS5557Tvz9/cXJyUl++OEHiYqKkq5duz5RnQEAGYA9bwUAAPjvst56z/rn4uKiPj4+2qRJE33//fdtbvFm9eAt1TZs2KBt27ZVX19fdXFxUV9fX33++ef12LFjNs/78ccf1d/fX52cnGxuRVavXj0tW7ZsquV72K33vvjiCw0NDdW8efOqu7u7tmzZUk+fPp3i+e+8847mz59fXV1dtVatWvrHH3+keM1Hle3BW++pql6/fl1feeUV9fX1VWdnZy1ZsqS+/fbbmpSUZLOdiGhISEiKMj3sloAPioqK0j59+mju3LnVxcVFy5cvn+rtAdPq1nvJ69mrVy/NmjVriuendju9bdu2aZUqVdTFxcXmNnypbXvkyBGtW7euuru7q4ik+HeIj4/XHDlyqJeXl96+ffux6mT9TDzsb+vWraqqumDBAi1ZsqS6urqqn5+fLly4MNUyWt+3JUuWGNsHBATopk2bUuw7KipKQ0JCtGDBgurs7Kw+Pj7aqFEj/eijj4xtHrz13uXLlzUkJET9/Pw0a9as6uXlpTVq1NCvv/76seoLAMhYLKoZYKYeAACAZyghIUF8fX2ldevWsmDBAnsXBwCAf40x+wAA4D9v+fLlcunSJenZs6e9iwIAQJqgZR8AAPxn7dy5UyIiImTy5MmSO3dum8nxAADIyGjZBwAA/1nz5s2TQYMGSd68eeWzzz6zd3EAAEgztOwDAAAAAGAytOwDAAAAAGAyhH0AAAAAAEzGyd4FcARJSUly4cIFyZYtm1gsFnsXBwAAAABgcqoq169fF19fX8mUKe3b4Qn7InLhwgUpWLCgvYsBAAAAAPiPOXv2rBQoUCDNX5ewLyLZsmUTkfv/yJ6ennYuDQAAAADA7OLi4qRgwYJGHk1rhH0Ro+u+p6cnYR8AAAAAkG6e1VByJugDAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJiMXcN+YmKihIWFSdGiRcXd3V2KFy8ukydPFlU1tlFVGT9+vOTLl0/c3d2lcePGcvz4cZvXuXr1qnTv3l08PT0le/bs0q9fP7lx40Z6VwcAAAAAAIfgZM+dv/XWWzJv3jxZvHixlC1bVv744w/p06ePeHl5ydChQ0VEZPr06TJr1ixZvHixFC1aVMLCwiQ4OFgOHTokbm5uIiLSvXt3uXjxoqxbt07u3bsnffr0kYEDB8qyZcueafnf/PPyM339B40JyJ2u+wMAAAAAZEwWTd6Mns5atWol3t7esmDBAmNZx44dxd3dXZYsWSKqKr6+vjJixAh59dVXRUQkNjZWvL29ZdGiRdK1a1c5fPiw+Pv7y+7du6Vq1aoiIrJ69Wpp0aKFnDt3Tnx9ff+xHHFxceLl5SWxsbHi6en52OUn7AMAAAAAnsbT5tDHZddu/DVr1pQNGzbIsWPHRERk37598ttvv0nz5s1FROTUqVMSGRkpjRs3Np7j5eUlNWrUkO3bt4uIyPbt2yV79uxG0BcRady4sWTKlEl27tyZ6n7j4+MlLi7O5g8AAAAAALOwazf+MWPGSFxcnPj5+UnmzJklMTFR3njjDenevbuIiERGRoqIiLe3t83zvL29jXWRkZGSN29em/VOTk6SM2dOY5sHTZs2TV5//fW0rg4AAAAAAA7Bri37X3/9tSxdulSWLVsme/fulcWLF8uMGTNk8eLFz3S/oaGhEhsba/ydPXv2me4PAAAAAID0ZNeW/ZEjR8qYMWOka9euIiJSvnx5OX36tEybNk169eolPj4+IiISFRUl+fLlM54XFRUllSpVEhERHx8fiY6OtnndhIQEuXr1qvH8B7m6uoqrq+szqBEAAAAAAPZn15b9W7duSaZMtkXInDmzJCUliYhI0aJFxcfHRzZs2GCsj4uLk507d0pQUJCIiAQFBUlMTIzs2bPH2Gbjxo2SlJQkNWrUSIdaAAAAAADgWOzast+6dWt54403pFChQlK2bFn5888/ZebMmdK3b18REbFYLDJs2DCZMmWKlCxZ0rj1nq+vr7Rr105ERMqUKSPNmjWTAQMGyPz58+XevXsyePBg6dq162PNxA8AAAAAgNnYNezPnj1bwsLC5H//+59ER0eLr6+vvPjiizJ+/Hhjm1GjRsnNmzdl4MCBEhMTI7Vr15bVq1eLm5ubsc3SpUtl8ODB0qhRI8mUKZN07NhRZs2aZY8qAQAAAABgdxZVVXsXwt6e9v6Gb/55+RmWKqUxAbnTdX8AAAAAgGfjaXPo47LrmH0AAAAAAJD2CPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDJO9i4AHNObf15Ot32NCcidbvsCAAAAgP8CWvYBAAAAADAZwj4AAAAAACZD2AcAAAAAwGQI+wAAAAAAmAxhHwAAAAAAkyHsAwAAAABgMoR9AAAAAABMhrAPAAAAAIDJEPYBAAAAADAZwj4AAAAAACZD2AcAAAAAwGQI+wAAAAAAmAxhHwAAAAAAkyHsAwAAAABgMnYN+0WKFBGLxZLiLyQkRERE7ty5IyEhIZIrVy7x8PCQjh07SlRUlM1rnDlzRlq2bClZsmSRvHnzysiRIyUhIcEe1QEAAAAAwCHYNezv3r1bLl68aPytW7dOREQ6d+4sIiKvvPKK/Pzzz/LNN9/Ili1b5MKFC9KhQwfj+YmJidKyZUu5e/eubNu2TRYvXiyLFi2S8ePH26U+AAAAAAA4Aid77jxPnjw2j998800pXry41KtXT2JjY2XBggWybNkyadiwoYiILFy4UMqUKSM7duyQwMBAWbt2rRw6dEjWr18v3t7eUqlSJZk8ebKMHj1aJk6cKC4uLvaoFhzcm39eTrd9jQnInW77AgAAAAArhxmzf/fuXVmyZIn07dtXLBaL7NmzR+7duyeNGzc2tvHz85NChQrJ9u3bRURk+/btUr58efH29ja2CQ4Olri4ODl48GC61wEAAAAAAEdg15b95JYvXy4xMTHSu3dvERGJjIwUFxcXyZ49u8123t7eEhkZaWyTPOhb11vXPUx8fLzEx8cbj+Pi4tKgBgAAAAAAOAaHadlfsGCBNG/eXHx9fZ/5vqZNmyZeXl7GX8GCBZ/5PgEAAAAASC8OEfZPnz4t69evl/79+xvLfHx85O7duxITE2OzbVRUlPj4+BjbPDg7v/WxdZvUhIaGSmxsrPF39uzZNKoJAAAAAAD25xBhf+HChZI3b15p2bKlsaxKlSri7OwsGzZsMJYdPXpUzpw5I0FBQSIiEhQUJPv375fo6Ghjm3Xr1omnp6f4+/s/dH+urq7i6elp8wcAAAAAgFnYfcx+UlKSLFy4UHr16iVOTv9XHC8vL+nXr58MHz5ccubMKZ6enjJkyBAJCgqSwMBAERFp2rSp+Pv7S48ePWT69OkSGRkp48aNk5CQEHF1dbVXlQAAAAAAsCu7h/3169fLmTNnpG/fvinWvfvuu5IpUybp2LGjxMfHS3BwsMydO9dYnzlzZlmxYoUMGjRIgoKCJGvWrNKrVy+ZNGlSelYBAAAAAACHYvew37RpU1HVVNe5ubnJnDlzZM6cOQ99fuHChWXlypXPqngAAAAAAGQ4DjFmHwAAAAAApB3CPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYjN3D/vnz5+WFF16QXLlyibu7u5QvX17++OMPY72qyvjx4yVfvnzi7u4ujRs3luPHj9u8xtWrV6V79+7i6ekp2bNnl379+smNGzfSuyoAAAAAADgEu4b9a9euSa1atcTZ2VlWrVolhw4dknfeeUdy5MhhbDN9+nSZNWuWzJ8/X3bu3ClZs2aV4OBguXPnjrFN9+7d5eDBg7Ju3TpZsWKF/PrrrzJw4EB7VAkAAAAAALtzsufO33rrLSlYsKAsXLjQWFa0aFHj/1VV3nvvPRk3bpy0bdtWREQ+++wz8fb2luXLl0vXrl3l8OHDsnr1atm9e7dUrVpVRERmz54tLVq0kBkzZoivr2/6VgoAAAAAADuza8v+Tz/9JFWrVpXOnTtL3rx5JSAgQD7++GNj/alTpyQyMlIaN25sLPPy8pIaNWrI9u3bRURk+/btkj17diPoi4g0btxYMmXKJDt37kx1v/Hx8RIXF2fzBwAAAACAWdg17J88eVLmzZsnJUuWlDVr1sigQYNk6NChsnjxYhERiYyMFBERb29vm+d5e3sb6yIjIyVv3rw2652cnCRnzpzGNg+aNm2aeHl5GX8FCxZM66oBAAAAAGA3dg37SUlJUrlyZZk6daoEBATIwIEDZcCAATJ//vxnut/Q0FCJjY01/s6ePftM9wcAAAAAQHqya9jPly+f+Pv72ywrU6aMnDlzRkREfHx8REQkKirKZpuoqChjnY+Pj0RHR9usT0hIkKtXrxrbPMjV1VU8PT1t/gAAAAAAMAu7hv1atWrJ0aNHbZYdO3ZMChcuLCL3J+vz8fGRDRs2GOvj4uJk586dEhQUJCIiQUFBEhMTI3v27DG22bhxoyQlJUmNGjXSoRYAAAAAADgWu87G/8orr0jNmjVl6tSp8txzz8muXbvko48+ko8++khERCwWiwwbNkymTJkiJUuWlKJFi0pYWJj4+vpKu3btROR+T4BmzZoZ3f/v3bsngwcPlq5duzITPwAAAADgP8muYb9atWryww8/SGhoqEyaNEmKFi0q7733nnTv3t3YZtSoUXLz5k0ZOHCgxMTESO3atWX16tXi5uZmbLN06VIZPHiwNGrUSDJlyiQdO3aUWbNm2aNKAAAAAADYnUVV1d6FsLe4uDjx8vKS2NjYJxq//+afl59hqVIaE5A73faVnnVLz3qJmLtuAAAAADKGp82hj8uuY/YBAAAAAEDaI+wDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMk42bsAANLGm39eTtf9jQnIna77AwAAAPD4aNkHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGbuG/YkTJ4rFYrH58/PzM9bfuXNHQkJCJFeuXOLh4SEdO3aUqKgom9c4c+aMtGzZUrJkySJ58+aVkSNHSkJCQnpXBQAAAAAAh+Fk7wKULVtW1q9fbzx2cvq/Ir3yyivyyy+/yDfffCNeXl4yePBg6dChg/z+++8iIpKYmCgtW7YUHx8f2bZtm1y8eFF69uwpzs7OMnXq1HSvCwAAAAAAjsDuYd/JyUl8fHxSLI+NjZUFCxbIsmXLpGHDhiIisnDhQilTpozs2LFDAgMDZe3atXLo0CFZv369eHt7S6VKlWTy5MkyevRomThxori4uKR3dQAAAAAAsDu7j9k/fvy4+Pr6SrFixaR79+5y5swZERHZs2eP3Lt3Txo3bmxs6+fnJ4UKFZLt27eLiMj27dulfPny4u3tbWwTHBwscXFxcvDgwYfuMz4+XuLi4mz+AAAAAAAwC7uG/Ro1asiiRYtk9erVMm/ePDl16pTUqVNHrl+/LpGRkeLi4iLZs2e3eY63t7dERkaKiEhkZKRN0Leut657mGnTpomXl5fxV7BgwbStGAAAAAAAdmTXbvzNmzc3/r9ChQpSo0YNKVy4sHz99dfi7u7+zPYbGhoqw4cPNx7HxcUR+AEAAAAApmH3bvzJZc+eXUqVKiUnTpwQHx8fuXv3rsTExNhsExUVZYzx9/HxSTE7v/VxavMAWLm6uoqnp6fNHwAAAAAAZuFQYf/GjRvy119/Sb58+aRKlSri7OwsGzZsMNYfPXpUzpw5I0FBQSIiEhQUJPv375fo6Ghjm3Xr1omnp6f4+/une/kBAAAAAHAEdu3G/+qrr0rr1q2lcOHCcuHCBZkwYYJkzpxZnn/+efHy8pJ+/frJ8OHDJWfOnOLp6SlDhgyRoKAgCQwMFBGRpk2bir+/v/To0UOmT58ukZGRMm7cOAkJCRFXV1d7Vg0AAAAAALuxa9g/d+6cPP/883LlyhXJkyeP1K5dW3bs2CF58uQREZF3331XMmXKJB07dpT4+HgJDg6WuXPnGs/PnDmzrFixQgYNGiRBQUGSNWtW6dWrl0yaNMleVQIAAAAAwO7sGva//PLLR653c3OTOXPmyJw5cx66TeHChWXlypVpXTQAAAAAADIshxqzDwAAAAAA/j3CPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMJmnCvvFihWTK1eupFgeExMjxYoV+9eFAgAAAAAAT++pwv7ff/8tiYmJKZbHx8fL+fPn/3WhAAAAAADA03N6ko1/+ukn4//XrFkjXl5exuPExETZsGGDFClSJM0KBwAAAAAAntwThf127dqJiIjFYpFevXrZrHN2dpYiRYrIO++8k2aFAwAAAAAAT+6Jwn5SUpKIiBQtWlR2794tuXPnfiaFAgAAAAAAT++Jwr7VqVOn0rocAAAAAAAgjTxV2BcR2bBhg2zYsEGio6ONFn+rTz/99F8XDAAAAAAAPJ2nCvuvv/66TJo0SapWrSr58uUTi8WS1uUCAAAAAABP6anC/vz582XRokXSo0ePtC4PAAAAAAD4lzI9zZPu3r0rNWvWTOuyAAAAAACANPBUYb9///6ybNmytC4LAAAAAABIA0/Vjf/OnTvy0Ucfyfr166VChQri7Oxss37mzJlpUjgAAAAAAPDknirsR0RESKVKlURE5MCBAzbrmKwPAAAAAAD7eqqwv2nTprQuBwAAAAAASCNPNWYfAAAAAAA4rqdq2W/QoMEju+tv3LjxqQsEAAAAAAD+nacK+9bx+lb37t2T8PBwOXDggPTq1SstygUAAAAAAJ7SU4X9d999N9XlEydOlBs3bvyrAgEAAAAAgH8nTcfsv/DCC/Lpp5+m5UsCAAAAAIAnlKZhf/v27eLm5paWLwkAAAAAAJ7QU3Xj79Chg81jVZWLFy/KH3/8IWFhYWlSMAAAAAAA8HSeKux7eXnZPM6UKZOULl1aJk2aJE2bNk2TggEAAAAAgKfzVGF/4cKFaV0OAAAAAACQRp4q7Fvt2bNHDh8+LCIiZcuWlYCAgDQpFAAAAAAAeHpPFfajo6Ola9eusnnzZsmePbuIiMTExEiDBg3kyy+/lDx58qRlGQEAAAAAwBN4qtn4hwwZItevX5eDBw/K1atX5erVq3LgwAGJi4uToUOHpnUZAQAAAADAE3iqsL969WqZO3eulClTxljm7+8vc+bMkVWrVj1VQd58802xWCwybNgwY9mdO3ckJCREcuXKJR4eHtKxY0eJioqyed6ZM2ekZcuWkiVLFsmbN6+MHDlSEhISnqoMAAAAAACYwVOF/aSkJHF2dk6x3NnZWZKSkp749Xbv3i0ffvihVKhQwWb5K6+8Ij///LN88803smXLFrlw4YLNbf8SExOlZcuWcvfuXdm2bZssXrxYFi1aJOPHj3/ySgEAAAAAYBJPFfYbNmwoL7/8sly4cMFYdv78eXnllVekUaNGT/RaN27ckO7du8vHH38sOXLkMJbHxsbKggULZObMmdKwYUOpUqWKLFy4ULZt2yY7duwQEZG1a9fKoUOHZMmSJVKpUiVp3ry5TJ48WebMmSN37959mqoBAAAAAJDhPVXY/+CDDyQuLk6KFCkixYsXl+LFi0vRokUlLi5OZs+e/USvFRISIi1btpTGjRvbLN+zZ4/cu3fPZrmfn58UKlRItm/fLiIi27dvl/Lly4u3t7exTXBwsMTFxcnBgwefpmoAAAAAAGR4TzUbf8GCBWXv3r2yfv16OXLkiIiIlClTJkVg/ydffvml7N27V3bv3p1iXWRkpLi4uBiz/Vt5e3tLZGSksU3yoG9db133MPHx8RIfH288jouLe6JyAwAAAADgyJ6oZX/jxo3i7+8vcXFxYrFYpEmTJjJkyBAZMmSIVKtWTcqWLStbt259rNc6e/asvPzyy7J06VJxc3N7qsI/rWnTpomXl5fxV7BgwXTdPwAAAAAAz9IThf333ntPBgwYIJ6eninWeXl5yYsvvigzZ858rNfas2ePREdHS+XKlcXJyUmcnJxky5YtMmvWLHFychJvb2+5e/euxMTE2DwvKipKfHx8RETEx8cnxez81sfWbVITGhoqsbGxxt/Zs2cfq8wAAAAAAGQETxT29+3bJ82aNXvo+qZNm8qePXse67UaNWok+/fvl/DwcOOvatWq0r17d+P/nZ2dZcOGDcZzjh49KmfOnJGgoCAREQkKCpL9+/dLdHS0sc26devE09NT/P39H7pvV1dX8fT0tPkDAAAAAMAsnmjMflRUVKq33DNezMlJLl269FivlS1bNilXrpzNsqxZs0quXLmM5f369ZPhw4dLzpw5xdPTU4YMGSJBQUESGBgoIvcvLvj7+0uPHj1k+vTpEhkZKePGjZOQkBBxdXV9kqoBAAAAAGAaT9Synz9/fjlw4MBD10dEREi+fPn+daGs3n33XWnVqpV07NhR6tatKz4+PvL9998b6zNnziwrVqyQzJkzS1BQkLzwwgvSs2dPmTRpUpqVAQAAAACAjOaJWvZbtGghYWFh0qxZsxST6t2+fVsmTJggrVq1eurCbN682eaxm5ubzJkzR+bMmfPQ5xQuXFhWrlz51PsEAAAAAMBsnijsjxs3Tr7//nspVaqUDB48WEqXLi0iIkeOHJE5c+ZIYmKivPbaa8+koAAAAAAA4PE8Udj39vaWbdu2yaBBgyQ0NFRUVURELBaLBAcHy5w5c1Lc9x4AAAAAAKSvJwr7Iv/Xbf7atWty4sQJUVUpWbKk5MiR41mUDwAAAAAAPKEnDvtWOXLkkGrVqqVlWQAAAAAAQBp4otn4AQAAAACA4yPsAwAAAABgMoR9AAAAAABMhrAPAAAAAIDJEPYBAAAAADAZwj4AAAAAACZD2AcAAAAAwGQI+wAAAAAAmAxhHwAAAAAAkyHsAwAAAABgMk72LgAA/JM3/7ycrvsbE5A7XfcHAAAApDVa9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTsWvYnzdvnlSoUEE8PT3F09NTgoKCZNWqVcb6O3fuSEhIiOTKlUs8PDykY8eOEhUVZfMaZ86ckZYtW0qWLFkkb968MnLkSElISEjvqgAAAAAA4DDsGvYLFCggb775puzZs0f++OMPadiwobRt21YOHjwoIiKvvPKK/Pzzz/LNN9/Ili1b5MKFC9KhQwfj+YmJidKyZUu5e/eubNu2TRYvXiyLFi2S8ePH26tKAAAAAADYnZM9d966dWubx2+88YbMmzdPduzYIQUKFJAFCxbIsmXLpGHDhiIisnDhQilTpozs2LFDAgMDZe3atXLo0CFZv369eHt7S6VKlWTy5MkyevRomThxori4uNijWgAAAAAA2JXDjNlPTEyUL7/8Um7evClBQUGyZ88euXfvnjRu3NjYxs/PTwoVKiTbt28XEZHt27dL+fLlxdvb29gmODhY4uLijN4BqYmPj5e4uDibPwAAAAAAzMLuYX///v3i4eEhrq6u8tJLL8kPP/wg/v7+EhkZKS4uLpI9e3ab7b29vSUyMlJERCIjI22CvnW9dd3DTJs2Tby8vIy/ggULpm2lAAAAAACwI7uH/dKlS0t4eLjs3LlTBg0aJL169ZJDhw49032GhoZKbGys8Xf27Nlnuj8AAAAAANKTXcfsi4i4uLhIiRIlRESkSpUqsnv3bnn//felS5cucvfuXYmJibFp3Y+KihIfHx8REfHx8ZFdu3bZvJ51tn7rNqlxdXUVV1fXNK4JAAAAAACOwe4t+w9KSkqS+Ph4qVKlijg7O8uGDRuMdUePHpUzZ85IUFCQiIgEBQXJ/v37JTo62thm3bp14unpKf7+/uledgAAAAAAHIFdW/ZDQ0OlefPmUqhQIbl+/bosW7ZMNm/eLGvWrBEvLy/p16+fDB8+XHLmzCmenp4yZMgQCQoKksDAQBERadq0qfj7+0uPHj1k+vTpEhkZKePGjZOQkBBa7gEAAAAA/1l2DfvR0dHSs2dPuXjxonh5eUmFChVkzZo10qRJExEReffddyVTpkzSsWNHiY+Pl+DgYJk7d67x/MyZM8uKFStk0KBBEhQUJFmzZpVevXrJpEmT7FUlAAAAAADszq5hf8GCBY9c7+bmJnPmzJE5c+Y8dJvChQvLypUr07poAAAAAABkWA43Zh8AAAAAAPw7hH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBm7hv1p06ZJtWrVJFu2bJI3b15p166dHD161GabO3fuSEhIiOTKlUs8PDykY8eOEhUVZbPNmTNnpGXLlpIlSxbJmzevjBw5UhISEtKzKgAAAAAAOAy7hv0tW7ZISEiI7NixQ9atWyf37t2Tpk2bys2bN41tXnnlFfn555/lm2++kS1btsiFCxekQ4cOxvrExERp2bKl3L17V7Zt2yaLFy+WRYsWyfjx4+1RJQAAAAAA7M7JnjtfvXq1zeNFixZJ3rx5Zc+ePVK3bl2JjY2VBQsWyLJly6Rhw4YiIrJw4UIpU6aM7NixQwIDA2Xt2rVy6NAhWb9+vXh7e0ulSpVk8uTJMnr0aJk4caK4uLjYo2oAAAAAANiNQ43Zj42NFRGRnDlziojInj175N69e9K4cWNjGz8/PylUqJBs375dRES2b98u5cuXF29vb2Ob4OBgiYuLk4MHD6a6n/j4eImLi7P5AwAAAADALBwm7CclJcmwYcOkVq1aUq5cORERiYyMFBcXF8mePbvNtt7e3hIZGWlskzzoW9db16Vm2rRp4uXlZfwVLFgwjWsDAAAAAID9OEzYDwkJkQMHDsiXX375zPcVGhoqsbGxxt/Zs2ef+T4BAAAAAEgvdh2zbzV48GBZsWKF/Prrr1KgQAFjuY+Pj9y9e1diYmJsWvejoqLEx8fH2GbXrl02r2edrd+6zYNcXV3F1dU1jWsBAAAAAIBjsGvLvqrK4MGD5YcffpCNGzdK0aJFbdZXqVJFnJ2dZcOGDcayo0ePypkzZyQoKEhERIKCgmT//v0SHR1tbLNu3Trx9PQUf3//9KkIAAAAAAAOxK4t+yEhIbJs2TL58ccfJVu2bMYYey8vL3F3dxcvLy/p16+fDB8+XHLmzCmenp4yZMgQCQoKksDAQBERadq0qfj7+0uPHj1k+vTpEhkZKePGjZOQkBBa7wEAAAAA/0l2Dfvz5s0TEZH69evbLF+4cKH07t1bRETeffddyZQpk3Ts2FHi4+MlODhY5s6da2ybOXNmWbFihQwaNEiCgoIka9as0qtXL5k0aVJ6VQMAAAAAAIdi17Cvqv+4jZubm8yZM0fmzJnz0G0KFy4sK1euTMuiAQAAAACQYTnMbPwAAAAAACBtEPYBAAAAADAZwj4AAAAAACZD2AcAAAAAwGQI+wAAAAAAmAxhHwAAAAAAkyHsAwAAAABgMoR9AAAAAABMhrAPAAAAAIDJEPYBAAAAADAZJ3sXAAD+y97883K67WtMQO502xcAAADsi5Z9AAAAAABMhrAPAAAAAIDJEPYBAAAAADAZwj4AAAAAACZD2AcAAAAAwGQI+wAAAAAAmAxhHwAAAAAAkyHsAwAAAABgMoR9AAAAAABMhrAPAAAAAIDJEPYBAAAAADAZwj4AAAAAACZD2AcAAAAAwGQI+wAAAAAAmAxhHwAAAAAAkyHsAwAAAABgMoR9AAAAAABMhrAPAAAAAIDJEPYBAAAAADAZwj4AAAAAACbjZO8CAADM6c0/L6fbvsYE5E63fQEAAGQEtOwDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMkQ9gEAAAAAMBnCPgAAAAAAJkPYBwAAAADAZAj7AAAAAACYDGEfAAAAAACTIewDAAAAAGAyhH0AAAAAAEyGsA8AAAAAgMk42XPnv/76q7z99tuyZ88euXjxovzwww/Srl07Y72qyoQJE+Tjjz+WmJgYqVWrlsybN09KlixpbHP16lUZMmSI/Pzzz5IpUybp2LGjvP/+++Lh4WGHGgEAzO7NPy+n6/7GBORO1/0BAABzsGvL/s2bN6VixYoyZ86cVNdPnz5dZs2aJfPnz5edO3dK1qxZJTg4WO7cuWNs0717dzl48KCsW7dOVqxYIb/++qsMHDgwvaoAAAAAAIDDsWvLfvPmzaV58+aprlNVee+992TcuHHStm1bERH57LPPxNvbW5YvXy5du3aVw4cPy+rVq2X37t1StWpVERGZPXu2tGjRQmbMmCG+vr7pVhcAAAAAAByFw47ZP3XqlERGRkrjxo2NZV5eXlKjRg3Zvn27iIhs375dsmfPbgR9EZHGjRtLpkyZZOfOneleZgAAAAAAHIFdW/YfJTIyUkREvL29bZZ7e3sb6yIjIyVv3rw2652cnCRnzpzGNqmJj4+X+Ph443FcXFxaFRsAAAAAALtz2Jb9Z2natGni5eVl/BUsWNDeRQIAAAAAIM04bNj38fEREZGoqCib5VFRUcY6Hx8fiY6OtlmfkJAgV69eNbZJTWhoqMTGxhp/Z8+eTePSAwAAAABgPw4b9osWLSo+Pj6yYcMGY1lcXJzs3LlTgoKCREQkKChIYmJiZM+ePcY2GzdulKSkJKlRo8ZDX9vV1VU8PT1t/gAAAAAAMAu7jtm/ceOGnDhxwnh86tQpCQ8Pl5w5c0qhQoVk2LBhMmXKFClZsqQULVpUwsLCxNfXV9q1ayciImXKlJFmzZrJgAEDZP78+XLv3j0ZPHiwdO3alZn4AQAAAAD/WXYN+3/88Yc0aNDAeDx8+HAREenVq5csWrRIRo0aJTdv3pSBAwdKTEyM1K5dW1avXi1ubm7Gc5YuXSqDBw+WRo0aSaZMmaRjx44ya9asdK8LAAAAAACOwq5hv379+qKqD11vsVhk0qRJMmnSpIdukzNnTlm2bNmzKB4AAAAAABmSw47ZBwAAAAAAT4ewDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwAAAACAyRD2AQAAAAAwGcI+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJiMk70LAAAAHMObf15Ot32NCcidbvsCAOC/iJZ9AAAAAABMhrAPAAAAAIDJEPYBAAAAADAZwj4AAAAAACbDBH0AAMD0mHwQAPBfQ8s+AAAAAAAmQ9gHAAAAAMBkCPsAAAAAAJgMYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIZb7wEAAGRQ6XlLQRFuKwgAGQlhHwAAAA4nPS9kcBEDgBmZphv/nDlzpEiRIuLm5iY1atSQXbt22btIAAAAAADYhSnC/ldffSXDhw+XCRMmyN69e6VixYoSHBws0dHR9i4aAAAAAADpzhTd+GfOnCkDBgyQPn36iIjI/Pnz5ZdffpFPP/1UxowZY+fSAQAAAP/HzEMUzFw3IKPJ8GH/7t27smfPHgkNDTWWZcqUSRo3bizbt29P9Tnx8fESHx9vPI6NjRURkbi4uCfa950b15+ixE8vLs4l3faVnnVLz3qJmLdufB7TjlnrxnctbfB5TBt8HtMGn8e0wecx7Zi1bjP3XUm3fYmIDK+YK932lZ51S896ZQTW/Kmqz+T1LfqsXjmdXLhwQfLnzy/btm2ToKAgY/moUaNky5YtsnPnzhTPmThxorz++uvpWUwAAAAAAFI4e/asFChQIM1fN8O37D+N0NBQGT58uPE4KSlJrl69Krly5RKLxfJM9x0XFycFCxaUs2fPiqen5zPdV3oza93MWi8R6pZRmbVuZq2XCHXLiMxaLxHqlhGZtV4i1C2jMmvd0rteqirXr18XX1/fZ/L6GT7s586dWzJnzixRUVE2y6OiosTHxyfV57i6uoqrq6vNsuzZsz+rIqbK09PTVF+M5MxaN7PWS4S6ZVRmrZtZ6yVC3TIis9ZLhLplRGatlwh1y6jMWrf0rJeXl9cze+0MPxu/i4uLVKlSRTZs2GAsS0pKkg0bNth06wcAAAAA4L8iw7fsi4gMHz5cevXqJVWrVpXq1avLe++9Jzdv3jRm5wcAAAAA4L/EFGG/S5cucunSJRk/frxERkZKpUqVZPXq1eLt7W3voqXg6uoqEyZMSDGMwAzMWjez1kuEumVUZq2bWeslQt0yIrPWS4S6ZURmrZcIdcuozFo3s9Urw8/GDwAAAAAAbGX4MfsAAAAAAMAWYR8AAAAAAJMh7AMAAAAAYDKEfQAAAAAATIawDwCAnRw/flzCw8PtXQyHk5iYaO8iAKbAPNywh6SkJHsXAf8fYR/pIi4uzt5FwDPCiYT93bx5095FwFPYt2+flC5dWnbs2GHvojiMEydOSGJiomTOnNneRcF/xOHDh+Wtt96ydzHSVHh4uAwbNkxERCwWi30LYyfnzp2zdxEeyaxh+NixY7J7927JlCkT54dP4bPPPpNJkyal6WsS9vHM7d27VwoUKCBHjhyxd1HSTHR0tOzcuVNWrFhh76LYxdmzZ+WPP/4QkfsnEhzQ7Sc8PFyqVasmf//9t72LYhcZ9bO3b98+qVmzpowdO1Zeeuklm3VmPQn8J/v27ZNSpUrJggUL7F2Uh8qon7f08tdff8natWvtXYwnsnz5cvnll19ExBzfPeuxxd3d3d5FsZslS5ZIu3bt5N69ew71nY2JiZFjx45JVFSUZMpkvgiWkJAgkydPlvbt28vFixf/sxeantaHH34offr0kapVq6bp65rvkwaHsm/fPmnQoIEMGDBA/Pz8RCTjnywdOnRIunbtKrNmzfpPhv2kpCR57rnnpF+/frJz504RMVfgv3fvnohkjJM+60ld27ZtpUiRIvYuzjN3+vRpmTt3rkybNk3WrFkjIhnzsxcRESG1atWSYcOGyZQpU4zl3377rYiIKU8C/0lERITUrFlTxo0bJwMHDrR3cVJ18uRJmTFjhvTt21euXr1q7+I4nPDwcKlYsaLDt6g+yNfXV44fPy43btzI8N+9gwcPSs2aNWXEiBEybdo0exfHbq5cuSK3bt0SZ2dnhwmchw8flk6dOsnAgQNl1KhRGe5363E4OTlJp06dJHfu3PL1118zHOsJLFq0SAYPHizfffedtGjRIm0/H4oM5dixYxoSEqLXr1+3d1H+UXh4uLq7u+vYsWNtlkdFRdmpRP/e/v37NUeOHDpu3Dg9fvy4sXznzp12LFX6O3/+vJYrV07r1q2r27ZtM5YnJSXZsVT/3tmzZ7VZs2Z64MABVVVNTEy0c4ke7s8//1R3d3cNDQ21WX7lyhU7lejZCg8PV19fX61evbq6urpq4cKFdfz48fYu1hM7d+6cWiwWfemll2yWv/nmm2qxWPTPP/+0T8Hs6MiRI5o9e3bt3bu3sczRvnsRERFaokQJHTRokA4bNkxv375t7yI5lPDwcM2aNauOHj3a3kV5bPfu3VPV+5+/kiVL6rlz5+xcon9n//79midPHq1WrZpRt/8a63Hj2LFjWrx4cT1x4oSdS3Tf/v37NWfOnBoaGqqHDh0y3fvz4Llf9+7dtUSJEnr58mVVVU1ISLBHsTKMxYsXq8Vi0UGDBj2T1yfsZzC//fabWiwW7du3r964ccPexXmow4cPa+bMmXXatGk2y6dMmaLVqlXLEBcrHnThwgUtW7asDhkyxGb59OnT1WKx6MCBA+1UsvRl/ZG6ePGili5d2lSBf926dRoYGKh16tTRI0eOqKrjhQ7V+98vZ2dnffPNN22Wv/POOzpw4EC9efOmnUr2bERERKi7u7tOnDhRr169qpGRkdq+fXstVqyY7t27197FeyKRkZHq5+enNWrU0FOnTqmq6rRp0zR37ty6du1a+xbODv7880/18PAwjqHh4eHGOkc5lhw7dkzz5Mmjo0ePtjlpdZTy2du+ffvU3d1dX3vtNZvlGzduND7jjuTq1as2x/U7d+5osWLF9LPPPrNjqf4da+NKnTp11NnZWadMmaLXrl2zd7Hs5uzZs5ozZ05dvXq1vYuiUVFRWqVKFX355Zdtlpvl+HHs2DGdNm2aXrp0yVh2/fp1LVy4sHbp0sVYZpb6prX58+erk5OTtmvXTt3d3fXTTz9N830Q9jOgLVu2aLZs2bRXr14PDfz2DCjx8fFGK1XyEDht2jTNlSuXQxx8n8YPP/ygQUFBevjwYWPZ3LlzNUuWLDpu3Dj18vIybeA/efKkrl27VuPi4myWnz9/XkuXLq21a9e2ea8zstWrV2uzZs1s3usHv08JCQkaGRlpj+LprVu3tGfPnurq6qoRERHG8mnTpqmHh4du2LDBLuV6Vs6fP6/58uXTJk2a2CzfvXu3uru765o1a+xUsieTvCU4MjJSK1SooDVq1NBRo0Y9NOgfOnRIb926lZ7FTFd79+5VV1dXnT59uv72229auHBh7dmzp0MF/oSEBA0JCdHnn3/e1O/F0/r77781V65c+txzz9ksnzRpkubJk0ePHTtmp5Kl7ty5c1q2bFktWrSoduvWTadMmaKLFi3S5s2b69y5c1XVMS/wPsqBAwc0c+bMRi+v2bNnq8Vi0SlTpmhMTIydS5c+fvjhB507d67+9ddfxkWOLl26GMHJnu/p1q1b1c/PT/fu3Zvq8Sz5soz22UtISNC6deuqxWJRf39/3bhxo9F799NPP9WSJUvqF198YedSOq5PPvlELRaL/vDDD6qqGhYWpk5OTrpw4cI03Q9hP4N48ACwefPmhwb++Ph47dOnj44aNSo9i6iq909OP/30Uz116pQOHDhQ3dzcNCIiQmfPnq05c+ZM9cQ8o3RnGj16tBYrVswo7+3bt3XevHn6+++/q6rqihUrNFu2bNqnTx97FjPNRUZGqqurq1osFm3evLm2aNFCf/75ZyNoXrlyRStWrKj16tXT3377zc6lfXrJP4crV658aOCPj4/XYcOGaevWrfXOnTt2KeuaNWu0Q4cOWrlyZT116pTOmTPnod8vVfsHpn/j/PnzWq9ePQ0ODtYlS5YYLau//vqrenh46NatW+1cwn8WERGhZcuWtbkQc/HiRQ0MDFSLxZJqi+LIkSO1cuXKpm2di4mJ0dq1a+vw4cONZWvWrDEC/759+4zl9v78VqlSJcVwGSvrccH6X3uXNb399ttvWqJECe3evbvxXXzzzTc1T548umrVqlSfY69/owsXLqiq6tq1a3X27Nk6atQorVKlilarVs0IKw+7wOvIpkyZopMnT7ZZ9l8K/BMnTtSAgAAtWLCglixZUnPnzq1t27ZVi8Wi7dq1M7az13v6zjvvaM6cOY3HqX3+b968qRcvXkzPYqWZ5cuXa8eOHbVt27ZavXp1HTZsmK5du1YTEhK0Xr162qlTJ42NjVXV/97x8VHu3bunvXv31h9//FFV/+/f5lkEfsK+g7ty5UqKsYHWA5Y18Pfs2dPotnv37l0dMmSIOjs7665du9K1rOHh4WqxWPTtt982yt63b1+1WCzq6upqjGtP/mWfOHGizp8/P0McAMaOHatFixa1WZY8ICYlJemQIUO0WrVqpupGffbsWe3atataLBYdPny49urVS/39/dXDw0M7deqkc+bM0e3bt6u3t7d26dJFN23aZO8iP7bLly/b/MAmPxlILfDfunVLBw8erC4uLuk+tvrGjRt64cIFvXv3rqrenyeidevW6uvrq25ubrp79+4UdRg/fryuXLkyXcuZlqx1+fvvv7VVq1Zar149XbFihZ49e1Z9fX31lVdesXMJH0+7du3UYrFovnz5bAL/hQsXtGrVqlq5cmX966+/jOXjx49Xd3d3084FcuPGDb148aLRyyspKcl4r9euXeswgT8pKUmvX7+u3t7eOmPGjIeWIzExUQcPHmzaCzP/ZPXq1RoYGKg9evTQAQMGaK5cuXTdunUptkveYyO9Wc9PHjweWo+n33//vXbs2FGrV69uXMh29MB/7Ngxm4tQCQkJNsNM/guB/+WXX9aCBQvqyZMn9d69e3rs2DFdtmyZzps3Txs2bKg1a9bUsLAw49/FHu/pd999p+7u7kbDUGrGjx+vXbp0cfjPXGpOnz6tzz33nH700Uf6xx9/6GuvvaYlS5bUd955R3/66SfNlCmTLlmyxN7FdChnz57VCxcuGHMaqNp+NidMmKCZM2dOsy79hH0Hdvz4cWOylQ0bNhhjiJPbvHmzenh4aK9evfTq1as6ePBgdXd3T/dxrAcOHFB3d3edMGGCzfJLly7pyJEj1cnJybjqb/1AT5w4US0Wi+7Zsyddy/q0fv/9d3VyctKwsDBjWXx8vM02/fv312HDhpluMpJTp05p586d1cfHR8+dO6c3b97U5cuX65AhQ7RQoUJar149zZYtm1osFn3uuecyxORVZ86c0Zw5c2qHDh106NChevPmzRTlXrFihRH4IyIidMyYMeru7p7un9mDBw9q06ZNtVSpUhoQEKALFizQxMRE3b59u7Zr105LlChhfOcf/H798ccf6VrWtJDa9+fUqVPaqlUrDQoK0uzZs9tMZOPoJ0g//fSTNmvWTIODg9Xd3d2my/7Fixe1QoUKWqlSJY2OjtaJEyeqq6trhnzfHseRI0e0ffv22rlzZx03bpxNi7g1SCcP/MmHqqS3xMREvXfvngYHB2utWrVsLsgkD/3Hjx/XoKAgPXTokD2Kme6uXr2qBw4csBm6tXr1aq1WrZq6u7sbF0ZU/+/fafz48Vq+fHm7TCBqnTzwwcmCVW1/w1evXq0tWrTQmjVrZoiJMpcvX64Wi0X79etnLLt3757NZ9Ma+KdNm6ZXr161RzGfmeHDh6uXl5fNRcHkYmNjNTQ0VKtXr57iWJOedu3apS4uLvryyy/bhDtrORISEnTo0KH61ltvpWu5ntbJkyd19uzZNsvWrl2rWbNmNXp37tixQ4sXL679+vVTb29vzZYtm+7fv98exXU4n3/+uVaqVEnz5MmjpUqV0s8//zzVXqITJkxQZ2dnXbRo0b/eJ2HfgW3dulVr166t3bp10zZt2mjVqlV12rRpNiccqvcnwcmRI4d6eXlptmzZ0j2IHDhwQHPlyqVVqlQxllmvlqvebz3t16+furq6Gq1a48aNU1dXV4cN+leuXNGDBw/qiRMnjC/hxYsXtUuXLurj45NiYrTbt2/r2LFjNV++fHr06FF7FPmZSP4+XrhwQZs2bap58+Y1DtrWH8+NGzfqzJkztXHjxnrw4EG7lPVJbdiwQbNmzarffvut1q9fXxs1aqR9+/ZNMVPuihUrtEWLFuri4qIuLi7p/pkNDw9XT09P7dWrl86cOVOrVaumuXPn1u+++05V7//bt2/fXgMCAnTHjh2qev/75ebm5rDfr0c5evSo9uvXT9u0aZNiDoy///5b27Vrp0WKFLHp+u7oYf/YsWNaqlQp/fTTTzUsLEzd3d1tWj4vXryolStXVovFolmzZjVt0I+IiNDcuXPryJEjddOmTale1LGeAK9bt05LlCih7dq1s/tJ4rx589RisejYsWP1/PnzKdaPHz9eGzZsaLowlZpDhw5ps2bNtG3btil+B9etW6fVq1fXLl266JYtW4zlYWFh6uzsbJfPtfWuJWPGjLFZbu0JpWob/tauXau1a9fWRo0aaXx8vEP3Orxz545+++236uHhYXMni4SEBJtyz507Vy0Wi77zzjsOXZ8nMXXqVLVYLPrrr7+mut76m3Dt2jUdM2aM1qhRI8Xkys9C8kaD5L9LU6dO1cyZM+v48eP17NmzxvK7d+/qa6+9psWLF7e5w5Ojunv3ro4ePVotFou2bt1at27dagwlnjRpkjZs2NCYp+PSpUs6depUDQgIUDc3N5t6/1d9+OGHmiVLFn3//fd148aNWqVKFS1ZsqT+/fffqW5vbbT55Zdf/tV+CfsO7PTp09qgQQNdtWqV3rhxQ7/44gstX768tmvXTgcMGKDnzp0zumatX79e/f39071FPzw8XLNkyaKVK1fWihUr6sSJE411yQPTlStXtH///potWzbt1KmTZsmSxWFPaPfv36/Vq1fXIkWKaOHChXXYsGHGxHQRERHatGlT9fDw0M6dO+v333+vM2fO1G7dumnOnDkzZLh60F9//aVvvfWWtm3bVjt37qwzZswwbl9z6dIlbd68uebKlSvVUG+vMexPq23btvrqq6+qqurSpUv1pZdeUm9vbx00aJB+9dVXxnbr16+3S+g4ePCgZsuWLcWJaqFChbR9+/bG482bN2u7du00MDBQu3fvru7u7g77/XqU8PBwzZUrl3bt2lW7dOmi2bJl0xYtWthsc/r0aW3VqpXWr19fly1bZqeSPlpq34NZs2Zp9erV9dixYzpw4EDNkiWLTQv/+fPntX379hmiRfFpnDt3Tv38/HTEiBE2yx81YdXKlSu1QoUKqQbsZ+HEiRM6adIkbdmypXbo0EFffvllY4bpV199VS0Wi4aEhOj27dtV9f4s9MOGDdMcOXLYtQdCeomIiNC8efNqWFiYTZf83bt3G8Hml19+0cDAQO3UqZPu2bNH33jjDbtdeDx58qRmypRJp06dqqr/F76mTZum/v7+evr0aWPb5J/DjRs36pkzZ9K3sI/pwQtkN2/e1K+//lqzZs36yMD/8ccfZ5gL8f9k6NChmilTJqPHQvLW8uSs73dMTIy+9NJLNuenz8LRo0e1cuXK+vzzz+uePXtseo3ExsbqiBEj1GKxaP369fWNN97QsLAw7dq1q+bKlStD3VUmOjpat2/frmXKlNHy5cvrwIED9dKlS3ru3Dl94YUX9JNPPjEaiu7du6cnT57M8Le1TAuffPKJOjs76/fff28sW7RokVosFv36669ttk1+oeiTTz7513ObEfYdUPI3edasWVq6dGk9efKksa5s2bJqsVi0XLly2q1bN+NDkt5dp//44w91cnLSSZMmaUxMjI4fP179/PweGvivXr2qvXv31ixZsjhsKA4PD9ds2bLpsGHDdOvWrdqjRw/18PCw6UZz9OhRnTRpkhYtWlRz586tpUuX1hdeeMEUXTj37dunPj4+2r59e23ZsqW2bNlSLRaLBgQEGOE3OjpaW7Rooblz5zbqbH2fM0qrgbW8P/74o7Zq1Uqjo6ONdeXLl9ciRYpotmzZtHXr1vrWW29pQkJCun+/kpKStGPHjurq6qqbNm0yuhSrqvbt21fbtm1rcwvLzZs3a6NGjTR79uwO+/16lIiICM2SJYsxFOjGjRsaEhKiTk5OumXLFpvP1qlTp7Rt27ZaqVKlFD+S9hYREaFFihTRt956S3/++Wdj+ZEjR7RRo0bGXCrWY2HyFn6zDf9Jbvny5VqtWjU9fvz4P/bESExMNLZJr/lP9u3bp97e3tqqVSvt3r278V0qXry4rlixQhMTEzUsLEw9PT3VxcVFfXx81M/PTytWrGjaCzTJnT17VkuWLKlDhw61Wf7OO++or6+vjh492ibw165dWwsVKqRubm52ufCYmJion3/+ubq5udlcYHrjjTc0e/bsqU5mmhF6CI0cOVI///xzvXz5snFRMSkpSb/66ivNmjWr9ujRw9g+ISHB4ev0pIYMGaJeXl566dIl/fLLL9VisWhYWNhDh4dY65/8ThrP4jwlKSlJ58+fryVLltQxY8aor6+vDho0SOfNm2ez3cKFC7VWrVrq7e2tAQEB+uKLL9rc4clRpXbnr9u3b+v48eO1SpUqWqBAAV2xYoUOHjxYa9WqleLOTf911uyWI0cOm96/zZs3V4vFotOnT9epU6fq/v37H9pD7N8EfsK+A4mOjjbeZOtJ34ULF7Rly5bGSWOfPn20UKFCevToUf3000+1c+fOmiNHDpv7W6aXMWPG6LBhw4zH58+f1wkTJjwy8EdHR9sEK0dy9OhR9fDw0NGjRxvLTp8+rZkyZbKZMVr1fp1u3LihBw8e1JiYmAwxRv2fnDp1Sn19ffW1116zuSK9c+dOzZ8/v5YuXdqY3OjcuXPGpGOpzSXhiCIjI1NMoHXp0iUtVqyYMalkz5491cfHR/fu3auHDh3Sli1batWqVe3WynP16lWtX7++1qpVy5ix9dKlS+rm5qazZs1SVdsTl99++y1DdpWLjY3VatWqacGCBW2WDxgwwLgtjfWCp9Xx48e1a9euD+3+Zg+JiYnarVs3tVgsWq9ePS1btqx26tRJ16xZo4mJifryyy9ro0aNVPX+MeTFF19Ui8WSoSa1fFojRozQ4sWLp7rO+hm+ceOG0YpvXZYeFxD//vtvLVCggIaGhhq/vffu3dM9e/ZolSpVNH/+/MYQmc2bN+tXX32l06ZN040bN2bYGbSf1Mcff6x16tSxOb5MmzZNvby8tEOHDlqzZk0dO3asEa5WrFih9evXt8sQDOtnJjo6Wj/55BPNkyePhoaG6qxZszRXrlyp3iXA0S+0xcTEGHcNsFgsWrduXa1ataouXrzY+Gz+8MMP6u3trX379jWe5+j1ehJr167V0qVL21zMXrBggRH4HxaSkh9DnsXxxHpB8vDhw+rt7a3h4eF64MABfeuttzR//vzavn17nTlzpjEjvapqXFycJiYmZoj35+DBg1qkSBENCwvTXbt22QzvTEhI0IMHD2qvXr3U29tbX3rpJbVYLDYXnXDf9evXtUyZMlqtWjU9evSoduzYUUuXLq1vvfWWLl68WKtWrapBQUFapEgRHTx4cJr29iDsO4jLly9r06ZNdeDAgSmuUL700kvaqFEj7d27t/r6+trM0Hzv3j27THjzIOsP/IULF/4x8DuipKQkHTp0qObIkUM/+eQT4wA8efJktVgs2rNnT50+fbquWLHCIf69n4X3339fW7durbdv3zbqbz2o79u3T3PlymXTdfz06dPatWvXDDFHwc2bNzVfvnzarVs344TA+qP/9ddfa6NGjbRBgwbq7e1tc4C9detWus+wffbsWV2yZInOmTNHb9++rZcvX9aaNWtq/fr19dNPP9X8+fPr4MGDje2TT2yWUcXFxencuXM1f/78+uKLL6qq6owZM9TNzU3btGmjbdu21YCAAK1atapOnz7daJVzxONKZGSkBgcHa6FChXT9+vX6/PPPa8uWLbVSpUo6c+ZMLVasmDEr882bN3Xo0KEZomXn30hKStLXX39dS5QoodHR0Q89wZ08ebKOHz8+nUt3vwddcHCw0fqX/Pt04sQJ9ff316CgoHQvlyPp2bOn1q1bV1X/75gTEhKiv//+u966dUtfe+01DQwM1OHDhxv/fslbU9OLdZiP9Th/5coV/eijj9TX11ctFosRjJMHluHDh2u3bt0c/jg6e/ZsbdiwobZq1UrfffddHTlypAYEBKirq6u2bt1ae/XqpWPHjlWLxWIzgakZLF++XG/fvm0MXU1+7H+cwP+s/PHHH1qsWDHjYvTrr7+uXbp0MVq2ExMT1cvLS3PkyKE+Pj46e/Zsm+Fbjv6ZU70/50POnDm1Vq1a+txzz2mtWrV09+7dKRoWPvnkE+POTQULFvxPzGHyKMnfW+vx5vr161qiRAm1WCzq5+enp06dsnnOvn379LXXXtPOnTun6YUgwr4DGTVqlNaqVUuHDx9uMwbp8uXLWqBAAc2XL59db12jev8K39tvv51iUpTExETjg5088E+aNMkexXwqV69e1V69emn16tV1yZIlOmXKFM2ePbuGhobqN998o02aNNG6desaodc6QZpZ9OjRQ+vUqZNiufWAY/1BTR6GM8JVaasVK1Zo1qxZ9cUXX7T5EYqIiNDSpUtrkSJFbMZw2qP744EDB7RixYr6wgsv6KhRo2wmGWrQoIFaLBZt0aKF8cORkf79/0lMTIx++umnmidPHq1YsaLmyZNHN2/erImJicat2kJCQrRevXqaM2fOh47TtIejR4/qN998Yzy+dOmSBgQEaJ06dfTQoUMaHR2tYWFhWrVq1UdOKmUmp0+f1g8++MDo/vnLL7+oxWLRBQsWGNskPxm6efOm9u7dO81uNfQk+vTpo40bN05RJtX7x4EPP/www054mVb69eunZcuWfegxJzY2Vps0aaLPPfdcOpfM1urVq7V06dLasGFD40Lt5cuX9eOPP1YfHx+b3oiq92e8dnNzM+ZhcDR79uyxmfl81qxZ2qRJE33hhReMiym//fabjh8/XmvWrKnFihUzWv+joqLsVew0debMGXV2dtaWLVsay5IP9VH9v/OT8ePHp1vITD7s02r16tVarlw541xi4MCB6uvrqxERETpu3DitWrWqFilSRGNiYjJE0Fe9f14yYMAA/fXXX/XMmTPavXt3rVWrlgYHB+uSJUtseuueOnVKly1blmF6fD5LyS8oqv7fXD43b97UgIAALVOmjO7fv/+Rn4O0Og8l7DuA5FcoJ06cqDVq1LAJ/Ddu3NA+ffpo27Zt7VTC+27evKlVqlTRokWLGmMad+7cafygJP/AXrhwQSdNmqTe3t4pZux1JLdu3dI7d+4Ydzi4c+eO9u/fX4sUKaLu7u42M2AmJibqrVu3dNasWdq9e3fTtMZZDyY9evTQ2rVrG8sfPADt3r1bXV1ddfPmzelavn/rwXt4u7i46IsvvmjTQ2Py5MmaP39+u94n+8CBA5ojRw4dN26cTXe/77//Xrdt26a3bt3SJk2aaGBgoP7yyy92u41QWrl7967Rc8I6bOTmzZu6cOFCLVq0qDZp0sTYNvkx8s6dOw41FCghIUHffvtttVgs+sUXXxjLrYG/XLlyxvHl77//Nua5yKjv2+MaPny4lihRQt955x1jbokuXbpopkyZUsyzkJSUpGFhYerv75+ipSM99O3bV/39/W3Kk9xff/2lFovFpkXuv8L6bzFz5kz18vLSpUuXGoH/wXuX9+rVy+YWZ/aQkJCgP//8swYGBmrdunVtAv9HH32kefLkMXpGTZo0yaEv4oSHh2vmzJmNSWSt5syZo0FBQfrCCy+kGN4UHh6u3377rSnmEFJV/eyzz3T37t26adMmzZ8/v7Zu3dpYl7yRSfX+eHiLxaIvv/zyM5/rY9++fZolS5ZUb+fYs2dP7datm/bq1Ut9fHxs5qw4cuRIhhz606ZNG+3cubPx+OjRo1qwYEHNnDmztmnTRkeOHKkXLlww3RwRT2vhwoVas2ZNXbt2rTHBter/HTNv3LihJUqU0CpVqtjM+fKszusI+3Z05cqVFFcnVe/fxqdatWo6fPhwYyz+tm3bUsziaA9jx47VsmXL6l9//aW9evXSRo0aaa1atfT777/XyMhIm21Pnz6tb775ps0H3ZEcOnRIO3TooOXKlVMnJyctV66cvvXWW3r79m196aWXtGzZsvrhhx8aQSN5i0byMe0Z1dWrV40ucaqqX3zxhVosFv3888+NZcln9N25c6eWLVs2w1yxvXjxonELmORWrVqlLi4uOmDAAOP7Zb1P9ty5c+0Swq5cuaJ169a16Z6vqvrmm28a4zN///13vXHjhtavX19r166t33//fYYNjEeOHNGePXtqQECAFitWTCtVqqTffPONxsTE6N27d3XhwoWaJ08eHTBggPEcR/zOHThwQCdNmqS3b9/W0NBQdXZ21qVLlxrrL126pFWqVFE/Pz+HPQ4+K/Hx8fq///1Pq1WrpjNmzNC7d+/q4cOHtWnTppo5c2YdPHiwfvHFFzp//nzt0aOHZs+ePd0nurN+fxYuXKg5c+bUOXPmGOusx/3ExETj2JcRbo2VFpK3SCXvku/n56elSpXSn3/+2eb7eO/ePQ0NDdWCBQva5d/owXOoe/fu6fLly7VGjRo2gd/apT9fvnxarFgxh75rSXh4uLq7u+u4ceNSXT937lytXbu2du/e3aZHmpkMGTJEXV1djZnct2zZoj4+Po8M/LNnz37m48XPnDmjuXPnTtGL5e2339bQ0FBds2aNMXmztSdkRv2ttn63jhw5opUrVzYae3r37q0lSpTQ5cuX65QpU9TX11fLli3LxHx6/9+sVq1amiNHDm3SpIk2a9ZMx40bp1FRUTbHKmuX/urVq9sMz34WCPt2cvjwYbVYLFq9enVt3769rlmzxuZEZ8aMGVqtWjUdNmyYEaKbNGminTp1sstJr/VAdebMGW3btq3xwTxw4IDOmTNHLRaLNmzYUMPCwjQuLs6YsM4Rx9Sq3u+67eXlpSEhIfrJJ5/o999/r23bttXMmTNr9+7dNSoqSvv3769Vq1bVOXPmpBr4M7LDhw9ro0aN9JVXXjFaSY8fP65169bV4sWLpzrD+auvvqpBQUEZYhzW6dOn1cvLS52cnHTQoEE6duxY/euvv4yLGxs2bFB3d3cdMGCAUZ8GDRpovXr1UnS9Sg+HDh3S4sWL68aNG40fg3nz5qmzs7POmTNHmzRpok2bNtVt27bpzZs3tXz58tqsWbNUZ8h1dBEREZojRw7t3bu3vvvuuzp58mStX7++Zs6c2TjeWQO/dcIfRxQeHq4Wi8W4rZeq6ujRox8a+CtWrJhhLpT9W9bj5d27d/XFF1/UKlWq6MyZM/XevXt6+vRpDQsL01y5cqmnp6f6+flpp06d0u22YMknU00+kVuFChW0WLFiNu+d1ZgxY7R69eqmna8luYMHD2rPnj1THU5x9OhRLVKkiBYqVEhHjhypR44c0c8++0wHDhyoXl5edrl92OHDh3XAgAE6depU/fvvv41W04SEBF29erVWrVpVa9eubRP4Z8+erZUqVXLYuyjs27dPs2bNmqLV+OOPP7a5w8e8efO0du3a2qtXL4eaqDQtvPrqq5o3b94UvS5SC/wPm7fmWQXsU6dOabVq1bRNmzb622+/qer9ySo9PT31t99+09u3b2v16tX1hRdeeCb7t4erV69q27ZtdcaMGdqnTx/18fHR3bt3G+tv375t2otOT2PhwoUaFhamERER+vPPP2uxYsW0Xbt22rNnTz19+rRxPIqLi1MvLy+b22Y+C4R9O1m5cqVaLBb18fHRBg0aaMmSJdXb21vbtm2rM2fO1NOnT+vQoUO1devWOmrUKL1165b+/PPPdm9ZuHXrlrZq1Uq7detmLBs0aJD6+Pjo66+/rvnz59dChQrpq6++muKKq6OIjo7WgICAFPcuj46O1g8++EBdXV2NgNGnTx+tXbu2zpgxwzRBPyIiQnPlyqVDhw7VH374wWbdL7/8ogEBAZo9e3YNCwvT33//XdeuXauvvPKKenh42H3OiH9i/bytW7dOK1SoYExUFBgYqIUKFdKSJUvqlClTdOvWrbp69WrNnDmzjh49Wm/duqWnT5+222SDn3/+uWbOnNnm+3L27FljbPf+/fu1UaNGGhAQoNHR0XrlyhW7dHf+ty5evKhlypTRUaNG2SxPSkrSkSNHqsVi0ddff11V789TsHjxYnVyctKXX37ZDqV9uIMHD6q7u7txm8DkUgv8ly9f1uLFi2tQUJBdLialhwdbdJJP8mkN/B988IFR/4sXL+rJkyfT9W4m586d086dO+vGjRuNZdYLEydPntQCBQpowYIF9aWXXtIDBw7ojz/+qCNGjFAPDw+HDYZpKSEhQfv166clSpTQggULaufOnXXixIk2PcAuXLigwcHBmjt3brVYLFqkSBFt06aNHjhwIN3Le/PmTa1Zs6ZaLBZ1cnLSEiVKaMWKFXXcuHHGUKfvv/9emzdvrrVr1zaGR12+fNmmTo7k8uXLWqhQIa1Vq5bN8qlTp2quXLmMyT2tPvzwQy1XrpwOHDjQYRtXntSECRPUYrEY86A8WK+HtfCnp2PHjmmzZs20TZs2OmDAAM2bN6/N7Rx/+uknLVCgQIaan+WfjsM///yzWiwW9fb2thnG6ojn+fYWERGh+fLl059++slYtnTpUrVYLFqmTBnt27evcYelO3fuPPN8QdhPZ/Hx8cYX47vvvjNahnbu3KlbtmzRPn36aLly5bRkyZJaoUIFzZYtm1osFp0yZUq6l/XmzZt66dIl3bRpk547d85oAQ0PD9dixYrprl27tE+fPpovXz7j9jo3btzQ8ePHG2NUHdHevXu1XLlyun///hRjDmNiYnTKlCnq4uKimzdv1tjYWG3durU2bdo0Q7Ro/5OzZ89qqVKl9LXXXnvoNjt37tS+fftqlixZNFu2bFqqVCmtX7++7tu3Lx1L+nSsP1a3bt3SlStXas2aNbVevXqakJCg+/bt0/Hjx2vdunXV09NTmzVrpjlz5lSLxZJqaEtPW7duVVdXV2PSx+Q/ntbP5kcffaTVqlXLkLfWs1q1apXNrQwfHMb0v//9T7NmzWqMQ42NjdWlS5c61B0f9u/fr7lz59YyZcoYyx4M8KkF/itXrqQYX2sWly5dUh8fH/3kk09slluPr/Hx8dqnTx+tWLGiEbTtcYL4119/aVBQkLZs2dJokVP9v/fPeocRHx8fzZw5s5YoUUIbNmyYIY59aWX+/PnapUsXjYmJ0Q8//FCbNGmiRYoU0WnTphkz2SckJOiVK1d069atevnyZWNOBnv4+eeftUaNGtqnTx+dMGGCfvzxx1q1alXNly+fBgQEaMeOHXXAgAGaL18+rV27tl3L+k/u3Lmjd+/e1VdeeUVz5sypH374oarebzXOlSuXTZh8cHK6jHjxNzXDhg1TFxcXDQoK0jp16hjfvQfD/JYtW9TX19cm8Ke3o0ePapMmTdTd3V1nzJhhs+7MmTNarFgxHT9+fIZoKErtQmhySUlJevPmTe3UqZNx8Z3x+amz/rZNnTpVGzZsaPy+lCtXTlu3bq1z5szR3r17q8VisTkXf5afE8J+Ovrrr7+0RYsWunfvXuPDsGjRIrVYLDpq1CibN/rHH3/UuXPnauXKldXPzy/dJ4M7evSo9uzZU/38/NTNzU2zZ8+u3bp1M37su3fvrt7e3lqqVCndtWuXqmacLu4LFy5UNzc34/GDJ50nT55ULy8vnTZtmqreDxzWez9ndD/99JPWrl1bIyMjjQP1oUOH9LvvvtOePXvqvHnzjLqeOnVKt27darS+ObqLFy9qyZIldf369ap6P/ivXLlS/fz8tFGjRkZ9r169qmfPntWZM2dq3759NX/+/HZplUru7NmzmjdvXm3Tps1Du2OOGDFCO3funKHHxM2cOVMLFCiQ4oTb+h08ePCgZs+eXT/66KMU6xxBeHi4ZsmSRevXr6++vr46dOhQY92Dx7/Ro0drlixZ7DK7vD0MHTpUs2TJokuWLLFZbv13SUpK0oCAALvff9naIhccHGwT+K3D46yTRn755Zd68+bNDHHsSwvJJ90rWbKkvvPOO8a6zz//XD09PTVr1qwaEhKiK1eutFcxDcm/b19//bUGBQVpt27d9NSpU5qUlKRRUVE6depU7d+/v9ELwWKxGBcaHc25c+e0XLlyevLkSb169aqOHTtWs2XLpi1btlRvb2+boG9ltgkj+/Xrp7lz59aDBw/qb7/9pi1atNDq1atrRESEqqYe+C0Wi86cOdMexVXV+7fmbNq0qTZv3ly3bt1qs+69997LMBMlPuxC6IOmTp2qhQoV+k8Mafq3tmzZonXq1NFdu3ZppUqVtFatWja3ft65c2e69cYh7Kejy5cvq7u7u9avX18jIiKMk9jPPvvMCPwP3irlypUrNjNzp4d9+/Zpvnz59KWXXtJFixbp4cOHdfTo0VqiRAn18/PTAwcO6KZNm9RisRjdUDKSrVu3qpubm3777bcP3SYgICDFLXrMYObMmert7W08/vzzzzU4OFiLFSum/v7+WqRIEe3SpYtDzXb+uI4fP65t2rRRHx8f3bJli6reD/yrVq3SsmXLau3atVO9Eu0o4fnbb79VFxcX7dGjh8345djYWB05cqTmyJHD7hclnsbff/9tHOsWLFigLi4uRj0efD+SkpI0d+7cDnkHj927d6uzs7NOnDhRExIS9MMPP9TcuXM/MvCHhIRo3rx50/0Ynp6Sv4fWHg3JJ/lU/b+W81GjRmmLFi3StXypeVjgT0hI0Dt37ujIkSO1Y8eOph1ykVzy45/1gseCBQu0c+fOxozm/fr109KlS+snn3yiDRo0UB8fH23Tpo1dLsRdv35dY2Njdf/+/Ta97b755hutWrWqdunSRbdt22bznJMnT+pvv/3m0D0Ot23bpvny5dMvv/xSVe+3DI8fP149PDw0JCREVW3vLPPaa6+pxWIxTUPExYsXtWrVqkaDkqrqmjVrHhn4k5KSHGIelIcdTzKah9Uj+ZwIt27d0mLFiumLL75or2JmKB06dFCLxaINGjSwuXCc/NiZHoGfsJ9OrCcNly5d0gIFCmjt2rU1IiLCOHBZA/+YMWPsev9o6+1EQkNDU3wAv/rqK61UqZJWr15dDx8+rF27dtWQkBCHnCX7UR7Wipq85bdmzZopTlgzMuuB5eTJk+rr66tVqlTRVq1aadasWXX06NHGOMA5c+aoj4+P8cOa0Rw6dEi7d++uuXLlShH4y5Urp3Xr1jXeZ+s9Tx2l5TghIUHnz5+vTk5O6ufnp3379tUXX3xRW7VqpT4+PnaZ/OrfunPnjjFfQlJSkl68eFELFSqk7du3Ny5sWo+N9+7d0wsXLmjNmjV19erV9ix2qrZs2WIT7K3dnP8p8JvlXtcPsn5vrHe0sBo5cqQ6OzvrkiVLUlzMeeGFF3Tw4MEO8Z1L7cQ2Pj5eBw8erJkzZ86Q37cndeHCBW3RooV+/PHHNsv379+vvr6+unHjRh08eLDmy5fPmIzr0qVLun79+lTvdPKsHTx4UFu0aKF+fn5qsViM2wBbz0G+//57rVatmj7//PMpAn9G0Lp1a61cubLx2DqZZbZs2XTevHnG8nHjxmnWrFltJkjLyL7++mubyWmTn1MmD/zW4aKpXbS3d5fyY8eOaatWrTQwMFC3b99u17L8G4+6cHHnzh0dNWqU9u/f37RD0tKK9fO4Y8cOrVq1aqpDNNMTYd8OoqKiNH/+/EbgT97C7+zsrEOGDLHL+HDr7USS30szKSnJJvR/9NFHmi1bNv3oo490xowZmi9fvgw5hvi7774zWlEfbC0dN26cFilSxBSz21oDbfKx7Fu2bDHuA7t9+3ab+9Fu375dS5UqZfyoZkSHDx/Wbt26pRr4K1WqpBUqVLD7icGj7NixQzt06KAVK1bU2rVr65gxY+w+MefTSkpK0q1bt2q5cuW0atWqqnq/G6Cnp6cOHDgwRQ+SsLAwLVGihMMfU6zH7NjY2FQDv1kmynqYU6dO6RtvvKG1atXSUqVKadeuXfW7774z/l1GjhypTk5O+t577+lff/2l0dHRGhoaqvny5XOIljir5Ce2mzZt0lGjRqm7u/t/Iuir3g/PrVq10nr16qW4uD1lyhS1WCyaP39+h5iccP/+/erp6akvv/yyfv3117p9+3bt27ev5syZUytVqmQcS7799lutVq2a9ujRI0W3akdlvUC4a9cuLVq0qC5atMhYd+HCBX3ttdc0W7Zs+tlnn+m7776rrq6uDnvLwCdhvQBctGhRbdmyZaoTZ6r+X+APDAw0zk0c4YLhgw4fPqydOnXK8LPSP+xCaEhIiFosFoefqNmRxMbGalBQkPbr18+u5SDsP0MXL17U5cuX6+DBgzUkJERXrVplHAQiIyNtAn/ySbiyZ89ul9ag5LcTefBHMvmB1Xqrl7i4OC1fvnyGDMXJW1FLly6tffv21ddee027deumOXLkMMXJnrX3RcOGDbV169YpJvBJbY6FkSNHas2aNTPEeKzz58/rF198oT169ND+/fvr9OnTjYsbJ06c0Oeff94m8N+5c0d//PFHrVmzpsN/ZjPK/BePIzExUbdv364lS5bUOnXqqOr9z5mXl5eWLl1aZ82apZMmTbLr7bv+jeSB/5VXXrF3cZ65iIgILVmypHbp0kX79++vkydP1nz58mn+/Pl17NixNpMTeXp6aqFChTQwMFD9/PwcIjQ+yNoilyNHDnVxcUlxqy+zi4iI0G7dummtWrVsAv/WrVu1WLFixhwM9jwmXb58WWvUqJHiLh7Xr1/XZcuWab58+TQoKMhY/uOPP2rJkiW1f//+6Xanhydl/Z4kP7e6fPmy1qlTR7t3726z7YULF3T8+PHGvANmCPqq/1f3Xbt2afXq1bVt27YPDfxr167Vli1batGiRR36YnBG6+n6MP/1C6GP8scffzxWRrPmurVr16rFYtHNmzc/66I9FGH/GTlw4IBWr15dGzZsqP7+/lq2bFl1dnbWjh07Gl2vHhb47Tm+M/kXPHngT/6DVL9+fe3atauq3m8pzsisrahly5bVWrVq6f/+9790nwzxWfjzzz81e/bsOmDAAO3fv7/6+flpsWLFbFpSk7+n586d01GjRmmOHDkyxMzTBw4c0CpVqmj9+vU1KChIq1evrk5OTlq/fn3jROjYsWNGl37r7W/u3LmTIe5Nn/y9ccQWjEe5ePFiim6Md+/e1Z07d2qRIkW0bt26qnq/d02zZs3U19dXK1asqL179063e62ntdjYWP3444+NoVhmFR4erh4eHjp69Gib3meXLl3SDh06aKFChWzmW9i5c6f+8MMPumbNGr1w4YI9ivxYjhw5Yrfbx9lL8t5N+/bt0+eff15r1aqlixcvNpa3b99eq1evbo/i2Th27Jj6+/vrzp07U9xB5/bt2zp37lzNmjWrzcSeK1eudNiuxn/99Zd+8MEHqX7efvnlF3V2dtYNGzbYLD9z5oxOnz7doXrG/FvJf9t27dqllStXfmTg//HHH1PMeo9n579+ITQ1H3zwgVoslifKCceOHdMRI0bY9YIpYf8ZCA8PVy8vLx0xYoQeO3bM+FGaMmWKFi1aVIODg40x0dHR0Vq0aFEtV66ccaJr75P7h43ZSUxM1LNnz2qzZs2Mbmb2LmtaSEhIMOrhyN27H9eBAwfUzc1N33jjDWPZ66+/rs7Ozjaz91rrPHv2bG3UqJGWK1cuQ3TPCg8PV09PTx01apQx4dL169d17dq1mi9fPq1evbqeOHFCVe//W/Tq1UstFkuK+xMj7Z05c0Zz5cqlFotF69evr6GhobphwwbjAuauXbu0fPnyNgHizJkzmpSUZPTKyKhiYmJ00aJFDnWbwLR09OhR9fDw0JEjR6qq7W31VO9fvK5Tp476+/s7fM+Z1PwXJuM7efKkbt++3fidS/77vW/fPu3WrZvWr19ff/jhB1VV3bNnj/r4+OgXX3xhj+IarLcptk5w9eB5x7Vr17RgwYI6YsQIexTviRw/flwrVKigRYoU0Zw5c+rYsWN106ZNxvqrV69q/fr19dVXX00xjNIsw4Pmzp2rP/74Y4pW4h07dhjzCSW/2JFavc1w7pkR/BcvhD7M/Pnz1dXV9ZGTez+M9fNqr+8wYT+NHTx4UN3d3XXy5MmqmjI8vvfee5ozZ0597bXXjO5lUVFRWrZsWYe6T+rDWvhHjx6tFStWdOhuVE8qI7eiPiguLk6Dg4M1R44cNr0uRo4cqRaLRd9++209evSoTQv/pk2b9MMPP8wQ48wiIiI0W7ZsOm7cOFVN2RVy586dmitXLptukAcOHNCBAweaNoQ5kr///lsrVaqkpUuX1qpVq2qvXr3Uzc1NK1WqpD169NCvvvpKv/76ay1ZsqTWr1/fVN89VXPU4WFeffVVzZEjh3744YfGhRnr75v1v/v27VMnJyf96quv7FZOPFyzZs3Uy8tLf/vtt1QD/549e7RBgwZGz72oqCht1qyZXVrIT506Zdzt5/Dhw+rq6qoffvhhitYxa/kbNmyoffv2TfdyPom9e/dqrly5dPHixXr06FF9//33tVixYlqsWDFt06aN/vrrr5qYmKjz58/XHDlyGL/TZmiEsPr222/VYrGok5OTlipVSps0aaITJ040GsBOnDihlStX1i5duui6deuM55np3yCj+S9cCP0nCxYsUGdnZ12xYoXN8n/qaZP8eLVq1Sq7nYcS9tPQ9evXtVq1alq8eHGbH8fkt0tRVe3Zs6fmz5/f5jYMjnggSx749+7dq2+99ZZ6eHhkiNbf/6qEhARdsGCB1qtXT1u2bKmqqu+//75myZJFn3/+ee3evbvWrl1b8+TJo2FhYfrhhx+qasYIKffu3dPg4GC1WCw2Q12Slz0xMVHfeOMNzZIli839bfmxSj/Hjx/X9u3ba9u2bXXHjh16+vRp/eKLL7RWrVpavXp1zZIli5YvX14tFou2b9/e3sXFY7p586b269dPa9Sooe+++26KwK96f8xxzpw5df78+fYqJv5BnTp1tFixYkawVLW9tdYvv/yimTJlMo6f9miJOn/+vObOnVvLlCmjX375pSYkJGjFihW1atWqNkN9rOW/efOmNmzYUOfMmaOqjvl7Fh4erlmyZDF6xlidO3dOv/nmG61cubIWLVpUa9asqV999ZUWLFhQQ0NDHfLc8N+4fPmytm3bVl1dXfXjjz/Wfv36ad26ddXDw0OrVq2qb775pk6YMEH9/f31ueee0zVr1ti7yPiPO3DggGbPnj3F+Ur79u21devWD52nIflxaN68eWqxWOx2pwbCfhr75JNPtEaNGtqvX78Uty+zBo7169dr9uzZbSYrcsQfJ9X/G7OTN29edXZ2Ns3EMGazd+9eY7xiYmKiLl26VGvVqqUlSpRQT09P/eOPP4yThujoaJ09e7a2bNlSfXx8MtR9ek+cOKGlS5fW2rVrP7Tc27ZtM9UkRhnRkSNHNDg4WJs0aaK7du0yll+7dk0/++wzHTt2rAYEBDDZTwZz48YN7dWrl9aoUUPfe+894yTHemz5/ffftXLlyryvDsQ6T0nyW/rWrFlTixUrplu3bjXeu+QzwgcEBBi99+xxbrJp0ybNlCmTVqtWTVu1aqU//fST/vnnn+rt7a0NGzZMccI8btw4LVCggMOO0bfe0njs2LE2y1etWmXTo/Obb77RHj16aJYsWdRisWjjxo0z/LxIqbl69arWrl1bq1atarSMbtiwQefOnasVKlTQBg0aGJMRMkYf9nb27FkdPXq0li9fXt966y1VVX3uuee0bNmyDx2ylvy4ae2p8zTd/9MKYT+NJL/6unDhQq1cubL269cv1VuYzZ49W/39/e06Ed+TYMyOY9u3b59aLBabmYqtgT8wMFCrVq1q3F4v+QEoLi4uw3wGkzt58qQWL15ca9eubTPpl7VuS5Ys0XLlyum1a9fsVEKo3r9QGBwcrMHBwanOQmuW8admFR0drbt27dJPPvlEt23bZkxIdP36de3du7cR+JPPdj5s2DBt0qRJhribx3/BsWPHNCQkRLt06aI//vijzXeuRo0aWqxYMd2wYYNNV9PQ0FANDAy0y+1/k+vbt69WqlRJO3bsqA0aNNBFixbp6tWr1cfHR/PkyaMtWrTQQYMGaYcOHTR37twOO3mY9ZbGzz33nM3yyZMna8GCBfXw4cMpWu9/++03ff311001GZ+V9Xf62rVrGhgYqMWLF7eZ7OzmzZsaHR2tc+fOJejDbh68yHn69GkNCwtTPz8/LVGihFaqVOmhk84+GPQ9PT3tGvRVCfv/WkxMjEZHR6e4uvOwwH/nzh3t37+/Dhw4MENNSEU3aMcUHh6u7u7uxhj25O7du2e08Ldo0cI4ectI7+WVK1f04MGDeuLECZvvy6lTp7REiRJaq1Ytmxb+xMRE/d///qfdunUzLnDAfpIPBWKCxIwjIiJCAwIC1N/fX7Nly6aZM2fWAgUKGDO1P9jCr6r6xhtvaM6cOVO9wI30FxERoUWKFNFRo0bpZ599Ziy/ePGi8f916tTRkiVL6qRJk3Tx4sX68ssva+7cuVP0SkxP1uP8L7/8or1799bVq1drhw4dtH79+vrNN99oVFSUDh48WOvUqaONGzfWUaNGOfR8LMlvaWyd8HjatGmaO3duXbVqlc22yUOCWW6/+t1336XoiWG96HTt2jWjB2LyYXcPMttQBji++Ph4vXbtml6/ft34Lp47d07DwsLU19dXhw8fbmz7sO/q7NmzNVeuXHYP+qqE/X/lwIEDWrduXfX399fcuXPrp59+arN+0aJFKQK/9YNixiu2SF/79u1TDw8PDQ0NtVk+a9YsY2Ibawt/zZo1tU2bNjZdOR3d/v37tXr16lqkSBEtXLiwDhs2TK9fv26sTy3wh4WFqbe3tylun2gW1qFAgYGBdhuvhsd36NAh9fLy0tGjRxu/W1999ZW2bt1aLRaLzp49W1Xvt/D36tVL69Spo3Xq1FFXV1eHbV39rzl+/LjmzZtXR40alWLcaJcuXXTbtm3Gspdeeknr1Kmj5cqV0/bt29sl6J85c0a///57m2XR0dHq5+enH3zwgUZFRWmHDh20du3a+vPPP6d7+f4t60XPNm3a6IABAzRPnjypjkXPqLcefZivv/5aLRaLuru76+jRo3XBggUptrl27ZrWrFlT/fz8Hhn4gfTy3XffaefOnbVgwYLGPBpbtmxR1fvHpXHjxmnp0qWNidhVbQN/YmKiHjt2TDNlyuQwk9US9p/Sn3/+qVmzZtURI0bop59+qi+88IJaLBab2UNV/y/wDx48WPv166fu7u6MZ8S/dvXqVc2bN6/Wq1fPZvmbb76pnp6eNt2mExMT9YsvvjAmvMkIV8nDw8M1W7ZsOmzYMN26dav26NFDPTw8jJZFax2sgb9Ro0Y6bNgwdXd3J3A4oMOHD2unTp0yxB0f/stu376tHTp00P/973+qatvSeOjQIe3evbtmypTJCCo3b97ULl26aMGCBZm41UEkJCTo//73P+3SpYvNeO+JEyeqq6urlihRQnv27Glz4S0mJkavXbtml/HhyW/X2aJFC/3qq6+MlvqffvpJ69Spo9HR0Xro0CHt0KGDNmrUyJifRtVx5zt60NGjR7VJkybq7u5udE9PPjFiWFiYFihQQK9du5Zh6vRP/vzzTx04cKB+/fXXGhYWpgEBARoYGKhLliyx+S2Ii4vTwMBAzZYt20O7RgPp4ZNPPjEa0T7++GMdO3asVq1aVd3d3fXdd9/VxMREvXjxooaFhWmZMmV0ypQpD32tM2fOpGPJH42w/xSOHDmiTk5O+vbbb/+/9u48Lqpy/wP458DAIIsICmGmIIqiUi7grpCJgIiFS24oaJq5i5aE+MMVRekqBqZimlubJlqp5SXLFSvRNFNj0QITcekiKOLCwPf3B5e5TOjNzMvM4Of9evF6OeecOXwHZ8483/M8z/fRbtu7d6+o1WqdOz0V3nvvPWnQoIHY2toyEaHH4u7duxIdHS1qtVo2bNggIiKLFi0Se3t7SUlJ0R5X0WjQaDSybds2g1re8UEq1vN+8803tdtycnLExMREZ+hUhezsbGnQoIEoisIbaQbsQRVryXDcuXNHnnvuOVm/fr2IVF1JJi0tTZo3by6hoaHaobi3b9/WGRpO+te2bVvt1C6NRiO//PKLODg4yJEjR+TTTz+Vjh07yogRI3R6+PUlOztbvLy8pHPnztKuXTsZM2aMODs7S1JSkmzZskWCgoLkiy++EJHynm9fX1/p27evUdabOXfunPj5+Unv3r3l4MGD2u3R0dFiYWFR44rKFhYWiqenp8yfP19EypP6+fPni4+Pjzg7O8u6deskLS1NRMpvON2v/UxUXQ4ePCj169eXrVu36mzPy8uT4cOHi1qtluTkZBEpv27NmTNH7OzstN+XFQzxZh2T/b/o3r178uabb4qiKDpzUOfPny+KokhwcLDs2LFDUlJSdBq3O3bskKysLH2ETDXIxYsXZcuWLfLxxx/L/v375e233xZFUeTFF1+Up556Svbs2SMiuhebvXv3Gk19iLKyMpkyZYrY2dnJ2rVrtUOjFixYIIqiSGhoqMTFxcnu3bt1Ckjl5OQYxY0MIkN26dIlUavV8v777z/wmAkTJkizZs2krKyMRRYNjEajkRs3boijo6PExcWJyH++C65du6Y9Ljk5WerWrSvx8fH6CLOKzMxM6d+/vwQHB8v27dtlx44d8vzzz0twcLAoiiIdO3bUtqfS09O1KwUYo/staVwTE/2Ka8OhQ4ekbdu22psbOTk5YmNjI926dZO2bdtKq1at5MUXX9SpsWMMow+p5qi4RsbFxUnv3r21RWcrt6Pz8/MlICBAXFxcpKioSETK38vvvvuuUdTXUIH+EjMzM4SGhuL3339HUFAQDhw4gNTUVCxduhTR0dFQqVT47LPP8NFHH6FHjx4wNzfH0qVLERwcrO/QycidOnUK/fr1g7m5Oc6dO4dmzZrh9ddfx4oVKzBlyhRMnToV/v7+KCsrg4mJCQAgKioKixcvRm5uLurXr6/nV/DnFEXB3LlzUVhYiDVr1sDCwgLZ2dlYunQpIiMj0a5dO6xZswa7du3CmTNn0L17d4SEhGDgwIH6Dp3IqJWWlsLKygpNmjTB559/joCAANStW1e7v+K6YmtrCwcHByiKApWKTQhDcP36ddja2sLU1BSKosDV1RUpKSkICQnB008/DQCwt7fX/h/6+Pigbdu2aNiwoZ4jL+fm5oZFixZh2rRpWL16NRITE7Fr1y789NNP0Gg0GDx4MMzNzSEiaN68ub7D/Vvc3NyQkJCA6dOnIyAgANevX8e3334LT09PfYf2t61ZswbW1tYYNmwYVCoVSktL0bhxYzz11FO4efMmrl+/Di8vL/Tr1w8bN25Eeno6vvvuO3z77bewtLTUnqei/UJUnb777juYmJjAwsICIgJFUbT7bG1tMWLECLz66qvIyspCmzZt0KhRI4wZMwZA+fenqampvkL/c/q+22BMKt9tzMzMlLCwMKlVq5aYmZlVKWpz8uRJWbZsmXTo0EEyMzOrO1SqYSrW6Y2IiJDc3FzZuXOn9OzZUzw9PSUtLU3mzp0riqJoh/SLlA8NtLKy0lnn3FAVFxfLnTt35Pz58yLyn1UrXFxcpFatWrJ7927tsaWlpVJcXCwJCQkSEhLCYnxEj1HFteTdd9/V9mCI/KeXIzQ0VCZMmCClpaUGOVzxSXPlyhUJCAiQOXPmaHuYkpKSRFEUWbBggc4IqIr/r8jISGnTpo1cvHhRLzE/SGZmpvj5+Ymfn5+2cn1NVdOWNL5y5YoMGjRImjZtWqX6eHx8vKjVarG2tpZRo0Y9cKUcXk9In6ZNmyb169eXy5cvi0jV9+OFCxfuW5vNGDDZfwiVlyqrPGwxIyNDJk6cKDY2NtohSqWlpTrHG8PwDjJsFev0vvzyyzrbk5KSxNraWjIyMqSkpESio6NFURTZtm2bvPXWW6JWq41iaGBF4SUPDw9RqVTi4eEhS5Yskdu3b8u4ceOkVatWkpSUpP3sVf5McR440aPJysqSyMhIGTp0qKxZs0Y71aekpEQGDRokVlZWEhcXpy2W9vvvv0t0dLTY2dnxBpsBKSgokJCQEOnevbvExsZqr48TJ04UlUolM2bM0M6LPnHihISHh4u1tbXBFlSsPMz90KFD+g7nf8qYlsF9GBUF+Vq0aCGffPKJdvuNGzfE29tb+vbtK7du3WJSTwal4v348ccfS7169SQ6OlpbE6Rye3P//v3i6elplFNGmez/iTNnzsjQoUMlLi7uvheo9PR0GTlypNjZ2cnevXtFRNjjQY9V5XV6Kzd+UlJSpG7dutpRJUVFRTJ79mxRFEUURTGKRP/UqVNia2srEydOlLVr18r27dvlpZdeElNTUwkJCZErV67ImDFjxMvLS9555537JvxE9NecPHlSnJycxN/fX55//nlRFEVmz56t3Z+XlyejR48WRVHE3t5ePDw8pHPnzuLi4sIimAak4jp4/fp1GTdunHTq1EkWL14spaWlUlJSIrNmzRKVSiWWlpZSr149ad68ubRp08ZgE/0KXK7TuFT+Pj558qSMHj1aWrRooVPobNKkSdKuXTvtY7aRyRAFBQWJtbW1LFq0SGdU1N27d6VPnz4SGBholDUlFBERfU8lMFSlpaWYNm0avv76a9SvXx8FBQUYNGgQ+vTpg1atWmmPS09Px5IlS/DFF19g48aNCAgI0GPUVBNlZWVhypQpKCsrw/Lly9GwYUO4urpi1KhRWLJkifa4wsJCbN68GT179kSLFi30GPGfu3btGvz9/eHv74/Y2Fid7Vu3bsXrr7+OUaNGYdWqVXjllVeQlZWF4OBghIeHG/bcKCIDdurUKXTp0gVTp05FTEwMCgsLMWrUKHz11Vc4duwY3N3dtcfu2LEDv/76Ky5cuICOHTuiS5cucHZ21mP0BAA3b96EjY2Nzrb8/HxERUXhxIkTGDhwIKZPnw5TU1McOHAAv/32G3JyctClSxe0aNECTk5Oeor84aWnpyM6OhpLly5Fo0aN9B0O3cf58+fRuHFjmJiY6MxZ/vHHH5GYmIhvv/0WCxcuRHBwMG7cuIFmzZph7NixmD9/vp4jJ9JV+f3r6+uL48ePw93dHaGhocjLy8P333+P3NxcnDhxAmZmZjq1sYyCvu82GLpNmzZJy5Yt5d69e7Ju3ToJDQ0VOzs7mTdvnnatYZHyqozBwcHSuHFjDlOi/4nMzEzp3bu3+Pj4iJ2dnYSHh2v3Vb6zbix3HX/44Qfx8PCQn376SRt/RewFBQUSExMj5ubmsn//fiksLJS+ffuKn5+fzt1WInp4+fn54ujoKN7e3jrbBw0aJNbW1pKeni5XrlzRU3T0ME6fPi1WVlby0ksvyaRJk+T06dPa9Zxv3rwpU6ZMkQ4dOkhMTIzRr5bAaVqGa+PGjdKyZUvZuXOn9nu7cjvkxIkTEhISIj4+PnL27FkpKSmR/v37y5w5c/QUMVG5B+Vnla+XixYtkhdeeEEcHBzkhRdekPDwcO1+Y7yusmf/IQQGBqJz586IjIyEmZkZ9u3bh4CAAFhbW8Pb2xuTJ09G+/btUVpaiuLiYm31W6LHLSsrC+PGjcP58+exadMmeHt7A0CVyqHGYMOGDRg/fjxu374NoOpr+PXXX9G2bVtERkYiMjISN27cQFFRET9fRI/o3r17iImJQVxcHJKSkhAWFobFixdj9uzZePbZZ9GkSROkpqYiMDAQnp6eCAoKgqOjI8zNzfUdOv3bypUrMWnSJLi6ukKtVqO0tBRFRUUYMGAAfHx80L59e8ydOxdXr16Ft7e3toef6HG6du0agoKCYG5ujpkzZyIgIKBKD//BgwcxfPhwrFu3Dr169UJ2djZcXFwAGGebhYzb999/Dw8PD1hZWT3wmD9W1f/9999Rr169B+43Flw35w+uXbuGnJwcKIqiXQolKCgIu3btgpmZGQDgk08+wdNPP43ExEQsW7YMr7zyCho1aoR9+/ahTp06eoyeajo3NzckJSVh8uTJWLRoEUxNTdG1a1ej/NJs2rQpACA5ORkDBgyo8hoaN24MV1dXXLlyBQBQu3Zt1K5du9rjJDJ2ubm5SE1NhYigZ8+eqFevHkaNGoXk5GQcO3YMO3bsgJ+fHwoKCnD27FmsWrUKMTExSExMxJEjR5jsG5AJEyagqKgIs2bNQlJSEtzc3PDLL79g27Zt2LJlC1xcXHDnzh1cvnwZhw8fhrW1NcaPH6/vsKkGuXPnDhwcHJCSkoL+/ftj3rx5EBH07t0bpqam2oTI29sbNjY2OH/+PHr16sVEn/Rm3759GDp0KM6cOfNfk31TU1Od96ednZ12n4gYZaIPMNnXcfbsWYwdOxY2NjawtLTEli1boFKpMHToUMTGxmLt2rU4fvw4PvvsM+zcuROenp4IDAzE3r174ebmZrRvAjIuTZs21a7T+8YbbyA+Ph6dOnXSd1h/mYuLC2rXro1NmzbBy8tLOxe4Yi7U9evXUatWrRqx/jCRvpw6dQr9+vWDubk5zp07h2bNmuH111/HihUrMGXKFEyZMgV9+vQBANStWxc+Pj7o1KkTSkpKkJ+fD1tbWz2/AgLKr4sVjc2IiAjk5+dj4sSJWLZsGcaPH4+wsDAUFRVhy5YtOHfuHN5//32YmZmhZ8+e+g6daoiPPvoIx44dw+HDh+Hu7o6+ffviyy+/RO/evbFw4UIAgL+/P1Sq8tQiPT0d5ubmaNy4sc55mOhTddNoNKhbty5sbW2h0Wi079H7qXh//jG5N+r3rX5mDxie06dPS506dSQqKkpycnK0c5Aq5masXLlS1Gq1NGnSRFvl3FjmRlPN9PPPP8vAgQMlJydH36E8suTkZDE3N5cRI0ZUWW/4//7v/8TFxUWys7P1FB2Rcfvxxx/F0tJSIiIiJDc3V3bu3Ck9e/YUT09PSUtLk7lz54qiKLJx40YR+c9KMqw5YziKiop0Hleexx4VFSUmJiaycuVK7VJRFS5cuCD/+te/qiVGqvneeOMNcXZ2lsGDB8vo0aOlWbNmYmpqKq+++qpcunRJfH19pUOHDrJq1SrJycmR48ePi6enpwwZMkTfodMTqvL32KZNm8TDw+ORnpuRkSE3btx4rLFVNyb7IvKvf/1LunXrJlOmTNHZXvk/+4cffhAHBwdZvXq1iDDRJ8Ng7AWMNBqNrF69WlQqlTRv3lxeeeUVmTVrlgwbNkzs7Oy4zBfRI7pw4YLUq1dPXn75ZZ3tSUlJYm1tLRkZGVJSUiLR0dGiKIps3rxZT5HSg5w5c0ZcXFwkOjpa0tLStOuyVy6EFhUVJSqVSlatWlXlxgDR47B06VJxcnKStLQ0bQfYhQsXZOnSpaJWq2Xs2LFSUlIioaGh0qpVK7GwsJCOHTvK8OHDtedgm5mqW2Zmpvbfy5cvl1atWj3U8yrnfgkJCdKmTRuj7lQTEeEwfgCXL19GXl4eBgwYoLOcQuWhHG3btsWIESOQkJCA/v37w8HBQZ8hEwGA0c+lNTU1xWuvvYY2bdogLi4O33//PerUqYPWrVvjyJEjOsuAEdHDKy0tRePGjXH37l0cPnwY3bp1A1BeC0OtVuPu3btQqVR48803YWJigtDQUJiZmWHw4MF6jpwqHDhwADdu3MA333yDjIwM5ObmYvny5Xj66ae1hUoXLlyI0tJSTJ8+HXfu3MHYsWNhaWmp58ipJhARFBcXY8+ePZg5cya8vLwg5Z2EaNiwIUaPHg0TExPMmDED3t7eWLt2LX777TecP38e9evXh4eHBwAY3zJlZPTOnj2L1q1bY+HChYiIiICVlRXs7e0B/KfInvy7Pn3l4flSab5+UlISZs+ejVWrVhn98p+sxg/gww8/RFhYGO7duwdFUe57YSouLsa6deuwbt06zJw5kw0iosestLQUJiYmD/wMEtFfk5WVhSlTpqCsrAzLly9Hw4YN4erqilGjRmHJkiXa44qKipCQkIB+/fqhRYsWeoyYKjtz5gzefvttjBgxAi4uLpg5cyays7NhbW2NESNGoFevXnB0dAQATJ06FR988AHOnTvHQsH02OTm5qJVq1b46KOP0Lt37yrF9S5duoSgoCC4u7vjww8/rPL8Px5PVB0uX76MFStWYOXKlYiJiYGtrS0++eQTrFmzBnZ2djAzM0NRUREURYGVlRXOnz8PV1dXnUQ/IiIC69evR//+/fX8av4+JvsAjhw5gp49e+L999/HgAED7ntMUlIStm3bBrVajfj4eLi5uVVzlEQ1W+VGARsIRI9HVlYWpk6diuLiYpw6dQphYWGIj48HoLuMED9zhumll16CWq3G1q1bAQCZmZnw9fXFpUuX0KdPHzRr1gwzZsyAo6NjlWWiiP6umzdvokmTJggPD0dUVJTOvoprRnR0NHbs2IETJ05AUZT/WvyMqLpcvnwZa9asQXx8PCwtLXH79m2Ym5vDxMQEFhYWuHXrFhRFgYigW7du2LZtGxRF0Sb677333gNzQmPDTyQAZ2fn+1YFr9z4+fnnn9GjRw9ERkayx5Hof6ByosGkg+jxcHNzw9tvv41x48ahdu3a6Nevn3Zf5e8yfuYMS8Xopri4OAwbNgwHDhyAj48PYmNjoVarkZycjNOnT2PlypXYvXs3jh49ykSfHjtFUeDs7Izdu3dj8ODBaNKkCQCgcj/h9evX0blzZ5iZmUGj0egrVHrCFRQU4O7du3B0dISiKHBycsKYMWNgZmaG5cuXw9nZGQkJCfjll19QVlaGWrVqAQBKSkowdOhQKIqCrVu3Ijw8HB988EGN6NGvwJ79f9u+fTuGDRuGQYMGITIyEi1btgRQPnw/JiYGH3zwAVJSUtC8eXM9R0pERPTXnDt3DpMnT4aIIDo6Gl27dtV3SPQQrl+/jlGjRqF79+44c+YMvvzyS+zcuRNeXl4Aytc8v3r1qtHPKSXDtW/fPvj5+SEkJASzZ8+Gq6urdt/Vq1fh4+ODvLw8uLi4YMSIEZgwYYI2kSKqDh9//DHWrFmDzMxMdOnSBRMnToSPjw+A8qkmGzduxOLFi5GYmIjQ0NAHnicrKws5OTnw9fWtrtCrBZP9fysrK8O7776LSZMmoWnTpujcuTMsLCyQm5uL7777Dnv27EHbtm31HSYREdEjycrKwvTp0/H7778jPj4enTp10ndIhPKE3cLC4oH7d+3ahRdffBGOjo7Yv3+/tnApp15QdVm5ciXCw8PRrVs39OvXDz169EB6ejoWLFgAe3t7vPbaazA1NYW3tzeeeuopfYdLT5CkpCS88cYbeOONN2BnZ4fo6Gh07twZW7duRe3atQGUD+lPSkpCfHw85s2bh6lTp1Y5T02uFcVk/w+OHj2Kt956C+fOnYONjQ26dOmC0aNHc44+EREZvfT0dERHR2Pp0qXsDTYAubm5mDZtGsaPH48ePXpU2S8iuH37NsLCwtCgQQMsX768RjdKyTCJCFJSUhAeHo6LFy/i9u3b8PLyQps2bbB69Wp9h0dPqHXr1mHixInYunUrXnzxRQBAVFQUFi9ejKNHj2pHQAHlPfzvvfceZs+ejS1btuDll1/WV9jVjsn+fVQuWkRERFST3Lt3z+iX7awpfvnlFwwfPhz29vaYOXPmA6dXxMbGYvXq1Thx4oR2CSmi6nb9+nUUFxfj6tWraNCggXY1CLabqTqJCAoKClC3bl14eXkhJSVFuwqJn58f9u7di+TkZJiamqJjx47a0SYFBQVITk5GWFjYE1VIksn+fbAqOBEREVWHiiUS/1hPofI60Ldv34aHhwd69erFnlQyKGwnU3WreM8dOHAAgYGBCAkJwVtvvYXRo0fjhx9+gK+vL5ydnREfHw93d3dYWlripZdewpAhQ1C3bl0AgEajeWISfib7RERERHr0oIQfAO7evYvZs2cjPz8fUVFRaNy4sR4jJSIyHBUFJOvUqYP69etj9+7daNiwIYDyufonT57EsmXLYGlpie3btz+RU6CY7BMRERHp2f0S/nv37mH69OlYuXIlTpw4gdatW+s7TCIivcjLy8Pt27dx6dIltGzZEhYWFrC0tMShQ4fQq1cv9OnTB6tXr4aDg0OVEScVj5/EmidM9omIiIgMQOWEPzIyEl9++SUSExORmprKFYGI6In14YcfIikpCRkZGbh16xYcHBzQt29fzJgxA8888wy++eYb+Pv7Y8SIEYiJicHTTz8NQLeexJM65YTJPhEREZGBqFgiMTU1Fbdu3cK3336Ldu3a6TssIiK9WL9+PSZOnIh//OMfcHV1haOjI+Li4rB//340adIEH330ERo1aoR9+/YhICAAw4cPx5w5c7jizL8x2SciIiIyIBkZGYiIiMCiRYvQqlUrfYdDRKQXp06dQr9+/RATE4OhQ4fq7IuLi0NCQgK6du2KpKQk1KlTB4cOHYKPjw8WLFiAWbNm6Slqw/JklCEkIiIiMhLNmzfHtm3bYGZmpu9QiIj05sKFC7Czs4Ovr692vn1FJf2IiAhcvHgRH374Ic6dOwcvLy90794dJ06c4E3SSp6sCgVERERERoCJPhE9qfLz8wEAZ8+eRXZ2NqysrLSF9VQqFcrKygAA8+fPBwCkpqYCKJ+j37p1a6hUKmg0Gj1EbniY7BMREREREZHeHTx4EM2aNUN+fj7c3d2Rn5+P06dPA4A2ya9I/DUaDSwsLLQ3RyuK8QHlNwWIyT4REREREREZACcnJ9jZ2WHBggXw9vZGixYtMGPGDO0wfhFBRcm5oqIiPPPMM2jSpImeozZcTPaJiIiIiIhI71xdXTFs2DB8/fXXOH78OGbMmIG0tDT06tULFy9ehKIoUBQFRUVFmDhxIszMzODr66vvsA0Wq/ETERERERGRXqSnp8Pd3V37uKCgAO3bt0f79u2xefNmrF27FnPmzIFGo0H79u1hbW2NvLw8FBUVIS0tDWZmZtqef9LFvwgRERERERFVu507d6Jly5bo06cPcnJyUFhYiDp16mDNmjXYvn07NmzYgNdeew2pqakYPHgwLCwsYGVlhQEDBuDYsWMwMzODRqNhov8A7NknIiIiIiKianfq1Cn06dMHhYWF6N69O7p27YrAwEC0adMG48aNw5kzZ7BixQq0bt0aACAiUBRF+/zS0lKdwnyki2UKiYiIiIiIqFpUJOwajQbNmzfH5MmTcePGDdja2uLChQsYNmwY4uLiMGDAAOzZswd79+5F69at75vYM9H/7zjegYiIiIiIiKrFxYsXAZQvj6dWq9GmTRscPnwY7du3R2JiIsLDwzFmzBicPHkSTk5OiI2NRUZGBhP7R8Bkn4iIiIiIiP7n0tLS4OzsjBkzZiAjIwMA4Ofnh+7du2Po0KHIy8vD2LFj8dlnn+HixYuoVasW8vPzsWrVKj1Hbpw4Z5+IiIiIiIj+5woKCrB582bMnz8fLVu2hL+/P6KiogAAI0eOhJWVFRYvXgwbGxvk5+fj/Pnz2LRpE+Lj46FScQb6X8Vkn4iIiIiIiKpNZmYmYmNjceDAATg5OSExMREnT57EoUOHMG7cOHTq1KlKMT6NRsOE/y9isk9ERERERETVqrCwECdPnkRkZCSuXbuGwMBA7NmzB76+vli5cqW+w6sRmOwTERERERGR3syaNQunT5/GwYMHUVhYiO3btyM4OFjfYRk9JvtERERERERU7crKymBiUl4z/ujRo9i1axe++uorHDp0iEP2HwMm+0RERERERKQXf5ybX4Fz9P8+JvtERERERERkMB50A4D+GhN9B0BERERERERUgYn+48Fkn4iIiIiIiKiGYbJPREREREREVMMw2SciIiIiIiKqYZjsExEREREREdUwTPaJiIiIiIiIahgm+0REREREREQ1DJN9IiKiJ9Tzzz+P8PBwfYdRxYYNG1CnTp2/fR5FUfDpp5/+7fMQEREZIyb7REREBmzkyJFQFKXKT0BAwEOfY//+/VAUBQUFBTrbt2/fjgULFmgfu7i4YPny5Y8l5uDg4L99HiIiInp0Kn0HQERERP9dQEAA1q9fr7NNrVb/7fPa29v/7XMQERGRYWLPPhERkYFTq9VwcnLS+bGzs9PuVxQFa9euRb9+/WBpaQk3Nzd8/vnnAIDs7Gz06NEDAGBnZwdFUTBy5EgAusP4n3/+eeTk5GDatGna0QO3bt1C7dq1sW3bNp14Pv30U1hZWeHmzZuP9HqWLVuGZ599FlZWVmjYsCEmTJiAoqKiKsd9+umncHNzg4WFBfz9/fHbb7/p7P/ss8/Qrl07WFhYwNXVFfPmzYNGo3mkmIiIiGoaJvtEREQ1wLx58zBo0CCcOnUKgYGBCAkJQX5+Pho2bIjk5GQAQEZGBvLy8vD2229Xef727dvxzDPPYP78+cjLy0NeXh6srKwwZMiQKqMK1q9fj4EDB8LGxuaRYjUxMUFCQgLOnDmDjRs34ptvvkFERITOMcXFxVi4cCE2bdqE1NRUFBQUYMiQIdr9hw4dQmhoKKZOnYqzZ88iKSkJGzZswMKFCx8pJiIiopqGyT4REZGB27VrF6ytrXV+Fi1apHPMyJEjMXToUDRt2hSLFi1CUVERjh49ClNTU+1wfUdHRzg5OcHW1rbK77C3t4epqSlsbGy0owcAYMyYMfjnP/+JvLw8AMDVq1fxxRdf4JVXXnnk1xMeHo4ePXrAxcUFL7zwAmJiYrB161adY0pKSrBixQp07twZnp6e2LhxI44cOYKjR48CKL+5ERkZibCwMLi6uqJXr15YsGABkpKSHjkuIiKimoRz9omIiAxcjx49sGrVKp1tf5xv/9xzz2n/bWVlhdq1a+Pq1at/+3d36NABrVq1wsaNGxEZGYn3338fzs7O8Pb2fuRz7t27F7GxsUhPT8eNGzeg0Whw584dFBcXw9LSEgCgUqnQvn177XPc3d1Rp04d/Pzzz+jQoQN+/PFHpKam6vTkl5aWVjkPERHRk4rJPhERkYGzsrJC06ZN/+sxZmZmOo8VRUFZWdlj+f1jxozBO++8g8jISKxfvx6jRo2CoiiPdK7s7GwEBQVh/PjxWLhwIezt7XH48GGMHj0a9+7de+gkvaioCPPmzUP//v2r7LOwsHik2IiIiGoSJvtEREQ1nLm5OYDynu8/O+5+xwwfPhwRERFISEjA2bNnERYW9sixHD9+HGVlZVi6dClMTMpnE/5xCD8AaDQaHDt2DB06dABQXm+goKAALVq0AAC0a9cOGRkZf3oThIiI6EnFZJ+IiMjA3b17F5cvX9bZplKpUK9evYd6vrOzMxRFwa5duxAYGIhatWrB2tq6ynEuLi44ePAghgwZArVarT2/nZ0d+vfvjxkzZsDPzw/PPPPMn/7OwsJCnDx5Umdb3bp10bRpU5SUlCAxMRF9+/ZFamoqVq9eXeX5ZmZmmDx5MhISEqBSqTBp0iR06tRJm/zPnj0bQUFBaNSoEQYOHAgTExP8+OOPOH36NGJiYh7q70JERFSTsUAfERGRgduzZw/q16+v89OtW7eHfn6DBg20Be2eeuopTJo06b7HzZ8/H9nZ2WjSpAkcHBx09lUMs3/Ywnz79+9H27ZtdX7mzZuH1q1bY9myZViyZAk8PDzwwQcfIDY2tsrzLS0t8eabb2LYsGHo2rUrrK2tsWXLFu1+f39/7Nq1CykpKWjfvj06deqE+Ph4ODs7P/TfhYiIqCZTRET0HQQREREZts2bN2PatGm4dOmSdloAERERGS4O4yciIqIHKi4uRl5eHhYvXozXXnuNiT4REZGR4DB+IiIieqC4uDi4u7vDyckJM2fO1Hc4RERE9JA4jJ+IiIiIiIiohmHPPhEREREREVENw2SfiIiIiIiIqIZhsk9ERERERERUwzDZJyIiIiIiIqphmOwTERERERER1TBM9omIiIiIiIhqGCb7RERERERERDUMk30iIiIiIiKiGobJPhEREREREVEN8/+R10BSYmqHtwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import spacy\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import Counter\n",
    "\n",
    "# Load the spaCy model\n",
    "nlp = spacy.load(\"en_core_web_sm\")\n",
    "\n",
    "\n",
    "# Function to perform NER and extract entities\n",
    "def extract_entities(text):\n",
    "    doc = nlp(text)\n",
    "    entities = [(ent.text, ent.label_) for ent in doc.ents]\n",
    "    return entities\n",
    "\n",
    "\n",
    "# Apply the NER function to each comment\n",
    "df[\"entities\"] = df[\"cleaned_comment\"].apply(extract_entities)\n",
    "\n",
    "# Display the first few rows to see the extracted entities\n",
    "print(df[[\"cleaned_comment\", \"entities\"]].head())\n",
    "\n",
    "# Flatten the list of entities to analyze them\n",
    "all_entities = [entity for sublist in df[\"entities\"] for entity in sublist]\n",
    "\n",
    "# Create a DataFrame of entities and their labels\n",
    "entities_df = pd.DataFrame(all_entities, columns=[\"Entity\", \"Label\"])\n",
    "\n",
    "# Count the frequency of each entity label\n",
    "label_counts = entities_df[\"Label\"].value_counts()\n",
    "\n",
    "# Plot the distribution of entity labels\n",
    "plt.figure(figsize=(12, 6))\n",
    "label_counts.plot(kind=\"bar\", color=\"skyblue\")\n",
    "plt.title(\"Distribution of Entity Labels\")\n",
    "plt.xlabel(\"Entity Label\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# If you want to see the most common entities\n",
    "top_entities = entities_df[\"Entity\"].value_counts().head(10)\n",
    "\n",
    "# Plot the most common entities\n",
    "plt.figure(figsize=(12, 6))\n",
    "top_entities.plot(kind=\"bar\", color=\"salmon\")\n",
    "plt.title(\"Top 10 Most Common Entities\")\n",
    "plt.xlabel(\"Entity\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. SVM Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVM Model Accuracy: 0.5236220472440944\n",
      "SVM Model Precision: 0.5334834104292766\n",
      "SVM Model Recall: 0.5236220472440944\n",
      "SVM Model F1 Score: 0.5257469696915541\n",
      "SVM Model ROC AUC Score: 0.8535771718938111\n"
     ]
    }
   ],
   "source": [
    "# SVM\n",
    "from sklearn.metrics import roc_auc_score, accuracy_score, precision_score, recall_score, f1_score\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# Encode the target variable\n",
    "label_encoder = LabelEncoder()\n",
    "df[\"subreddit_label\"] = label_encoder.fit_transform(df[\"subreddit\"])\n",
    "\n",
    "# Split the data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    df[\"cleaned_comment\"], df[\"subreddit_label\"], test_size=0.2, random_state=42\n",
    ")\n",
    "\n",
    "# Vectorize the text data\n",
    "vectorizer = TfidfVectorizer()\n",
    "X_train_vectorized = vectorizer.fit_transform(X_train)\n",
    "X_test_vectorized = vectorizer.transform(X_test)\n",
    "\n",
    "# Train the SVM model\n",
    "svm_model = SVC(kernel=\"linear\", probability=True)  # Enable probability estimates\n",
    "svm_model.fit(X_train_vectorized, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred = svm_model.predict(X_test_vectorized)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "precision = precision_score(y_test, y_pred, average=\"weighted\")\n",
    "recall = recall_score(y_test, y_pred, average=\"weighted\")\n",
    "f1 = f1_score(y_test, y_pred, average=\"weighted\")\n",
    "\n",
    "# Calculate ROC AUC Score\n",
    "if hasattr(svm_model, \"predict_proba\"):\n",
    "    y_prob = svm_model.predict_proba(X_test_vectorized)\n",
    "    roc_auc = roc_auc_score(y_test, y_prob, multi_class=\"ovr\", average=\"weighted\")\n",
    "else:\n",
    "    roc_auc = None\n",
    "\n",
    "print(f\"SVM Model Accuracy: {accuracy}\")\n",
    "print(f\"SVM Model Precision: {precision}\")\n",
    "print(f\"SVM Model Recall: {recall}\")\n",
    "print(f\"SVM Model F1 Score: {f1}\")\n",
    "print(f\"SVM Model ROC AUC Score: {roc_auc}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Logistic Regression Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression Model Accuracy: 0.5417322834645669\n",
      "Logistic Regression Model Precision: 0.5451372094171405\n",
      "Logistic Regression Model Recall: 0.5417322834645669\n",
      "Logistic Regression Model F1 Score: 0.5361759238916388\n",
      "Logistic Regression Model ROC AUC Score: 0.8576761060692843\n"
     ]
    }
   ],
   "source": [
    "# logistic regression\n",
    "\n",
    "# Encode the target variable\n",
    "label_encoder = LabelEncoder()\n",
    "df[\"subreddit_label\"] = label_encoder.fit_transform(df[\"subreddit\"])\n",
    "\n",
    "# Split the data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    df[\"cleaned_comment\"], df[\"subreddit_label\"], test_size=0.2, random_state=42\n",
    ")\n",
    "\n",
    "# Vectorize the text data\n",
    "vectorizer = TfidfVectorizer()\n",
    "X_train_vectorized = vectorizer.fit_transform(X_train)\n",
    "X_test_vectorized = vectorizer.transform(X_test)\n",
    "\n",
    "# Train the Logistic Regression model\n",
    "lr_model = LogisticRegression(max_iter=1000)\n",
    "lr_model.fit(X_train_vectorized, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred_lr = lr_model.predict(X_test_vectorized)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy_lr = accuracy_score(y_test, y_pred_lr)\n",
    "precision_lr = precision_score(y_test, y_pred_lr, average=\"weighted\")\n",
    "recall_lr = recall_score(y_test, y_pred_lr, average=\"weighted\")\n",
    "f1_lr = f1_score(y_test, y_pred_lr, average=\"weighted\")\n",
    "\n",
    "# Calculate ROC AUC Score using predict_proba\n",
    "if hasattr(lr_model, \"predict_proba\"):\n",
    "    y_prob_lr = lr_model.predict_proba(X_test_vectorized)\n",
    "    roc_auc_lr = roc_auc_score(y_test, y_prob_lr, multi_class=\"ovr\", average=\"weighted\")\n",
    "else:\n",
    "    roc_auc_lr = None\n",
    "\n",
    "print(f\"Logistic Regression Model Accuracy: {accuracy_lr}\")\n",
    "print(f\"Logistic Regression Model Precision: {precision_lr}\")\n",
    "print(f\"Logistic Regression Model Recall: {recall_lr}\")\n",
    "print(f\"Logistic Regression Model F1 Score: {f1_lr}\")\n",
    "print(f\"Logistic Regression Model ROC AUC Score: {roc_auc_lr}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Random Forest Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest Model Accuracy: 0.48503937007874015\n",
      "Random Forest Model Precision: 0.4884237407707543\n",
      "Random Forest Model Recall: 0.48503937007874015\n",
      "Random Forest Model F1 Score: 0.4778307445701116\n",
      "Random Forest Model ROC AUC Score: 0.8191243941901507\n"
     ]
    }
   ],
   "source": [
    "# random forest\n",
    "# Train the Random Forest model\n",
    "rf_model = RandomForestClassifier()\n",
    "rf_model.fit(X_train_vectorized, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred_rf = rf_model.predict(X_test_vectorized)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy_rf = accuracy_score(y_test, y_pred_rf)\n",
    "precision_rf = precision_score(y_test, y_pred_rf, average=\"weighted\")\n",
    "recall_rf = recall_score(y_test, y_pred_rf, average=\"weighted\")\n",
    "f1_rf = f1_score(y_test, y_pred_rf, average=\"weighted\")\n",
    "\n",
    "# Calculate ROC AUC Score using predict_proba\n",
    "if hasattr(rf_model, \"predict_proba\"):\n",
    "    y_prob_rf = rf_model.predict_proba(X_test_vectorized)\n",
    "    roc_auc_rf = roc_auc_score(y_test, y_prob_rf, multi_class=\"ovr\", average=\"weighted\")\n",
    "else:\n",
    "    roc_auc_rf = None\n",
    "\n",
    "\n",
    "print(f\"Random Forest Model Accuracy: {accuracy_rf}\")\n",
    "print(f\"Random Forest Model Precision: {precision_rf}\")\n",
    "print(f\"Random Forest Model Recall: {recall_rf}\")\n",
    "print(f\"Random Forest Model F1 Score: {f1_rf}\")\n",
    "print(f\"Random Forest Model ROC AUC Score: {roc_auc_rf}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. LSTM Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m121s\u001b[0m 2s/step - accuracy: 0.1536 - loss: 2.0680 - val_accuracy: 0.3081 - val_loss: 1.9128\n",
      "Epoch 2/5\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m121s\u001b[0m 2s/step - accuracy: 0.3182 - loss: 1.8124 - val_accuracy: 0.3573 - val_loss: 1.6621\n",
      "Epoch 3/5\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m114s\u001b[0m 2s/step - accuracy: 0.4873 - loss: 1.3854 - val_accuracy: 0.4568 - val_loss: 1.5337\n",
      "Epoch 4/5\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m114s\u001b[0m 2s/step - accuracy: 0.6590 - loss: 1.0377 - val_accuracy: 0.4795 - val_loss: 1.5056\n",
      "Epoch 5/5\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m115s\u001b[0m 2s/step - accuracy: 0.7753 - loss: 0.7152 - val_accuracy: 0.4833 - val_loss: 1.5790\n",
      "\u001b[1m50/50\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 314ms/step - accuracy: 0.4742 - loss: 1.5975\n",
      "LSTM Model Accuracy: 0.4833018183708191\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# LSTM\n",
    "# Tokenize the text data\n",
    "tokenizer = Tokenizer()\n",
    "tokenizer.fit_on_texts(df[\"cleaned_comment\"])\n",
    "X = tokenizer.texts_to_sequences(df[\"cleaned_comment\"])\n",
    "X = pad_sequences(X)\n",
    "\n",
    "# Split the data into training and testing sets\n",
    "X_train_lstm, X_test_lstm, y_train_lstm, y_test_lstm = train_test_split(\n",
    "    X, df[\"subreddit_label\"], test_size=0.2, random_state=42\n",
    ")\n",
    "\n",
    "# Create the LSTM model\n",
    "lstm_model = Sequential()\n",
    "lstm_model.add(Embedding(len(tokenizer.word_index) + 1, 128))\n",
    "lstm_model.add(SpatialDropout1D(0.2))\n",
    "lstm_model.add(LSTM(196, dropout=0.2, recurrent_dropout=0.2))\n",
    "lstm_model.add(Dense(8, activation=\"softmax\"))\n",
    "\n",
    "lstm_model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=\"adam\", metrics=[\"accuracy\"])\n",
    "\n",
    "# Train the LSTM model\n",
    "history = lstm_model.fit(\n",
    "    X_train_lstm, y_train_lstm, epochs=5, batch_size=64, validation_data=(X_test_lstm, y_test_lstm)\n",
    ")\n",
    "\n",
    "# Evaluate the LSTM model\n",
    "loss, accuracy_lstm = lstm_model.evaluate(X_test_lstm, y_test_lstm)\n",
    "print(f\"LSTM Model Accuracy: {accuracy_lstm}\")\n",
    "\n",
    "# Plot the training and validation accuracy\n",
    "plt.plot(history.history[\"accuracy\"], label=\"Training Accuracy\")\n",
    "plt.plot(history.history[\"val_accuracy\"], label=\"Validation Accuracy\")\n",
    "plt.title(\"Training and Validation Accuracy\")\n",
    "plt.xlabel(\"Epoch\")\n",
    "plt.ylabel(\"Accuracy\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Plot the training and validation loss\n",
    "plt.plot(history.history[\"loss\"], label=\"Training Loss\")\n",
    "plt.plot(history.history[\"val_loss\"], label=\"Validation Loss\")\n",
    "plt.title(\"Training and Validation Loss\")\n",
    "plt.xlabel(\"Epoch\")\n",
    "plt.ylabel(\"Loss\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m50/50\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 324ms/step\n",
      "LSTM Model Accuracy: 0.48330182734719596\n",
      "LSTM Model Precision: 0.4831033085454357\n",
      "LSTM Model Recall: 0.48330182734719596\n",
      "LSTM Model F1 Score: 0.47826518387389827\n",
      "LSTM Model ROC AUC Score: None\n"
     ]
    }
   ],
   "source": [
    "# Score the LSTM model\n",
    "import numpy as np\n",
    "\n",
    "def score_model(model, X_test, y_test):\n",
    "    y_pred = model.predict(X_test)\n",
    "    y_pred = [np.argmax(pred) for pred in y_pred]\n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    precision = precision_score(y_test, y_pred, average=\"weighted\")\n",
    "    recall = recall_score(y_test, y_pred, average=\"weighted\")\n",
    "    f1 = f1_score(y_test, y_pred, average=\"weighted\")\n",
    "    # Calculate ROC AUC Score using predict_proba\n",
    "    if hasattr(model, \"predict_proba\"):\n",
    "        y_prob = model.predict_proba(X_test)\n",
    "        roc_auc = roc_auc_score(y_test, y_prob, multi_class=\"ovr\", average=\"weighted\")\n",
    "    else:\n",
    "        roc_auc = None\n",
    "    return accuracy, precision, recall, f1, roc_auc\n",
    "\n",
    "\n",
    "# Score the LSTM model\n",
    "accuracy_lstm, precision_lstm, recall_lstm, f1_lstm, roc_auc_lstm = score_model(\n",
    "    lstm_model, X_test_lstm, y_test_lstm\n",
    ")\n",
    "\n",
    "print(f\"LSTM Model Accuracy: {accuracy_lstm}\")\n",
    "print(f\"LSTM Model Precision: {precision_lstm}\")\n",
    "print(f\"LSTM Model Recall: {recall_lstm}\")\n",
    "print(f\"LSTM Model F1 Score: {f1_lstm}\")\n",
    "print(f\"LSTM Model ROC AUC Score: {roc_auc_lstm}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. KNN Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN Model Accuracy: 0.23070866141732282\n",
      "KNN Model Precision: 0.32654453546842\n",
      "KNN Model Recall: 0.23070866141732282\n",
      "KNN Model F1 Score: 0.15102816632882568\n",
      "KNN Model ROC AUC Score: 0.7203185418876082\n"
     ]
    }
   ],
   "source": [
    "# knn\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "# Train the KNN model\n",
    "knn_model = KNeighborsClassifier(n_neighbors=5)\n",
    "knn_model.fit(X_train_vectorized, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred_knn = knn_model.predict(X_test_vectorized)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy_knn = accuracy_score(y_test, y_pred_knn)\n",
    "precision_knn = precision_score(y_test, y_pred_knn, average=\"weighted\")\n",
    "recall_knn = recall_score(y_test, y_pred_knn, average=\"weighted\")\n",
    "f1_knn = f1_score(y_test, y_pred_knn, average=\"weighted\")\n",
    "# Calculate ROC AUC Score using predict_proba\n",
    "if hasattr(knn_model, \"predict_proba\"):\n",
    "    y_prob_knn = knn_model.predict_proba(X_test_vectorized)\n",
    "    roc_auc_knn = roc_auc_score(y_test, y_prob_knn, multi_class=\"ovr\", average=\"weighted\")\n",
    "else:\n",
    "    roc_auc_knn = None\n",
    "\n",
    "print(f\"KNN Model Accuracy: {accuracy_knn}\")\n",
    "print(f\"KNN Model Precision: {precision_knn}\")\n",
    "print(f\"KNN Model Recall: {recall_knn}\")\n",
    "print(f\"KNN Model F1 Score: {f1_knn}\")\n",
    "print(f\"KNN Model ROC AUC Score: {roc_auc_knn}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison of all the models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 Model  Accuracy  Precision    Recall  F1 Score   Rou_AUC\n",
      "0                  SVM  0.523622   0.533483  0.523622  0.525747  0.853577\n",
      "1  Logistic Regression  0.541732   0.545137  0.541732  0.536176  0.857676\n",
      "2        Random Forest  0.485039   0.488424  0.485039  0.477831  0.819124\n",
      "3                  KNN  0.230709   0.326545  0.230709  0.151028  0.720319\n",
      "4                 LSTM  0.483302   0.483103  0.483302  0.478265       NaN\n"
     ]
    },
    {
     "data": {
      "image/png": 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