word_vectors.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import html\n",
    "import re\n",
    "import gensim\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = set(stopwords.words('english'))\n",
    "from nltk.tokenize import word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>Unnamed: 0</th>\n",
       "      <th>title</th>\n",
       "      <th>date</th>\n",
       "      <th>body</th>\n",
       "      <th>creators</th>\n",
       "      <th>subjects</th>\n",
       "      <th>recipient</th>\n",
       "      <th>sender</th>\n",
       "      <th>datetime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Telegram from Aleksandr Vasilevsky to Stalin</td>\n",
       "      <td>19450818</td>\n",
       "      <td>18.8.45Moscow. Personally to Cde. StalinCopy: ...</td>\n",
       "      <td>['Vasilevsky, Aleksandr Mikhaylovich']</td>\n",
       "      <td>['World War, 1939-1945--Campaigns--Japan--Hokk...</td>\n",
       "      <td>Stalin</td>\n",
       "      <td>Aleksandr Vasilevsky</td>\n",
       "      <td>1945-08-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Cable from Aleksandr Vasilevsky to Stalin</td>\n",
       "      <td>19450820</td>\n",
       "      <td>Moscow. Cde. StalinCopy: General Staff Cde. An...</td>\n",
       "      <td>['Vasilevsky, Aleksandr Mikhaylovich']</td>\n",
       "      <td>['Kuril Islands', 'World War, 1939-1945--Campa...</td>\n",
       "      <td>Stalin</td>\n",
       "      <td>Aleksandr Vasilevsky</td>\n",
       "      <td>1945-08-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Cable No. 121973, Meretskov and Shytkov to Cde...</td>\n",
       "      <td>19470512</td>\n",
       "      <td>[handwritten at the top: to Cde. StalinI think...</td>\n",
       "      <td>['Shtykov, Terentiĭ Fomich, 1907-1964']</td>\n",
       "      <td>['Korea (North)--Foreign relations--Soviet Uni...</td>\n",
       "      <td>Stalin</td>\n",
       "      <td>Meretskov</td>\n",
       "      <td>1947-05-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Telephone Message via VCh, I. Stalin to Kim Il...</td>\n",
       "      <td>19481012</td>\n",
       "      <td>Telephone message via VChCorrected text of ate...</td>\n",
       "      <td>['Stalin, Joseph, 1879-1953']</td>\n",
       "      <td>['Korea (North)--Foreign relations--Soviet Uni...</td>\n",
       "      <td>Kim Il Sung</td>\n",
       "      <td>I. Stalin</td>\n",
       "      <td>1948-10-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Telegram, Shtemenko and Vasilevsky to Stalin</td>\n",
       "      <td>19490420</td>\n",
       "      <td>UNCLASSIFIEDCopy Nº 1[handwritten: from Cdes. ...</td>\n",
       "      <td>['Vasilevsky, Aleksandr Mikhaylovich', 'Shteme...</td>\n",
       "      <td>['38th Parallel', 'Korea (North)--Foreign rela...</td>\n",
       "      <td>Stalin</td>\n",
       "      <td>Shtemenko</td>\n",
       "      <td>1949-04-20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                                              title      date  \\\n",
       "0           0       Telegram from Aleksandr Vasilevsky to Stalin  19450818   \n",
       "1           1          Cable from Aleksandr Vasilevsky to Stalin  19450820   \n",
       "2           2  Cable No. 121973, Meretskov and Shytkov to Cde...  19470512   \n",
       "3           3  Telephone Message via VCh, I. Stalin to Kim Il...  19481012   \n",
       "4           4       Telegram, Shtemenko and Vasilevsky to Stalin  19490420   \n",
       "\n",
       "                                                body  \\\n",
       "0  18.8.45Moscow. Personally to Cde. StalinCopy: ...   \n",
       "1  Moscow. Cde. StalinCopy: General Staff Cde. An...   \n",
       "2  [handwritten at the top: to Cde. StalinI think...   \n",
       "3  Telephone message via VChCorrected text of ate...   \n",
       "4  UNCLASSIFIEDCopy Nº 1[handwritten: from Cdes. ...   \n",
       "\n",
       "                                            creators  \\\n",
       "0             ['Vasilevsky, Aleksandr Mikhaylovich']   \n",
       "1             ['Vasilevsky, Aleksandr Mikhaylovich']   \n",
       "2            ['Shtykov, Terentiĭ Fomich, 1907-1964']   \n",
       "3                      ['Stalin, Joseph, 1879-1953']   \n",
       "4  ['Vasilevsky, Aleksandr Mikhaylovich', 'Shteme...   \n",
       "\n",
       "                                            subjects    recipient  \\\n",
       "0  ['World War, 1939-1945--Campaigns--Japan--Hokk...       Stalin   \n",
       "1  ['Kuril Islands', 'World War, 1939-1945--Campa...       Stalin   \n",
       "2  ['Korea (North)--Foreign relations--Soviet Uni...       Stalin   \n",
       "3  ['Korea (North)--Foreign relations--Soviet Uni...  Kim Il Sung   \n",
       "4  ['38th Parallel', 'Korea (North)--Foreign rela...       Stalin   \n",
       "\n",
       "                 sender   datetime  \n",
       "0  Aleksandr Vasilevsky 1945-08-18  \n",
       "1  Aleksandr Vasilevsky 1945-08-20  \n",
       "2             Meretskov 1947-05-12  \n",
       "3             I. Stalin 1948-10-12  \n",
       "4             Shtemenko 1949-04-20  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"./extracted_data/compiled/telegrams_with_extracted_receiver_sender.csv\")\n",
    "df = df.drop([165, 273]) # 2 rows with incorrect dates\n",
    "df['body'] = df['body'].astype(str)\n",
    "df['datetime'] = df['date'].apply(lambda x: pd.to_datetime(str(x), format='%Y%m%d'))\n",
    "start_date = '1945-08-14'\n",
    "end_date = '1953-07-30'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df = df.loc[date_range] # choose relevant telegrams from the Korean war\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1945 - 1947: Initial Sentiments right after Japan surrendered\n",
    "\n",
    "1948 - 1949: South Korea established\n",
    "\n",
    "1950 - 1951: Korean War\n",
    "\n",
    "1952 - 1953: Aftermath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_and_train(given_df):\n",
    "    long_sentences = []\n",
    "    for index, row in given_df.iterrows():\n",
    "        if len(row.body) > 0:\n",
    "            sentences = row.body.split(\".\")\n",
    "            for sentence in sentences:\n",
    "                word_tokens = word_tokenize(sentence)\n",
    "                filtered_sentence = [w for w in word_tokens if not w.lower() in stop_words]\n",
    "                final_sentence = \" \".join(filtered_sentence)\n",
    "                if len(final_sentence) > 4:\n",
    "                    long_sentences.append(final_sentence)\n",
    "\n",
    "    for sentence in long_sentences:\n",
    "        yield gensim.utils.simple_preprocess (sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1945 - 1949: Initial Sentiments between Stalin and Mao\n",
      "Telegrams available:  11\n"
     ]
    }
   ],
   "source": [
    "start_date = '1945-08-14'\n",
    "end_date = '1949-12-31'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df_1 = df.loc[date_range] \n",
    "print(\"1945 - 1949: Initial Sentiments between Stalin and Mao\\nTelegrams available: \", len(df_1))\n",
    "\n",
    "documents = []\n",
    "documents.extend(list(parse_and_train(df_1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16866, 27620)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = gensim.models.Word2Vec (documents, vector_size=150, window=5, min_count=2, workers=4)\n",
    "model.train(documents,total_examples=len(documents),epochs=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('cable', 0.19193486869335175),\n",
       " ('left', 0.18191255629062653),\n",
       " ('cities', 0.15997406840324402),\n",
       " ('bulganin', 0.15869741141796112),\n",
       " ('simultaneously', 0.1477995216846466),\n",
       " ('think', 0.14482909440994263),\n",
       " ('immediate', 0.1415518969297409),\n",
       " ('aforesaid', 0.13406550884246826),\n",
       " ('turned', 0.13273614645004272),\n",
       " ('boli', 0.11650580912828445)]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# search for similar words in the document\n",
    "w1 = \"moscow\"\n",
    "model.wv.most_similar(positive=w1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['korea',\n",
       " 'forces',\n",
       " 'south',\n",
       " 'nº',\n",
       " 'cde',\n",
       " 'korean',\n",
       " 'front',\n",
       " 'th',\n",
       " 'north',\n",
       " 'army',\n",
       " 'troops',\n",
       " 'time',\n",
       " 'october',\n",
       " 'japanese',\n",
       " 'also',\n",
       " 'people',\n",
       " 'division',\n",
       " 'island',\n",
       " 'soviet',\n",
       " 'general',\n",
       " 'part',\n",
       " 'sent',\n",
       " 'islands',\n",
       " 'one',\n",
       " 'military',\n",
       " 'city',\n",
       " 'occupation',\n",
       " 'may',\n",
       " 'information',\n",
       " 'parallel',\n",
       " 'far',\n",
       " 'instructions',\n",
       " 'manchuria',\n",
       " 'government',\n",
       " 'copy',\n",
       " 'kurile',\n",
       " 'stalin',\n",
       " 'received',\n",
       " 'illegible',\n",
       " 'sakhalin',\n",
       " 'ussr',\n",
       " 'southern',\n",
       " 'political',\n",
       " 'april',\n",
       " 'command',\n",
       " 'order',\n",
       " 'line',\n",
       " 'hata',\n",
       " 'mao',\n",
       " 'according',\n",
       " 'day',\n",
       " 'present',\n",
       " 'eastern',\n",
       " 'question',\n",
       " 'cities',\n",
       " 'made',\n",
       " 'telegram',\n",
       " 'koreans',\n",
       " 'changchun',\n",
       " 'specialists',\n",
       " 'american',\n",
       " 'defense',\n",
       " 'translator',\n",
       " 'democratic',\n",
       " 'capitulation',\n",
       " 'rifle',\n",
       " 'republic',\n",
       " 'enemy',\n",
       " 'zedong',\n",
       " 'transport',\n",
       " 'authorities',\n",
       " 'air',\n",
       " 'region',\n",
       " 'following',\n",
       " 'period',\n",
       " 'first',\n",
       " 'note',\n",
       " 'southerners',\n",
       " 'port',\n",
       " 'soldiers',\n",
       " 'main',\n",
       " 'directorate',\n",
       " 'hokkaido',\n",
       " 'armed',\n",
       " 'officials',\n",
       " 'handwritten',\n",
       " 'along',\n",
       " 'ministry',\n",
       " 'kwantung',\n",
       " 'committee',\n",
       " 'measures',\n",
       " 'party',\n",
       " 'sic',\n",
       " 'affairs',\n",
       " 'continued',\n",
       " 'kamchatka',\n",
       " 'representatives',\n",
       " 'withdrawal',\n",
       " 'territory',\n",
       " 'filippov']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.index_to_key[:100] # 100 most common words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "def tsne_plot(model):\n",
    "    \"Creates and TSNE model and plots it\"\n",
    "    \n",
    "#     fyi: to test specific labels instead of all the words in the vocab: \n",
    "    labels = ['china', 'us']\n",
    "    tokens = []\n",
    "    for label in labels: \n",
    "        tokens.append(model.wv[label])\n",
    "\n",
    "    # labels = []\n",
    "    # tokens = []\n",
    "    \n",
    "\n",
    "    # to speed up the process, let's limit to the first 100 elements\n",
    "    count = 0\n",
    "    for word in list(model.wv.key_to_index):\n",
    "        if count < 100 and word not in labels:\n",
    "            # store the word embeddings of the words \n",
    "            tokens.append(model.wv[word])\n",
    "            # keep track of the labels too so that we can plot it in the graph below\n",
    "            labels.append(word)\n",
    "            count = count+1\n",
    "\n",
    "    # define the parameters of the tsne model\n",
    "    tsne_model = TSNE(perplexity=40, n_components=2, init='pca', n_iter=2500, random_state=23)\n",
    "    \n",
    "    # for the embeddings of our tokes to the tsne model\n",
    "    new_values = tsne_model.fit_transform(tokens)\n",
    "\n",
    "\n",
    "    # Now let's plot the tsne projects for each of the tokens in 2D\n",
    "    x = []\n",
    "    y = []\n",
    "    for value in new_values:\n",
    "        x.append(value[0])\n",
    "        y.append(value[1])\n",
    "        \n",
    "    plt.figure(figsize=(16, 16)) \n",
    "    for i in range(len(x)):\n",
    "        plt.scatter(x[i],y[i])\n",
    "        plt.annotate(labels[i],\n",
    "                     xy=(x[i], y[i]),\n",
    "                     xytext=(5, 2),\n",
    "                     textcoords='offset points',\n",
    "                     ha='right',\n",
    "                     va='bottom')\n",
    "    plt.show()\n",
    "    \n",
    "tsne_plot(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jan 1950 - May 1950: Stalin openly declared support for China\n",
      "Telegrams available:  8\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_date = '1950-01-01'\n",
    "end_date = '1950-05-31'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df_2 = df.loc[date_range] # choose relevant telegrams from the Korean war\n",
    "df_2.head()\n",
    "print(\"Jan 1950 - May 1950: Stalin openly declared support for China\\nTelegrams available: \", len(df_2))\n",
    "\n",
    "documents = []\n",
    "documents.extend(list(parse_and_train(df_2)))\n",
    "model = gensim.models.Word2Vec (documents, vector_size=150, window=5, min_count=2, workers=4)\n",
    "model.train(documents,total_examples=len(documents),epochs=10)\n",
    "%matplotlib inline\n",
    "tsne_plot(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1950 - 1951: Korean War\n",
      "Telegrams available:  122\n"
     ]
    },
    {
     "data": {
      "image/png": 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btgOa2GY83au60nZAE21AJCIiUgoVn/+CEREpJcqUKUNu7n9nC7OysgBYvXo1GzduZOXKlbz77rvs3r272ARRzxa1FThFREREM6AiIkVNrVq1OH36NOfOnePKlSusWrWK3Nxcjh07Rtu2bfnggw9IT08nIyPD0aWKiIiIFEjx+NW5iEgp4uLiwpgxY2jevDn16tWjSZMm5OTkMHDgQNLT0zEMg6FDh1K5cmVHlyoiIiJSICbDMOw+aHBwsBEfH2/3cUVEREREROTeM5lMCYZhBF/frhlQEZEiLjk5mXXr1pGeno6Hhwft27fHbDY7uiwRERGRAlMAFREpwpKTk1m5ciXZ2dkApKens3LlSgCFUBERESl2tAmRiEgRtm7dOlv4vCY7O5t169Y5qCIRERGRO6cAKiJShKWnpxeoXURERKQoUwAVESnCPDw8CtQuIiIiUpQpgIqIFGHt27fHxcUlX5uLiwvt27d3UEUiIiIid06bEImIFGHXNhrSLrgiIiJSEiiAiojcAx9++CGzZs0C4Omnn6Znz548/PDDtGrVii1btlCvXj2WL19OuXLlOHz4MC+++CJnzpyhfPnyfPrppzRp0sR2LbPZrMApIiIiJYKW4IqIFLKEhARmz57NTz/9xLZt2/j000/5/fffOXjwIC+++CJ79uyhcuXKLFmyBIBnn32WadOmkZCQwMSJExkyZIiD70BERETk3tAMqIhIIdu0aRO9evWiQoUKAPTu3Zu4uDgaNGiAv78/AEFBQVgsFjIyMtiyZQv9+vWznX/lyhVHlC0iIiJyzymAioj8RfXr1yc+Pp7q1avf0fmurq62n52dnbl8+TK5ublUrlyZxMTEQqpSREREpOjSElwRkUIWERHBsmXLuHTpEpmZmSxdupSIiIib9q1UqRINGjRg0aJFABiGQVJSkj3LFREREbEbBVARkZvo2bMnQUFBeHt7M3PmzHyfZWZm0qVLF/z8/PDx8WHhwoVA3k61AQEBREVF4ebmRkhICC1atODpp5+mSpUqtxxr/vz5fPbZZ/j5+eHt7c3y5cvv6b2JiIiIOIrJMAy7DxocHGzEx8fbfVwRkb/q/PnzVK1alcuXLxMSEsKPP/5IUFAQ8fHx/Pjjj/znP//h008/BSA9PR1XV1caN27MunXr8PT0ZNCgQQQGBjJ8+PDbjvNz3AbivprLxXNnqVitOhGPDaJpRFs73GHhio6OpmvXrvTt2zdf+4kTJxg6dCiLFy92UGUiIiLiCCaTKcEwjODr2zUDKiJyE1OnTsXPz4/Q0FCOHTvGwYMHbZ/5+vryww8/8NprrxEXF4eHhwf79++nQYMGeHp6AhAVFcXGjRtvO8bPcRtYM/MjLp49A4bBxbNnWDPzI36O23BP782e6tatq/ApIiIiNgqgIiLXiY2NZe3atWzdupWkpCQCAgLIysqyfe7p6cnOnTvx9fVl9OjRvP3223c0TtxXc7Fezb/jrfXqFeK+mntX9dvD3LlzMZvN+Pn58cQTTwCwceNGWrZsScOGDW2h02Kx4OPjA8CcOXPo3bs3nTt3pnHjxrz66qu2673wwgsEBwfj7e3NW2+9Zf8bKkQrVqxg/PjxAMTExDBx4kQAxowZw9q1awGYPHkyly5dcliNIiIijqIAKiJynfT0dKpUqUL58uXZt28f27Zty/f5iRMnKF++PAMHDmTkyJHs3LkTLy8vLBYLhw4dAmDevHm0adPmtuNcPHe2QO1FxZ49exg3bhzr168nKSmJKVOmAJCamsqmTZtYtWoVo0aNuum5iYmJLFy4kN27d7Nw4UKOHTsGwLvvvkt8fDzJycn8+OOPJCcn2+1+Clv37t1vev9vv/02Dz30EHBnATQnJ6dQ6hMREXEkBVARket07twZq9VK06ZNGTVqFKGhofk+3717N82bN8ff35+xY8cyevRo3NzcmD17Nv369cPX1xcnJyeef/75245TsdrNX+dyq/aiYv369fTr18/2OpqqVasCeRs3OTk50axZM06dOnXTc9u3b4+Hhwdubm40a9aMX3/9FYCvv/6awMBAAgIC2LNnD3v37rXPzRSQxWKhSZMmREdH4+npyYABA1i7di3h4eE0btyY7du3M2fOHF566aUbzo2Ojmbx4sVMnTqVEydO0LZtW9q2zXve91YzwPXr1+e1114jMDCQ8ePHExgYaPvs4MGD+Y5FRESKA70HVETkOq6urnz33Xc3tFssFgA6depEp06dbO2Zu06TOn47Xmll+bb/J1TqVJ8KATX/dJyIxwaxZuZH+ZbhlinrSsRjg+7+Jhzgj+85vdUGd9e/C9VqtfLLL78wceJEduzYQZUqVYiOjs635LmoOXToEIsWLWLWrFmEhISwYMECNm3axIoVK3jvvffo2bPnbc8fOnQoH374IRs2bLCF+HfffZeqVauSk5ND+/btSU5Oxmw2A1CtWjV27twJwNq1a0lMTMTf35/Zs2fz5JNP3tN7FRERKWyaARURuQuZu06T9s1BctLyQmRO2hXSvjlI5q7Tf3pu04i2dHz2JSpWrwEmExWr16Djsy8V+V1w27Vrx6JFizh37hyQt2Pw3bhw4QIVKlTAw8ODU6dO3TT8FyUNGjSwzXJ7e3vTvn17TCYTvr6+tl9SFNTtZoD79+9v+/npp59m9uzZ5OTksHDhQv72t7/d7e2IiIjYlWZARUTuwoXvLRjZufnajOxcLnxv+UuzoE0j2hb5wHk9b29v3njjDdq0aYOzszMBAQF3dT0/Pz8CAgJo0qQJ999/P+Hh4YVU6b3xx1lcJycn27GTkxNWq7XA1/uzGeAKFSrYfu7Tpw9jx46lXbt2BAUFUa1atbu4ExEREftTABURuQvXZj7/antJERUVRVRU1C0/z8jIAPKeYUxJSQHynoGMjo629Vm1apXt5zlz5tyTOouqihUrcvHiRapXr37TGeDIyMibnufm5kanTp144YUX+Oyzz+xbtIiISCFQABURuQvOlV1vGjadK7vepLdc7+e4DcR9NZeL585SsVp1Ih4bVOxmhO/Es88+S+fOnalbty4bNmwo0AzwgAEDWLp0KR07drRTtSIiIoXHdKuNIu6l4OBgIz4+3u7jiogUtmvPgP5xGa7JxYnKvRv/pSW4pdnPcRtuuglTcXgO1pEmTpxIeno677zzjqNLERERuSWTyZRgGEbw9e3ahEhE5C5UCKhJ5d6NbTOezpVdFT7/oriv5uYLnwDWq1eI+2qugyoq2lYfWU3N5jV5c8qbxDWIY/WR1Y4uSUREpMC0BFdE5C5VCKipwHkHLp47W6D20mz1kdXEbImh1ou1qEUtznGOmC0xAHRp2MWxxYmIiBSAZkBFRMQhKlarXqD20mzKzilk5eR/N2pWThZTdk5xUEUiIiJ3RgFUREQcIuKxQZQpm3+zpjJlXYl4bJCDKiq6TmaeLFC7iIhIUaUluCIi4hDXNhoqjbvgFlTtCrVJzUy9abuIiEhxogAqIiIO0zSirQLnXzAscBgxW2LyLcN1c3ZjWOAwB1YlIiJScAqgIiIiRdy1jYam7JzCycyT1K5Qm2GBw7QBkYiIFDsKoCIiIsVAl4ZdFDhFRKTY0yZEIiIiIiIiYhcKoCIiIiIiImIXCqAiIiIiIiJiFwqgIiIiIiIiYhcKoCIiIiIiImIXCqAiIiIiIiJiFwqgIiIiIiIiYhcKoCIiIiIiImIXCqAiIiIiIiJiFwqgIiIiIiIiYhcKoCIiIiIiImIXCqAiIiIiIiJiFwqgIiIiIiIiYhcKoCIiIiIiImIXCqAiIiIiIiJiFwqgIiIiIiIiYhcKoCIiIvKncnJyHF2CiIiUAAqgIiIiQs+ePQkKCsLb25uZM2cC4O7uzj/+8Q/8/PzYunUr7u7ujBw5Em9vbx566CG2b99OZGQkDRs2ZMWKFQC0bt2axMRE23VbtWpFUlKSI25JRESKIAVQERERYdasWSQkJBAfH8/UqVM5d+4cmZmZtGjRgqSkJFq1akVmZibt2rVjz549VKxYkdGjR/PDDz+wdOlSxowZA8BTTz3FnDlzADhw4ABZWVn4+fk58M5ERKQoUQAVERERpk6dip+fH6GhoRw7doyDBw/i7OxMnz59bH3Kli1L586dAfD19aVNmza4uLjg6+uLxWIBoF+/fqxatYrs7GxmzZpFdHS0A+5GRESKqjKOLkBERIq/nJwcnJ2dHV2G3KHY2FjWrl3L1q1bKV++PJGRkWRlZeHm5pbvf1cXFxdMJhMATk5OuLq62n62Wq0AlC9fng4dOrB8+XK+/vprEhIS7H9DIiJSZGkGVESklJswYQJTp04FYMSIEbRr1w6A9evXM2DAAF544QWCg4Px9vbmrbfesp1Xv359XnvtNQIDA1m0aJFDapfCkZ6eTpUqVShfvjz79u1j27Ztd3W9p59+mqFDhxISEkKVKlUKqUoRESkJFEBFREq5iIgI4uLiAIiPjycjI4Ps7Gzi4uJo3bo17777LvHx8SQnJ/Pjjz+SnJxsO7datWrs3LmTxx57zFHlSyHo3LkzVquVpk2bMmrUKEJDQ+/qekFBQVSqVIknn3yykCoUEZGSQktwRURKuaCgIBISErhw4QKurq4EBgYSHx9PXFwcU6dO5euvv2bmzJlYrVZSU1PZu3cvZrMZgP79+zu4eikMrq6ufPfddze0Z2Rk3PI4Jibmhs/SV67k9KTJnDh6lCsnjtPiypV7Uq+IiBRfCqAiIqWci4sLDRo0YM6cObRs2RKz2cyGDRs4dOgQ5cqVY+LEiezYsYMqVaoQHR1NVlaW7dwKFSo4sHIpStJXriT1zTEsO3WKKWfP8GrNmpx6KwYnJyc8unVzdHkiIlJEaAmuiIgQERHBxIkTad26NREREcyYMYOAgAAuXLhAhQoV8PDw4NSpUzedJRMBOD1pMkZWFj08PFjf6H/oXLESRlYWpydNdnRpIiJShCiAiogIERERpKamEhYWRq1atXBzcyMiIgI/Pz8CAgJo0qQJf/vb3wgPD3d0qVJEWVNTC9QuIiKlk8kwDLsPGhwcbMTHx9t9XBGR0spqtVKmjJ66kHvnYLv2WE+cuKG9TN26NF6/zgEViYiII5lMpgTDMIKvb9cMqIjIHbJYLDRt2pRnnnkGb29vOnbsyOXLlzl8+DCdO3cmKCiIiIgI9u3bB8CpU6fo1asXfn5++Pn5sWXLFgC++OILmjdvjr+/P8899xw5OTnk5OQQHR2Nj48Pvr6+TJo0CYCpU6fSrFkzzGazbefZ7du3ExYWRkBAAC1btmT//v0AzJkzh+7du9OuXTvat2/PoEGDWLZsma3+AQMGsHz58gLd8+ojq+m4uCPmz810XNyR1UdW3+3XKCVEzRHDMbm55WszublRc8RwxxQkIiJFkn4dLiJyE2lpaSxYsIAhQ4Zw4sQJhg4dyuLFi2/od/DgQb788ks+/fRTHn30UZYsWcLs2bOZMWMGjRs35qeffmLIkCGsX7+eoUOH0qZNG5YuXUpOTg4ZGRn8/PPPLFy4kM2bN+Pi4sKQIUOYP38+3t7eHD9+nJSUFFs9AOPHj+eXX37B1dXV1takSRPi4uIoU6YMa9eu5Z///CdLliwBYOfOnSQnJ1O1alV+/PFHJk2aRM+ePUlPT2fLli18/vnnf/k7WX1kNTFbYsjKyduEKDUzlZgtMQB0adjlDr9pKSmubTR0etJkrKmplKlTh5ojhmsDIhERyUcBVETkJtLS0vj4448ZMmQIdevWvWn4BGjQoAH+/v5A3utMLBYLW7ZsoV+/frY+V/7vVRTr169n7ty5ADg7O+Ph4cG8efNISEggJCQEgMuXL1OzZk26devGkSNHePnll+nSpQsdO3YEwGw2M2DAAHr27EnPnj0BSE9PJyoqioMHD2IymcjOzraN3aFDB6pWrQpAmzZtGDJkCGfOnGHJkiX06dOnQMtyp+ycYguf12TlZDFl5xQFUAHyQqgCp4iI3I6W4IqI3MSoUaM4fPgw/v7+9OvXDx8fHyBvWWvPnj3p0KEDrVq1IjMzkw8//JCAgAA+/vhjTpw4QeXKlVmyZAm1a9fG2dmZ6tWr25bhXs8wDKKiokhMTCQxMZH9+/cTExNDlSpVSEpKIjIykhkzZvD0008DsHr1al588UV27txJSEgIVquVN998k7Zt25KSksLKlStv+5qUQYMG8cUXXzB79mwGDx5coO/kZObJArWLiIiIXE8BVETkJsaPH0+jRo1ITExkwoQJ+T5LSUnhm2++Yfny5Zw6dYry5cuza9cuHnzwQY4cOUKDBg3o2bMn06ZNIz4+nueee44hQ4bQvn17pk+fDkBOTg7p6em0b9+exYsXc/r0aQDOnz/Pr7/+ytmzZ8nNzaVPnz6MGzeOnTt3kpuby7Fjx2jbti0ffPAB6enpZGRkkJ6eTr169YC8gHw70dHRTJ48GYBmzZoV6DupXaF2gdpFRERErqcluCIiBdS2bVsqVqxItWrVcHJyotv/LTmsXbs2R48e5X//93/x8/PDbDZjGAaVK1emSpUqfPnllzz77LN89tlnODs7M336dMLCwhg3bhwdO3YkNzcXFxcX/v3vf1OuXDmefPJJcnNzAXj//ffJyclh4MCBpKenYxgGQ4cOpXLlyrz66qtERUUxbtw4unS5/VLYWrVq0bRpU9vy3YIYFjgs3zOgAG7ObgwLHFbga4mIiEjppAAqIlJArq6uANSvX5969erZjh955BHi4+N54IEHqFmzJqk3ef/hzXad7d+/P/3797+hfefOnTe0bdq06Ya2sLAwDhw4YDseN24ckDfbGR0dna/vpUuXOHjwII8//vht7vDmrj3nOWXnFE5mnqR2hdoMCxxWIp7/tFgsdO3a1bbp070WHR1N165d6du3b7722214JSIiUhIogIqI3ETFihW5ePHiHZ1bqVIlGjRowKJFi+jXrx+GYZCcnIyfn18hV/nXpK9cyelJk9l46BBjTp/ipYED8fDwuKNrdWnYpUQEzsJS2O9Xvd2GVyIiIiWBngEVEbmJatWqER4ejo+PDyNHjizw+fPnz+ezzz7Dz88Pb2/vAr9vs7Ckr1xJ6ptjsJ44Qcvy5VlbvwG94hNIX7nSIfUUB0eOHCEgIIAdO3YQGhqK2WymV69e/P777wBERkYyfPhwgoODmTJlCgkJCbRp04agoCA6depkm/n+9NNPCQkJwc/Pj+DgYHx8fPDz8+OJJ54AYOPGjbRs2ZKGDRvaQqfFYsm34VXv3r3p3LkzjRs35tVXX7XVuGbNGsLCwggMDKRfv35kZGQAeZtnXXtP7CuvvALAmTNn6NOnDyEhIYSEhLB582b7fJEiIiI3YxiG3f8KCgoyRETk3jvQtp2x16vJDX8daNvO0aUVKb/88ovh7e1t7Nu3z/D39zcSExMNX19fIzY21jAMw3jzzTeNYcOGGYZhGG3atDFeeOEFwzAM4+rVq0ZYWJhx+vRpwzAM46uvvjKefPJJwzAM4+zZs4ZhGEZKSopRtWpV47333jMMwzDOnTtnREVFGX379jVycnKMPXv2GI0aNcpXh2EYxuzZs40GDRoYaWlpxuXLl40HHnjAOHr0qHHmzBkjIiLCyMjIMAzDMMaPH2+MHTvWOHv2rOHp6Wnk5uYahmEYv//+u2EYhvH4448bcXFxhmEYxq+//mo0adLknn2PIiIi1wDxxk2yoJbgiogUsgM/nWTr8sNknL+Ce1VXwno0wrOFY3aKtd7kOdTbtZdmZ86coUePHnzzzTfUq1ePtLQ02rRpA0BUVFS+d7tee2Z3//79pKSk0KFDByBvd+M6deoAebsljx49msOHD5OTk8Ovv/4KYHsva8+ePXFycqJZs2acOnXqpjW1b9/etly6WbNm/Prrr6SlpbF3717Cw8MBuHr1KmFhYXh4eODm5sZTTz1F165d6dq1KwBr165l7969tmteuHCBjIwM3N3dC+eLExERKQAFUBGRQnTgp5NsmL8P69W83Wszzl9hw/y8d4A6IoSWqVMH64kTN22X/Dw8PHjggQfYtGnTTTeF+qNr71c1DANvb2+2bt16Q5/o6GiWLVvGxo0bWbNmTb73s8J/N7O6dp2b+WMfZ2dnrFYrhmHQoUMHvvzyyxv6b9++nXXr1rF48WI++ugj1q9fT25uLtu2bcPNze229yQiImIPd/0MqMlkut9kMm0wmUx7TSbTHpPJpP34RaTU2rr8sC18XmO9msvW5YcdUk/NEcMxXRc8TG5u1Bwx3CH1FGVly5Zl6dKlzJ07l9WrV1OlShXi4uIAmDdvnm029I+8vLw4c+aMLYBmZ2ezZ88eAC5evEidOnWIiIhg/fr1tgB6/vz5u6ozNDSUzZs3c+jQIQAyMzM5cOCA7Z2wjzzyCJMmTSIpKQmAjh07Mm3aNNv5iYmJdzW+iIjI3SiMGVAr8A/DMHaaTKaKQILJZPrBMIy9f3aiiEhJk3H+SoHa7zWP/3tH6elJk7GmplKmTh1qjhhua5f8KlSowKpVq+jQoQN9+vRh5MiRXLp0iYYNGzJ79uwb+pctW5bFixczdOhQ0tPTsVqtDB8+HG9vb9555x1atGhBjRo1CAsL4/vvv8fPz4+AgIC7qrFGjRrMmTOHxx9/nCtX8v65GjduHBUrVqRHjx5kZWVhGAYffvghAFOnTuXFF1/EbDZjtVpp3bo1M2bMuKsaRERE7pTpVst+7viCJtNy4CPDMH64VZ/g4GAjPj6+UMcVESkKPv/n5puGTfeqrkS9F+6AikRERETsz2QyJRiGEXx9e6G+hsVkMtUHAoCfCvO6IiLFRViPRpQpm/9frWXKOhHWo5GDKhJ7W7brOOHj19Ng1GrCx69n2a7jJbqeOXPm8NJLLxXqNUVEpOQqtABqMpncgSXAcMMwLtzk82dNJlO8yWSKP3PmTGENKyJSpHi2qE3bAU1wr5q3eYx7VVfaDmjisF1w5b+u7fp64sQJ+vbte0/GWLbrOK9/s5vjaZcxgONpl3n9m90OC6FFrR4REZFC2QXXZDK5kBc+5xuG8c3N+hiGMROYCXlLcAtjXBGRosizRW0FTgeLiYnB3d2dCxcu0Lp1ax566CHbZ3Xr1mXx4sW240ceeYQFCxZQuXLlm17r6aef5u9//zvNmjX703EnfL+fy9k5+douZ+cw4fv99Ayod2c3cxcmfL+fi2dPcOrrtyhbuxFXTx6mbPUHGO/yBvfnnuTvf/87GRkZVK9enTlz5lCnTh0SExN5/vnnuXTpEo0aNWLWrFlUqVKFyMhI/Pz8+PHHH7FarcyaNYvmzZvnG+/MmTM8//zzHD16FIDJkyfbXhcjIiIChbMLrgn4DPjZMIwP774kERGRwvH222/nC58AFosFHx8fIG/5qJubG4899hiNGzfm1VdftfVbs2YNYWFh7Ny5k7feeouMjIw/He9E2uUCtd9r18a1nv+NigFdqPfMDEyu5TmwYTEvv/wyixcvJiEhgcGDB/PGG28AMGjQID744AOSk5Px9fVl7NixtutdunSJxMREPv74YwYPHnzDeMOGDWPEiBHs2LGDJUuW8PTTT9vnRkVEpNgojBnQcOAJYLfJZEr8v7Z/GobxbSFcW0RE5C959913+fzzz6lZsyb3338/QUFBREdH07VrV9zd3fO9hzMzM5OuXbvSt29fVq5cyf79+/Hw8OC+++5j5cqVGIaByWQiPj6eLl26ULt2bT788EMaN27Me++9h2EYdOnShQ8++ADIW947bNgwTn/+FVaTCzX7jMa5QhUy920iffMCXMqUofWWD9i4caNdv5O6lcvxazo4V6yB2315M7gVvNtyZccSUk4fpEOHDgDk5ORQp04d0tPTSUtLs71yJioqin79+tmu9/jjjwPQunVrLly4QFpaWr7x1q5dy969/90E/8KFC2RkZNiWP4uIiNx1ADUMYxNgKoRaRERE7khCQgJfffUViYmJWK1WAgMDCQoKsn3+0EMPkZubS2ZmJgDp6ek89thjWK1W3NzcqFSpErGxsVSvXp1PP/2UtLQ0oqKiCA8P59ChQxw9epQWLVrwv//7vyQkJFClShU6duzIsmXL6NmzJ5mZmYSGhjK/7xCeenE4F5O+p3LLx0jf/CUP/O1dJka3JbJBBbt/LyM7efGPWcfy/Snt6uxEgwdqYKpR1vb+0mvS09Nve728RU+3Ps7NzWXbtm24XffuWRERkWsKdRdcERERR4iLi6NXr16UL1+eSpUq0b1793yflylTBmdnZ1auXInVauXixYv06NED+G+I8vX15dy5c/z73/8mJSWFjh07kpiYSHBwMF9//TWPPfYYkZGR1KhRgzJlyjBgwADbjGbZsmXp2rUrPQPq8WT3drhePocJqNrQF/efZnIm/ltycvI/G2oPPQPq8VpnL3IunOHK8Z+pV7kcXplJ9OrUljNnztgCaHZ2Nnv27MHDw4MqVaoQFxcHwLx582yzoQALFy4EYNOmTXh4eODh4ZFvvI4dOzJt2jTbcWJi4j2+QxERKW4KZRMiERGRoq5MmTJ8/fXXXL16lXLlylGxYsV8n3t6ehIREUHDhg1Zvnw5P//8M4cOHQLg8uXLHD9+651jXVxcbEE29H9qcNa7JnPGdwG68NNPP7F69WqCgoJISEigWrVq9+web6ajd228vLwINhJJ+Pwzajdrxssvv0ynTp0YOnQo6enpWK1Whg8fjre3N59//rltE6KGDRsye/Zs27Xc3NwICAggOzubWbNm3TDW1KlTefHFFzGbzVitVlq3bs2MGTPsebsiIlLEKYCKiEix17p1a6Kjo3n99dexWq2sXLmS5557Ll8fZ2dndu7cSVZW1g0zd5D3ehZnZ2c6dOhAWFgY77//Po8//jg///yzbZOeH3/8kbNnz1KlShW+/PJLXn755dvWdfjwYVq0aEGLFi347rvvOHbsmN0DKOSF7y+++CJfm7+//02fSfX392fbtm03vc7AgQOZPHlyvrbo6Giio6MBqF69um2WVERE5GYUQEVEpNgLDAykf//++Pn5UbNmTUJCQm7ok5GRwUsvvcScOXM4ffo0kBeeYmJiANi9eze//fabbfavc+fONG3alAULFjB9+nSCg4NxdXWlbdu2tk2Iri3jvZWRI0dy8OBBDMOgffv2+Pn5Ffq9FxU/x20g7qu5XDx3lorVqhPx2CCaRrR1dFkiIlLEmAzD/q/kDA4ONuLj4+0+roiIyO0kJyezcuVKsrOzbW0uLi5069YNs9lcoOusW7eO9PR0PDw8aN++fYHOL25+jtvAmpkfYb16xdZWpqwrHZ99SSFURKSUMplMCYZhBF/frk2IRERKiDlz5vDSSy85uoxibd26dfnCJ+Rt0LNu3bq/fI1rIfbajrLp6emsXLmS5OTkQq21KIn7am6+8AlgvXqFuK/mOqgiEREpqhRARURE/s+tXkPyZ68n+aPCCLHFzcVzZwvULiIipZcCqIhIEWKxWGjSpAnR0dF4enoyYMAA1q5dS3h4OI0bN2b79u1s376dsLAwAgICaNmyJfv377/hOqtXryYsLIyzZ8+yZs0awsLCCAwMpF+/fmRkZDjgzoqHm21OdLv2mymMEFvcVKxWvUDtIiJSeimAiogUMYcOHeIf//gH+/btY9++fSxYsIBNmzYxceJE3nvvPZo0aUJcXBy7du3i7bff5p///Ge+85cuXcr48eP59ttvARg3bhxr165l586dBAcH8+GHHzritoqF9u3b4+Likq/NxcWF9u3b/+VrFEaILW4iHhtEmbKu+drKlHUl4rFBDqpIRESKKu2CKyJSxDRo0ABfX18AvL29ad++PSaTCV9fXywWC+np6URFRXHw4EFMJlO+5Z7r168nPj6eNWvWUKlSJVatWsXevXsJDw8H4OrVq4SFhTnkvoqDaxsF3c0GQu3bt7/pRkYFCbHFzbWNhrQLroiI/BkFUBGRIsbV9b8zSU5OTrZjJycnrFYrb775Jm3btmXp0qVYLBYiIyNt/Rs1asSRI0c4cOAAwcHBGIZBhw4d+PLLL+19G8WW2Wy+qx1rCyPEFkdNI9oqcIqIyJ9SABURKWbS09OpV68ekLfz7R89+OCDTJgwgd69e7No0SJCQ0N58cUXOXToEP/zP/9DZmYmx48fx9PT0wGVlx53G2JFRERKKj0DKiJSzLz66qu8/vrrBAQEYLVab/i8SZMmzJ8/n379+nHhwgXmzJnD448/jtlsJiwsjH379jmgahEREREwGYZh90GDg4ON+Ph4u48rIiIiIiIi957JZEowDCP4+nYtwRURKaGWnDzP+0dSOX4lm3quLrzesA59ald1dFkiIiJSiimAioiUQEtOnueV/ce4nJu3yuW3K9m8sv8YgEKoiIiIOIyeARURKYHeP5JqC5/XXM41eP9IqoMqEhEREVEAFREpkY5fyS5Qu4iIiIg9KICKiBRxaWlpfPzxxwXqV8/VhZyzp0mLeSVfn3quLvekRhEREZG/QgFUREo9wzDIzc294/NzcnIKsZob3UkAfb1hHdxr1qJyzETb5+WcTLzesM49q1NERETkzyiAikipZLFY8PLyYtCgQfj4+PDOO+8QEhKC2WzmrbfesvVp0qQJAwYMoGnTpvTt25dLly4BUL9+fV577TUCAwNZtGgRa9asISwsjMDAQPr160dGRgYAo0aNolmzZpjNZl55JW828syZM/Tp04eQkBBCQkLYvHkzADExMQwePJjIyEgaNmzI1KlTbdc4fPgw/v7+jBw5koyMDNq3b09gYCC+vr4sX778hn7b/t/7vFreIP2pfpiAjJeiGEambQOiyMhI4uPjyczMZPDgwTRv3pyAgADbtfbs2UPz5s3x9/fHbDZz8OBB+/wPIyIiIiWbYRh2/ysoKMgQEXGkX375xTCZTMbWrVuN77//3njmmWeM3NxcIycnx+jSpYvx448/Gr/88osBGJs2bTIMwzCefPJJY8KECYZhGMaDDz5ofPDBB4ZhGMaZM2eMiIgIIyMjwzAMwxg/frwxduxY4+zZs4anp6eRm5trGIZh/P7774ZhGMbjjz9uxMXFGYZhGL/++qvRpEkTwzAM46233jLCwsKMrKws48yZM0bVqlWNq1evGr/88ovh7e1tqz07O9tIT0+3jd2oUSMjNzf3hn5/PP7www+NMWPGGIZhGCdOnDA8PT0NwzCM119/3Zg3b56tvsaNGxsZGRnGSy+9ZHzxxReGYRjGlStXjEuXLhXady8iIiIlHxBv3CQL6jUsIlJqPfjgg4SGhvLKK6+wZs0aAgICAMjIyODgwYM88MAD3H///YSHhwMwcOBApk6dapvJ7N+/PwDbtm1j7969tn5Xr14lLCwMDw8P3NzceOqpp+jatStdu3YFYO3atezdu9dWx4ULF2wzpl26dMHV1RVXV1dq1qzJqVOnbqjbMAz++c9/snHjRpycnDh+/PhN+/3Ro48+SseOHRk7dixff/01ffv2BWDNmjWsWLGCiRPzlupmZWVx9OhRwsLCePfdd/ntt9/o3bs3jRs3vrMvWUREROQPFEBFpNSqUKECkBfoXn/9dZ577rl8n1ssFkwmU762Px7/8fwOHTrw5Zdf3jDG9u3bWbduHYsXL+ajjz5i/fr15Obmsm3bNtzc3G7o7+rqavvZ2dkZq9V6Q5/58+dz5swZEhIScHFxoX79+mRlZd32XuvVq0e1atVITk5m4cKFzJgxw1b7kiVL8PLyyte/adOmtGjRgtWrV/PII4/wySef0K5du9uOISIiIvJn9AyoiJR6nTp1YtasWbZZyOPHj3P69GkAjh49ytatWwFYsGABrVq1uuH80NBQNm/ezKFDhwDIzMzkwIEDZGRkkJ6eziOPPMKkSZNISkoCoGPHjkybNs12fmJi4m3rq1ixIhcvXrQdp6enU7NmTVxcXNiwYQO//vrrTftdr3///vzrX/8iPT0ds9lsu/dp06aRt1IGdu3aBcCRI0do2LAhQ4cOpUePHiQnJ9+2RhEREZG/QgFUREq9jh078re//Y2wsDB8fX3p27evLch5eXnx73//m6ZNm/L777/zwgsv3HB+jRo1mDNnDo8//jhms5mwsDD27dvHxYsX6dq1K2azmVatWvHhhx8CMHXqVOLj4zGbzTRr1sw2G3kr1apVIzw8HB8fH0aOHMmAAQOIj4/H19eXuXPn0qRJk5v2u17fvn356quvePTRR21tb775JtnZ2ZjNZry9vXnzzTcB+Prrr/Hx8cHf35+UlBQGDRp0Z1+uiIiIyB+Yrv3W256Cg4ON+Ph4u48rIlIQFouFrl27kpKS4uhSRERERIoVk8mUYBhG8PXtmgEVEZH/Sv4aJvlATOW8vyd/7eiKREREpATRJkQiIrdQv3790jX7mfw1rBwK2ZfzjtOP5R0DmB+99XkiIiIif5FmQEVEJM+6t/8bPq/JvpzXLiIiIlIIFEBFRCRP+m8FaxcREREpIAVQERHJ43FfwdpFRERECkgBVERE8rQfAy7l8re5lMtrL0UmT57MpUuXHF2GiIhIiaQAKiIiecyPQrep4HE/YMr7e7eppW4DIgVQERGRe0e74IqIyH+ZHy1WgdNisdC5c2dCQ0PZsmULISEhPPnkk7z11lucPn2a+fPn8+233+Lu7s4rr7wCgI+PD6tWraJGjRo8+uij/Pbbb+Tk5PDmm29y6tQpTpw4Qdu2balevTobNmxw8B2KiIiULAqgIiJSrB06dIhFixYxa9YsQkJCWLBgAZs2bWLFihW89957+Pv73/S8//znP9StW5fVq1cDkJ6ejoeHBx9++CEbNmygevXqdrwLERGR0kFLcEVEpFhr0KABvr6+ODk54e3tTfv27TGZTPj6+mKxWG55nq+vLz/88AOvvfYacXFxeHh42K9oERGRUkoBVETEgSwWCwsWLLAdx8fHM3To0Nuek5iYyLfffms7XrFiBePHj79nNRZ1rq6utp+dnJxsx05OTlitVsqUKUNubq6tT1ZWFgCenp7s3LkTX19fRo8ezdtv632nIiIi95oCqIiIA10fQIODg5k6deptz7k+gHbv3p1Ro0bdsxqLu/r167Nz504Adu7cyS+//ALAiRMnKF++PAMHDmTkyJG2PhUrVuTixYsOq1dERKQkUwAVEbkNi8VC06ZNeeaZZ/D29qZjx45cvnyZw4cP07lzZ4KCgoiIiGDfvn0AHD58mNDQUNusmru7OwCGYTBy5Eh8fHzw9fVl4cKFAIwaNYq4uDj8/f2ZNGkSsbGxdO3aFYDt27cTFhZGQEAALVu2ZP/+/Vy9epUxY8awcOFC/P39WbhwIXPmzOGll16y1duuXTvMZjPt27fn6NGjAERHRzN06FBatmxJw4YNWbx4MQCpqam0bt0af39/fHx8iIuLs+v3aw99+vTh/PnzeHt789FHH+Hp6QnA7t27ad68Of7+/owdO5bRo0cD8Oyzz9K5c2fatm3ryLJFRERKJsMw7P5XUFCQISJSHPzyyy+Gs7OzsWvXLsMwDKNfv37GvHnzjHbt2hkHDhwwDMMwtm3bZrRt29YwDMPo0qWLsWDBAsMwDGP69OlGhQoVDMMwjMWLFxsPPfSQYbVajZMnTxr333+/ceLECWPDhg1Gly5dbOP98Tg9Pd3Izs42DMMwfvjhB6N3796GYRjG7NmzjRdffNF2zh+Pu3btasyZM8cwDMP47LPPjB49ehiGYRhRUVFG3759jZycHGPPnj1Go0aNDMMwjIkTJxrjxo0zDMMwrFarceHChUL89kRERKS0AuKNm2RB7YIrIvInGjRoYNtJNSgoCIvFwpYtW+jXr5+tz5UrVwDYunUry5YtA+Bvf/ub7dUfmzZt4vHHH8fZ2ZlatWrRpk0bduzYQaVKlW45bnp6OlFRURw8eBCTyUR2dvaf1rp161a++eYbAJ544gleffVV22c9e/bEycmJZs2acerUKQBCQkIYPHgw2dnZ9OzZ85Y7xt5Ly5Ytw9PTk2bNmtl9bFsNu44z4fv9nEi7TN3K5RjZyYueAfUcVo+IiEhJpSW4IiJ/4o+b3Dg7O3P+/HkqV65MYmKi7a+ff/650Md98803adu2LSkpKaxcudK2ec6d+uN95P1iElq3bs3GjRupV68e0dHRzJ07967GsFqtBT5n2bJl7N27967GvRvLdh3n9W92czztMgZwPO0yr3+zm2W7jjusJhERkZJKAVREpIAqVapEgwYNWLRoEZAX5pKSkgAIDQ1lyZIlAHz11Ve2cyIiIli4cCE5OTmcOXOGjRs30rx589tueJOenk69enmzcHPmzLG13+6cli1b2sadP38+ERERt72XX3/9lVq1avHMM8/w9NNP2zbiuZV33nkHLy8vWrVqxeOPP87EiROJjIxk+PDhBAcHM2XKFBISEmjTpg1BQUF06tSJ1NRUAD799FNCQkLw8/OjT58+XLp0iS1btrBixQpGjhyJv78/hw8fvu3498KE7/dzOTsnX9vl7BwmfL/f7rWIiIiUdAqgIiJ3YP78+Xz22Wf4+fnh7e3N8uXLAZg8eTIffvghZrOZQ4cO2d4t2atXL8xmM35+frRr145//etf1K5dG7PZjLOzM35+fkyaNCnfGK+++iqvv/46AQEB+WYW27Zty969e22bEP3RtGnTmD17NmazmXnz5jFlypTb3kdsbCx+fn4EBASwcOFChg0bdsu+O3bsYMmSJSQlJfHdd98RHx9v++zq1au2V8i8/PLLLF68mISEBAYPHswbb7wBQO/evdmxYwdJSUk0bdqUzz77jJYtW9K9e3cmTJhAYmIijRo1+gvffuE6kXa5QO0iIiJy50zXlmHZU3BwsPHH/3ARESkpLl26RLly5TCZTHz11Vd8+eWXtnBa3E2ePJnff/+dsWPHAvD3v/+dunXrsmrVKsaOHUubNm1ISUmx7bQLkJOTQ506dVizZg0//vgjo0ePJi0tjYyMDDp16sSMGTOIjo6ma9eu9O3b1yH3FT5+PcdvEjbrVS7H5lHtHFCRiIhI8WcymRIMwwi+vl2bEImIFKKEhAReeuklDMOgcuXKzJo1y9El3dLqI6uZsnMKJzNPUrtCbYYFDqNLwy53dK0KFSoAecuRvb292bp16w19oqOjWbZsGX5+fsyZM4fY2Ni7Kb/QjOzkxevf7M63DLecizMjO3k5sCoREZGSSUtwRUQKUUREBElJSSQnJ7Nx40b+53/+x9El3dTqI6uJ2RJDamYqBgapmanEbIlh9ZHVtzwnPDzcthlSRkYGq1atuqGPl5cXZ86csQXQ7Oxs9uzZA8DFixepU6cO2dnZzJ8/33bO7Z5ptYeeAfV4v7cv9SqXw0TezOf7vX21C66IiMg9oBlQEZFSaMrOKWTl5N9VNysniyk7p9xyFjQkJITu3btjNpupVasWvr6+tmdcrylbtiyLFy9m6NChpKenY7VaGT58ON7e3rzzzju0aNGCGjVq0KJFC1vofOyxx3jmmWeYOnUqixcvdshzoD0D6ilwioiI2IGeARURKYXMn5sxuPHf/yZMJEcl3/K8jIwM3N3duXTpEq1bt2bmzJkEBgbey1JFRESkGNIzoCIiYlO7Qm1SM1Nv2n47zz77LHv37iUrK4uoqKg7Dp/Ldh1nwvf7OZF2mbqVyzGyk5dmIEVEREoBBVARkVJoWOAwYrbE5FuG6+bsxrDAW7+GBWDBggV3PfayXcfzbfpzPO0yr3+zG0AhVEREpITTJkQiIqVQl4ZdiGkZQ50KdTBhok6FOsS0jLnjXXALYsL3+/PtOAtwOTuHCd/vv+dji4iIiGNpBlREpJTq0rCLXQLn9U7c5J2bt2uXu2OxWOjatSspKSmOLkVEREQzoCIiYl91K5crULs4htVqdXQJIiJSAimAioiIXY3s5EU5F+d8beVcnBnZyctBFZUeR44cISAggB07dhAaGorZbKZXr178/vvvAERGRjJ8+HCCg4OZMmUKCQkJtGnThqCgIDp16kRqat7GVZ9++ikhISH4+fnRp08fLl26BEB0dDRDhw6lZcuWNGzYkMWLFzvsXkVEpGhSABUREbvqGVCP93v7Uq9yOUxAvcrleL+3rzYgusf2799Pnz59mDNnDk899RQffPABycnJ+Pr6MnbsWFu/q1evEh8fz9ChQ3n55ZdZvHgxCQkJDB48mDfeeAOA3r17s2PHDpKSkmjatCmfffaZ7fzU1FQ2bdrEqlWrGDVqlN3vU0REijY9AyoiInbXM6CeAqcdnTlzhh49evDNN99Qr1490tLSaNOmDQBRUVH069fP1rd///5AXmBNSUmhQ4cOAOTk5FCnTh0AUlJSGD16NGlpaWRkZNCpUyfb+T179sTJyYlmzZpx6tQpe92iiIgUEwqgIiIiJZyHhwcPPPAAmzZtsgXMW6lQoQIAhmHg7e3N1q1bb+gTHR3NsmXL8PPzY86cOcTGxto+c3V1tf1sGEbh3ICIiJQYWoIrIiJSwpUtW5alS5cyd+5cVq9eTZUqVYiLiwNg3rx5ttnQP/Ly8uLMmTO2AJqdnc2ePXsAuHjxInXq1CE7O5v58+fb70ZERKTY0wyoiIhIKVChQgVWrVpFhw4d6NOnDyNHjuTSpUs0bNiQ2bNn39C/bNmyLF68mKFDh5Keno7VamX48OF4e3vzzjvv0KJFC2rUqEGLFi24ePGiA+5IRESKI5MjlscEBwcb8fHxdh9XRERERERE7j2TyZRgGEbw9e1agisiIiJ3LX3lSg62a8/PTZtxsF170leudHRJIiJSBCmAioiI3V17zQdATEwMEydOvKGPxWLBx8fH3qXJHUhfuZLUN8dgPXECDAPriROkvjlGIVRERG6gZ0BFRMTugoODCQ6+YVWOFFOnJ03GyMrK12ZkZXF60mQ8unVzUFUiIlIUaQZURERuyWKx0KRJEwYMGEDTpk3p27cvly5dYt26dQQEBODr68vgwYO5cuUKAKNGjaJZs2aYzWZeeeUVABYtWoSPjw9+fn60bt0agNjYWLp27WobJykpibCwMBo3bsynn356Qx05OTmMHDmSkJAQzGYzn3zyiR3uXv4qa2pqgdpFRKT00gyoiIjc1v79+/nss88IDw9n8ODBfPjhh3zyySesW7cOT09PBg0axPTp03niiSdYunQp+/btw2QykZaWBsDbb7/N999/T7169Wxt10tOTmbbtm1kZmYSEBBAly5d8n3+2Wef4eHhwY4dO7hy5Qrh4eF07NiRBg0a3OO7l7+iTJ06ectvb9IuIiLyR5oBFRGR27r//vsJDw8HYODAgaxbt44GDRrg6ekJQFRUFBs3bsTDwwM3NzeeeuopvvnmG8qXLw9AeHg40dHRfPrpp+Tk5Nx0jB49elCuXDmqV69O27Zt2b59e77P16xZw9y5c/H396dFixacO3eOgwcP3sO7loKoOWI4Jje3fG0mNzdqjhjumIJERKTI0gyoiIjclslkyndcuXJlzp07d0O/MmXKsH37dtatW8fixYv56KOPWL9+PTNmzOCnn35i9erVBAUFkZCQ8KdjXH9sGAbTpk2jU6dOhXBHUtiuPed5etJkrKmplKlTh5ojhuv5TxERuYFmQEVE5LaOHj3K1q1bAViwYAHBwcFYLBYOHToEwLx582jTpg0ZGRmkp6fzyCOPMGnSJJKSkgA4fPgwLVq04O2336ZGjRocO3bshjGWL19OVlYW586dIzY2lpCQkHyfd+rUienTp5OdnQ3AgQMHyMzMvJe3LQXk0a0bjdevo+nPe2m8fp3Cp4iI3JRmQEVE5La8vLz497//zeDBg2nWrBlTp04lNDSUfv36YbVaCQkJ4fnnn+f8+fP06NGDrKwsDMPgww8/BGDkyJEcPHgQwzBo3749fn5+/Pjjj/nGMJvNtG3blrNnz/Lmm29St25dLBaL7fOnn34ai8VCYGAghmFQo0YNli1bZsdvQURERAqDyTAMuw8aHBxsxMfH231cEREpGIvFQteuXUlJSXF0KSIiIlKMmEymBMMwbnjnmmZARUSkSFty8jzvH0nl+JVs6rm68HrDOvSpXdXRZYmIiMgdUAAVEZFbql+/vkNnP5ecPM8r+49xOTdvtc5vV7J5ZX/eM6QKoSIiIsWPNiESEZEi6/0jqbbwec3lXIP3j6Q6qCIRERG5GwqgIiJSZB2/kl2gdhERESnaFEBFRKTIqufqUqB2ERERKdoUQEVEpMh6vWEdyjmZ8rWVczLxesM692S8yMhItEu7iIjIvaMAKiIiRVaf2lWZ6HU/97m6YALuc3Vhotf9Dt+AKC0tjY8//tihNYiIiBRHCqAiIlKk9aldlfiW3qS29Se+pXehhE+LxUKTJk0YMGAATZs2pW/fvly6dClfnxdeeIHg4GC8vb156623bO3169fnrbfe4h//+Ae+vr7s27cPgMzMTAYPHkzz5s0JCAhg+fLlAOzZs4fmzZvj7++P2Wzm4MGDd12/iIhIcaUAKiIixMbGsmXLFttxdHQ0ixcvdmBF997+/fsZMmQIP//8M5UqVbphRvPdd98lPj6e5ORkfvzxR5KTk22fxcXFAfD777/TvXt3VqxYwbvvvktycjI+Pj5s2LCB5557jpEjRzJjxgwaN26M1WrFarWydOlSu96niIhIUaIAKiIiNwTQ0uD+++8nPDwcgIEDB7Jp06Z8n3/99dcEBgYSEBDAnj172Lt3r+2zjz/+mEaNGrFkyRJcXV2Ji4tjzZo17N27l4ULFxIZGUlGRgaenp7Url2bJUuW0L9/fxYsWMDnn3/Orl277HqvIiIiRYUCqIhIMZeZmUmXLl3w8/PDx8eHhQsXsm7dOgICAvD19WXw4MFcuXIFyFs+evbsWQDi4+OJjIzEYrEwY8YMJk2ahL+/v212b+PGjbRs2ZKGDRuWyNlQk8l0y+NffvmFiRMnsm7dOpKTk+nSpQtZWVm2z8uWLQuAs7Mz7u7uxMXFcfnyZTp16sRDDz3Ed999x3333cdjjz2Gu7s7Tz/9NB4eHvTr14+AgADbdywiIlLaKICKiBRz//nPf6hbty5JSUmkpKTQuXNnoqOjWbhwIbt378ZqtTJ9+vRbnl+/fn2ef/55RowYQWJiIhEREQCkpqayadMmVq1axahRo+x1O3Zz9OhRtm7dCsCCBQto1aqV7bMLFy5QoUIFPDw8OHXqFN99990tr+Pq6kpaWhp16tThwoULtGrViq+//honJycqVqzI2bNnqVKlCkOHDqVHjx6cPn36nt+biIhIUaUAKiJSzPn6+vLDDz/w2muvERcXh8VioUGDBnh6egIQFRXFxo0bC3zdnj174uTkRLNmzTh16lRhl+1wXl5e/Pvf/6Zp06b8/vvvvPDCC7bP/Pz8CAgIoEmTJvztb3+zLdW9xt3dnYsXL9qOQ0ND2bdvHzVq1OCTTz7hlVdesc2YpqWlMWHCBMxmM0lJSRw9etQW8kVEREqbMo4uQERE7o6npyc7d+7k22+/ZfTo0bRr1+6WfcuUKUNubi5AviWlN+Pq6mr72TCMwim2CClTpgxffPFFvrbY2Fjbz3PmzLnpeRaLBYDw8HCio6N5+OGHadKkCWvWrOGrr74iOzubypUr89JLLzFp0iSqVatGp06d2LNnD6mpqTz//PMEBATco7sSEREp2hRARUSKuRMnTlC1alUGDhxI5cqV+eijj7BYLBw6dIj/+Z//Yd68ebRp0wbIW26bkJDAww8/zJIlS2zXqFixIhcuXHDULRRLCxYsyHf81FNPAeDi4sLWrVtZuXIl2dnZAAQEBNC8eXO6deuG2Wy2e60iIiJFhZbgiogUc7t377a9Z3Ls2LGMGzeO2bNn069fP3x9fXFycuL5558H4K233mLYsGEEBwfj7Oxsu0a3bt1YunRpvk2ISrL69euTkpJyz66/bt06W/i8Jjs7m/8sWED6ypX3bFwREZGizuSIZVXBwcFGfHy83ccVERGxh5iYmJt/YBg8tnwFdd55G49u3exak4iIiD2ZTKYEwzCCr2/XDKiIiOSTvnIlB9u15+emzTjYrr1m7O6Ah4fHTdvLX7qEkZXF6UmT7VuQiIhIEaEAKiIiNukrV5L65hisJ06AYWA9cYLUN8cohBZQ+/btcXFxydfmbLViTkoGwJqa6oiyREREHE4BVEREbE5Pmoxx3e64mrErOLPZTLdu3SiflQWGQfnMTEK27+DBo0cBKFOnjoMrFBERcQztgisiIja3mpnTjF3Bmc1mHvz1V1LfHJMv1Jvc3Kg5YrjjChMREXEgBVAREbEpU6dO3vLbm7RLwV3baOj0pMlYU1MpU6cONUcM1wZEIiJSaimAioiITc0RwzVjV8g8unVT4BQREfk/CqAiImKjGTsRERG5lxRARUQkH83YiYiIyL2iXXBFRERERETELhRARURERERExC4UQEVERERERMQuFEBFRERERETELhRARURERERExC4UQEVERERERMQuFEBFRERERETELhRARURERERExC4UQEVERERERMQuFEBFRERERETELhRARUSk2BszZgxr1651dBkiIiLyJ8o4ugAREZE/MgwDwzBwcvrrvyN9++2372FFIiIiUlg0AyoiIg5nsVjw8vJi0KBB+Pj48M477xASEoLZbOatt96y9XvnnXfw8vKiVatWPP7440ycOBGA6OhoFi9eDMC6desICAjA19eXwYMHc+XKFQDq16/PW2+9RWBgIL6+vuzbt8/+NyoiIlLKKYCKiEiRcPDgQYYMGcKkSZM4fvw427dvJzExkYSEBDZu3MiOHTtYsmQJSUlJfPfdd8THx99wjaysLKKjo1m4cCG7d+/GarUyffp02+fVq1dn586dvPDCC7bwKiIiIvajACoiIkXCgw8+SGhoKGvWrGHNmjUEBAQQGBjIvn37OHjwIJs3b6ZHjx64ublRsWJFunXrdsM19u/fT4MGDfD09AQgKiqKjRs32j7v3bs3AEFBQVgsFrvcl4iIiPyXngEVEZEioUKFCkDeM6Cvv/46zz33XL7PJ0+efNdjuLq6AuDs7IzVar3r64mIiEjBaAZURESKlE6dOjFr1iwyMjIAOH78OKdPnyY8PJyVK1eSlZVFRkYGq1atuuFcLy8vLBYLhw4dAmDevHm0adPGrvWLiIjIrWkGVEREipSOHTvy888/ExYWBoC7uztffPEFISEhdO/eHbPZTK1atfD19cXDwyPfuW5ubsyePZt+/fphtVoJCQnh+eefd8RtiIiIyE2YDMOw+6DBwcHGzTaPEBGRm7NarZQpo98ZZmRk4O7uzqVLl2jdujUzZ84kMDDQ0WWJiIjIdUwmU4JhGMHXt2sJrohIEXCz14tERkYyfPhwgoODmTJlym1fL3L27FkA4uPjiYyMBCAmJoYnnniCsLAwGjduzKeffuqo2ys0zz77LP7+/gQGBtKnT5+/HD5XH1lNx8UdMX9upuPijqw+svoeVyoiIiI3o1+ni4g42B9fL5KdnU1gYCBBQUEAXL16lfj4eLKysmjcuDHr1q3D09OTQYMGMX36dIYPH37baycnJ7Nt2zYyMzMJCAigS5cu1K1b1w53dW8sWLCgwOesPrKamC0xZOVkAZCamUrMlhgAujTsUpjliYiIyJ/QDKiIiIPd7vUi/fv3B/789SK30qNHD8qVK0f16tVp27Yt27dvvzc3UYRN2TnFFj6vycrJYsrOKQ6qSEREpPRSABURKcKuvZrkdsqUKUNubi4AWVn5g5bJZLrtcWlwMvNkgdpFRETk3lEAFRFxsLt9vUj9+vVJSEgAYMmSJfnOW758OVlZWZw7d47Y2FhCQkLu8d0UPbUr1C5Qu4iIiNw7CqAiIg72x9eLPPzww3/6ehFfX1+cnJxsrxd56623GDZsGMHBwTg7O+c7z2w207ZtW0JDQ3nzzTeL9fOfd2pY4DDcnN3ytbk5uzEscJiDKhIRESm99BoWEZEi4F68XiQmJgZ3d3deeeWVQqqy+Fp9ZDVTdk7hZOZJaleozbDAYdqASERE5B661WtYtAuuiEgR8Oyzz7J3716ysrKIioq66/B54KeTJK47islalhrnNxPWoxGeLUrvktMuDbsocIqIiBQBmgEVESlhDvx0kg3z92G9mmtrK1PWibYDmpTqECoiIiL2c6sZUD0DKiJSwmxdfjhf+ASwXs1l6/LDDqpIREREJI8CqIhICZNx/kqB2kVERETsRQFURKSEca/qWqB2EREREXtRABURKWHCejSiTNn8/3ovU9aJsB6NHFSRiIiISB7tgisiUsJc22ho6/LDZJy/gntV11K/C66IiIgUDQqgIiIlkGeL2gqcIiIiUuRoCa6IiEgRY7FYWLBggaPLEBERKXQKoCIiIrdhtVrtPqYCqIiIlFQKoCIiUiy98847eHl50apVKx5//HEmTpxIYmIioaGhmM1mevXqxe+//86+ffto3ry57TyLxYKvry8ACQkJtGnThqCgIDp16kRqaioAkZGRDB8+nODgYKZMmUJkZCSvvfYazZs3x9PTk7i4OADmzJlDz5496dChA/Xr1+ejjz7iww8/JCAggNDQUM6fPw/A4cOH6dy5M0FBQURERLBv3z4AoqOjGTp0KC1btqRhw4YsXrwYgFGjRhEXF4e/vz+TJk2y23cqIiJyrxVKADWZTJ1NJtN+k8l0yGQyjSqMa4qISPEXHx/P0KFDAYiNjWXLli2Fct0dO3awZMkSkpKS+O6774iPjwdg0KBBfPDBByQnJ+Pr68vYsWNp0qQJV69e5ZdffgFg4cKF9O/fn+zsbF5++WUWL15MQkICgwcP5o033rCNcfXqVeLj4/nHP/4B5M2Ebt++ncmTJzN27Fhbv5SUFL755ht27NjBG2+8Qfny5dm1axdhYWHMnTsXgGeffZZp06aRkJDAxIkTGTJkiO381NRUNm3axKpVqxg1Ku+P0PHjxxMREUFiYiIjRowolO9MRESkKLjrTYhMJpMz8G+gA/AbsMNkMq0wDGPv3V5bRESKt+DgYIKDg4G8AOru7k7Lli3v+rqbN2+mR48euLm54ebmRrdu3cjMzCQtLY02bdoAEBUVRb9+/QB49NFHWbhwIaNGjWLhwoUsXLiQ/fv3k5KSQocOHQDIycmhTp06tjH69++fb8zevXsDEBQUhMVisbW3bduWihUrUrFiRTw8POjWrRsAvr6+JCcnk5GRwZYtW2y1AFy5csX2c8+ePXFycqJZs2acOnXqrr8bERGRoqwwdsFtDhwyDOMIgMlk+groASiAioiUMBaLha5du5KSkgLAxIkTycjIIDY2lhYtWrBhwwbS0tL47LPPiIiIIDY2lokTJ/LRRx8xY8YMnJ2d+eKLL5g2bRonT55k7NixODs74+HhwcaNG+9Z3f3796dfv3707t0bk8lE48aN2b17N97e3mzduvWm51SoUCHfsaurKwDOzs75ngu91g7g5ORkO3ZycsJqtZKbm0vlypVJTEy86Th/PN8wjDu6PxERkeKiMJbg1gOO/eH4t/9ry8dkMj1rMpniTSZT/JkzZwphWBERKUputUQVoH79+jz//POMGDGCxMREIiIiePvtt/n+++9JSkpixYoVBRorPDyclStXkpWVRUZGBqtWraJChQpUqVLF9nzmvHnzbLOhjRo1wtnZmXfeecc2s+nl5cWZM2dsATQ7O5s9e/bc7ddwg0qVKtGgQQMWLVoE5IXMpKSk255TsWJFLl68WOi1iIiIOJrdNiEyDGOmYRjBhmEE16hRw17DioiIndxqieqthIeHEx0dzaeffkpOTk6BxgoJCaF79+6YzWYefvhhfH198fDw4PPPP2fkyJGYzWYSExMZM2aM7Zz+/fvzxRdf8OijjwJQtmxZFi9ezGuvvYafnx/+/v6F9ozq9ebPn89nn32Gn58f3t7eLF++/Lb9zWYzzs7O+Pn5aRMiEREpUUx3u9zHZDKFATGGYXT6v+PXAQzDeP9W5wQHBxvXNowQEZHi47fffqNjx47s3Zv3lMW4ceOwWq22pbbBwcGcPXuW4OBgLBaLrX3VqlXExMTg7u7OK6+8YrveTz/9xOrVq5k7dy4JCQlUq1btL9eSkZGBu7s7ly5donXr1sycOZPAwMBCv2cREREpOJPJlGAYRvD17YXxDOgOoLHJZGoAHAceA/5WCNcVEZEiplatWpw+fZpz587h7u7OqlWr6Ny58186t2LFily4cMF2fPjwYVq0aEGLFi347rvvOHbsWIEC6LPPPsvevXvJysoiKiqq2IfPAz+dZOvyw2Scv4J7VVfCejTCs0VtR5clIiJSqO46gBqGYTWZTC8B3wPOwCzDMAr/IRoREXE4FxcXxowZQ/PmzalXrx5NmjT5y+d269aNvn37snz5cqZNm8akSZM4ePAghmHQvn17/Pz8ClTLggULClp+kXXgp5NsmL8P69VcADLOX2HD/Lx3hSqEiohISXLXS3DvhJbgioiI/Nfn/9xMxvkrN7S7V3Ul6r1wB1QkIiJyd+7lElwREZG/bNmu40z4fj8n0i5Tt3I5RnbyomfADZunlyo3C5+3axcRESmu7LYLroiIyLJdx3n9m90cT7uMARxPu8zr3+xm2a7jji7NodyruhaoXUREpLhSABUREbuZ8P1+Lmfnf+XK5ewcJny/30EVFQ1hPRpRpmz+P5LLlHUirEcjB1UkIiJyb2gJroiI2M2JtMsFai8trm00pF1wRUSkpFMAFRERu6lbuRzHbxI261Yu54BqihbPFrUVOEVEpMTTElwREbGbkZ28KOfinK+tnIszIzt5OagiERERsSfNgIqIiN1c2+1Wu+CKiIiUTgqgIiJiVz0D6ilwioiIlFJagisiIiIiIiJ2oQAqIiIichMWi4UFCxbYjuPj4xk6dKgDKxIRKf4UQEVERERu4voAGhwczNSpUx1YkYhI8acAKiIiIsWexWKhSZMmREdH4+npyYABA1i7di3h4eE0btyY7du3k5mZyeDBg2nevDkBAQEsX74cgJycHEaOHElISAhms5lPPvkEgFGjRhEXF4e/vz+TJk0iNjaWrl27AhATE8PgwYOJjIykYcOG+YLpO++8g5eXF61ateLxxx9n4sSJ9v9CRESKKG1CJCIiIiXCoUOHWLRoEbNmzSIkJIQFCxawadMmVqxYwXvvvUezZs1o164ds2bNIi0tjebNm/PQQw8xf/58PDw82LFjB1euXCE8PJyOHTsyfvx4Jk6cyKpVqwCIjY3NN96+ffvYsGEDFy9exMvLixdeeIHExESWLFlCUlIS2dnZBAYGEhQU5IBvQ0SkaFIAFRERkRKhQYMG+Pr6AuDt7U379u0xmUz4+vpisVj47bffWLFihW1GMisri6NHj7JmzRqSk5NZvHgxAOnp6Rw8eJCyZcvedrwuXbrg6uqKq6srNWvW5NSpU2zevJkePXrg5uaGm5sb3bp1u7c3LSJSzCiAioiISIng6upq+9nJycl27OTkhNVqxdnZmSVLluDl5ZXvPMMwmDZtGp06dcrXfv2M5+3Gc3Z2xmq13uUdiIiUfHoGVEREREqFTp06MW3aNAzDAGDXrl229unTp5OdnQ3AgQMHyMzMpGLFily8eLFAY4SHh7Ny5UqysrLIyMiwLd8VEZE8mgEVERGRUuHNN99k+PDhmM1mcnNzadCgAatWreLpp5/GYrEQGBiIYRjUqFGDZcuWYTabcXZ2xs/Pj+joaAICAv50jJCQELp3747ZbKZWrVr4+vri4eFhh7sTESkeTNd+C2hPwcHBRnx8vN3HFRERuZdiY2PzbVojpUvqyeUcOTyR39OOU6VyPWrXeZn+j/6LmTNnEhgY6OjyRETsymQyJRiGEXx9u2ZARUSkxMnJycHZ2dnRZUgpknpyOfv2vUFu7mU+/PA0R389ztWrTzBw4KMKnyIif6BnQEVEpFi59r7HAQMG0LRpU/r27culS5eoX78+r732GoGBgSxatIgvv/wSX19ffHx8eO2112znu7u7M2LECNsuqWfOnAEgMTGR0NBQzGYzvXr14vfffwdg6tSpNGvWDLPZzGOPPQbA9u3bCQsLIyAggJYtW7J//377fxFSpBw5PJHc3MsAvPFGLT6ZeR+z59xHly4WxxYmIlLEKICKiEixs3//foYMGcLPP/9MpUqV+PjjjwGoVq0aO3fupHXr1rz22musX7+exMREduzYwbJlywDIzMwkODiYPXv20KZNG8aOHQvAoEGD+OCDD0hOTsbX19fWPn78eHbt2kVycjIzZswAoEmTJsTFxbFr1y7efvtt/vnPf9r/S5AiJetKaoHaRURKKwVQEREpdu6//37Cw8MBGDhwIJs2bQKgf//+AOzYsYPIyEhq1KhBmTJlGDBgABs3bgTyXslxrd+1c9PT00lLS6NNmzYAREVF2fqbzWYGDBjAF198QZkyeU+upKen069fP3x8fBgxYgR79uyx381LkeTmWqdA7SIipZUCqIiIONzTTz/N3r17AXjvvff+tL/JZLrpcYUKFVi2bBnHjh2zfTZmzBjbtf/Kta63evVqXnzxRXbu3ElISAhWq5U333yTtm3bkpKSYnvlhpRuDRu9gpNTuXxtTk7laNjoFQdVJCJSNCmAioiIw/3v//4vzZo1A/5aAD169Chbt24FYMGCBbRq1cr22bJly3B1deXHH3/k7NmzvPXWWyQlJdlmN3Nzc1m8eHG+cz08PKhSpQpxcXEAzJs3jzZt2pCbm8uxY8do27YtH3zwAenp6WRkZJCenk69evUAmDNnTqF9D1J81andgyZN3sXNtS5gws21Lk2avEud2j0cXZqISJGiXXBFRMSuMjMzefTRR/ntt9/IycnhzTffZPr06UycOJHFixdz+fJl/P398fb25t1336Vr166kpKQAMHHiRH777Te8vLwYMWIESUlJlC1blsjISAzDYPv27axYsYIff/wRgPDwcE6fPk2bNm3o0aMH69atw8nJiZdeeokXXngBPz8/Fi1aRP369enUqROdO3cmJyeHVq1asWjRInJychg4cCDp6ekYhsHQoUOpXLkyr776KlFRUYwbN44uXbo48uuUIqRO7R4KnCIif0IBVERE7Oo///kPdevWZfXq1UDe85TTp08H8jb8+eijj0hMTATydry9mTJlyrB69WqqVasGwOjRo3nooYd45JFH6N69O127dqVv374AREdH07VrV7KysoiOjsbNzY2zZ88yaNAgAgMDqVGjBgA+Pj5kZmby8ccfs3PnTqpUqQJge770j8LCwjhw4AAkfw3r3mZcdBpM8iGy/Rgi9Q5QERGRW9ISXBERsStfX19++OEHXnvtNeLi4vDw8Lij66SkpBAREYGvry/z58//042A9u/fT4MGDWzPfP5xoyGA3r17AxAUFHTL4JtP8tewciikHwOMvL+vHJrXLiIiIjelGVAREbErT09Pdu7cybfffsvo0aNp3779LfuWKVOG3Nxc23FWVhaVK1cmJSWFBg0asGzZMvz8/JgzZw6xsbF/afyMjIybtru6ugLg7OyM1Wr98wutexuyL+dvy76c125+9C/VIiIiUtpoBlREROzqxIkTlC9fnoEDBzJy5Eh27tyZ73MXFxeys7MBqFWrFqdPn+bcuXNcuXKFVX9Y3nrx4kXq1KlDdnY28+fPt7VXrFiRixcv3jCul5cXFouFQ4cOAf/daOiOpf9WsHYRERFRABUREfvavXs3zZs3x9/fn7FjxzJ69Oh8nz/77LO2d2+6uLgwZswYmjdvTocOHWjSpImt3zvvvEOLFi0IDw/P1/7YY48xYcIEAgICOHz4sK3dzc2N2bNn069fP3x9fXFycuL555+/8xvxuK9g7SIiIoLJMAy7DxocHGzEx8fbfVwREZFCc+0Z0D8uw3UpB92magluCTB16lSmT59OYGBgvhn2a+bMmUN8fDwfffQRMTExuLu788ord/7OzxkzZlC+fHkGDRp0N2WLiBQZJpMpwTCM4Ovb9QyoiIiUast2HWfC9/s5kXaZupXLMbKTFz0D6v35iddC5rq385bdetwH7ccofJYQH3/8MWvXruW+++wzo31Xs/EiIsWIluCKiEiptWzXcV7/ZjfH0y5jAMfTLvP6N7tZtuv4X7uA+VEYkQIxaXl/V/gsEZ5//nmOHDnCww8/zP/7f/+Pnj17YjabCQ0NJTk5+bbnJiYmEhoaitlsplevXvz++++cPn2aoKAgAJKSkjCZTBw9ehSARo0acenSJWJiYpg4cSIAkZGRvPbaazRv3hxPT0/i4uIAuHTpEo8++ijNmjWjV69etGjRAq0oE5HiRgFURERKrQnf7+dydk6+tsvZOUz4fr+DKpKiYMaMGdStW5cNGzZgsVgICAggOTmZ995770+XyA4aNIgPPviA5ORkfH19GTt2LDVr1iQrK4sLFy4QFxdHcHAwcXFx/Prrr9SsWZPy5cvfcB2r1cr27duZPHkyY8eOBfJmZatUqcLevXt55513SEhIuCf3LyJyL2kJroiIlFon0i4XqF1Kn02bNrFkyRIA2rVrx7lz57hw4cJN+6anp5OWlmbbXTkqKop+/foB0LJlSzZv3szGjRv55z//yX/+8x8MwyAiIuKm17rZe2k3bdrEsGHDAPDx8cFsNhfafYqI2ItmQEVEpNSqW7lcgdpF7lTr1q1ts549evQgKSmJTZs23TKAFvi9tCIixYQCqIiIlFojO3lRzsU5X1s5F2dGdvJyUEVS1ERERNh2wY2NjaV69epUqlTppn09PDyoUqWK7ZnNP75rNiIigi+++ILGjRvj5ORE1apV+fbbb2nVqtVfriU8PJyvv/4agL1797J79+67uTUREYfQElwRESm1ru12e0e74EqpEBMTw+DBgzGbzZQvX57PP//8tv0///xznn/+eS5dukTDhg2ZPXs2APXr18cwDFq3bg1Aq1at+O2336hSpcpfrmXIkCFERUXRrFkzmjRpgre3Nx4eHnd+cyIiDqD3gIqIiIgUAzk5OWRnZ+Pm5sbhw4d56KGH2L9/P2XLlnV0aSIiN9B7QEVERESKse3bt/Poo4+SnZ2Nk5MTo0ePVvgUkWJHAVRERESkiEtOTmb9+vU89dRTtrbff/+d5ORk7YYrIsWKNiESERERKeLWrVtHdnZ2vrbs7GzWrVvnoIpERO6MAqiIiJQ4sbGxdO3a1dFliBSa9PT0ArWLiBRVCqAiIiIiRdytdrvVLrgiUtwogIqIyG3NnTsXs9mMn58fTzzxBBaLhXbt2mE2m2nfvj1Hjx4FIDo6mhdeeIHQ0FAaNmxIbGwsgwcPpmnTpkRHR9uu5+7uzsiRI/H29uahhx5i+/btREZG0rBhQ1asWAGAxWIhIiKCwMBAAgMD2bJlC5A3sxkZGUnfvn1p0qQJAwYM4Npu7v/5z39o0qQJgYGBfPPNN/b9kkTusfbt2+Pi4pKvzcXFhfbt2zuoIhGRO6MAKiIit7Rnzx7GjRvH+vXrSUpKYsqUKbz88stERUWRnJzMgAEDGDp0qK3/77//ztatW5k0aRLdu3dnxIgR7Nmzh927d5OYmAhAZmYm7dq1Y8+ePVSsWJHRo0fzww8/sHTpUsaMGQNAzZo1+eGHH9i5cycLFy7MN8auXbuYPHkye/fu5ciRI2zevJmsrCyeeeYZVq5cSUJCAidPnrTr9yT2FxkZSWl6pZvZbKZbt262GU8PDw+6deumDYhEpNjRLrgiInJL69evp1+/flSvXh2AqlWrsnXrVtsM4xNPPMGrr75q69+tWzdMJhO+vr7UqlULX19fALy9vbFYLPj7+1O2bFk6d+4MgK+vL66urri4uODr64vFYgHyNld56aWXSExMxNnZmQMHDtjGaN68Offddx8A/v7+WCwW3N3dadCgAY0bNwZg4MCBzJw5895+OSJ2ZjabFThFpNjTDKiIiBQaV1dXAJycnGw/Xzu2Wq1A3rJBk8l0Q78/9pk0aRK1atUiKSmJ+Ph4rl69esMYAM7OzrZzpGTo2bMnQUFBeHt7M3PmTHJycoiOjsbHxwdfX18mTZqUr39ubi7R0dGMHj3aQRWLiEhBaAZURERuqV27dvTq1Yu///3vVKtWjfPnz9OyZUu++uornnjiCebPn09EREShj5uens59992Hk5MTn3/+OTk5Obft36RJEywWC4cPH6ZRo0Z8+eWXhV6T2MesWbOoWrUqly9fJiQkhKCgII4fP05KSgoAaWlptr5Wq5UBAwbg4+PDG2+84aCKRUSkIDQDKiIit+Tt7c0bb7xBmzZt8PPz4+9//zvTpk1j9uzZmM1m5s2bx5QpUwp93CFDhvD555/j5+fHvn37qFChwm37u7m5MXPmTLp06UJgYCA1a9Ys9JrEPqZOnYqfnx+hoaEcO3aMq1evcuTIEV5++WX+85//UKlSJVvf5557TuFTRKSYMV3bPdCegoODjdK0cYCIiIj8udjYWEaPHs2aNWsoX748kZGRxMTEEBwczPfff8+8efOoWrUqs2bNIjIykqZNm3Lw4EFWrVqFm5ubo8sXEZE/MJlMCYZhBF/frhlQEREp/pK/hkk+EFM57+/JXzu6IrkD6enpVKlShfLly7Nv3z62bdvG2bNnyc3NpU+fPowbN46dO3fa+j/11FM88sgjPProo3oWWESkmNAzoCIiUrwlfw0rh0L25bzj9GN5xwDmRx1XlxRY586dmTFjBk2bNsXLy4vQ0FCOHz9OZGQkubm5ALz//vv5zvn73/9Oenq67ZlkJyf9bl1EpCjTElwRESneJvnkhc7redwPI1LsX4+IiIjccgmuZkBFRKR4S/+tYO1SrC05eZ73j6Ry/Eo29VxdeL1hHfrUruroskRE5C/SOhURESnePO4rWHsJEBMTw8SJEx1dht0tOXmeV/Yf47cr2RjAb1eyeWX/MZacPO/o0kRE5C9SABURkeKt/RhwKZe/zaVcXnsJYBiG7fnHO1VSNuh5/0gql3PzPzp0Odfg/SOpDqpIREQKSgFURESKN/Oj0G1q3jOfmPL+3m1qsdqA6MMPP8THxwcfHx8mT56MxWLBy8uLQYMG4ePjw7Fjx3j33Xfx9PSkVatW7N+/33bu4cOH6dy5M0FBQURERLBv3z4AoqOjef7552nRogWvvvqqo26tUB2/kl2gdhERKXr0DKiIiBR/5keLVeD8o4SEBGbPns1PP/2EYRi0aNGCNm3acPDgQT7//HNCQ0NJSEjgq6++IjExEavVSmBgIEFBQQA8++yzzJgxg8aNG/PTTz8xZMgQ1q9fD8Bvv/3Gli1bcHZ2duQtFpp6ri78dpOwWc/VxQHViIjInVAAFRERcaBNmzbRq1cvKlSoAEDv3r2Ji4vjwQcfJDQ0FIC4uDh69epF+fLlAejevTsAGRkZbNmyhX79+tmud+XKFdvP/fr1KzHhE+D1hnV4Zf+xfMtwyzmZeL1hHQdWJSIiBaEAKiIiUgRdC6S3k5ubS+XKlUlMTLzjaxQn13a71S64IiLFl54BFRERcaCIiAiWLVvGpUuXyMzMZOnSpUREROTr07p1a5YtW8bly5e5ePEiK1euBKBSpUo0aNCARYsWAXkbFiUlJdn9HuypT+2qxLf0JrWtP/EtvRU+RUSKGc2AioiIOFBgYCDR0dE0b94cgKeffpoqVarc0Kd///74+flRs2ZNQkJCbJ/Nnz+fF154gXHjxpGdnc1jjz2Gn5+fXe9BRETkrzIZhvHnvQpZcHCwER8fb/dxRURERERE5N4zmUwJhmEEX9+uGVAREZES4sBPJ9m6/DAZ56/gXtWVsB6N8GxR29FliYiI2CiAioiIlAAHfjrJhvn7sF7NBSDj/BU2zM97J6hCqIiIFBXahEhERKQE2Lr8sC18XmO9msvW5YcdVJGIiMiNFEBFRERKgIzzVwrULiIi4ggKoCIiIiWAe1XXArWLiIg4ggKoiIhICRDWoxFlyub/Y71MWSfCejRyUEUiIiI30iZEIiIiJcC1jYa0C66IiBRlCqAiIiIlhGeL2gqcIiJSpGkJroiIiIiIiNiFAqiIiIiIiIjYhQKoiIiIiIiI2IUCqIiIiIiIiNiFAqiIiIiIiIjYhQKolDppaWl8/PHHAMTGxtK1a1cHVyQl1bJly9i7d6/tODIykvj4eAdWJCIiIuJYCqBS6vwxgIrcK1ar9YYAKiIiIlLaKYBKqTNq1CgOHz6Mv78/I0eOJCMjg759+9KkSRMGDBiAYRiOLlGKCIvFQtOmTXnmmWfw9vamY8eOXL58mcTEREJDQzGbzfTq1Yvff/8dyJvhHD58OMHBwXzwwQesWLGCkSNH4u/vz+HDhwFYtGgRzZs3x9PTk7i4OEfenhQz7733Xr7jli1bOqgSERGRO6cAKqXO+PHjadSoEYmJiUyYMIFdu3YxefJk9u7dy5EjR9i8ebOjS5Qi5ODBg7z44ovs2bOHypUrs2TJEgYNGsQHH3xAcnIyvr6+jB071tb/6tWrxMfH88Ybb9C9e3cmTJhAYmIijRo1AvJmRrdv387kyZPznVccTZ06laZNmzJgwIC7uo7FYmHBggWFVFXJdX0A3bJli4MqERERuXMKoFLqNW/enPvuuw8nJyf8/f2xWCyOLkmKkAYNGuDv7w9AUFAQhw8fJi0tjTZt2gAQFRXFxo0bbf379+9/2+v17t3bdq3i/s/axx9/zA8//MD8+fNtbVartcDXKUkB9N1338XT05NWrVrx+OOPM3HixHzP/p49e5b69esDkJOTw8iRIwkJCcFsNvPJJ58AkJqaSuvWrfH398fHx4e4uDhGjRrF5cuX8ff3twV+d3d3AAzDYOTIkfj4+ODr68vChQuBvGfcIyMjtcJDRESKlDKOLkDE0VxdXW0/Ozs739F/QEvJdf0/H2lpabftX6FChb90veL+z9rzzz/PkSNHePjhhzl69Cjdu3fnyJEjPPDAA7z//vsMHjyYs2fPUqNGDWbPns0DDzxAdHQ0lSpVIj4+npMnT/Kvf/2Lvn37MmrUKH7++Wf8/f2JiopixIgRjr69O5KQkMBXX31FYmIiVquVwMBAgoKCbtn/s88+w8PDgx07dnDlyhXCw8Pp2LEj33zzDZ06deKNN94gJyeHS5cuERERwUcffURiYuIN1/nmm29ITEwkKSmJs2fPEhISQuvWrQHYtWsXe/bsoW7duoSHh7N582ZatWp1r74CERGRP6UZUCl1KlasyMWLFx1dhhRTHh4eVKlSxfb85rx582yzodcryf+szZgxg7p167JhwwZGjBjB3r17Wbt2LV9++SUvv/wyUVFRJCcnM2DAAIYOHWo7LzU1lU2bNrFq1SpGjRoF5C2Lj4iIIDExsdiGT4C4uDh69epF+fLlqVSpEt27d79t/zVr1jB37lz8/f1p0aIF586d4+DBg4SEhDB79mxiYmLYvXs3FStWvO11Nm3axOOPP46zszO1atWiTZs27NixA9AKDxERKXo0AyqlTrVq1QgPD8fHx4dy5cpRq1YtR5ckxcznn3/O888/z6VLl2jYsCGzZ8++ab/HHnuMZ555hqlTp7J48WI7V2lf3bt3p1y5cgBs3bqVb775BoAnnniCV1991davZ8+eODk50axZM06dOuWQWu2tTJky5ObmApCVlWVrNwyDadOm0alTpxvO2bhxI6tXryY6Opq///3vDBo06I7G1goPEREpahRApVS61fNmH330kZ0rkaKsfv36pKSk2I5feeUV28/btm27oX9sbGy+4/Dw8HyvYfnj59WrVy9Rs1F/tvT4mj8GopL2PGLr1q2Jjo7m9ddfx2q1snLlSp577jnq169PQkICzZs3z/eLiE6dOjF9+nTatWuHi4sLBw4coF69epw9e5b77ruPZ555hitXrrBz504GDRqEi4sL2dnZuLi45Bs3IiKCTz75hKioKM6fP8/GjRuZMGEC+/bts/dXICIi8qcUQKVUW3LyPO8fSeX4lWzqubrwesM69Kld1dFlSQl04KeTbF1+mIzzV3Cv6kpYj0Z4tqjt6LLuiZYtW/LVV1/xxBNPMH/+fCIiIm7bv6QsVQ4MDKR///74+flRs2ZNQkJCgLxfXDz66KPMnDmTLl262Po//fTTWCwWAgMDMQyDGjVqsGzZMmJjY5kwYQIuLi64u7szd+5cAJ599lnMZjOBgYH5Nn7q1asXW7duxc/PD5PJxL/+9S9q166tACoiIkWSyRG/gQ4ODjau7Qgo4ihLTp7nlf3HuJz73/8PlHMyMdHrfoVQKVQHfjrJhvn7sF7NtbWVKetE2wFNinUIrV+/PvHx8Xz00Ue4u7vbZoh//fVXnnzyyZtuQtS1a1f69u0L5O3impGRQXZ2Np06deLcuXNER0cX6+dA/ygmJibf93K351ksFrp27ZpvVl5ERKSoMplMCYZhBF/frhlQKbXeP5KaL3wCXM41eP9IqgKoFKqtyw/nC58A1qu5bF1+uFgH0GtLiGNiYvK1P/jgg6xfv/6G/nPmzMl3nJGRAYCLi8tN+8tdSP4a1r0N6b+Bx33QfgyYH3V0VSIiItoFV0qv41eyC9Qucqcyzl8pUHtpsOTkeYK3/H/27jys6jL94/j7sAgqCJamuJRSici+KYooaoklbqlZaUaWpraYpj9tbKGyxilGjTLNJjVT03INbTEXcsMFFFwx006l4paBgoAs5/cHwxlJMBfgAH5e1zWXnOd8l/t7Zka5z/M8970flw1JBG7dz9KT5ywd0g177733iImJAWD06NF07twZKNwTunv3br744gu8vLzw9PRk/Pjx5vOK+ngCLFmyhMjIyCuunZiYiI+PDz4+PkyfPv3aAtrzJcS+AOm/A6bCP2NfKBwXERGxMCWgcstqbGd7XeMiN8rhNrvrGq/uipa/H8vJxQQcy8ll7KHfq2wSGhoaam7Lk5CQYF5WvGnTJlq0aMH48eNZv349SUlJ7Ny5kxUrVlzztZ988kk++OADkpOTrz2gdW9CblbxsdyswnERERELUwIqt6yXXV2oaWUoNlbTysDLri4Wikiqq7a97samRvG/bm1qWNG2190Wisiyrrb8vSoKCAggMTGR8+fPY2dnR9u2bUlISGDTpk04OzsTFhZG/fr1sbGxYeDAgWzcuPGarpuWlkZaWhodOnQAClvaXJP0Y9c3LiIiUoGUgMotq2/D24h2a0oTO1sMQBM7WxUgknLRok1DOg1saZ7xdLjNrsoXILoZ1W35u62tLc2bN2fu3Lm0a9eO0NBQNmzYwM8//0yzZs1KPc9g+N8XYJf3B71pTk2ub1xERKQCqQiR3NL6NrxNCadUiBZtGt6yCedfNbaz5VgJyWZVXv4eGhpKdHQ0s2fPxsvLizFjxhAQEEDr1q154YUXOHv2LHXr1uWLL77g+eefB6BBgwYcPHgQNzc3li9fjqOjY7FrOjs74+zszObNm2nfvn2x1itX1eW1wj2fly/Dta1ZOC4iImJhmgEVEZEKVR2Xv4eGhpKamkrbtm1p0KAB9vb2hIaG4uLiwuTJk+nUqRM+Pj4EBATQq1cvACZPnkxERATt2rXDxaXkZ58zZw7PPvssvr6+XHPbNO+HoUcMODUFDIV/9ohRFVwREakU1AdUREQq3NKT5/jn0VSO5+TS2M6Wl11dtBpBRESkGlEfUBERqTS0/P3v/bT9JPErj5BxLgeH2+xo2+tuLeMWEZEqTwmoiIhIJfPT9pNsWJBC3qUCoLBn7IYFKQBKQkVEpErTHlAREZFKJn7lEXPyWSTvUgHxK49YKCIREZGyoQRURESkksk4l3Nd4yIiIlWFElAREZFKpqhn7LWOi4iIVBVKQEVERCqZtr3uxqZG8X+ibWpY0bbX3RaKSEREpGyoCJGIiEglU1RoSFVwRUSkulECKiIiUgm1aNNQCaeIiFQ7WoIrIiIiIiIiFUIJqIiIiIiIiFQIJaAiIiIiIiJSIZSAioiIiIiISIVQAioiInINZs6cybx58wCYO3cuJ06cML/39NNPc+DAAUuFJiIiUmWoCq6IiMg1GD58uPnnuXPn4unpSaNGjQD4z3/+Y6mwREREqhTNgIqISLVnNBpp2bIlAwcOxN3dnX79+nHx4kXWrVuHn58fXl5eDBkyhJycHAAmTJhAq1at8Pb2ZuzYsQBERUURHR3NkiVLSEhIYODAgfj6+pKVlUVYWBgJCQkAfPHFF3h5eeHp6cn48ePNMTg4ODBx4kR8fHwIDg7m1KlTFf9BiIiIWJgSUBERuSUcOnSIkSNHcvDgQerUqcOUKVOIjIxk8eLF7N27l7y8PGbMmMEff/zB8uXL2b9/P3v27OGVV14pdp1+/foRGBjIggULSEpKombNmub3Tpw4wfjx41m/fj1JSUns3LmTFStWAJCZmUlwcDDJycl06NCBTz75pCIfX0REpFJQAioiIreEpk2bEhISAsCgQYNYt24dzZs3p0WLFgA88cQTbNy4EScnJ+zt7XnqqadYtmwZtWrVuuZ77Ny5k7CwMOrXr4+NjQ0DBw5k48aNANSoUYOIiAgAAgICMBqNZfuAIiIiVYASUBERuSUYDIZir52dnUs8zsbGhh07dtCvXz9WrVpFt27dyuT+tra25hisra3Jy8srk+uKiIhUJUpARUTklvDbb78RHx8PwMKFCwkMDMRoNPLzzz8D8Pnnn9OxY0cyMjJIT0/nwQcfZOrUqSQnJ19xLUdHRy5cuHDFeOvWrfnxxx85e/Ys+fn5fPHFF3Ts2LF8H0xERKQKURVcERG5Jbi5uTF9+nSGDBlCq1atiImJITg4mP79+5OXl0dQUBDDhw/n3Llz9OrVi+zsbEwmE1OmTLniWpGRkQwfPpyaNWuak1oAFxcXJk+eTKdOnTCZTHTv3p1evXpV5GOKiIhUagaTyVThNw0MDDQVVQu8lTz44IMsXLiw1GVfAO+88w7/+Mc/Ki4oEZFbgNFoJCIign379lk6FBERkVuCwWBINJlMgX8d1xLcCvTNN99cNfmEwgRURESql9STK9myJZR16+9hy5ZQUk+utHRIIiIiFqEE9BplZmbSvXt3fHx88PT0ZPHixSX2j/vuu+/o37+/+by4uDhz1cNmzZpx9uxZAObPn0/r1q3x9fXlmWeeIT8/nwkTJpCVlYWvry8DBw60yHOKiFRHzZo1s9jsZ+rJlaSkTCQ75wRgIjvnBCkpE5WEiojILUkJ6DX67rvvaNSoEcnJyezbt49u3bqV2D/uvvvuY/v27WRmZgKwePFiHnnkkWLXOnjwIIsXL2bLli0kJSVhbW3NggULmDx5MjVr1iQpKYkFCxZY4jFFRKSMHT0STUFBVrGxgoIsjh6JtlBEIiIilqME9Bp5eXnxww8/MH78eDZt2oTRaCyxf5yNjQ3dunUjNjaWvLw8Vq9efUUBinXr1pGYmEhQUBC+vr6sW7eOo0ePWuKxRESknGXnpF7XuIiISHWmKrjXqEWLFuzatYtvvvmGV155hc6dO5d67COPPMKHH37IbbfdRmBgII6OjsXeN5lMPPHEE/zzn/8s77BFRMTC7O1c/rv89spxERGRW41mQK/RiRMnqFWrFoMGDWLcuHHEx8eX2D8OoGPHjuzatYtPPvnkiuW3AF26dGHJkiWcPn0agHPnzvHrr78ChY3Kc3NzK+ipRESkvLnePRYrq5rFxqysauJ691gLRSQiImI5mgG9Rnv37mXcuHFYWVlha2vLjBkzSE9Pv6J/HIC1tTURERHMnTuXzz777IprtWrVikmTJtG1a1cKCgqwtbVl+vTp3HXXXQwbNgxvb2/8/f21D1REpBpwaVi4DePokWiyc1Kxt3PB9e6x5nEREZFbifqAioiIiIiISJkqrQ+oZkAtLHP3ac5/byQ/LQdrZzvqhDejtt8dlg5LRERERESkzCkBtaDM3adJW3YYU24BAPlpOaQtOwygJFRERERERKodFSGyoPPfG83JZxFTbgHnvzdaJiAREREREZFypATUgvLTcq5rXEREREREpCpTAmpB1s521zUuIlIVxMTE4O7uzsCBAy0dioiIiFQy2gNqQXXCmxXbAwpgsLWiTngzywUlInKTPvroI9auXUuTJk3+9ti8vDxsbPRPkYiIyK1CM6AWVNvvDpwfutc842ntbIfzQ/eqAJGIVFnDhw/n6NGjPPDAA/z73/+md+/eeHt7ExwczJ49ewCIiori8ccfJyQkhMcff5xTp07Rp08ffHx88PHxYevWrQDMnz+f1q1b4+vryzPPPEN+fr4lH01ERETKgL52trDafnco4RSRamPmzJl89913bNiwgTfeeAM/Pz9WrFjB+vXrGTx4MElJSQAcOHCAzZs3U7NmTQYMGEDHjh1Zvnw5+fn5ZGRkcPDgQRYvXsyWLVuwtbVl5MiRLFiwgMGDB1v2AUVEROSm3FQCajAY3gN6AJeAI8CTJpMprQziEhGRKm7z5s0sXboUgM6dO/PHH39w/vx5AHr27EnNmjUBWL9+PfPmzQPA2toaJycnPv/8cxITEwkKCgIgKyuLO+7Ql3UiIiJV3c3OgP4AvGwymfIMBsO/gJeB8TcfloiIVGe1a9e+6vsmk4knnniCf/7znxUUkUj199ZbbzF//nzq169P06ZNCQgIwMnJiVmzZnHp0iXuuecePv/8c2rVqkVkZCR16tQhISGBkydP8u6779KvXz8KCgp47rnnWL9+PU2bNsXW1pYhQ4bQr18/Sz+eiFQRN7UH1GQyrTGZTHn/fbkN+PuKEyIicksIDQ1lwYIFAMTFxVGvXj3q1KlzxXFdunRhxowZAOTn55Oenk6XLl1YsmQJp0+fBuDcuXP8+uuvFRe8SDWzc+dOli5dSnJyMt9++y0JCQkAPPTQQ+zcuZPk5GTc3d359NNPzeekpqayefNmVq1axYQJEwBYtmwZRqORAwcO8PnnnxMfH2+R5xGRqqssixANAb4tw+uJiEgVFhUVRWJiIt7e3kyYMIHPPvusxOPef/99NmzYgJeXFwEBARw4cIBWrVoxadIkunbtire3N/fffz+pqakV/AQi1ceWLVvo1asX9vb2ODo60qNHDwD27dtHaGgoXl5eLFiwgP3795vP6d27N1ZWVrRq1YpTp04BhUvr+/fvj5WVFQ0bNqRTp04WeR4Rqbr+dgmuwWBYCzQs4a2JJpNp5X+PmQjkAQuucp1hwDCAO++884aClcojJiaGGTNm4O/vb57hEBEBMBqN5p9XrFhxxftRUVHFXjdo0ICVK1decdyAAQMYMGBAGUcnIpeLjIxkxYoV+Pj4MHfuXOLi4szv2dn9ry+5yWSyQHQiUh397QyoyWS6z2QyeZbwn6LkMxKIAAaarvK3k8lkmmUymQJNJlNg/fr1y+wBxDI++ugjfvjhh2tKPvPy8v72GBGRYvZ8CVM9Icq58M89X1o6IpEqLSQkhNjYWLKzs8nIyGDVqlUAXLhwARcXF3Jzc6/p3/SQkBCWLl1KQUEBp06dKpawiohci5tagmswGLoB/wf0NJlMF8smJKnsyrvPX35+PpGRkXh6euLl5cXUqVMt+bgiUtH2fAmxL0D674Cp8M/YF5SEityEoKAgevbsibe3Nw888ABeXl44OTnx1ltv0aZNG0JCQmjZsuXfXqdv3740adKEVq1aMWjQIPz9/XFycqqAJxCR6sJwM0sqDAbDz4Ad8Md/h7aZTKbhf3deYGCgqWjzu1RNzZo1IyEhgTfeeIN69erx+uuvs379esaMGUNSUhJRUVHExsYW6/PXtm1bXnzxRXOfvxMnTvB///d/LFu2zNznLzg4GA8PDyZMmMAPP/wAQFpaGs7OzpZ9YBGpOFM9/5t8/oVTUxi9r+LjEakmMjIycHBw4OLFi3To0IFZs2bh7+9/XddIPbmSfXv/hZX1aXKy6zFypJFt25Jo2LCk3VoiciszGAyJJpMp8K/jN9WGxWQy3XMz50vVVx59/nr06MHRo0d5/vnn6d69O127drXAk4mIxaQfu75xEbkmw4YN48CBA2RnZ/PEE0/cUPKZkjKRseOOkJlRQG7ubzzyaH1MbAd6lU/QIlLt3GwfUJFS3Uyfv+TkZL7//ntmzpzJl19+yezZs8srTBGpbJyalDIDqk5fIjdj4cKFN3X+0SPRFBRkMWVKoyvGXRoqARWRa1OWbVjkFlQeff7Onj1LQUEBffv2ZdKkSezataviHkhELK/La2Bbs/iYbc3C8QqQlpbGRx99ZH4dFxdHREREhdxbpDLLzim5FVJp4yIiJVECKjelPPr8HT9+nLCwMHx9fRk0aFCJM6QiUo15Pww9Ygr3fGIo/LNHTOF4BfhrAioiheztXK5rXESkJDdVhOhGqQiRiIiUBaPRSLdu3QgODmbr1q0EBQXx5JNP8vrrr3P69GkWLFjAPffcw5AhQzh69Ci1atVi1qxZeHt7ExUVxW+//cbRo0f57bffePHFF3nhhRd45JFHWLlyJW5ubtx///10796dqKgo6tWrx759+wgICGD+/PkYDAYmTJjA119/jY2NDV27diU6OtrSH4lIuSnaA1pQkGUes7KqScuWb2sJrohcoVyKEImUtT179rBu3TrS09NxcnKiS5cueHt7WzosEanEfv75Z7766itmz55NUFAQCxcuZPPmzXz99de88847NG3aFD8/P1asWMH69esZPHgwSUlJAKSkpLBhwwYuXLiAm5sbI0aMYPLkyezbt898TFxcHLt372b//v00atSIkJAQtmzZgru7O8uXLyclJQWDwUBaWprFPgORilCUZB49Ek12Tir2di643j1WyaeIXBcloFJp7Nmzh9jYWHJzcwFIT08nNjYWQEmoiJSqefPmeHl5AeDh4UGXLl0wGAx4eXlhNBr59ddfS63W3b17d+zs7LCzs+OOO+7g1KlTJd6jdevWNGlSWATJ19cXo9FIcHAw9vb2PPXUU0RERGifqNwSXBr2UsIpIjdFe0Cl0li3bp05+SySm5vLunXrLBSRVHdz587lueeeAwr3M//d8slrOUYqnp2dnflnKysr82srKyvy8vKu+Vxra+tSjy/pOBsbG3bs2EG/fv1YtWoV3bp1u5nHEBERuSUoAZVKIz09/brGRa7F3yUgUv1da7XuIo6Ojly4cOFvr5uRkUF6ejoPPvggU6dOJTk5ucxiFhERqa6UgEql4eTkdF3jcuswGo20bNmSgQMH4u7uTr9+/bh48SJvvvkmQUFBeHp6MmzYMIqKqoWFhfHiiy8SGBjI+++/T2xsLG3atMHPz4/77ruv1GWWRY4cOUK3bt0ICAggNDSUlJSUinhMKSP79+8vthz2Wqt1F7n99tsJCQnB09OTcePGlXrchQsXiIiIwNvbm/bt2zNlypQyewYREZHqSntApdLo0qVLsT2gALa2tnTp0sWCUUllcejQIT799FNCQkIYMmQIH330Ec899xyvvVbYG/Lxxx9n1apV9OjRA4BLly5RVG37zz//ZNu2bRgMBv7zn//w7rvv8u9//7vUew0bNoyZM2dy7733sn37dkaOHMn69evL/yHlujVr1ox9+/aZX8+dO5e4uDh27txZ7L0VK1ZccW5UVFSx15dfZ+HChcXeCwsLM//84Ycfmn/esWPHTUQvIiJy61ECKpVGUaEhVcGVkjRt2pSQkBAABg0aRExMDM2bN+fdd9/l4sWLnDt3Dg8PD3MCOmDAAPO5x44dY8CAAaSmpnLp0iWaN29e6n0yMjLYunUr/fv3N4/l5OSU01PdujIzM3n44Yc5duwY+fn5vPrqq9xzzz2MGTOGjIwM6tWrx9y5c3FxcSEpKYnhw4dz8eJF7r77bmbPnk3dunUJCwsjOjqawMBAzp49S2BgIEajsdxj/2n7SeJXHiHjXA4Ot9nRttfdtGjTsNzvKyIiUh0oAZVKxdvbWwmnlMhgMFzxeuTIkSQkJNC0aVOioqLIzs42v1+7dm3zz88//zxjxoyhZ8+exMXFXTHzdbmCggKcnZ3NLTikfHz33Xc0atSI1atXA4V7vR944AFWrlxJ/fr1Wbx4MRMnTmT27NkMHjyYDz74gI4dO/Laa6/xxhtvMG3aNIvE/dP2k2xYkELepQIAMs7lsGFB4RJtJaEiIiJ/T3tARaRK+O2334iPjwcKl0e2b98egHr16pGRkcGSJUtKPTc9PZ3GjRsD/O3+vzp16tC8eXO++uorAEwmk4rLlAMvLy9++OEHxo8fz6ZNm/j999/Zt28f999/P76+vkyaNIljx46Rnp5OWloaHTt2BOCJJ55g48aNFos7fuURc/JZ5LMf3mXJp2uBwiXBZ8+eLfX8tLQ0Pvroo3KNUUREpDJTAioiVYKbmxvTp0/H3d2dP//8kxEjRjB06FA8PT0JDw8nKCio1HOjoqLo378/AQEB1KtX72/vtWDBAj799FN8fHzw8PBg5cqVZfkoArRo0YJdu3bh5eXFK6+8wtKlS/Hw8CApKYmkpCT27t3LmjVrrnoNGxsbCgoKk8HLZ7/LU8a5K5djD+w4FierRtd0vhJQERG51WkJrohUCTY2NsyfP7/Y2KRJk5g0adIVx8bFxRV73atXL3r1urJxemRkJJGRkUDxgjTNmzfnu+++u+L4qy3dletz4sQJbrvtNgYNGoSzszMfffQRZ86cIT4+nrZt25Kbm8tPP/2Eh4cHdevWZdOmTYSGhvL555+bZ0ObNWtGYmIirVu3vuoMeFkxGo1M+upJmtx2L7+fPYxL3bsY3GkCH337DwaGP3/F8VOmTGH27NkAPP3007z44otMmDCBI0eO4Ovry/3338+YMWMYMGAA58+fJy8vjxkzZhAaGlruzyIiImIpSkBFREqz50tY9yakHwOnJtDlNfB+2NJRVQt79+5l3LhxWFlZYWtry4wZM7CxseGFF14gPT2dvLw8XnzxRTw8PPjss8/MRYhcXV2ZM2cOAGPHjuXhhx9m1qxZdO/evULiPnnuNwZ1Gkuzeh7Mj3uPjQe+xmAFXh0bFzsuMTGROXPmsH37dkwmE23atKFjx45MnjyZffv2mfcY//vf/yY8PJyJEyeSn5/PxYsXK+Q5RERELMVQ1DevIgUGBpqK2iOIiFRKe76E2BcgN+t/Y7Y1oUeMktBblNFopEOHDqz9agfxK4+QuHcbmw+txNYhj+mzYggMDKRZs2YkJCSwYMEC/vjjD958800AXn31VerXr0/Pnj2JiIgwt3zZuHEjQ4YMYdCgQfTu3RtfX18LPqGIiEjZMRgMiSaTKfCv49oDKiJSknVvFk8+ofD1ujctE4+U6uCmDcx69kn+/UgPZj37JAc3bSi3exkMBlq0acgT74TQe7Qfd3ncTs06NW74eh06dGDjxo00btyYyMhI5s2bV4bRioiIVD5KQEVESpJ+7PrGxSIObtrAmlkfcuHsGTCZuHD2DGtmfVhuSWhp1Zj/KjQ0lBUrVnDx4kUyMzNZvnw5oaGhODo6cuHCBfNxv/76Kw0aNGDo0KE8/fTT7Nq1q1ziFhERqSyUgIqIlMSpyfWNi0VsWjSPvEvFK9PmXcph06LymUksqRpzSfz9/YmMjKR169a0adOGp59+Gj8/P26//XZCQkLw9PRk3LhxxMXF4ePjg5+fH4sXL2bUqFHlEreIiEhloT2gIiIl0R7QKuHfj/SAkv4dMxh4aVFsmd7LaDQW278pIiIipSttD6iq4IqIlKQoyVQV3ErN8fZ6hctvSxivzA5u2sCmRfO48MdZHG+vR+gjg3EP7WTpsERERMqdluCKiJTG+2EYvQ+i0gr/VPJZ6YQ+MhibGnbFxmxq2BH6yOAyv1ezZs3KZPbz8n2rGw8d5Y+TJ/923+q0adMs2qJl7ty5nDhxwmL3FxGR6kMJqIiIVFnuoZ3oOuw5HOvVB4MBx3r16TrsuUo9m3j5vtVNP/1Cbn7+3+5bVQIqIiLVhfaAioiIVIDMzEwefvhhdm/ZRIHJhE9TF9Yd/Jn6jg7UrmHLiM7t+LluE3bu3ElWVhb9+vXjjTfeICYmhrFjx+Lm5ka9evXYsGEDa9as4fXXXycnJ4e7776bOXPm4ODgQLNmzXj00Uf59ttvsbGxYdasWbz88sv8/PPPjBs3juHDhwPw3nvv8eWXX5KTk0OfPn144403MBqNPPDAA7Rv356tW7fSuHFjVq5cyerVq4mMjKRx48bUrFmT+Ph4atasaeFPU0REKjv1Ab1BYWFhKFkWEZGb9d1339GoUSOiBvZlXLeOhN7bnDr29owIC2ZEp7Y43l6Pt99+m4SEBPbs2cOPP/7Inj17eOGFF2jUqBEbNmxgw4YNnD17lkmTJrF27Vp27dpFYGAgU6ZMMd/nzjvvJCkpidDQUCIjI1myZAnbtm3j9ddfB2DNmjUcPnyYHTt2kJSURGJiIhs3bgTg8OHDPPvss+zfvx9nZ2eWLl1Kv379CAwMZMGCBSQlJSn5FBGRm3LLFyEymUyYTCasrJSLi4hI+fHy8uKll17C1K4ttdIucJezo/m9on2rX375JbNmzSIvL4/U1FQOHDiAt7d3sets27aNAwcOEBISAsClS5do27at+f2ePXua75eRkYGjoyOOjo7Y2dmRlpbGmjVrWLNmDX5+fgBkZGRw+PBh7rzzTpo3b46vry8AAQEBGI3GcvxERETkVlRpE9C33nqL+fPnU79+fZo2bUpAQAB9+vTh2Wef5cyZM9SqVYtPPvmEli1bEhkZSZ06dUhISODkyZO8++679OvXDyh9mVF4eDht2rQhMTGRb775hsmTJ1+x7ElERKSstGjRgl27dvHNN9/wfvR7GP88D4DDbbfT9clh2DdpRvSTQ9m5cyd169YlMjKS7OzsK65jMpm4//77+eKLL0q8j51dYVEmKysr889Fr/Py8jCZTLz88ss888wzxc4zGo3Fjre2tiYrKwsREZGyVCmn/Xbu3MnSpUtJTk7m22+/NS+BHTZsGB988AGJiYlER0czcuRI8zmpqals3ryZVatWMWHCBODvlxmNHDmS/fv3c9ddd5W47ElERKSsnDhxglq1ajFo0CBen/Q2Vo3uorHr3fR59R3cQztx/vx5ateujZOTE6dOneLbb781n+vo6MiFCxcACA4OZsuWLfz8889A4d7Sn3766ZrjCA8PZ/bs2WRkZABw/PhxTp8+fdVzLr+/iIjIzaiUM6BbtmyhV69e2NvbY29vT48ePcjOzmbr1q3079/ffFxOTo755969e2NlZUWrVq04deoUwFWXGd11110EBwebz7+WZU8iIiI3au/evYwbNw4rKytsbW2ZMWMG8fHxdOvWzbzH08/Pj5YtW9K0aVPzElso/AL28uPmzp3Lo48+av53cNKkSbRo0eKa4ujatSsHDx40L9t1cHBg/vz5WFtbl3pOZGQkw4cPVxEiERG5aZUyAS1JQUEBzs7OJCUllfj+5cuGiir7Xm2ZUe3atc2vf/nlF6Kjo/922ZOIiMiNCg8PJzw8vNhYYGAgzz//vPn13LlzSzz3+eefL3Zc586d2blz5xXHXb5nMzIyksjIyBLfGzVqFKNGjbri/KI+p6knV9K27Uqyc1LZsmUd7ULGcujQoas9noiIyDWplEtwQ0JCiI2NJTs7m4yMDFatWkWtWrVo3rw5X331FVCYXCYnJ1/1Ote6zOhqy55ERERuJaknV5KSMpHsnBOAieycE6SkTCT15EpLhyYiItVApUxAg4KC6NmzJ97e3jzwwAN4eXnh5OTEggUL+PTTT/Hx8cHDw4OVK6/+j2HXrl157LHHaNu2LV5eXvTr16/EPSw+Pj7mZU+PPfZYsWVPIiJSvaSlpfHRRx8BEBcXR0RERLncJyUlBV9fX/z8/Dhy5Ei53KM8HD0STUFB8eJDBQVZHD0SbaGIRESkOjEULVetSIGBgaa/662ZkZGBg4MDFy9epEOHDsyaNQt/f/8KilBERKoro9FIREQE+/btIy4ujujoaFatWnVD18rLy8PGpuTdLJMnTyYvL49XXnnlmq5VWdqCrVt/D1DS7wYGunT+uaLDERGRKspgMCSaTKbAv45XyhlQKCy44Ovri7+/P3379q2w5HPF7uOETF5P8wmrCZm8nhW7j1fIfUVEpGJMmDCBI0eO4Ovry7hx48jIyKBfv360bNmSgQMHmusIJCYm0rFjRwICAggPDyc1NRWAsLAwXnzxRQIDA3n//fdLPO6bb75h2rRpzJgxg06dOgEwZcoUPD098fT0ZNq0aUBhMuzm5sbgwYPx9PTk999/57333iMoKAhvb29ef/31Cv987O1crmtcRETkelTaIkQLFy6s8Huu2H2cl5ftJSs3H4DjaVm8vGwvAL39Gld4PCIiUvYmT57Mvn37SEpKIi4ujl69erF//34aNWpESEgIW7ZsoU2bNjz//POsXLmS+vXrs3jxYiZOnMjs2bMBuHTpEgkJCeTm5tKxY8cSjxs+fDgODg6MHTuWxMRE5syZw/bt2zGZTLRp04aOHTtSt25dDh8+zGeffUZwcHCx9mEmk4mePXuyceNGOnToUGGfj+vdY0lJmVhsGa6VVU1c7x5bYTGUpblz59K1a1caNWpk6VBERIRKnIBawnvfHzInn0WycvN57/tDSkBFRKqp1q1b06RJEwB8fX0xGo04Ozuzb98+7r//fgDy8/NxcfnfDOCAAQMAOHTo0FWPK7J582b69OljrsD+0EMPsWnTJnr27FmsLVhp7cMqMgF1adgLKNwLmp2Tir2dC653jzWPl4fyWn6cn5/P3Llz8fT0VAIqIlJJKAG9zIm0rOsaFxGRqu/yNl7W1tbk5eVhMpnw8PAgPj6+xHOKEsm/O+5aXN4WrLT2YRXNpWGvck04oXD5cXh4OG3atCExMZGHH36YVatWkZOTQ58+fXjjjTcwGo1069aNgIAAdu3ahYeHB/PmzaNWrVqsW7eOsWPHkpeXR1BQEDNmzMDOzo5mzZoxYMAAfvjhB8aMGUNCQgIDBw5UD1MRkUqi0u4BtYRGziX/o1TauIiIVD2Ojo4lVkS/nJubG2fOnDEnlrm5uezfv/+GjwsNDWXFihVcvHiRzMxMli9fTmho6BXHXWv7sOri8OHDjBw5kqlTp3L8+HF27NhBUlISiYmJbNy4ESicZR45ciQHDx6kTp06fPTRR2RnZxMZGcnixYvZu3cveXl5zJgxw3zd22+/nV27djFo0CACAwNZsGABSUlJSj5FRCoBJaCXGRfuRk1b62JjNW2tGRfuZqGIRESkrN1+++2EhITg6enJuHHjSjymRo0aLFmyhPHjx+Pj44Ovry9bt2694eP8/f2JjIykdevWtGnThqefftq8zPZy19o+rLooWn58+dJjf39/UlJSOHz4MABNmzY1t0cbNGgQmzdv5tChQzRv3pwWLVoA8MQTT5gTVvjfEmkREal8tAT3MkX7PN/7/hAn0rJo5FyTceFu2v8pIlLNlFbo7sMPPzT/7OvrWyypKRIXF1fsdWnHRUVFFXs9ZswYxowZU2ysWbNm7Nu3r9jYqFGjGDVq1NXCrzYuX8pc0tJjo9GIwWAoNvbX11e7roiIVD5KQP+it19jJZwiIlLhUk+urNDCP5VJeHg4r776KgMHDsTBwYHjx49ja2sLwG+//UZ8fDxt27Zl4cKFtG/fHjc3N4xGIz///DP33HMPn3/+OR07dizx2tey5FpERCqOluCKiIhYWOrJlaSkTCQ75wRgIjvnBCkpE0k9udLSoVWIqy09dnNzY/r06bi7u/Pnn38yYsQI7O3tmTNnDv3798fLywsrKyuGDx9e4rUjIyMZPnw4vr6+ZGWpqKCIiKUZihpuV6TAwEBTQkJChd9XRESkMtqyJfS/yWdx9naNCAnZZIGIKgej0UhERMQVy5RFRKTyMxgMiSaTKfCv41qCKyIiYmHZOanXNS5Xt/TkOf55NJXjObk0trPlZVcX+ja8zdJhiYgIWoIrIiJicfZ2Ltc1fqsoqUjT31l68hxjD/3OsZxcTMCxnFzGHvqdpSfPlU+QIiJyXZSAioiIWJjr3WOxsireo9LKqiaud4+1UERV1z+PppJVUHx7UVaBiX8e1WyyiEhloCW4IiIiFlZU7fZWrYJblo7n5F7XuIiIVCwloCIiIpWAS8NeSjjLQGM7W46VkGw2trO1QDQiIvJXWoIrIiIi1cbLri7UtDIUG6tpZeBl11t7P62ISGWhGVARERGpNoqq3aoKrohI5aQEVERERKqVvg1vU8IpIlJJaQmuiIiIiIiIVAgloNVAXFwcERERlg5DRERERETkqpSAioiIiIiISIVQAloGMjMz6d69Oz4+Pnh6erJ48WISExPp2LEjAQEBhIeHk5pa2AD7559/5r777sPHxwd/f3+OHDmCyWRi3LhxeHp64uXlxeLFi4HCmc2wsDD69etHy5YtGThwICZTYXPt7777jpYtW+Lv78+yZcss9uwiIiIiIiLXSkWIysB3331Ho0aNWL16NQDp6ek88MADrFy5kvr167N48WImTpzI7NmzGThwIBMmTKBPnz5kZ2dTUFDAsmXLSEpKIjk5mbNnzxIUFESHDh0A2L17N/v376dRo0aEhISwZcsWAgMDGTp0KOvXr+eee+5hwIABlnx8ERERERGRa6IEtAx4eXnx0ksvMX78eCIiIqhbty779u3j/vvvByA/Px8XFxcuXLjA8ePH6dOnDwD29vYAbN68mUcffRRra2saNGhAx44d2blzJ3Xq1KF169Y0adIEAF9fX4xGIw4ODjRv3px7770XgEGDBjFr1iwLPLmIiIiIiMi10xLc6zBt2jQuXrx4xXiLFi3YtWsXXl5evPLKK0yZMoW8vDwA4uPj6datG8ePH+eVV1657nva2dmZf7a2tjZfV0REREREpKpRAnodSktAT5w4Qa1atRg0aBDjxo1j7dq1ODo6MmPGDGrWrMnHH3/MF198wfvvv0+TJk1YsWIFADk5OVy8eJHQ0FAWL15Mfn4+Z86cYePGjbRu3brUOFq2bInRaOTIkSMAfPHFF+XyvCIiIiIiUvmEhYWRkJBg6TBuiJbgliIzM5OHH36YY8eOkZ+fT//+/Tlx4gSdOnWiXr16bNiwgREjRrBz507OnDlDdnY2Li4upKWlkZaWhoODA7169SInJ4cLFy7QvXt3oqOj+fzzz3nmmWd47bXXyM3NpXXr1sydO5f4+Hh8fHwwGAy8++67NGzYkJSUlBJjs7e3Z9asWXTv3p1atWoRGhrKhQsXKvgTEhGpeE8//TRjxoyhVatWxcbnzp1LQkICH374oYUiExERkWthKKqqWpECAwNNlT1jX7p0Kd999x2ffPIJUFhYyMfHh4SEBOrVqwfAuXPnuO2228jPz6dLly7ExMTg7e1NZGQkERER9OvXDwAHBwcyMjIs9iwiItWdElAREanKjEYj3bp1IyAggF27duHh4cG8efOIjo4mNjaWrKws2rVrx8cff4zBYCAsLIzo6Gj8/f0ZMmQITZo0YdKkSZZ+jGIMBkOiyWQK/Ou4luCWwsvLix9++IHx48ezadMmnJycrjjmyy+/xMPDg9q1a7Nt2zbCw8MZOHAgJ06c4JVXXuHee+9lx44d5Ofn07ZtW/z8/GjXrh2HDh0CCtusREREABAVFcWQIUMICwvD1dWVmJiYUmNLPbmSLVtCWbf+HrZsCSX15Mry+RBERCyopBZXly85mjNnDi1atKB169Zs2bLFfN6ZM2fo27cvQUFBBAUFmd/78ccf8fX1xdfXFz8/v2q9cuS1115j7dq1lg5DRESuw6FDhxg5ciQHDx6kTp06fPTRRzz33HPs3LmTffv2kZWVxapVq8zH5+XlMXDgQO69995Kl3xejZbglqKosNA333zDK6+8QpcuXYq9/8svvxAdHc3SpUsJCAige/fu9OrVi+nTp3P+/HneeecdatSowTvvvIOVlRWbNm3CxsaGtWvX8o9//IOlS5decc+UlBQ2bNjAhQsXcHNzY8SIEdja2hY7JvXkSlJSJlJQkAVAds4JUlImAuDSsFc5fRoiIhWvpBZXM2bMACA1NZXXX3+dxMREnJyc6NSpE35+fgCMGjWK0aNH0759e3777TfCw8M5ePAg0dHRTJ8+nZCQEDIyMsyVyKujN99809IhiIjIdWratCkhISFAYZeLmJgYmjdvzrvvvsvFixc5d+4cHh4e9OjRA4BnnnmGhx9+mIkTJ1oy7OumGdBS/LWw0K5du3B0dDR/Y37+/Hlq166No6Mjd955J9u2bcPKygoPDw9cXFwwGAx4eXlhNBoxmUz0798fT09PRo8ezf79+0u8Z/fu3bGzs6NevXrccccdnDp16opjjh6JNiefRQoKsjh6JLrsPwQREQu62kqU7du3ExYWRv369alRo0axfshr167lueeew9fXl549e3L+/HkyMjIICQlhzJgxxMTEkJaWho1N9fgO9q233sLNzY327dvz6KOPEh0dTWRkJEuWLOG7776jf//+5mMvX3mzZs0a2rZti7+/P/3799dWERERCzMYDFe8HjlyJEuWLGHv3r0MHTqU7Oxs8/vt2rVjw4YNxcaqAiWgpdi7dy+tW7fG19eXN954g1deeYVhw4bRrVs3OnXqhI+PD35+fnTp0oXTp0+bv62wsrLCysrK/HNeXh65ubl06tSJffv2ERsbW+r/SK6l5Up2TmqJ55Y2LiJSVf21xdW1zuoVFBSwbds2kpKSSEpK4vjx4zg4ODBhwgT+85//kJWVRUhISKmF3qqSnTt3snTpUpKTk/n222+vqIh43333sX37djIzMwFYvHgxjzzyCGfPnmXSpEmsXbuWXbt2ERgYyJQpUyzxCCIi8l+//fYb8fHxACxcuJD27dsDUK9ePTIyMliyZEmx45966ikefPBBHn744SrVqlEJaCnCw8PZs2cPSUlJ7Ny5k8DAQJ5//nkOHTrEhg0bgMKiFxs2bKBZs2YsW7aMyMhIAHp3CePchtV88vxT/Jl6nI5t29C4cWPzOTfD3s7lusZFRKqqklaiFGnTpg0//vgjf/zxB7m5uXz11Vfm97p27coHH3xgfp2UlATAkSNH8PLyYvz48QQFBVWLBHTLli306tULe3t7HB0dzcuyitjY2NCtWzdiY2PJy8tj9erV9OrVi23btnHgwAFCQkLw9fXls88+49dff7XQU4iICICbmxvTp0/H3d2dP//8kxEjRjB06FA8PT0JDw8nKCjoinPGjBmDn58fjz/+OAUFBRaI+vpVj/VHlUj6qZMkH03B06UemEzk5+XhWcuGl158kUmTJtG9e/ebur7r3WOL7QEFsLKqievdY282dBGRSmXv3r2MGzcOKysrbG1tmTFjBmPHFv5d5+LiQlRUFG3btsXZ2RlfX1/zeTExMTz77LN4e3uTl5dHhw4dmDlzJtOmTWPDhg3m7RIPPPCAhZ6sYj3yyCN8+OGH3HbbbQQGBuLo6IjJZOL+++9XH2kRkUrExsaG+fPnFxubNGlSiQWG4uLizD+/8cYb5R1amVIbljI269knuXD2zBXjjvXqM2z6nDK5R+rJlRw9Ek12Tir2di643j1WBYhERG5BO3fu5JlnnmHr1q3k5eXh7+/PsGHD2Ldvn7kdWH5+PnfffTdBQUH079+fhx9+mDNnzhAQEMD69eu55557yMzM5Pjx47Ro0cLSjyQicksxGo1ERESwatUqIiIi2LdvHwkJCcybN6/ErhiZu09z/nsj+Wk5WDvbUSe8GbX97rBA5H+vtDYsmgEtYxf+OHtd4wArdh/nve8PcSIti0bONRkX7kZvv8alHu/SsJcSTpFqIC4ujho1atCuXTsAZs6cSa1atRg8eLCFI6teVh9dzfu73udk5kka1m7IKP9RdHe9udUolUVQUBA9e/bE29ubBg0a4OXldUXbMGtrayIiIpg7dy6fffYZAPXr12fu3Lk8+uij5OTkAIXfsisBFRGxjGbNmrFv3z4AAgMDCQy8Im8jc/dp0pYdxpRbuNQ2Py2HtGWHASptEloSzYCWseudAV2x+zgvL9tLVm6+eaymrTX/fMjrqkmoiFQNeXl5pVZbjYqKwsHBwbysVMre6qOridoaRXb+/4q/2VvbE9UuqtokoRkZGTg4OHDx4kU6dOjArFmz8Pf3t3RYIiJyDYpmQPft28fRo0fp27cvjz32GD/++COrVq0iKiqKX375haNHj/LLvp95PexZdp04wIaj22joWJ85fSdjf3ttXCa0tvSjXKG0GVAVISpjoY8MxqaGXbExmxp2hD5S8ozGe98fKpZ8AmTl5vPe94fKLUYRKd2UKVPw9PTE09OTadOmYTQaadmyJQMHDsTd3Z1+/fpx8eJFABITE+nYsSMBAQGEh4eTmlpYjTosLIwXX3yRwMBA3n//fWJjY2nTpg1+fn7cd999nDp1CqPRyMyZM5k6dSq+vr5s2rSJqKgooqMLWyolJSURHByMt7c3ffr04c8//zRfe/z48bRu3ZoWLVqwadMmAPbv32+u3O3t7c3hw4ct8OlVPu/ver9Y8gmQnZ/N+7vet1BEZW/YsGH4+vri7+9P3759ryn5TI+N5XDnLhx0b8Xhzl1Ij42tgEhFRKQ0hw4dom/fvsydO/eKYkNHjhxh/fr1zO7zDi+smkS7O/1Y+9Rn2NvYse5IPPlpORaK+sYoAS1j7qGd6DrsORzr1QeDAcd69ek67DncQzuVePyJtKzrGheR8pOYmMicOXPYvn0727Zt45NPPuHPP//k0KFDjBw5koMHD1KnTh0++ugjcnNzef7551myZAmJiYkMGTKkWCPoS5cukZCQwEsvvUT79u3Ztm0bu3fv5pFHHuHdd9+lWbNmDB8+nNGjR5OUlERoaGixWAYPHsy//vUv9uzZg5eXV7ECA3l5eezYsYNp06aZx2fOnMmoUaNISkoiISGBJk2aVMyHVsmdzDx5XeNlJSws7IqWKOVl4cKFJCUlkZKSwssvv/y3x6fHxpL66mvknTgBJhN5J06Q+uprSkJFRCzkzJkz9OrViwULFuDj43PF+w888AC2trZ43ONOgamAMNc2ALSs78qx9FSsne2uOKcy0x7QcuAe2qnUhPOvGjnX5HgJyWYj55plHZaI/I3NmzfTp08fateuDcBDDz3Epk2baNq0qbnX76BBg4iJiaFbt27s27eP+++/H4D8/HxcXP7XDmnAgAHmn48dO8aAAQNITU3l0qVLNG/e/KpxpKenk5aWRseOHQF44okn6N+/v/n9hx56CICAgACMRiMAbdu25e233+bYsWM89NBD3HvvvTf5aVQPDWs3JDXzyj7JDWs3tEA0lcPpqdMw/aUftSk7m9NTp+H0lzYuIiJS/pycnLjzzjvZvHkzrVq1uuJ9O7vCBNP5AVdsomwwGAwAWBkM5BsKqBPerCLDvWmaAbWwceFu1LS1LjZW09aaceFuFopIRP6q6C/6y1+bTCY8PDxISkoiKSmJvXv3smbNGvMxRUkswPPPP89zzz3H3r17+fjjj8n+yy//16voHyJra2tz4+nHHnuMr7/+mpo1a/Lggw+yfv36m7pHdTHKfxT21vbFxuyt7RnlP8r8OjMzk+7du+Pj44OnpyeLFy++6vLqkpZAZ2Vl8cgjj+Du7k6fPn3Iyqq8q1jyUq9MyK82LiIi5atGjRosX76cefPmsXDhwlKPq+13BwYbg3nG02BvQ02v+lWqABEoAbW43n6N+edDXjR2rokBaOxcUwWIRCwkNDSUFStWcPHiRTIzM1m+fDmhoaH89ttvxMfHA4XLHdu3b4+bmxtnzpwxj+fm5rJ///4Sr5uenk7jxoX/ny6qQgrg6OjIhQsXrjjeycmJunXrmpObzz//3DwbWpqjR4/i6urKCy+8QK9evdizZ8/1fwDVUHfX7kS1i8KltgsGDLjUdrmiANF3331Ho0aNSE5OZt++fXTr1u2qy6tLWgI9Y8YMatWqxcGDB3njjTdITEys8Ge9VjaXzdRfy7iIiJS/2rVrs2rVKqZOncr58+dLP9DKgMuE1jSZHIpj+8bUaOxQcUGWES3BrQR6+zVWwilSCfj7+xMZGUnr1oWV5J5++mnq1q2Lm5sb06dPZ8iQIbRq1YoRI0ZQo0YNlixZwgsvvEB6ejp5eXm8+OKLeHh4XHHdqKgo+vfvT926dencuTO//PILAD169KBfv36sXLmSDz74oNg5n332GcOHD+fixYu4uroyZ87V+wh/+eWXfP7559ja2tKwYUP+8Y9/lNGnUvV1d+1+1Yq3Xl5evPTSS4wfP56IiAjq1q171eXVJS2B3rhxIy+88AIA3t7eeHt7l9PT3Lw7Rr9I6quvFVuGa7C3547RL1ouKBGRW9Tl7VecnZ3ZuXMnAD179gQKf4e4XEZGBgDt2rVj69atGI1GPD09zdeoCtSGRUTkKi4vjy7V17lz5/jmm2/45JNP6Ny5M9999515dvtyYWFhREdHExgYyNmzZwkMDMRoNNK7d29eeOEFOnfuDBR+mTFr1qwS+7hVBumxsZyeOo281FRsXFy4Y/SL2v8pIlLJZe4+zfnvjeSn5WDtbEed8GacqXux0v6eojYsIiLV0MFNG5j17JP8+5EezHr2SQ5u2mDpkKqcEydOUKtWLQYNGsS4cePYvn37NS+vLtKhQwfzvp19+/ZV+iXQTj16cO/6dbgfPMC969cp+RQRKUcl1Rpo1qwZZ8+eBSAhIYGwsDCgcMZzyJAhhIWF4erqSkxMTOE1dp8mavRE2r/Xj4fmP0vTf7Rj8rg3uLj/rKUe64ZpCa6IyFVcvjSmsjm4aQNrZn1I3qXC/l8Xzp5hzawPAa65ErfA3r17GTduHFZWVtja2jJjxgxsbGyuaXl1kREjRvDkk0/i7u6Ou7s7AQEBFfgEIiJSmRXVGli9ejVQWBti/PjxpR6fkpLChg0buHDhAm5ubowYMYKN//mGbw7G8f2Ts8nLz6fVtAcw5ZvI2Hisoh6jzCgBFRGpojYtmmdOPovkXcph06J5SkCvQ3h4OOHh4VeMb9y48YqxuLg488/16tUz7wGtWbMmixYtKq8QRUSkCvtrrYG/9v7+q+7du2NnZ4ednR133HEHp06dYntKIl3vaY+9jR3YgLVV4ULW/POXKuIRypQSUBGRKurCHyUvuyltXMpPSftyqlpZfBERKR8tWrRg165dfPPNN7zyyit06dIFGxsbCgoKAK5oz1bUbg3+13LNqqYNlNDFzbpOjXKNvTxoD6iISBXleHu96xqX8pG5+zRpyw6Tn1Y4G52flkPassNk7j5t4chERKQy+GutgV27dtGsWTNzy66lS5f+7TXCHunG2qNbyc7LIfPSRfILCjBYG3Do0KS8wy9zmgEVEamiQh8ZXGwPKIBNDTtCHxlswahuPee/N2LKLSg2Zsot4Pz3Rs2CiohIibUGsrKyeOqpp3j11VfNBYiupsOgcHps6kn43CHcXrMuVgYDDdq6Usuj6n3prDYsIiJV2MFNG9i0aB4X/jiL4+31CH1ksPZ/VrBjEzaV+l6TyVff5yNX984776inrYjIf2VkZODg4MDFixfp0KEDs2bNwt/f39Jhlaq0NixKQEVERG5C6uQd5uW3l7N2tsNlQmsLRFS2TCYTJpMJK6uK37Xj4OBgbrouInLL2vMlrHuTx2b/xP4/DFwwQKcHHBjyZCtc7x6LS8Nelo6wROoDKiIiUg7qhDfDYFv8n1ODrRV1wptZJqAyYDQacXNzY/DgwXh6evLWW28RFBSEt7c3r7/+uvm4t99+mxYtWtC+fXseffRRoqOjAQgLC6Poi+azZ8/SrFkzAPLz8xk3bpz5Wh9//DEAqampdOjQAV9fXzw9Pdm0aRMTJkwgKysLX19fBg4cWLEfgIhIZbHnS4h9AdJ/Z2HfmiQPs+fwM/aM7mJPds4JUlImknpypaWjvC7aAyoiInITivZ5VrcquIcPH+azzz7j/PnzLFmyhB07dmAymejZsycbN26kdu3aLFq0iKSkJPLy8vD39//b/qeffvopTk5O7Ny5k5ycHEJCQujatSvLli0jPDyciRMnkp+fz8WLFwkNDeXDDz8kKSmpYh5YRKQyWvcm5GYVG7IugLuNFznVwJ6CgiyOHomutLOgJVECKiIicpNq+91R5RPOv7rrrrsIDg5m7NixrFmzBj8/P6BwD9Lhw4e5cOECffr0oVatWgD07Nnzb6+5Zs0a9uzZw5IlS4DCZuyHDx8mKCiIIUOGkJubS+/evfH19S235xIRqVLSj5U4bJ/zv+J32TmpFRVNmVACKiIiIleoXbs2ULgH9OWXX+aZZ54p9v60adNKPbe0/nYmk4kPPviA8PDwK87ZuHEjq1evJjIykjFjxjB4sKo5i4jg1ATSf79iONvuf1s/7O1cKjKim6Y9oCIiIlKq8PBwZs+ebS4GdPz4cU6fPk2HDh1YsWIFWVlZXLhwgdjYWPM5l/e3K5rtLLrWjBkzyM3NBeCnn34iMzOTX3/9lQYNGjB06FCefvppdu3aBYCtra35WBGRW1KX18C2ZrGhfCs40qxw9YmVVU1c7x5richumGZARUREpFRdu3bl4MGDtG3bFiisTDt//nz8/f0ZMGAAPj4+3HHHHQQFBZnPGTt2LA8//DCzZs2ie/fu5vGnn34ao9GIv78/JpOJ+vXrs2LFCuLi4njvvfewtbXFwcGBefPmATBs2DC8vb3x9/dnwYIFFfvgIiKVgffDhX+uexPSj5HncBtHmtXi1G3Z2Nu5VOoquKVRGxYREZG/ePDBB1m4cCHOzs7FxqOionBwcGDs2Kr1bXNF0GcjIiKXK60Ni2ZARURE/uKbb74pk+vk5eVhY6N/aq/Vnj17WLduHenp6Tg5OdGlSxe8vb0tHZaIiJQh7QEVEZEqa968eXh7e+Pj48Pjjz+O0Wikc+fOeHt706VLF3777TcAIiMjeeGFF2jXrh2urq7mfYkl9Z+Ewj2MZ8+eBYr3ujx06JD53keOHKFbt24EBAQQGhpKSkqK+V7Dhw+nTZs2/N///V9FfhwWFRUVdVOzn3v27CE2Npb09HSgsEJubGwse/bsKasQRUSkEtDXsiIiUiXt37+fSZMmsXXrVurVq8e5c+d44oknzP+ZPXs2L7zwAitWrAAKk83NmzeTkpJCz5496devHwsXLryi/+TlEhMTS+11OWzYMGbOnMm9997L9u3bGTlyJOvXrwfg2LFjbN26FWtr6wr9TKqydevWXVFwKDc3l3Xr1mkWVESkGlECKiIiVdL69evp378/9erVA+C2224jPj6eZcuWAfD4448Xm4Hs3bs3VlZWtGrVilOnTgH8bf/JTZs2ldjrMiMjg61bt9K/f3/zsTk5Oeaf+/fvX2WSz6effpoxY8bQqlWrUo+ZOXMmtWrVKtfWKEUzn9c6LiIiVZMSUBERuSXY2dmZfy4qwNehQ4cb6j9ZUFCAs7MzSUlJJb5f1EOzKvjPf/7zt8cMHz683ONwcnIqMdl0cnIq93uLiEjF0R5QERGpkjp37sxXX33FH3/8AcC5c+do164dixYtAmDBggWEhoZe9Rql9Z8sUlqvyzp16tC8eXO++uoroDChTU5OLutHvGFTpkzB09MTT09Ppk2bhtFopGXLlgwcOBB3d3f69etnXm4cFhZGUWV6BwcHJk6ciI+PD8HBweaZ4qioKKKjowFISkoiODgYb29v+vTpw59//mm+zvjx42ndujUtWrQw76e9Vl26dMHW1rbYmK2tLV26dLmpz0JERCoXJaAiIlIleXh4MHHiRDp27IiPjw9jxozhgw8+YM6cOXh7e/P555/z/vvvX/UacXFx+Pj44Ofnx+LFixk1alSx9y/vdfnAAw8U63W5YMECPv30U3x8fPDw8GDlypXl8pzXKzExkTlz5rB9+3a2bdvGJ598wp9//smhQ4cYOXIkBw8epE6dOnz00UdXnJuZmUlwcDDJycl06NCBTz755IpjBg8ezL/+9S/27NmDl5cXb7zxhvm9vLw8duzYwbRp04qNXwtvb2969OhhnvF0cnKiR48e2v8pIlLNqA+oiIhINfL+++/zxx9/8OabbwLw6quvUr9+faKjo81VgdevX09MTAwrVqwgLCyM6OhoAgMDsbOzIzs7G4PBwOLFi/nhhx/4z3/+Y+7xOXToULy8vMzXOXLkCP3792fXrl2EhYXx9ttvExISwqlTpwgJCeHnn3+22OcgIiKWVVofUM2AioiI3KTVR1fTdUlXvD/zpuuSrqw+utrSIV3BYDBc9TUULnktGre2tiYvL++67lG0z/ZGzhURkVuDElAREZGbsProaqK2RpGamYoJE6mZqURtjbJYEhoaGsqKFSu4ePEimZmZLF++nNDQUH777Tfi4+MBWLhwIe3bt7/uazs5OVG3bl3z/s7PP/+cjh07lmn8IiJSvakKroiIyE14f9f7ZOdnFxvLzs/m/V3v0921e4XH4+/vT2RkJK1btwYK26zUrVsXNzc3pk+fzpAhQ2jVqhUjRoy4oet/9tlnDB8+nIsXL+Lq6sqcOXPKMnwREanmtAdURETkJnh/5o2JK/8tNWBgzxN7LBDRlYxGIxEREezbt8/SoYiIyC1Ce0BFRETKQcPaDa9rvDqqCntgr5WDg4OlQxARqdaUgIqIiNyEUf6jsLe2LzZmb23PKP9RpZxR8Zo1a1Zus5+VbQ+siIhUbkpARUREbkJ31+5EtYvCpbYLBgy41HYhql2URfZ/WsLV9sBWdjNnzsTX1xdfX1+aN29Op06dAJg4cSI+Pj4EBwdz6tQpoHAZc+fOnfH29qZLly7mVjSRkZEsWbLEfE3NoIqIXJ0SUBERkZvU3bU7a/qtYc8Te1jTb80tk3wCnMw8eV3jlcnw4cNJSkpi586dNGnShDFjxpCZmUlwcDDJycl06NCBTz75BIDnn3+eJ554gj179jBw4EBeeOEFC0cvIlI1KQEVERGRG1Yd9sCOGjWKzp0706NHD2rUqEFERAQAAQEBGI1GAOLj43nssccAePzxx9m8ebOlwhURqdKUgIqIiMgNqwp7YK9m7ty5/Prrr7z++usA2NraYjAYALC2tiYvL++q59vY2FBQUABAQUEBly5dKt+ARUSqOCWgIiIicsOq8h7YxMREoqOjmT9/PlZWV/+VqF27dixatAiABQsWEBoaChQWeEpMTATg66+/Jjc3t3yDFhGp4mwsHYCIiIhUbd1du1eJhPOvPvzwQ86dO2cuPhQYeEW7OrMPPviAJ598kvfee4/69eszZ84cAIYOHUqvXr3w8fGhW7du1K5du0JiFxGpqgwm05XNs8tbYGCgKSEhocLvKyIiIiIilmM0GomIiCi31lBSeRgMhkSTyXTFN3tagisiIiJyA1YfXU3XJV3x/sybrku6qvep3NLy8/MtHYJUEUpARURERK7T6qOridoaRWpmKiZMpGamErU1SkmoVGrz5s3D29sbHx8fHn/88av2tx0xYgTBwcG4uroSFxfHkCFDcHd3JzIy0nw9BwcHXnrpJXx8fIiPj+fNN98kKCgIT09Phg0bRtFKy8TERHx8fPDx8WH69Onm8/Pz8xk3bhxBQUF4e3vz8ccfV+jnIZahBFRERETkOr2/632y87OLjWXnZ/P+rvctFJHI1e3fv59Jkyaxfv16kpOTef/996/a3/bPP/8kPj6eqVOn0rNnT0aPHs3+/fvZu3cvSUlJAGRmZtKmTRuSk5Np3749zz33HDt37mTfvn1kZWWxatUqAJ588kk++OADkpOTi8X06aef4uTkxM6dO9m5cyeffPIJv/zyS4V9JmIZSkBFRERErtPJzJPXNS5iaevXr6d///7Uq1cPgNtuu+2q/W179OiBwWDAy8uLBg0a4OXlhZWVFR4eHub+uNbW1vTt29d8zoYNG2jTpg1eXl6sX7+e/fv3k5aWRlpaGh06dDDfp8iaNWuYN28evr6+tGnThj/++IPDhw+X90chFqYquCIiIiLXqWHthqRmppY4LlId2NnZAWBlZWX+ueh1UX9ce3t7rK2tAcjOzmbkyJEkJCTQtGlToqKiyM7OvvLClzGZTHzwwQeEh4eX01NIZaQZUBERkWrKaDTi6elp6TCqpVH+o7C3ti82Zm9tzyj/URaKSOTqOnfuzFdffcUff/wBwLlz50rtb3sjipLNevXqkZGRwZIlSwBwdnbG2dnZPLu6YMEC8znh4eHMmDHD3D/3p59+IjMz84ZjkKpBM6AiIiJVTH5+vnnWQSyjqO/p+7ve52TmSRrWbsgo/1FVsh+q3Bo8PDyYOHEiHTt2xNraGj8/v1L7294IZ2dnhg4diqenJw0bNiQoKMj83pw5cxgyZAgGg4GuXbuax59++mmMRiP+/v6YTCbq16/PihUrbuYxpQpQH1AREZFyMG/ePKKjozEYDHh7e/PWW28xZMgQzp49a/5F78477yQyMpKaNWuye/duTp8+zezZs5k3bx7x8fG0adOGuXPnAoXVJp955hnWrl3L9OnTWb9+PbGxsWRlZdGuXTs+/vhjDAYDiYmJDBkyBICuXbvy7bffsm/fPvLz85kwYQJxcXHk5OTw7LPP8swzz5CamsqAAQM4f/48eXl5zJgx46ZmQUREREB9QEVERCpMVao2uXDhQsLDw0lKSiI5ORlfX9+K+phE5Bb20/aTfPaPLUwfvp7P/rGFn7argNetQgmoiIhIGatK1SaDgoKYM2cOUVFR7N27F0dHx/L+eETkFvfT9pNsWJBCxrkcADLO5bBhQYqS0FuE9oCKiIhYmKWrTW7cuJHVq1cTGRnJmDFjGDx4cFk9mojIFeJXHiHvUkGxsbxLBcSvPEKLNqokXd1pBlRERKSMVaVqk7/++isNGjRg6NChPP300+zateuG4xIRuRZFM5/XOi7Vi2ZARUSkzKSlpbFw4UJGjhxp6VAsqipVm4yLi+O9997D1tYWBwcH5s2bd1PPLiLydxxusysx2XS4za6Eo6W6URVcEZFbSHm37zAajURERLBv375yu4eIiFRtRXtAL1+Ga1PDik4DW2oJbjWiKrgiItWc0WikZcuWDBw4EHd3d/r168fFixdp1qwZ48ePx9/fn6+++oo1a9bQtm1b/P396d+/PxkZGQBMmDCBVq1a4e3tzdixYwE4c+YMffv2JSgoiKCgILZs2QJAVFQUQ4YMISwsDFdXV2JiYszXOHLkCL6+vowbN84yH4Rcmz1fwlRPiHIu/HPPl5aOSERuES3aNKTTwJbmGU+H2+yUfN5CtARXRKQaOXToEJ9++ikhISEMGTKEjz76CIDbb7+dXbt2cfbsWR566CHWrl1L7dq1+de//sWUKVN49tlnWb58OSkpKRgMBtLS0gAYNWoUo0ePpn379vz222+Eh4dz8OBBAFJSUtiwYQMXLlzAzc2NESNGMHnyZPbt22duHSKV1J4vIfYFyM0qfJ3+e+FrAO+HLReXiNwyWrRpqITzFqUEVESkGmnatCkhISEADBo0yDwzOWDAAAC2bdvGgQMHzMdcunSJtm3b4uTkhL29PU899RQRERFEREQAsHbtWg4cOGC+/vnz580zpt27d8fOzg47OzvuuOMOTp06VWHPKTdp3Zv/Sz6L5GYVjisBFRGRcqQEVESkGjEYDCW+rl27NlDYiuP+++/niy++uOLcHTt2sG7dOpYsWcKHH37I+vXrKSgoYNu2bdjb219x/OXtQqytrc3tQqQKSD92feMiIiJlRHtARUSqkd9++434+HgAFi5cSPv27Yu9HxwczJYtW/j5558ByMzM5KeffiIjI4P09HQefPBBpk6dSnJyMgBdu3blgw8+MJ//d0trHR0duXDhQhk+kZQLpybXNy4iIlJGyiQBNRgMLxkMBpPBYKhXFtcTEZEb4+bmxvTp03F3d+fPP/9kxIgRxd6vX78+c+fO5dFHH8Xb25u2bduSkpLChQsXiIiIwNvbm/bt2zNlyhQAYmJiSEhIwNvbm1atWjFz5syr3v/2228nJCQET09PFSGqzLq8BrY1i4/Z1iwcFxERKUc33YbFYDA0Bf4DtAQCTCbT2b87R21YRETKnlqgyHXZ82Xhns/0Y4Uzn11e0/5PEREpM6W1YSmLPaBTgf8DVpbBtUREpIrJ3H2a898byU/LwdrZjjrhzajtd4elw5K/4/2wEk4REalwN5WAGgyGXsBxk8mU/NfCFyIiUrGaNWtW4bOfmbtPk7bsMKbcwmbi+Wk5pC07DKAkVERERK7wtwmowWBYC5TUpGci8A+g67XcyGAwDAOGAdx5553XEaKIiFRW5783mpPPIqbcAs5/b1QCKiIiIlf42wTUZDLdV9K4wWDwApoDRbOfTYBdBoOhtclkOlnCdWYBs6BwD+jNBC0iIpVDflrOdY2LiIjIre2Gl+CaTKa9gPnrbYPBYAQCr6UIkYiIVA/WznYlJpvWznYlHC0iIiK3OvUBFRGRG1YnvBkG2+L/lBhsragT3swyAd0C3nnnnWKv27VrZ6FIRERErt9Nt2G5EWrDIiJSfagKbsVycHAgIyPD0mGIiIhcVWltWDQDKiIiN6W23x24TGhNk8mhuExoreQTePvtt2nRogXt27fn0UcfJTo6mrCwMIq+fD179izNmjUDID8/n3HjxhEUFIS3tzcff/wxAKmpqXTo0AFfX188PT3ZtGkTEyZMICsrC19fXwYOHAgUJqQAJpOJcePG4enpiZeXF4sXLwYgLi6OsLAw+vXrR8uWLRk4cCBFXz5PmDCBVq1a4e3tzdixYyvyIxIRkVtUWfQBFRERkf9KTExk0aJFJCUlkZeXh7+/PwEBAaUe/+mnn+Lk5MTOnTvJyckhJCSErl27smzZMsLDw5k4cSL5+flcvHiR0NBQPvzwQ5KSkq64zrJly0hKSiI5OZmzZ88SFBREhw4dANi9ezf79++nUaNGhISEsGXLFtzd3Vm+fDkpKSkYDAbS0tLK6RMRERH5HyWgIiIiZWjTpk306dOHWrVqAdCzZ8+rHr9mzRr27NnDkiVLAEhPT+fw4cMEBQUxZMgQcnNz6d27N76+vle9zubNm3n00UextramQYMGdOzYkZ07d1KnTh1at25NkyZNAPD19cVoNBIcHIy9vT1PPfUUERERRERE3PzDi4iI/A0twRUREakANjY2FBQU9kzNzs42j5tMJj744AOSkpJISkril19+oWvXrnTo0IGNGzfSuHFjIiMjmTdv3g3f287uf1WJra2tycvLw8bGhh07dtCvXz9WrVpFt27dbvzhRERErpESUBERkTLUoUMHVqxYQVZWFhcuXCA2NhaAZs2akZiYCGCe7QQIDw9nxowZ5ObmAvDTTz+RmZnJr7/+SoMGDRg6dChPP/00u3btAsDW1tZ87OVCQ0NZvHgx+fn5nDlzho0bN9K6detS48zIyCA9PZ0HH3yQqVOnkpycXGafgYiISGm0BFdERKQM+fv7M2DAAHx8fLjjjjsICgoCYOzYsTz88MPMmjWL7t27m49/+umnMRqN+Pv7YzKZqF+/PitWrCAuLo733nsPW1tbHBwczDOgw4YNw9vbG39/fxYsWGC+Tp8+fYiPj8fHxweDwcC7775Lw4YNSUlJKTHOCxcu0KtXL7KzszGZTEyZMqUcPxUREZFCasMiIiJSjqKionBwcFCVWRERuaWoDUslMXfuXJ577rnrOufBBx/82+qEr732GmvXri31/RUrVnDgwIHrui8Ulu/funWr+fXMmTNvah+SiIhY3ordxwmZvJ7mE1YTMnk9K3Yft3RIIiJyi1ACWgV88803ODs7X/WYN998k/vuu6/U96+WgObl5ZV63l8T0OHDhzN48OCrBywitzSj0WjuN+nu7k6/fv345ptv6N27t/mYH374gT59+gDwxRdf4OXlhaenJ+PHjzcf4+DgwMSJE/Hx8SE4OJhTp04BcOTIEYKDg/Hy8uKVV14x98EcPHgwK1asMJ8/cOBAVq5cidFoJDQ0FH9/f/z9/c1/p12tP+Y333xDy5YtCQgI4IUXXripCrFRUVGVavZzxe7jvLxsL8fTsjABx9OyeHnZXiWhIiJSIZSAlrHevXsTEBCAh4cHs2bNAmDOnDm0aNGC1q1bs2XLFvOxkZGRjBgxguDgYFxdXYmLi2PIkCG4u7sTGRlpPq5Zs2acPXsWo9GIu7s7Q4cOxcPDg65du5KVlWW+VlFRi782Ft+6dStff/0148aNw9fXlyNHjhAWFsaLL75IYGAg77//PrGxsbRp0wY/Pz/uu+8+Tp06hdFoZObMmUydOhVfX182bdpEVFQU0dHRACQlJREcHIy3tzd9+vThzz//BCAsLIzx48fTunVrWrRowaZNmyrioxeRSuTQoUOMHDmSgwcPUqdOHfbv309KSgpnzpwBCv9eHDJkCCdOnGD8+PGsX7+epKQkdu7caU4iMzMzCQ4OJjk5mQ4dOvDJJ58AMGrUKEaNGsXevXvNrUUAnnrqKebOnQsUtjLZunUr3bt354477uCHH35g165dLF68mBdeeMF8zu7du5k2bRoHDhzg6NGjbNmyhezsbJ555hm+/fZbEhMTzTFXF+99f4is3PxiY1m5+bz3/SELRSQiIrcSJaBlbPbs2SQmJpKQkEBMTAzHjx/n9ddfZ8uWLWzevPmKWcg///yT+Ph4pk6dSs+ePRk9ejT79+9n7969JTYaP3z4MM8++yz79+/H2dmZpUuXFnv/jz/+YPny5ezfv589e/bwyiuv0K5dO3r27Ml7771HUlISd999NwCXLl0iISGBl156ifbt27Nt2zZ2797NI488wrvvvkuzZs0YPnw4o0ePJikpidDQ0GL3Gjx4MP/617/Ys2cPXl5evPHGG+b38vLy2LFjB9OmTSs2LiK3hqZNmxISEgLAoEGD2LJlC48//jjz588nLS2N+Ph4HnjgAXbu3ElYWBj169fHxsaGgQMHsnHjRgBq1KhhnnkMCAjAaDQCEB8fT//+/QF47LHHzPfs2LEjhw8f5syZM3zxxRf07dsXGxsbcnNzGTp0KF5eXvTv37/Y38NF/TGtrKzM/TFTUlJwdXWlefPmADz66KPl/nlVpBNpWdc1LiIiUpZUBbeMxcTEsHz5cgB+//13Pv/8c/MvVwADBgzgp59+Mh/fo0cPDAYDXl5eNGjQAC8vLwA8PDwwGo1XNB5v3ry5eezyX8iKODk5XXNj8QEDBph/PnbsGAMGDCA1NZVLly6Zf/EqTXp6OmlpaXTs2BGAJ554wvwLIcBDDz1UaowiUv0ZDIYrXj/55JP06NEDe3t7+vfvj43N1f8JsrW1NV+nqHfl3xk8eDDz589n0aJFzJkzB4CpU6fSoEEDkpOTKSgowN7e3nx8Sf0xq7tGzjU5XkKy2ci5pgWikZKkpaWxcOFCRo4cedXjHBwcyMjIqKCoRETKhmZAy1BcXBxr164lPj6e5ORk/Pz8aNmy5VXPKfrlx8rKqtgvQlZWViX+IvR3vyxdT2Px2rVrm39+/vnnee6559i7dy8ff/xxsSbpN6IozlvlFzoRKe63334jPj4egIULF9K+fXsaNWpEo0aNmDRpEk8++SRQOAP5448/cvbsWfLz8/niiy/MX2yVJjg42Lz6Y9GiRcXei4yMZNq0aQC0atUKKPzCzMXFBSsrKz7//HPy84svP/0rNzc3jh49av7ybPHixdf17JXduHA3atpaFxuraWvNuHA3C0Ukf5WWlsZHH31UYffTv9MiUpGUgJah9PR06tatS61atUhJSWHbtm1kZWXx448/8scff5Cbm8tXX31VrjGU1ljc0dGRCxcuXDX2xo0bA/DZZ5+Zx0s7z8nJibp165r3d37++ed/+0ujiNw63NzcmD59Ou7u7vz555+MGDECKCwM1LRpU9zd3QFwcXFh8uTJdOrUCR8fHwICAujVq9dVrz1t2jSmTJmCt7c3P//8M05OTub3GjRogLu7uznBBRg5ciSfffYZPj4+pKSkFPvyrSQ1a9bko48+olu3bgQEBODo6FjsHlVdb7/G/PMhLxo718QANHauyT8f8qK3X2NLhyb/NWHCBI4cOYKvry/jxo3jvffeIygoCG9vb15//fUSzyntmLfeegs3Nzfat2/Po48+aq7jcC21IKCwiNYTTzxBaGgod911F8uWLeP//u//8PLyolu3buTm5pb/ByIi1YqW4Jahbt26MXPmTNzd3XFzcyM4OBgXFxeioqJo27Ytzs7OVyypLWulNRZ/5JFHGDp0KDExMeZiRZeLioqif//+1K1bl86dO/PLL78AhUuE+/Xrx8qVK/nggw+KnfPZZ58xfPhwLl68iKurq3m5m4iIjY0N8+fPv2J88+bNDB06tNjYo48+WuI+y8uXFvbr149+/foB0LhxY7Zt24bBYGDRokUcOvS/4jkXL17k8OHDxa537733smfPHvPrf/3rX0DhL+BhYWHm8Q8//ND8c6dOnUhJScFkMvHss88SGHhFG7MqrbdfYyWcldjkyZPZt28fSUlJrFmzhiVLlrBjxw5MJhM9e/Zk48aNdOjQwXz8mjVrOHz48BXH1KxZk6VLl5KcnExubi7+/v4EBASYzyuqBQGFNSmK/n/1n//8h3fffZd///vfQGHl6Q0bNnDgwAHatm3L0qVLeffdd+nTpw+rV68uVuFaROTvKAEtQ3Z2dnz77bdXjIeFhRX7Nr5IUbVGKKx0u2/fvhLfK1oGVq9evWLHXF7W//Ljd+zYccW9QkJCihXeiIuLK/Z+r169Spx1aNGiRbFf3C4vROTr68u2bduuOOfya9erV097QEUEKNwTXrt2bfMvtTcqMTGR5557DpPJhLOzM7NnzwZg7dq1PPXUU4wePfqmZiyXnjzHi+/8i5PfrMAmP49AP3/zrJGUjaSkJE6cOMGDDz5o6VAqvTVr1rBmzRr8/PyAwi9mDh8+fEUCWtIxRV9K29vbY29vT48ePYpd+1prQTzwwAPY2tri5eVFfn6+eXuPl5eX/o0XkeumBFTK1J49e1i3bh3p6ek4OTnRpUsXvL29LR2WiFSgv36hViQxMbFMrh8aGmreXnC5++67j19//fWmrr305DnGHvqd3D6PcnufwlnUY1YGvj2fTd9atW7q2vI/SUlJJCQkKAG9BiaTiZdffplnnnnmuo8p2g9dmr/WghgzZgw9e/YkLi6OqKgo83uX16u4vDhYafUqRESuRntApczs2bOH2NhY0tPTgcJ9pbGxscVmUEVEKrN/Hk0lq8BUbCyrwMQ/j6ZaKKLKJzMzk+7du+Pj44OnpyeLFy8mMTGRjh07EhAQQHh4OKmphZ9XSX2hL126xGuvvcbixYvx9fWtdkWeysLl9RfCw8OZPXu2eUn68ePHOX36dLHjSzsmJCSE2NhYsrOzycjIYNWqVaXes7RaECIiZU0zoFJm1q1bd0UxgtzcXNatW6dZUBGpEo7nlFxQpbTxW9F3331Ho0aNWL16NVCYuDzwwAOsXLmS+vXrs3jxYiZOnGheGl3UF/qbb77hjTfeYO3atbz55pskJCQU23cr/3P77bcTEhKCp6cnDzzwAI899hht27YFCluvzJ8/nzvuuMN8fNeuXTl48OAVxwQFBdGzZ0+8vb3Nrd5KW55eWi0IEZGyZjCZTH9/VBkLDAw0FW16l+rj8uU61/OeiEhlEbh1P8dKSDab2NmS0M7DAhFVPj/99BNdu3ZlwIABREREULduXdq1a4erqysA+fn5uLi4sGbNGsLCwnj77bcJCQnh1KlThISE8PPPPzN37lwloBUkIyMDBwcHLl68SIcOHZg1axb+/v43dC1tsxGR62EwGBJNJtMVVfy0BFfKTGnfqlan9gUiUr297OpCTStDsbGaVgZednWxUESVT4sWLdi1axdeXl688sorLF26FA8PD5KSkkhKSmLv3r2sWbPGfLz6Qt+4r7/+msmTJ9/UNYYNG4avry8ODg707dv3ppJPbbMRkbKgBFTKTJcuXbC1tS02ZmtrS5cuXSwUkYjI9enb8Dai3ZrSxM4WA4Uzn9FuTenb8DZLh1ZpnDhxglq1ajFo0CDGjRvH9u3bOXPmDPHx8UDh1ov9+/df9Rp/15u6qjOZTBQUFNz0dXr27MmECRNu6hoLFy4kKSmJWrVq8fLLL9/wda62zUZE5HooAZUy4+3tTY8ePcwznk5OTvTo0UPLc0SkSunb8DYS2nmQ2smXhHYeSj7/Yu/evbRu3RpfX1/eeOMN3nzzTZYsWcL48ePx8fHB19eXrVu3XvUanTp14sCBA9WqCJHRaMTNzY3Bgwfj6enJW2+9RVBQEN7e3rz++uvm4+bNm4e3tzc+Pj48/vjjAJw5c4a+ffsSFBREUFAQW7ZsAQpbrD333HOkp6dz1113mZPazMxMmjZtSm5uLkeOHKFbt24EBAQQGhpKSkoKAL/88gtt27Y1z1TfrKKZz2sdFxEpjYoQSZny9vZWwikiUo2Fh4cTHh5+xfjGjRuvGLu8L7RtfDw/uN7NQfdW2Li4sPa113D6S1/Kqu7w4cN89tlnnD9/niVLlrBjxw5MJhM9e/Zk48aN3H777UyaNImtW7dSr149zp07B8CoUaMYPXo07du357fffiM8PJyDBw+ar+vk5ISvry8//vgjnTp1YtWqVYSHh2Nra8uwYcOYOXMm9957L9u3b2fkyJGsX7+eUaNGMWLECAYPHsz06dNv+tmcnJxKTDa1zUZErpcSUBERESlX6bGxpL76GqbsbADyTpwg9dXXAKpVEnrXXXcRHBzM2LFjWbNmDX5+fkBhIaDDhw+TnJxM//79qVevHgC33VY4u7527VoOHDhgvs758+fNLVWKDBgwgMWLF9OpUycWLVrEyJEjycjIYOvWrfTv3998XE5ODgBbtmxh6dKlADz++OOMHz/+pp6tS5cuxMbGFluGq202InIjlICKiIhIuTo9dZo5+Sxiys7m9NRp1SoBrV27NlC4B/Tll1/mmWeeKfb+Bx98UOJ5BQUFbNu2DXt7+1Kv3bNnT/7xj39w7tw5EhMT6dy5M5mZmTg7O5OUlFTiOQaDocTxG1G0uklVcEXkZmkPqIiIiJSrvNTU6xqv6sLDw5k9e7Z5FvP48eOcPn2azp0789VXX/HHH38AmJfgdu3atVhyWlJC6eDgQFBQEKNGjSIiIgJra2vq1KlD8+bN+eqrr4DCxDc5ORmAkJAQFi1aBMCCBQvK5Lm8vb0ZPXo0UVFRjB49WsmniNwQJaAiIiJSrmxcSm5jU9p4Vde1a1cee+wxcxGgfv36ceHCBTw8PJg4cSIdO3bEx8eHMWPGABATE0NCQgLe3t60atWKmTNnlnjdAQMGMH/+fAYMGGAeW7BgAZ9++ik+Pj54eHiwcuVKAN5//32mT5+Ol5cXx48fL/+HFhG5RgaTyVThNw0MDDQlJCRU+H1FRESk4v11DyiAwd4el7ferFZLcEVE5H8MBkOiyWQK/Ou4ZkBFRKqAadOmcfHiRfPrBx98kLS0NMsFJHIdnHr0wOWtN7Fp1AgMBmwaNVLyWY6WnjxH4Nb9uGxIInDrfpaePGfpkEREzDQDKiJSBTRr1oyEhARz9UwRkZIsPXmOsYd+J6vgf7/f1bQyEO3WVD1tRaRCaQZURKSM/bWhfGnN5H/88Ud8fX3x9fXFz8+PCxcukJqaSocOHfD19cXT05NNmzYBMGLECAIDA/Hw8DA3r4+JieHEiRN06tSJTp06AYUJ6dmzZwGYMmUKnp6eeHp6Mm3aNACMRiPu7u4MHToUDw8PunbtSlZWVgV/QiJS0f55NLVY8gmQVWDin0erZ8EnEal6NAMqInID9u/fT58+fYo1lH/uuecYOXLkFc3ke/TowYQJEwgJCSEjIwN7e3vef/99srOzmThxIvn5+Vy8eBFHR0fOnTvHbbfdRn5+Pl26dCEmJgZvb+8rZkCLXv/6669ERkaybds2TCYTbdq0Yf78+dStW5d77rmHhIQEfH19efjhh+nZsyeDBg2y8CdXsfLy8rCxUccxuXW4bEiipN/sDEBqJ98KjkZEbmWaARURKUPr16+/oqH82rVree655/D19aVnz57mZvIhISGMGTOGmJgY0tLSsLGxISgoiDlz5hAVFcXevXtxdHQE4Msvv8Tf3x8/Pz/2799frDl9STZv3kyfPn2oXbs2Dg4OPPTQQ+bZ1ObNm+Pr6wtAQEAARqOx3D6P8ta7d28CAgLw8PBg1qxZAHz66ae0aNGC1q1bM3ToUJ577jkAIiMjGT58OG3atOH//u//OHLkCN26dSMgIIDQ0FBSUlIASp2xFqnKGtvZXte4iEhF09fCIiJlpLRm8hMmTKB79+588803hISE8P3339OhQwc2btzI6tWriYyMZMyYMYSGhhIdHc3OnTupW7cukZGRZF9WNfR62dnZmX+2trau0ktwZ8+ezW233UZWVhZBQUF0796dt956i127duHo6Ejnzp3x8fExH3/s2DG2bt2KtbU1Xbp0YebMmdx7771s376dkSNHsn79ekaNGsXo0aOvmLEWqcpednUpcQ/oy67Vs+WNiFQ9mgEVEbkBJTWUL62Z/JEjR/Dy8mL8+PEEBQWRkpLCr7/+SoMGDRg6dChPP/00u3bt4vz589SuXRsnJydOnTrFt99+a76Wo6MjFy5cuCKO0NBQVqxYwcWLF8nMzGT58uWEhoaW78NbQExMDD4+PgQHB/P777/z+eef07FjR2677TZsbW3p379/seP79++PtbU1GRkZbN26lf79++Pr68szzzxDamrhXrjSZqxFqrK+DW8j2q0pTexsMQBN7GxVgEhEKhXNgIqI3IDLG8pbW1vj5+dHTEwMzz77LN7e3uTl5dGhQwdmzpzJtGnT2LBhA1ZWVnh4ePDAAw+waNEi3nvvPWxtbXFwcGDevHk0b94cPz8/WrZsSdOmTQkJCTHfb9iwYXTr1o1GjRqxYcMG87i/vz+RkZG0bt0agKeffho/P78qvdz2r+Li4li7di3x8fHUqlWLsLAwWrZsedXZytq1awOFs9LOzs7mLwMuV9qMtUhV17fhbUo4RaTSUhEiERGp1FauXMl//vMfYmNjSUlJwdfXl08//ZSJEyeye/duHB0d6dKlC15eXnz44YdERkYSERFBv379AGjXrh2jR4+mf//+mEwm9uzZg4+PD4899hh+fn6MGzcOKJyxLtozKyIiIjdHRYhEBCgs0LJkyRJLhyHlbMXu44RMXk/zCasJmbyeFbuPWzqkG9atWzfy8vJwd3dnwoQJBAcH07hxY/7xj3/QunVrQkJCaNasGU5OTiWev2DBAj799FN8fHzw8PBg5cqVQOGy3oSEBLy9vWnVqhUzZ86syMcSERG5JWkJrkgll5+fj7W1taXDkCpkxe7jvLxsL1m5+QAcT8vi5WV7Aejt19iSod0QOzu7YvthiwQGBjJs2DDy8vLo06cPvXv3BmDu3LnFjmvevDnfffddsbGlJ8/xz6OnOD78ZRrb2fK6q4uWLIqIiFQAzYCKWFhJ7SUcHBx46aWX8PHxIT4+HgcHB8aNG4eHhwf33XcfO3bsICwsDFdXV77++mugMFEdN24cQUFBeHt78/HHHwNgMpl47rnncHNz47777uP06dMWe1apGO99f8icfBbJys3nve8PWSii8hEVFYWvry+enp40b97cnID+naUnzzH20O8cy8nFBBzLyWXsod9ZevJcucYrIiIiSkBFLG727NkkJiaSkJBATEwMf/zxB5mZmbRp04bk5GTat29PZmYmnTt3Zv/+/Tg6OvLKK6/www8/sHz5cl577TWgsCeik5MTO3fuZOfOnXzyySf88ssvLF++nEOHDnHgwAHmzZvH1q1bLfzEUt5OpJXcbqW08aoqOjqapKQkUlJSiImJwWAwXNN5/zyaWqxFBUBWgYl/Hk0tjzBFSmU0GmnZsiWRkZG0aNGCgQMHsnbtWkJCQrj33nvZsWMHO3bsoG3btvj5+dGuXTsOHSr8Iik7O5snn3wSLy8v/Pz8ihUnExGpzLQEV8TCYmJiWL58OQC///47hw8fxtramr59+5qPqVGjBt26dQPAy8sLOzs7bG1t8fLyMlc7XbNmDXv27DHv70xPT+fw4cNs3LiRRx99FGtraxo1akTnzp0r9gGlwjVyrsnxEpLNRs41LRBN5XM8J/e6xkXK088//8xXX33F7NmzCQoKYuHChWzevJmvv/6ad955h3nz5rFp0yZsbGxYu3Yt//jHP1i6dCnTp0/HYDCwd+9eUlJS6Nq1Kz/99JOqOotIpacEVMSCSmovkZ2djb29fbF9n7a2tubZHSsrK+zs7Mw/5+XlAYVLbT/44APCw8OL3eObb76poKeRymJcuFuxPaAANW2tGRfuZsGoKo/GdrYcKyHZbGxna4Fo5FbXvHlzvLy8gML2Tl26dMFgMJi/YExPT+eJJ57g8OHDGAwGcnML/7e7efNmnn/+eQBatmzJXXfdxU8//YS3t7fFnkVE5FpoCa6IBaWnp1O3bl1q1apFSkoK27Ztu+FrhYeHM2PGDPMvJz/99BOZmZl06NCBxYsXk5+fT2pqqpZp3QJ6+zXmnw950di5JgagsXNN/vmQV5UsQFQeXnZ1oaZV8eW6Na0MvOzqYqGI5FZW9IUilPwF46uvvkqnTp3Yt28fsbGxZGdnWypUEZEyoRlQEQvq1q0bM2fOxN3dHTc3N4KDg2/4Wk8//TRGoxF/f39MJhP169dnxYoV9OnTh/Xr19OqVSvuvPNO2rZtW4ZPIJVVb7/GSjhLUVTt9p9HUzmek0tjO1teVhVcqaTS09Np3Ljw/8uXV3gODQ1lwYIFdO7cmZ9++onffvsNNzetchCRys9gMpn+/qgyFhgYaEpISKjw+4qIiIhUFkajkYiICPbt2wcU9mmOiIigX79+5vc++eQTnnjiCWrXrk337t2ZP38+RqOR7OxsRowYQUJCAjY2NkyZMoVOnTpZ+IlERP7HYDAkmkymwCvGlYCKVG+Zu09z/nsj+Wk5WDvbUSe8GbX97rB0WCJXSEhIYN68ecTExJT4vtFoZOvWrTz22GPXdLyIiIhYjhJQkVtQ5u7TpC07jCm3wDxmsLXC+aF7lYRKhcnPzy9WVOtGxcXFER0dzapVq8ogKpGqK/XkSo4eiSY7JxV7Oxdc7x6LS8Nelg5LRKSY0hJQFSESqcbOf28slnwCmHILOP+90TIBSbXUu3dvAgIC8PDwYNasWQA4ODjw0ksv4ePjQ3x8PA4ODowbNw4PDw/uu+8+duzYQVhYGK6urnz99ddAYYIZEREBwI8//oivry++vr74+flx4cIFJkyYwKZNm/D19WXq1KnFjs/IyDD3RPT29mbp0qVAYXuitm3b4u/vT//+/cnIyLDAJyRSdlJPriQlZSLZOScAE9k5J0hJmUjqyZWWDk1E5JooARWpxvLTcq5rXORGzJ49m8TERBISEoiJieGPP/4gMzOTNm3akJycTPv27cnMzKRz587s378fR0dHXnnlFX744QeWL1/Oa6+9dsU1o6OjmT59OklJSWzatImaNWsyefJkQkNDSUpKYvTo0cWOf+utt3BycmLv3r3s2bOHzp07c/bsWSZNmsTatWvZtWsXgYGBTJkypaI+FpFycfRINAUFxfv8FhRkcfRItIUiEhG5PqqCK1KNWTvblZhsWjvblXC0yI2JiYlh+fLlAPz+++8cPnwYa2tr+vbtaz6mRo0adOvWDQAvLy/s7OywtbU19zr8q5CQEMaMGcPAgQN56KGHaNKkyVVjWLt2LYsWLTK/rlu3LqtWreLAgQOEhIQAcOnSJVWBliovOyf1usZFRCobJaAi1Vid8GYl7gGtE97MckFJtRIXF8fatWuJj4+nVq1ahIWFkZ2djb29fbF9n7a2thgMhb03S+p1+FcTJkyge/fufPPNN4SEhPD9999fd2wmk4n777+fL7744gafTqTysbdz+e/y2yvHRUSqAi3BFanGavvdgfND95pnPK2d7VSASMpUeno6devWpVatWqSkpLBt27Yyue6RI0fw8vJi/PjxBAUFkZKSgqOjIxcuXCjx+Pvvv5/p06ebX//5558EBwezZcsWfv75ZwAyMzP56aefyiQ+EUtxvXssVlY1i41ZWdXE9e6xFopIROT6KAEVqeZq+92By4TWNJkcisuE1ko+pUx169aNvLw83N3dmTBhAsHBwWVy3WnTpuHp6Ym3tze2trY88MADeHt7Y21tjY+PD1OnTi12/CuvvMKff/6Jp6cnPj4+bNiwgfr16zN37lweffRRvL29adu2LSkpKWUSn4iluDTsRcuWb2Nv1wgwYG/XiJYt31YVXBGpMtSGRURERERERMpUaW1YtAdURESqpczdpzn/vZH8tBysne2oE95MKwBEREQsTAmoiIhUO5m7TxcrwJWflkPassMASkJFREQsSHtARUSk2jn/vbFY9WcAU24B5783WiYgERERAZSAiohINVRS/9urjYuIiEjFUAIqIiLVTlHroWsdr2xMJhMFBQV/f6CIiEgVowRURESqnTrhzTDYFv8nzmBrRZ3wZn97bu/evQkICMDDw4NZs2YB4ODgwMSJE/Hx8SE4OJhTp04B8NVXX5lbv3To0AGA7t27s2fPHgD8/Px48803AXjttdf45JNPAHjvvfcICgrC29ub119/HQCj0YibmxuDBw/G09OT33///eY/CBERkUpGCaiIiFQ7tf3uwPmhe80zntbOdjg/dO81FSCaPXs2iYmJJCQkEBMTwx9//EFmZibBwcEkJyfToUMHcyL55ptv8v3335OcnMzXX38NQGhoKJs2bSI9PR0bGxu2bNkCwKZNm+jQoQNr1qzh8OHD7Nixg6SkJBITE9m4cSMAhw8fZuTIkezfv5+77rqrPD4aERERi1ICKiIi1VJtvztwmdCaJpNDcZnQ+pqr38bExJhnOn///XcOHz5MjRo1iIiIACAgIACj0QhASEgIkZGRfPLJJ+Tn5wOFCejGjRvZsmUL3bt3JyMjg4sXL/LLL7/g5ubGmjVrWLNmDX5+fvj7+5OSksLhw4UVeu+66y6Cg4PL/sOQYuLi4sz/fYqISMVSGxYREZH/iouLY+3atcTHx1OrVi3CwsLIzs7G1tYWg8EAgLW1NXl5eQDMnDmT7du3s3r1agICAkhMTCQoKIiEhARcXV25//77OXv2LJ988gkBAQFA4f7Ol19+mWeeeabYvY1GI7Vr167YBxYREalgmgEVERH5r/T0dOrWrUutWrVISUlh27ZtVz3+yJEjtGnThjfffJP69evz+++/U6NGDZo2bcpXX31F27ZtCQ0NJTo62rxHNDw8nNmzZ5ORkQHA8ePHOX36dLk/W3U0c+ZMfH198fX1pXnz5nTq1Ik1a9bQtm1b/P396d+/v/lz/u6772jZsiX+/v4sW7bMfI1z587Ru3dvvL29CQ4ONu/fjYqKYsiQIYSFheHq6kpMTIz5nLfeegs3Nzfat2/Po48+SnR0dMU+uIhIFaYEVERE5L+6detGXl4e7u7uTJgw4W+Xw44bNw4vLy88PT1p164dPj4+QOEy3DvuuIOaNWsSGhrKsWPHCA0NBaBr16489thjtG3bFi8vL/r168eFCxfK/dmqo+HDh5OUlMTOnTtp0qQJQ4YMYdKkSaxdu5Zdu3YRGBjIlClTyM7OZujQocTGxpKYmMjJkyfN13j99dfx8/Njz549vPPOOwwePNj8XkpKCt9//z07duzgjTfeIDc3l507d7J06VKSk5P59ttvSUhIsMSji4hUWQaTyVThNw0MDDTpL2wREbnVHdy0gU2L5nHhj7M43l6P0EcG4x7aydJhVTkjR46kfv36BAUFERkZSZMmTQC4dOkSbdu25fnnn+eFF14wF3v6+uuvmTVrFqtWrcLPz4+lS5fi6uoKQNOmTdm/fz9TpkzB1taWiRMnAuDu7s4PP/zAkiVL+PPPP3njjTcAGDNmDI0aNWLs2LEWeHIRkcrLYDAkmkymwL+Oaw+oiIiIBRzctIE1sz4k71IOABfOnmHNrA8BlIReh7lz5/Lrr7/y4Ycfsnr1au6//36++OKLYsckJSXd0LXt7P7XN/byvb8iInLjtARXRETEAjYtmmdOPovkXcph06J5Foqo6klMTCQ6Opr58+djZWVFcHAwW7Zs4eeffwYgMzOTn376iZYtW2I0Gjly5AhAsQQ1NDSUBQsWAIVFqOrVq0edOnVKvWdISAixsbFkZ2eTkZHBqlWryvEJRUSqH82AioiIWMCFP85edfytt95i/vz51K9fn6ZNmxIQEICTkxOzZs3i0qVL3HPPPXz++efUqlULo9HIkCFDOHv2LPXr12fOnDnceeedFfk4FvHhhx9y7tw5OnUqnDEODAxk7ty5PProo+TkFCb3kyZNokWLFsyaNYvu3btTq1YtQkNDzftui4oNeXt7U6tWLT777LOr3jMoKIiePXvi7e1NgwYN8PLywsnJqXwfVESkGtEeUBEREQuY9eyTXDh75opxx3r18YscydChQ9m2bRu5ubn4+/vzzDPP8OSTT3L77bcD8Morr9CgQQOef/55evToQb9+/XjiiSeYPXs2X3/9NStWrKjgJ7p1ZGRk4ODgwMWLF+nQoQOzZs3C39/f0mGJiFQqpe0B1RJcERERCwh9ZDA2NeyKjdnUsCP0kcFs2bKFXr16YW9vj6OjIz169ABg3759hIaG4uXlxYIFC9i/fz8A8fHxPPbYYwA8/vjjbN68uWIf5haSHhvLo3ffQ0t7ezzr16d7q1ZKPkVEroOW4IqIiFhAUaGhkqrgfp+YXOI5kZGRrFixAh8fH+bOnUtcXFwFRizpsbGkvvoa79atC3XrAmDYs5f02Fic/vslgYiIXJ1mQEVERCzEPbQTw6bP4aVFsQybPseclJZW6ObChQu4uLiQm5trLpwD0K5dOxYtWgTAggULzD1HpWydnjoNU3Z2sTFTdjanp06zTEAiIlWQZkBFREQqmdIK3bz11lu0adOG+vXr06ZNG3MhnQ8++IAnn3yS9957z1yESMpeXmrqdY2LiMiVVIRIRESkElKhm8rncOcu5J04ccW4TaNG3Lt+nQUiEhGpvFSESEREpAoZNmwYvr6++Pv707dv31KTz/TYWA537sJB91Yc7tyF9NjYCo701nHH6Bcx2NsXGzPY23PH6BctE5CISBWkJbgiIiKV0MKFC//2mKKiOEX7EvNOnCD11dcAVBSnHBR9pqenTiMvNRUbFxfuGP2iPmsRkeugJbgiIiJVlJaEiohIZaUluCIiItWMiuKIiEhVowRURESkirJxcbmucREREUtTAioiIlJFqSiOiIhUNSpCJCIiUkWpKI6IiFQ1SkBFRESqMKcePZRwiohIlaEluCIiIiIiIlIhlICKyA2LiooiOjq63K6flpbGRx99VG7Xr+j7iIiIiNzqlICKSKWUl5enBFRERESkmlECKiLX5e2336ZFixa0b9+eQ4cOAXDkyBG6detGQEAAoaGhpKSkABAZGcnw4cMJDAykRYsWrFq1CgCj0UhoaCj+/v74+/uzdetWAOLi4ggNDaVnz560atWKCRMmcOTIEXx9fRk3bhxxcXF07NiRXr164erqyoQJE1iwYAGtW7fGy8uLI0eOAHDmzBn69u1LUFAQQUFBbNmyBSicsR0yZAhhYWG4uroSExMDcMV9RERERKR8qAiRiFyzxMREFi1aRFJSEnl5efj7+xMQEMCwYcOYOXMm9957L9u3b2fkyJGsX78eKEw2d+zYwZEjR+jUqdP/t3fvcVXV+f7H3182BioGXke0DChERbeYSDpmoiZqmh5nRMs0L8fMyts8subiGfPWjDMxY2rOOM2kZll4O0dTO7/MWyk6GRh4JS/89jgp3gUUgUDW+YPa6YiFA6wt7Nfz8eDBXl++e63P2utB8fb7Xd+lY8eOqVGjRvr444/l7++vo0eP6sknn1RycrIkae/evTpw4IBCQ0Plcrl04MABpaamSioJqGlpaTp8+LDq1aunsLAwjRkzRnv27NG8efO0YMECvf7665o0aZJ+9rOf6eGHH9aJEyfUq1cvHT58WJKUnp6ubdu26fLly4qIiNBzzz2nOXPm3HAcAAAAVA4CKIAy27FjhwYOHKhatWpJkvr376/8/Hzt2rVL8fHx7n4FBQXu14MHD5aPj4/Cw8MVFham9PR0hYaGavz48UpNTZXD4dCRI0fc/WNiYhQaGnrLGjp06KDg4GBJ0v3336+4uDhJUps2bbRt2zZJ0ubNm3Xo0CH3e3JycnTlyhVJUt++feXn5yc/Pz81atRIZ86cKe/HAgAAgDIigAIol+LiYgUFBd1y9NAYc9P23Llz9aMf/UhpaWkqLi6Wv7+/++e1a9f+3uP5+fm5X/v4+Li3fXx8VFRU5K7p73//+w37Le39DofD/R4AAABUPu4BBVBmjzzyiNauXau8vDxdvnxZ69evV61atRQaGqpVq1ZJkizLUlpamvs9q1atUnFxsY4fP66MjAxFREQoOztbwcHB8vHx0TvvvKNr166Verw6dero8uXLt11nXFycFixY4N7+oam1/+5xAAAAcHsIoADK7MEHH9SQIUPUtm1b9enTRx06dJAkLV++XG+99Zbatm2ryMhIrVu3zv2eZs2aKSYmRn369NGiRYvk7++v559/Xm+//bbatm2r9PT0W4561q9fX507d1br1q1va3Gg+fPnKzk5WU6nU61atdKiRYu+t/+/exwAAADcHmNZlu0HjY6Otr5dcARA9TVy5Ej169dPgwYN8nQpAAAAsJExJsWyrOh/bWcEFID32rdSmttamh5U8n3fSk9XBKCKc7lcat26dZn7T5s2TZs3b5YkjRkzxr2A2mOPPaasrKzKKBEAPIoRUADead9Kaf1EqTDvu7YaNaXH50vOwZ6rC0CV5nK51K9fPx04cMDTpQCARzECCgDX2zLzxvAplWxvmemZegBUG0VFRXrqqafUsmVLDRo0SFevXlVKSoq6du2q9u3bq1evXsrMzJRUcqvC6tWrJUmxsbHuZyKHhITo/PnzcrlcatmypZ555hlFRkYqLi5OeXkl/+36/PPP5XQ6FRUVpZdeeum2Rl4BwFMIoAC8U/ZXt9cOAGX05Zdf6vnnn9fhw4d19913a+HChZowYYJWr16tlJQUjR49WlOnTi3z/o4ePaoXXnhBBw8eVFBQkNasWSNJGjVqlP7yl7+4n6kMAFUBzwEF4J0C75Gy/1l6OwCUw7333qvOnTtLkoYNG6bf/OY3OnDggHr27ClJunbtmoKDg8u8v9DQUEVFRUmS2rdvL5fLpaysLF2+fFmdOnWSJA0dOlQbNmyo2BMBgEpAAAXgnXpMK/0e0B7TPFcTgGrBGHPDdp06dRQZGandu3f/W/vz8/Nzv3Y4HO4puABQFTEFF4B3cg4uWXAo8F5JpuQ7CxABqAAnTpxwh8333ntPHTt21Llz59xthYWFOnjwYLmOERQUpDp16uizzz6TJCUmJpavaACwCSOgALyXczCBE0CFi4iI0MKFCzV69Gi1atVKEyZMUK9evTRx4kRlZ2erqKhIkydPVmRk5E3v/dfR0+/z1ltv6ZlnnpGPj4+6du2qwMDAijwNAKgUPIYFAADgDtCmTRt98MEHCg0NLVP/K1euKCAgQJI0Z84cZWZmat68eZVZIgCU2a0ew8IIKAAAgIf17NlTbdq0KXP4PLxjm/44a4Y+/PwLycdHDzSP0OoP1ldylQBQfgRQAAAAD/v444/L3Pfwjm3a9OYbalE3QC3iukiSfO/y0/n0A2rYsFtllQgAFYJFiAAAAKqQHYnLVPR1wQ1tRV8XaEfiMg9VBABlRwAFAACoQi5fOH9b7QBwJyGAAgAAVCF16je4rXYAuJMQQAEAAKqQLk88Ld+7/G5o873LT12eeNpDFQFA2bEIEQAAQBXSskvJQkM7Epfp8oXzqlO/gbo88bS7HQDuZARQAKhiFi1apFq1aunpp2892jF9+nQFBARoypQplVrL0qVLlZycrDfeeKNSjwPgRi27dCNwAqiSCKAAUMWMGzeu0o9x7do1ORyOSj8OAADwLtwDCgB3uGXLlsnpdKpt27YaPny4pk+froSEBElSbGysJk2apKioKLVu3Vp79uxxv+/QoUOKjY1VWFiY5s+f725/9913FRMTo6ioKD377LO6du2aJCkgIEAvvvii2rZtq927d9+y35IlS9S8eXPFxMQoKSnJxk8CAABUdQRQALiDHTx4ULNnz9bWrVuVlpamefPm3dTn6tWrSk1N1Z/+9CeNHj3a3Z6enq6PPvpIe/bs0YwZM1RYWKjDhw9rxYoVSkpKUmpqqhwOh5YvXy5Jys3N1UMPPaS0tDTVr1+/1H6ZmZl65ZVXlJSUpJ07d+rQoUO2fRbAvwoICPB0CQCA28QUXAC4g23dulXx8fFq0KDk8Qr16tW7qc+TTz4pSXrkkUeUk5OjrKwsSVLfvn3l5+cnPz8/NWrUSGfOnNGWLVuUkpKiDh06SJLy8vLUqFEjSZLD4dBPf/pTSbplv88++0yxsbFq2LChJGnIkCE6cuRI5X0AAACgWiGAAkAVZ4wpddvP77vHNDgcDhUVFcmyLI0YMUK//e1vb9qPv7+/+77PW/Vbu3ZtBVcP3NqyZcuUkJAgY4ycTqdmzpypoUOH6sqVKxowYMANfV977TWtXLlSBQUFGjhwoGbMmOGh85tvDQAAG2xJREFUqgEA34cpuABwB+vevbtWrVqlCxcuSJIuXrx4U58VK1ZIknbu3KnAwEAFBgbecn89evTQ6tWrdfbsWff+/vGPf5S530MPPaRPPvlEFy5cUGFhoVatWlXucwRKU9r080mTJum5557T/v37FRwc7O67adMmHT16VHv27FFqaqpSUlL06aeferB6AMCtMAIKAHewyMhITZ06VV27dpXD4VC7du0UEhJyQx9/f3+1a9dOhYWFWrx48ffur1WrVpo9e7bi4uJUXFysGjVqaOHChbrvvvvK1K9jx46aPn26OnXqpKCgIEVFRVXwGQMlSpt+npSUpDVr1kiShg8frp///OeSSgLopk2b1K5dO0nSlStXdPToUT3yyCOeKR4AcEvGsizbDxodHW0lJyfbflwAqG5iY2OVkJCg6OhoW46XvX69zs59XUWZmfINDlajn01W4OOP23JseJcFCxbo9OnTevXVV91t9evX15kzZ+Tr66ucnBw1adJEV65c0YsvvqjmzZvr2Wef9WDFAIDrGWNSLMu66Q8UpuACAMoke/16Zf56mopOnZIsS0WnTinz19OUvX69p0tDNVTa9PPOnTsrMTFRktyrN0tSr169tHjxYl25ckWSdPLkSff0cQDAnYUpuABQhW3fvt22Y52d+7qs/Pwb2qz8fJ2d+zqjoKhwpU0/nzdvnoYOHarf/e53NyxCFBcXp8OHD6tTp06SSh7P8u6777pXeAYA3DmYggsAKJPDLVtJpf0/wxi1PMzzQAEAwHeYggsAKBff61YdLUs7YIeNGRsVtzpOzredilsdp40ZGz1dEgDgexBAAQBl0uhnk2X8/W9oM/7+avSzyZ4pCF5vY8ZGTd81XZm5mbJkKTM3U9N3TSeEAsAdjAAKACiTwMcfV/CsmfJt0kQyRr5Nmih41kzu/4THzNs7T/nXbrwvOf9avubtneehigAAP4RFiAAAZRb4+OMETtwxTueevq12AIDnMQIKAACqpMa1G99WOwDA8wigAACgSpr04CT5O268L9nf4a9JD07yUEUAgB/CFFwAAFAl9Q3rK6nkXtDTuafVuHZjTXpwkrsdAHDnIYACAIAqq29YXwInAFQhTMEFAAAAANiCAAoAAAAAsEW5A6gxZoIxJt0Yc9AY8/uKKAoAAAAAUP2U6x5QY0w3SQMktbUsq8AY06hiygIAAAAAVDflHQF9TtIcy7IKJMmyrLPlLwkAAO81f/58tWzZUnXr1tWcOXMkSdOnT1dCQoIkadq0adq8ebMnSwQA4N9W3lVwm0vqYox5VVK+pCmWZX1e/rIAAPBOf/rTn7R582bdc889pf585syZNlcEAEDF+cERUGPMZmPMgVK+BqgkwNaT1FHSS5JWGmPMLfYz1hiTbIxJPnfuXIWeBAAA1cG4ceOUkZGhPn36aO7cuRo/fvxNfUaOHKnVq1dLkkJCQvTyyy+rTZs2iomJ0bFjx9x9xo0bp+joaDVv3lwbNmyQJOXn52vUqFFq06aN2rVrp23btkmSOnbsqIMHD7qPERsbq+Tk5Mo+XQCAF/rBAGpZ1qOWZbUu5WudpK8k/bdVYo+kYkkNbrGfNy3LirYsK7phw4YVexYAAFQDixYtUpMmTbRt2zbVrVu3TO8JDAzU/v37NX78eE2ePNnd7nK5tGfPHm3cuFHjxo1Tfn6+Fi5cKGOM9u/fr/fff18jRoxQfn6+hgwZopUrV0qSMjMzlZmZqejo6Mo4RQCAlyvvPaBrJXWTJGNMc0l3STpfzn0CAIAyevLJJ93fd+/e7W4fPHiwfHx8FB4errCwMKWnp2vnzp0aNmyYJKlFixa67777dOTIEQ0ePNg9qrpy5UoNGjTI/hMBAHiF8gbQxZLCjDEHJCVKGmFZllX+sgAAQFlcf+fLrV6Xtn29pk2bqn79+tq3b59WrFihIUOGVHyhAAConAHUsqyvLcsa9s2U3Acty9paUYUBAIAftmLFCvf3Tp06udtXrVql4uJiHT9+XBkZGYqIiFCXLl20fPlySdKRI0d04sQJRURESJKGDBmi3//+98rOzpbT6bT/RAAAXqG8q+ACAAAPunTpkpxOp/z8/PT++++725s1a6aYmBjl5ORo0aJF8vf31/PPP6/nnntObdq0ka+vr5YuXSo/Pz9J0qBBgzRp0iT9+te/9tSpAAC8gPHEjNno6GiL1fUAACifkJAQJScnq0GDG9f/GzlypPr168e9nAAAjzHGpFiWddOKdoyAAgDg5TJPr1PG8QTlF2TK3y9YYfdPUXDjAZ4uCwBQDRFAAQCoolwuV6ntS5cuLfM+Mk+vU3r6VBUX50mS8gtOKT19qiQRQgEAFa68q+ACAIAqLON4gjt8fqu4OE8ZxxM8VBEAoDojgAIA4MXyCzJvqx0AgPIggAIA4MX8/YJvqx0AgPIggAIA4MXC7p8iH5+aN7T5+NRU2P1TPFQRAKA6YxEiAAC82LcLDbEKLgDADgRQAAC8XHDjAQROAIAtmIILAAAAALAFARQAAAAAYAsCKAAAAADAFgRQAAAAAIAtCKAAAAAAAFsQQAEAAAAAtiCAAgAAAABsQQAFAAAAANiCAAoAAAAAsAUBFAAAAABgCwIoAAAAAMAWBFAAAAAAgC0IoAAAAAAAWxBAAQAAAAC2IIACAAAAAGxBAAUAAAAA2IIACgAAAACwBQEUAAAAAGALAigAAAAAwBYEUAAAAACALQigAAAAAABbEEABAAAAALYggAIAAAAAbEEABQAAAADYggAKAAAAALAFARQAAAAAYAsCKAAAAADAFgRQAAAAAIAtCKAAAAAAAFsQQAEAAAAAtiCAAgAAAABsQQAFAAAAANiCAAoAAAAAsAUBFAAAAABgCwIoAAAAAMAWBFAAAAAAgC0IoAAAAAAAWxBAAQAAAAC2IIACAIAqa9myZXI6nWrbtq2GDx8ul8ul7t27y+l0qkePHjpx4oQkaeTIkRo3bpyio6PVvHlzbdiwQZL0yCOPKDU11b2/hx9+WGlpaZ44FQDwCgRQAABQJR08eFCzZ8/W1q1blZaWpnnz5mnChAkaMWKE9u3bp6eeekoTJ05093e5XNqzZ482btyocePGKT8/X//5n/+ppUuXSpKOHDmi/Px8tW3b1kNnBADVHwEUAABUSVu3blV8fLwaNGggSapXr552796toUOHSpKGDx+unTt3uvsPHjxYPj4+Cg8PV1hYmNLT0xUfH68NGzaosLBQixcv1siRIz1xKgDgNXw9XQAAAIAdjDE3bdeqVUs9e/bUunXrtHLlSqWkpHioOgDwDoyAAgCAKql79+5atWqVLly4IEm6ePGifvzjHysxMVGStHz5cnXp0sXdf9WqVSouLtbx48eVkZGhiIgISdKYMWM0ceJEdejQQXXr1rX/RADAizACCgAAqqTIyEhNnTpVXbt2lcPhULt27bRgwQKNGjVKr732mho2bKglS5a4+zdr1kwxMTHKycnRokWL5O/vL0lq37697r77bo0aNcpTpwIAXoMACgAAqqwRI0ZoxIgRN7Rt3bq11L6PPvqoFi1adFP7qVOnVFxcrLi4uEqpEQDwHabgAgAAr5T7xVnNHzxd0S2iNKXDKOWlnfd0SQBQ7RnLsmw/aHR0tJWcnGz7cQEAAKSS8Jn130dlFRa720wNHwX9JFy12zXyYGUAUD0YY1Isy4r+13ZGQAEAgNfJ+ch1Q/iUJKuwWDkfuTxTEAB4CQIoAADwOteyCm6rHQBQMQigAADA6ziC/G6rHQBQMQigAADA69zdK0Smxo1/BpkaPrq7V4hnCgIAL8FjWAAAgNf5dqGhnI9cupZVIEeQn+7uFcICRABQyQigAADAK9Vu14jACQA2YwouAAAAAMAWBFAAAAAAgC0IoAAAAAAAWxBAAQAAAAC2IIACAAAAAGxBAAUAAAAA2IIACgAAAACwBQEUAAAAAGALAigAAAAAwBYEUAAAAACALQigAAAAAABbEEABAABwk9dff11Xr179wX6xsbFKTk6WJD322GPKysqq5MoAVGUEUAAAANzk+gCanJysiRMn/uB7PvzwQwUFBVVyZQCqMgIoAACAl8vNzVXfvn3Vtm1btW7dWjNmzNCpU6fUrVs3devWTdHR0SosLFR0dLQiIyP1yiuvlLqfkJAQnT9/Xi6XSy1bttQzzzyjyMhIxcXFKS8vz+azAnAn8vV0AQAAAKhcy5YtU0JCgowxcjqdmjVrlkaPHq3z58+rYcOGio+PV5MmTdSwYUP5+/tr7dq1sixLv/zlLzV06FBt375dGRkZSk5OVk5OjiIiIrRmzRrVqFFDhYWFkqSDBw8qMzNTsbGxKioq0tGjR/X+++/rr3/9qwYPHqw1a9Zo2LBhHv4kAHgaARQAAKAaO3jwoGbPnq1du3apQYMGunjxokaMGOH+Wrx4sd577z0dO3ZMderUUa1atZSSkqJ7771XU6ZM0U9+8hNJ0qlTp/Tggw/qq6++Ul5enubOnavevXurSZMmysvL09tvv606depo+/btunjxovr06aOoqChJUvv27eVyuTz3IQC4YzAFFwAAoBrbunWr4uPj1aBBA0lSvXr1tHv3bg0dOlSSNHz4cKWmpmrv3r0KCgpSVlaWZs+erRo1aui+++5Tenq6MjMzlZGRoS1btqhZs2by9fXVyy+/rNjYWBUXF+v06dPq1KmTcnJyNH/+fJ08eVI1a9Z01+BwOFRUVFTh5zZ79mwNGzZMAwYMIOACVQQBFAAAwMsVFxerVq1auv/++9WnTx/t3btXderU0bVr12SMUW5urhwOhwIDA1VYWCgfHx/NnDlTqamp6tixo0JDQzV06FD3FN7Ro0frypUrlVrz5cuXlZSUpHfffVc///nPtXDhwko9HoCKQQAFAACoxrp3765Vq1bpwoULkqSLFy/qxz/+sRITEyVJy5cvV8uWLRUTE6MPPvhAS5Ys0a9+9SsNHDhQX3zxhSZMmKAHHnhAgYGBatGihbKzsxUUFCTLsiSVBEFJysjIkK+vr8aOHatHH31UBQUFFXYOpS1qJJUEZ0nuWgDc+YwnfmGjo6Otb58XBQAAgMr19ttv67XXXpPD4VC7du00Y8YMjRo1yr0I0ZIlS9SsWTONHDlS/v7+7sWG/vjHP6pfv37avn27EhIStGHDBuXl5Wny5MnatWuXiouLFRoaqg0bNmjOnDl65513VKNGDTVu3Fjvvfee6tWrVyH1u1wuPfDAA0pOTlZUVJQGDx6s/v37y+Vyaf/+/crNzdWCBQsUGhpaIccDUH7GmBTLsqJvaieAAgAAQJJGjhypfv36adCgQeXaz+Ed27QjcZkuXzivOvUbqMsTT6tll27/9v5cLpd69uypo0ePSpJ+97vfqbCwUP/1X/9VrjoBVJ5bBVBWwQUAAPAyS5cuVXJyst54441b9lm7dq2aN2+uVq1afe++cr84q5yPXLqWVSBHkJ+uhFzVpo1vqOjrkim4l8+f06Y3S45TnhDq5+fnfu1wOJSXl6exY8cqJydHkjR69Gj31FwAdy4CKAAAQDV3/RTa77N06VL367Vr16pfv35q1aqVAgICSl1UKPeLs8r676OyCkvuxbyWVaAaXxSrSY0wnfj6sLtf0dcF2pG4rFwBtDRvvvlmhe4PQOVjESIAAIAqyOVyqUWLFho5cqSaN2+up556Sps3b1bnzp0VHh6uPXv26OLFi/qP//gPjR49WklJSdq3b1+p++nevbucTqd69OihEydOaNeuXfrggw/00ksvKSoqSpZluVe8dTqdGjhwoC5duqSUd7ar71tj3Pv6Z3amei8eI2fdrjcd5/KF85X5cQCoIrgHFAAAoApwuVzq3bu3OnbsqF27dqlVq1Zav369nE6nrly5IofDofDwcJ0/f15nzpxRVlaWHnvsMYWHh6tr1676xS9+ofz8fCUlJal37946cuSImjRpIl9fX40fP16WZWnBggX66quvdPfdd8vPz0/Tp0/XoEGDFBAQoLCwMM2aNUtz5sxRSEiIatasqS+3pCrl5EG1/lG4Fg6YrhX7Nupvyau0f+IGrf5HggqKivT7//1Ev+rbTUGNfqSxC5d4+mMEYJNb3QPKCCgAAEAVcezYMb344otKT0/X8ePHVbt2be3du1cJCQnKzc1V//79tWPHDm3evFl169bVhg0bNHz4cElSgwYNdOHCBU2bNk0tW7ZUfHy8tm3bpr1792rAgAGSpEuXLqmwsFD79++Xy+XS+fPfjVpeuHBBv/nNbzRz5kzNnj1ba9as0eCYxzWp8wg1CqivaZvn6eNjSXI2jtB2125J0uFTZxXRuKH8/GuqyxNPV8hnkHl6nZKSumjL1geUlNRFmafXVch+AdiDe0ABAACqiNDQULVp00aSFB4erkuXLskYozZt2ig3N1fXrl1TfHy8Dh06pJMnT5a6j61bt+rcuXPKz8/Xzp07JUknTpyQJHXr1k3r1q2Tv7+/goKCdO7cOUlSYWGhzp49q/fee09du3bV8ePHlZubqxEvjdXBt5O0MX2bvso+rWZBTfREu376fxd3q1tEQ6UmJavHg20VN3Z8hdz/mXl6ndLTp6q4OE+SlF9wSunpUyVJwY0HlHv/ACofI6AAAABVxPUrwfr4+MgY435tWZYSExPVrVs3ffTRR2rWrJnuuusuLV++XFLJCGaDBg3k4+OjF154QU888YRSU1PVt29fpaWlSSqZ5tulSxdJkq+vr3vhIV9fX9WpU0d/+9vfJMn9vM/a7RopakysHL6+yisqUP92cYqfMlK7j+3ToFl/ULbPXfrD/3xYYYsPZRxPcIfPbxUX5ynjeEKF7B9A5WMEFAAAoJq4evWqmjZtKknKyspSUFCQUlJStGTJEl26dEmffPKJEhMTtXnzZrVo0UKS9Oyzz+oPf/iDjh49KsuytGvXLklS06ZNlZiYqE2bNkmSPv74Y/Xs2VPBwcF66KGHFBsbq8TERA0fPlwtHnZq38p0jfnzi/pRSIg6dOigSZMmqV+/fnI4HBV2fvkFmbfVDuDOQwAFAACoggICAjR37lz3dtOmTTVv3jyNGDFCtWvX1tixY/Xuu+9q7dq17sewOJ1OhYeHa/Lkyfr0008VGRmp0NBQbd261f1s0GbNmkmS6tatq1dffVWxsbEKCAhQ+/btlZmZqf79+ysuLk4+HTrrhXFjNXr6LNWsW09//jxNISEhkqQhQ4YoPj5e27dvr9Bz9vcLVn7BqVLbAVQNrIILAACA27Lm9EVN+fKfyiv+7u/Imj5GCRH36qeN61Xacf/1HlBJ8vGpqRYtXuUeUOAOc6tVcBkBBQAAwG35bUbmDeFTkppmntBnuz/S/vyrCgwMVI8ePeR0Oiv0uN+GzIzjCcovyJS/X7DC7p9C+ASqEAIoAAAAbsvJgsIbth848091PZKqGsXXJEnZ2dlav369JFVKCCVwAlUXq+ACAADgtjT1q3HD9kP//5A7fH6rsLBQW7ZssbMsAFUAARQAAAC35ZdhwarpY9zbAQV5pfbLzs62qyQAVQQBFAAAALflp43rKSHiXt3jV0NGUp5/rVL7BQYG2lsYgDse94ACAADgtv20cT33irf76vto/fr1Kiz87t7QGjVqqEePHp4qD8AdigAKAACAcvl2oaEtW7YoOzu70lbBBVD1EUABAABQbk6nk8AJ4AdxDygAAAAAwBYEUAAAAACALQigAAAAAABbEEABAAAAALYggAIAAAAAbEEABQAAAADYggAKAAAAALAFARQAAAAAYAsCKAAAAADAFgRQAAAAAIAtCKAAAAAAAFsQQAEAAAAAtiCAAgAAAABsQQAFAAAAANiCAAoAAAAAsAUBFAAAAABgCwIoAAAAAMAWBFAAAAAAgC0IoAAAAAAAWxBAAQAAAAC2IIACAAAAAGxBAAUAAAAA2IIACgAAAACwBQEUAAAAAGALAigAAAAAwBYEUAAAAACALQigAAAAAABbEEABAAAAALYggAIAAAAAbEEABQAAAADYggAKAAAAALAFARQAAAAAYAsCKAAAAADAFgRQAAAAAIAtCKAAAAAAAFsYy7LsP6gx5yT9w/YDV18NJJ33dBGwFdfcu3C9vQvX27twvb0L19u7ePv1vs+yrIb/2uiRAIqKZYxJtiwr2tN1wD5cc+/C9fYuXG/vwvX2Llxv78L1Lh1TcAEAAAAAtiCAAgAAAABsQQCtHt70dAGwHdfcu3C9vQvX27twvb0L19u7cL1LwT2gAAAAAABbMAIKAAAAALAFAbSaMMZMN8acNMakfvP1mKdrQuUzxrxojLGMMQ08XQsqlzFmljFm3ze/35uMMU08XRMqjzHmNWNM+jfX/H+MMUGergmVxxgTb4w5aIwpNsawYmY1ZYzpbYz50hhzzBjzC0/Xg8pjjFlsjDlrjDng6VruRATQ6mWuZVlR33x96OliULmMMfdKipN0wtO1wBavWZbltCwrStIGSdM8XA8q18eSWluW5ZR0RNIvPVwPKtcBST+R9KmnC0HlMMY4JC2U1EdSK0lPGmNaebYqVKKlknp7uog7FQEUqLrmSnpZEjdyewHLsnKu26wtrnu1ZlnWJsuyir7Z/LukezxZDyqXZVmHLcv60tN1oFLFSDpmWVaGZVlfS0qUNMDDNaGSWJb1qaSLnq7jTkUArV7GfzNda7Expq6ni0HlMcYMkHTSsqw0T9cC+xhjXjXG/FPSU2IE1JuMlvS/ni4CQLk0lfTP67a/+qYN8Dq+ni4AZWeM2SypcSk/mirpz5JmqWRUZJakP6jkjxZUUT9wvX+lkum3qEa+75pblrXOsqypkqYaY34pabykV2wtEBXqh673N32mSiqStNzO2lDxynK9AcAbEECrEMuyHi1LP2PMX1VyjxiqsFtdb2NMG0mhktKMMVLJ1Ly9xpgYy7JO21giKlhZf8dVEkY+FAG0Svuh622MGSmpn6QeFs9Mq/Ju4/cb1dNJSfdet33PN22A12EKbjVhjAm+bnOgShY0QDVkWdZ+y7IaWZYVYllWiEqm8TxI+KzejDHh120OkJTuqVpQ+YwxvVVyj3d/y7KueroeAOX2uaRwY0yoMeYuSU9I+sDDNQEeYfhH1erBGPOOpCiVTMF1SXrWsqxMT9YEexhjXJKiLcs67+laUHmMMWskRUgqlvQPSeMsy+Jfz6spY8wxSX6SLnzT9HfLssZ5sCRUImPMQEkLJDWUlCUp1bKsXh4tChXum0fkvS7JIWmxZVmverYiVBZjzPuSYiU1kHRG0iuWZb3l0aLuIARQAAAAAIAtmIILAAAAALAFARQAAAAAYAsCKAAAAADAFgRQAAAAAIAtCKAAAAAAAFsQQAEAAAAAtiCAAgAAAABsQQAFAAAAANji/wDXw0NSiV2VHQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_date = '1950-01-01'\n",
    "end_date = '1951-12-31'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df_3 = df.loc[date_range] # choose relevant telegrams from the Korean war\n",
    "print(\"1950 - 1951: Korean War\\nTelegrams available: \", len(df_3))\n",
    "\n",
    "documents = []\n",
    "documents.extend(list(parse_and_train(df_3)))\n",
    "model = gensim.models.Word2Vec (documents, vector_size=150, window=5, min_count=2, workers=4)\n",
    "model.train(documents,total_examples=len(documents),epochs=10)\n",
    "tsne_plot(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1952 - 1953: Aftermath\n",
      "Telegrams available:  7\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_date = '1952-01-01'\n",
    "end_date = '1953-07-30'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df_4 = df.loc[date_range] # choose relevant telegrams from the Korean war\n",
    "print(\"1952 - 1953: Aftermath\\nTelegrams available: \", len(df_4))\n",
    "\n",
    "documents = []\n",
    "documents.extend(list(parse_and_train(df_4)))\n",
    "model = gensim.models.Word2Vec (documents, vector_size=150, window=5, min_count=2, workers=4)\n",
    "model.train(documents,total_examples=len(documents),epochs=10)\n",
    "tsne_plot(model)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "0600588c3b5f4418cbe7b5ebc6825b479f3bc010269d8b60d75058cdd010adfe"
  },
  "kernelspec": {
   "display_name": "Python 3.7.6 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}