notebooks/Classifier.ipynb

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   "source": [
    "# Telegram Mining (Notebook Identifizierung von Autoren)\n",
    "\n",
    "**Master-Thesis: Social Media & Text Mining am Beispiel von Telegram**\n",
    "\n",
    "Maximilian Bundscherer\n",
    "\n",
    "Informatik Master\n",
    "\n",
    "**Hinweis**: Die Abschnitte ``Arbeitungsumgebung initialisieren`` und ``Chats laden und aufbereiten`` werden im Notebook ``Telegram.iypnb`` bereits ausführlich beschrieben und werden daher hier übersprungen. "
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   },
   "source": [
    "## Arbeitsumgebung initialisieren\n",
    "\n",
    "Siehe Beschreibung im Notebook ``Telegram.ipynb``"
   ]
  },
  {
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   "source": [
    "# Import default libs\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import re\n",
    "import os\n",
    "import sys\n",
    "import demjson\n",
    "import requests\n",
    "import networkx as nx\n",
    "import warnings\n",
    "from pprint import pprint\n",
    "from urllib.parse import urlparse\n",
    "from collections import Counter\n",
    "from pathlib import Path\n",
    "from lxml.html import fromstring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "stunning-washer",
   "metadata": {
    "execution": {
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   "source": [
    "# Hide DeprecationWarning\n",
    "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)"
   ]
  },
  {
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   "id": "respected-trail",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: demoji in /opt/conda/lib/python3.8/site-packages (0.4.0)\n",
      "Requirement already satisfied: colorama in /opt/conda/lib/python3.8/site-packages (from demoji) (0.4.4)\n",
      "Requirement already satisfied: requests<3.0.0 in /opt/conda/lib/python3.8/site-packages (from demoji) (2.25.1)\n",
      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0->demoji) (4.0.0)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0->demoji) (2.10)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0->demoji) (1.26.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0->demoji) (2020.12.5)\n"
     ]
    }
   ],
   "source": [
    "!{sys.executable} -m pip install demoji"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "governing-great",
   "metadata": {
    "execution": {
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    "tags": []
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   "outputs": [],
   "source": [
    "import nltk\n",
    "import demoji\n",
    "\n",
    "# Sklearn\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.dummy import DummyClassifier\n",
    "\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "coral-jungle",
   "metadata": {
    "execution": {
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    },
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   },
   "outputs": [],
   "source": [
    "dictGloStopwatches = dict()\n",
    "\n",
    "# Start timer (for reporting)\n",
    "def gloStartStopwatch(key):\n",
    "    print(\"[Stopwatch started >>\" + str(key) + \"<<]\")\n",
    "    dictGloStopwatches[key] = time.time()\n",
    "\n",
    "# Stop timer (for reporting)\n",
    "def gloStopStopwatch(key):\n",
    "    endTime     = time.time()\n",
    "    startTime   = dictGloStopwatches[key]\n",
    "    print(\"[Stopwatch stopped >>\" + str(key) + \"<< (\" + '{:5.3f}s'.format(endTime-startTime) + \")]\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "studied-huntington",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to /home/jovyan/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download(\"stopwords\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fixed-repeat",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading emoji data ...\n",
      "... OK (Got response in 0.40 seconds)\n",
      "Writing emoji data to /home/jovyan/.demoji/codes.json ...\n",
      "... OK\n"
     ]
    }
   ],
   "source": [
    "demoji.download_codes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "north-transfer",
   "metadata": {
    "execution": {
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   "outputs": [],
   "source": [
    "# Show all columns (pandas hides columns by default)\n",
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "# Set plot style\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "font = {'size'   : 13}\n",
    "\n",
    "plt.rc('font', **font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "supported-drove",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "dir_var                 = \"./work/notebooks/\"\n",
    "dir_var_output          = dir_var + \"output/\"\n",
    "dir_var_pandas_cache    = dir_var + \"cache/pandas/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "continued-pierce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:54:34.585068Z",
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     "status": "completed"
    },
    "tags": []
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   "outputs": [],
   "source": [
    "def gloReplaceGermanChars(inputText):\n",
    "\n",
    "    inputText = inputText.replace(\"ö\", \"oe\")\n",
    "    inputText = inputText.replace(\"ü\", \"ue\")\n",
    "    inputText = inputText.replace(\"ä\", \"ae\")\n",
    "\n",
    "    inputText = inputText.replace(\"Ö\", \"Oe\")\n",
    "    inputText = inputText.replace(\"Ü\", \"Ue\")\n",
    "    inputText = inputText.replace(\"Ä\", \"Ae\")\n",
    "\n",
    "    inputText = inputText.replace(\"ß\", \"ss\")\n",
    "    \n",
    "    return inputText"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "korean-import",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:54:34.655056Z",
     "iopub.status.busy": "2021-03-27T13:54:34.654496Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Rm unsafe chars\n",
    "def gloConvertToSafeString(text):\n",
    "    text = demoji.replace(text, \"\")\n",
    "    text = gloReplaceGermanChars(text)\n",
    "    text = re.sub(r'[^a-zA-Z0-9\\s]', '', text)\n",
    "    return text\n",
    "\n",
    "# Generate unique chat name\n",
    "def gloConvertToSafeChatName(chatName):\n",
    "    chatName = gloConvertToSafeString(chatName)\n",
    "    return chatName[:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "rapid-recipient",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def gloGetStopWordsList(filterList):\n",
    "\n",
    "    stopwWorldsList = []\n",
    "\n",
    "    deWordsList = nltk.corpus.stopwords.words('german')\n",
    "\n",
    "    enWordsList = nltk.corpus.stopwords.words('english')\n",
    "\n",
    "    aStopwords = []\n",
    "    with open(dir_var + \"additionalStopwords.txt\") as file:\n",
    "        for line in file: \n",
    "            line = line.strip()\n",
    "            if(line != \"\"):\n",
    "                aStopwords.append(line)\n",
    "\n",
    "    for s in filterList:\n",
    "        s = gloReplaceGermanChars(s)\n",
    "        stopwWorldsList.append(s)\n",
    "\n",
    "    for s in deWordsList:\n",
    "        s = gloReplaceGermanChars(s)\n",
    "        stopwWorldsList.append(s)\n",
    "\n",
    "    for s in enWordsList:\n",
    "        stopwWorldsList.append(s)\n",
    "\n",
    "    for s in aStopwords:\n",
    "        s = gloReplaceGermanChars(s)\n",
    "        stopwWorldsList.append(s)\n",
    "\n",
    "    return stopwWorldsList"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "forty-minutes",
   "metadata": {
    "papermill": {
     "duration": 0.031439,
     "end_time": "2021-03-27T13:54:34.790729",
     "exception": false,
     "start_time": "2021-03-27T13:54:34.759290",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Chats laden und aufbereiten\n",
    "\n",
    "Siehe Beschreibung im Notebook ``Telegram.ipynb``"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "metric-moisture",
   "metadata": {
    "papermill": {
     "duration": 0.031562,
     "end_time": "2021-03-27T13:54:34.854006",
     "exception": false,
     "start_time": "2021-03-27T13:54:34.822444",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Identifizierung von Autoren\n",
    "\n",
    "Siehe Beschreibung in ``Thesis.pdf``"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "convenient-ownership",
   "metadata": {
    "papermill": {
     "duration": 0.03143,
     "end_time": "2021-03-27T13:54:34.917493",
     "exception": false,
     "start_time": "2021-03-27T13:54:34.886063",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Chats laden"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "adapted-intervention",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2021-03-27T13:54:34.986458Z"
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     "duration": 0.03746,
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     "exception": false,
     "start_time": "2021-03-27T13:54:34.949153",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "C_USE_CACHE_FILE = \"final-run-24-03.pkl\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "computational-porcelain",
   "metadata": {
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     "start_time": "2021-03-27T13:54:35.018549",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Von Cache Laden"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "small-eugene",
   "metadata": {
    "execution": {
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     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch started >>Cache einlesen<<]\n",
      "[Stopwatch stopped >>Cache einlesen<< (28.593s)]\n"
     ]
    }
   ],
   "source": [
    "gloStartStopwatch(\"Cache einlesen\")\n",
    "dfAllDataMessages = pd.read_pickle(dir_var_pandas_cache + C_USE_CACHE_FILE)\n",
    "gloStopStopwatch(\"Cache einlesen\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "exact-convergence",
   "metadata": {
    "papermill": {
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    },
    "tags": []
   },
   "source": [
    "#### Filtern und anzeigen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "offshore-binary",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:03.875946Z",
     "iopub.status.busy": "2021-03-27T13:55:03.875368Z",
     "iopub.status.idle": "2021-03-27T13:55:18.787163Z",
     "shell.execute_reply": "2021-03-27T13:55:18.786673Z"
    },
    "papermill": {
     "duration": 14.970188,
     "end_time": "2021-03-27T13:55:18.787306",
     "exception": false,
     "start_time": "2021-03-27T13:55:03.817118",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "dfAllDataMessages= dfAllDataMessages[dfAllDataMessages['ftFilePath'].isin(\n",
    "    [\n",
    "        \"DS-05-01-2021/ChatExport_2021-01-05-hildmann\",\n",
    "        \"DS-05-01-2021/ChatExport_2021-01-05-janich\",\n",
    "        \"DS-05-01-2021/ChatExport_2021-01-05-xavier\",\n",
    "        \"DS-05-01-2021/ChatExport_2021-01-05-evaherman\"\n",
    "    ]\n",
    ")]\n",
    "\n",
    "dfAllDataMessages = dfAllDataMessages[dfAllDataMessages.ftQrIsValidText == True]\n",
    "dfAllDataMessages = dfAllDataMessages[dfAllDataMessages.ftTdCleanText != \"\"]\n",
    "dfAllDataMessages = dfAllDataMessages[dfAllDataMessages.ftTdTextLength > 5]\n",
    "\n",
    "dfAllDataMessages[\"from\"] = dfAllDataMessages[\"from\"].apply(gloConvertToSafeChatName)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "unauthorized-mongolia",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:18.859756Z",
     "iopub.status.busy": "2021-03-27T13:55:18.859194Z",
     "iopub.status.idle": "2021-03-27T13:55:18.934349Z",
     "shell.execute_reply": "2021-03-27T13:55:18.933762Z"
    },
    "papermill": {
     "duration": 0.11306,
     "end_time": "2021-03-27T13:55:18.934484",
     "exception": false,
     "start_time": "2021-03-27T13:55:18.821424",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "      <th>game_message_id</th>\n",
       "      <th>score</th>\n",
       "      <th>inviter</th>\n",
       "      <th>contact_vcard</th>\n",
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       "      <th>contact_information.last_name</th>\n",
       "      <th>contact_information.phone_number</th>\n",
       "      <th>place_name</th>\n",
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       "      <td>Dann schreiben wir mal Geschichte!</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>DS-05-01-2021/ChatExport_2021-01-05-hildmann</td>\n",
       "      <td>public_channel</td>\n",
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       "      <td>(Dann schreiben wir mal Geschichte!, [], [], [...</td>\n",
       "      <td>Dann schreiben wir mal Geschichte!</td>\n",
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       "      <td>Dann schreiben wir mal Geschichte!</td>\n",
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       "      <td>Dann schreiben wir mal Geschichte</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>4</th>\n",
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       "      <td>2020-04-28T08:43:27</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Das Video sollte jeder von euch schauen und ve...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>[]</td>\n",
       "      <td>Das Video sollte jeder von euch schauen und ve...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>message</td>\n",
       "      <td>2020-04-28T08:43:31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[SCHAUT ES EUCH AN! 🆘 , {'type': 'link', 'text...</td>\n",
       "      <td>ATTILA HILDMANN</td>\n",
       "      <td>1.003416e+10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-28T08:52:04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DS-05-01-2021/ChatExport_2021-01-05-hildmann</td>\n",
       "      <td>public_channel</td>\n",
       "      <td>True</td>\n",
       "      <td>(SCHAUT ES EUCH AN! 🆘 , [https://www.instagram...</td>\n",
       "      <td>SCHAUT ES EUCH AN! 🆘</td>\n",
       "      <td>[https://www.instagram.com/tv/B_f_sYFqfvw/?igs...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>SCHAUT ES EUCH AN!</td>\n",
       "      <td>[🆘]</td>\n",
       "      <td>[SOS button]</td>\n",
       "      <td>SCHAUT ES EUCH AN</td>\n",
       "      <td>schaut es euch an</td>\n",
       "      <td>21</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "      <td>False</td>\n",
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       "      <td>{'per': [], 'misc': [], 'org': [], 'loc': []}</td>\n",
       "      <td>{'per': [], 'misc': [], 'org': [], 'loc': []}</td>\n",
       "      <td>5.0</td>\n",
       "      <td>{'polarity': 0.0, 'subjectivity': 0.0}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id     type                 date actor  actor_id action title  \\\n",
       "1   2  message  2020-04-28T08:22:29   NaN       NaN    NaN   NaN   \n",
       "4   5  message  2020-04-28T08:43:27   NaN       NaN    NaN   NaN   \n",
       "5   6  message  2020-04-28T08:43:31   NaN       NaN    NaN   NaN   \n",
       "\n",
       "                                                text              from  \\\n",
       "1                 Dann schreiben wir mal Geschichte!  ATTILA HILDMANN    \n",
       "4  Das Video sollte jeder von euch schauen und ve...  ATTILA HILDMANN    \n",
       "5  [SCHAUT ES EUCH AN! 🆘 , {'type': 'link', 'text...  ATTILA HILDMANN    \n",
       "\n",
       "        from_id file media_type mime_type  duration_seconds  \\\n",
       "1  1.003416e+10  NaN        NaN       NaN               NaN   \n",
       "4  1.003416e+10  NaN        NaN       NaN               NaN   \n",
       "5  1.003416e+10  NaN        NaN       NaN               NaN   \n",
       "\n",
       "                edited thumbnail  width  height photo forwarded_from  \\\n",
       "1                  NaN       NaN    NaN     NaN   NaN            NaN   \n",
       "4                  NaN       NaN    NaN     NaN   NaN            NaN   \n",
       "5  2020-04-28T08:52:04       NaN    NaN     NaN   NaN            NaN   \n",
       "\n",
       "  poll.question poll.closed  poll.total_voters poll.answers sticker_emoji  \\\n",
       "1           NaN         NaN                NaN          NaN           NaN   \n",
       "4           NaN         NaN                NaN          NaN           NaN   \n",
       "5           NaN         NaN                NaN          NaN           NaN   \n",
       "\n",
       "   message_id  reply_to_message_id  location_information.latitude  \\\n",
       "1         NaN                  NaN                            NaN   \n",
       "4         NaN                  NaN                            NaN   \n",
       "5         NaN                  NaN                            NaN   \n",
       "\n",
       "   location_information.longitude  live_location_period_seconds via_bot  \\\n",
       "1                             NaN                           NaN     NaN   \n",
       "4                             NaN                           NaN     NaN   \n",
       "5                             NaN                           NaN     NaN   \n",
       "\n",
       "  performer                                    ftFilePath      ftChatType  \\\n",
       "1       NaN  DS-05-01-2021/ChatExport_2021-01-05-hildmann  public_channel   \n",
       "4       NaN  DS-05-01-2021/ChatExport_2021-01-05-hildmann  public_channel   \n",
       "5       NaN  DS-05-01-2021/ChatExport_2021-01-05-hildmann  public_channel   \n",
       "\n",
       "   ftIsJsonFormatted                                     tmpExtractedTD  \\\n",
       "1              False  (Dann schreiben wir mal Geschichte!, [], [], [...   \n",
       "4              False  (Das Video sollte jeder von euch schauen und v...   \n",
       "5               True  (SCHAUT ES EUCH AN! 🆘 , [https://www.instagram...   \n",
       "\n",
       "                                            ftTdText  \\\n",
       "1                 Dann schreiben wir mal Geschichte!   \n",
       "4  Das Video sollte jeder von euch schauen und ve...   \n",
       "5                              SCHAUT ES EUCH AN! 🆘    \n",
       "\n",
       "                                            ftTdUrls ftTdHashtags ftTdBolds  \\\n",
       "1                                                 []           []        []   \n",
       "4                                                 []           []        []   \n",
       "5  [https://www.instagram.com/tv/B_f_sYFqfvw/?igs...           []        []   \n",
       "\n",
       "  ftTdItalics ftTdUnderlines ftTdEmails  \\\n",
       "1          []             []         []   \n",
       "4          []             []         []   \n",
       "5          []             []         []   \n",
       "\n",
       "                                       ftTdCleanText ftTdEmojis  \\\n",
       "1                 Dann schreiben wir mal Geschichte!         []   \n",
       "4  Das Video sollte jeder von euch schauen und ve...         []   \n",
       "5                              SCHAUT ES EUCH AN!           [🆘]   \n",
       "\n",
       "  ftTdEmojisDesc                                       ftTdSafeText  \\\n",
       "1             []                 Dann schreiben wir mal Geschichte    \n",
       "4             []  Das Video sollte jeder von euch schauen und ve...   \n",
       "5   [SOS button]                              SCHAUT ES EUCH AN       \n",
       "\n",
       "                                   ftTdSafeLowerText  ftTdTextLength  \\\n",
       "1                 dann schreiben wir mal geschichte               34   \n",
       "4  das video sollte jeder von euch schauen und ve...             100   \n",
       "5                              schaut es euch an                  21   \n",
       "\n",
       "   ftQrIsValidText  ftQrIsEdited  ftQrIsForwarded  ftQrCoPhotos  ftQrCoFiles  \\\n",
       "1             True         False            False         False        False   \n",
       "4             True         False            False         False        False   \n",
       "5             True          True            False         False        False   \n",
       "\n",
       "   ftQrCoUrls  ftQrCoHashtags  ftQrCoBolds  ftQrCoItalics  ftQrCoUnderlines  \\\n",
       "1       False           False        False          False             False   \n",
       "4       False           False        False          False             False   \n",
       "5        True           False        False          False             False   \n",
       "\n",
       "   ftQrCoEmails  ftQrCoEmojis  \\\n",
       "1         False         False   \n",
       "4         False         False   \n",
       "5         False          True   \n",
       "\n",
       "                                      ftTrNerRoberta  \\\n",
       "1      {'per': [], 'misc': [], 'org': [], 'loc': []}   \n",
       "4  {'per': [], 'misc': [], 'org': [], 'loc': ['▁C...   \n",
       "5      {'per': [], 'misc': [], 'org': [], 'loc': []}   \n",
       "\n",
       "                                     ftTrNerBert  ftTrSenBert  \\\n",
       "1  {'per': [], 'misc': [], 'org': [], 'loc': []}          5.0   \n",
       "4  {'per': [], 'misc': [], 'org': [], 'loc': []}          5.0   \n",
       "5  {'per': [], 'misc': [], 'org': [], 'loc': []}          5.0   \n",
       "\n",
       "                                  ftSenTb author saved_from members  \\\n",
       "1  {'polarity': 0.0, 'subjectivity': 0.0}    NaN        NaN     NaN   \n",
       "4  {'polarity': 0.0, 'subjectivity': 0.0}    NaN        NaN     NaN   \n",
       "5  {'polarity': 0.0, 'subjectivity': 0.0}    NaN        NaN     NaN   \n",
       "\n",
       "  game_title game_description game_link  game_message_id  score inviter  \\\n",
       "1        NaN              NaN       NaN              NaN    NaN     NaN   \n",
       "4        NaN              NaN       NaN              NaN    NaN     NaN   \n",
       "5        NaN              NaN       NaN              NaN    NaN     NaN   \n",
       "\n",
       "  contact_vcard contact_information.first_name contact_information.last_name  \\\n",
       "1           NaN                            NaN                           NaN   \n",
       "4           NaN                            NaN                           NaN   \n",
       "5           NaN                            NaN                           NaN   \n",
       "\n",
       "  contact_information.phone_number place_name address  \n",
       "1                              NaN        NaN     NaN  \n",
       "4                              NaN        NaN     NaN  \n",
       "5                              NaN        NaN     NaN  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfAllDataMessages.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "improving-difficulty",
   "metadata": {
    "papermill": {
     "duration": 0.034774,
     "end_time": "2021-03-27T13:55:19.004468",
     "exception": false,
     "start_time": "2021-03-27T13:55:18.969694",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Chats aufbereiten"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "multiple-scratch",
   "metadata": {
    "papermill": {
     "duration": 0.0346,
     "end_time": "2021-03-27T13:55:19.074030",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.039430",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Test CountVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "bridal-cloud",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:19.148259Z",
     "iopub.status.busy": "2021-03-27T13:55:19.147705Z",
     "iopub.status.idle": "2021-03-27T13:55:19.150057Z",
     "shell.execute_reply": "2021-03-27T13:55:19.149501Z"
    },
    "papermill": {
     "duration": 0.040888,
     "end_time": "2021-03-27T13:55:19.150183",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.109295",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "test = CountVectorizer(ngram_range=(1, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "aboriginal-demonstration",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:19.224987Z",
     "iopub.status.busy": "2021-03-27T13:55:19.224422Z",
     "iopub.status.idle": "2021-03-27T13:55:19.227703Z",
     "shell.execute_reply": "2021-03-27T13:55:19.227241Z"
    },
    "papermill": {
     "duration": 0.042957,
     "end_time": "2021-03-27T13:55:19.227838",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.184881",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2, 2, 2, 2, 2, 1, 2, 1, 1]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1 = test.fit_transform([\"wordA wordB wordC wordA wordB wordC\"])\n",
    "d1.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "better-williams",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:19.303188Z",
     "iopub.status.busy": "2021-03-27T13:55:19.302613Z",
     "iopub.status.idle": "2021-03-27T13:55:19.305872Z",
     "shell.execute_reply": "2021-03-27T13:55:19.305407Z"
    },
    "papermill": {
     "duration": 0.042538,
     "end_time": "2021-03-27T13:55:19.306008",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.263470",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['worda',\n",
       " 'worda wordb',\n",
       " 'worda wordb wordc',\n",
       " 'wordb',\n",
       " 'wordb wordc',\n",
       " 'wordb wordc worda',\n",
       " 'wordc',\n",
       " 'wordc worda',\n",
       " 'wordc worda wordb']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "blind-produce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:19.413324Z",
     "iopub.status.busy": "2021-03-27T13:55:19.412753Z",
     "iopub.status.idle": "2021-03-27T13:55:19.416065Z",
     "shell.execute_reply": "2021-03-27T13:55:19.415605Z"
    },
    "papermill": {
     "duration": 0.045894,
     "end_time": "2021-03-27T13:55:19.416199",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.370305",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 1, 0, 1, 0, 0, 0, 0, 0]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2 = test.transform([\"wordA wordB\"])\n",
    "d2.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "developed-astrology",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:19.492621Z",
     "iopub.status.busy": "2021-03-27T13:55:19.492061Z",
     "iopub.status.idle": "2021-03-27T13:55:19.495548Z",
     "shell.execute_reply": "2021-03-27T13:55:19.494974Z"
    },
    "papermill": {
     "duration": 0.043415,
     "end_time": "2021-03-27T13:55:19.495680",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.452265",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'analyzer': 'word',\n",
       " 'binary': False,\n",
       " 'decode_error': 'strict',\n",
       " 'dtype': numpy.int64,\n",
       " 'encoding': 'utf-8',\n",
       " 'input': 'content',\n",
       " 'lowercase': True,\n",
       " 'max_df': 1.0,\n",
       " 'max_features': None,\n",
       " 'min_df': 1,\n",
       " 'ngram_range': (1, 3),\n",
       " 'preprocessor': None,\n",
       " 'stop_words': None,\n",
       " 'strip_accents': None,\n",
       " 'token_pattern': '(?u)\\\\b\\\\w\\\\w+\\\\b',\n",
       " 'tokenizer': None,\n",
       " 'vocabulary': None}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.get_params()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "curious-handling",
   "metadata": {
    "papermill": {
     "duration": 0.035977,
     "end_time": "2021-03-27T13:55:19.568273",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.532296",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Test TfidfTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "generic-enemy",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:19.644889Z",
     "iopub.status.busy": "2021-03-27T13:55:19.644331Z",
     "iopub.status.idle": "2021-03-27T13:55:19.646937Z",
     "shell.execute_reply": "2021-03-27T13:55:19.646374Z"
    },
    "papermill": {
     "duration": 0.042436,
     "end_time": "2021-03-27T13:55:19.647062",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.604626",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "test = TfidfTransformer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "freelance-excellence",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:19.730393Z",
     "iopub.status.busy": "2021-03-27T13:55:19.729828Z",
     "iopub.status.idle": "2021-03-27T13:55:19.733002Z",
     "shell.execute_reply": "2021-03-27T13:55:19.732513Z"
    },
    "papermill": {
     "duration": 0.049276,
     "end_time": "2021-03-27T13:55:19.733128",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.683852",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.38490018, 0.38490018, 0.38490018, 0.38490018, 0.38490018,\n",
       "        0.19245009, 0.38490018, 0.19245009, 0.19245009]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.fit_transform(d1).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "informed-fitting",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:19.812162Z",
     "iopub.status.busy": "2021-03-27T13:55:19.811606Z",
     "iopub.status.idle": "2021-03-27T13:55:19.814930Z",
     "shell.execute_reply": "2021-03-27T13:55:19.814373Z"
    },
    "papermill": {
     "duration": 0.044875,
     "end_time": "2021-03-27T13:55:19.815055",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.770180",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.57735027, 0.57735027, 0.        , 0.57735027, 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.        ]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.transform(d2).toarray()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sudden-location",
   "metadata": {
    "papermill": {
     "duration": 0.036838,
     "end_time": "2021-03-27T13:55:19.888622",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.851784",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Features und Balancieren von Autoren"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "rational-hardware",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:19.975020Z",
     "iopub.status.busy": "2021-03-27T13:55:19.974449Z",
     "iopub.status.idle": "2021-03-27T13:55:19.987479Z",
     "shell.execute_reply": "2021-03-27T13:55:19.987913Z"
    },
    "papermill": {
     "duration": 0.06032,
     "end_time": "2021-03-27T13:55:19.988087",
     "exception": false,
     "start_time": "2021-03-27T13:55:19.927767",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "targetDf = dfAllDataMessages\n",
    "\n",
    "targetDf['clText']    = targetDf['ftTdCleanText']\n",
    "targetDf['clFrom']    = targetDf['from']\n",
    "targetDf['clFromId']  = targetDf['from'].factorize()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "cosmetic-nightlife",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:20.077075Z",
     "iopub.status.busy": "2021-03-27T13:55:20.076486Z",
     "iopub.status.idle": "2021-03-27T13:55:20.277666Z",
     "shell.execute_reply": "2021-03-27T13:55:20.277128Z"
    },
    "papermill": {
     "duration": 0.251457,
     "end_time": "2021-03-27T13:55:20.277803",
     "exception": false,
     "start_time": "2021-03-27T13:55:20.026346",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = targetDf['clFrom'].value_counts().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "sitting-gross",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:20.360725Z",
     "iopub.status.busy": "2021-03-27T13:55:20.360166Z",
     "iopub.status.idle": "2021-03-27T13:55:20.363300Z",
     "shell.execute_reply": "2021-03-27T13:55:20.362823Z"
    },
    "papermill": {
     "duration": 0.046919,
     "end_time": "2021-03-27T13:55:20.363431",
     "exception": false,
     "start_time": "2021-03-27T13:55:20.316512",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1                   Dann schreiben wir mal Geschichte!\n",
       "4    Das Video sollte jeder von euch schauen und ve...\n",
       "5                                SCHAUT ES EUCH AN!   \n",
       "6    Billyboy spricht schon heute, APRIL 2020, von ...\n",
       "7    Beachtet sein Grinsen am Anfang und Ende des V...\n",
       "Name: clText, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "targetDf['clText'][:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "reduced-poverty",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:20.444491Z",
     "iopub.status.busy": "2021-03-27T13:55:20.443932Z",
     "iopub.status.idle": "2021-03-27T13:55:20.449536Z",
     "shell.execute_reply": "2021-03-27T13:55:20.448929Z"
    },
    "papermill": {
     "duration": 0.047722,
     "end_time": "2021-03-27T13:55:20.449669",
     "exception": false,
     "start_time": "2021-03-27T13:55:20.401947",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    30740\n",
       "0    22885\n",
       "2    14067\n",
       "3     9103\n",
       "Name: clFromId, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "targetDf['clFromId'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "downtown-courage",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:20.532800Z",
     "iopub.status.busy": "2021-03-27T13:55:20.532232Z",
     "iopub.status.idle": "2021-03-27T13:55:21.161105Z",
     "shell.execute_reply": "2021-03-27T13:55:21.160512Z"
    },
    "papermill": {
     "duration": 0.6723,
     "end_time": "2021-03-27T13:55:21.161247",
     "exception": false,
     "start_time": "2021-03-27T13:55:20.488947",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def getSamples(df, k=9103):\n",
    "    if len(df) < k:\n",
    "        return df\n",
    "    return df.sample(k)\n",
    "\n",
    "targetDf = targetDf.groupby('clFromId').apply(getSamples).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "involved-regular",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:21.276638Z",
     "iopub.status.busy": "2021-03-27T13:55:21.248971Z",
     "iopub.status.idle": "2021-03-27T13:55:21.376155Z",
     "shell.execute_reply": "2021-03-27T13:55:21.376592Z"
    },
    "papermill": {
     "duration": 0.176295,
     "end_time": "2021-03-27T13:55:21.376761",
     "exception": false,
     "start_time": "2021-03-27T13:55:21.200466",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = targetDf['clFrom'].value_counts().plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "excess-strength",
   "metadata": {
    "papermill": {
     "duration": 0.039947,
     "end_time": "2021-03-27T13:55:21.456766",
     "exception": false,
     "start_time": "2021-03-27T13:55:21.416819",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Autor Dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "violent-switch",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:21.542332Z",
     "iopub.status.busy": "2021-03-27T13:55:21.541767Z",
     "iopub.status.idle": "2021-03-27T13:55:21.684219Z",
     "shell.execute_reply": "2021-03-27T13:55:21.683613Z"
    },
    "papermill": {
     "duration": 0.187415,
     "end_time": "2021-03-27T13:55:21.684364",
     "exception": false,
     "start_time": "2021-03-27T13:55:21.496949",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "dfFromId            = targetDf[['clFrom', 'clFromId']].drop_duplicates().sort_values('clFromId')\n",
    "\n",
    "dictFrom_to_id      = dict(dfFromId.values)\n",
    "dictId_to_from      = dict(dfFromId[['clFromId', 'clFrom']].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "electric-brave",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:21.768469Z",
     "iopub.status.busy": "2021-03-27T13:55:21.767906Z",
     "iopub.status.idle": "2021-03-27T13:55:21.770931Z",
     "shell.execute_reply": "2021-03-27T13:55:21.771361Z"
    },
    "papermill": {
     "duration": 0.047036,
     "end_time": "2021-03-27T13:55:21.771507",
     "exception": false,
     "start_time": "2021-03-27T13:55:21.724471",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'ATTILA HILDMANN ',\n",
       " 1: 'Oliver Janich oeffentlich',\n",
       " 2: 'Eva Herman Offiziell',\n",
       " 3: 'Xavier Naidoo inoffiziell'}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dictId_to_from"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "swedish-participant",
   "metadata": {
    "papermill": {
     "duration": 0.039911,
     "end_time": "2021-03-27T13:55:21.851478",
     "exception": false,
     "start_time": "2021-03-27T13:55:21.811567",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Trainieren und Evaluieren"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "premier-formula",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:21.964886Z",
     "iopub.status.busy": "2021-03-27T13:55:21.964264Z",
     "iopub.status.idle": "2021-03-27T13:55:21.988416Z",
     "shell.execute_reply": "2021-03-27T13:55:21.987808Z"
    },
    "papermill": {
     "duration": 0.096924,
     "end_time": "2021-03-27T13:55:21.988559",
     "exception": false,
     "start_time": "2021-03-27T13:55:21.891635",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train size:\t29129\n",
      "Test size:\t7283\n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(targetDf['clText'], targetDf['clFrom'], random_state = 42, test_size=0.20, stratify=targetDf['clFrom'])\n",
    "\n",
    "print(\"Train size:\\t\" + str(len(X_train.index)))\n",
    "print(\"Test size:\\t\" + str(len(X_test.index)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "closed-general",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:22.098681Z",
     "iopub.status.busy": "2021-03-27T13:55:22.083865Z",
     "iopub.status.idle": "2021-03-27T13:55:22.228209Z",
     "shell.execute_reply": "2021-03-27T13:55:22.228645Z"
    },
    "papermill": {
     "duration": 0.197749,
     "end_time": "2021-03-27T13:55:22.228816",
     "exception": false,
     "start_time": "2021-03-27T13:55:22.031067",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = y_train.value_counts().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "fleet-secondary",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:22.337277Z",
     "iopub.status.busy": "2021-03-27T13:55:22.335549Z",
     "iopub.status.idle": "2021-03-27T13:55:22.459407Z",
     "shell.execute_reply": "2021-03-27T13:55:22.458938Z"
    },
    "papermill": {
     "duration": 0.187482,
     "end_time": "2021-03-27T13:55:22.459545",
     "exception": false,
     "start_time": "2021-03-27T13:55:22.272063",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = y_test.value_counts().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "invisible-strap",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:22.551783Z",
     "iopub.status.busy": "2021-03-27T13:55:22.551215Z",
     "iopub.status.idle": "2021-03-27T13:55:36.800891Z",
     "shell.execute_reply": "2021-03-27T13:55:36.800415Z"
    },
    "papermill": {
     "duration": 14.297319,
     "end_time": "2021-03-27T13:55:36.801028",
     "exception": false,
     "start_time": "2021-03-27T13:55:22.503709",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch started >>Transform messages<<]\n",
      "[Stopwatch stopped >>Transform messages<< (14.245s)]\n"
     ]
    }
   ],
   "source": [
    "gloStartStopwatch(\"Transform messages\")\n",
    "\n",
    "count_vect          = CountVectorizer(ngram_range=(1, 3))\n",
    "tfidf_transformer   = TfidfTransformer()\n",
    "\n",
    "# Transform and fit train\n",
    "X_train_counts      = count_vect.fit_transform(X_train)\n",
    "X_train_tfidf       = tfidf_transformer.fit_transform(X_train_counts)\n",
    "\n",
    "# Transform test\n",
    "X_test_counts       = count_vect.transform(X_test)\n",
    "X_test_tfidf        = tfidf_transformer.transform(X_test_counts)\n",
    "\n",
    "gloStopStopwatch(\"Transform messages\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "detected-shanghai",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:36.899651Z",
     "iopub.status.busy": "2021-03-27T13:55:36.899070Z",
     "iopub.status.idle": "2021-03-27T13:55:36.901710Z",
     "shell.execute_reply": "2021-03-27T13:55:36.901131Z"
    },
    "papermill": {
     "duration": 0.054621,
     "end_time": "2021-03-27T13:55:36.901841",
     "exception": false,
     "start_time": "2021-03-27T13:55:36.847220",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def trainAndEvalModel(model, outputFilename):\n",
    "   \n",
    "    gloStartStopwatch(\"Train now model \" + str(model))\n",
    "    model.fit(X_train_tfidf, y_train)\n",
    "    gloStopStopwatch(\"Train now model \" + str(model))\n",
    "\n",
    "    searchStrings = [\"Folge Attila Hildmann\", \"Liebe Eva\", \"Premium Kanal\", \"OneLove\"]\n",
    "\n",
    "    for sS in searchStrings:\n",
    "\n",
    "        sS = str(sS)\n",
    "        print()\n",
    "        print(\"Who has written '\" + sS + \"'?\")\n",
    "        t = tfidf_transformer.transform(count_vect.transform([sS]))\n",
    "        r = model.predict(t)\n",
    "        print(str(r))\n",
    "\n",
    "    y_pred_train        = model.predict(X_train_tfidf)\n",
    "    y_pred_test         = model.predict(X_test_tfidf)\n",
    "\n",
    "    print()\n",
    "    print(\"Train Score:\\t\"  + str(accuracy_score(y_true=y_train, y_pred=y_pred_train)))\n",
    "    print(\"Test Score:\\t\"   + str(accuracy_score(y_true=y_test, y_pred=y_pred_test)))\n",
    "\n",
    "    print()\n",
    "    print(\"Confusion Matrix on test:\")   \n",
    "    conf_mat = confusion_matrix(y_true = y_test, y_pred = y_pred_test)\n",
    "    \n",
    "    fig, ax  = plt.subplots(figsize=(9,9))\n",
    "\n",
    "    plt.title(str(model).replace(\"()\", \"\"))\n",
    "    \n",
    "    sns.heatmap(conf_mat, annot=True, fmt='d',\n",
    "                xticklabels=dfFromId.clFrom.values, yticklabels=dfFromId.clFrom.values)\n",
    "                \n",
    "    plt.ylabel('Actual')\n",
    "    plt.xlabel('Predicted')\n",
    "    \n",
    "    plt.xticks(rotation=45)\n",
    "    plt.yticks(rotation=45)\n",
    "\n",
    "    if(outputFilename != \"\"):\n",
    "        plt.savefig(dir_var_output + outputFilename)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "false-proof",
   "metadata": {
    "papermill": {
     "duration": 0.044607,
     "end_time": "2021-03-27T13:55:36.990974",
     "exception": false,
     "start_time": "2021-03-27T13:55:36.946367",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### LinearSVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "fossil-object",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:37.084381Z",
     "iopub.status.busy": "2021-03-27T13:55:37.083829Z",
     "iopub.status.idle": "2021-03-27T13:55:42.887542Z",
     "shell.execute_reply": "2021-03-27T13:55:42.888002Z"
    },
    "papermill": {
     "duration": 5.852256,
     "end_time": "2021-03-27T13:55:42.888167",
     "exception": false,
     "start_time": "2021-03-27T13:55:37.035911",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch started >>Train now model LinearSVC()<<]\n",
      "[Stopwatch stopped >>Train now model LinearSVC()<< (5.147s)]\n",
      "\n",
      "Who has written 'Folge Attila Hildmann'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Who has written 'Liebe Eva'?\n",
      "['Eva Herman Offiziell']\n",
      "\n",
      "Who has written 'Premium Kanal'?\n",
      "['Oliver Janich oeffentlich']\n",
      "\n",
      "Who has written 'OneLove'?\n",
      "['Xavier Naidoo inoffiziell']\n",
      "\n",
      "Train Score:\t0.9754883449483333\n",
      "Test Score:\t0.690924069751476\n",
      "\n",
      "Confusion Matrix on test:\n"
     ]
    },
    {
     "data": {
      "image/png": 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GX+T07NuVlV9/xG+xu4hO2Jurrf894cRc+JVDcZH2Y86CafZ2dw935n84k20/rSPmwq+MGP2/Wx1+kdO3/12s3/QZsWf2cf7y4Tztg+7pzS/7t3A6IYrN363ktoZ1c7U3vL0eEVtXcTohil/2b2HgoPBbFXrBZ7Xm71GIqRtaipUSvr7c3bcHaenpvPrG29e9JurgEXb8uIcypQKu2772swUEB5Zx+B2vjh1Jzzs73ZR4i6Mrl5P4YOFSPD09mDn7tVxtGRmZrFu7iamT32bzdysdPqNlk66cPXMuv0MtFq5cTmLxouV4eLoz9a2X87THxZyiXRMHv3jZbOzZvY/Fi5Yx5qWn8znS4uHypSQWLfgUDw8PZs2ZmKutRcvGzJz1Gvff8zg/fL+bRx8fwudfLKLJbWFcvZqMn58PK778gLmzF9K9yz20at2UTz6bx4kTcfy0e6+DbxRRsijFTOvm2ZWo3b/sv257RkYGL02ZxctjnuL5l6feytDk/3337fcAtGrTLE/b70ej+f1o9K0OqVjbvmUnAC1aN/nH96anZ7Bo/ifZ/zst46bGVVxt+XYHAK3bNs/T9sDQQaxbs4nvtmT/f+jtWQt4+JH7uavnHSxb+iU9et1JWmoas996H4Ct3/3A12s3M2TYICWLoB1c/oK6oUWu8c6iT2nW+DYa1qvt8JrBDz9D27sGMfTJ56+bdE5/+31adR1AvyFP8PlX6/MzXHFg47crOHR8F1+tW3zdpFNunrLlg9lz6Dt+jNrM3IVvULFSeWeHVGzVq1+LfXsP5Dq3/9eD1Ktf297+677cQzt+3febvV3EEVUWRf7fgUNH2fTdDlZ99M512/1L+PHpe29Sp2Y1Mi1ZfLluI4+NnsDSBbOoWS0UgEkvjqZuzeq4mdz46Zf9PPf/1cmBvbvfsvcozhIvXqJr54Hs//Ugbm6uDL6vH8tWLqBr54Ec/O2Is8Mrcnbv/JkubfoSEx1H6TIBjH3pGT794n3ubNefVHOqs8Mrdnx8fEhKuprr3JUrSfj6+txQe7FXyMcV5idVFiWPU6dOkZX135YQiIiIYOzYsYwdO/YmRZW/MjMzmTD5LV4c/QReXp7XvcbLy5Pb6tXGzc0NL08P7h0Qzu0N6rJpyw77NU1vb4CXlydurq60ataIB+7uw7prJslI/kpJMfPznl/JzMzEbE5l4ftLiPzxZ3r17urs0IqkuNhTnDgei81m43zCRcaMfIWg4DI0atLA2aEVS8nJyfj5+eY6V6KEH1evJt9Qu4gjqixKLuvWrWPLli0MHTqUevXqYTT+u98nwsLCCAsLAyDzQsEfY5ZwIZFjJ2IZ8+ob9nNJV5N5ffpcvt/1E9NeGXPd+4xGAzZsDp9rNBj/sl3yn81qxWAwODuMYsFms2Gz2fTP20kORB3OM/u5foParF2z0d7eo2eXXO0NbqvDgahDtyzGAk1jFh1SZVFy6dKlC6VLl+bLL7/kwIEDWItYWT4rK4v09AwyMzOB7AH46ekZBAeWZvMXH7Pyo7n2o0zpAJ5+ZAjjnnkMgF8PHOL36BgsluxnrFi9nj37oujcrhUAZ+LPsfvnX0lPzyArK4uf9u7nk+Vf0rVTO6e9b2FkNBpxdzdhMrkB4O5uwt3dZG+/9rObyQ13d5P9l5rGTW6jVu3quLi44O5u4v6hA2nZuhlfr9t861+kiMj5ebhd5+fR6Y62BJcLAqBEST8mTn+BxMTL/LLnV/v9pmt+Rq6u2T8XV1fVKf4t+/8/3PL+PBZ/tJwevbrQrkNL3NzcePKph3D3cOfrtdl//tet3YSnlycjnh6Om5sb7Tq0pEevLnz84XKnvY8UDvp/rORiMpl49tlnmT59OqtWrQL4TxXGgmbthi28OPlN++fGnbLXGNu48iPKlw3Kda2L0Yifny8lS/gB2esszlmwmAsXEzGZTFStXIm5016hbq3qAKSmpvHGnPeJO3UWgwHKBgXy6LDBDO7f6xa9XdEw8O5w5sz/Yyb6qYQoABrVz16O6JeoP7r1v1z7MQAjHhvLsqVfUimkAuNefJrAoDKkp6dz9PBx7rv7Ufb/aVC/3Li+g3ry5jt/LNHy+9mfAWh12520aNOUabNewdfPh+SrKezZvZd7+/4Pc8of4xW/273WPumleavGPDPmcVYsXc3oJ1+8tS9SRAy6pzfz3vujByT+4kEAGtRpz4+7fubZZ15m9pxJBAUHcvC3Iwzs+5C9mznpylUG9n2I6W++wrgXR3IuPoHRT7+kmdA5ilhx5GYy2Gw29ZEVczt27MDf358aNWpgMBhwc3MjIyODN998k5SUFAYMGEDdunVxcXH5V88vDN3QxUm5qt2cHYJcw9PF9PcXyS11NUOTcwqaS8nH8v07UjfOzdfne975ZL4+Pz+psljMLV++nC+++AIvLy9KlixJ1apVqV69Ok2bNmXMmDFMmzaN9euzl3/5LwmjiIiIFE5KFou56tWrExoaSkhICN7e3pQsWZJvvvmGb775hjJlylCxYkU2b97M1atXuffee6lTp46zQxYREbn51A3tkJLFYmr79u20bduWRo0akZWVxbp16wgJCaFVq1Z0796dy5cvs2nTJiwWCwBnz56ldOnSTo5aREREbjUli8XQwYMH+eqrrzh69CgPPfQQTZs2xWazsXr1ar744gu6dOlC5cqVGTx4MJA9Q9rT05MSJUo4OXIREZF8osqiQ0Vjiqv8I1WqVKF79+6cPn2aRYsWYbPZaNasGb179yYuLo6IiAhOnDhhvz44OFiJooiISDGlZLEY8vDwoHXr1rRq1Yq4uDh7wti0aVPCw8M5efIk69atIy4uztmhioiI3Bo2a/4ehZiSxWLi888/Z9myZZw6dYqLFy/i6elJp06d6NixIydPnmTBggX2hPHOO+8kKSkJPz8/Z4ctIiIiTqYxi8XAjz/+aF9gOy4ujuPHj9O8eXNCQ0OpV68eZrOZgwcPsnjxYh544AFatWpFo0aN8PDwcHLkIiIit4jGLDqkZLEYqFKlCgMGDOCHH36gVq1a9OrVi507d/LFF1+wdetWEhMT8fLyYs+ePXh5eTFgwADc3d2dHbaIiIgUAEoWizCr1YrRaCQwMJB27dphsVjYuHEjlSpV4sEHH8RqtXL06FGOHj3K4cOHMZvNtGzZEgCDweDk6EVERG6hQj6uMD8pWSzCrt3POTAwkM6dO2O1WlmwYAH33HMPbdq0oVatWtSqVYu77rqLrKwsTCZtPSYiIiJ/ULJYBM2ePZuLFy/Su3dvypYtS9myZQEoU6YMnTt3BuCzzz7D1dWVFi1aAODi4qKt/EREpPjSmEWHlCwWMampqfz666+kpKSwatUqzGYznTp1on79+lSuXJmgoCC6du2KwWBg/vz5GI1GmjVr5uywRUREpIBSsliEWK1WPD09CQ8P58iRI7Rq1Yr4+HhWrVrFjh07KF++PD169KBixYqEh4fj5uZGpUqVnB22iIiI82nMokNaZ7EIyRmjGBoaytGjR/H29qZ///689957VK5cmZ07dzJv3jyee+45Tpw4Qd++fQkODnZy1CIiIlKQqbJYBERHR1OxYkXc3NwAaNCgAQ0aNGDZsmXcfvvtnD59ml9//ZXHH38cT09PDhw4QIkSJXJNgBERESnWNGbRISWLhdysWbOIjIzkmWeeoVGjRri6Zv9ImzRpwsmTJ/niiy/YuHEjffr0oX379gAaoygiIiI3TKWlQi4pKQmr1cqiRYvYvXs3FosFgFatWgGwfPly7r33Xrp27YrNZnNmqCIiIgWX1Zq/RyGmymIhlbPgdu/evalSpQpms5l33nnHvr+zyWSie/furF27ltDQUEALbYuIiMg/p2SxkMoZb1iyZEmioqIYMWIE5cqVY968eTzxxBO0atWKunXr8v7773PkyBEqVqzo5IhFREQKsALQ+/bDDz+wceNGYmNjSU9PZ9myZfa2bdu2sXnzZk6fPo3RaKRq1arcd999uVY1OX78OAsXLuTkyZP4+/szYMAA2rVrZ2+/cuUKCxYsYP/+/bi5udGxY0cGDx78t3MYlCwWMqtWraJUqVK0adMGg8FApUqVaNmyJUuXLuX5558nKSmJefPmAdld0ffeey81a9Z0ctQiIiIFXAHoKvb29qZLly5kZGTw/vvv52pLTU1l4MCB1KhRAxcXF1auXMnEiROZO3cuJpMJs9nM5MmT6dmzJ6+99hqHDh1i+vTpBAcHU6NGDQDefvttPD09effdd7l69SqTJ0/Gx8eH3r17/2VcShYLkQ0bNvD5558DcOrUKcxmM/fccw8NGjQgNjaWhIQEBg8eDGTv4uLq6spdd92l7mcREZFCoGHDhgD89ttvedq6du2a63OfPn348ssvOX36NKGhoURGRmIymQgPD8dgMNCgQQOaNWtGREQENWrUICEhgaioKN5++228vLzw8vIiPDycVatWKVksSkJDQ+ncuTNRUVH4+/tjsViYOHEijRs3JjIyEh8fHx566CEGDx6MyWSifPnyShRFRERuRD5XFiMiIoiIiLB/DgsLIyws7F8/78CBA7i7u9vXS46NjSU0NDTXv/dDQ0PZsWMHADExMXh5eeVaXzk0NJTz589jNpvx8vJy+F1KFguRmjVr4uLiQmpqKjt27ODFF1/k9OnTnDhxAm9vb/z9/cnMzMTNzY3+/fs7O1wRERH5f/81ObzWmTNnePfdd7n//vvx9PQEsrup/5zweXt7YzabAUhLS7tuu6N7r6VksYC7cOECiYmJZGRkUKtWLapVq0afPn347LPPmDRpEs888ww1a9akefPmeHl52RfmFhERkX+gkGz3d+rUKV5//XV69uxJly5d7Oc9PT1JSEjIdW1KSoo9CfTw8LAnjte259z7V5QsFmAff/wx8fHx/P7776SmplK1alW6du1Kq1atGDx4MMuWLWPGjBmMGjWK4OBgrAVgcK6IiIjkj+joaCZPnky/fv3o1q1brraQkBB2796d61xMTAwhISEAVK5cGbPZzLlz5wgKCgLgxIkTlClT5i+riqBFuQusGTNmEB0dzaBBg3jllVd4/fXXyczM5Msvv2Tr1q1UrFiR/v37U65cOV5//XUSEhK0fZ+IiMi/VQAW5bZarWRkZNg32MjIyCAjIwObzcbhw4d5/fXXufvuu/MkipC9O1t6ejpr1qzBYrEQFRVFZGSkves7MDCQ+vXrs2TJEsxmMwkJCaxevZo77rjjb+My2LStR4HzxhtvkJaWxoQJE3INVL106RJvv/02ZrOZMWPGEBAQwNGjR9m8eTMDBgwgMDDQiVE7lnkh2tkhyDXKVc37l4w4j6eLydkhyJ9czUh1dgjyJ5eSj+X7d6QuHpevz/d8YMrfXrN161b78nfXmjt3LvPnz+fgwYOYTLn/zhg/fjy1a9cG4NixYyxatIi4uDj8/f0ZOHDgTVlnUcliAbN27VqWLFnCJ598gslkIiMjA5PJZN+xJT4+nmeffZahQ4faf1vImdRSUClZLFiULBYsShYLHiWLBc8tSRY/Hpuvz/ccMjVfn5+f1G9ZgNhsNipWrEjdunWZOXMmycnJuRJFgKCgIIKDg7l69ar9voKcKIqIiEjhpmSxAMlZRLNfv35kZmby1ltvkZaWhtFotI9fSEtLo1SpUlStWtXJ0YqIiBQhBWDMYkGlZLEAuHYkgNFopHbt2vTr1w+bzcb06dMxm824umZPXN+yZQvJycm59oIUERERyS9KFp0sNTUVg8GQa9mbPyeMM2fOBGD79u2sWrWKhx9+mJIlSzopYhERkSJIlUWHlCw60bp163jzzTdJSkrCaDQ6TBgNBgMPPvggH3zwAS+++CKVK1d2XtAiIiJSrGhRbify8vLCaDTy4YcfMmzYMPz8/OyTWXL+u27duqSnp7N9+3b69OljX1xTREREbqJCsoOLM6iy6AT79+8HoGPHjrRr1w6z2cwHH3xgrzBmZWXZZz/v3LkTgEcffVSJooiIiNxyShZvsf379zNp0iS++eYbDAYDrVq1om3btqSmpvLBBx9w+fJlXFxcAFizZg2zZ88mKCgIDw8PJ0cuIiJSdNmstnw9CjMli7dYnTp1GDp0KEuWLLEnjK1bt7YnjB999BEAmzZt4vPPP2fy5MmUL1/euUGLiIhIsaUxi7fIp59+SsuWLalSpQpdunQBYPHixQB069aN1q1bA9ndzo8//jiXLl1i4sSJWk9RRETkVijkM5bzk5LFW+SXX34hMjKSZ599lkqVKtGlSxcMBgMff/wxNpuN7t2706ZNGywWC1lZWYwZM0ZjFEVERMTp1A2dz3KWw5k5cyalSpXijTfeIDY2FhcXF+644w6GDBnCJ598woYNGwDo0KEDI0eOVKIoIiJyK9ms+XsUYkoW89m1W/W9/PLL+Pr6snDhQmJiYuwJ49ChQ/nwww/ZvHkzAJ6ens4MWUREpPix2vL3KMSULOaT3bt3k56eDmBfBic5OZkrV64QHx/P9OnT7RXGzp078/DDD1O7dm1nhiwiIiKSh5LFfBATE8PMmTP58ssvSU1NxWg0cv78eZ599lm6du3KggULCAwMZNasWURHR+Pq6kpYWBgVKlRwdugiIiLFk7b7c0jJYj6oXLkyzz//PKtXr2bTpk2cOXOGl156ibCwMHr16gVkd0m7ubnx3nvv2bupRURERAoag81mK9wd6QVQzlZ9e/bsYfr06QD079+fAQMGAJCRkYHJZALg/PnzlClTxmmx3gqZF6KdHYJco1zVbs4OQa7h6WJydgjyJ1czUp0dgvzJpeRj+f4d5tmP5uvzvZ5+N1+fn59UWcwHOXs7N2nShAkTJgDg7u5OZmYmNpsNk8lEVlYWQJFPFEVERKRwU7KYT3ISxnr16vHcc8/x6aefsmrVKjIyMgDsW/qJiIhIAWCz5e9RiClZvEmu15t/bYVxzJgxfPnll3z99ddOiE5ERETk39EOLv9BfHw8ZcqUwcXFBYPBAGQnjTn/G/5IGBs1asS4ceMoXbq0s8IVERERRwr5jOX8pGTxX1q4cCGbN2+mffv2VKtWzb7fs8FgsE9wyWE0GrHZbDRs2NBJ0YqIiIj8O0oW/6Wcbfzc3NxYvnw527Zto379+nTr1o0SJUrkuf7aaqOIiIgUMIV8l5X8pDGL/1DO2MTevXtToUIFKlasyJQpUyhbtiyHDh1i5MiRLF68mN9++83JkYqIiIj8d0oW/6GcCqGXlxdlypTh8OHDBAYG8uSTT3LHHXdgNpv5/fffee2113j33XfJzMx0csQiIiLyt2zW/D0KMXVD/0s+Pj506dKFadOmMXDgQDIyMvjkk094/PHHadGiBTExMfj6+uLm5ubsUEVERET+NSWLN+DPM5xzztWqVYuGDRvy7rvvcu7cOfr06UP79u2xWq3UrFnTSdGKiIjIP6Yxiw4pWfwbOVvz/XmGs8FgwMvLi5o1a7J8+XIeeeQROnXqlOc6Ac9ybZ0dglwjZe9iZ4cg1+jVdYazQ5A/2Z3xu7NDEClQlNX8hTVr1jB+/HjMZrN9vcQcORNdunbtSmhoKAkJCQBKFEVERAohm9War0dhpszGAZvNRkhICCVKlGDmzJnXTRghe6JLiRIlOHv2LBaLxUnRioiIiOQPJYvXsXfvXgwGA/Xr16dfv34ATJ8+3Z4wWiwW+xjGPXv2ULVqVQYOHIirq3r1RURECiWrLX+PQkzJ4p+cOHGCqVOnsmbNGoxGI7Vq1aJv374YjUamT59OcnKyPSlcvXo106dPp02bNpQvX97JkYuIiIjcfEoWr7FixQo8PT15/PHH+eyzz+wJY+3ate0J48yZMwHYtGkTn3/+OZMnT6ZcuXJOjlxERET+E62z6JD6Tf/flClTSE1NZcCAAQQHBwMwb948AHr16mVPGL/66iuGDBlCRkYGEydOpGrVqs4MW0RERCRfKVkEZs6cSUpKChMnTgSy931u3749kDdhzMrKIiIign79+hESEuK0mEVEROQmKuTjCvNTsU8W3377bXbv3s1rr70GkGudxGsTRqPRSI8ePahXrx41a9bE3d3daTGLiIjITVbIl7fJT8V6zOIbb7zBxYsXadGiBbNnz+bAgQN51kls3749Tz75JJ988gnffPMNRqNRiaKIiIgUG8W2sjhjxgwuXbrElClTgOyu6Dlz5jBy5Ehq166d69q2bdvi4uJCpUqVnBGqiIiI5Dd1QztULCuLb775JpmZmfZEEWD06NHUrFmTWbNmcejQoTz3tGrVigoVKtzKMEVEREScrtgli2+88QaJiYmMGzcOyB6jmLMry6hRo+wJ4+HDh50ZpoiIiNxKWjrHoWKVLM6ZM4fjx4/bZz1bLBaMRmOubfxGjRpF7dq1ef311zl69KgzwxURERFxumKTLE6fPp2dO3dSqVIldu/eTUZGBq6urths2WMUrk0YR44cSatWrfD19XVmyCIiInKraLs/h4pFsjhx4kRSU1P58MMPKVOmDBs3buTHH3/EarViMBhyJYxZWVkAPPHEE5QtW9aZYYuIiIg4XZFPFg8ePEh6ejovvfQSHh4e3HPPPfj7+7N9+3a+//77PAmji4uLkyMWERGRW81mtebrUZgV6WTRarVSp04d+4LbGRkZ+Pr68uCDD1KyZEmHCaOIiIiIZCuyyeKXX37Jtm3bSE5OxmAwAGAymbBYLHh5edkTxh9++IHvvvvOnjCKiIhIMaQxiw4VyWRx3759LFu2jKVLlzJq1CjWr1/PkSNHAHB1zV6HPCdhdHV1Ze/evaSlpTkzZBEREZECqUju4BIcHIy/vz+tWrUiICCAzZs3s3LlSlq0aEGTJk1o1KgRkJ0wPvHEE6SlpeHl5eXkqEVERMRpCnn1Lz8V2WQxLCyMrVu3MmPGDBo3bsyVK1eYNGkSO3fupHz58nTq1Im6desSHBysRFFERETEgSLZDQ1Qv359XF1d2bNnD2XLlsVkMuHh4UHfvn0pUaIEW7duxc3NzdlhioiISEGgHVwcKpKVRYCaNWsSHBzMtm3bCAwM5M0332TQoEGEhYXRq1cvzGazKooiIiIif6NIVhZzlsDp3bs3R48eZdKkSfTt25ewsDD7Li2enp7ODFFEREQKEs2GdqhIVhZzlsCpUKECQUFB+Pv706VLFyB7l5ZrrxERERERx4pkZTGHj48Pffv25dChQ0RHRzs7HBERESmgbFZbvh6FWZFOFgFq1KhB9erVKVmypLNDERERESl0imQ39LUCAgIYM2YMJpPJ2aGIiIhIQVXIq3/5qcgni4ASRREREflr1sK9vE1+KvLd0CIiIiLy7xWLyqKIiIjIX1I3tENKFkVEREQKgB9++IGNGzcSGxtLeno6y5Yty9W+bds2Vq5cyaVLl6hUqRLDhw+nSpUq9vbjx4+zcOFCTp48ib+/PwMGDKBdu3b29itXrrBgwQL279+Pm5sbHTt2ZPDgwfZlBR1RN7SIiIhIAViU29vbmy5dujBkyJA8bYcPH2bhwoUMHz6cDz/8kObNmzNlyhTMZjMAZrOZyZMn07x5cz788EMefvhhFixYwNGjR+3PePvttwF49913mTx5Mj/99BNr1qz527iULIqIiIgUAA0bNqRNmzYEBQXlaYuIiKBZs2bcdtttuLm50atXL1xdXdm9ezcAkZGRmEwmwsPDcXNzo0GDBjRr1oyIiAgAEhISiIqK4r777sPLy4ugoCDCw8PZvHnz38alZFFERESKPZvNlq/HfxUbG5ury9lgMBAaGkpsbKy9PTQ0NNcOdde2x8TE4OXlRXBwcK728+fP26uTjmjMooiIiEg+i4iIsFf5AMLCwggLC7vh+9PS0vDy8sp1zsvLi9TUVABSU1PztHt7e9sTwevd7+3t7fDeaylZFBEREcnn2dD/NDn8Mw8PjzwVQLPZbO+y9vT0JCEhIVd7SkqKPQm83v0pKSn2e/+KuqFFRERECriQkBBOnDhh/2yz2YiJiSEkJMTeHhMTk+uea9srV66M2Wzm3Llz9vYTJ05QpkyZv6wqgpJFERERkQIxG9pqtZKRkYHFYgEgIyODjIwMbDYbYWFhREZGEhUVhcViYe3atWRmZtKsWTMAmjVrRnp6OmvWrMFisRAVFUVkZKS9mhkYGEj9+vVZsmQJZrOZhIQEVq9ezR133PG3cRlsN2PUpchfcDWVd3YIco2UvYudHYJco1fXGc4OQf5k96XfnR2C/Mml5GP5/h1JD/190vRf+C36+1nHW7duZd68eXnOz507l8DAQLZt28aKFSvs6yw+/PDDuSa9HDt2jEWLFhEXF4e/vz8DBw68KessKlmUfKdksWBRsliwKFkseJQsFjy3Ilm8Muzfjye8ESU+jPj7iwoodUOLiIiIiEOaDS0iIiKivaEdUmVRRERERBxSZVFERETE6uwACi5VFkVERETEIVUWRUREpNizacyiQ6osioiIiIhDqiyKiIiIqLLokJJFEREREU1wcUjd0CIiIiLikCqLIiIiUuxpgotjqiyKiIiIiEOqLIqIiIhozKJDqiyKiIiIiEOqLIpch8FgYPvWr2jZsgkhoU04ffos/fr1YMKLz1C+XDAABw8eZcJL09i+40cnR1t4ffP9HpZ9s42jMadJS89g78q59rZNO39h/vKvSUi8DEC1iuUYcW9PmtStYb/GnJbO20tWs2nnL6SkpRNcqiRTn3mQ2lUqcvZ8Ir2ffj3X92VaLLi7ubHr0zdvyfsVBUOfH0LH8A74+vuRmZ5BVOQB3nvtfc6fOQ9AWL/O3PvMvQQE+hNzOIY5L7zDsahjAHTs3ZGnp47I9TyTh4ndW37ilQdfveXvUhT07X8Xw/93H3Xr1cbLy4MyJWvlah90T2/GjHuKoOAyHPztCM8+8zK/7vsNgGrVQ5n33nSqVg3B1c2NM2fiefedD/n4w+XOeJUCR2MWHVOyKHIdI5/+H2Zzaq5zkZG/0LXbPcTHJ2AwGOjXrwdr13xCpcqNuXIlyUmRFm5+3l4M6tqO9IxMXpu/NFdbgxqVef/lpygTUAKr1crmXXt5fOI8IhZOxs/bC5vNxsip7+FucmPpG88TXDqAU/EX8PQwAVC2TACRS9/K9cwHxs2gRuXyt+z9ioJvV33L5/NXYL5qxt3DnSHPP8D4d8byTJ/R1G1alxGTn+TVh18n6scoej8YzsSPX+PBdsMxJ5v57qvv+O6r7+zP8vL14rM9n7Lliy1OfKPC7fKlJBYt+BQPDw9mzZmYq61Fy8bMnPUa99/zOD98v5tHHx/C518sosltYVy9mkzCufM8+vBoYk6cxGq1UrduTb5ct5i42NN8t+V7J72RFAbqhhb5k+rVq/DoIw/w/NjcValTp84QH58AZFces7Ky8Pb2omLFcs4Is0hofXsdurdtSoWg0nnagksHUCagBAA2GxiNRtLSM4i/cAmAnfsOse/wcSaOeIDg0gEAVAguTamSftf9rt9jz7DvSDQD72ybT29TNJ08fgrzVXP2B0N29aVC1QoAdLunK99/8wO/bP+FzIxMVry7ksyMTFp1bXXdZ4X17Yw52cwPG3beqvCLnC3f7mDVinXExJzM0/bA0EGsW7OJ77Z8T0ZGBm/PWkBGegZ39bwDgKSkZKKPx2K1Zg/Os2HDZrNRrUboLX2HAsuaz0chpsqiXJfVasVoLH6/SxgMBha+P5Mx4yZy+fKVPO0VK5Zj788R+Pr64OLiwvLPV3PgwGEnRFo8nD2fSP9nJpGSlobVaqNr68bUCMmuDP504CgVgsvwwZeb+GrLLrw9PbizdWMev7sHbq4ueZ61YtMObqsZSo3KFW71axR6HXt3YMSkJ/H288aSaeG91xYAUKVOKJtXROS69vhvx6lS5/rJR/f7urHp801kWbLyPebiqF79Wixd8kWuc/t/PUi9+rWBL+3nvv9xHdWqV8Hd3cTB346wasW6WxypFDZKFsUuLS0NDw8PbDYbRqORhIQE4uLiMBqNNGrUyNnh3RJPjRhO/LnzfPXVN4SE5E0qTp48Q+nAOnh5edK/X0/c3U1OiLL4KFsmgB+WzMScls7mnb+QkWmxt11KSuZY3BlaNazNpvcnEX/hEk9MegdPDxP/698t13NS0zP4ettunn9owK1+hSLhu6+28t1XW/Ev40/Xu+8k5vAJADx9vEi5mpLr2uQrKXj5eOV5Rp0mdahUvRIva6xivvHx8SEp6Wquc1euJOHr65PrXJsWPXB1daVVm6a0at0Mc4r5VoZZYNkKefUvPxW/0pFc1/79+xkzZgynTp3CYDAQFxfH+PHjWbFiBYsWLWLGjBn/6HkRERGMHTuWsWPH5lPEN1/VqpV5ZuQjPPX0C397rdmcyuJPPmfEiIfockf7WxBd8ebl4U54p5Z8+vV3/LD3IADenh64GI08dW8v3E1uhJQLZFDX9mzdvT/P/Ru+34PBaKBr68a3OvQi5dL5S6xf+g2vffQqviV9SE024+3rnesanxLemJPzJh933duNX7b/wrmT525VuMVOcnIyfn6+uc6VKOHH1avJea61WCxs37qL0qUDeH7siDztItdSsigANGjQAKPRyJw5c4iLi2PVqlUMHjyYKVOm8MQTT3Dy5EkmTZp0w88LCwtj6tSpTJ06NR+jvrlat2pGmTIB/Lp3C/FnovgpcgMAe3/ezKOPDLnuPa6urlSrpvE+t0pWlpW4s9njRmuGOuhONhjynFqxcQe9OrTA3eSWn+EVCy6uLnh6exIQVIrogyeoVq9qrvYqdaoQffBErnO+JX1o26MtXy9ZfytDLXYORB3mtoZ1c52r36A2B6IOObzHxdWFKtUq53NkhYTGLDqkZFHIysoeP/TWW9kzR99++20MBgONGjXCaDRSq1YtRowYQXx8PFOmTHFmqPlqxco11KjVmsZNu9C4aRd69noAgG7dB/PJkhXcd19/qlatjMFgwMfHmxdfGEmliuX4busPTo688MrKspKekUmmJbt7OT0jk/SMTGw2G2u++5G4swlYrVZSUtN49/P1nL2QSLP6NQEIa9EQfz8f5i37msxMC6fOXeDzjdsJa94w13ccij7JgWOxDOjS5la/XqFnMBjoNaQnJUplTzQqHVyaJyc+QXxcPCePneSbzzbQultrGrZuiKubK/0f6YfJ3cTOP01gCesfRlJiEpERu53xGkWK0WjE3d2EyS37Fx93d5N9OMzij5bTo1cX2nVoiZubG08+9RDuHu58vXYzAJ06t6Vxk9twc3PD1dWVbneFMXBQOBGbtjntfaRw0JhFwXBNJWbatGm88sor7Nq1izvvvJOSJUtiNBqpWrUqI0eO5JVXXuHjjz9myJDrV9oKs9TUNE6fPmv/7Pr/kyTiz50nJcVMjepVePXl5yhdOgCzOZWoqEP0Ch/CoUO/OyvkQm/dtkgmzP3E/rnp3U8D8M27rxN7NoF3PlvHpavJeLqbqB5SnrkvPE7VimWB7G7od196kkkLltP6gWfx9/UhvFMLhoSH5fqOlZt20LRedUIrBN+6FytCmnZqyr0jB+Ph5UFyUjL7d0UxdvB4rFlWfvvpN+a+8A4jpz1FQFAAMYdjeHHIS3m6obsP7sY3n22wz8KVf2/QPb2Z994b9s/xF7OHZTSo054fd/3Ms8+8zOw5kwgKDuTgb0cY2Pcheze0r58PE6eOp2LFcmRZsoiNPcWE8VNYsniFU96loNGYRccMNptNq1AWYzmzns+ePUt0dDStW7cGYPz48WRmZvLMM89Qrlz20jA2m40zZ85QtmzZfzRT2tWkde0KkpS9i50dglyjV9d/Nh5Y8t/uS/oFsKC5lHws37/jQrf8HX9e+pvCW8FVN3QxlpMoxsbG8tJLLxETE8Ply5cBmDx5Mi4uLrz11lucOXMGyK5Ali9fHqPRqAqBiIgULRqz6JCSxWLMaDSSmJjIrFmzGDRoEPfeey8lS5a0J4JTp07Fzc2NV155hQsXLuS5V0RERIo+/Ru/GDl8+DCxsbG5ziUkJFCmTBnCwsKwWq32NRYt/z/hYPLkyTRs2JCAgABnhCwiInJL2Kz5exRmShaLAZvNxoULF1ixYgXu7u652s6dO2dPII1GI5mZmQAkJiYSGRkJwOOPP66uZxERkWJKyWIxYDAYKF26NE8//TTBwcFcunSJuLg4AJo2bYqPjw+LF2dPejCZspdgWLZsGdu3b+fa+U/qehYRkaJKlUXHtHROEffbb7/xww8/MHz4cPz8/DCbzcyfPx8fHx969uxJaGgo3bp1Y/PmzUyaNIkGDRpw9OhR+5qKhusscCwiIlLUFPaELj+pVFSEWa1W4uLiiImJ4ZNPPsFqteLl5UWnTp24ePEimzdv5syZM3Tq1Ilhw4ZhMpk4ffo0gYGBTJ06FVdXV/uC3SIiIlI8qbJYhBmNRjp27IiLiws//PADH330EUOHDqVFixa4urry1VdfsW7dOrp27UqtWrWoVatWrvutVisuLi5Oil5EROQWsqknzRFVFouYa8cY2mw2PDw86NChA+3btyc2NpYPP/wQq9VKkyZN6N27NydPnmTTpk0cPXo0z7M0RlFERESUDRQxBoOBjIwMfvvtNwwGA3FxcXz33Xe0b9+eVq1acfLkyTwJY1RUFIcPH3Z26CIiIk6jCS6OqRu6iLHZbCxZsoSzZ89y8uRJPv/8c/r374+LiwsdOnTAYDCwc+dOe5d048aN8fb2pkaNGs4OXURERAogVRaLGIPBwMCBA8nKyuLDDz+kRYsWdO/eHQB3d3d7hfHUqVPMnTsXq9VKrVq1tI6iiIgUazarIV+PwkzJYhFjsVjw8fHBy8uLChUqYDab+fnnn+3t7u7utGvXjsaNG+Pp6ZnrXo1RFBERkT9TN3QRYbVaMRqNuLpm/0ifeuopMjMzmTNnDhERERgMBho1agTA0aNHueuuu7DZbBgMBvu9IiIixVVhH1eYn5QhFAE5yV58fDxff/0133//PYmJiXh7ezN06FBsNhubN29m+/btzJs3j8WLF9sTxZy9oEVERESuR5XFQi4n2YuLi+PVV1+lXLlyZGRk4OrqysMPP0zlypUZNmwYK1asYNu2bVitVqZOnWpPFLVDi4iICNi0zqJDShYLsZxkLy0tjd27dzNo0CC6dOnC0aNH2bRpE3PmzGHEiBFUrlyZBx98EIvFgq+vLwaDgaysLC24LSIiIn9L/Y+FmMFgICkpiaeffpqoqCiqVKkCQI0aNejRowchISG88847REdH4+XlhZ+fn32MohJFERGRP2idRceULBZSOTu1+Pn50bJlSw4fPsy5c+fs7ZUrV6ZXr14EBATw9ddf57pXYxRFRETkRqkbupC53szlnEks8+fPp0SJEtSrVw/APl4xMDDQGaGKiIgUGoV9LcT8pGSxEMlJFM+cOcPWrVuxWq2ULFmSHj16MGzYMGw2G9OmTWPMmDH2hDE4ODjXvSIiIiL/hLKHAi5nV5WcWc8nT57kpZdeIiMjA6vVSmRkJOPHjwfgwQcfJCwsjNdff53o6Ohcz1GiKCIi4pjNlr9HYabKYgEWERHB0aNHeeyxx7DZbFgsFj799FO6detGv379yMzMZOzYsVSrVs1+z5AhQyhdujQhISFOjFxERESKCpWbCqioqCiWLl1Kjx49MBgMGI1G3NzcSE1NpV27dgC88MILhISE8Nhjj3Hq1Cn27NkDwF133YWLiwtZWVnOfAUREZFCQ3tDO6ZksYBKSUkhODiYSpUqceHCBXbs2AFkd0tHRETYE8WnnnoKgK+++oqYmJhcz9DyOCIiIvJfKVksYH788UeOHTtGyZIl8fX1Zd68eYwcORI3NzcAWrduzc6dO7FarTzxxBMAzJ07l5MnT9KnTx9nhi4iIlJoqbLomJLFAuTHH3/krbfewmQyUatWLUJDQ9m2bRvVq1enRYsWADRr1oyWLVvi5eXFc889x4wZM7hw4QKTJk3CxcXFPiFGRERE5GbQBJcCwmKxcODAAe69914qVarEmTNnOHXqFK1btyY1NZXFixfTo0cPAgICCA8PJzMzk0OHDhEUFETlypUxGo3awk9ERORfKuwzlvOTksUCwtXVFT8/P1asWEGlSpWYP38+999/P23atGH9+vX8/PPPrFu3jl69elGyZEkAWrZsab9fW/iJiIj8e4W9qzg/qRu6ABk4cCDVqlVj2rRpdO7cmTZt2gDQvXt3GjduTFxcHOvWrePy5ct57tU6iiIiIpIflGEUIMnJyVy9epWgoCC+/fZbLly4YG/LSRijoqL48ccfnRiliIhI0WOzGfL1KMyULDrZtRNS3NzcGDlyJLNmzaJKlSqMGzcuV8LYrVs3evfuTZcuXZwRqoiIiBRDShadKGe/5gsXLnDgwAGioqIICAgA4PHHH6d69eqMHz8+V8LYsmVLjEajZj2LiIjcRDZr/h6FmZJFJ8nZ6zk2NpYXXniBTZs2sXDhQubPn8/mzZvx9fXl4YcfpkaNGjzxxBN5xilqjKKIiIjcCpoN7SQGg4GkpCTmzp1Lz5496dGjBwkJCYwaNYqaNWsC4O/vz4MPPki5cuXw8/NzcsQiIiJFl7WQjyvMTw6Txffee++GH2IwGPjf//53UwIqTi5fvoyXlxc9evTAarUye/ZsmjVrRo8ePThz5gxeXl4EBAQwePBg4I9uaxERESl6Ll++zIcffsiBAwewWq1UrlyZIUOGULlyZQC2bdvGypUruXTpEpUqVWL48OFUqVLFfv/x48dZuHAhJ0+exN/fnwEDBtCuXbv/HJfDZHH//v03/BCDQdn4v2Gz2cjKyiIuLo533nmH8uXL2/d6XrVqFS1btqRJkyb265UoioiI5I+CMGN54cKFpKamMnv2bDw8PFi2bBnTpk1j3rx5HDlyhIULF/Lss89Sp04d1q9fz5QpU5g9ezZeXl6YzWYmT55Mz549ee211zh06BDTp08nODiYGjVq/Ke4HCaL77zzzn96sOR2vaqgr68v6enpvPjiizRr1ownn3wSgDlz5pCQkECjRo2cEaqIiIg4QXx8PF27dsXHxweATp06sWbNGq5evUpERATNmjXjtttuA6BXr15s2LCB3bt306FDByIjIzGZTISHh2MwGGjQoAHNmjUjIiLiPyeLKlXdAjmJYnx8PF9//TUfffQRv/76KwEBAYwYMQKTyYSHhwcfffQRb7/9NqdOneLll1/WrGcREZFbxGY15OtxI3r16kVkZCRJSUlkZGQQERFBrVq18PPzIzY2NleXs8FgIDQ0lNjYWABiY2MJDQ3N1dt7bft/8Y8muCQnJxMfH09GRkaetjp16vznYIoqo9FIXFwcEydO5LbbbiMpKYldu3bRsmVL7r77bl5++WV+/fVXUlJSKF++PE888QQuLi7a61lERKSIiIiIICIiwv45LCyMsLCwXNfUrFmTbdu2MXz4cIxGI6VKlWL8+PEApKWl4eXllet6Ly8vUlNTAUhNTc3T7u3tjdls/s+x31CymJGRwfz58/nxxx8dVrqWL1/+n4MpqtLS0li6dCm9e/eme/fuAERGRrJixQoiIiLo0aMHFSpUyPXbgPZ6FhERuXVstvx9/vWSw2tZrVZef/11GjZsyOjRozGZTGzbto2XXnqJmTNn4uHhkSfxM5vNBAUFAeDp6UlCQkKu9pSUlDwJ5L9xQ93QK1eu5PDhwzz99NMAPPLIIzz99NM0bNiQwMBAXnzxxf8cSFFmMBi4evWqfcFtm81G8+bNadu2LWvXriU1NRXbn/6UajKLiIhI8ZGcnExCQgJdu3bFy8sLV1dXOnfujM1m4/fffyckJIQTJ07Yr7fZbMTExBASEgJASEgIMTExuZ55bft/cUMZSWRkJP369aNZs2YAVK5cmVatWjFu3Dhq1qzJrl27/nMgRZXNZsNiseDj40NCQgIWi8VeQaxbty6VK1fGzc1NyaGIiIgTOXvMop+fH2XLlmXTpk2kpaWRlZXFli1bSE1NpVKlSoSFhREZGUlUVBQWi4W1a9eSmZlpz82aNWtGeno6a9aswWKxEBUVRWRk5F9WM2/UDXVDX7x4kfLly2M0GnF1dSUtLc3e1qZNG+bMmaN1Fh0wGAx4e3vToEEDVq5cSUBAADVq1CAwMJANGzbg4uKi7mYRERHhueeeY8mSJTzxxBNYLBaCg4MZNWoUQUFBBAUFMXz4cN577z37Oovjxo2zdzN7e3szbtw4Fi1axPLly/H397fvBPdf3VCyWKJECXs/eenSpTl27Jh9QsuFCxc0Y/cv2Gw2DAYDd911FykpKaxatQqbzUZAQABms5mJEydiMBjs14mIiMitVxB2cKlQoQJjx4512N6+fXvat2/vsL1atWpMmTLlpsd1Q8lizZo1OXbsGI0bN6ZNmzYsX76chIQEXF1d+e6772jYsOFND6yw+XOyl/PZYDDYl84ZOHAgt99+O8nJydhsNho2bIjRaNSsZxERESmwbihZHDBgAImJiQD07t2b5ORkIiMjSU9P5/bbb+fBBx/M1yALupxkMCUlBZvNhtFoxMvLy34+Z71Eo9FI9erV89yrRFFERMS5CsIOLgXVDSWLZcuWpWzZsgC4ubkxbNgwhg0blq+BFXQ//vgjGRkZtG7dGhcXF2JjY5k1axY+Pj7YbDYef/xxypUrlythvB5NbBEREZGCTJnKvxQdHc0777zD7t27uXz5MjNmzKBTp0707NmTwMBAXnjhBU6dOqVdWERERAoBmy1/j8LshiqLEydO/Mt2g8HACy+8cFMCKiwGDx6Mm5sbc+fO5d5776V169b07NkTgFq1agEwYcIEXn/9dSpUqHDdvaFFRESkYCgIE1wKqhvKXiwWC1lZWbmOy5cvc/DgQU6dOoXFYsnvOAuUnPcdMGAAPXv25OOPP+bXX3+1zxj38/NjyJAhNG7cmNGjR5OQkKBEUURERAqlG6osvvLKK9c9n5CQwPTp0wkPD7+ZMRVoVqsVV1dXEhMT8fHx4e6778bLy4tPP/2Uffv20aJFC4xGIyVKlOC+++4jODiYUqVKOTtsERER+Qua4OLYfyp3BQYGEh4ezpIlS25WPAVaTldybGwsL7/8Mtu3bycrK4tevXrRt29f5s6dy65du+xjFEuWLEn//v1xcXEhKyvLydGLiIiI/HM3VFn8Kz4+Ppw7d+5mxFJg5ayZaDQaOXv2LJMnT6Z379506NDBvrbioEGDMBgMzJ8/n4yMDNq3b5+r61nL44iIiBRchX0SSn7615VFq9XKqVOnWLVqFeXLl7+ZMRUYCQkJALkW296xYwdNmjShW7duuLq65koIBw4cSOfOndm2bZvGKIqIiEiRcEOVxXvuuSfPOZvNhs1mw9PTkzFjxtz0wJwtKiqKTZs28b///Q9fX1/7+YSEBHx8fIDsiS4GgwEXFxfOnj2Lv78/w4YNw6ZfT0RERAoVzYZ27IaSxT59+uTZt9jNzY3SpUtz++234+3tnS/BOVNISAh33303vr6+pKam4unpCUC5cuXYunUrPXr0oHTp0vbrP/30U2rVqkWPHj2AvNv/FWfBPv7ODkGuMe6uBc4OQa6x6j4vZ4cgf9Jgge/fXyRSjNxQsjhw4MD8jqNAsVqt+Pn54efnx8WLF1m8eDGNGzemXbt2tGnThmPHjvHOO+8waNAgvL29WbduHefOneOZZ54BUJIoIiJSyGg2tGM3NLDu1Vdf5fTp09dtO3PmDK+++upNDcrZrh1v6ObmRkpKCjt37mT37t0EBgbSu3dvSpUqxeTJk/noo49ISkpiypQpuLi4aLcWERERKVJuqLJ48OBBUlNTr9uWmprKwYMHb2pQzvTnnVb8/Px48sknWbRoEZs3b8ZoNNKkSRNq1KjB2bNnKVGiBJ6enhgMBrKysjTrWUREpBDSmEXH/vOU3ZMnT+LlVTTG3OQkimfPnuWrr75iy5YtxMXFUbJkSR566CHc3d3ZtGkTP/74IzabjbJly+Ll5YXBYMBqtSpRFBERkSLHYWXxm2++YcOGDfbPb775Jm5ubrmuycjI4NKlSzRv3jz/IrxFbDYbRqORuLg4Xn75ZUJCQkhPT2fTpk0MHTqUWrVqMXz4cD744APWrFmDr68vdevWtd+vpXJEREQKL61j4pjDZLF06dLUrFkTgPj4eCpVqoSfn1/um11dqVChAp06dcrfKPNZzszl1NRU9u3bxz333EOXLl2Ijo7m22+/Zf78+Tz66KPUrl2boUOHsmnTJmrXru3ssEVERETyncNksWnTpjRt2tT+uV+/fgQFBd2SoG41g8HA1atXGTVqFKVLl+b+++8HoEqVKphMJmw2G++//z7Dhg2jQYMG3H333UDe8Y0iIiJSOGnMomM3lOk8/vjjRTZRzOHr62uvJp45c8Z+vkKFCnTv3p2KFSuyZcsWAPuMZyWKIiIiUtTd0Gzod999F7PZzKhRo/K0vfXWW3h5efHII4/c9ODy0/WqggMGDMBms7Fo0SJ8fX3tYzErVKjA/fffT6lSpQAliSIiIkWN1ll07Iaynv379zucxNK8eXP2799/U4PKbzmJYnx8PGvWrGHFihUcOXIEq9XKwIED6d27N7Nnz2b37t32e8qUKYPRaNQ6iiIiIlKs3FCyeOXKFUqUKHHdNj8/Py5fvnwzY8pXOYlibGwsL7zwAjExMURGRrJq1SrWrVtHVlYWgwYNonfv3sycOTPPGpKqKoqIiBQ91nw+CrMb6oYuWbIkMTEx1KtXL09bTExMnlnSBcmf92g2Go1cvHiRWbNm0adPH3r06EFycjKjRo3i0qVLWK1WevXqxcCBAylVqpR9RriIiIhIcXRDZbKmTZuyatWqPFW2gwcPsmrVKpo1a5Yvwd0MBoOBzMxMfvvtN/u5M2fO0LBhQ3r06IHFYmHSpEnUq1eP2rVrs2nTJpYvX47VaqVz5864uLiQlZXlxDcQERGR/GbDkK9HYXZDlcVBgwZx5MgRXn31VQIDAwkICCAxMZGEhASqVKliX0qmILLZbKxcuZKDBw8SHh5OkyZNqF+/Pv7+/gDMmjWLwMBAnnrqKfbt28eBAwcAclUjtTOLiIhI0WbVqtwO3VCy6Onpyeuvv862bduIiooiOTmZatWq0bdvX1q2bMkvv/xCq1at8jvWf8VgMNCsWTMuXrzIli1byMrKonnz5lSoUIHExESuXr3K448/DsCePXto27YtvXv3xmAw5OnCFhERESlubihZhOzdWjp37kznzp0BiIqKYseOHXz00UekpaUV2GQRoGrVqvTo0YM1a9awdetWjEYjTZs2xc/PD7PZzIwZMwgMDOTUqVO8+eab9r2eNZlFRESkeLAW8q7i/HTDySJAXFwc27dv54cffiAxMRF3d3eaN29Ox44d8yu+m6Zy5cr06tWLNWvWsGXLFmw2G82aNePRRx9lx44dGAwGnnnmGVxcXJQoioiIiPy/v00WExMT+f7779mxYwdxcXEYDAZq1qxJYmIizz///HVnSDvbtd3H1yZ+f04YXV1dadSoEVWrVrVfl5WVpTGKIiIixUxhn4SSnxwmi1u3bmXHjh0cPHgQq9VKpUqVuPfee2nTpg3u7u48+OCDBbL6lpP0nT9/3r6Q9rWuTRg3bdqExWKhWbNmGI1GbDabEkURERGRazhMFufPnw9Aw4YNuf/++6lQoYK9zWw2539k/4LNZsNoNHLq1ClGjx7NmDFjaNSoUZ7rchLGtWvX8uOPP1KpUiWCg4M1mUVERKSYKuwLZ+cnh6XB2267DaPRyL59+5g1axarV6/mwoULtzK2f8xgMJCUlERMTAxDhgy5bqKYo3LlynTr1o1Dhw5x/PjxWxiliIiISOHhsLI4fvx4rly5Yh+vuHTpUj777DNq165N48aNb2WMN8xsNjNmzBisVivDhg0D+MsxiNWqVaN69epcvHjxVoYpIiIiBYzGLDr2l4MOS5QowV133cXUqVN588036dWrFwkJCXzyyScAfPnll/z8889YrQWjeOvq6kq/fv2wWCwcPXoUwD67+XqOHTvG6dOnC2zyKyIiIuJsBpvN9o/XLD948CDbt28nMjISs9lMiRIleP/99/Mjvr/kaAbzli1beP/99xk0aBB9+vTJde21rl69isVise/mIvmjQkDBmzFfnA3008+jIHntnkxnhyB/0mBBtLNDkD+JvrA3379jQ1D+7kbX9dyyfH1+fvpH6yzmqFOnDnXq1OGhhx5iz5497Nix42bH9bdykr9Tp06xceNGrly5QpUqVWjSpAmdOnUCYNGiRRgMBnr37p0nUbTZbPj6+t7yuEVEREQKk3+VLOZwc3OjZcuWtGzZ8mbFc8NyEsVXX32VO+64A39/f3viOG3aNNq1a4fBYODdd98lICCAdu3a5bpfM59FREQkR8EYUFcw/adk0ZmsVitr1qzhzjvvpH///gCMGjWKxo0b4+fnR0ZGBh07dsTPz4+GDRs6N1gRERGRQqrgrar9F66dqGKxWIiPj6dGjRoAPP/881SqVInhw4dz/vx5fvrpJywWC40bN8bFxYWsrCxnhS0iIiIFnA1Dvh6FWaFKFo1GIxcuXMBisWAymahQoQJ79uzh+eefJzQ0lJEjRwLw6aefEh0djavrH4VT7cwiIiIi8s8VqmTRYrGwYMECFi9eDEDVqlX59ddfcXV1ZciQIQDMnTuXs2fPMnjwYGeGKiIiIoWI1ZC/R2FWqMYsGo1GqlSpwsmTJwHo3LkzV69eJTo6mpEjR1KjRg1SUlKYNGmSfX3Fgrh/tYiIiEhhUaCTxT8ne0ajkbCwMEaPHs2GDRvo2rUrvXv3Jjk5mTNnzuDv70+pUqWuu/aiiIiIiCPWQj6uMD8VuLLboUOHiI7OXhDVaDSSmJjIrl277O2lSpWiZ8+eHD16lJSUFAB8fHyoUaMGZcqUwWg0YrValSiKiIiI3AQFJlm0Wq0kJibyxRdf4OnpaT/31Vdf8fnnnzN27Fh2795NYmIiTZs2JSoqivPnzwPZC2xfS13PIiIi8k/Y8vkozApUVhUQEMBTTz1F2bJlSUxM5MKFCwwZMoTXXnuN0NBQNm7cyKuvvsrZs2cJDAxkxYoVZGRkaIFtERER+U+s+XwUZgVizOLBgwfZsmUL//vf//D19cVsNvPee+/h5uZG7969qVatGo888ghnz55l//79rFixgnPnzuHj44Obm5uzwxcREREpspyeLNpsNk6fPk18fDyLFy9myJAheHl5ceedd7J27Vo2b96M1WqlRo0alC1blrJly9K4cWPOnDlDvXr1MBgM2Gw2VRdFRETkX7Mqj3DI6d3QBoOBDh060KlTJ86cOcOiRYvIyMigUaNG9OnTh7Nnz/Ltt99y7Ngx+z2lS5emQYMG9sksShRFRERE8odTksU/T0hxc3OjTZs2tG7dmnPnzvHBBx+QkZFBgwYN6N+/P/Hx8URERHD48OE8z9JkFhEREfmvNMHFsVueaeVUAi0WC+fPnyc6OprTp09jMplo37497du3Jz4+Pk/CePjwYQ4dOnSrwxUREREp1m7pmMWcRbZTU1N58803SUtL48yZM2RkZNC+fXu6detG+/btAdi2bRsffvghw4YNo379+owYMYLQ0NBbGa6IiIgUE4V9xnJ+umXJos1msyeKzz//PHXq1CE8PJz09HROnDjBxx9/zPnz53nggQdo06YNWVlZ7Ny5k7lz5/LUU09RtWpVIO+uLiIiIiKSf25Zspgza/njjz+mevXqPPbYY/a20NBQgoODmTZtGt988w3Dhw+nbdu2pKenEx8fn2fLPxEREZGbyaq5sg7d0szLZrNx8eJFbr/9dgAsFgs2mw2r1UqdOnV44IEH2LFjB2fOnMFkMtGlSxeGDRtmn/UsIiIiIrfWLR2zmJGRQUJCApcvX87+ctfcXx8SEoKrqysZGRm52nO6sEVERETygxWVFh25pRmYq6srJUuW5ODBg/aEECArKwsADw8PKlSogI+PT677tI6iiIiIiHPc8mSxX79+7Nu3j1WrVpGWlmY/D7By5Uo8PT0pVarUrQxLREREijmts+jYLd/ur0GDBgwdOpSPPvqI2NhYatWqhb+/P7t37+bMmTNMnz4dg8GgWc8iIiJS7Ozfv5/ly5cTFxeHyWSiZcuWDB8+HMheVnDlypVcunSJSpUqMXz4cKpUqWK/9/jx4yxcuJCTJ0/i7+/PgAEDaNeu3X+OySl7Q995552UK1eOL774gu+++46yZctSunRpRo0ahYuLC1lZWbi4uDgjNBERESmGCsJs6N9++40333yTRx99lMaNG2Oz2Th16hQAhw8fZuHChTz77LPUqVOH9evXM2XKFGbPno2Xlxdms5nJkyfTs2dPXnvtNQ4dOsT06dMJDg6mRo0a/ykupySLAPXr16d27dpYLBZMJpO9imi1WpUoioiISLGzdOlS7rjjDlq0aGE/l1M5jIiIoFmzZtx2220A9OrViw0bNrB79246dOhAZGQkJpOJ8PBwDAYDDRo0oFmzZkRERBTeZBGyxypeOyNas55FRETEGZy9QF9aWhrHjh3jtttuY8yYMVy4cIGKFSty//33U7VqVWJjY+nQoYP9eoPBQGhoKLGxsQDExsYSGhqaa1JwaGgoO3bs+M+xOTVZ/DPNehYREZGiKCIigoiICPvnsLAwwsLC7J9TUlKw2Wx8++23jB8/nvLly7NmzRp7V3NaWhpeXl65nunl5UVqaioAqampedq9vb0xm83/OfYClSyKiIiIOEN+z1j+c3L4Z56engB07NiRkJAQAPr06cPatWs5cuQIHh4eeRI/s9lMUFCQ/f6EhIRc7SkpKXkSyH9Dfb4iIiIiTubl5UWZMmWu22YwGAgJCeHEiRP2czabjZiYGHtiGRISQkxMTK77rm3/L5QsioiISLFnNeTvcSPuvPNOtm7dyqlTp8jKymLNmjW4ublRs2ZNwsLCiIyMJCoqCovFwtq1a8nMzKRZs2YANGvWjPT0dNasWYPFYiEqKorIyMi/rGbeKHVDS7HWq283hjx0N3Xq1cTT04PKgQ2ve934l5/h8acf4qlHxvLFinX2855enoybMJK7wrvg4+PNmTPxPPnw8/wWdfgWvUHRZTAYeHLlq4Q2rsGrLR7nSnwiTfu3Z9Abj5CZ+scOUL99+zNLnppj/2zydOeu5+/mtrta4O7tyeWzF1ny9BxO/xbjhLcofFwbtMatRVeMZSuDmzspLw7M3X57e0ydB2Lw9cd6Lpb0rxZgPRMNgKFkGbzHvIstIw1s2Z16tjQz5qn/s9/vMWwCxuAQDCZ3bGlmLAd2kbFhCWRZbtk7FmY9+tzJ/Q8OpFa9Gnh6elAjuGmu9kqVKzDu1Wdo1Tb7/LGjJxjU4yEslux/vp5eHjz34lN0Dw/D29ubs2fiGfnIeA5GHbnl7yJ59ezZk9TUVF599VUyMzMJDQ1l/PjxeHl5UatWLYYPH857771nX2dx3Lhx9m5mb29vxo0bx6JFi1i+fDn+/v48/PDD/3kmNChZFAcyMjIwmUzODiPfXbl8hcWLluHh6cG0t16+7jUNG9WjY1hb4s8m5GlbtORt0lLT6HHHPZw9HU+lkAqYzan5HXax0O6h7mSmpuc5nxiXwOQOIx3eN+z90WSmZTAr/EUun71IQMVAMq7zHLk+W2oKmZEbwdWEe59Hc7UZQ2rh3vt/pC15g6zo33BrfRceQ1/APPNJSP/jz7155ghsSYnXfX7Ghk+wJpyCLAsGnxJ43DMaU+eBZGxamq/vVVRcuZzEkg9X4OHhzqQ3X8zVFlDKn+XrPmDZ4lU8/+TLpKSYqdugln1LXYD3Fr9FWlo6fe64n7NnzlExpDyp+jsLcP5saMj+JXnQoEEMGjTouu3t27enffv2Du+vVq0aU6ZMuelxqRta8khKSmLEiBHs3bvX2aHku21bdrL6i2+Iizl13XaTyY0Zb7/GmFHZv+Vdq32nVjRt1pBRT7zA2dPxAMTFnuLC+Yv5HndRVya0LK3v78KayUv+0X012zUgtElNlj07n8tns38OiScTSL5wJT/CLJKyft+H5dfvsSWey9Pm1iwMy2+RZP3+K2RZyNy+GrIyca3b/Iafbz0bk6uKaLPZMJYpfzNCLxZ2fLeLtV9sIC42799ZDz12H2dOnWX2G+9x9WoyVquVqH0Hsf1/lbdtx5Y0bnYbzz35EmfPZP98T8ae5sL56yf2xY01n4/CTJVFycNkMtGoUSPefPNNnn/+eerXr+/skJxm1Jgn+GHHbn756dc8ba3aNCM25iSPP/0QAwf3JjnZzNovNzBz6jv2Lh/55wwGA4PeeIS1k5eQmpR3yYeSZUvxyk/vkpWZRczPR/h62mcknjoPQLWWdbkYe45Oj4XTtH970lPS2LduFxveWoHVkpXnWfLPGIMrY/nlu1znrGdOZHdZX8Pz8akYXFyxJpwkI+Jzsk78lqvdPfxhXBt1wGDywGa+SurHN78SUhy1aNOEmOg43vvkLZq2uJ34M+d4b85HrF75DQAt2zQlLuYUjz41lH73hJOSnMLXX21i1rR39XeW/CUli2J34cIFXFxc8Pf3Z8iQIXh4eDBlyhTGjRtXLBPGBg3r0iO8C13a97tue0Apf2rVqcHWLTtp3uAOypUPZvHy+ZjNqcx58/1bHG3R0fbBblw9f4WojT/hXyH3zMDjkYeY3vV5LsTE41Paj7vGDObRJS8wo9sYMlLT8fb3pWytShzevp/XWz9JybKlePjDMWSY04h45yvnvFARYnD3xJaWO4G3paVgcM9e8sNmvop53lisZ06A0QW3Jp3wGPYCqfPGYY2Ptd+TvnoB6asXYAyqiOttbbFdUTX+ZvAPKEmD2+vy1PCxPD70WVq2acKCT2dz+uRZ9kTuw79USWrWqc7273bRpmE3ypUP5oNlczCbU5n31iJnh+90Ni317JC6oQXI7gqaPn06U6ZMITExEQ8PDwYNGkTXrl2ZMmUK+/fvd3aIt5Sbmytvzn2dF56fiDnl+uN5kpNTsFgsvDFxNunpGZyIjuOjRZ9xZ7eOtzjaoqN0SBAdht/FFy9/cN32xJMJnD9xFpvNxtXzV/h87Pv4BfkTcnt1ANJT0siyZLF+xjIs6ZlciInnh082Ue+OJrfyNYosW3oqBo/ca7YZPLyx5YxXzEjDevL37G7mzHQyd31DVsxhXOu3vO7zrOdOYj0bg8fgUfkderGQkmxm70/7+WZtBFlZWXy/LZJtW3bSuWv7/2/P/jtr5qS5ZKRnEBMdxyeLlnNHtw7ODVwKPFUWBcju+nvppZcYP348c+bMYcSIEQQEBDBwYPZMyKlTpzJ27FgaNGhwQ8/780r1hU1QcCA1alVjznvT7OdKlPRj8owJdAxrw4hHxjqc8WzL96Vdi67QprXwCfDjuY3TAezbfz634Q3Wz1jOziWbc99gs2WPx/r/isDpgzHXfa5+IjeHNT4GY7kquc4Zy4Zi+S3S8U02G/Yf0PUYjRhLlb05ARZzhw4cISS0Yt6G/x+zeDDq6HXvyxnTWNwV9nGF+UmVRQEgKysLb29vpkyZQkJCAnPmzLFXGAcOHEjXrl2ZOnUqUVFRN/S8sLAwpk6dytSpU/M58v/GaDTi7m7CzeQGgLu7CXd3E2dOx9O8wR3c2b6//TgXf55pE2czYWz2+Kpv1kVw8cIlRo99Ajc3VypWKs8DwwbxzdrCmyQ72751u5jU/mlmdh/LzO5jWTAs+8/Pu/dPZs8X26nd8XZKBAcA4FXCm36vP0hK4lVi9/4OQNSG3aQkJtH1mQG4uLkQUKEMre69g6gNu532ToWOwQiubuD6/7UEV7fsA8jcHYFr3ea4VK0PLq64te0Frm72ZNFYsTrGoIpgzH6Ga9M7cAmtY283lCmPS51mYPIAgwFj2VBMnQZiOVr0J9PdLEajEZO7CTe37J+Jyd2EyT175YqlH6+iYZP63NGtAwaDgRZtmtC2Qws2rd8KwMavvyXx4iVGjnkMNzdXKlQqx73DBrBx3RZnvY4UEgabfqUo9mw2GwaDgaysLFxcXDCbzTz33HMEBgbaK4xpaWmsXLmStWvX8tJLL1G3bt0bfn6FgHr5GP1/M+CecN56Z1Ke8y1u68Kpk2dyndu1byPTJ83Jtc5i7To1mDj9Beo3qE1i4mU+X/oVs6a/i9VacH9HHehXcH8ef+ZfoQwTvp9jX2ex57h7adS7NR6+XqQnp3Jiz1HWT1/G+RNn7feUrVWJfq89SPl6lUlJvMpPK7ex6e1V2KwF86+61+7J/PuLbiHXRh3xGPBknvMp0x7Fdvl89jqLYYMw+JbEGh9H+lfv29dZdL2tDaY77sbg6w+WTKznTpKxZQVZx7KHsRjKlMej3+MYA7MTSlvyZSwHIsn49nPILDjLGzVYEO3sEBzqd3dPps99Lc/5trd35/TJs3TrFcbo8U8QXDaIk3GneXv6e3yz5o9fYGvVqc6r08ZSt0FtLiVeZuVnq5kzY0GB/jsLIPpC/v9CMbfiffn6/CdP/rPVHQoSJYvFnNVqtXf1wR/rK6akpPDcc88RFBRkTxhTU1NZvXo1bdq0oUKFCjf8HQU5WSyOClOyWBwUtGRRCnayWFwpWXQudUMXYzmJotVq5aOPPuLtt9/mk08+4eeff8bb25vp06eTkJDAO++8w4ULF/D09GTQoEH/KFEUEREpDGz5fBRmShaLsZxE8YUXXuDKlSvUrFkTHx8f3njjDQ4dOmRPGI8dO8bChQuxWq0YDFpbQEREpDjRbOhiJC0tDZPJlKvbefPmzZQsWZKnn34agHnz5hESEkLNmjUxm814eXkxf/58kpKSct0nIiJSlFhVC3FI//YvJs6dO8esWbO4dOlSrvMXL16kbNnsZSvefvttjh8/zuTJkzEajWzfvp2LFy/i5eVFcHCwM8IWERERJ1OyWEwEBATQvn17SpUqBWCf+RYYGMjx48eZMWMG8fHxTJkyBVdXV1avXs3evXtxd3d3ZtgiIiK3hPaGdkzJYjFgtVpxc3OjZcuW2Gw2Fi5cyP79+7FardSqVQuTycThw4cZPnw4JpOJ9evXs2bNGgYPHoyPj4+zwxcREREn0pjFYuDa1ZGysrL4/fffOX36NB4eHtSqVYvu3buzc+dOpk2bRvXq1blw4QITJkwgJCTEiVGLiIjcOoW9+peflCwWcTkLbVutVtauXUt4eDivv/4606ZN49NPP+Xee+/l9ttvp2HDhkRHR1OiRAlMJhN+fn7ODl1EREQKAHVDF2HXJoovvvgiS5cuZffu3ZhMJsaMGYPJZGLp0qUcPHiQrKwsqlatSunSpZUoiohIsaN1Fh1TslhEXZsojhkzhtKlS9O2bVs8PDwA7Amju7s7H374IceOHXNyxCIiIlIQKVksQk6fPs3WrVsB7IniiBEjqFixIqNGjSIzM5OTJ08CYLFYMJlM9i39AgICnBi5iIiIc1kN+XsUZhqzWEQkJydz4MAB3Nzc7OfOnDlD69atGTx4MACZmZmkpKQA4OrqyoEDB6hSpQrPPvusU2IWERGRgk+VxSIgNjaWBQsWULt2bTp16oTVauXnn3+mQoUK9kQRoFy5cvZk8uuvv2batGmYzWZnhS0iIlJgaJ1Fx5QsFnJXrlxh8uTJVK9enUqVKmGz2fj+++9566232LJlS65rXV1dMRgMbN68mS+++IJXX32V0qVLOylyERGRgkMTXBxTN3Qhl5WVRfny5WncuDFWq5Xvv/+eKlWq0LdvX7788ksAOnXqBGSPY/zss8/w8/PjhRdeoEqVKs4MXURERAoBJYuFVHR0NIcPH6ZDhw5kZWWxYsUKDh06RN26dWnXrh1eXl7YbDZWrVqFzWajc+fONGjQgD179vDEE09QqVIlZ7+CiIhIgWEt9PW//KNu6EIoISGBiRMnkpmZiZeXFw899BCRkZG4urpy9913A9l7QXfs2JFOnTqxZs0aNm7cSM2aNZkwYYISRREREblhShYLoQMHDlC2bFnCw8MBWLt2LXXq1MHd3Z3PPvuM6Oho4I+EsXnz5kRERGA2m7XXs4iIyHVogotj6oYuhCpXrkxGRgYrV67k559/pm3btnTv3p1z584xdepU1q1bR3h4OCEhIQQEBNCtWzd69OiBl5eXs0MXERGRQkaVxUKocuXKtG7dmtWrV5Oenk737t0BCAoKYvTo0Zw4cYK1a9faK4z+/v7awk9EROQvaDa0Y0oWCzibLe8fMaPRSFxcHGXLlsXX15fVq1fb2ypUqMDo0aPZv38/mzdvxmKx3MpwRUREpIhRN3QBZrPZMBiy9wg6fvw458+fx9XVlRo1ajBw4EBKly7N+vXriYyMxGKx0K9fPyA7YXzllVcwGo24uupHLCIi8ncK+7jC/KRMooC6NlGcNWsWFy9e5Pz587i4uJCUlMTdd99N165d6dixI1lZWfzyyy8YjUb69OkDZO/WIiIiIvJfKVksoHISxZkzZ3LhwgWef/553NzcSEtLY+PGjSxevJiMjAz69OlDhw4dMBgMbN++HVdXV3r27Onk6EVERAoXq8HZERRcShYLsH379pGYmMiECRPsM5l9fHy49957MZlMfP7559x+++1UrlyZDh064OrqSrNmzZwctYiIiBQlmuBSgJ09exYg15I3ORNeevXqReXKldm9ezdWq5WSJUvSvXt3AgMDnRKriIhIYWbFlq9HYaZksQCz2WxYrVYyMjLsSWJO97S7uzuurq4kJydjNGb/GHP+W0RERORmUXZRgJUrV47o6Gj27duHwWDAas2eq5WVlQVAYGAgoaGhzgxRRESkSNA6i44pWSzAGjZsSPv27Zk9ezb79++3Vw5dXFxYv349Bw4coE6dOk6OUkRERIoyTXAp4Pr06UNGRgaTJk2idevWGI1GPDw82LVrFy+88AJBQUHODlFERKTQ0zqLjilZLODKli3LY489xm233cZvv/2G2WymXLlyvP7661pLUURERPKdkkUns1qtfzsxxd3dnY4dO9K+fXtNYhEREckHhX3Gcn5S5uFEWVlZGI1GbDYbUVFRxMfHYzabHV6vRFFERERuNVUWncRms+Hi4oLVamXs2LFkZGSQnp5O69at6dSpk7qYRUREbiHVFR1TqcoJrFarfb3EdevWUalSJWbNmkV4eDinTp1izZo1nDlzxslRioiIFB/WfD4KMyWLTpDTnTx37lyOHTtGr169AOjatSutW7cmMTGRdevWcerUKWeGKSIiIqJk0Vni4+PJyMhgz549XLhwwX6+bdu2tGvXjri4ODZv3ozFYnFilCIiIsWDtvtzTGMWb5E/z3oODg5m4MCBGI1GPvjgA/z8/KhWrRoAbdq0wdXVlWrVquHqqh+RiIiIOI8qi7fAtbOejx49yr59+wCoUKECgwYNonbt2rzzzjtER0fb72nRogWlS5d2UsQiIiLFi7b7c0xlq3xmtVrts54nTJhAVlYWp06dok6dOgwcOJBq1arRp08fVq9ezZQpU3jhhReoXLmys8MWERERAZQs5ruciuIrr7xCcHAwI0aMICMjg0ceeYRly5YxYMAAatasSc+ePXFzc8PDw8PZIYuIiBQ7hX3Gcn5SN/QtsHfvXjw9PRkxYgQAixcvpkyZMiQlJbF06VJ+++03KlSowNChQwkODnZytCIiIiJ/UGUxH9hsNvs6igCNGjXCz88PgI8++ojDhw8zY8YMdu7cyezZs9m8eTPVq1fHZDI5K2QREZFizVboRxbmHyWLN1lWVhYuLi4AZGRk2BPAatWqceHCBaKjoxk5ciQAiYmJDBs2jMaNGytRFBERkQJJyeJNdO0WfrNnzyYxMZH69evTsmVLKlasiKenJ1lZWXz99dcEBQXxxRdfMGPGDMqUKePs0EVERIo1jVl0TGMWb6KcrucpU6YA0Lp1ayIjI1m7di1HjhzBy8uLxo0bc+nSJSIjI3n11VcJDAx0ZsgiIiIif0mVxZvg2q5ns9lMcHAwDz30EABVq1ZlyZIlbNy4EU9PT/r27Wu/zsvLy2kxi4iIyB8K+y4r+UmVxf/o2nUUlyxZkmdP5+rVq3Pvvfdy5coVli1bxtGjRwGUKIqIiEihoGTxP8jZws9qtTJmzBgOHTrEkSNH+P333/niiy/s19WoUYMBAwZgtVq1K4uIiEgBpB1cHFM39H+Qs+D2r7/+So0aNXj44YdJSkrixx9/5OuvvwawdzvXqlWLUaNGadaziIiIFCpKFv+FnDGKNpuNN998k19++YXOnTsD4OfnR4sWLbBarWzcuJH09HTuueceACWKIiIiBZTGLDqmbuh/KGd5HIvFwurVq7n//vspXbo0R44c4fLly0B2wti6dWs6duzIvn37uHr1qnODFhEREfmXlCz+A1lZWfblcWbMmMGvv/5KYGAgr7zyComJibz33nv2hNHX15dOnToxYcIEfH19nRi1iIiI/B1rPh//KBarlRdffJGBAwdy8eJF+/lt27YxYsQI7rvvPsaPH090dHSu+44fP864ceO47777GDFiBNu3b/+H33x9Shb/gZxZz2vWrKFixYq8+OKLAPj7+zNt2jSOHTvGggULSExMBMDHxwcfHx9nhiwiIiKFzNdff427u3uuc4cPH2bhwoUMHz6cDz/8kObNmzNlyhTMZjOQvSTf5MmTad68OR9++CEPP/wwCxYssK/C8l8oWfyHoqOj+fTTT9mwYQPnz58HwGKxEBAQwLRp0/jll1/45JNPsFq1FryIiEhhYcvn/9yoM2fOsGnTJu6///5c5yMiImjWrBm33XYbbm5u9OrVC1dXV3bv3g1AZGQkJpOJ8PBw3NzcaNCgAc2aNSMiIuI//7NRsvg3/pz0VatWjQkTJmAwGNi0aRMArq6u9oRx/vz5DBgwAKNR/2hFREQKi4LQDW21Wpk/fz733XdfnvWYY2NjqVKliv2zwWAgNDSU2NhYe3toaKh9uByQq/2/0Gzov3DtrOcTJ05gMpnw9vamXr16jBw5kpkzZ2IwGLj//vtxdXUlKyuLkiVLUrJkSWeHXqAYMfz9RXLLfJd20tkhyDV6L9FQlYLmwMR2zg5BiqCIiIhcVb6wsDDCwsJyXbN+/XpKlixJ8+bNSUhIyNWWlpaWJ4H08vIiNTUVgNTU1Dzt3t7e9m7q/0LJogPX7szy6quvkpWVRVZWFgBDhgyhUaNGPPfcc7z11lukp6czfPhw+5Z/IiIiUrj8k67if+N6yeG14uPjWbduHVOnTr1uu4eHR57Ez2w2ExQUBICnp2eeBDMlJeWm7BinvlIHchbcnjJlCqVLl2bixImMHj2aCxcusGbNGgAaNmzIk08+ye7du7ly5YqTIxYREZHC6vDhwyQlJTF69GgeeughxowZA8Czzz7Lxo0bCQkJ4cSJE/brbTYbMTExhISEABASEkJMTEyuZ17b/l+oskj2P/Br+/hzJCUlYTQaeeyxxwBYvnw5pUuXZvTo0SQmJuLq6krTpk2pX78+Hh4etzpsERERuUmcPS21ZcuW1K9f3/754sWLvPjii7z44ouUL1+ekJAQJk2aRPv27alduzbr168nMzOTZs2aAdCsWTOWLFnCmjVr6N69O4cOHSIyMpIJEyb859iULII9Ufzmm2+oWrUqNWrUAODSpUscPnyY5ORkVqxYwYkTJ5g6dSouLi5s2bKFwMBA2rZtq0RRRERE/hN3d/dcy+XkDH0rWbIkHh4e1KpVi+HDh/Pee+9x6dIlKlWqxLhx4+zdzN7e3owbN45FixaxfPly/P39efjhh+05zX9hsNls2t8GSE5O5rnnnqNKlSr069fPPuNo9uzZHD9+HDc3N2bOnAlkD0Bdv349EyZMsI8VEMcqBdT/+4vklill8nN2CHKNUm6a4FLQrHmhlrNDkD/xenR2vn/H/SF98/X5n8R+ka/Pz08as0j2ZBYfHx9ef/11Ll68yMqVKzl+/DgATZo0wdfXl4oVK/LTTz/x+eef89VXXzF69GgliiIiIlLkFctk8c/FVKPRSFZWln0iS3x8PF999RVxcXG0bt2aAQMGEBAQQEREBKmpqbz00kuEhoY6KXoRERG52Wz5fBRmxXLMYs4YxQMHDlCpUiX8/P7olrNYLCQlJXHlyhWWLl3K4MGDadiwIQ0bNnQ4EUZERESkqCqWlUWAX375hSlTprBz506uXLmCi4sLCQkJPPPMM/Tp04f333+fS5cu8fnnn9v3VVSiKCIiUjRZseXrUZgV22SxUaNGDBgwgK+//ppff/2VmJgYXn75ZTp37sxdd92Fi4sLzz77LDExMWzYsIHMzExnhywiIiJyyxXLbmir1YrRaKR3795YrVY+++wz0tLSuOOOO+jfvz8AmZmZlClThtdeew2LxYKbm5uToxYREZH8kt87uBRmxbKyaDQasVqzl9/s27cv4eHhGI1GKlasSEpKCgBubm5kZWUREBBAYGCgM8MVERERcZpiWVmEPxJGo9FI165dMZvNLFu2jJSUFFq3bo2vr6/2ehYRESkmnL2DS0FWbJNFyJ0w9u3bFxcXFz777DPc3Nzo2LEjRmOxLLyKiIiI2BX5ZDEnGfyznGVwrk0Yw8PDcXFxoW7dukoURUREipHCPmM5PxXpZDErKwsXFxesVitbtmzh6tWr1K5dm8qVK+Ph4WFPEq9NGHv06OHssEVEREQKjCKbLFqtVnuiOHbsWHx9fUlKSiIqKorq1avTs2dPfHx8clUYRUREpHjSbGjHimyyaDQasdlsvPHGG5QrV46RI0cCMG7cOHbu3ElmZib9+/fHy8tLO7OIiIiIOFDkksVrxyjGx8dTsmRJHnzwQQDmz5+P1WqlXbt2bNmyhYyMDO6++258fHycGbKIiIg4mWZDO1bkksWciuKpU6eoWLEi3bt3x2QysXLlSqKjo5k+fTpJSUns3LmTtLQ0LBaLs0MWERERKbCK5EC9Tz/9lDfeeAOASpUqYbFYOHnyJP369QNg586d1K1blwceeICSJUs6MVIREREpCGw2W74ehVmRTBa7du2Kl5cXP/74IwCurq64uLiwYMECFi9ezJIlS7jzzjvx8/NzcqQiIiJSEFix5etRmBX6ZDFn274cNpsNLy8vgoKCOHz4sP18nz596NChA1evXmXy5MlUrFjxVocqIiIiUugUumTx2lJuRkaGfYzimjVrSEtLIzMzEy8vL+644w6+/fZbDhw4AEDFihW5//77efTRR6lUqZKzwhcREZECyJrPR2FWqJLFa5e4mThxIlu2bAHg0KFDrFu3jtdff50lS5YQFxdH/fr1ad++PUeOHMFms9knsmg9RREREZEbV2gyp2sTxRkzZpCcnEzXrl0BqFOnDu+//z5t27bFbDYzYcIEli9fTlxcHD/88APp6em4umZP/NZ6iiIiIvJntnz+T2FWKJbOuTZRfOONN7h69SpTp061tycnJ+Pj42NPHnft2sWRI0e4dOkSCQkJJCcn4+Hh4ZTYRURERAqzQpEs5iSK8+bNIzY2lnfeecfelpCQwHPPPcdLL71EaGgoRqORli1b0rhxY3r16kVmZialS5d2VugiIiJSCBT2Gcv5qdB0QycnJ3P27FlCQ0P57bffAEhMTOTVV1/lrrvuomrVqrnGI5pMJgICAggKCnJWyCIiIiKFXqFJFn18fHjyySexWCxs2rSJ7777jhdeeIHOnTszcOBA+3UHDhzgzJkzToxUREREChstyu1YoUkWAYKCghg6dCjp6eksXryY2rVr07dvX3v7N998w5QpU3Bzc3NilCIiIiJFR6FKFgGCg4MZPnw4NWvWxGq1snfvXgA2b97MypUref311ylTpoyToxQREZHCROssOlbokkWA0qVLM3ToUFJTU9mxYwfz589n6dKlvPDCC1SpUsXZ4YmIiIgUGYUyWYTsCuODDz7IxYsX2bdvHy+//LISRREREflXtM6iY4Vi6RxHgoKCePrpp7HZbJQqVcrZ4YiIiIgUOYU6WQQICAhwdggiIiJSyGmdRccKbTe0iIiIiOS/Ql9ZFBEREfmvCvtaiPlJlUURERERcUiVRRERESn2NGbRMVUWRURERMQhVRZFRESk2CvsayHmJyWLIiIiUuxZNcHFIXVDi4iIiIhDqiyKiIhIsae6omOqLIqIiIiIQ6osioiISLGnpXMcU2VRRERERBxSZVFERESKPVUWHVNlUUREREQcUmVRREREij2b1ll0SJVFEREREXFIlUUREREp9jRm0TFVFkVERETEIVUWRUREpNizqbLokCqLIiIiIuKQKotSrPXs25UhD91N7Xo18fT0oErg7fa2/veEM2POa6Sa0+znIjZuZcTDYwBw93Bn1vzJ1KlXk5DQisyc8g5zZr5/y9+hKHnqxcdod0drgsoFkpqSyo6IncyeOI+ky1cB6DGgK/0f6E1o9RCysqwc/PUQs16bx7HD0fZn1LmtFuOmjqZqzSpcSLjIu9MXsn7VJme9UqE3fNxDtOjcnDLlSpNqTmP3t7tZMGURV///Z2I0GrlnxN10HXgnJUuV4Nhvx3n7hbmcOHwCgApVKjDmrWcpH1oeF1cXLpy9wBeLvuTrpd8487UKjQ1HzvL5vjiOXkgiLdPKnpF32tuOnE/i7e+PcjThKhfM6XwwsDm3l/e3t5+5YuauD7bj4eqCwZB9ztfdlY0PdwTgbFIq/RZ/n+v7MrOsuLsa+f6JO/L/5QoYzYZ2TMmiXJfZbAbAy8vLyZHkryuXk1i8aDkenu5MfevlPO1xMado1+Su699ss7Fn9z4WL1rGmJeezudIiwdrlpUXnniV44ej8S3hy+tzXuTVWS/wzNCxAHj5eDF/+iJ+3RNFliWL/40axrzlb9Gz+QDS0zLw8fVm7tIZLJ7/GQ+GP06jFg1588PJnIo5zf6ff3Py2xVOVquVqU9P48SRGHz8fBgz6zmemzmalx56BYD+D/clrE8nnr9nDOfPXuCBUfczdckkhrZ/iNSUVC6dT2Tq029wNi4eq9VKaK1Q3vhsKvGnzvHz9l+c+3KFgJ+7KwNuq0i6xcrEiNx/ht2MRjpXC+LxltW577NdDp/x1dC2BPl65Dlf1s+TnU/mTgqHLvuRGmV8b07wUmSoG1rySEpK4rXXXmPbtm32pLGo2r5lJ2u++Ia4mFP/+N709AwWzf+EXd//RHpaRj5EV/zMnfIeRw78jsWSxaWLl1n2wSoat/qj2vv5h18Quf0n0sxpZGZksujtxZQJKk3laiEAdLqrPWmp6Xw091MyMzKJ3P4TW9Zvp+/94c56pULvg2kfcuy342RZsriSeIXVH63hthYN7O3terRjzeJ1nI2Lx5Jp4eOZi/Hz96NN19YApFw1czrmDFar9f/vsIHNRsUqFZzwNoVPq8pl6FarHBVKeOZpq1LKh771K1I3uMRN+a5jF67y69nL9G9Q6aY8r7CxYsvXozBTZVHy8PPzo1atWmzcuBE3NzdatWpV5CuMjpQtH8yeQ99hsVjYE7mXaa/N5mTcaWeHVWw0b9OE3w8e/8v2VHMqJ09k/0xq1KnO4aijua45HHWUu/rfeb3b5V+4vU1Dov+/ixnAYDRgyOnjzDlnMFC1bhU2r/rj3Pub5lOhSgVM7iZOHD7BltVbb1HEcv9nu8i0WqlayodHW1SjScVS171u5f6TNChbUpVFyUOVRbFLTExk586dAAwdOpTmzZuzevVqdu7cWeQrjNeze+fPdGnTl6Z1OtGz892kp2Xw6Rfv4+mV9zd8ufk639WBPvf1YvqEWddtr1SlIi+9OZY3X5mLOSX7z6e3jyfJV1NyXXc16Srevt75HW6x0LZbG7rf0413Xp5vP/fj5h/pNaQn5SuXw83djWHPDcXoYsTLJ/cvmP/r8hg9a/XmubvHsOObH0hLTfvz4+UmK+lp4uO7W/D1Q+1Z/1B7OlcL5skvf+bo+at5rk3NzOLrw2foV7+iEyItGGw2W74ehZkqiwKAxWLhq6++4sSJE2RlZdG2bVvuueceAFavXg3wjyqMERERRERE5Fu8t0Jc7B9d0+cTLjJm5Cv8FrOTRk0a8MP2SCdGVvSF9ezIi288z8ghY/JUCgGq1KjM/OWzWDx/KSsXf2U/n5KcSrmKwbmu9fXzJeVPCaT8c+3uasvIqU8z4cFXOHbgmP38snmf4+HlwdRPp+Dh5cHGzzcR9/tJkhKT8jwjy5LF3h/20bZ7G+5/+l4WTfvwFr5B8eNlcqVB2ZIAuLkYuef2ELZFJ7D59/g81cONR85ixMCdNYOv8yQp7pQsCgCurq506dKFdevW8f3332Oz2WjXrt2/ThjDwsIICwsDYOn7X+df4LdQzm+Hf+5yk5ur193dGfXyCJ5+4Hl+/SkqT3ut+jV457M3WfDWRyxbtDJX29GDv9Ope7s/XV+dowePIf/enQO78MiE/zFh2Ev8tudgrrbMjEwWTF7EgsmLAPDz96PPg+H8+uN+h89zcXGhfGj5fI1Zrs9oAK5T5Vq5/yQ965TD3dXl1gdVQBT2cYX5Sd3QAmQnQhUqVKBXr16UKFGCH374ge3btwNwzz330KpVK1avXs2PP/5ISkrRqdIYjUbc3U24mdwAcHc34e5uAqDTHW0JLhcEQImSfkyc/gKJiZf5Zc+v9vtNJjfc3U0YjUZcXV1wdzfh6qrfwf6tex7qzzMvPcnj9zxz3UTxtqb1eW/FbN6Z+n6eRBFgy/rteHi688Djg3F1c6VZm8Z06t6eLz5ZfSvCL5J6DwvnkRcfZtx94/MkigD+Zfz/r737jmvyXP84/slgxYCACIKIgnvhVhT3FvfCWevpstY6aou7da9qrav2VI+1jmIduPfeg7pHVaqoiEJZKiIz4/eHv+RA1Z4ONQGud199ndPkCV6S5Mk393Pf142H97P3SWHPwoyY8xm/nL3Gz4fOAFCzUQ3KVS2L2kaNSq2iXsu6NOvSlPCDP7/Rv0dupTcYydDpyTI8CzIZOj0ZOr35y6vpv+FZ25sMnR79/x97KeYRNxOeoDM8uz3s0j3ORj+kSSmPHH/G9bhkrv72mK7++fcSNDxryv06/8nNFMbcfiFd/GO/Hy2Ljo5my5YtPH78mMDAQBo2fDZSs2bNGnbt2kX//v1p2LDhnx5h83Gt/FrqfhW69erInG+mPHd7vSqt6PdeTzp3a4ujk5aUJ085E36emZPnc/vWXfNxxy/sophPzhGSdaGb+fTjca+99r+rkK2TpUt4qfOxx8nK0pGVmXN1eWDJZ+09FoctoEbdqs/Nd/u492ecP/0sxFeoWo7R0z+lVLmSJMQl8O2X1t1nsZCN1tIl/KF993ajy9KRlZmV4/b25ToBUMa/NGMWjsatSCHSUtI4vP0o/5m+lPT/70/asG0D+n3yFh7e7uh1emLvxbI9dCdbV25703+VP23L2HKWLsFsy9Voxu+58tzt2995dl5u+/2R5+6b2LISHSp6s/P6A749cZP4pxnYqZX4uWr5IKAkAcXdchw/Zd9V7j58ypLutV/PX+IV0Hw477X/Gf5F6r7Wn38p9uXtjQBWrVrFuXPnSExMxN7enmrVqtG3b1+02v+eIw4fPsz69et5+PAhPj4+vPfee/j5+Znvv3XrFv/5z3+4d+8eLi4udO/e3fwZ/k9IWMzn9Ho9KtV/LztkZWVhY2NDTEwMGzdufC4whoWFERgYSJEif35eizWHxfzImsNifmTtYTE/sqawKJ55E2GxkkfAa/35V3479Yf3h4aGUrduXYoVK0ZqaioLFy5ErVYzYsQIAK5fv87UqVP57LPPqFChAjt27GDbtm3MmzcPjUZDamoqgwcPpn379rRt25Zr164xa9YsPv/8c8qUKfOPapfL0PmYwWBApVJhMBiYN28ec+bMYezYsZw5c4YiRYrQrVs3ChYsyMmTJ82LVbp27fqXgqIQQggh/rfevXvj6+uLWq3GycmJ1q1bc/Xqfxux79u3j9q1a1OlShVsbGzo0KEDarWa8PBwAE6fPo2trS0dO3bExsYGf39/ateu/UoWm0pYzIdMzXGVSiVGo5Fx48ah1+tp27YtAQEBzJo1i1OnTuHu7k6nTp2wsbHh0qVL+bJ9jhBCiPzB2uYsXr58meLFi5v/++7duzkuOSsUCnx9fbl79675fl9f3xxTxLLf/0/ITPx8JDk5GScnJ5TK/35HOH78OI6OjgwfPhyAn3/+GR8fH+rUqYNOp8PLy4tevXphb2+fbxtzCyGEEP/U71vKZe8a8nunTp1i//79TJgwwXxbenr6c5/DGo2GtLQ0ANLS0p67v0CBAq9koEfCYj7x+PFjFi5cSI8ePShVqpT59qysLPOLa968edy7d48ZM2agVCrZuHEjzZo1w9PT01JlCyGEEG+E4TUv4fijcJjdyZMnWbx4MSNGjMgxkmhvb/9c8EtNTcXD49nqdgcHB+Li4nLc//Tp01cy0COXofOR7t275wiK8Gwl9NWrV5k3bx5xcXFMmzYNtVrNjh07OHPmjIUqFUIIIfKfgwcPsnjxYkaOHEmlSpVy3Fe8eHFu3/7vVptGo5E7d+6YL1UXL16cO3fu5HhM9vv/CQmL+UTBggXNq6G+++47QkNDAWjatCnlypXjxIkTDBo0CIPBwM6dO1m/fj0DBgzA2dnZglULIYQQb4al5yzu2LGDlStXMnbsWMqVe35FfvPmzTl9+jSXL19Gp9OxdetWsrKyqF37Wcuj2rVrk5GRwZYtW9DpdFy+fJnTp0//qdHM/0Va5+QD2dvj6HQ61qxZw/Xr16lWrRpdunQhNTWVf//739y/fx8XFxcA+vbtS4kSJV7Jny+tc6yLtM6xLtI6x/pI6xzr8yZa55Rzr/Vaf/71uD9uRB8cHIxKpXpuY4eVK1ea///hw4dZt26duc/i+++/n+NS9c2bN1m6dClRUVG4uLgQHBwsfRbF/2YKigaDgcWLF9OuXTucnJzYt28f586do2bNmnTq1AmAe/fu4ezsjFKppECBAq+sBgmL1kXConWRsGh9JCxanzcRFssUrvlaf35EfO6d2iULXPKw7EFx3Lhx3Lp1i4oVK9KgQQOaNGkCwJkzZzAajXTu3JlixfL3Vk9CCCGEeJ6ExTwqe8PtkSNHUrp0acqWLUtKSgoALi4uNG3aFIVCwZEjR7C1taVt27YWrloIIYSwjNy+f/PrJAtc8pA7d+6we/dujEYjSqUSg8FASEgIRYsW5YMPPiAtLY3Y2FjgWZh0dnamRYsWNGvWjFq1Xu9cDSGEEELkTjKymEdkZWXx+PFjMjIyzN3bk5OTCQgIoHv37sCz5pwZGRnAs91bTLu0tGvXzmJ1CyGEENbgdfdZzM1kZDEPuH37NgMGDMDX15cOHTpgMBg4duwYzs7O5qAIz9rnJCcnA7Bt2zaWLFmCvb29pcoWQgghRC4gI4u5XEpKCv/+97/p0qULTk5OGAwGrl27xoIFC3jy5AktWrQwL8NXqVQUKFCAI0eOsGHDBsaNG4eXl5eF/wZCCCGE5cmcxZeTkcVczGAwYGtri9FoxN3dHYDly5dTsWJFPvjgA3744Qf27NlDVlYWAIUKFeLAgQOEhoYybty4HL2ZhBBCCCFeREYWc6m7d+9y8uRJWrduTd26ddm6dSvLli2jSpUqADRr1gyAxYsXAxAUFISfnx9ubm6MGDHilWz/I4QQQuQVRqPB0iVYLQmLuVBSUhLjxo0jODgYZ2dnatasyebNm1GpVOZtf4xGI82aNcNoNPL999+TmppKt27dmDdv3nPd4YUQQgghXkZSQy4UExNDyZIlad++PQaDgYMHD9KiRQsANm3aRGpqKvXr1wee7SWZlZXF2rVrad269SvdmUUIIYTIKwwyZ/GlJCzmQu7u7kRERLBy5UrOnz9PiRIlGDJkCDExMWRkZLB7926USiX16tUDoE2bNjRs2FCCohBCCPESsvvxy8kCl1zGYDBQuHBhRowYwbZt21AqlQwZMgQAT09PWrZsiZ+fH7t37+bw4cPmx2k0GkuVLIQQQohcTMJiLqNUKjEajdy8eZNSpUoRExNDaGio+X5vb29atGhBkSJFOHbsGGlpaQDmRt1CCCGEeJ4B42v9NzeTy9C5hMFgQKl8lu0VCgVBQUF069aNS5cuMWPGDAwGA3379gWeBcaOHTui0WhwcHCwZNlCCCGEyOUkLOYCer0elUqFwWDg1KlTJCYmUqZMGTw8PPD39+ezzz7jq6++QqlU0rt3bwBpti2EEEL8BTJn8eUkLFo5o9FoDoqjR4/G1dWVxMRETp8+jaurKz179qR69eqEhIQwffp01Go1wcHBli5bCCGEEHmEhEUrZ5pruGzZMjw9PRk2bBgAZ86c4dChQ+zatYu+fftStWpVxo4dS6FChSxYrRBCCJE7GWRk8aVkgUsuYDAYSExMpGrVqubbatasib+/PxcvXiQzMxMAf39/ihYtaqEqhRBCCJEXSVi0Qr+fN6FUKtFoNFy4cMG8uhmgbt262Nvbk5qa+qZLFEIIIfIU42v+JzeTsGhl9Hq9+dJz9mBYtWpVHj58yP79+0lOTgbg2LFjGAwGabYthBBCiNdG5ixaEYPBYF7MMnfuXJ48eULRokXp2rUr9evX58GDB5w7d44tW7ZQqVIlLl++zJgxYyQsCiGEEP+QrIZ+OQmLFmQ0Gs2jiKY+ikajkWnTpqFWq2nUqBFr1qwhMTGRt956i+DgYO7fv8+1a9fQarX07NkTd3d3C/8thBBCCJGXSVi0oKysLGxtbTEajeaguGfPHry9venfvz8AVapUYcaMGaxcuZKePXtSvHhxWcQihBBCvGK5fZeV10nmLFpIYmIiQ4cO5fHjx+j1egC2b9/Opk2b+PXXX83Hubi4EBISwqNHj/jhhx+4c+eOhSoWQgghRH4kYdFC7OzsGDBgAAULFkStfjbAW6dOHQICAkhPT2fPnj3mY93c3Pjkk08wGAw4OjpaqmQhhBAizzIaja/139xMwqKFaLVaqlatitFoZPLkydy4cYPChQvTvn17KlSowM8//5wjMLq7u/PFF19I020hhBBCvFESFi0sLS0NBwcHpk+fzq1bt3B1daVjx44UKVKEs2fPsn37dvOxKpXKgpUKIYQQeZfBaHyt/+ZmEhYtTKPR8OGHHxIQEMDEiRO5desWbm5udOzYEScnJ65du8bTp08tXaYQQggh8ilZDW0FtFotffv2BWDChAlMmDCBkiVL0qtXL5RKpfRRFEIIIV6z3D6v8HWSkUUrYQqMDRo0YMyYMURGRuLq6oqzs7OlSxNCCCFEPiYji2+AqeH2/2JqtG1jY4Odnd0bqEwIIYQQIH0W/4iExddMr9ebt/A7f/48iYmJVKpUCScnJ7Ra7XPHOzk58fbbb/+pcCmEEEII8bpJWHyNjEajOSiOHTsWrVZLQkICe/bsoVKlSgQFBb1wuz4JikIIIcSbJXMWX07C4mtk2vd58eLFeHp6MmTIEAAOHDjAiRMnOHHiBJ06dcqxR7QQQggh3rzc3t7mdZIhrNdMp9ORlJRE7dq1zbc1bdqUChUqsH//fjIzMyUoCiGEEMJqSVh8zRQKBXZ2dty4cYPMzEzz7Q0aNMDJyYn09HQLVieEEEIIAONr/ic3k7D4ChkMhuduU6lUVKhQgV9++YUzZ87w5MkTAMLDwzEYDOZ9oYUQQgghrJEklVfE1B7HYDCwfPlynjx5gkqlokmTJrRp04a4uDi2b99OWFgYfn5+XLhwgbFjx6LRaCxduhBCCJHvyZzFl5Ow+AoYjUZzUBw9ejSFCxematWqnDhxgnXr1hEYGMjbb7/N5cuXuXfvHra2tnTt2pUiRYpYunQhhBBCiD8kYfFvSklJwdbWFltbW/MClUOHDuHm5sZnn30GQKNGjVizZg3Hjx+nTp06VK5cmcqVK1uybCGEEEK8gLTOeTmZs/g3pKWl8cknnxAWFpZj0crjx49JTk4Gnr3obGxs6NKlC3fu3OHMmTOWKlcIIYQQ4m+TsPg3ODg40KtXL7Zt28a2bdtIS0sDoGjRoqhUKm7cuGEebdRoNPj7++Pi4mLJkoUQQgjxB2Q19MtJWPyLjEYjOp2Opk2bMnDgQNatW8fevXvR6XSUL18eo9HI1q1bOXnyJE+fPmXPnj1cv34dLy8vS5cuhBBCCPGXyZzFv8hoNKJWq9Hr9djZ2VG2bFlWr16NTqejS5cuDBkyhBUrVrB+/Xo2bdqEwWBg1KhRL9zWTwghhBDWQeYsvpyExT/J1BrHtOp5xIgR+Pr60rRpU0qVKsWaNWvQ6/V0796dQYMGkZycTHp6OgULFsTR0dHS5QshhBBC/C0SFv+HuLg43NzcUCr/e8X+5MmT2NnZ8fHHH5tv8/Hx4ZtvvsHBwYHmzZvj5uZmiXKFEEII8TfIyOLLyZzFP5Cens7SpUufW8lsa2uLXq/nyZMn6PV6DAYDDRs2xM/Pj5UrV3LgwAF50QkhhBAiT5CRxT9gY2PDu+++i7u7O0aj0dx8W6PREBsby9WrVwkICDAfX61aNapXr46/v795NbQQQgghrJ8M8bycwihDYH/KkiVLiIqKYsKECahUKtatW8eGDRvo168f3t7e3L9/n82bNzNr1iy0Wq2lyxWvwb59+2jevLmlyxD/T54P6yPPiXWR50O8KnIZ+k8wGAxUqVIFpVLJrFmzzAtZ3nrrLQ4cOMDq1as5fPgwISEhEhTzsH379lm6BJGNPB/WR54T6yLPh3hV5DL0C5hWPpsolUqqVauGra0t69evZ9asWYSEhBAUFETt2rXRaDQYDAYJikIIIYTIc2Rk8Xf0er25Pc6uXbvYsGEDFy9exMbGBn9/f7p160ZKSgpfffUVer0eNzc3NBqNBEUhhBBC5EkSFrMxGAyoVCoMBgOjR4/myJEjREREMG3aNLZu3YpOp8Pf35/g4GBiYmJYuHChpUsWb5DM/bEu8nxYH3lOrIs8H+JVydcLXIxG43Orlo1GI9OnT0er1TJkyBAAxo8fT0REBJ07d6ZLly4olUp++eUX3N3dZWcWIYQQQuRp+Xpk0RQUo6KiMBgMADx8+BAvLy/69esHwPz58zEYDAwYMIDNmzezfv16DAYDlSpVkqAohBBCiDwvX4dFgEOHDhESEsLFixcxGAy4urrSrl07nJ2d2bBhA/fv32f8+PH4+/vj7e3Nvn37SE1NtXTZQgghhBBvRL4Pi40bN6ZZs2YsXLiQixcvApi36ouJiaFBgwao1WrCw8Np3Lgxc+fOxcnJyZIlCyGE+BsyMzMtXYL4C1JTU2Vwxkrkq7BoutT8ex988AG1atVi/vz5nD9/3ryFH8Dx48eZP38+P/74I+XLl5dVz0IIkQslJyczePBgzp8/b+lSxJ+QnJzMpEmTOHz4sARGK5CvwqKpd+LWrVu5ePEi0dHR5vs+/PBD6tWrx9y5c7l48SJKpZIWLVrg7++Pvb09U6dOpUSJEhaqXAiRF73sC6x49WxtbalevTpz5szh8uXLli5H/A9OTk6UK1eO3bt3c+LECQmMFpbvVkNv2LCBNWvW4ObmRkpKCjVr1kSr1dKqVSu8vLxYsWIFR48eZdCgQVStWhV48appIYT4O9LT07G3tzefV+Li4oiKikKpVFK9enVLl5fnJCQkoFKpcHFxIT09nTVr1rB7925Gjx5N5cqVLV2e+J2kpCSuX79OvXr1AFi9ejUnTpygY8eO1KtXD41GY+EK86d8FxYTEhL4+uuvcXR0pHLlyiiVSk6cOEF6ejoZGRm0aNGC0NBQChQowNChQ+VkIqxOdHQ0np6eqFQqS5ci/qJLly6xdOlSQkJC8Pb2JioqikmTJlGoUCFSUlLw9fXls88+s3SZeYbRaGTUqFHm/3V1dSU9PZ21a9eya9cuRo0ahb+/v6XLFP9Pp9OxYsUKbt++TcuWLWnQoAEggdEa5KvL0AaDATc3N4YOHUp8fDyRkZFUqVKFyZMnM3bsWNq3b09ycjJeXl5kZWVRuHBhS5csRA7btm1jzpw5XL16VS5h5kL+/v4olUoWLFhAVFQUYWFh9O7dm+nTpzNo0CDu3bvH1KlTLV1mnqFQKPjiiy/IyMhgwYIFJCUlYW9vT3BwMK1bt2bGjBlcunTJ0mWK/6dWq2nZsiVFixbl2LFjHDlyBIBevXpRr149Nm/eLJekLSTfjSya9n3+7bffmD17NoULFyY4ODjHfMSMjAwyMjJk1bOwOpmZmcyePZusrCw6d+5MpUqVcuxjLqyXXq83jwaPHDkSvV6Pt7c3/fv3x9nZGYPBQGRkJPPmzcPLy4vRo0dbuOLcz/Q7T01NJSQkBHd3dwYPHvzcCKNckrYOpqkZDx48YNOmTTx+/JjAwEAaNmwI/HeEsXPnztSpU4cCBQpYuOL8I89/ymTPwqagaDAY8PDwICQkhPj4eMLCwrh9+7b5ODs7OwmKwirZ2try2WefoVarCQsL48qVKzLCmEtkn/c8c+ZMtFotJ0+eJCYmBni2AK9kyZIMGzaMX375heXLl1uq1DzBaDSiUqnQ6/VoNBpmzZpFXFzccyOMQUFBTJkyhatXr1q65Hwt+9oALy8vOnToQMGCBTl+/HiOEcb69euzcuVKzpw5Qz4b67KoPD2yaAqHOp0OeDbE/fv74uLimDNnDlqtln79+uHj42OpcoV4oaNHj+Li4kKZMmVQKBTY2NiQmZnJnDlzePr0Kd27d6dixYoyh9GKmc43MTExREZGEhgYCMCYMWPIysrik08+wcvLC3j2ofngwQM8PT1l1PhvMv2+TTIzM7G1teXp06eEhITg4eFhHmFMS0tj8+bN1K9fH29vbwtWnX9lH3UHyMrKwsbGhpiYGDZu3PjcCGNYWBiBgYEUKVLEUiXnO3k2LJpOFkajkbFjx9K0adPnNlU3HRMbG8uiRYsYOnQohQoVslDFQjxvzZo1bNiwAY1Gg7OzMyVLlqR06dLUqlULFxcXZs6cCUBQUJAERitlOs/cvXuXKVOm0LhxY9q2bYuzszMAo0aNQq/X5wiMv3+s+POyX0FasWIFycnJFChQgKpVq1KjRg2ePn3KiBEjKFKkCAMHDsTNzU06XlhQ9udrwYIF6PV6YmNjCQ4OpkaNGsTHx7N+/XqePHlCjRo1nvscF29GngyLpje+0Whk586dREVF8eGHH77wWNML9fffbISwBufOnWPt2rUUL16cAgUK4OzszIEDBwAoXLgwxYoVY+/evfj4+NCnTx8qVKhg4YrFiyQlJTF58mTatm1r/rDLHgTHjBlDQkIC06ZNM+8gJf4+g8HA2LFjKVKkCOXKlePRo0ds2LCBCRMmUL58eVJTUxk4cCDly5dnxIgREsgtIPvr3zSo4+bmRtu2bbl69Spr1qxh2LBh1K1blwcPHvDTTz8Bz3oiy2roN0/9vw/JfUzfEENDQzl37hw9evQA/ju0nZ3pxSonC2FNjhw5QoMGDahevTp6vZ5t27ZRvHhx6tWrR1BQEI8ePWLPnj3mKRYxMTESMqzE9evXcXBwoHjx4ubb4uLiKFy4MM2bN8dgMKBQKMxTZNRqNdOmTWPRokW4urpasPLcKT09HVtb2xzn8L179+Ls7MzQoUMBWLRoEcWLF6ds2bKkpqai0Wj49ttvSU5OlnP/G5acnIyTk1OO3/vx48dxdHRk+PDhAPz888/4+PhQp04ddDodXl5e9OrVC3t7ewmKFpJn3yXJyckYjUYePnzIuXPnALCxsXnpYgC5BCGsxS+//MKmTZtYunQpRqORWrVq0bZtW27dusWGDRuIjo7Gzc2N3r17069fP2bNmsXXX3+Nu7u7pUvP14xGIwkJCaxbtw47O7sc9/3222/cvXsXePbFNCsrC3g24nj69GkAPvroI/PlOPHn/Pbbb8ydO5eHDx/muD0xMRFPT08A5s+fz61bt5g2bRpKpZIjR46QmJiIRqOROW9v2OPHj1mwYAE3b97McXtWVpY5BM6bN48LFy4wffp0lEolmzdv5tGjR3h6euLi4mKJsgV5KCz+/gTr5OREx44dadeuHb/++iubNm0CkJOxsHp+fn4EBQVx//59c2CsXbs2nTp1Iioqin379uVYvV+kSBEKFixowYoFPPvCaerjWqRIER4+fEhUVBQAtWrVQqvVsmLFCuDZqnaAn376iSNHjuRY1SkjXX+eq6srjRo1Ms81N53b3d3duXXrFrNnzyY2Npbp06ejVqvZvHkz58+ffy7Mizene/fulCpVKsdtRqORq1evMm/ePOLi4pg2bRpqtZodO3Zw5swZC1UqsssTcxazT5Dds2cPCQkJlCtXjlKlSqHRaNi2bRvnz5+nVq1adOjQwdLlCvE/paWlcezYMY4ePYqPjw/vvvsuCoWCn3/+mW3btuHm5kbHjh1l9b6VuHr1KsePH+e9995DqVSSmprK3Llz0Wq1tG/fHl9fX/bt28fevXtxcnLC39+fiIiIHEFG/DW/n/O2dOlSatasib+/Pw8ePGD58uXcvn2bMWPG4Ofnx44dOwgLC+OLL77IMUVAWMZ3332Ho6MjvXv3BmDOnDmcPn2ar7/+GldXVw4ePMi6dev44osvcvRBFpaRJ8IiPDtxjB49GldXV5ycnPjtt9+wsbHhww8/RKVScfDgQY4cOULz5s1p27atpcsVIoe1a9diMBioX78+Dg4OFCpUCL1ez5EjRzh06BBFixbl/fffR6FQcOLECQ4ePMigQYPMK2qF5RgMBnbv3s3Ro0cpW7Ysb731FkqlklOnTrFz506KFi1Ku3btKFKkCBEREWzduhVHR0cKFChA7969zb0AZYHdX5P9d6bT6Rg7diwajYYePXpQrlw5zp8/z4kTJ7h06RKlS5cmISGBDz/8UIKHhfz++VqzZg3Xr1+nWrVqdOnShdTUVP79739z//598+Xmvn37yvNlJXJ1WMze7iA0NJT4+HjzhOaJEyeiUqkYM2YMSqWSx48fc+TIEerUqSNzu4RVOXXqFF9//TUANWrU4NatW9SpUwdfX18qVapEeHg4v/zyC+7u7vTr1w+FQkF6ejr29vYWrlyYpKenc+TIEY4fP07x4sXp378/SqWSM2fOsGnTJnx8fGjduvULR4KlPc5fZwoeBoOBrVu30rFjRzIzM5k5cyaZmZn06dOHcuXKYTQaiYyMpGDBgtja2spmCxaS/flavHgx7dq1w8nJiX379nHu3Dlq1qxJp06dALh37x7Ozs4olUrZocWK5LozVHR0NHPnzn3u9vj4ePN2TQsWLCA5OZlRo0aRmZnJlStXKFiwIG3btpWgKKyOn58f3bt3x8vLi3LlyvHJJ58AsGHDBhYuXMiuXbtISEhgx44drF+/HkDmXFlY9u/YRqMRe3t7GjduTKNGjbh79y7Lli3DYDCYPwTv3bvHnj17iIiIeO5nSVD8a7IHj3HjxhEaGkp4eDi2traMHDkSW1tbQkND+eWXX9Dr9ZQsWRI3NzcJihby++fr4MGD3L59GycnJ5o0aUL16tU5c+YMGzduBKBYsWLmkXdhPXLdRJmMjAwqVaoE/HcFs2klVWpqKosWLeLevXvMnDkTtVrNhg0bSEhIoEyZMuZJ5UJYA9OIkru7Ow0bNkSn07F79258fHx45513MBgMREREEBERwfXr10lNTaVu3bqArN63NIVCQWZmJr/++isVK1YkKiqKa9eu0bx5c7Kysjh58iTLli3jX//6FzVr1kShULBixQrc3d0pU6aMpcvPtbIHj5EjR+Lp6YmXl5d5lN0UGGfNmsWyZct49913KVeunIWrzr8MBkOO56t06dKULVuWlJQUAFxcXGjatCkKhYIjR45ga2sr08SsVK77SluyZElzr7JVq1YBz1riFC1alB9//JFr164xbtw480qqvXv30q5dOwmKwupkH1Fyd3enWbNmBAYGsmTJEo4dO4ZSqaRcuXJ06NCBTz/9lK+++kq2I7MSRqORVatWsWnTJnbt2sWECRPMQaZx48bUq1ePe/fu8cMPP2AwGKhRowYDBw6kXbt2li4917l//z6HDh0CMAePwYMHU6xYMYYPH05WVhb37t0Dns2Fs7W1NW/pJ30r37w7d+6we/dujEajeeFpSEgIRYsW5YMPPiAtLY3Y2FjgWZh0dnamRYsWNGvWjFq1alm4evEyuWpkMfsE2QcPHrB9+3aio6MZNWoUQUFBPH36lBMnTrBo0SIcHBy4efMmY8aMkRWjwqrMmzePxMREOnXqhKenp7kfXOHChWnWrBkAq1evRq1WExAQADz7kJQFENZDoVAQHBzMnDlzWLZsGc2aNSMoKAh4NkWgUaNGwLP5qAsXLuTjjz82j3DJHMU/LyUlhStXruTYTOHBgwcEBgaaV9FmZWXx9OlTANRqNVeuXMHPz4/PPvvMIjXnZ1lZWTx+/JiMjAzz1Y/k5GQCAgLo3r07AAUKFCAjIwPAvBDM3d1dvkhZuVx1xjJ9qzx16hTe3t5MnjyZe/fuMXXqVOBZ/6Z33nmHJk2a0KRJEyZMmICvr6+Fqxbiv9LS0rh48SI3btwgLCyML7/8kq1bt3Lnzh0APDw8aN26NfXr1+fbb78lPDzcsgWLF9LpdGi1WjQaDd7e3qSmpnL27Fnz/XZ2djRs2JAaNWrg4OCQ47ESFP+cu3fvsmTJEsqXL0/Tpk0xGAycPXsWb29vc1AE8PLyMofJ7du3M3PmTFJTUy1Vdr51+/ZtBgwYgK+vLx06dMBgMHDs2DGcnZ3NQRGgYMGCJCcnA7Bt2zaWLFkii/VygVw1sggQHh7OqlWrKFWqFKVKlWLo0KHMmzePadOmMWbMGPMiFyGsjcFgwMHBgY4dO3Ljxg3q1atHbGwsYWFhHD161NxipVixYnTs2BEbGxsZFbcyplFBU1/EIUOGkJWVxYIFC9i3bx8KhYLq1asDEBERQdu2bc1dG2RE8c97/Pgx06ZNo3379vj4+GA0Gjl27BiLFy/mnXfeoWnTpuZj1Wo1CoWCvXv3smHDBiZOnChbX75hKSkp/Pvf/6ZLly44OTlhMBi4du0aCxYs4MmTJ7Ro0cL8nlGpVBQoUIAjR46wYcMGxo0bh5eXl4X/BuJ/yXVnLk9PT+zs7Mw7I5gCY2xsLF988YWFqxPi5UxBwdfXl4iICAoUKEC3bt347rvvKFGihHkKRUhICLdv36ZLly6yHZkVMYW92NhYtm/fzrFjx0hKSqJAgQL0798fo9HI3r17OXLkCIsWLWLFihXmoGiavyX+HL1eT9GiRalRowYGg4GjR4/i5+dHly5d2LhxIwcOHDAfq1KpWL16NWvXrmXs2LH4+flZsPL8x2AwYGtri9FoNHcbWb58ORUrVuSDDz7ghx9+YM+ePeYtLgsVKsSBAwcIDQ1l3Lhx8nzlElY9sviib+LFixenWrVq/Pjjj5QpUwatVkuZMmX46KOPWLp0KQkJCfKtUliVyMhIihUrZr5U5u/vj7+/Pz/99BPVqlXj/v37XLx4kY8++ggHBwdzqycJF9bDFPaioqKYOHEiXl5eZGZmolaref/99ylRogT/+te/WLduHYcPH8ZgMDBjxgxzUJTV639OZGQk169fp3Hjxuj1etatW8e1a9eoWLEiDRs2RKPRYDQaCQsLw2g00qxZM/z9/Tlz5gyDBg2Skfg37O7du5w8eZLWrVtTt25dtm7dyrJly6hSpQqAeQ724sWLAQgKCsLPzw83NzdGjBghO+nkIlbflNtoNLJz5048PT2pVq0a8Gzz+EWLFtGlSxfzixIgMzNTVj0LqzJ37lxOnz7NJ598QvXq1c2XYk6cOMHGjRupW7cuu3fvpnPnzrRu3drC1YoXMYW99PR0tm3bhpOTEy1btiQiIoI9e/Zw+/ZtBg8eTIkSJUhNTUWn0+Ho6IhCoZCdWf6CuLg4Ro0aRceOHenYsSNRUVHmXbnGjx9vHgRISkoy78gVFBREq1atSElJQavVWvhvkL8kJSUxdOhQgoODad++Pffu3ePzzz9HpVIxaNAgqlevbn7v7Nu3j++//54uXbrQrVs3dDqdbHGZy1j90MWVK1e4dOkS8+fPZ9GiRZw6dcrcEmHfvn05jpWgKKxNcnIyBoOBpUuXEh4ejk6nA6BevXoArFmzhj59+tC6dWus/HtbvqVQKEhOTmbo0KFcvnzZfNmsTJkytGvXjuLFi/PNN98QGRmJRqPBycnJPEdRguKfd+XKFTw9PenYsSMAW7dupUKFCtjZ2bF69WoiIyMBcHV1pUmTJtSpU4d9+/aRmpoqQdECYmJiKFmyJO3bt8dgMHDw4EFatGhB06ZN2bRpE8eOHTOPqDdv3py33nqL7du3k5KSIu+LXMjqRhZfNgn8zp07bNq0ifj4eGxsbPD39ycsLIwxY8ZQsWJFC1QqxMuZXseXLl3i0qVLpKamcvjwYT766CNq1aqFra0tBw8eZOvWrXzyyScUK1bM0iWLF8h+CfmHH35g586dDBkyhMDAQPMxd+7cYfXq1Wi1WgYPHmypUnO9yMhIvv32W+rUqcPZs2dp0KABQUFB/Pbbb8yYMQNfX186duxovnT58OFDVCqV7MxiIabtddu0acP58+cpUaIEQ4YMISYmhp07d3L79m3atGlj/mIM8PTpU9mZJZeyqpFFvV5vbuK5Y8cOVq1axYULF3j06BElSpRgwIABjBgxAi8vL86ePYutrS0eHh6WLluI55i+8Dg7O3P58mWCgoLo1asXixYt4syZMwBUrFiRmJgYbty4YclSxQsYDIbnbuvfvz+tW7fm22+/5cqVK+bbTfMVBw0a9CZLzHNKlChBYGAgmzdvJiMjw9y30sPDg08//ZTbt2+zdetW8wiji4uLBEULMRgMFC5cmBEjRrBt2zaUSiVDhgwBni1CbdmyJX5+fuzevZvDhw+bH6fRaCxVsviHrGZk0TQSY9oWyNnZmczMTJRKJT4+PnTo0IFChQqZj4+NjcXe3h5nZ2fLFS3E74SFhVGoUCHq16+PQqFApVKxadMmIiIiGDFiBKGhoezYsYOPPvqIevXqsW3bNqpUqSIji1bEdC568OABhw4dMu8yYWoa/P3333Pw4EFGjhxp3nr0948Vf+xli37mz59PdHQ0Dg4OVK9e3XxJGiA6OppJkyZRo0YN3n33XZnzZmGmhUbnz5/nzp07tG3bNkf/y+joaLZu3UpSUhLDhw9/rt+oyF0sFhZfdLIwGo3Mnj0bGxsbhg0bBsC4ceN4+PAhVatWpVu3bri4uFigWiH+t127drFs2TIA2rdvT2pqKr169SI+Pp6tW7fSq1cv3N3dCQ0NZfPmzXz66afUqlVLVspaAVPIM52X7t27x8SJE6lfvz5KpZJff/0VvV7PtGnTgGetQXbs2MH06dOl9cdflP3cf+vWLeLj41Gr1ZQpU4bU1FTc3NzYsWMHp0+fpnr16nTt2tX82AcPHqBUKqWllIX8/stQamoqGo2GS5cuMWPGDIKCgujbt6/5/gcPHqDRaGRQJw+w2Fcz08li7dq1dOjQAXt7e+Lj43FxcaFXr14ALFq0CJ1OR5s2bdiyZQsZGRn06tUrxwijENbC19eXZs2acfnyZVxcXNDpdEyZMoUaNWpw+vRptFot7777Lr1798bW1paiRYtKULQC+/btIyIigoEDB2I0GtHpdPz444+0adOGrl27kpWVxahRoyhVqpT5MW+//TZubm7S+uMvyh4U586dS2JiIvHx8ahUKpKTk+nZsyetW7emSZMm6PV6zp07h1KppHPnzgDSvNmCTCv7TbuoJSYmUqZMGTw8PPD39+ezzz7jq6++QqlUmkcY5fnKOyw6jh8TE8Phw4dp3bo19vb2uLu70759ewoUKMCmTZu4c+cOX375JZmZmRw9etR8WU8Ia1S2bFlUKhVpaWkcPXqUcePGcf/+fW7fvk2BAgVwcXEhKysLGxsbunXrZulyBXD58mVCQ0OZMGECCoUChUKBUqkkLS2Nhg0bAjB27FiKFy/OwIEDiY6OJjY2lpo1a9K2bVsAaY/zF5iC4ldffUVCQgIjRozAxsaG9PR0du/ezYoVK8jMzKRz5840btwYhULBkSNHUKvVtG/f3sLV519Go9EcFE3tjBITEzl9+jSurq707NmT6tWrExISwvTp01Gr1QQHB1u6bPEKWTQsOjo6kp6ezs2bN81bZHl4eGAwGLh37x6tWrUC4MCBA/j5+dGzZ08KFixoyZKFyCEhIYGkpCQyMzMpV64cpUqVonPnzqxevZqpU6fyySefULZsWerUqYNGozE35hbW4enTpxQpUgQfHx8SEhK4du0aDRo0wGAwsG/fPq5cuULx4sXNi1c2bdpEkSJFqFmzpvlnSFD8ay5cuEBSUhKff/65ecGDVqulT58+2NrasnbtWqpVq0aJEiVo3LgxarWa2rVrW7jq/M0U8pctW4anp6d5mtiZM2c4dOgQu3btom/fvlStWpWxY8fK1b886I2FxRfNUdRqtRQrVoyUlJQcxyiVSjQaDd9//z23b9/m4MGDTJ8+XYKisCrLly8nNjaWX3/9lbS0NEqWLEnr1q2pV68evXv35qeffmL27NkMHz6cIkWKvHCFrbCMU6dO4ebmhrOzM46OjixatIgTJ07w8ccfAxAYGMj27dvRarXmoLhw4ULu3bvHwIEDLVl6rhcTEwPkXBlrOvd36NCBc+fOER4ejo+PD87OzgQFBcmiIStgMBhITEzMEdxr1qxJUlIS27dvJzg4GFtbW/z9/S1YpXhd3tg70BQUN2/ezE8//cS1a9d49OgRhQoV4sqVKxgMhhxhsmPHjnTu3Bmj0cj06dNlGydhVWbPnk1kZCQ9evRgwoQJTJ48maysLDZu3MihQ4coVqwY3bp1w8vLi8mTJxMXFycfeFbi1KlTfP3119ja2lKuXDl8fX05fPgwpUuXJiAgAIDatWtTt25dNBoNISEhzJ49m4SEBKZOnWq+HCf+HqPRiMFgIDMz09yI3nTut7OzQ61Wk5KSYn6/yPvGMn6/9tU0iHPhwgXS0tLMt9etWxd7e3tSU1PfdIniDXqjl6Hj4+O5efMmKSkpXLp0iYSEBNLS0nB2dmbx4sVUqFABjUZDmTJlsLW1pVu3btKKQlidL7/8kvT0dPM8N5MRI0Ywf/58du7cib+/P76+vgQFBbF3714LViuy0+l0XLlyhT59+uDj48ODBw+Ijo4mMDCQtLQ0VqxYQbt27XB1daVjx45kZWVx7do1PDw8KFGiBEqlUuYo/kNeXl5ERkZy4cIFateubT7Hm36v7u7u+Pr6WrrMfC37azwtLc3c9qZq1ars3buX/fv307BhQ5ycnDh27BgGg0GabedxFmudk5mZSUJCAqdOneL06dP4+vqSkJBAVFQUGo0GW1tbpkyZgo2NjawYFVZj69atrFq1ipUrV2Jra2vej9z0gRcbG8tnn31G//79ad68OYB5UYuwDmvXrmXr1q18+umnfPvtt7z11lvUr1+fHTt2cPbsWYoXL06HDh1e2O5Dvry+GosWLeL48eOMHDkyx2XLHTt2sHnzZiZNmiQbLlhI9p7Hc+fO5cmTJxQtWpSuXbvi4uLC2rVruX79OtHR0VSqVInLly8zZswYCfh53BsPi6a5Kab/vXLlCl9//TWLFi3Czs6O9PR0UlNTMRgM5o3jhbAGRqORixcvsmXLFmxsbBg8eDBarTZHgDAajYSEhBAYGGhu9yGsz8SJE7l+/TqdO3fOsWpzx44dnDt3jhIlStCuXTvpD/eaxMTEsGbNGk6ePElgYCBKpRJ7e3tOnjzJ2LFjpXflG5R9PUH2fqNTp05FrVYTEBDAmjVrKFGiBG+99RZeXl7cv3+fa9euodVq8fPzw93d3cJ/C/G6vfGvyKYXpUKhwGAw4O7ujlar5enTpwDY29vj6uoqQVFYHYVCgb+/v7n33tdff016ejpKpRKdTgdAeno6hQoVomTJkhauVrxMSkoKT548wcPDg/3795OQkGC+LygoiBo1anD58mVOnTplwSrzNk9PTwYOHMiHH36IUqkkNTUVV1dXJk+eLEHxDcvKygKehUZTUNyzZw/e3t6MGjWKxo0bM23aNJKSkli5ciV3796laNGiNG/enICAAAmK+YRFr6colUrc3d2xtbUlIiLCkqUI8VLZB9+VSiXly5ena9euGI1GZs2aRWpqqnnrsQMHDpCSkiILsqxM9gUpph2i5s6di5+fH6NHj84RGNu0aUOnTp1o2bKlJUrNE/7MAiA7OzuaNGnCRx99xIgRI+jSpYs0cX7DEhMTGTp0KI8fP0av1wOwfft2Nm3axK+//mo+zsXFhZCQEB49esQPP/zAnTt3LFSxsBSLhkXTh7Barc5xshbCWqSlpZlHwU1+Hxi/+uorAI4cOUJYWBjvv/++XL60IqZLawkJCVy5coXLly/j6uoKwEcffUTp0qUZM2ZMjnNQ3bp1zfO2xF+j1+vNI1SXL18mNjb2D1fKyhxQy7Gzs2PAgAEULFjQ/IW3Tp06BAQEkJ6ezp49e8zHurm58cknn2AwGHB0dLRUycJCLLbAJbtdu3ZRsWJFihUrZulShDDbtm0bFy9eZPDgwTg5OT23uMFgMHDt2jU2btxIZGQkBoOBL774Qi6jWRHTfKy7d+8ybdo0ypYtS0REBKVLl8bf358WLVrw8OFDli5dys8//8x3330nQf8fMP2+DQYDo0aNIjMzk4yMDAIDA2natKmMHFopo9HIlClTCA4OpmzZsiQlJbFx40ZiY2OpVatWjlF26QaQP1nFV7pWrVpJUBRWR6PRoFQqWbZsGcnJyTlGmkzBsWLFigQFBeHv78/EiRMlKFoZhUJBcnIyCxcupH379gwfPpxJkyZx/vx5MjIygGeX2N555x06duyIk5OThSvOvbL3yt22bRs+Pj7MnTuXjh07Eh0dzZYtW3jw4IGFqxQvYmqPM336dG7dumVuHVWkSBHOnj3L9u3bzcdKUMyfrCIsSmscYU0uXboEQJMmTWjYsCGpqal8//335sBouswGcOLECQA+/PBDihcvbrGaxcs9evQIjUZDu3btMBgMzJs3j9q1a9OuXTsePHjAo0ePcHV1pXfv3nLp+R8wvScWLlzIzZs36dChAwCtW7cmMDCQpKQktm3bRnR0tCXLFC+g0Wj48MMPCQgIYOLEidy6dQs3NzfzF6hr166ZF6GK/MkqwqIQ1uLSpUtMnTqVnTt3olAoqFevHg0aNCAtLY3vv/+eR48emb9Zb9myhXnz5uHh4YG9vb2FKxcvYzQa0ev1REVFMXr0aDw8PBgyZAgAYWFh3Lx5M8fxMofu74uNjSUzM5MzZ87kmAPaoEEDGjZsSFRUFHv37jV3DxDWQ6vV0rdvX+rVq8eECRPMgbFXr16899570nQ7n5OzohDZVKhQgf79+7Nq1SpzYAwMDDQHxh9++AGAPXv2sHbtWqZNm0bRokUtW7Qwe9GooKOjIxkZGYwbN45ixYqZg+KCBQuIi4ujevXqb7rMPOP3v+8iRYoQHBxM7dq1+f7773ME8fr169OuXTvat29vXkwhrIspMDZo0IAxY8YQGRmJq6urzOMV1rHARQhL+/HHH6lbty5+fn7o9Xr27NnDihUr6NevH23atMFoNHL8+HFOnDjBnTt3ePjwIVOmTJF+ilYk+y46Z8+eJT4+nmrVqlGlShWioqKYNGkSAQEBqNVqkpOTuX//vrnxsOzM8teZFjoYjUZ+/fVXUlNTqVq1KvCs6faGDRu4efMmgwcPlrm8VuCvvMaTk5MJCwujZcuW8mVYABIWhQDg008/JSsri88++wwfHx/0ej179+5l+fLlvPXWWwQFBQFw6NAhTp48Se/evWWOohWKiopiypQpVKlSheTkZO7cuUPdunXp2bMn8fHxXLx4kadPn+Lq6krTpk1RqVSyuvNvyL4l3Oeff45eryc6OpoKFSoQHBxMqVKlePDgAZs3b+bcuXOMHTuWEiVKWLrsfMv0GjcYDJw/f57ExEQqVaqEk5MTWq32hY+RL1AiOwmLIl/LfkKcOHEi8fHxhISEULx48RyB8e2336Z169bAf1cOCuuSnp7O3Llz8ff3N4f706dPs27dOho3bky7du1ybG0G8oH4TxiNRsaPH0/hwoUZPHgwmZmZDBgwgJIlS9K9e3fKli1LdHQ0u3btol27dhQpUsTSJedL2dsZjR07Fq1WS0JCAiqVikqVKhEUFCS7sIj/Sc6SIl/LvlXf+PHjcXR05D//+Q937txBpVLRokUL+vfvz7Jly9i7dy+ABEUrpVAoePLkibnhttFopE6dOjRo0ICtW7eSlpbG778bS1D8+86fP4+DgwODBw8GYMWKFRQuXJjk5GRCQ0O5evUq3t7e9O/fX4KiBZm+HC1evBhPT0/Gjh3L119/TVBQENHR0eaODjJuJP6InClFvhQeHm7us2cKDCkpKTx+/JjY2FhmzZrF3bt3UalUNGvWjPfff5/y5ctbsmTxB4xGIzqdDq1WS1xcHDqdzvwhWbFiRUqUKIGNjY2Ew3/g92GievXqdO/eHYAffviB69ev8+WXX9KpUyeuX7/O3r17yczMlMUsVkCn05GUlETt2rXNtzVt2pQKFSqwf/9+MjMzpYWd+ENy5hT5zp07d/jqq6/YuHEjaWlpKJVK4uPj+eyzz2jdujVLlizB3d2duXPnEhkZiVqtpnnz5nh7e1u6dPESCoWCAgUK4O/vz8aNGzl16hRxcXHAsx2iVCqVzEv8B/R6vTlMZGZmmm8vVaoUCQkJREZGMmzYMACSkpL417/+RZ8+fbC1tbVEueJ3FAoFdnZ23LhxI8fz16BBA5ycnEhPT7dgdSI3kK98It8pUaIEI0aMYPbs2Tg4OFCrVi0mT55M8+bNzY2Ex48fz4gRI/juu+/MK2aF9TLNy2rbti1Pnz4lLCwMo9GIq6srqampTJkyBYVC8dycRfG/GY1G8+KIefPmkZSUROXKlalbty7FihXDwcEBvV7P9u3b8fDwYMOGDcyePZvChQtbuvR86UXzcFUqFRUqVODQoUOcOXOGypUr4+joSHh4OAaDQc5v4n+SBS4i3zGdTM+cOcOsWbMA6Natm/mSWmZmpnlEJD4+Xj70rMjvw172/87+Ifnrr7+SkpKC0WikatWq5p13ZHTx75s6dSoajYby5cuzd+9eSpYsSbNmzShTpgwbN24kIiKCx48f88EHH+Dr62vpcvOl7KvUly9fzpMnT1CpVDRp0oQKFSqwfPlyIiIiSE9Px8/PjwsXLshKdfGnSFgU+ZLppHrlyhUmT55Mnz59aNOmDWq1GoVCIcHCCpmes6dPn2I0GlEqlWg0mhwh8WWrm2XV81+X/T2QmprK6tWreffdd4FnYXzVqlUUKlSITp064ePjYz5Oo9FYrOb8LPuq59GjR1O4cGGqVq3KiRMnMBqNBAYG0rx5cy5fvsy9e/ewtbWlUqVKsvhI/CkSFkW+9fsRxs6dO9O5c2fs7OwsXZr4f6dOnSIzM5PAwEBUKhV3795l7ty5aLVajEYjH330EV5eXhIGX7HsI1ShoaHY2tpy7do1xo8fbz4mIiKCNWvWYGdnR6dOnShTpowFK86fUlJSsLW1zTE39MCBA5w9e5aQkBAAsrKyWLNmDbdu3WL48OE4OjpaqlyRi8nZVeQLL/pOZPowrFmzJiNHjmTjxo1s377dAtWJl4mMjOSbb74hPDycR48eMXv2bJo2bUr79u1xd3dn7NixREdHm59L8c9lD4ojR47k2rVr3Lhxg19//ZUNGzaYjytTpgzdu3fHYDDg5uZmwYrzp7S0ND755BPCwsJyLFp5/PgxycnJwLPzno2NDV26dOHOnTucOXPGUuWKXE5mtYo8KzY2lsKFC6NSqczz2n4/5830oVi9enVGjx4tH3pWpnfv3tjY2LBw4UL69OlDYGAg7du3B6BcuXIAfP7550yePBlvb28ZYXwFlEolRqORixcvUqZMGd5//32Sk5M5deqU+ctUly5dgGfPwfDhw2XVswU4ODjQq1cvli5dip2dHW3atMHBwYGiRYty8eJFbty4QdmyZQHQaDT4+/vj4uJi4apFbiVhUeRJ//nPf9i7dy+NGjWiVKlStGzZEsA8pyd7oDB9OJr2tRXWQafToVar6d69O3q9nuXLl+Pn50eHDh3QaDQ4OTnx9ttvo1Qq+fTTT1mwYIHsRPEPZN/rec6cOZw7d45mzZoB4OTkREBAAAaDgd27d5ORkUGvXr0AJChagNFoRK/X07RpU2xtbfnmm29Qq9UEBQVRvnx5tm/fztatW0lKSsLf35/jx49z/fp1+vTpY+nSRS4lYVHkSaZLkjY2NqxZs4bDhw9TuXJl2rRpQ8GCBZ87XtqpWBdTO4+kpCS0Wi09e/ZEo9Hw448/cuHCBQICAlAqlRQsWJC+fftSpEgRChUqZOmycy1TexydTse2bdt46623iIqK4saNGzx69AhnZ2ecnJwIDAwkMzOT48eP065dO5n/ZiFGoxG1Wo1er8fOzo6yZcuyevVqdDodXbp0YciQIaxYsYL169ezadMmDAYDo0aNki9T4m+TBS4iTzFdZo6Li2PmzJm0aNGC6tWrs3btWuLj44mKiqJJkybUqFGDihUrWrpc8QKmkd+7d+8ye/ZsOnbsSJMmTVCpVKxZs4bNmzczaNAg6tat+9wlZ1nF/tdl/53NmDGDjIwMxo8fz8OHDxkxYgSlSpViwIABODs7A88WVQBotVpLlZxv/X7lf0hICL6+vvj7+xMVFcXWrVvNbcAyMzNJTk4mPT2dggULSrAX/4iMLIo8xTRCqNFoKFy4MNevX6d169Z8/PHHHDt2jAULFvDrr7+yfft2mjRpwrvvvouNjY2Fqxbw36CvVCqJiYlh2rRpdOrUicaNG5uf1x49eqBQKPj222/JzMykUaNGOQKjBMW/ztRwe9u2bRQrVoyePXsC4OLiwsyZMxk5ciRLlizh3XffxdXVVUKiBcTFxeHm5pbjtX7y5Ens7Oz4+OOPzbf5+PjwzTff4ODgQPPmzWUOtnhlZCa4yJO0Wi0tW7bk5MmTPHjwgDt37rBy5Uo++ugjxo0bx6RJk+jQoYMERStg2pYv+1SAo0ePUrNmTXPvy+wfksHBwTRr1ozDhw/LYpZXJDIykh9//JFdu3YRHx8PPJsz6urqysyZMzl37hwrV66UFecWkJ6eztKlS59byWxra4ter+fJkyfo9XoMBgMNGzbEz8+PlStXcuDAgRd2gRDi75DL0CLXe9EWbkajkbS0NObNm0daWhq//fYbnTt3pnXr1rJi1opcvnyZPXv28MEHH+S4TLZw4UK0Wi39+/dHp9OhUChQqVTExMTg4uKCvb29bN33D7zoPXDlyhW+/PJLmjdvTr9+/YD/LjJ69OgRqampeHl5WaLcfE2v15OYmIi7uztGo9HckP7q1at8+eWXDBw4kICAAPPxa9euRaFQULduXdnPXrwy8okpcrXMzEzzCufsFAoFGo2GsmXLcuPGDXr06CFB0QoVL16cnj174ujoSFpamvl2Ly8vzp07R0JCAmq12nx5+ccff2Tfvn3m4+S77l+n1+vNHQAiIyOJjo7m4cOHVKpUiWHDhrF7925WrlwJYF5E4ezsLEHRQlQqlXlhyn/+8x/Gjx+PXq+nYsWKtGvXjnnz5rFz504uX77Mrl27OHjwIG3atJGgKF4pGVkUudaWLVs4cuQIkyZNem7bN9OoU2pqKpMmTaJq1armuVjCOmR/vhITE1mxYgU1atSgYcOGxMXF8cMPP5CWlkaPHj0oUKAA27ZtIzIykhkzZsjcxL8pe8PtiRMnotfr0ev1ALz99tuUK1eOCxcu8PXXX9OgQQPee+89C1csTAwGA2fOnGH79u04ODgQEhKCSqVix44dHDx4EBsbG4xGI++//z5+fn6WLlfkMRIWRa5kNBq5dOkSW7ZsAeDTTz/NERizX6KcPn069vb2DB48GLVa1nRZo+TkZObPn49araZp06bUrl2biIgI9uzZQ3h4OKVLl8bW1pZPP/0UtVotI8T/gNFoZNq0aTg5OTF48GASEhIYPXo0pUuXZsSIEQD8/PPPLFmyhFmzZr2w1ZR4/V70Gs/KyuLq1ausX78erVZrDowJCQnm858sQBKvg4RFkeucP3+eatWqYTAYuH79OmFhYeY2EhqNxjzPCuDMmTNERkYSGBhI0aJFLVy5MHnRB+GjR49YunQp6enptGrVipo1awIQExNDwYIFcXBwQKFQSHucP+llczofP37MokWLCAkJQa1W88033xAdHc2UKVN4/PgxarUaJycn0tPTsbe3t0DlwvQaNxgM7Nmzh9TUVEqWLEmVKlUwGAxcunSJ9evX4+TkxKeffirvB/HayVdzkavcvn2bGTNmsGXLFpRKJeXKlaNLly4olUpmzZpFSkqKOShu3ryZWbNmUb9+fQmKVsQUFGNiYti0aRMHDhwgKioKZ2dn3n33Xezs7NizZw+nTp3CaDTi6emJRqMxz02VD8Y/xxQUd+7cSUREhPn2hw8fcv36dVJSUliyZAm3b99m8uTJqFQqDhw4wIULFzAajRIULcT0GjcYDIwePZojR44QERHBtGnT2Lp1KzqdDn9/f4KDg4mJiWHhwoWWLlnkAzKyKHKNdevW0aBBA27cuMG///1vevXqRYcOHTAYDFy7do0NGzZgMBgYP348e/bsYfny5UyaNImSJUtaunTx/0yjXVFRUYwfP57ixYuTkZGB0Wikf//+lCtXjkePHvH999+TkJBAnz59pHn6P5CSkkJISAh+fn507drVPJdt3rx53Lp1CxsbG7766isAduzYwY4dO/j888/x8PCwZNn5ysu6OUyfPh2tVsuQIUMAGD9+PBEREXTu3Nn8BfmXX37B3d1ddmYRr52ERZErTJ8+nbS0NCZNmgTA4cOHWbRoEX369MkRGDdt2kRERASZmZlMmTJFgqIVMX0opqWlsXfvXuzt7WnZsiWRkZHs37+fK1eu8OGHH1K+fHmSkpLYs2cPwcHBMjfxbzKN4CYkJDB79mxcXV3p2rUrJUuW5Pjx4+zYsYPChQsTGBjI7du32bdvH6NHj8bX19fSpedLUVFReHt7o1QqSUpKYsuWLXTq1AlnZ2fmz59PfHw8zZo1Y8mSJbRv355u3brJHGzxxkhYFFbvq6++4uHDh0yZMgX474fgiwLjlStX2LdvH127dqV48eIWrlz83pMnTxg+fDhubm689dZbVKhQAYDo6Gh27NjBtWvX+Ne//oW/v7/5MbKY5c950QiVae6bTqdjxIgRFC1alO7du+Pj48OFCxe4dOkS9+/fx8vLi2bNmkm7FQs5dOgQ3377LaNGjaJKlSrmkO/m5saGDRs4ffo0U6dOJTk5mZkzZ5KYmMicOXNwcnKydOkin5CvJcKqzZ8/n/DwcPOIYvbg0KhRIwAWLVqEUqmkXbt2VKpUibJly2JnZ2exmsXLOTo60rJlS9avX8+DBw/MYdHb25ugoCBSUlI4cOAA/v7+5udaguKfYwqKV65cwcfHJ0eQ0Ol0JCcn8/jxY0JDQ+nduzdVq1alatWq0tzcCjRu3JiIiAgWLlzIxx9/TLVq1cxb9cXExNCgQQPUajXh4eE0btyYBg0ayKpn8UbJWVhYrS+//JLExEQCAgKYN28eV65ceS44NGrUiI8//piVK1eyc+dOlEqlBEUr8qLt4bp3707Xrl1ZunQpp0+fNt/u7e3NW2+9ZZ6jJSHxrzt37hzTp0/nxIkTPH78GJVKRVxcHJ988gmdO3dm8eLFPHz4kLVr15oXvUhQfLNetmXiBx98QK1atZg/fz7nz583b+EHcPz4cebPn8+PP/5I+fLlJSiKN04uQwurNHv2bBITE5k+fTrw7FJ0REQEw4YNo3z58s8df+LECXx8fOQymhUxjQzGxsYSHh5ORkYG/v7+lC5dGqVSyZo1a9i8eTPDhg2jdu3aL3ys+Os2bdrE/v37zZebZ86cSbNmzejWrRsA8fHxTJw4kTJlyjBw4EDZH91Ctm7dio+PD4UKFcpx3lqyZAnHjh1j6NChVK9enYiICM6ePcuTJ09o3bo1Pj4+Fqxa5FcSFoXVmTNnDhkZGYwePfq522/cuPHSwCishyns3b17l0mTJlGlShWioqJwdXWlUqVKtG3bFpVKxdq1awkLC2P8+PHmS9Li78kesDds2MDevXtJT0+nRYsW9O7dG3jW1NnGxoakpCR0Op2sorWQDRs2sGbNGtzc3EhJSaFmzZpotVpatWqFl5cXK1as4OjRowwaNIiqVasCL++bKcSbIGFRWJUvv/yS5OTkHItZ4L+XJE2B8ZNPPqFcuXIWq1Pk9KIPssTERKZMmUKzZs1o164dKSkpDB8+nIIFCxIYGEiHDh1QKpXs37+fxo0bS//EVyB7YNy1axfr1q2jf//+VK9enQIFCgBIU3MrkJCQwNdff42joyOVK1dGqVRy4sQJ0tPTycjIoEWLFoSGhlKgQAGGDh1K5cqVLV2yyOckLAqrsWDBAq5cucJ3330HkGMnluwfgnPnzuXnn39m/PjxlClTxmL1ipyysrKIiIgw90W8fPky586d4+2330an0/H555/j6emJVqvlzJkzNGjQgB49epifVwkxr8bvRxj3799P+/btCQwMxNHR0cLVCdPzExcXx8yZMylRogRdu3bFy8uLR48e8fPPPxMXF8e5c+dISEhg5syZFClSxNJli3xOwqKwCrNmzeLcuXNUqlSJFi1aULVqVWxtbXOMWGX/EPzmm2/o0qULnp6elixb/D+j0chPP/3EL7/8QseOHc1b9UVHR+Pt7c3s2bNRqVR88sknXLhwgRUrVlCrVi169uwpl9Zeg+zvlc2bN7Nhwwb69etHkyZNZC6oFTA9P7/99huzZ8+mcOHCBAcHU6JECfMxGRkZZGRkSHscYRXkrCEsbsqUKaSlpbFs2TIKFy7M7t27OXXqFAaDAYVCgen7jFKpRK/XAzBo0CAJilZEoVBQu3ZtPDw8OHDggHmVs7e3N0lJSTx58sQ8b840qmgKivJ99a972Yra7O8V0zEdO3ake/fuVKxYUYKihWR/jZuCosFgwMPDg5CQEOLj4wkLC+P27dvm4+zs7CQoCqshI4vCon755RdWr17N5MmTgWdNm5cvX86jR49o2LAh9evXR6lUyuTuXOLOnTts2bKFtLQ0mjZtSq1atdDpdObFSu7u7kRHRzNnzhzz/rcSYP4a0+V6g8HAgQMHePLkCeXLl6dEiRLY29vn+J3K79fyTM+BTqcDyLHrSvZL0nPmzEGr1dKvXz9Z8SysjoRFYTGmE6UpCGZmZmJra0tqairff/+9BMZcKntgbNKkCbVr1+bWrVscPXoUhUJBnz59UKvVEmT+huyjUqNGjcLR0ZHk5GQcHR0pXbo07du3R6vVynvFSmQ/x40dO5amTZvSvHnzFx4TGxvLokWLGDp0KIUKFbJQxUK8mIRFYREbN27E2dmZWrVq5Wgwa1rUYgqMT548oXbt2jLXygq9bD4p/Dcwpqam0rJlS6pXr57jOFnM8vcZjUZmzpyJvb09w4YNA2D06NGkpKRQq1YtunXrhkajkcBoYabfv9FoZOfOnURFRfHhhx++8Fh5XwhrJ5++4o27cOECP/30E6GhoQwfPpwdO3Zw48YN4L+XaDQaDe+88w5qtZrz58+Tnp5uyZLF75jmk8bHxwPP77ZSokQJOnTogEajYc+ePYSHh5uPMxqN8oH4F2WfoxgbG4uzszMfffQRAN9++y0Gg4GGDRty8uRJQkNDSUlJkaBoYabff2hoKPv37zd/YcrKynruWNP7R74QC2slr0zxxhUpUgQXFxcaNGhAhw4d2Lt3LzNnzmTx4sWcO3fOfJxGo2HQoEG88847aDQaC1YssjMajSiVSqKjo/n4449zPGfZmQJjgQIFOHXqFLGxsYBsL/d3mEL2vXv38PT0JCgoCFtbW9avX09kZCQzZ86kVatW2Nvbk56ebp4fJywrOTkZo9HIw4cPze8TGxubly5QkveGsFZyGVpYxPr16zl06BCzZ8/m4cOHPH78mKlTp6JSqShatChNmzalYsWK0l/MSiUnJ3Pp0iWSk5MJCgr6w2Nv3rzJV199Rd++fQkMDHxDFeY9q1at4vTp0yxYsAB4NmVjwYIF1K1bl4CAAHbt2kV0dDTBwcGyitZCXjQP98mTJ+zdu5fjx4/ToEEDOnXq9NJjhbBW8koVFlG5cmXUajVnzpzB09MTW1tb7O3t6dKlCwULFuTQoUOyZ62VSk1NZeTIkaxcuRJXV1cAc0ujFylVqhSlS5cmMTHxTZWYJ7Vu3RqNRsOpU6eAZ1M2VCoVS5YsYcWKFaxatYpWrVpJULSQ7IuPdu3axapVqzhz5gx6vZ527doRGBjI2bNn2bJlCyCXnEXuov7fhwjx6pUtW5YiRYpw+PBh3N3dmTNnDj169KB58+Z06NCB1NRUufRspdRqNV27dmX16tVEREQQEBDwh21wbt68yf379+nRo4cFqs2dfv+7NBqNaDQaPDw8uH79OgEBAQB07twZFxcXkpOTmTZtGsWKFbNUyfmeKSiOHj0aV1dXnJyc2LZtGzY2Nnz44Yc0bdoUhULBwYMHUalUtG3b1tIlC/GnyWVo8caZVglev36d6dOnA9CnTx9atmz5XDsdYXkvW6l54MABFi9eTI8ePejcuXOOY7N78uQJOp0OFxeXN1p3bpL99W5qIWU0Gtm6dSstW7ZEqVRia2vL5cuX+fLLLxk5ciSVKlUyP15W0VpO9ucuNDSU+Ph4hg4dCsDEiRNRqVSMGTMGpVLJ48ePOXLkCHXq1MHd3d2SZQvxl8jIonjjTCdWb29vPDw8cHFxoWXLlsB/L81IULQOpvAXHR3N7t27efz4MX5+ftSsWZOmTZsCsHTpUhQKBZ06dXouKBqNRtmP+H/IHjamTJlCzZo1ad26NdeuXWPbtm2cPn2akiVL0rx5cypXrkyjRo24ceMGFStWRK/Xo1ar5ZLmGxYdHc369evNrYtM4uPjqVy5MvBsr/vk5GRmzpxJZmYmN2/epFKlSrRt21aeL5HryCtWWIxWq6VLly5cu3aNyMhIS5cjXsAUFCdOnIijoyMlSpQgOjqaqVOnkpycTMOGDXnvvfdYvXo1R44cee7xEvr/WPagOHv2bFJSUmjdujUAFSpUYPHixTRo0IDU1FQ+//xz1qxZQ1RUFMePHycjI8Pcakp+z29WRkaGeWTX9LvPyspCo9GQmprKokWLuHfvHjNnzkStVrNlyxaOHDlCZmamBEWRK8nIorCoMmXKULp0aZydnS1dingBg8HAli1baNWqFd26dQNg+PDh1KhRAycnJzIzM2nSpAlOTk5UrVrVssXmMtmD4pdffsmTJ0+YMWOG+f6UlBS0Wq05PJ48eZIbN27w8OFD4uLiSElJwd7e3iK153clS5akZMmSGAwGQkND6du3LzY2NhQtWpSVK1fi5ubG1KlTUavV7Nixg7179/L5559ja2tr6dKF+FtkzqKwONMcLWEdss87zMzMZMqUKXTr1g1/f39GjBiBl5cXw4YNIz4+noiICOrUqWMe4ZK5c3/dokWLuHr1Kt988435tri4OEJCQvjiiy/w9fXN8XykpKSQlZWFh4eHpUrO17K/xqOjowkJCaFKlSqMGjUKgHXr1nHixAk8PDxwcHDg5s2bDB8+HF9fX0uWLcQ/ImFRCPGchIQEnJ2dUavVLF68GLVazfXr1/H19WXgwIEAzJ07l0KFCvHWW29ZuNrcKyUlhZkzZ1KwYEHatGlDxYoVSUpK4vPPP6dRo0YEBwdbukTxAgaDgfDwcAICArh58yZff/01Xl5ejB07FoDLly+TmpqKg4MDRYsWlb2eRa4nkyeEEDnodDpz7z54dsnt4sWLqNVq3n77bQAWLlxITEwMvXv3tmSpuZ5Wq+Xjjz9Gp9OxZ88eDh48yNixY2nWrFmOoHjlyhUePHhgwUpFduHh4axatYqEhARKlSrF0KFDefDgAdOmTQOe9ZGtU6cO/v7+EhRFniBhUQiRg1KpxM/Pj6SkJACaNWtGkyZNcHNzY9iwYcyePZvExETzjjsv27pM/DkeHh7079+fjIwMVqxYQfny5enSpYv5/p07dzJ9+nRpUm9FPD09sbOzIyoqCsAcGGNjY/niiy8sXJ0Qr55chhYin3tRb8TExEQ+/fRTevbsaV5gkZKSwoMHD3BxcaFQoUIv7L0o/r6EhAT+85//YG9vT6NGjahWrRp79+7lp59+YuzYsfj5+Vm6xHzpZc3mV61axfnz55k4cSJarRaA69evs3TpUkaOHImbm9ubLlWI10bCohD50LVr17CzszMHkKSkJG7cuEHdunXNx4SFhXH//n3effddChQo8NzPkL1tX73Y2FiWLVtGgQIFsLGxITw8nM8//1yCooUZjUZ27tyJp6cn1apVA+C3335j0aJFdOnShSpVqpiPlQV7Ii+SM70Q+YjBYCApKYkNGzbg4OBgvm3Tpk2sXbuWUaNGER4eTlJSErVq1eLy5cvEx8cDzz4ws5Og+OoVKVKEd955h8TERC5cuMD48eMlKFqBK1eucOnSJebPn8+iRYs4deoUHh4euLq6sm/fvhzHSlAUeZGMLAqRj5hGA588eYKjoyNJSUnodDoKFSpEamoqoaGhxMXFkZCQQO/evdmyZQvOzs4MHTpUPgTfoKSkJIxGoyyOsJCXjZrfuXOHTZs2ER8fj42NDf7+/oSFhTFmzBgqVqxogUqFeDOkKbcQ+cQvv/zCgQMH+OCDD3B0dCQ1NZXvvvsOGxsbOnXqRKlSpRgwYAAxMTFcunSJdevW8dtvv6HVamVxxRvm6upq6RLyLdM8XIPBwK5du0hKSqJSpUqUKFGCEiVKMGDAADIzM1mzZg1nz57F1tZWel6KPE9GFoXIB4xGI/v27ePw4cOUKFGCt99+GxsbG86dO8fWrVtxd3enWbNmlClTxvyYhIQEHjx4QKVKlVAqlTl2HBEiLzKNKBoMBkaOHImzs7N5iz4fHx86dOiQY7Q3NjYWe3t72YFK5HkSFoXIJ7Kysjh69CjHjh3D3d2dd955B1tbWy5dusT69evx9PSkRYsWlCpV6rnHymIWkRe96AuQ0Whk9uzZ2NjYMGzYMADGjRvHw4cPqVq1Kt26dcPFxcUC1QphOXL2FyKP+v33QBsbG+rXr09gYCC//fYb33//PZmZmfj7+9OtWzdiY2PZt28f169ff+5nSVAUeZEpKK5du5b09HQA4uPjcXFx4f333weebceo0+lo06YNP//8Mz/++COJiYkWq1kIS5BPACHyIIPBgEKhQKfTER8fT2RkJPfv38fW1pZGjRrRqFEjYmNjnwuM169f59q1a5YuX4g3JiYmhsOHD5OZmQmAu7s77du3p0CBAmzatIk7d+4wY8YMWrZsiYuLCwqFQnqLinxHFrgIkceYLhmnpaUxZ84c0tPTefDgAZmZmTRq1Ig2bdrQqFEjAA4fPsyyZcv417/+ReXKlRk8eDC+vr4W/hsI8eY4OjqSnp7OzZs3qV69OvBsVx2DwcC9e/do1aoVAAcOHMDPz4+ePXtSsGBBS5YsxBsnYVGIPMRoNJqD4ogRI6hQoQIdO3YkIyOD27dvs3z5cuLj4+nXrx/169dHr9dz4sQJFi5cyJAhQyhZsiQgcxRF3vSiOYparZZixYqRkpKS4xilUolGo+H777/n9u3bHDx4kOnTp0tQFPmShEUh8hCFQoHRaGT58uWULl2agQMHmu/z9fWlSJEizJw5k507d/Lee+/RoEEDMjIyiI2NzREOJSiKvMgUFDdv3kxaWhpVqlTB09OTQoUKceXKFerXr5/jtd+xY0cKFizIw4cPmT59Oj4+PpYqXQiLktXQQuQxBoOB6dOn07BhQxo0aIBOp0OlUplHHffv38+KFSuYPn06Xl5e5vsVCoWMKIo8Lz4+nhUrVpCSkkJGRgYJCQmkpaXh7OxMxYoVqVChAhqNxtxGysnJSd4XIt+TkUUh8pjMzEzi4uJ49OgRAGp1zrd58eLFUavV5gn9pvtNYVKIvKxw4cJ8+umnwLP3SkJCAqdOneL06dMAHDlyhKioKDQaDba2tkyZMkWa0ot8T8KiEHmMWq3G2dmZX375hVatWpm36dPr9ajVauzt7fH29kar1eZ4nDTcFvmFaV6ijY0NXl5elClThu3btzNp0iTs7OxIT08nNTUVg8Eg21wKgbTOESLPUavVdO3alQsXLhAWFmbuH2caQVy/fj0ODg6y77DIt0xfjExTL9zd3dFqtTx9+hQAe3t7XF1dcXNzs2SZQlgNGVkUIg/y9/enf//+/PDDD9y9e5dy5crh4uJCeHg4Dx48YNasWTJHUQieLeZyd3fH1taWiIgIAgICLF2SEFZHwqIQeVSrVq3w8vJiw4YNHDx4EE9PT9zc3Bg+fDgqlQq9Xi/NhUW+Z7okrVarSUhIsHQ5QlglWQ0tRB6n0+nQ6XTY2tqaRxFlRFGInHbt2kXFihUpVqyYpUsRwupIWBQin3lRY2Ih8jt5XwjxchIWhRBCCCHES8l1KCGEEEII8VISFoUQQgghxEtJWBRCCCGEEC8lYVEIIYQQQryUhEUhhBBCCPFS0pRbCJHvrF27lvXr15v/W6vVUrRoUTp37kz16tVfy5/56NEjPvjgAz766CMaN24MwIQJE1CpVHz++ed/+uccOnQIhUJBo0aNXlltx48fZ968eSxcuBB3d/dX9nOFEHmDhEUhRL6kVCqZNGkSAI8fP2bbtm3MmDGDcePG4e/v/0ZqeO+99/7yYw4dOoRKpXqlYVEIIf6IhEUhRL5VpkwZ8/+vWLEiH330ETt27HhhWMzMzMTW1vaV/vne3t6v9OcJIcTrIGFRCCEAjUaDp6cncXFxrF27lg0bNjBjxgy+//57bt26RceOHQkODubRo0esXr2ac+fO8fTpU4oWLUpwcDC1atXK8fM2bdrEzp07SU1NpVy5cnTv3v25P/NFl6EfPnzITz/9xPnz50lJSaFQoULUrVuX3r17M2HCBH755RcAgoODAWjUqBGDBg0CIDIykp9++okbN25gMBgoV64c/fr1y7GFXXp6OsuWLePUqVMolUoCAwMpWbLkK/99CiHyDgmLQgjBs/2yExMT8fHxAZ5t//bVV1/Rpk0bgoOD0Wg0pKam8sUXXwDQp08fXFxcOHHiBLNnz2bkyJHm+Y579uwhNDSU1q1bU6NGDW7cuMHcuXP/Zw0pKSmMGzcOnU5Ht27d8PLyIj4+nhs3bgDPLlsvWLAApVLJv/71LwCcnJwAuHXrFl988QUVKlRg0KBBKJVKNm/ezPjx45k9ezaurq4A/Pvf/+bs2bP07NmTokWLcujQIdauXftKf5dCiLxFwqIQIt/S6/UAJCcnExYWxqNHj+jRoweJiYkYjUY6d+5M06ZNzcevX7+ehw8fMnfuXAoVKgRAlSpVSEhIYN26dVSvXh2DwcCGDRsICAjgnXfeMR+Tnp7Otm3b/rCebdu2kZSUxFdffYWXl5f59iZNmgDPLls7ODigUqlyXEIHWLVqFd7e3owePRql8lmjiwoVKjB48GB27NhB3759uX//PidPnuSdd96hVatWAFStWpXRo0eTmJj4T36VQog8TFrnCCHyJYPBQK9evejVqxcDBgzg8OHDdO/enWbNmpmPqVmzZo7HXLx4kfLly+Ps7Ixerzf/W6VKFSIjI8nMzCQxMZGkpCRq166d47H16tX7nzVdvnyZcuXK5QiKf0ZmZibXrl2jbt26GI1Gc112dnaULl2a69evA/Drr79iNBqfqy0gIOAv/XlCiPxFRhaFEPmSUqlk6tSpKBQKtFotbm5u5hE5AIVCYb7Ea/L48WNu3LhBr169Xvgznz59ysOHDwEoWLBgjvt+/98v8uTJE0qVKvVX/yqkpKRgMBgIDQ0lNDT0ufs9PT2BZ+17/m5tQoj8S8KiECLf+qOFHQqF4rnbHB0dKVSoEH379n3hYxwdHdHpdMCzYJnd7//7ZY83hc2/QqPRoFAoaNeu3QtHMG1sbABwdnY21+Li4vKXahNC5F8SFoUQ4k+qUqUKe/fuxcPDA61W+8JjChUqhIuLC+Hh4dSvX998+4kTJ/7nz69cuTKbN2/mwYMHL70UbWNjQ3p6eo7b7O3tKVeuHFFRUbz11lsv/fmlSpVCoVAQHh5unrMIcOrUqf9ZmxAi/5KwKIQQf1Lbtm05fvw448ePp23btnh4eJCamsrdu3dJSkrigw8+QKlU0qVLF5YuXcqyZcuoXr06N27c+FOBrF27dhw9epSJEyfStWtXvLy8SEpK4tq1awwYMACAokWLsn//fsLDwylUqBCOjo64u7vTr18/JkyYwIwZM2jUqBEFCxbk0aNHREREUKRIEVq3bo23tzd16tRh1apV6PV6vLy8OHTo0N8azRRC5B8SFoUQ4k8qUKAAU6ZMYe3ataxbt45Hjx7h6OiIj4+PecUyQKtWrUhNTWXXrl3s37+fcuXKMWzYMMaNG/eHP1+r1TJ58mRWr17N2rVrSUtLw9XVlcDAQPMxHTp0IDo6mgULFpCRkWHus1iyZEmmTp3K2rVrWbJkCRkZGTg7O1O6dOkcI5wDBw5k2bJlrFmzBqVSSd26denRowfffvvtq/+FCSHyBIXRaDRaugghhBBCCGGdpHWOEEIIIYR4KQmLQgghhBDipSQsCiGEEEKIl5KwKIQQQgghXkrCohBCCCGEeCkJi0IIIYQQ4qUkLAohhBBCiJeSsCiEEEIIIV5KwqIQQgghhHip/wOeuSisxLCgqQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainAndEvalModel(LinearSVC(), \"class-linearsvc.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "collectible-saskatchewan",
   "metadata": {
    "papermill": {
     "duration": 0.05337,
     "end_time": "2021-03-27T13:55:42.995518",
     "exception": false,
     "start_time": "2021-03-27T13:55:42.942148",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### MultinomialNB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "steady-terror",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:43.106977Z",
     "iopub.status.busy": "2021-03-27T13:55:43.106414Z",
     "iopub.status.idle": "2021-03-27T13:55:44.258432Z",
     "shell.execute_reply": "2021-03-27T13:55:44.257860Z"
    },
    "papermill": {
     "duration": 1.209334,
     "end_time": "2021-03-27T13:55:44.258567",
     "exception": false,
     "start_time": "2021-03-27T13:55:43.049233",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch started >>Train now model MultinomialNB()<<]\n",
      "[Stopwatch stopped >>Train now model MultinomialNB()<< (0.361s)]\n",
      "\n",
      "Who has written 'Folge Attila Hildmann'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Who has written 'Liebe Eva'?\n",
      "['Eva Herman Offiziell']\n",
      "\n",
      "Who has written 'Premium Kanal'?\n",
      "['Oliver Janich oeffentlich']\n",
      "\n",
      "Who has written 'OneLove'?\n",
      "['Xavier Naidoo inoffiziell']\n",
      "\n",
      "Train Score:\t0.927529266366851\n",
      "Test Score:\t0.6321570781271454\n",
      "\n",
      "Confusion Matrix on test:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainAndEvalModel(MultinomialNB(), \"class-multinomialnb.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "polish-senator",
   "metadata": {
    "papermill": {
     "duration": 0.063134,
     "end_time": "2021-03-27T13:55:44.385809",
     "exception": false,
     "start_time": "2021-03-27T13:55:44.322675",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### LogisticRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "recognized-server",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:55:44.518238Z",
     "iopub.status.busy": "2021-03-27T13:55:44.517678Z",
     "iopub.status.idle": "2021-03-27T13:58:16.877773Z",
     "shell.execute_reply": "2021-03-27T13:58:16.877142Z"
    },
    "papermill": {
     "duration": 152.428962,
     "end_time": "2021-03-27T13:58:16.877916",
     "exception": false,
     "start_time": "2021-03-27T13:55:44.448954",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch started >>Train now model LogisticRegression()<<]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch stopped >>Train now model LogisticRegression()<< (151.582s)]\n",
      "\n",
      "Who has written 'Folge Attila Hildmann'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Who has written 'Liebe Eva'?\n",
      "['Eva Herman Offiziell']\n",
      "\n",
      "Who has written 'Premium Kanal'?\n",
      "['Oliver Janich oeffentlich']\n",
      "\n",
      "Who has written 'OneLove'?\n",
      "['Xavier Naidoo inoffiziell']\n",
      "\n",
      "Train Score:\t0.9421881973291222\n",
      "Test Score:\t0.6780173005629548\n",
      "\n",
      "Confusion Matrix on test:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainAndEvalModel(LogisticRegression(), \"class-logisticregression.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "headed-plastic",
   "metadata": {
    "papermill": {
     "duration": 0.075573,
     "end_time": "2021-03-27T13:58:17.028765",
     "exception": false,
     "start_time": "2021-03-27T13:58:16.953192",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### MLPClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ahead-throw",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-27T13:58:17.183749Z",
     "iopub.status.busy": "2021-03-27T13:58:17.183169Z",
     "iopub.status.idle": "2021-03-28T03:58:46.329777Z",
     "shell.execute_reply": "2021-03-28T03:58:46.330202Z"
    },
    "papermill": {
     "duration": 50429.226039,
     "end_time": "2021-03-28T03:58:46.330372",
     "exception": false,
     "start_time": "2021-03-27T13:58:17.104333",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch started >>Train now model MLPClassifier()<<]\n",
      "[Stopwatch stopped >>Train now model MLPClassifier()<< (50427.917s)]\n",
      "\n",
      "Who has written 'Folge Attila Hildmann'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Who has written 'Liebe Eva'?\n",
      "['Eva Herman Offiziell']\n",
      "\n",
      "Who has written 'Premium Kanal'?\n",
      "['Oliver Janich oeffentlich']\n",
      "\n",
      "Who has written 'OneLove'?\n",
      "['Xavier Naidoo inoffiziell']\n",
      "\n",
      "Train Score:\t0.97699886710838\n",
      "Test Score:\t0.6877660304819443\n",
      "\n",
      "Confusion Matrix on test:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainAndEvalModel(MLPClassifier(), \"class-mlp.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "stretch-emission",
   "metadata": {
    "papermill": {
     "duration": 0.083898,
     "end_time": "2021-03-28T03:58:46.498625",
     "exception": false,
     "start_time": "2021-03-28T03:58:46.414727",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "consolidated-peter",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-28T03:58:46.675133Z",
     "iopub.status.busy": "2021-03-28T03:58:46.674562Z",
     "iopub.status.idle": "2021-03-28T04:04:32.685902Z",
     "shell.execute_reply": "2021-03-28T04:04:32.685419Z"
    },
    "papermill": {
     "duration": 346.10247,
     "end_time": "2021-03-28T04:04:32.686041",
     "exception": false,
     "start_time": "2021-03-28T03:58:46.583571",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch started >>Train now model DecisionTreeClassifier()<<]\n",
      "[Stopwatch stopped >>Train now model DecisionTreeClassifier()<< (345.281s)]\n",
      "\n",
      "Who has written 'Folge Attila Hildmann'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Who has written 'Liebe Eva'?\n",
      "['Eva Herman Offiziell']\n",
      "\n",
      "Who has written 'Premium Kanal'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Who has written 'OneLove'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Train Score:\t0.9771361873047478\n",
      "Test Score:\t0.546340793628999\n",
      "\n",
      "Confusion Matrix on test:\n"
     ]
    },
    {
     "data": {
      "image/png": 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37hGRey19n8UbH97e3kapUqWMjh07GtOnTzcuXbp0y2vPnDljPPfcc0aZMmUMNzc3o0CBAkaNGjWMF1980di3b1+m8+fOnWs0aNDA8PLyMnx8fIwqVaoYL7/8coZ97rhpX73NmzcbgwcPNipVqmT4+PgYfn5+RvXq1Y2JEydm2rPx5mvTrVy50ggNDTV8fHwMT09Po27duhn2B0yXvlfijfv0pUvf28+Rv9tnMSgoyOF1VqvVmDVrltGoUSPD19fX8PDwMEqXLm307NnTWLRoUabz//rrL+ORRx4xSpYsabi6uhqFCxc26tWrZ4wYMSLT/ouGcX3PxdmzZxthYWFGoUKFDIvFYvj7+xuhoaHGjBkzjMTERPu5t9qn0DCu76lYrVo1w8PDwyhWrJjx9NNPG5cvXzaCgoKM0NBQ+3n79u0znnnmGaN69epGvnz5DC8vL6NixYrG66+/bly4cMF+3p1+T//NPovpFi1aZLRu3drInz+/4e7ubgQFBRkdO3Y05s6dm2H/xfR9FkXEMZNh/G9/DBERERGRm2jOooiIiIg4pLAoIiIiIg4pLIqIiIiIQwqLIiIiIuKQwqKIiIiIOKR9FiXLpcYedXYJcgPPYs2cXYLcwN3i6uwS5Cap1rR/PknuqZTkzJu/321Z/XeVa6HSWfr6WUmdRRERERFxSJ1FEREREZvV2RVkW+osioiIiIhD6iyKiIiIGDZnV5BtqbMoIiIiIg6psygiIiJiU2fREXUWRURERMQhdRZFREQkzzM0Z9EhdRZFRERExCF1FkVEREQ0Z9EhdRZFRERExCF1FkVEREQ0Z9EhdRZFRERExCF1FkVERER0b2iH1FkUEREREYfUWRQRERHRnEWH1FkUEREREYfUWRQRERHRPosOKSyKiIiIZAO//fYbq1at4vjx4yQnJ7Nw4UL7sfXr17NmzRpOnTqF2WymTJkyPPjgg5QqVcp+zpEjR5g9ezYnTpzA39+fnj170rx5c/vxy5cvM2vWLHbt2oWrqystW7akb9++mM1/P9CssCgiIiJ5Xna4N7S3tzdt2rQhJSWFTz75JMOxpKQkevXqRfny5XFxcWHRokWMGTOGGTNm4ObmRmJiIuPGjaNTp068/fbb7N+/n0mTJhEYGEj58uUBeP/99/H09OSjjz7i6tWrjBs3Dh8fH7p06fK3dWnOooiIiIjNlrWP21CzZk2aNm1KkSJFMh1r27Yt1atXx8PDA1dXV7p27cqlS5c4deoUAJGRkbi5uREeHo6rqyvVq1enfv36REREABATE8Pu3bt58MEH8fLyokiRIoSHh7NmzZp/rEudRREREZEsFhERYQ9uAGFhYYSFhf3n19uzZw/u7u4EBgYCcPz4cUJCQjCZTPZzQkJC2LhxIwBRUVF4eXnZz08/fv78eRITE/Hy8nL4uRQWRURERLJ4GPpOw+GNTp8+zUcffUT//v3x9PQErg9T3xz4vL29SUxMBODatWu3PO7o2htpGFpEREQkhzh58iSjRo2iU6dOtGnTxv68p6enPRimS0hIsIdADw+PWx5Pv/bvqLMoIiIikgNu93f06FHGjRtH9+7dadeuXYZjQUFBbN26NcNzUVFRBAUFARAcHExiYiLnzp2zz4k8duwYhQsX/tuuIqizKCIiIpIt2Gw2UlJSSEtLAyAlJYWUlBQMw+DAgQOMHj2aPn36ZAqKAPXr1yc5OZmlS5eSlpbG7t27iYyMtA99BwQEUK1aNebPn09iYiIxMTEsWbKE++677x/rMhmGYdzdtyqSUWrsUWeXIDfwLNbM2SXIDdwtrs4uQW6Sak1zdglyk5Tkk1n+OZL3/5Klr+9eqeU/nrNu3To+/PDDTM/PmDGDmTNnsm/fPtzc3DIce/3116lUqRIAhw8fZs6cOURHR+Pv70+vXr3uyj6LCouS5RQWsxeFxexFYTH7UVjMfvJKWMyuNGdRRERERLf7c0hzFkVERETEIXUWRURERLLB7f6yK3UWRURERMQhdRZFRERENGfRIXUWRURERMQhdRZFREQkzzOM7H8HF2dRZ1FEREREHFJnUURERESroR1SZ1FEREREHFJnUURERESroR1SZ1FEREREHFJnUURERERzFh1SZ1FEREREHFJnUURERMSmfRYdUVgUERER0TC0QxqGFhERERGH1FkUERER0dY5DqmzKCIiIiIOqbMoIiIiojmLDqmzKCIiIiIOqbMoIiIiojmLDqmzKCIiIiIOqbMoIiIios6iQ+osioiIiIhD6iyKiIhInmcYut2fI+osioiIiIhDCouSp/wUsY6HnniRBvd1o0bzDhmOLVkRQb/HhtK4bU+atu/N48Pe5NCRY7d8nY2bf6dqk3a8NX5ahucPHj7GI8++SuO2PWnRuS8zZs3DMIyseju5Uq9enVm39jviYg9wLfF4hmMfzJjApbhDGR5pKad4/rlH7ec8+GAPdu5Yy8ULBznyVyRvvTn0Xr+FXGX06Ff5fdtqzpzdzeEjkcz4YDz+/vkynNO3bzd271nP+dj9rFv/AzVrVc1w3MvLk0mTR3Dk6FbOxexl+x8R1KhR5V6+jVyjV8/OrP15MbHn95OYEJXhmNlsZtzY1zlyeCsXYg/wx/YIunXN+HvuwX7d2fHnz1yIPcBfh7bw5hv6+bCz2bL2kYMpLEqeks/Xlz7dOvLKc49lOpaYmMRTjzxIxPdfsPaHL6hUvgyPvjCca8nJGc67Gp/AhPc+plb1ypmef3zoGzRpUIcNyxcy5/0J/LAigs++Wpyl7ym3uXTxMjM//pyhw0ZkOvbU06+Sv0B5+6NHz0dITU3l62+WAFC9emVmfzKF4W+Mx79gBdp37MuQwQ/yyMN97/XbyDWsNiuDH3mBkiVq0bBBO4oXL8pHH0+2H2/UqC7T3hvD88+9QfFiNVjywwq+/24uvr4+9nO+/voTgoJK0LxZOEUCqtC92yDOnDnnjLeT4128dJmPP57HsBdHZjr2xBMD6du3G+3a96FgoYqMHDWJefOmU6FCGQCqV6vEJ59M4Y03J1CwUEU6durH4MH9eFg/H/IPFBYlT2nSoA7t72tBiWJFMx17oHsnGtevjZenB25ubgx5qA+xFy5y7PiJDOe9M/0TunVsQ6nixTI8/+euvSSnpDCobw8sFhfKBJeiW8f7+fr7H7P0PeU2q9es5+uvl3DsWPQ/njtkSH+W/7jGHjxKlw4iJiaW5cvXAHDw4BHWb9hM9ZuCvdy+kSMmsXPnXtLS0oiNjeOjjz6nWbMG9uODBj3A0iUr+fnnjaSkpPDuux+TnJJC5873AxAW1pyGjery2KMvcurUGQCiok4QExPrlPeT061Zs56vv7n1z0eZMsFs2LCFQ4eOArB06SouXLhIlcoVAShdOjjTz8cG/Xz8P8OWtY8cTGFRxIHIbTvw9HDPEAp/i9zOwb+OMqBP90zn224x3Gyz2Th5+izxCQlZWmteVKRIYTp1vI9PPvnC/tzq1es4feYc4eFtMZlMVKlSgWZNG7B8+WonVpq7tGzRhD17Dtg/rla9En/+uSfDOTt37qNatUoANG/eiGNHjzN06BNERW1j9571jBz1EhaL1lfebZ/OWUCVKhWoVLEcZrOZbl07YLFY2PjrFgBWr1nHmTPnCO/8v5+PyhVo2rShfj7kH+mnVeQWoqJPMmLCNF58egje3l4AxCckMHryDN4dOxyLxSXTNbWqVcZkMjFr3tcM6tudqBOn+P7H1f+7NhEfb+97+h5yu4cHPcCJE6dZE7HB/lxiYhKff/41c+dMw8vLE4vFwjuTZmQ4R/678PC2DBzUh7b397Y/5+PjzZUrVzOcd/nSFXz9rg9DFyzkT5WqFYmI2ECFCk0oUaIo330/l4SERCa988E9rT+3O3rsOL/+Fsmff/6MzWYjOTmFQYOe4/z5C8D/fj7mfcOcOe/afz4mTfqACP18XJfD5xVmJXUWJZOTJ09itd7ZFgIRERG8+uqrvPrqq3epqnvnyLHjPPzMqwzs253eN0wOnzxjNve3ak6l8mVveV0+P18+nDSK3yK306JzP14fPZmuHdpgNpvx8/W9V+XnCSaTiUce7svsOV9meH7AQ714681htG33AJ7ewZQp14DQ5o0ZOeJFJ1Wae3Tt2p4ZH0ygV88h7Nix1/58fHwCfn4Z/3zny+/H1Svx149fTSAtLY2RIyeTnJzMkSNRfPLxF3TseN89rT8vmP7+OGrWqEr5Co3w9gmhXfsHmDFjPGFhzQF46KFevPnGUNq174u3TwjlyjekefNGjHhLPx/y99RZlAyWL1/O2rVrGThwIFWrVsVs/m//nggLCyMsLAyA1Nijd7PELLXv4GEeH/oGjw18gH49wzMc27T1D+ITElm8bCUAiUlJAGzZ9ierF38OQI2qlfj8w0n2aybPmE3ViuXw8vS4R+8gb2h7f0uKFg1g7mcLMzxfu3Z1fln3G1t//xOA48dPsuCr7xg4sA8jR02+1UvJbejfvyfjxg+nZ49H2LJle4Zju3ftp2bNjCubq1evxNIl139Odu3ad8vX1CYBd1/t2tWY+dHnREefAmDLlu389ttW7r+/JRERG6hduzrr1v3G7zf8fHy18HsGDujNqLf185HT5xVmJXUWJYM2bdpQqFAhvv/+e/bs2YMtl7XlrVYryckppKamApCcnEJycgqGYfDHrr0Mfu41nnn0oUxBEWDBJ+/y3bwPWfTZDBZ9NoOWTRsSFtqE+R9NtZ+z7+BhkpNTSElJYdXajSxauoJnHxtwz95fbmA2m3F3d8fNzRUAd3d33N3dM5wzZMiDfP/DCmJj4zI8v2nz77QIbUztWtUAKFGiGP36duPPP3ffm+JzoSeeGMjYca8THv5QpqAIMHfuV3QOb0uLFo1xdXXlueeG4OHuztKlqwBYsmQlsbFxvPHGC7i6uhIUVILBQ/rZw6T8O3/387Fp8zYe6NOVYsUCAahXrxbNmzdix//mlG7e9DuhoY2pZf/5KErfB7plmnMqcjOToU3g5CYpKSlMmjSJlJQUunfvfkcdRshencUfflzDG+OmZnp+1aLPeGPsVLbt2I2HR8Zg8tHk0dSpWTXTNcPHTMHFxYW3X3ve/tzIie+x+pdfSU1NpWzpYJ4e3J8mDerc9fdxJzyLNXN2CX/rof69+HTOu5meL1OuAcePn6RYsUCOHo6kzf292bBxS6bzhg19nMGPPEhgYGHi4xNYsXItL740KtO8uuzC3eLq7BL+VkJiFKmpqSQnp2R4vkjA/3cT+/btxuvDnycwMIC9ew/w3HNv2AMKQNWqFZn67tvUrFmVCxfi+OKLRUwY/362/cdoqjXN2SU41L9/T+bMzvzzUa58Q+LiLjF+/HA6tL8PPz8fzsXE8vlnC5n4zgz7eUOHPs4jj/QjsMj1n4+VK3/hpZez789HupTkk1n+OZJWf5ilr+/Z5sksff2spLAobNy4EX9/f8qXL4/JZMLV1ZWUlBSmTp1KQkICPXv2pEqVKri4ZF7UcTuyU1iU7B8W85rsHhbzouwcFvOqexIWV83455PugOf9T2fp62clzVnM477++mu+++47vLy8yJ8/P2XKlKFcuXLUq1ePV155hYkTJ/LTTz8B3FFgFBERkZxJYTGPK1euHCEhIQQFBeHt7U3+/PlZsWIFK1asoHDhwpQsWZI1a9Zw9epV+vXrR+XK2rxVRERyoWw6LSI7UFjMozZs2ECzZs2oXbs2VquV5cuXExQUROPGjWnfvj2XLl1i9erVpKVdH445c+YMhQoVcnLVIiIicq8pLOZB+/bt44cffuDQoUM88sgj1KtXD8MwWLJkCd999x1t2rQhODiYvn2v3y+0TZs2eHp6ki9fPidXLiIikkXUWXRIW+fkQaVLl6Z9+/acOnWKOXPmYBgG9evXp0uXLkRHRxMREcGxY8fs5wcGBiooioiI5FEKi3mQh4cHTZo0oXHjxkRHR9sDY7169QgPD+fEiRMsX76c6OjMN6oXERHJlQxb1j5yMIXFPOKbb75h4cKFnDx5kgsXLuDp6UmrVq1o2bIlJ06cYNasWfbAeP/993PlyhX8/PycXbaIiIg4meYs5gFbtmxh8eLFAERHR3PkyBEaNGhASEgIVatWJTExkX379jFv3jweeughGjduTO3atfHw0C3qREQkj9CcRYcUFvOA0qVL07NnT3777TcqVqxI586d2bRpE9999x3r1q0jLi4OLy8vtm3bhpeXFz179sx0ezURERHJmxQWczGbzYbZbCYgIIDmzZuTlpbGqlWrKFWqFA8//DA2m41Dhw5x6NAhDhw4QGJiIo0aNQLAZDI5uXoREZF7KIfPK8xKCou52I33cw4ICKB169bYbDZmzZrFAw88QNOmTalYsSIVK1akQ4cOWK1W3NzcnFixiIiIZDcKi7nQe++9x4ULF+jSpQtFixalaNGiABQuXJjWrVsD8NVXX2GxWGjYsCEALi4uupWfiIjkXZqz6JDCYi6TlJTEzp07SUhIYPHixSQmJtKqVSuqVatGcHAwRYoUoW3btphMJmbOnInZbKZ+/frOLltERESyKYXFXMRms+Hp6Ul4eDgHDx6kcePGnD17lsWLF7Nx40aKFy9Ox44dKVmyJOHh4bi6ulKqVClnly0iIuJ8mrPokPZZzEXS5yiGhIRw6NAhvL296dGjBx9//DHBwcFs2rSJDz/8kJdeeoljx47RrVs3AgMDnVy1iIiIZGfqLOYCR48epWTJkri6ugJQvXp1qlevzsKFC6lVqxanTp1i586dPPnkk3h6erJnzx7y5cuXYQGMiIhInqY5iw4pLOZw06ZNIzIykhdeeIHatWtjsVz/ltatW5cTJ07w3XffsWrVKrp27UpoaCiA5iiKiIjIbVNrKYe7cuUKNpuNOXPmsHXrVtLS0gBo3LgxAF9//TX9+vWjbdu2GIbhzFJFRESyL5stax85mDqLOVT6httdunShdOnSJCYm8sEHH9jv7+zm5kb79u1ZtmwZISEhgDbaFhERkX9PncUcKn2+Yf78+dm9ezft27fngQce4MMPP2Tbtm0AVKlShTNnznDw4EFnlioiIpL9GUbWPnIwdRZzmMWLF1OwYEGaNm2KyWSiVKlSNGrUiAULFvDyyy9z5coVPvzwQ+D6UHS/fv2oUKGCk6sWERHJ5nL4UHFWUljMQVauXMk333wDwMmTJ0lMTOSBBx6gevXqHD9+nJiYGPr27Qtcv4uLxWKhQ4cOGn4WERGR/0xhMQcJCQmhdevW7N69G39/f9LS0hgzZgx16tQhMjISHx8fHnnkEfr27YubmxvFixdXUBQREbkd6iw6pLCYg1SoUAEXFxeSkpLYuHEjb7zxBqdOneLYsWN4e3vj7+9Pamoqrq6u9OjRw9nlioiISC5gMrSfSrYWGxtLXFwcKSkpVKxYEYvFQnR0NF999RWXLl3ihRdeICAggIsXL+Ll5YW7u7uzS84kNfaos0uQG3gWa+bsEuQG7hZXZ5cgN0m1pjm7BLlJSvLJLP8cSfOHZ+nrez44NktfPyups5iNff7555w9e5a//vqLpKQkypQpQ9u2bWncuDF9+/Zl4cKFTJ48maFDhxIYGIhNLXQRERG5yxQWs6nJkydz9epVBg0ahMViISUlhVmzZvH999+TkpJCixYt6NGjB0uWLGH06NGMGDGCgIAAZ5ctIiKSM6nh4pD2WcyG3nnnHRITExk5ciTBwcGUKFGC0qVL8/LLL+Pj48OKFSuIi4sjJCSE9u3bU7lyZWeXLCIiIrmUwmI2s2zZMrZv386rr76KyWQiJSUFuH7HFn9/fx577DFOnTrFH3/8AUD58uV59NFH1VUUERG5E9qU2yGFxWzEMAxKlixJlSpVmDJlCvHx8bi5udlv7QdQpEgRAgMDuXr1qv06V1dNkBcREZGsobCYjZhMJqpXr0737t1JTU3l3Xff5dq1a5jNZtLSrq/Ou3btGgULFqRMmTJOrlZERCQXsdmy9pGDKSxmAzfuXmQ2m6lUqRLdu3fHMAwmTZpEYmIiFsv1tUhr164lPj6eUqVKOatcERERyUMUFp0sKSkJk8mUYdubmwPjlClTANiwYQOLFy9myJAh5M+f30kVi4iI5ELqLDqksOhEy5cvZ+rUqVy5cgWz2ewwMJpMJh5++GE+/fRT3njjDYKDg51XtIiIiOQp2mfRiby8vDCbzcydO5dBgwbh5+dnX8yS/v9VqlQhOTmZDRs20LVrV4KCgpxdtoiISO5j5OzuX1ZSZ9EJdu3aBUDLli1p3rw5iYmJfPrpp/YOo9Vqta9+3rRpEwCPP/64gqKIiIjccwqL99iuXbsYO3YsK1aswGQy0bhxY5o1a0ZSUhKffvoply5dwsXFBYClS5fy3nvvUaRIETw8PJxcuYiISO5l2IwsfeRkCov3WOXKlRk4cCDz58+3B8YmTZrYA+Nnn30GwOrVq/nmm28YN24cxYsXd27RIiIikmdpzuI98uWXX9KoUSNKly5NmzZtAJg3bx4A7dq1o0mTJsD1Yecnn3ySixcvMmbMGO2nKCIici/k8BXLWUlh8R75448/iIyM5MUXX6RUqVK0adMGk8nE559/jmEYtG/fnqZNm5KWlobVauWVV17RHEURERFxOg1DZ7H07XCmTJlCwYIFeeeddzh+/DguLi7cd999DBgwgC+++IKVK1cC0KJFC55//nkFRRERkXvJsGXtIwdTWMxiN96qb8SIEfj6+jJ79myioqLsgXHgwIHMnTuXNWvWAODp6enMkkVERPIem5G1jxxMYTGLbN26leTkZAD7Njjx8fFcvnyZs2fPMmnSJHuHsXXr1gwZMoRKlSo5s2QRERGRTBQWs0BUVBRTpkzh+++/JykpCbPZzPnz53nxxRdp27Yts2bNIiAggGnTpnH06FEsFgthYWGUKFHC2aWLiIjkTbrdn0MmwzBydm80m9q+fTuTJ0+mT58+1KtXj9GjR9O6dWt69OhhP+fll1/GZDIxduxYLJbcu9YoNfaos0uQG3gWa+bsEuQG7hZXZ5cgN0m1pjm7BLlJSvLJLP8cidOfzNLX93rmw38857fffmPVqlUcP36c5ORkFi5cmOH4+vXrWbRoERcvXqRUqVIMHjyY0qVL248fOXKE2bNnc+LECfz9/enZsyfNmze3H798+TKzZs1i165duLq60rJlS/r27WsfAXVEncUsYLPZqFOnDsOGDWPBggW88MILtGrVyh4UU1JSAHjnnXd48cUXc3VQFBERyRGyQWfR29ubNm3aMGDAgEzHDhw4wOzZsxk8eDBz586lQYMGjB8/nsTERAASExMZN24cDRo0YO7cuQwZMoRZs2Zx6NAh+2u8//77AHz00UeMGzeO33//naVLl/5jXQqLWSD93s5169blzTffBMDd3Z3U1FQMw8DNzQ2r1QpA4cKFnVmqiIiIZBM1a9akadOmFClSJNOxiIgI6tevT40aNXB1daVz585YLBa2bt0KQGRkJG5uboSHh+Pq6kr16tWpX78+ERERAMTExLB7924efPBBvLy8KFKkCOHh4fbFtX9HYTGLpAfGqlWr8tJLL/Hll1+yePFie1cx/ZZ+IiIikg0YRtY+7tDx48czDDmbTCZCQkI4fvy4/XhISAgmk8l+zo3Ho6Ki8PLyIjAwMMPx8+fP27uTjmj88y4xDCPDNwgydhhfeeUVJk6ciJubG926dXNSlSIiIuIMERER9i4fQFhYGGFhYbd9/bVr1/Dy8srwnJeXF0lJSQAkJSVlOu7t7W0Pgre63tvb2+G1N1JYvANnz56lcOHCuLi42IPizaExPTDWrl2b1157jUKFCjmrXBEREXEki1cs/9tweDMPD49MHcDExET7kLWnpycxMTEZjickJNhD4K2uT0hIsF/7dxQW/6PZs2ezZs0aQkNDKVu2rP1+zyaTCZvNlmFlkdlsxjAMatas6aRqRUREJCcLCgri2LFj9o8NwyAqKor69evbj6fPX0wXFRVlvyNccHAwiYmJnDt3zh4wjx07RuHChf+2qwias/ifpd/Gz9XVla+//prhw4ezcOFCLl++fMsl6DcPUYuIiEg2kg3u4GKz2UhJSbHf+S0lJYWUlBQMwyAsLIzIyEh2795NWloay5YtIzU11R4W69evT3JyMkuXLiUtLY3du3cTGRlp72YGBARQrVo15s+fT2JiIjExMSxZsoT77rvvH+vSPov/Uvowc0xMDBMnTuS+++6jdu3afPPNN5w/f57o6GhatmxJnTp1qFKlirPLzRa0z2L2on0Wsxfts5j9aJ/F7Oee7LM4eXCWvr7Xi7P/8Zx169bx4YeZ92OcMWMGAQEBrF+/nm+//da+z+KQIUMyLHo5fPgwc+bMITo6Gn9/f3r16nVX9llUWPyP4uPjmTFjBh4eHjz//PMA/Prrr0yfPp3y5ctz6NAhWrZsySOPPIKra97+y0BhMXtRWMxeFBazH4XF7OeehMVJD2fp63u99GmWvn5W0pzF/8jHx4c2bdowceJEevXqRUpKCl988QVPPvkkDRs2JCoqCl9f3zwfFEVERCRnU1i8DbfaFscwDCpWrEjNmjX56KOPOHfuHF27diU0NBSbzUaFChWcVK2IiIj8a7c5rzAvUlj8BykpKbi5uWVa4WwymfDy8qJChQp8/fXXPPbYY7Rq1SrTeQJ+JVs6uwS5wdVZ/Z1dgtyg4/A/nF2C3OT3i4edXYJItqJU8zeWLl3K66+/TmJion2/xHTpUz3btm1LSEiIfW8jBUUREZGcx7DZsvSRkynZOGAYBkFBQeTLl48pU6bcMjDC9d3T8+XLx5kzZ+xL3UVERERyC4XFW/jzzz8xmUxUq1aN7t27AzBp0iR7YExLS7PPYdy2bRtlypShV69eWCwa1RcREcmRssE+i9mVwuJNjh07xoQJE1i6dClms5mKFSvSrVs3zGYzkyZNIj4+3h4KlyxZwqRJk2jatCnFixd3cuUiIiIid5/C4g2+/fZbPD09efLJJ/nqq6/sgbFSpUr2wDhlyhQAVq9ezTfffMO4ceMoVqyYkysXERGRO2LYsvaRg2nc9H/Gjx9PUlISPXv2JDAwEMC+i3rnzp3tgfGHH35gwIABpKSkMGbMGMqUKePMskVERESylMIiMGXKFBISEhgzZgxw/d6MoaGhQObAaLVaiYiIoHv37vabc4uIiEgOl8PnFWalPB8W33//fbZu3crbb78NkGGfxBsDo9lspmPHjlStWpUKFSrg7u7utJpFRETkLsvh29tkpTw9Z/Gdd97hwoULNGzYkPfee489e/Zk2icxNDSUp59+mi+++IIVK1ZgNpsVFEVERCTPyLOdxcmTJ3Px4kXGjx8PXB+Knj59Os8//zyVKlXKcG6zZs1wcXGhVKlSzihVREREspqGoR3Kk53FqVOnkpqaag+KAMOGDaNChQpMmzaN/fv3Z7qmcePGlChR4l6WKSIiIuJ0eS4svvPOO8TFxfHaa68B1+copt+VZejQofbAeODAAWeWKSIiIveSts5xKE+FxenTp3PkyBH7que0tDTMZnOG2/gNHTqUSpUqMXr0aA4dOuTMckVEREScLs+ExUmTJrFp0yZKlSrF1q1bSUlJwWKxYBjX5yjcGBiff/55GjdujK+vrzNLFhERkXtFt/tzKE+ExTFjxpCUlMTcuXMpXLgwq1atYsuWLdhsNkwmU4bAaLVaAXjqqacoWrSoM8sWERERcbpcHxb37dtHcnIyb731Fh4eHjzwwAP4+/uzYcMGfv3110yB0cXFxckVi4iIyL1m2GxZ+sjJcnVYtNlsVK5c2b7hdkpKCr6+vjz88MPkz5/fYWAUERERketybVj8/vvvWb9+PfHx8ZhMJgDc3NxIS0vDy8vLHhh/++03fvnlF3tgFBERkTxIcxYdypVhcceOHSxcuJAFCxYwdOhQfvrpJw4ePAiAxXJ9H/L0wGixWPjzzz+5du2aM0sWERERyZZy5R1cAgMD8ff3p3HjxhQoUIA1a9awaNEiGjZsSN26dalduzZwPTA+9dRTXLt2DS8vLydXLSIiIk6Tw7t/WSnXhsWwsDDWrVvH5MmTqVOnDpcvX2bs2LFs2rSJ4sWL06pVK6pUqUJgYKCCooiIiIgDuXIYGqBatWpYLBa2bdtG0aJFcXNzw8PDg27dupEvXz7WrVuHq6urs8sUERGR7EB3cHEoV3YWASpUqEBgYCDr168nICCAqVOn0rt3b8LCwujcuTOJiYnqKIqIiIj8g1zZWUzfAqdLly4cOnSIsWPH0q1bN8LCwux3afH09HRmiSIiIpKdaDW0Q7mys5i+BU6JEiUoUqQI/v7+tGnTBrh+l5YbzxERERERx3JlZzGdj48P3bp1Y//+/Rw9etTZ5YiIiEg2ZdiMLH3kZLk6LAKUL1+ecuXKkT9/fmeXIiIiIpLj5Mph6BsVKFCAV155BTc3N2eXIiIiItlVDu/+ZaVcHxYBBUURERH5e7acvb1NVsr1w9AiIiIi8t/lic6iiIiIyN/SMLRD6iyKiIiIiEPqLIqIiIios+iQOosiIiIi4pA6iyIiIpLnpd8qWDJTZ1FEREREHFJnUURERERzFh1SZ1FEREREHFJnUURERESdRYfUWRQRERERh9RZFBERkTzPUGfRIXUWRURERMQhdRZFRERE1Fl0SJ1FEREREXFInUURERERm7MLyL7UWRQRERERh9RZFBERkTxPq6EdU2dRRERERBxSZ1FEREREnUWHFBZFREREtMDFIQ1Di4iIiIhD6iyKiIhInqcFLo6psygiIiIiDqmzKCIiIqI5iw6psygiIiIiDiksSp42ZsyrbN++hnPn9nD06FY++GAC/v75MpzTt2839u7dwIULB9iw4Qdq1aqa4Xjt2tXYuHEJFy4cYO/eDfTp0/VevoUcbeXekwyat4Emk5dRZ/wPmY4v2x1Nxw9X0/CdpTz42Tr2nbl4y9f59chZao77nlE//nHL4+fjr9Fs6nI6zVx9N8vPEx5+eSDzN81j6f7vWbTjG0Z8/CYBxQrbjxcNKsqo2SNYsu97luz7nulL38PF4pLpdeq3rMfPJ1czbNIL97L8XGfU6FeI/H0lJ8/s5ODhzbw/Y1yG31lVq1Vk8fefcujIFq4kHKVho7oZrq9XrybfLp7D4WNbOXF6J+t/XUKHjvfd67eRLRk2I0sfOZnCouRpVquVhx9+nuLFa1K/fluKFy/Kxx9Pth9v3Lgu778/lmefHU7RotX54YcVfP/9Z/j6+gDg5+fLDz98zg8/rKBo0eo888zrTJ8+lgYNajvrLeUofp6u9KoTwkv3Vct07M8TsYxduYPX29Zgw9AOtK5QjKe/3kx8cmqG865eS+WdNbuoWaKAw88zZsWfVA7Mf7fLzxPWLP6Zx+5/nM6VutKvYX9iTsXwxoevA5CvQD6mLZ7KkX1H6dugH12rdmf6GzOwWTOO53n7evHUqCfYvXWPM95CrmK1WhkyeCjBJevQuGEHihcP5MOP3rEfT0lJZemSVfTp+egtr/cvkJ/vFi+nQb22lCpek3cmzODTz96jdu3q9+otSA6ksCh52ogRk9i5cy9paWnExsbx0Uef07x5Q/vxQYMeYMmSlfz880ZSUlKYOvVjUlJS6Nz5fgDCw9ty7do1pkz5iJSUFNau/ZWlS1fx8MMPOOst5SiNSxehXZWSFM/vnenY4h1RtK5QjMali+BmcWFgw3K4WcysPXg6w3lTft5N1xrBlPT3ueXnWL47mjSbQfuqJbPkPeR2J46cIOFqIgAmkwmbzUbJMte/lj0e7U7M6RjmTf2ChKuJ2Gw2Du36C8PI2EV5YsTjrFi4ktNRpzO9vvw7b4+czK6d+0hLS+NCbByffPQFTZv9/++sQweP8PlnX/PHH7tuef3qVev4asH3XIiNwzAMfly+hv37DtGocd1bnp+n2LL4kYMpLMot2Ww5/E/2f9SyZRP27Dlg/7hatUr8+efuDOfs2LGX6tUrA1C9eiV27Nhz0/E9VKtWOeuLzeUOnbtCpRu6gSaTiYpF8nEo5rL9uU1Hz3Hw3GX6Nyh7y9eIjb/GB+v38Ubbmllcbe7WqktLluz7nh//Wkq3R7ry+dQvAKjZuAanjp3i7Tkj+X7PImat+YjWXVtluLZuaB3KVC7DNx8vckbpuV5oy8bsveF31r8VUKQQFSuVy/B7T+RmWg0tdteuXcPDwwPDMDCbzcTExBAdHY3ZbKZ27dw/rNqlSzsGDepDmza97c/5+vpw+fLVDOddvnzFPgzt45P5+KVLV/Dzu3WXS25fYkoaPu6uGZ7z8XAlITkNgPjkVMau3MGUbg2wmG/9794xK3cwoGE5iubzyvJ6c7O1P/zC2h9+wb+wP+36tOXYgWMA5CvgR4Ua5Rnz5DhGPvo2tRrXZMzctzl38hx7ft+Ll48Xz417llGPvp1paFruXOfwtgwY2Jv2bf/bSIaXlyfzv/yQFT9GsH7dprtcXc5j6I+oQwqLAsCuXbuYM2cOL730EiVKlCA6Opq3336bggULEh8fz9q1a3nxxRdv+/UiIiKIiIjIworvrm7d2jN9+nh69BicoVN49Wo8+fL5Zjg3Xz4/jh2LBiA+Pp6goBIZjufP78eVK/FZX3Qu5+VmyTQ/Mf5aKiX8rw9ZT/15D/dXKkFFB3MRf9p7gouJyfSqUzqrS80zLp6/yE8LVjB/0+c80OBBEuOT2Ld9Pxt+3AjA9o1/8Pu6bTRu04g9v+/lsTcfZd2y9Rzee8TJlec+Xbq24733x9Kn16Ps3LH3X1/v4+PNt4vncP78BR4dcvu/2yVvUlgUAKpXr47ZbGb69Ok89dRTLF68mL59+9KiRQsOHDjAxx9/zNixYxk+fPhtvV5YWBhhYWEAvPfeV1lZ+h3r378nEya8QY8ej7B587YMx3bv3k/NmhlXP9eoUZklS1YCsGvXfvv8xf8/XoXdu/dlbdF5QPkifhw4e8n+sWEYHDx3mVYVigGw+VgM8cmpfLcjCrjeiQTYEnWeFU/dz+ajMRw6d5lW034CIMVq41pqGi3e/ZGP+zalQpGMq97l9rhYzHh6e1KwSEGO7D1C8eBimc5Jn7NYt3ltvH296dC3HQCeXp4A1G5ai36NHrp3Recy/fr3YNy41+nVcwiRW7b/6+v9/fPx3Q+fEXUsmsGPDMVqtWZBlTmQOosOac6i2H9RvPvuuwC8//77mEwmateujdlspmLFijzzzDOcPXuW8ePHO7PUu+7JJwcyfvxwOnfunykoAsyd+xXh4W1p0aIJrq6uPP/8o7i7u7N06SoAli5dhaenJy+88Biurq60aNGE8PC2fPpp9g7I2YXVZpCcZiX1f0OUyWlWktOsGIZB95rB/HzwNJHHYki12pgXeZjkNJs9LH4xIJRFg1vz9SOt+PqRVoSWK0qrCsX4/KHmALwUVo0fHrvPfvyJ5pUI9PPi60daUbqQr8Oa5P+ZTCbCB3Ymf8H8ABQqWohnxz7DmeizRB+OZvmXP1KpdiWa3N8Yk8lEzcY1qBNam99WXh/SfLrzcwy+7zEevf8JHr3/CTat2czGlb/ybJfnnfemcrjHnxjA2LGv0TV8oMOg6O7uhru7GwBubq64u7th/t9UjYAihfhp1UIOHjzMIw+/oKAot8Vk3LxsTfIcm81m/0UCMHLkSPbv38/IkSOpVKkScL1TcPToUUaOHElYWBgDBgy47df39Ay66zXfLUlJx0lNTSU5OSXD84UL//8Clb59u/HGGy8QGBjA3r0HePbZ4fz55/8PVdepU51p00ZTpUpFzp6N4e23p7Jw4ff37D38W3EfZZ+V2kt2HWfE8sx7I/74ZBuK5/dm2e5oPtq4n9j4a5QtnI/hbWtQuaj/LV/rzWXbsZhNjOhw6/m1S3YdZ/ZvB1n2RJu7+h7uVMfht94bMjswmUyM/Xw05auXx8PLg4Qr8ezYvIvPJn/OmeNnAGjeoRkPvzyQQkULczb6LPPe/cI+LH2zl6e+iNVqZcpL797Lt/Gv/X7xsLNLcOhKwtFb/s4qVuT69lOlShVnz/7MX//HH3uJBfMX8+prz/L6G8+TkJCYYdX6lEkzmTL5w6wt/g5cSTia5Z8jtl1olr5+oRXrs/T1s5LCYh6XHhTPnDnD0aNHadKkCQCvv/46qampvPDCCxQrdr2TYxgGp0+fpmjRohnC5T/JzmExL8pOYVGyd1jMq7JzWMyrFBadS8PQeVh6UDx+/DhvvfUWUVFRXLp0CYBx48bh4uLCu+++y+nT1/dGM5lMFC9eHLPZnGe31hERkVxK+yw6pLCYh5nNZuLi4pg2bRq9e/emX79+5M+f3x4EJ0yYgKurKyNHjiQ2NjbTtSIiIpL76W/8POTAgQMcP348w3MxMTEULlyYsLAwbDabfY/FtLTrK0vHjRtHzZo1KVDA8a3UREREcjrDlrWPnExhMQ8wDIPY2Fi+/fZb3N3dMxw7d+6cPUCazWZSU6/vaxcXF0dkZCQATz75pIaeRURE8iiFxTzAZDJRqFAhnnvuOQIDA7l48SLR0dc3la5Xrx4+Pj7MmzcPADe369stLFy4kA0bNmRYLaehZxERya3UWXRMm3Lncnv37uW3335j8ODB+Pn5kZiYyMyZM/Hx8aFTp06EhITQrl071qxZw9ixY6levTqHDh2y76loMpmc/RZERESyXE4PdFlJraJczGazER0dTVRUFF988QU2mw0vLy9atWrFhQsXWLNmDadPn6ZVq1YMGjQINzc3Tp06RUBAABMmTMBisWjDVhERkTxOncVczGw207JlS1xcXPjtt9/47LPPGDhwIA0bNsRisfDDDz+wfPly2rZtS8WKFalYsWKG6202Gy4uLk6qXkRE5B4yNJLmiDqLucyNcwwNw8DDw4MWLVoQGhrK8ePHmTt3Ljabjbp169KlSxdOnDjB6tWrOXToUKbX0hxFERERURrIZUwmEykpKezduxeTyUR0dDS//PILoaGhNG7cmBMnTmQKjLt37+bAgQPOLl1ERMRptMDFMQ1D5zKGYTB//nzOnDnDiRMn+Oabb+jRowcuLi60aNECk8nEpk2b7EPSderUwdvbm/Llyzu7dBEREcmG1FnMZUwmE7169cJqtTJ37lwaNmxI+/btAXB3d7d3GE+ePMmMGTOw2WxUrFhR+yiKiEieZthMWfrIyRQWc5m0tDR8fHzw8vKiRIkSJCYmsn37dvtxd3d3mjdvTp06dfD09MxwreYoioiIyM00DJ1L2Gw2zGYzFsv1b+mzzz5Lamoq06dPJyIiApPJRO3atQE4dOgQHTp0wDAMTCaT/VoREZG8KjvMK7x06RJz585lz5492Gw2goODGTBgAMHBwQCsX7+eRYsWcfHiRUqVKsXgwYMpXbq0/fojR44we/ZsTpw4gb+/Pz179qR58+Z3XJcSQi6QHvbOnj3Ljz/+yK+//kpcXBze3t4MHDgQwzBYs2YNGzZs4MMPP2TevHn2oJh+L2gRERFxrtmzZxMfH897773HrFmzKFOmDBMnTsQwDA4cOMDs2bMZPHgwc+fOpUGDBowfP57ExEQAEhMTGTduHA0aNGDu3LkMGTKEWbNm3XK3k39LKSGHSw970dHRDB8+nC1btrBs2TKmT59OVFQUgYGBDBo0CG9vb9avX8/58+eZMGGCPSjqDi0iIiJgGKYsfdyOs2fP0qhRI3x8fLBYLPabaFy9epWIiAjq169PjRo1cHV1pXPnzlgsFrZu3QpAZGQkbm5uhIeH4+rqSvXq1alfvz4RERF3/LXRMHQOlh72rl27xtatW+nduzdt2rTh0KFDrF69munTp/PMM88QHBzMww8/TFpaGr6+vphMJqxWqzbcFhERyUY6d+7Mxo0bqV+/Ph4eHkRERFCxYkX8/Pw4fvw4LVq0sJ9rMpkICQnh+PHjABw/fpyQkJAMTaCQkBA2btx4x3UpLOZgJpOJK1eu8NJLLxEYGEj//v0BKF++PG5ubixdupQPPviAJ554IsOcBt2ZRUREJKOsnrMYERGRocsXFhZGWFhYhnMqVKjA+vXrGTx4MGazmYIFC/L6668DcO3aNby8vDKc7+XlRVJSEgBJSUmZjnt7e9uHqe+EwmIOld5V9PPzo1GjRqxYsYJz585RtmxZAIKDg+ncuTNfffUVP/74I88884z9Ws1RFBERubduFQ5vZLPZGD16NDVr1mTYsGG4ubmxfv163nrrLaZMmYKHh0em4JeYmEiRIkUA8PT0JCYmJsPxhISETAHyv1BYzGFutXI5fRHLzJkzyZcvH1WrVgWuB8ZBgwYREBDgjFJFRERyDGfvhRgfH09MTAxt27a1B7zWrVvz5Zdf8tdffxEUFMSxY8fs5xuGQVRUFPXr1wcgKCjIPn8xXVRUFEFBQXdcm1pMOUh6UDx9+jRfffUV8+fPZ/ny5QAMGjSIVq1aMXHiRPbs2WO/JjAwUBtui4iIZHN+fn4ULVqU1atXc+3aNaxWK2vXriUpKYlSpUoRFhZGZGQku3fvJi0tjWXLlpGammoPi/Xr1yc5OZmlS5eSlpbG7t27iYyM/Ntu5u0yGYZh3PGrSJZJD4jpw84nTpxg1KhRNG3aFLPZzF9//YXVamXcuHEAfP755/z000+MHz8+wzxFZ/L0vPN/1cjdE/fRA84uQW7Qcfgfzi5BbvL7xcPOLkFuciXhaJZ/jui6rbP09Utt+/kfzzl58iTz58/nr7/+Ii0tjcDAQHr06EG9evWA6/ssfvvtt/Z9FocMGZLh7/rDhw8zZ84coqOj8ff3p1evXndln0WFxWwsIiKCQ4cO8cQTT2AYBlarlSlTplCuXDm6d+9Oamoqr776KmXLluWJJ56wX/fjjz/Stm3bbLOIRWExe1FYzF4UFrMfhcXsJ6+ExexKw9DZ1O7du1mwYAEdO3bEZDJhNptxdXUlKSnJ/q+E4cOHExQUxBNPPMHJkyfZtm0bAB06dMDFxQWr1erMtyAiIpJj6N7QjiksZlMJCQkEBgZSqlQpYmNj7fsk2Ww2IiIi7EHx2WefBeCHH34gKioqw2tkl86iiIiI5FwKi9nMli1bOHz4MPnz58fX15cPP/yQ559/HldXVwCaNGnCpk2bsNlsPPXUUwDMmDGDEydO0LVrV2eWLiIikmOps+iYwmI2smXLFt59913c3NyoWLEiISEhrF+/nnLlytGwYUPg+mqnRo0a4eXlxUsvvcTkyZOJjY1l7NixuLi4aNWziIiI3FXaZzGbSEtLY8+ePfTr149SpUpx+vRpTp48SZMmTUhKSmLevHl07NiRAgUKEB4eTmpqKvv376dIkSIEBwdjNpt1Cz8REZH/SMt9HVNYzCYsFgt+fn58++23lCpVipkzZ9K/f3+aNm3KTz/9xPbt21m+fDmdO3cmf/78ADRq1Mh+vW7hJyIi8t/l9KHirKRh6GykV69elC1blokTJ9K6dWuaNm0KQPv27alTpw7R0dEsX76cS5cuZbpWt/ATERGRrKCEkY3Ex8dz9epVihQpws8//0xsbKz9WHpg3L17N1u2bHFilSIiIrmPYZiy9JGTKSw62Y0LUlxdXXn++eeZNm0apUuX5rXXXssQGNu1a0eXLl1o06aNM0oVERGRPEhh0YnSb+UXGxvLnj172L17NwUKFADgySefpFy5crz++usZAmOjRo10r2cREZG7zLBl7SMnU1h0EsMwMJvNHD9+nOHDh7N69Wpmz57NzJkzWbNmDb6+vgwZMoTy5cvz1FNPZZqnqDmKIiIici9oNbSTmEwmrly5wowZM+jUqRMdO3YkJiaGoUOHUqFCBQD8/f15+OGHKVasGH5+fk6uWEREJPey5fB5hVnJYVj8+OOPb/tFTCYTjz766F0pKC+5dOkSXl5edOzYEZvNxnvvvUf9+vXp2LEjp0+fxsvLiwIFCtC3b1/g/4etRURERO4Vh2Fx165dt/0iJpPS+H9hGAZWq5Xo6Gg++OADihcvbr/X8+LFi2nUqBF169a1n6+gKCIikjVy+orlrOQwLH7wwQf3so5c71ZdQV9fX5KTk3njjTeoX78+Tz/9NADTp08nJiaG2rVrO6NUERERETvNWbwH0oPi2bNn2b59O+fPn6dWrVrUqFGDZ555hrfffhsPDw8+++wzrly5wqlTpxg7dqx91bM6iiIiIllLd3Bx7F+Fxfj4eM6ePUtKSkqmY5UrV75rReU2ZrOZ6OhoxowZQ40aNbhy5QqbN2+mUaNG9OnThxEjRrBz504SEhIoXrw4Tz31FC4uLrrXs4iIiDjdbYXFlJQUZs6cyZYtWxzu7/f111/f1cJyk2vXrrFgwQK6dOlC+/btAYiMjOTbb78lIiKCjh07UqJEiQxzP3WvZxERkXvHMJxdQfZ1W+ObixYt4sCBAzz33HMAPPbYYzz33HPUrFmTgIAA3njjjSwtMqczmUxcvXrVvuG2YRg0aNCAZs2asWzZMpKSkjBu+lOqoWcRERHJDm4rkURGRtK9e3fq168PQHBwMI0bN+a1116jQoUKbN68OUuLzMkMwyAtLQ0fHx9iYmJIS0uzdxCrVKlCcHAwrq6uCociIiJOZNhMWfrIyW4roVy4cIHixYtjNpuxWCxcu3bNfqxp06ZERkZmWYE5nclkwtvbm+rVq/P999+zZcsWYmJiAFi5ciUuLi4abhYREZFs67bmLObLl4/ExEQAChUqxOHDh+0LWmJjY3Wf4r9hGAYmk4kOHTqQkJDA4sWLMQyDAgUKkJiYyJgxYzCZTPbzRERE5N7THVwcu62wWKFCBQ4fPkydOnVo2rQpX3/9NTExMVgsFn755Rdq1qyZxWVmfzeHvfSPTSaTffubXr16UatWLeLj4zEMg5o1a2I2m7XqWURERLKt2wqLPXv2JC4uDoAuXboQHx9PZGQkycnJ1KpVi4cffjhLi8zu0sNgQkIChmFgNpvx8vKyP3/jfonlypXLdK2CooiIiHPpDi6O3VZYLFq0KEWLFgXA1dWVQYMGMWjQoCwtLLvbsmULKSkpNGnSBBcXF44fP860adPw8fHBMAyefPJJihUrliEw3ooWtoiIiEh2pqTyHx09epQPPviArVu3cunSJSZPnkyrVq3o1KkTAQEBDB8+nJMnT9q7iiIiIpJ9GUbWPnKy2+osjhkz5m+Pm0wmhg8fflcKyin69u2Lq6srM2bMoF+/fjRp0oROnToBULFiRQDefPNNRo8eTYkSJXTbPhERkWxMC1wcu630kpaWhtVqzfC4dOkS+/bt4+TJk6SlpWV1ndlK+vvt2bMnnTp14vPPP2fnzp32FeN+fn4MGDCAOnXqMGzYMGJiYhQURUREJEe6rc7iyJEjb/l8TEwMkyZNIjw8/G7WlK3ZbDYsFgtxcXH4+PjQp08fvLy8+PLLL9mxYwcNGzbEbDaTL18+HnzwQQIDAylYsKCzyxYREZG/oQUujt1RuysgIIDw8HDmz59/t+rJ1tKHko8fP86IESPYsGEDVquVzp07061bN2bMmMHmzZvtcxTz589Pjx49cHFxwWq1Orl6ERERkX/vtjqLf8fHx4dz587djVqyrfQ9E81mM2fOnGHcuHF06dKFFi1a2PdW7N27NyaTiZkzZ5KSkkJoaGiGoWdtjyMiIpJ95fRFKFnpP3cWbTYbJ0+eZPHixRQvXvxu1pRtpN+W78bNtjdu3EjdunVp164dFoslQyDs1asXrVu3Zv369ZqjKCIiIrnCbXUWH3jggUzPGYaBYRh4enryyiuv3PXCnG337t2sXr2aRx99FF9fX/vzMTEx+Pj4ANcXuphMJlxcXDhz5gz+/v4MGjQIQ/88ERERyVG0Gtqx2wqLXbt2zXTfYldXVwoVKkStWrXw9vbOkuKcKSgoiD59+uDr60tSUhKenp4AFCtWjHXr1tGxY0cKFSpkP//LL7+kYsWKdOzYEch8+7+8rEHBcv98ktwzz4w47OwS5AYvpRZwdglykwn+pZ1dgki2clthsVevXlldR7Zis9nw8/PDz8+PCxcuMG/ePOrUqUPz5s1p2rQphw8f5oMPPqB37954e3uzfPlyzp07xwsvvACgkCgiIpLDaDW0Y7c1sW7UqFGcOnXqlsdOnz7NqFGj7mpRznbjfENXV1cSEhLYtGkTW7duJSAggC5dulCwYEHGjRvHZ599xpUrVxg/fjwuLi66W4uIiIjkKrfVWdy3bx9JSUm3PJaUlMS+ffvualHOdPOdVvz8/Hj66aeZM2cOa9aswWw2U7duXcqXL8+ZM2fIly8fnp6emEwmrFarVj2LiIjkQJqz6NgdL9k9ceIEXl5ed6MWp0sPimfOnOGHH35g7dq1REdHkz9/fh555BHc3d1ZvXo1W7ZswTAMihYtipeXFyaTCZvNpqAoIiIiuY7DzuKKFStYuXKl/eOpU6fi6uqa4ZyUlBQuXrxIgwYNsq7Ce8QwDMxmM9HR0YwYMYKgoCCSk5NZvXo1AwcOpGLFigwePJhPP/2UpUuX4uvrS5UqVezXa6scERGRnEv7mDjmMCwWKlSIChUqAHD27FlKlSqFn59fxostFkqUKEGrVq2ytsoslr5yOSkpiR07dvDAAw/Qpk0bjh49ys8//8zMmTN5/PHHqVSpEgMHDmT16tVUqlTJ2WWLiIiIZDmHYbFevXrUq1fP/nH37t0pUqTIPSnqXjOZTFy9epWhQ4dSqFAh+vfvD0Dp0qVxc3PDMAw++eQTBg0aRPXq1enTpw+QeX6jiIiI5Eyas+jYbSWdJ598MtcGxXS+vr72buLp06ftz5coUYL27dtTsmRJ1q5dC2Bf8aygKCIiIrndba2G/uijj0hMTGTo0KGZjr377rt4eXnx2GOP3fXistKtuoI9e/bEMAzmzJmDr6+vfS5miRIl6N+/PwULFgQUEkVERHIb7bPo2G2lnl27djlcxNKgQQN27dp1V4vKaulB8ezZsyxdupRvv/2WgwcPYrPZ6NWrF126dOG9995j69at9msKFy6M2WzWPooiIiKSp9xWWLx8+TL58uW75TE/Pz8uXbp0N2vKUulB8fjx4wwfPpyoqCgiIyNZvHgxy5cvx2q10rt3b7p06cKUKVMy7SGprqKIiEjuY8viR052W8PQ+fPnJyoqiqpVq2Y6FhUVlWmVdHZy8z2azWYzFy5cYNq0aXTt2pWOHTsSHx/P0KFDuXjxIjabjc6dO9OrVy8KFixoXxEuIiIikhfdVpusXr16LF68OFOXbd++fSxevJj69etnSXF3g8lkIjU1lb1799qfO336NDVr1qRjx46kpaUxduxYqlatSqVKlVi9ejVff/01NpuN1q1b4+LigtVqdeI7EBERkaxmYMrSR052W53F3r17c/DgQUaNGkVAQAAFChQgLi6OmJgYSpcubd9KJjsyDINFixaxb98+wsPDqVu3LtWqVcPf3x+AadOmERAQwLPPPsuOHTvYs2cPQIZupO7MIiIikrvZtCu3Q7cVFj09PRk9ejTr169n9+7dxMfHU7ZsWbp160ajRo34448/aNy4cVbX+p+YTCbq16/PhQsXWLt2LVarlQYNGlCiRAni4uK4evUqTz75JADbtm2jWbNmdOnSBZPJlGkIW0RERCSvua2wCNfv1tK6dWtat24NwO7du9m4cSOfffYZ165dy7ZhEaBMmTJ07NiRpUuXsm7dOsxmM/Xq1cPPz4/ExEQmT55MQEAAJ0+eZOrUqfZ7PWsxi4iISN5gy+FDxVnptsMiQHR0NBs2bOC3334jLi4Od3d3GjRoQMuWLbOqvrsmODiYzp07s3TpUtauXYthGNSvX5/HH3+cjRs3YjKZeOGFF3BxcVFQFBEREfmffwyLcXFx/Prrr2zcuJHo6GhMJhMVKlQgLi6Ol19++ZYrpJ3txuHjG4PfzYHRYrFQu3ZtypQpYz/ParVqjqKIiEgek9MXoWQlh2Fx3bp1bNy4kX379mGz2ShVqhT9+vWjadOmuLu78/DDD2fL7lt66Dt//rx9I+0b3RgYV69eTVpaGvXr18dsNmMYhoKiiIiIyA0chsWZM2cCULNmTfr370+JEiXsxxITE7O+sv/AMAzMZjMnT55k2LBhvPLKK9SuXTvTeemBcdmyZWzZsoVSpUoRGBioxSwiIiJ5VE7fODsrOWwN1qhRA7PZzI4dO5g2bRpLliwhNjb2Xtb2r5lMJq5cuUJUVBQDBgy4ZVBMFxwcTLt27di/fz9Hjhy5h1WKiIiI5BwOO4uvv/46ly9fts9XXLBgAV999RWVKlWiTp0697LG25aYmMgrr7yCzWZj0KBBAH87B7Fs2bKUK1eOCxcu3MsyRUREJJvRnEXH/nbSYb58+ejQoQMTJkxg6tSpdO7cmZiYGL744gsAvv/+e7Zv347Nlj2atxaLhe7du5OWlsahQ4cA7Kubb+Xw4cOcOnUq24ZfEREREWczGYbxr/cs37dvHxs2bCAyMpLExETy5cvHJ598khX1/S1HK5jXrl3LJ598Qu/evenatWuGc2909epV0tLS7HdzkazRokSYs0uQG5S15Hd2CXKDHkn/agczuQcmuGbvKVd50bqTEVn+OVYWydq70bU9tzBLXz8r/affUpUrV6Zy5co88sgjbNu2jY0bN97tuv5Revg7efIkq1at4vLly5QuXZq6devSqlUrAObMmYPJZKJLly6ZgqJhGPj6+t7zukVERERykjv6J62rqyuNGjWiUaNGd6ue25YeFEeNGsV9992Hv7+/PThOnDiR5s2bYzKZ+OijjyhQoADNmzfPcL1WPouIiEi67DGhLnvKseMfNpuNpUuXcv/999OjRw8Ahg4dSp06dfDz8yMlJYWWLVvi5+dHzZo1nVusiIiISA6V/XbV/hs3LlRJS0vj7NmzlC9fHoCXX36ZUqVKMXjwYM6fP8/vv/9OWloaderUwcXFBavV6qyyRUREJJszMGXpIyfLUWHRbDYTGxtLWloabm5ulChRgm3btvHyyy8TEhLC888/D8CXX37J0aNHsVj+v3GqO7OIiIiI/Hs5KiympaUxa9Ys5s2bB0CZMmXYuXMnFouFAQMGADBjxgzOnDlD3759nVmqiIiI5CA2U9Y+crIcNWfRbDZTunRpTpw4AUDr1q25evUqR48e5fnnn6d8+fIkJCQwduxY+/6K2fH+1SIiIiI5RbYOizeHPbPZTFhYGMOGDWPlypW0bduWLl26EB8fz+nTp/H396dgwYK33HtRRERExBFbDp9XmJWyXdtt//79HD16FLgeDuPi4ti8ebP9eMGCBenUqROHDh0iISEBAB8fH8qXL0/hwoUxm83YbDYFRREREZG7INuERZvNRlxcHN999x2enp7253744Qe++eYbXn31VbZu3UpcXBz16tVj9+7dnD9/Hri+wfaNNPQsIiIi/4aRxY+cLFulqgIFCvDss89StGhR4uLiiI2NZcCAAbz99tuEhISwatUqRo0axZkzZwgICODbb78lJSVFG2yLiIjIHbFl8SMnyxZzFvft28fatWt59NFH8fX1JTExkY8//hhXV1e6dOlC2bJleeyxxzhz5gy7du3i22+/5dy5c/j4+ODq6urs8kVERERyLaeHRcMwOHXqFGfPnmXevHkMGDAALy8v7r//fpYtW8aaNWuw2WyUL1+eokWLUrRoUerUqcPp06epWrUqJpMJwzDUXRQREZH/zKYc4ZDTh6FNJhMtWrSgVatWnD59mjlz5pCSkkLt2rXp2rUrZ86c4eeff+bw4cP2awoVKkT16tXti1kUFEVERESyhlPC4s0LUlxdXWnatClNmjTh3LlzfPrpp6SkpFC9enV69OjB2bNniYiI4MCBA5leS4tZRERE5E5pgYtj9zxppXcC09LSOH/+PEePHuXUqVO4ubkRGhpKaGgoZ8+ezRQYDxw4wP79++91uSIiIiJ52j2ds5i+yXZSUhJTp07l2rVrnD59mpSUFEJDQ2nXrh2hoaEArF+/nrlz5zJo0CCqVavGM888Q0hIyL0sV0RERPKInL5iOSvds7BoGIY9KL788stUrlyZ8PBwkpOTOXbsGJ9//jnnz5/noYceomnTplitVjZt2sSMGTN49tlnKVOmDJD5ri4iIiIiknXuWVhMX7X8+eefU65cOZ544gn7sZCQEAIDA5k4cSIrVqxg8ODBNGvWjOTkZM6ePZvpln8iIiIid5NNa2UduqfJyzAMLly4QK1atQBIS0vDMAxsNhuVK1fmoYceYuPGjZw+fRo3NzfatGnDoEGD7KueRUREROTeuqdzFlNSUoiJieHSpUvXP7kl46cPCgrCYrGQkpKS4Xj6ELaIiIhIVrCh1qIj9zSBWSwW8ufPz759++yBEMBqtQLg4eFBiRIl8PHxyXCd9lEUERERcY57Hha7d+/Ojh07WLx4MdeuXbM/D7Bo0SI8PT0pWLDgvSxLRERE8jjts+jYPb/dX/Xq1Rk4cCCfffYZx48fp2LFivj7+7N161ZOnz7NpEmTMJlMWvUsIiIikg045d7Q999/P8WKFeO7777jl19+oWjRohQqVIihQ4fi4uKC1WrFxcXFGaWJiIhIHpRdVkPv2rWLr7/+mujoaNzc3GjUqBGDBw8Gru9BvWjRIi5evEipUqUYPHgwpUuXtl975MgRZs+ezYkTJ/D396dnz540b978jmtySlgEqFatGpUqVSItLQ03Nzd7F9FmsykoioiISJ6zd+9epk6dyuOPP06dOnUwDIOTJ08CcODAAWbPns2LL75I5cqV+emnnxg/fjzvvfceXl5eJCYmMm7cODp16sTbb7/N/v37mTRpEoGBgZQvX/6O6nLqOK/FYsHDw8MeFLXqWURERJzBlsWP27FgwQLuu+8+GjZsiKurK25ubvbOYUREBPXr16dGjRq4urrSuXNnLBYLW7duBSAyMhI3NzfCw8NxdXWlevXq1K9fn4iIiDv90jivs3grWvUsIiIiuVFERESG4BYWFkZYWJj942vXrnH48GFq1KjBK6+8QmxsLCVLlqR///6UKVOG48eP06JFC/v5JpOJkJAQjh8/DsDx48cJCQnJkKVCQkLYuHHjHdeercKiiIiIiDNk9Yrlm8PhzRISEjAMg59//pnXX3+d4sWLs3TpUvtQ87Vr1/Dy8spwjZeXF0lJSQAkJSVlOu7t7U1iYuId164xXxEREREn8/T0BKBly5b2m5R07doVq9XKwYMH8fDwyBT8EhMT7dd5enpmOp6QkJApQP4XCosiIiKS59lMWfv4J15eXhQuXPiWx0wmE0FBQRw7dsz+nGEYREVFERQUBFy/C15UVFSG6248fic0DC153iMvDyKsSyv8/P1ISU5hV+RuPhj1ETGnY2jbsw0vT3mR5KRk+/mb1mxm9NPjMr1O/Zb1eOeL8fz41U9MemnqvXwLuZLJZOKVRWMoW6cCLzV8lItn42jcowUD33mSlBu+Hzt/3s6sZ6cB4OruxiNTn6Fk5WAKBxVhydSv+XHGYie9g9yjYPOqlHu1Nz4VS2K7lsLZpVvY9+qnAHgGFaHiyH4UaFoVgIS/ThHZeSRG2vU7c/nVKE3liQ/jW6EkyTGX+Oudbzmz+FenvZfc4E5/Z3l4ejDktUdo0aE5Xj5exJyOYfTT4zm897Az3o7c4P777+enn36iadOmFC1alOXLl+Pq6kqFChXw9PRk7NixhIaGUqlSJX766SdSU1OpX78+APXr12f+/PksXbqU9u3bs3//fiIjI3nzzTfvuC6FRbmllJQU3NzcnF3GPbFmcQQLZ35DwtUE3D3ceeTlQbz14XCe7vIcAGeiz9Cv6YC/fQ1vX2+eGfUUu7fuuRcl5wn3PdIxQyhMFxt9jtdbPHPLawwMjvxxkF/mr6Tby/2yusQ8oUDjytSc/QJ7hn5CzOrtmEwmfMoXB8C1oC8Nlo7g5Bdr2f3sTNISruFXLQTDen3tp8XXk7oLXuXYzOVEdh5JgYaVqPXZMJKOn+PStr+c+bZytDv9nTVmziiSryXzeMenOX/mPEVLFeVaYtK9Kj/but0Vy1mpU6dOJCUlMWrUKFJTUwkJCeH111/Hy8uLihUrMnjwYD7++GP7PouvvfaafZjZ29ub1157jTlz5vD111/j7+/PkCFD7njbHFBYlFu4cuUKL730Eo8//ji1atVydjlZLvrICft/m0wmDJuNkmVK/qvXeHLE4/y0cAVBZUvd7fLypCIhRWnR/35mPjGZET9Nvu3r0pJTWTNnuf2/5c6VH96HE/MiOLc8Eri+CODK7igAQh7vwLVTFzg8eZH9/Cs7j9r/u0iH+livpXBsxlIALmzYzbmffqfEg60VFu/AnfzOqhdal6r1qtCz3gNcvXQVuB4uJXuERZPJRO/evendu/ctj4eGhhIaGurw+rJlyzJ+/Pi7XpfComTi5uZG7dq1mTp1Ki+//DLVqlVzdklZrnWXVrww7jl8/LxJS03jg7c/sh8rXLQw3/3xDWlpaez5fS+fTJjD2RNn7cfrhdalbOUyTH3lXV6aNMwZ5ecqJpOJge88yaJxX5B4JSHTcf+ihZjy+yysqVYObz/IdxO/JPZkjBMqzf1cvNzJV6sssb/sotGa8XgWL0j8gZMcGDWfKzuPUqBJFRKOnqXW5y/i36AiyWcucHTGUs4s/g0A3ypBXNl9LMNrXtl9jGI9mjnj7eQq//V3Vq3GNTl9/AwPPNmbdr3uJzE+iV+WrWPulM+x/m/qgMjNtMBF7GJjY7l48SIeHh4MGDCAsLAwxo8fz+7du51dWpb7+Ye1dKwcTrdaPfls6jyOHbj+F9zOyN08HDaE7nV683iHp0hJTmHKVxPx8PQAwMvHixfGPcekl6ZitWaHf5fmfGEPd+Dy+Uv8sSoy07FDkfsY2XYoL9Z/lDHhr5KanMLQ+W/i5unuhEpzP0s+b0wuZko82Irdz83klxpPELt+F3UWvILFzwvXAr4U69aE099u5Jcqj3JgxHyqTn2M/PUrXL/ex5O0KxlXZ6ZdTsDi6+mMt5Or/NffWfkK+FG6YgguZjO9G/Tl5f6v0aJjcx544tadrLzEMGXtIydTWBTg+qqqSZMmMX78eOLi4vDw8KB37960bduW8ePHs2vXLmeXeE/Enb/I8gU/Mf6zMfjm9+VM9BlOHjuFYRjEnb/IpJenUrBIQSrXrgTAE28+xi/L1mli+F0SEBTIfYM7sWDEnFsejz0Rw7ljZzAMgyvnLzHv1Y/IV6QApWvd+Zwcycwaf30e26mF64jfF42RauXoez9gtriQv155rPFJXNp2iHPLIzGsNi5s2E3sLzsJuL8OAGnxSVj8Mm7bYcnnTdpVzY+7W/7t76zE+CSsaVZmvzOXlORUTh07xQ+fLaXJ/Y2d/E4kO9MwtADXh/7eeustXn/9daZPn84zzzxDgQIF6NWrFwATJkzg1VdfpXr16rf1ejfvVJ+TuFhc8PT2pFCRgvY5PXaGgWEY9h3y6zWvg7evNx37tgfA0+t6x6RO09r0afTgPa07NyhbryK+BfwYter6anKz+frXeeTKKXw/eSHr5q/KcL5hGGAY6OZPWSPtahKJ0TEYt9qt2IAre47jFRJ4y2MAV/cep0i7ehkO+VUN5ure43e/2Dzs3/zOcvQPW+OW3+S8RWNDjqmzKABYrVa8vb0ZP348MTExTJ8+3d5h7NWrF23btmXChAm3PSQdFhbGhAkTmDBhQhZXfmdMJhNdB4aTv2B+AAoXLcTzY5/hTPQZog9H07BVAwoXLQSAb35fnhv7LJfjrrDvj30APNn5GR6+bwiD73+Mwfc/xm9rNrNh5a889b9VifLvbFu+iddDn+Lt9i/ydvsXeW/Q9e0+pvYfw+bv1lOtZW38AwsA4J3Ph36jBxMfd5Wjf/7/YgmLmwWLuysmkwkXiwsWd1dcLC5OeT+5QfTc1ZToE4p3+eKYXMyEPNUJa3Iql34/yIkvIshfpywB7eqCyUSBJpUpFFqdmJW/A3Dup99x8XQn+MmOmFxdKNCsKkU61Ofk/J+d/K5yrjv9nbVhxa9cunCJQcMGYHG1EFgykM4PdWLjCm1nJI6psygYhoGLiwtWqxUvLy8mTZrESy+9lKnDaDabGTNmDG+99RZVqlRxdtl3TYNW9Xno+Qfx8PIg/koCOzbvZNgDL2O12qjZuAYvvvMC3n7eJF5NZM+2vbz4wMskJV4Drg8B3Sg56RpWq5UL5y44463keCnXUkg5G2f/2Py/kHfl/EWSE69RoWEVBkx4HE9fL5Likzi87QBT+79N8v++HwBj1r5PoRIBAJRvUJnOz/fit0W/MPfFD+7tm8kloj5cjsXHk/qL38Ts7sqVPVFsf2ACaVeTuLz9MDufmE6FN/pS/cOnSYo+z65nP7SvdE67ksi2fhOoPOFhyr3ci+SYi+x9abZWQt+hO/mdlZSQxEsPvsrzY55l2d7vuRx3hZXfrOLrj7518rtyPnUWHTMZ6j3naTabDbP5/xvM6fsrJiQk8NJLL1GkSBF7YExKSmLJkiU0bdqUEiVK3PbnaFHC8b0w5d4ra8nv7BLkBj2S9G/27GaCa6yzS5CbrDuZ9dOaZpTM2qlDT5+Yn6Wvn5U0DJ2HpQdFm83GZ599xvvvv88XX3zB9u3b8fb2ZtKkScTExPDBBx8QGxuLp6cnvXv3/ldBUUREJCcwsviRkyks5mHpQXH48OFcvnyZChUq4OPjwzvvvMP+/fvtgfHw4cPMnj0bm81mnyQtIiIieYPGP/KQa9eu4ebmlmHYec2aNeTPn5/nnru+IOPDDz8kKCiIChUqkJiYiJeXFzNnzuTKlSsZrhMREclNbOqFOKS//fOIc+fOMW3aNC5ezLgg48KFCxQtWhSA999/nyNHjjBu3DjMZjMbNmzgwoULeHl5ERh4i+0xREREJNdTWMwjChQoQGhoKAULFgSuz1cECAgI4MiRI0yePJmzZ88yfvx4LBYLS5Ys4c8//8TdXXfGEBGR3M+WxY+cTGExD7DZbLi6utKoUSMMw2D27Nns2rULm81GxYoVcXNz48CBAwwePBg3Nzd++uknli5dSt++ffHx8XF2+SIiIuJEmrOYB9y4O5LVauWvv/7i1KlTeHh4ULFiRdq3b8+mTZuYOHEi5cqVIzY2ljfffJOgoCAnVi0iInLv5PTuX1ZSWMzlrFYrLi4u2Gw2li1bRnh4OKNHj2bixIl8+eWX9OvXj1q1alGzZk2OHj1Kvnz5cHNzw8/Pz9mli4iISDagYehc7Mag+MYbb7BgwQK2bt2Km5sbr7zyCm5ubixYsIB9+/ZhtVopU6YMhQoVUlAUEZE8R/ssOqawmEvdGBRfeeUVChUqRLNmzfDw8ACwB0Z3d3fmzp3L4cO3vrm8iIiI5G0Ki7nIqVOnWLduHYA9KD7zzDOULFmSoUOHkpqayokTJwBIS0vDzc3Nfku/AgUKOLFyERER57KZsvaRk2nOYi4RHx/Pnj17cHV1tT93+vRpmjRpQt++fQFITU0lISEBAIvFwp49eyhdujQvvviiU2oWERGR7E+dxVzg+PHjzJo1i0qVKtGqVStsNhvbt2+nRIkS9qAIUKxYMXuY/PHHH5k4cSKJiYnOKltERCTb0D6Ljiks5nCXL19m3LhxlCtXjlKlSmEYBr/++ivvvvsua9euzXCuxWLBZDKxZs0avvvuO0aNGkWhQoWcVLmIiEj2oQUujmkYOoezWq0UL16cOnXqYLPZ+PXXXyldujTdunXj+++/B6BVq1bA9XmMX331FX5+fgwfPpzSpUs7s3QRERHJARQWc6ijR49y4MABWrRogdVq5dtvv2X//v1UqVKF5s2b4+XlhWEYLF68GMMwaN26NdWrV2fbtm089dRTlCpVytlvQUREJNuw5fj+X9bRMHQOFBMTw5gxY0hNTcXLy4tHHnmEyMhILBYLffr0Aa7fC7ply5a0atWKpUuXsmrVKipUqMCbb76poCgiIiK3TWExB9qzZw9FixYlPDwcgGXLllG5cmXc3d356quvOHr0KPD/gbFBgwZERESQmJioez2LiIjcgha4OKZh6BwoODiYlJQUFi1axPbt22nWrBnt27fn3LlzTJgwgeXLlxMeHk5QUBAFChSgXbt2dOzYES8vL2eXLiIiIjmMOos5UHBwME2aNGHJkiUkJyfTvn17AIoUKcKwYcM4duwYy5Yts3cY/f39dQs/ERGRv6HV0I4pLGZzhpH5j5jZbCY6OpqiRYvi6+vLkiVL7MdKlCjBsGHD2LVrF2vWrCEtLe1elisiIiK5jIahszHDMDCZrt8j6MiRI5w/fx6LxUL58uXp1asXhQoV4qeffiIyMpK0tDS6d+8OXA+MI0eOxGw2Y7HoWywiIvJPcvq8wqykJJFN3RgUp02bxoULFzh//jwuLi5cuXKFPn360LZtW1q2bInVauWPP/7AbDbTtWtX4PrdWkRERETulMJiNpUeFKdMmUJsbCwvv/wyrq6uXLt2jVWrVjFv3jxSUlLo2rUrLVq0wGQysWHDBiwWC506dXJy9SIiIjmLzeTsCrIvhcVsbMeOHcTFxfHmm2/aVzL7+PjQr18/3Nzc+Oabb6hVqxbBwcG0aNECi8VC/fr1nVy1iIiI5CZa4JKNnTlzBiDDljfpC146d+5McHAwW7duxWazkT9/ftq3b09AQIBTahUREcnJbBhZ+sjJFBazMcMwsNlspKSk2ENi+vC0u7s7FouF+Ph4zObr38b0/xcRERG5W5QusrFixYpx9OhRduzYgclkwma7vlbLarUCEBAQQEhIiDNLFBERyRW0z6JjCovZWM2aNQkNDeW9995j165d9s6hi4sLP/30E3v27KFy5cpOrlJERERyMy1wyea6du1KSkoKY8eOpUmTJpjNZjw8PNi8eTPDhw+nSJEizi5RREQkx9M+i44pLGZzRYsW5YknnqBGjRrs3buXxMREihUrxujRo7WXooiIiGQ5hUUns9ls/7gwxd3dnZYtWxIaGqpFLCIiIlkgp69YzkpKHk5ktVoxm80YhsHu3bs5e/YsiYmJDs9XUBQREZF7TZ1FJzEMAxcXF2w2G6+++iopKSkkJyfTpEkTWrVqpSFmERGRe0h9RcfUqnICm81m3y9x+fLllCpVimnTphEeHs7JkydZunQpp0+fdnKVIiIieYctix85mcKiE6QPJ8+YMYPDhw/TuXNnANq2bUuTJk2Ii4tj+fLlnDx50pllioiIiCgsOsvZs2dJSUlh27ZtxMbG2p9v1qwZzZs3Jzo6mjVr1pCWlubEKkVERPIG3e7PMc1ZvEduXvUcGBhIr169MJvNfPrpp/j5+VG2bFkAmjZtisVioWzZslgs+haJiIiI86izeA/cuOr50KFD7NixA4ASJUrQu3dvKlWqxAcffMDRo0ft1zRs2JBChQo5qWIREZG8Rbf7c0xtqyxms9nsq57ffPNNrFYrJ0+epHLlyvTq1YuyZcvStWtXlixZwvjx4xk+fDjBwcHOLltEREQEUFjMcukdxZEjRxIYGMgzzzxDSkoKjz32GAsXLqRnz55UqFCBTp064erqioeHh7NLFhERyXNy+orlrKRh6Hvgzz//xNPTk2eeeQaAefPmUbhwYa5cucKCBQvYu3cvJUqUYODAgQQGBjq5WhEREZH/p85iFjAMw76PIkDt2rXx8/MD4LPPPuPAgQNMnjyZTZs28d5777FmzRrKlSuHm5ubs0oWERHJ04wcP7Mw6ygs3mVWqxUXFxcAUlJS7AGwbNmyxMbGcvToUZ5//nkA4uLiGDRoEHXq1FFQFBERkWxJYfEuuvEWfu+99x5xcXFUq1aNRo0aUbJkSTw9PbFarfz4448UKVKE7777jsmTJ1O4cGFnly4iIpKnac6iY5qzeBelDz2PHz8egCZNmhAZGcmyZcs4ePAgXl5e1KlTh4sXLxIZGcmoUaMICAhwZskiIiIif0udxbvgxqHnxMREAgMDeeSRRwAoU6YM8+fPZ9WqVXh6etKtWzf7eV5eXk6rWURERP5fTr/LSlZSZ/EO3biP4vz58zPd07lcuXL069ePy5cvs3DhQg4dOgSgoCgiIiI5gsLiHUi/hZ/NZuOVV15h//79HDx4kL/++ovvvvvOfl758uXp2bMnNptNd2URERHJhnQHF8c0DH0H0jfc3rlzJ+XLl2fIkCFcuXKFLVu28OOPPwLYh50rVqzI0KFDtepZREREchSFxf8gfY6iYRhMnTqVP/74g9atWwPg5+dHw4YNsdlsrFq1iuTkZB544AEABUUREZFsSnMWHdMw9L+Uvj1OWloaS5YsoX///hQqVIiDBw9y6dIl4HpgbNKkCS1btmTHjh1cvXrVuUWLiIiI/EcKi/+C1Wq1b48zefJkdu7cSUBAACNHjiQuLo6PP/7YHhh9fX1p1aoVb775Jr6+vk6sWkRERP6JLYsfOZnC4r+Qvup56dKllCxZkjfeeAMAf39/Jk6cyOHDh5k1axZxcXEA+Pj44OPj48ySRURERO6IwuK/dPToUb788ktWrlzJ+fPnAUhLS6NAgQJMnDiRP/74gy+++AKbLaf/O0JERCTvMLL4fzmZwuI/uDn0lS1bljfffBOTycTq1asBsFgs9sA4c+ZMevbsidmsL62IiEhOoWFox7Qa+m/cuOr52LFjuLm54e3tTdWqVXn++eeZMmUKJpOJ/v37Y7FYsFqt5M+fn/z58zu79GzlXMoVZ5cgN9h5KcrZJcgN1nvmc3YJcpOdbzV3dgki2YrCogM33pll1KhRWK1WrFYrAAMGDKB27dq89NJLvPvuuyQnJzN48GD7Lf9EREQkZ8npQ8VZSWOlDqRvuD1+/HgKFSrEmDFjGDZsGLGxsSxduhSAmjVr8vTTT7N161YuX77s5IpFRERE7j51Frm+d2L6ljg3unLlCmazmSeeeAKAr7/+mkKFCjFs2DDi4uKwWCzUq1ePatWq4eHhca/LFhERkbskp88rzErqLII9KK5YsYJDhw7Zn7948SIHDhwgPj6eWbNmcezYMUaPHo2Liwtr165lx44dGIahoCgiIiK5lsLi/8THx7N06VKWLFnC0aNHAQgODqZ27dq89dZbHDhwgMmTJ2OxWPjpp59Yt24dFSpUuGVHUkRERHIWm2Fk6SMnU1jk+mIWHx8fRo8ezYULF1i0aBFHjhwBoG7duvj6+lKyZEl+//13vvnmG3744QeGDRtGkSJFnFy5iIiISNbKk2HRuCnhm81mrFarfSHL2bNn+eGHH4iOjqZJkyb07NmTAgUKEBERQVJSEm+99RYhISFOql5ERETuNiOLHzlZnlzgkj50vGfPHkqVKoWfn5/9WFpaGleuXOHy5cssWLCAvn37UrNmTWrWrOlwIYyIiIhIbpUnO4sAf/zxB+PHj2fTpk1cvnwZFxcXYmJieOGFF+jatSuffPIJFy9e5JtvvrEvelFQFBERyZ1sGFn6yMnybFisXbs2PXv25Mcff2Tnzp1ERUUxYsQIWrduTYcOHXBxceHFF18kKiqKlStXkpqa6uySRURERO65PDkMbbPZMJvNdOnSBZvNxldffcW1a9e477776NGjBwCpqakULlyYt99+m7S0NFxdXZ1ctYiIiGQV3cHFsTzZWTSbzdhs17ff7NatG+Hh4ZjNZkqWLElCQgIArq6uWK1WChQoQEBAgDPLFREREXGaPNlZhP8PjGazmbZt25KYmMjChQtJSEigSZMm+Pr66l7PIiIieYTu4OJYng2LkDEwduvWDRcXF7766itcXV1p2bIlZnOebLyKiIiI2OX6sJgeBm+Wvg3OjYExPDwcFxcXqlSpoqAoIiKSh+T0FctZKVeHRavViouLCzabjbVr13L16lUqVapEcHAwHh4e9pB4Y2Ds2LGjs8sWERERyTZybVi02Wz2oPjqq6/i6+vLlStX2L17N+XKlaNTp074+Phk6DCKiIhI3qTV0I7l2rBoNpsxDIN33nmHYsWK8fzzzwPw2muvsWnTJlJTU+nRowdeXl66M4uIiIhkGzabjbfeeotDhw4xc+ZMChYsCMD69etZtGgRFy9epFSpUgwePJjSpUvbrzty5AizZ8/mxIkT+Pv707NnT5o3b37H9eS6dlr6ljgAZ8+eJX/+/Dz55JMAzJw5E5vNRvPmzdm8eTMLFiwgPj5eQVFERCSPs2Xx49/48ccfcXd3z/DcgQMHmD17NoMHD2bu3Lk0aNCA8ePHk5iYCEBiYiLjxo2jQYMGzJ07lyFDhjBr1iz7XejuRK4Li+kdxRMnTlC0aFHat2+Pm5sbixYt4ujRo0ycOJH7778fDw8Prl27RlpamrNLFhEREQHg9OnTrF69mv79+2d4PiIigvr161OjRg1cXV3p3LkzFouFrVu3AhAZGYmbmxvh4eG4urpSvXp16tevT0RExB3XlOvCIsCXX37JO++8A0CpUqVIS0vjxIkTdO/eHYBNmzZRpUoVHnroIfLnz+/ESkVERCQ7MAwjSx+3w2azMXPmTB588EG8vLwyHDt+/HiGIWeTyURISAjHjx+3Hw8JCckwWnrj8TuRK+cstm3blt27d7NlyxYaNmyIxWLBxcXF3o5dvXo148ePx8/Pz9mlioiISDaQ1VvnREREZOjyhYWFERYWluGcn376ifz589OgQQNiYmIyHLt27VqmAOnl5UVSUhIASUlJmY57e3vbh6nvRI4Pizfvo2gYBl5eXhQpUoQDBw7QsGFDALp27Yq/vz9Xrlxh3LhxlCxZ0lkli4iISB5zq3B4o7Nnz7J8+XImTJhwy+MeHh6Zgl9iYiJFihQBwNPTM1PATEhIyBQg/4scFxZvXLmckpKCm5sbhmGwbNky2rRpg9lsxsvLi/vuu4933nmHunXrUrVqVUqWLEn//v3tey+KiIiIpHP27f4OHDjAlStXGDZs2PV6/rdg98UXX6RPnz4EBQVx7Ngx+/mGYRAVFUX9+vUBCAoKss9fTBcVFUVQUNAd15ajwuKNQXHMmDHUrVuXtm3bsn//fpYvX05kZCRlypQhLCyMatWqERoaysGDB6lSpQpWqxWLxaL9FEVERCTbadSoEdWqVbN/fOHCBd544w3eeOMNihcvTlBQEGPHjiU0NJRKlSrx008/kZqaag+L9evXZ/78+SxdupT27duzf/9+IiMjefPNN++4thwTFm8MipMnTyY+Pp62bdsCULlyZT755BNWrlzJ4cOHefPNN2nfvj3R0dHs27ePDh064OHhAaBtckRERCQTZ2/K7e7unmG7HKvVCkD+/Pnx8PCgYsWKDB48mI8//ti+z+Jrr71mH2b29vbmtddeY86cOXz99df4+/szZMgQypcvf8e15YiweGNQfOedd7h69WqGMf34+Hh8fHzs4XHz5s0cPHiQixcvEhMTQ3x8vD0sioiIiGR3AQEBfPPNNxmeCw0NJTQ01OE1ZcuWZfz48Xe9lhwRFtOD4ocffsjx48f54IMP7MdiYmJ46aWXeOuttwgJCcFsNtOoUSPq1KlD586dSU1NpVChQs4qXURERHKArF4NnZPlmAl88fHxnDlzhpCQEPbu3QtAXFwco0aNokOHDpQpUybDfEQ3NzcKFChgXyUkIiIiIv9ejgmLPj4+PP3006SlpbF69Wp++eUXhg8fTuvWrenVq5f9vD179nD69GknVioiIiI5TXbYlDu7yjFhEaBIkSIMHDiQ5ORk5s2bR6VKlejWrZv9+IoVKxg/fjyurq5OrFJEREQk98hRYREgMDCQwYMHU6FCBWw2G3/++ScAa9asYdGiRYwePZrChQs7uUoRERHJSWxZ/MjJclxYBChUqBADBw4kKSmJjRs3MnPmTBYsWMDw4cMz3DdRRERERO5MjgyLcL3D+PDDD3PhwgV27NjBiBEjFBRFRETkPzGy+H85WY7YOseRIkWK8Nxzz2EYBgULFnR2OSIiIiK5To4OiwAFChRwdgkiIiKSw2mfRcdy7DC0iIiIiGS9HN9ZFBEREblTOX0vxKykzqKIiIiIOKTOooiIiOR5mrPomDqLIiIiIuKQOosiIiKS5+X0vRCzksKiiIiI5Hk2LXBxSMPQIiIiIuKQOosiIiKS56mv6Jg6iyIiIiLikDqLIiIikudp6xzH1FkUEREREYfUWRQREZE8T51Fx9RZFBERERGH1FkUERGRPM/QPosOqbMoIiIiIg6psygiIiJ5nuYsOqbOooiIiIg4pM6iiIiI5HmGOosOqbMoIiIiIg4pLEqeNuzNp1m2YSG/H1nL+l0/8vaU18mX389+3Gw288TQh1nz+w9sO7aOL5Z+QvnKZW/5Ws1aNWJ/zFZGTx1+r8rPdUa+/RKbfl/B8dM72PfXb0ybPpb8/vnsx3s/0IVVEd9w7MR2Dh/fyrffzaFylfL243Xr1eTrRbM4eHQLx0/9yS8bf6B9xzBnvJVc46U3n+Gnjd/w59H1/Lp7JWOmvpHhZ+TtSa+xI2pjhsdf57cz6PF+9nPadGjJsnUL2RG1kVWbF9O2s74nt2vlgdM8vHAzTaevpu7UFZmOL9t7kk6z19HovZX0//I39p27bD+26/RFnvnud1rPjKDZ9NX0/eJXfvnrbKbX+OqPKMI/XUej91bR9uO1/LD7RJa+p+zKMIwsfeRkCotyS4mJiSQmJjq7jCxntVp5+cm3aFThPrq07EeRYgGMfe9N+/GBT/SlU492DOrxJI3Kh7F9y5/M/vp9vLy9MryOj683r48dxvbIHff4HeQuVquNxx4ZRplSdWnWqBPFiwfywcyJ9uO+vj6MH/seVSo0pXK5puzcuZfFSz7Dw8MdAH//fHy3+Eca129PcInaTJo4g9lzp1GrdjVnvaUcz2qz8eKTb1KvfGs6t+hDYLEAJrw/wn78rZfGUzO4mf3x1IAXSU1N48fvVwFQs05VJn84hrFvTKFWSHMmjpjGlJljqFG7qrPeUo7i5+FKzxpBvNiiUqZjf56MY1zEXl4Pq8L6p+6jdblAnvnud+KTUwG4fC2VNhWK8u2AZqx/+j6G/F979x3X5L32cfyTQYAQEBBBUFFw4ULrVtxb3Iu66+ly1Tpat6171VFXbatV66jWhXvvrdS9RUVFVCpDRGQnef7wSQ5UPV1qAlzvvnydY3IHLzLufO/frFqE4dvPcyUyzvwzFp68xerz95gUWI5jnzfi1+41KJfP5V39eiKLkLAoXhIfH8+4ceM4dOhQtg+MsyZ9z7XLoaSn63kSE8fKRWupHFDBfH/jFvVZtWQdEfcekpaWzrxvFpDLJRcNm9XJ9HOGjRvI+pWbCb8T8Y5/g+xl/NgZXLp4lfT0dGKiY1n443Jq1Kxivv+nBSs4eOAYiYlJpKamMnPa9+TN607RYoUB2LP7EKtXbSQmOhaj0cj2rXu5djWUqtUqWupXyvJmTvyOq5dukJ6eTmxMHCsWraFKwOufz44ftOXArsM8/j0agEbN6nHkwAlOHv0No9HI/t1HOBtygY4ftH1Xv0KWVr1QHpqW8CK/s/al+4Iv3ad+UQ+qFcqDRq3ig0q+aFRK9t/6HYCavu60KJUfV60tSoWCukXzUji3I+cePAHgWXIai0/dYnDdkpTK64xSocDZXkMhV907/R2thQHjW/2TlUlYFC9xcnLCz8+PXbt2cfz48WwfGDOqWqsSN67eMv9dqVSiUCgyHaNQKPAr/d+uz4C6VfErXZQl8395Z3XmFLXqVOfKleuvvb92neo8f57InbB7r7zf3d0NvxJF/+fPEH9PtZqVuH715ivvc3PPTb3GtVm1dL35NsUrPkNKpYISpYu/1TpzgtCoeEp4/HeYhkKhoLi7E6FR8a88Pvp5CmExzyjq5gjAxUdxJKcbiIh7TrOFB2j4wz6GbT1HzPOUd1K/yDokLAqz2NhYjh8/DkCPHj2oUqUKmzZtyjGBsWHzunTo2orJI2eYbzuw+widP2xPQZ8CaGw19B/eG5VKiU7nAICDzoHR3wzlq4ET0ev1lio9W2rRqjHdewQxbPCEV95fuEghZn83ia9GTCYh4flL92u19iz75Tt2bt/H4YMn3na5OULj5vUI6taGCSOnv/L+Dl1aEfngd44ePGm+7cDuI9SqV42A2lVQqVQ0DKxL+cpl0Tk6vKuys63EVD0628yLmjja2vA8Jf2lY5PS0vly81lqFfagSkE3AOKSUgHYd/N3lnepTnCPWqSkGxi5/fxbr90ayZjF15OlcwQA6enpbNy4kTt37qDX66lZsyadOnUCYNOmTQBUr14drfblrpBX2bt3L3v37n1r9b5pjVvUZ8z0YfTp9iVXL90w375wzlK0Wnt+WjMXe60dG37dSljoXZ7ExgEwZMzn7Ni4h2uXQy1UefbUqk1Tvp09ns7v9+LihSsv3V/crwjBm39m3uyfWLJo1Uv363QOrF6/kKjoGHp9MvhdlJztNWnZgPHTR9Cr6yCuXny5pVahUBDUtQ2rfl6X6faQ42f4evBkho8bhIdnHk6fPMe2Dbsp6FPgXZWebWk1KhL+EAyfpaS91GX9PDWdfsG/4arVMKFp2QyPfxEBPqxSGFfti3G/vaoXpdPyoySlpWNvIxFBvCDvBAGAWq2mUaNGbN26laNHj2I0GqlVq9Y/DowNGjSgQYMXMx43La789gp/A9p0bM6Qsf3p0+0LzoVczHRfWmoa08fNZfq4uQA4u+ai68dBhBw7A0BAnSronHR06NoaAK2DPQDValWiQcXW7+x3yE46d23HhEnD6RT0KadOnn3pfv+ypVi3cTHTps5j4Q/LX7rf2SUX6zYs5t7d+3z60RfS4vsGtOvUgmFjB9Kz60DOhlx45TG16lfH3cONdSs3vXRf8K9bCP51i/nv63cv48SR395avTlFsTxOXHv83y5no9HIjcfx1Cua13zb06RU+gb/Rr5cWiYGlkWt/G+HYnH3F7PaMw8SyLmy+rjCt0nCogBenGTy589Py5Yt2bhxI8eOHQN4KTAqlUqqVKmCg0P26ELq+nEQfb/8hE/e/5zL56+9dL+be240thoe3n9EXi93Rn8zjPOnL3P0wItuto6BH6FSqczHDx03AH26nm/GzH5nv0N28mnv7gwd1o92rf/DubOXXrq/StXy/Lp2IWO+/oalS1a/dL+7uxsbtizlwvkrfNZ7GAaD4V2Una11/6Qjn335CR8Gfcal81dfe1zH7m3ZvW0/sTFxmW5XqVQUL1WU65dD0Tpo+bhvNzzzebDkBxnj+1foDUbSDQbS9C/eyynpLy5+NColbcsUoG/wb5wqmY/y+V1ZdfYuqXoD9Yp4AC/GKPZedwo/91yMaeyPSpk5Fno52VPDJw+LQ27j5+6EWqVkwcmbVCuUJ0e2Ksqi3K+nMGb1jnTxrxmNxkwD0CMiIti8eTNPnz4lICCAWrVqAbB69Wp27txJjx49qFWr1kuD1l+nhLv1tixeexxCWlo6qampmW6v6FMHgFJlSzDjx/G453Xn+fPn7Nq8j5kTviPxedIrf96kOV+jT9fz1aCJb7nyfy4yMdbSJbzWk4RbpKWlkZKS+fUokPdF19nm7SsIqFGZxMTMz39Q2484cfw0Q4b3Y/jI/jx/nphpjNC3039g5vTv3/4v8A+42ef684Ms6GbUmVd+RsoVqmn+/x5583Dw3FY+aNebkOOZW4M1Ght+3bYYnyIFwWjk5NHTTB79rVWvHHBhYi1Ll2C2+XIEo3ddfOn2bR/XwSuXli1XIvjxxE2in6dQxM2REQ1KU/L/J738ePwmP5y4iZ1aRcbT9UdVCvNRlRfrxT5NSmXK/iscCYvCVq2kWkE3BtUpYe6WthbaT7996/+Gf95qb/XnX4zMumOnJSzmcHq9PlPLWFpaGjY2Njx69IgNGza8FBjXr19PQEAAefPmfd2PfIk1h8WcyJrDYk5k7WExJ7KmsCheeBdhsbRH1bf68y//fvLPD7JSOa+dWZgZDAZUKhUGg4G5c+ei1+uJjIwkKCiIChUq0L59e9atW8eJEydITU2lQYMGtGvXztJlCyGEEOIdkqVzciDTOC6lUonRaGTUqFHo9XqaNWtG1apVmTZtGidPnsTd3Z3WrVtjY2PDxYsXc8TyOUIIIXIm41v+LyuTlsUcJD4+HicnJ5QZZsMdO3YMR0dHBg0aBMBvv/2Gt7c3VapUIT09HS8vLzp16oSdnd1fXjZHCCGEENmHtCzmEE+fPmXu3LncunUr0+1paWnmEDh79mzOnz/P5MmTUSqVbNq0ibi4ODw9PXFxkb1ChRBCZF8Go/Gt/snKJCzmIB06dKBIkSKZbjMajVy5coXZs2fz+PFjJk2ahFqtZvv27Zw+fdpClQohhBDCWkhYzCFy5cpFsWIv9jP+8ccfWblyJQD16tXDz8+P48eP07dvXwwGAzt27GDdunX07NkTZ2dnC1YthBBCvBsyZvH1ZMxiDpBxeZz09HR0Oh3Xrl0jODiYtm3b0qtXLwBmzJhh7m7++uuvKVSokKVKFkIIIYSVkLCYzZmCosFgYMGCBTRv3pwWLVpgb2/P2bNnUSqVtG7dmkGDBnH//n2cnZ1RKpXZZocWIYQQ4q/I6uMK3yYJi9lYxqA4atQobt++TalSpahZsyZ169YF4PTp0xiNRtq0aUOBAgUsXLEQQgghrI2ExWwq44LbQ4cOpWjRohQvXpyEhAQAXFxcqFevHgqFgsOHD6PRaGjWrJmFqxZCCCEsI6uPK3ybZIJLNnL37l127dqF0WhEqVRiMBgYPHgw+fLl49NPPyUpKYnIyEjgRZh0dnamYcOG1K9fn0qVKlm4eiGEEEJYI2lZzCbS0tJ4+vQpKSkpKP5/x/j4+HiqVq1Khw4dAHBwcCAlJQV4sXuLaZeW5s2bW6xuIYQQwhrImMXXk5bFbODOnTv07NkTHx8fWrZsicFg4OjRozg7O5uDIrxYPic+Ph6ArVu3snDhQuzs7CxVthBCCCGyAGlZzOISEhL44YcfaNu2LU5OThgMBq5du8bcuXN59uwZDRs2RK1+8TKrVCocHBw4fPgwwcHBjBo1Ci8vLwv/BkIIIYTlyZjF15OWxSzMYDCg0WgwGo24u7sDsHTpUkqVKsWnn37Kzz//zO7du0lLSwMgd+7c7N+/n5UrVzJq1Ch8fX0tWb4QQgghsgBpWcyi7t27x4kTJ2jSpAnVqlVjy5YtLFmyhLJlywJQv359ABYsWABAYGAgvr6+uLm5MWTIEAoWLGix2oUQQghrYzQaLF2C1ZKwmAXFxsYyatQogoKCcHZ2pmLFimzatAmVSkXlypWBF3s+169fH6PRyOLFi0lMTKR9+/bMnj3b3C0thBBCCPFnJDVkQY8ePaJw4cK0aNECg8HAgQMHaNiwIQAbN24kMTGRGjVqANCgQQPS0tJYs2YNTZo0kZ1ZhBBCiFcwyJjF15KwmAW5u7sTGhrK8uXLOXfuHIUKFeLzzz/n0aNHpKSksGvXLpRKJdWrVwegadOm1KpVS4KiEEII8RpGWTrntWSCSxZjMBjIkycPQ4YMYevWrSiVSj7//HMAPD09adSoEb6+vuzatYtDhw6ZH6fVai1VshBCCCGyMAmLWYxSqcRoNHLr1i2KFCnCo0ePWLlypfn+/Pnz07BhQ/LmzcvRo0dJSkoCMC/ULYQQQoiXGTC+1T9ZmXRDZxEGgwGl8kW2VygUBAYG0r59ey5evMiUKVMwGAx07doVeBEYW7VqhVarxd7e3pJlCyGEECKLk7CYBej1elQqFQaDgZMnTxITE0OxYsXw8PDA39+fL7/8khkzZqBUKuncuTOALLYthBBC/A0yZvH1JCxaOaPRaA6Kw4cPx9XVlZiYGE6dOoWrqysdO3akfPnyDB48mMmTJ6NWqwkKCrJ02UIIIYTIJiQsWjnTWMMlS5bg6enJgAEDADh9+jQHDx5k586ddO3alXLlyjFy5Ehy585twWqFEEKIrMkgLYuvJRNcsgCDwUBMTAzlypUz31axYkX8/f25cOECqampAPj7+5MvXz4LVSmEEEKI7EjCohX647gJpVKJVqvl/Pnz5tnNANWqVcPOzo7ExMR3XaIQQgiRrRjf8n9ZmYRFK6PX681dzxmDYbly5Xjy5An79u0jPj4egKNHj2IwGGSxbSGEEEK8NTJm0YoYDAbzZJZZs2bx7Nkz8uXLR7t27ahRowYPHz7k7NmzbN68mdKlS3Pp0iVGjBghYVEIIYT4l2Q29OtJWLQgo9FobkU0raNoNBqZNGkSarWa2rVrs3r1amJiYujWrRtBQUE8ePCAa9euodPp6NixI+7u7hb+LYQQQgiRnUlYtKC0tDQ0Gg1Go9EcFHfv3k3+/Pnp0aMHAGXLlmXKlCksX76cjh07UrBgQZnEIoQQQrxhWX2XlbdJxixaSExMDP379+fp06fo9XoAtm3bxsaNG7l586b5OBcXFwYPHkxcXBw///wzd+/etVDFQgghhMiJJCxaiK2tLT179iRXrlyo1S8aeKtUqULVqlVJTk5m9+7d5mPd3NwYOHAgBoMBR0dHS5UshBBCZFtGo/Gt/snKJCxaiE6no1y5chiNRsaPH8+NGzfIkycPLVq0oGTJkvz222+ZAqO7uztff/21LLothBBCiHdKwqKFJSUlYW9vz+TJk7l9+zaurq60atWKvHnzcubMGbZt22Y+VqVSWbBSIYQQIvsyGI1v9U9WJmHRwrRaLb169aJq1aqMHTuW27dv4+bmRqtWrXBycuLatWs8f/7c0mUKIYQQIoeS2dBWQKfT0bVrVwDGjBnDmDFjKFy4MJ06dUKpVMo6ikIIIcRbltXHFb5N0rJoJUyBsWbNmowYMYKwsDBcXV1xdna2dGlCCCGEyMGkZfEdMC24/WdMC23b2Nhga2v7DioTQgghBMg6i/+LhMW3TK/Xm7fwO3fuHDExMZQuXRonJyd0Ot1Lxzs5OfHBBx/8pXAphBBCCPG2SVh8i4xGozkojhw5Ep1OR3R0NLt376Z06dIEBga+crs+CYpCCCHEuyVjFl9PwuJbZNr3ecGCBXh6evL5558DsH//fo4fP87x48dp3bp1pj2ihRBCCPHuZfXlbd4mCYtvWXp6OrGxsdSrV898W7169YiLi2Pfvn0EBgai0WgsWKEQQgghLG3FihWcPXuWmJgY7OzseO+99+jatWumIWuHDh1i3bp1PHnyBG9vbz7++GN8fX3N99++fZuffvqJ+/fv4+LiQocOHahVq9a/rk36O98yhUKBra0tN27cIDU11Xx7zZo1cXJyIjk52YLVCSGEEALA+Jb/+zNKpZJ+/fqxaNEipk2bRmxsLPPnzzfff/36dX766Sc+/vhjlixZQpUqVZg8eTKJiYkAJCYmMmnSJKpUqcKSJUv45JNPWLhwIaGhof/6uZGw+AYZDIaXblOpVJQsWZKrV69y+vRpnj17BkBISAgGg8G8L7QQQgghcq7OnTvj4+ODWq3GycmJJk2acOXKFfP9e/fupXLlypQtWxYbGxtatmyJWq0mJCQEgFOnTqHRaGjVqhU2Njb4+/tTuXJl9u7d+69rk6TyhpiWxzEYDCxdupRnz56hUqmoW7cuTZs25fHjx2zbto3169fj6+vL+fPnGTlyJFqt1tKlCyGEEDmetY1ZvHTpEgULFjT//d69e9SpU8f8d4VCgY+PD/fu3TPf7+Pjk2kOhI+PD0eOHPnXtUhYfAOMRqM5KA4fPpw8efJQrlw5jh8/ztq1awkICOCDDz7g0qVL3L9/H41GQ7t27cibN6+lSxdCCCHEO7B3795MrXwNGjSgQYMGrzz25MmT7Nu3jzFjxphvS05OfqmBSavVkpSUBEBSUtJL9zs4OJi7qf8NCYv/UEJCAhqNBo1GY07xBw8exM3NjS+//BKA2rVrs3r1ao4dO0aVKlUoU6YMZcqUsWTZQgghhHiFt710zv8KhxmdOHGCBQsWMGTIkEyTV+zs7F4KfomJiXh4eABgb2/P48ePM93//PnzN9KDKWMW/4GkpCQGDhzI+vXrM01aefr0KfHx8cCLN52NjQ1t27bl7t27nD592lLlCiGEECILOHDgAAsWLGDo0KGULl06030FCxbkzp075r8bjUbu3r1r7qouWLAgd+/ezfSYjPf/GxIW/wF7e3s6derE1q1b2bp1q7kJOF++fKhUKm7cuGFubdRqtfj7++Pi4mLJkoUQQgjxP1h6NvT27dtZvnw5I0eOxM/P76X7GzRowKlTp7h06RLp6els2bKFtLQ0KleuDEDlypVJSUlh8+bNpKenc+nSJU6dOvWXWjP/jHRD/01GoxG9Xk+9evXQaDR89913qNVqAgMDKVGiBNu2bWPLli3Exsbi7+/PsWPHuH79Ol26dLF06UIIIYSwUj///DMqlYqxY8dmun358uUA+Pn58fHHH/Pjjz+a11kcPny4uZvZwcGB4cOHs2jRIlavXo2LiwuffPIJxYoV+9e1KYyyv83fYpr1rNfrOXv2LNu2bePGjRt06NCBtm3bEhMTw7Jly4iIiECtVmMwGOjTpw8+Pj6WLt1iSrhXtnQJIoPIxFhLlyAycLPPZekSxB9cmPjvFzEWb5b202/f+r+hsc3/Vn9+akrEW/35b5O0LP5FppBomvU8ZMgQfHx8qFevHkWKFGH16tXo9Xo6dOhA3759iY+PJzk5mVy5cuHo6Gjp8oUQQggh/hEJi3/i8ePHuLm5oVT+d3jniRMnsLW15bPPPjPf5u3tzXfffYe9vT0NGjTAzc3NEuUKIYQQ4h+QjtbXkwku/0NycjKLFi16aSazRqNBr9fz7Nkz9Ho9BoOBWrVq4evry/Lly9m/f7+86YQQQgiRLUjL4v9gY2PDRx99hLu7O0aj0bz4tlarJTIykitXrlC1alXz8e+99x7ly5fH398/0wrqQgghhLBu0sTzejLB5S9auHAh4eHhjBkzBpVKxdq1awkODqZ79+7kz5+fBw8esGnTJqZNm4ZOp7N0ueIt2Lt37xtZgkC8GfJ6WB95TayLvB7iTZFu6L/AYDBQtmxZlEol06ZNM09k6datG/v372fVqlUcOnSIwYMHS1DMxt7EZuzizZHXw/rIa2Jd5PUQb4p0Q7+CaeaziVKp5L333kOj0bBu3TqmTZvG4MGDCQwMpHLlymi1WgwGgwRFIYQQQmQ70rL4B3q93rw8zs6dOwkODubChQvY2Njg7+9P+/btSUhIYMaMGej1etzc3NBqtRIUhRBCCJEtSVjMwGAwoFKpMBgMDB8+nMOHDxMaGsqkSZPYsmUL6enp+Pv7ExQUxKNHj5g3b56lSxbvkIz9sS7yelgfeU2si7we4k3J0RNcjEbjS7OWjUYjkydPRqfT8fnnnwMwevRoQkNDadOmDW3btkWpVHL16lXc3d1xd3e3ROlCCCGEEO9Ejm5ZNAXF8PBwDAYDAE+ePMHLy4vu3bsDMGfOHAwGAz179mTTpk2sW7cOg8FA6dKlJSgKIYQQItvL0WER4ODBgwwePJgLFy5gMBhwdXWlefPmODs7ExwczIMHDxg9ejT+/v7kz5+fvXv3kpiYaOmyhRBCCCHeiRwfFuvUqUP9+vWZN28eFy5cADBv1ffo0SNq1qyJWq0mJCSEOnXqMGvWLJycnCxZshBCiH8gNTXV0iWIvyExMVEaZ6xEjgqLpq7mP/r000+pVKkSc+bM4dy5c+Yt/ACOHTvGnDlz+OWXXyhRooTMehZCiCwoPj6efv36ce7cOUuXIv6C+Ph4xo0bx6FDhyQwWoEcFRZNaydu2bKFCxcuEBERYb6vV69eVK9enVmzZnHhwgWUSiUNGzbE398fOzs7Jk6cSKFChSxUuRAiO3rdBax48zQaDeXLl2fmzJlcunTJ0uWIP+Hk5ISfnx+7du3i+PHjEhgtLMfNhg4ODmb16tW4ubmRkJBAxYoV0el0NG7cGC8vL5YtW8aRI0fo27cv5cqVA149a1oIIf6J5ORk7OzszOeVx48fEx4ejlKppHz58pYuL9uJjo5GpVLh4uJCcnIyq1evZteuXQwfPpwyZcpYujzxB7GxsVy/fp3q1asDsGrVKo4fP06rVq2oXr06Wq3WwhXmTDkuLEZHR/Ptt9/i6OhImTJlUCqVHD9+nOTkZFJSUmjYsCErV67EwcGB/v37y8lEWJ2IiAg8PT1RqVSWLkX8TRcvXmTRokUMHjyY/PnzEx4ezrhx48idOzcJCQn4+Pjw5ZdfWrrMbMNoNDJs2DDz/7q6upKcnMyaNWvYuXMnw4YNw9/f39Jliv+Xnp7OsmXLuHPnDo0aNaJmzZqABEZrkKO6oQ0GA25ubvTv35+oqCjCwsIoW7Ys48ePZ+TIkbRo0YL4+Hi8vLxIS0sjT548li5ZiEy2bt3KzJkzuXLlinRhZkH+/v4olUrmzp1LeHg469evp3PnzkyePJm+ffty//59Jk6caOkysw2FQsHXX39NSkoKc+fOJTY2Fjs7O4KCgmjSpAlTpkzh4sWLli5T/D+1Wk2jRo3Ily8fR48e5fDhwwB06tSJ6tWrs2nTJumStpAc17Jo2vf5999/Z/r06eTJk4egoKBM4xFTUlJISUmRWc/C6qSmpjJ9+nTS0tJo06YNpUuXzrSPubBeer3e3Bo8dOhQ9Ho9+fPnp0ePHjg7O2MwGAgLC2P27Nl4eXkxfPhwC1ec9Zme88TERAYPHoy7uzv9+vV7qYVRuqStg2loxsOHD9m4cSNPnz4lICCAWrVqAf9tYWzTpg1VqlTBwcHBwhXnHNn+WyZjFjYFRYPBgIeHB4MHDyYqKor169dz584d83G2trYSFIVV0mg0fPnll6jVatavX8/ly5elhTGLyDjueerUqeh0Ok6cOMGjR4+AFxPwChcuzIABA7h69SpLly61VKnZgtFoRKVSodfr0Wq1TJs2jcePH7/UwhgYGMiECRO4cuWKpUvO0TLODfDy8qJly5bkypWLY8eOZWphrFGjBsuXL+f06dPksLYui8rWLYumcJieng68aOL+432PHz9m5syZ6HQ6unfvjre3t6XKFeKVjhw5gouLC8WKFUOhUGBjY0NqaiozZ87k+fPndOjQgVKlSskYRitmOt88evSIsLAwAgICABgxYgRpaWkMHDgQLy8v4MWX5sOHD/H09JRW43/I9HybpKamotFoeP78OYMHD8bDw8PcwpiUlMSmTZuoUaMG+fPnt2DVOVfGVneAtLQ0bGxsePToERs2bHiphXH9+vUEBASQN29eS5Wc42TbsGg6WRiNRkaOHEm9evVe2lTddExkZCTz58+nf//+5M6d20IVC/Gy1atXExwcjFarxdnZmcKFC1O0aFEqVaqEi4sLU6dOBSAwMFACo5UynWfu3bvHhAkTqFOnDs2aNcPZ2RmAYcOGodfrMwXGPz5W/HUZe5CWLVtGfHw8Dg4OlCtXjgoVKvD8+XOGDBlC3rx56d27N25ubrLihQVlfL3mzp2LXq8nMjKSoKAgKlSoQFRUFOvWrePZs2dUqFDhpe9x8W5ky7Bo+uAbjUZ27NhBeHg4vXr1euWxpjfqH69shLAGZ8+eZc2aNRQsWBAHBwecnZ3Zv38/AHny5KFAgQLs2bMHb29vunTpQsmSJS1csXiV2NhYxo8fT7NmzcxfdhmD4IgRI4iOjmbSpEnmHaTEP2cwGBg5ciR58+bFz8+PuLg4goODGTNmDCVKlCAxMZHevXtTokQJhgwZIoHcAjK+/02NOm5ubjRr1owrV66wevVqBgwYQLVq1Xj48CG//vor8GJNZJkN/e6p//yQrMd0hbhy5UrOnj3L+++/D/y3aTsj05tVThbCmhw+fJiaNWtSvnx59Ho9W7dupWDBglSvXp3AwEDi4uLYvXu3eYjFo0ePJGRYievXr2Nvb0/BggXNtz1+/Jg8efLQoEEDDAYDCoXCPERGrVYzadIk5s+fj6urqwUrz5qSk5PRaDSZzuF79uzB2dmZ/v37AzB//nwKFixI8eLFSUxMRKvV8v333xMfHy/n/ncsPj4eJyenTM/7sWPHcHR0ZNCgQQD89ttveHt7U6VKFdLT0/Hy8qJTp07Y2dlJULSQbPspiY+Px2g08uTJE86ePQuAjY3NaycDSBeEsBZXr15l48aNLFq0CKPRSKVKlWjWrBm3b98mODiYiIgI3Nzc6Ny5M927d2fatGl8++23uLu7W7r0HM1oNBIdHc3atWuxtbXNdN/vv//OvXv3gBcXpmlpacCLFsdTp04B0KdPH3N3nPhrfv/9d2bNmsWTJ08y3R4TE4OnpycAc+bM4fbt20yaNAmlUsnhw4eJiYlBq9XKmLd37OnTp8ydO5dbt25luj0tLc0cAmfPns358+eZPHkySqWSTZs2ERcXh6enJy4uLpYoW5CNwuIfT7BOTk60atWK5s2bc/PmTTZu3AggJ2Nh9Xx9fQkMDOTBgwfmwFi5cmVat25NeHg4e/fuzTR7P2/evOTKlcuCFQt4ccFpWsc1b968PHnyhPDwcAAqVaqETqdj2bJlwItZ7QC//vorhw8fzjSrU1q6/jpXV1dq165tHmtuOre7u7tz+/Ztpk+fTmRkJJMnT0atVrNp0ybOnTv3UpgX706HDh0oUqRIptuMRiNXrlxh9uzZPH78mEmTJqFWq9m+fTunT5+2UKUio2wxZjHjANndu3cTHR2Nn58fRYoUQavVsnXrVs6dO0elSpVo2bKlpcsV4k8lJSVx9OhRjhw5gre3Nx999BEKhYLffvuNrVu34ubmRqtWrWT2vpW4cuUKx44d4+OPP0apVJKYmMisWbPQ6XS0aNECHx8f9u7dy549e3BycsLf35/Q0NBMQUb8PX8c87Zo0SIqVqyIv78/Dx8+ZOnSpdy5c4cRI0bg6+vL9u3bWb9+PV9//XWmIQLCMn788UccHR3p3LkzADNnzuTUqVN8++23uLq6cuDAAdauXcvXX3+daR1kYRnZIizCixPH8OHDcXV1xcnJid9//x0bGxt69eqFSqXiwIEDHD58mAYNGtCsWTNLlytEJmvWrMFgMFCjRg3s7e3JnTs3er2ew4cPc/DgQfLly8cnn3yCQqHg+PHjHDhwgL59+5pn1ArLMRgM7Nq1iyNHjlC8eHG6deuGUqnk5MmT7Nixg3z58tG8eXPy5s1LaGgoW7ZswdHREQcHBzp37mxeC1Am2P09GZ+z9PR0Ro4ciVar5f3338fPz49z585x/PhxLl68SNGiRYmOjqZXr14SPCzkj6/X6tWruX79Ou+99x5t27YlMTGRH374gQcPHpi7m7t27Sqvl5XI0mEx43IHK1euJCoqyjygeezYsahUKkaMGIFSqeTp06ccPnyYKlWqyNguYVVOnjzJt99+C0CFChW4ffs2VapUwcfHh9KlSxMSEsLVq1dxd3ene/fuKBQKkpOTsbOzs3DlwiQ5OZnDhw9z7NgxChYsSI8ePVAqlZw+fZqNGzfi7e1NkyZNXtkSLMvj/H2m4GEwGNiyZQutWrUiNTWVqVOnkpqaSpcuXfDz88NoNBIWFkauXLnQaDSy2YKFZHy9FixYQPPmzXFycmLv3r2cPXuWihUr0rp1awDu37+Ps7MzSqVSdmixIlnuDBUREcGsWbNeuj0qKsq8XdPcuXOJj49n2LBhpKamcvnyZXLlykWzZs0kKAqr4+vrS4cOHfDy8sLPz4+BAwcCEBwczLx589i5cyfR0dFs376ddevWAciYKwvLeI1tNBqxs7OjTp061K5dm3v37rFkyRIMBoP5S/D+/fvs3r2b0NDQl36WBMW/J2PwGDVqFCtXriQkJASNRsPQoUPRaDSsXLmSq1evotfrKVy4MG5ubhIULeSPr9eBAwe4c+cOTk5O1K1bl/Lly3P69Gk2bNgAQIECBcwt78J6ZLmBMikpKZQuXRr47wxm00yqxMRE5s+fz/3795k6dSpqtZrg4GCio6MpVqyYeVC5ENbA1KLk7u5OrVq1SE9PZ9euXXh7e/Phhx9iMBgIDQ0lNDSU69evk5iYSLVq1QCZvW9pCoWC1NRUbt68SalSpQgPD+fatWs0aNCAtLQ0Tpw4wZIlS/jPf/5DxYoVUSgULFu2DHd3d4oVK2bp8rOsjMFj6NCheHp64uXlZW5lNwXGadOmsWTJEj766CP8/PwsXHXOZTAYMr1eRYsWpXjx4iQkJADg4uJCvXr1UCgUHD58GI1GI8PErFSWu6QtXLiwea2yFStWAC+WxMmXLx+//PIL165dY9SoUeaZVHv27KF58+YSFIXVydii5O7uTv369QkICGDhwoUcPXoUpVKJn58fLVu25IsvvmDGjBmyHZmVMBqNrFixgo0bN7Jz507GjBljDjJ16tShevXq3L9/n59//hmDwUCFChXo3bs3zZs3t3TpWc6DBw84ePAggDl49OvXjwIFCjBo0CDS0tK4f/8+8GIsnEajMW/pJ+tWvnt3795l165dGI1G88TTwYMHky9fPj799FOSkpKIjIwEXoRJZ2dnGjZsSP369alUqZKFqxevk6VaFjMOkH348CHbtm0jIiKCYcOGERgYyPPnzzl+/Djz58/H3t6eW7duMWLECJkxKqzK7NmziYmJoXXr1nh6eprXg8uTJw/169cHYNWqVajVaqpWrQq8+JKUCRDWQ6FQEBQUxMyZM1myZAn169cnMDAQeDFEoHbt2sCL8ajz5s3js88+M7dwyRjFvy4hIYHLly9n2kzh4cOHBAQEmGfRpqWl8fz5cwDUajWXL1/G19eXL7/80iI152RpaWk8ffqUlJQUc+9HfHw8VatWpUOHDgA4ODiQkpICYJ4I5u7uLhdSVi5LnbFMV5UnT54kf/78jB8/nvv37zNx4kTgxfpNH374IXXr1qVu3bqMGTMGHx8fC1ctxH8lJSVx4cIFbty4wfr16/nmm2/YsmULd+/eBcDDw4MmTZpQo0YNvv/+e0JCQixbsHil9PR0dDodWq2W/Pnzk5iYyJkzZ8z329raUqtWLSpUqIC9vX2mx0pQ/Gvu3bvHwoULKVGiBPXq1cNgMHDmzBny589vDooAXl5e5jC5bds2pk6dSmJioqXKzrHu3LlDz5498fHxoWXLlhgMBo4ePYqzs7M5KALkypWL+Ph4ALZu3crChQtlsl4WkKVaFgFCQkJYsWIFRYoUoUiRIvTv35/Zs2czadIkRowYYZ7kIoS1MRgM2Nvb06pVK27cuEH16tWJjIxk/fr1HDlyxLzESoECBWjVqhU2NjbSKm5lTK2CpnURP//8c9LS0pg7dy579+5FoVBQvnx5AEJDQ2nWrJl51QZpUfzrnj59yqRJk2jRogXe3t4YjUaOHj3KggUL+PDDD6lXr575WLVajUKhYM+ePQQHBzN27FjZ+vIdS0hI4IcffqBt27Y4OTlhMBi4du0ac+fO5dmzZzRs2ND8mVGpVDg4OHD48GGCg4MZNWoUXl5eFv4NxJ/JcmcuT09PbG1tzTsjmAJjZGQkX3/9tYWrE+L1TEHBx8eH0NBQHBwcaN++PT/++COFChUyD6EYPHgwd+7coW3btrIdmRUxhb3IyEi2bdvG0aNHiY2NxcHBgR49emA0GtmzZw+HDx9m/vz5LFu2zBwUTeO3xF+j1+vJly8fFSpUwGAwcOTIEXx9fWnbti0bNmxg//795mNVKhWrVq1izZo1jBw5El9fXwtWnvMYDAY0Gg1Go9G82sjSpUspVaoUn376KT///DO7d+82b3GZO3du9u/fz8qVKxk1apS8XlmEVbcsvupKvGDBgrz33nv88ssvFCtWDJ1OR7FixejTpw+LFi0iOjpariqFVQkLC6NAgQLmrjJ/f3/8/f359ddfee+993jw4AEXLlygT58+2Nvbm5d6knBhPUxhLzw8nLFjx+Ll5UVqaipqtZpPPvmEQoUK8Z///Ie1a9dy6NAhDAYDU6ZMMQdFmb3+14SFhXH9+nXq1KmDXq9n7dq1XLt2jVKlSlGrVi20Wi1Go5H169djNBqpX78+/v7+nD59mr59+0pL/Dt27949Tpw4QZMmTahWrRpbtmxhyZIllC1bFsA8BnvBggUABAYG4uvri5ubG0OGDJGddLIQq1+U22g0smPHDjw9PXnvvfeAF5vHz58/n7Zt25rflACpqaky61lYlVmzZnHq1CkGDhxI+fLlzV0xx48fZ8OGDVSrVo1du3bRpk0bmjRpYuFqxauYwl5ycjJbt27FycmJRo0aERoayu7du7lz5w79+vWjUKFCJCYmkp6ejqOjIwqFQnZm+RseP37MsGHDaNWqFa1atSI8PNy8K9fo0aPNjQCxsbHmHbkCAwNp3LgxCQkJ6HQ6C/8GOUtsbCz9+/cnKCiIFi1acP/+fb766itUKhV9+/alfPny5s/O3r17Wbx4MW3btqV9+/akp6fLFpdZjNU3XVy+fJmLFy8yZ84c5s+fz8mTJ81LIuzduzfTsRIUhbWJj4/HYDCwaNEiQkJCSE9PB6B69eoArF69mi5dutCkSROs/Lotx1IoFMTHx9O/f38uXbpk7jYrVqwYzZs3p2DBgnz33XeEhYWh1WpxcnIyj1GUoPjXXb58GU9PT1q1agXAli1bKFmyJLa2tqxatYqwsDAAXF1dqVu3LlWqVGHv3r0kJiZKULSAR48eUbhwYVq0aIHBYODAgQM0bNiQevXqsXHjRo4ePWpuUW/QoAHdunVj27ZtJCQkyOciC7K6lsXXDQK/e/cuGzduJCoqChsbG/z9/Vm/fj0jRoygVKlSFqhUiNczvY8vXrzIxYsXSUxM5NChQ/Tp04dKlSqh0Wg4cOAAW7ZsYeDAgRQoUMDSJYtXyNiF/PPPP7Njxw4+//xzAgICzMfcvXuXVatWodPp6Nevn6VKzfLCwsL4/vvvqVKlCmfOnKFmzZoEBgby+++/M2XKFHx8fGjVqpW56/LJkyeoVCrZmcVCTNvrNm3alHPnzlGoUCE+//xzHj16xI4dO7hz5w5NmzY1XxgDPH/+XHZmyaKsqmVRr9ebF/Hcvn07K1as4Pz588TFxVGoUCF69uzJkCFD8PLy4syZM2g0Gjw8PCxdthAvMV3wODs7c+nSJQIDA+nUqRPz58/n9OnTAJQqVYpHjx5x48YNS5YqXsFgMLx0W48ePWjSpAnff/89ly9fNt9uGq/Yt2/fd1litlOoUCECAgLYtGkTKSkp5nUrPTw8+OKLL7hz5w5btmwxtzC6uLhIULQQg8FAnjx5GDJkCFu3bkWpVPL5558DLyahNmrUCF9fX3bt2sWhQ4fMj9NqtZYqWfxLVtOyaGqJMW0L5OzsTGpqKkqlEm9vb1q2bEnu3LnNx0dGRmJnZ4ezs7PlihbiD9avX0/u3LmpUaMGCoUClUrFxo0bCQ0NZciQIaxcuZLt27fTp08fqlevztatWylbtqy0LFoR07no4cOHHDx40LzLhGnR4MWLF3PgwAGGDh1q3nr0j48V/9vrJv3MmTOHiIgI7O3tKV++vLlLGiAiIoJx48ZRoUIFPvroIxnzZmGmiUbnzp3j7t27NGvWLNP6lxEREWzZsoXY2FgGDRr00nqjImuxWFh81cnCaDQyffp0bGxsGDBgAACjRo3iyZMnlCtXjvbt2+Pi4mKBaoX4czt37mTJkiUAtGjRgsTERDp16kRUVBRbtmyhU6dOuLu7s3LlSjZt2sQXX3xBpUqVZKasFTCFPNN56f79+4wdO5YaNWqgVCq5efMmer2eSZMmAS+WBtm+fTuTJ0+WpT/+pozn/tu3bxMVFYVaraZYsWIkJibi5ubG9u3bOXXqFOXLl6ddu3bmxz58+BClUilLSlnIHy+GEhMT0Wq1XLx4kSlTphAYGEjXrl3N9z98+BCtViuNOtmAxS7NTCeLNWvW0LJlS+zs7IiKisLFxYVOnToBMH/+fNLT02natCmbN28mJSWFTp06ZWphFMJa+Pj4UL9+fS5duoSLiwvp6elMmDCBChUqcOrUKXQ6HR999BGdO3dGo9GQL18+CYpWYO/evYSGhtK7d2+MRiPp6en88ssvNG3alHbt2pGWlsawYcMoUqSI+TEffPABbm5usvTH35QxKM6aNYuYmBiioqJQqVTEx8fTsWNHmjRpQt26ddHr9Zw9exalUkmbNm0AZPFmCzLN7DftohYTE0OxYsXw8PDA39+fL7/8khkzZqBUKs0tjPJ6ZR8Wbcd/9OgRhw4dokmTJtjZ2eHu7k6LFi1wcHBg48aN3L17l2+++YbU1FSOHDli7tYTwhoVL14clUpFUlISR44cYdSoUTx48IA7d+7g4OCAi4sLaWlp2NjY0L59e0uXK4BLly6xcuVKxowZg0KhQKFQoFQqSUpKolatWgCMHDmSggUL0rt3byIiIoiMjKRixYo0a9YMQJbH+RtMQXHGjBlER0czZMgQbGxsSE5OZteuXSxbtozU1FTatGlDnTp1UCgUHD58GLVaTYsWLSxcfc5lNBrNQdG0nFFMTAynTp3C1dWVjh07Ur58eQYPHszkyZNRq9UEBQVZumzxBlk0LDo6OpKcnMytW7fMW2R5eHhgMBi4f/8+jRs3BmD//v34+vrSsWNHcuXKZcmShcgkOjqa2NhYUlNT8fPzo0iRIrRp04ZVq1YxceJEBg4cSPHixalSpQparda8MLewDs+fPydv3rx4e3sTHR3NtWvXqFmzJgaDgb1793L58mUKFixonryyceNG8ubNS8WKFc0/Q4Li33P+/HliY2P56quvzBMedDodXbp0QaPRsGbNGt577z0KFSpEnTp1UKvVVK5c2cJV52ymkL9kyRI8PT3Nw8ROnz7NwYMH2blzJ127dqVcuXKMHDlSev+yoXcWFl81RlGn01GgQAESEhIyHaNUKtFqtSxevJg7d+5w4MABJk+eLEFRWJWlS5cSGRnJzZs3SUpKonDhwjRp0oTq1avTuXNnfv31V6ZPn86gQYPImzfvK2fYCss4efIkbm5uODs74+joyPz58zl+/DifffYZAAEBAWzbtg2dTmcOivPmzeP+/fv07t3bkqVneY8ePQIyz4w1nftbtmzJ2bNnCQkJwdvbG2dnZwIDA2XSkBUwGAzExMRkCu4VK1YkNjaWbdu2ERQUhEajwd/f34JVirflnX0CTUFx06ZN/Prrr1y7do24uDhy587N5cuXMRgMmcJkq1ataNOmDUajkcmTJ8s2TsKqTJ8+nbCwMN5//33GjBnD+PHjSUtLY8OGDRw8eJACBQrQvn17vLy8GD9+PI8fP5YvPCtx8uRJvv32WzQaDX5+fvj4+HDo0CGKFi1K1apVAahcuTLVqlVDq9UyePBgpk+fTnR0NBMnTjR3x4l/xmg0YjAYSE1NNS9Ebzr329raolarSUhIMH9e5HNjGX+c+2pqxDl//jxJSUnm26tVq4adnR2JiYnvukTxDr3TbuioqChu3bpFQkICFy9eJDo6mqSkJJydnVmwYAElS5ZEq9VSrFgxNBoN7du3l6UohNX55ptvSE5ONo9zMxkyZAhz5sxhx44d+Pv74+PjQ2BgIHv27LFgtSKj9PR0Ll++TJcuXfD29ubhw4dEREQQEBBAUlISy5Yto3nz5ri6utKqVSvS0tK4du0aHh4eFCpUCKVSKWMU/yUvLy/CwsI4f/48lStXNp/jTc+ru7s7Pj4+li4zR8v4Hk9KSjIve1OuXDn27NnDvn37qFWrFk5OThw9ehSDwSCLbWdzFls6JzU1lejoaE6ePMmpU6fw8fEhOjqa8PBwtFotGo2GCRMmYGNjIzNGhdXYsmULK1asYPny5Wg0GvN+5KYvvMjISL788kt69OhBgwYNAMyTWoR1WLNmDVu2bOGLL77g+++/p1u3btSoUYPt27dz5swZChYsSMuWLV+53IdcvL4Z8+fP59ixYwwdOjRTt+X27dvZtGkT48aNkw0XLCTjmsezZs3i2bNn5MuXj3bt2uHi4sKaNWu4fv06ERERlC5dmkuXLjFixAgJ+NncOw+LprEppv+9fPky3377LfPnz8fW1pbk5GQSExMxGAzmjeOFsAZGo5ELFy6wefNmbGxs6NevHzqdLlOAMBqNDB48mICAAPNyH8L6jB07luvXr9OmTZtMsza3b9/O2bNnKVSoEM2bN5f14d6SR48esXr1ak6cOEFAQABKpRI7OztOnDjByJEjZe3KdyjjfIKM641OnDgRtVpN1apVWb16NYUKFaJbt254eXnx4MEDrl27hk6nw9fXF3d3dwv/FuJte+eXyKY3pUKhwGAw4O7ujk6n4/nz5wDY2dnh6uoqQVFYHYVCgb+/v3ntvW+//Zbk5GSUSiXp6ekAJCcnkzt3bgoXLmzhasXrJCQk8OzZMzw8PNi3bx/R0dHm+wIDA6lQoQKXLl3i5MmTFqwye/P09KR379706tULpVJJYmIirq6ujB8/XoLiO5aWlga8CI2moLh7927y58/PsGHDqFOnDpMmTSI2Npbly5dz79498uXLR4MGDahataoExRzCov0pSqUSd3d3NBoNoaGhlixFiNfK2PiuVCopUaIE7dq1w2g0Mm3aNBITE81bj+3fv5+EhASZkGVlMk5IMe0QNWvWLHx9fRk+fHimwNi0aVNat25No0aNLFFqtvBXJgDZ2tpSt25d+vTpw5AhQ2jbtq0s4vyOxcTE0L9/f54+fYperwdg27ZtbNy4kZs3b5qPc3FxYfDgwcTFxfHzzz9z9+5dC1UsLMWiYdH0JaxWqzOdrIWwFklJSeZWcJM/BsYZM2YAcPjwYdavX88nn3wi3ZdWxNS1Fh0dzeXLl7l06RKurq4A9OnTh6JFizJixIhM56Bq1aqZx22Jv0ev15tbqC5dukRkZOT/nCkrY0Atx9bWlp49e5IrVy7zBW+VKlWoWrUqycnJ7N6923ysm5sbAwcOxGAw4OjoaKmShYVYbIJLRjt37qRUqVIUKFDA0qUIYbZ161YuXLhAv379cHJyemlyg8Fg4Nq1a2zYsIGwsDAMBgNff/21dKNZEdN4rHv37jFp0iSKFy9OaGgoRYsWxd/fn4YNG/LkyRMWLVrEb7/9xo8//ihB/18wPd8Gg4Fhw4aRmppKSkoKAQEB1KtXT1oOrZTRaGTChAkEBQVRvHhxYmNj2bBhA5GRkVSqVClTK7usBpAzWcUlXePGjSUoCquj1WpRKpUsWbKE+Pj4TC1NpuBYqlQpAgMD8ff3Z+zYsRIUrYxCoSA+Pp558+bRokULBg0axLhx4zh37hwpKSnAiy62Dz/8kFatWuHk5GThirOujGvlbt26FW9vb2bNmkWrVq2IiIhg8+bNPHz40MJVilcxLY8zefJkbt++bV46Km/evJw5c4Zt27aZj5WgmDNZRViUpXGENbl48SIAdevWpVatWiQmJrJ48WJzYDR1swEcP34cgF69elGwYEGL1SxeLy4uDq1WS/PmzTEYDMyePZvKlSvTvHlzHj58SFxcHK6urnTu3Fm6nv8F02di3rx53Lp1i5YtWwLQpEkTAgICiI2NZevWrURERFiyTPEKWq2WXr16UbVqVcaOHcvt27dxc3MzX0Bdu3bNPAlV5ExWERaFsBYXL15k4sSJ7NixA4VCQfXq1alZsyZJSUksXryYuLg485X15s2bmT17Nh4eHtjZ2Vm4cvE6RqMRvV5PeHg4w4cPx8PDg88//xyA9evXc+vWrUzHyxi6fy4yMpLU1FROnz6daQxozZo1qVWrFuHh4ezZs8e8eoCwHjqdjq5du1K9enXGjBljDoydOnXi448/lkW3czg5KwqRQcmSJenRowcrVqwwB8aAgABzYPz5558B2L17N2vWrGHSpEnky5fPskULs1e1Cjo6OpKSksKoUaMoUKCAOSjOnTuXx48fU758+XddZrbxx+c7b968BAUFUblyZRYvXpwpiNeoUYPmzZvTokUL82QKYV1MgbFmzZqMGDGCsLAwXF1dZRyvsI4JLkJY2i+//EK1atXw9fVFr9eze/duli1bRvfu3WnatClGo5Fjx45x/Phx7t69y5MnT5gwYYKsp2hFMu6ic+bMGaKionjvvfcoW7Ys4eHhjBs3jqpVq6JWq4mPj+fBgwfmhYdlZ5a/zzTRwWg0cvPmTRITEylXrhzwYtHt4OBgbt26Rb9+/WQsrxX4O+/x+Ph41q9fT6NGjeRiWAASFoUA4IsvviAtLY0vv/wSb29v9Ho9e/bsYenSpXTr1o3AwEAADh48yIkTJ+jcubOMUbRC4eHhTJgwgbJlyxIfH8/du3epVq0aHTt2JCoqigsXLvD8+XNcXV2pV68eKpVKZnf+Axm3hPvqq6/Q6/VERERQsmRJgoKCKFKkCA8fPmTTpk2cPXuWkSNHUqhQIUuXnWOZ3uMGg4Fz584RExND6dKlcXJyQqfTvfIxcgElMpKwKHK0jCfEsWPHEhUVxeDBgylYsGCmwPjBBx/QpEkT4L8zB4V1SU5OZtasWfj7+5vD/alTp1i7di116tShefPmmbY2A/lC/DeMRiOjR48mT5489OvXj9TUVHr27EnhwoXp0KEDxYsXJyIigp07d9K8eXPy5s1r6ZJzpIzLGY0cORKdTkd0dDQqlYrSpUsTGBgou7CIPyVnSZGjZdyqb/To0Tg6OvLTTz9x9+5dVCoVDRs2pEePHixZsoQ9e/YASFC0UgqFgmfPnpkX3DYajVSpUoWaNWuyZcsWkpKS+OO1sQTFf+7cuXPY29vTr18/AJYtW0aePHmIj49n5cqVXLlyhfz589OjRw8JihZkujhasGABnp6ejBw5km+//ZbAwEAiIiLMKzpIu5H4X+RMKXKkkJAQ8zp7psCQkJDA06dPiYyMZNq0ady7dw+VSkX9+vX55JNPKFGihCVLFv+D0WgkPT0dnU7H48ePSU9PN39JlipVikKFCmFjYyPh8F/4Y5goX748HTp0AODnn3/m+vXrfPPNN7Ru3Zrr16+zZ88eUlNTZTKLFUhPTyc2NpbKlSubb6tXrx4lS5Zk3759pKamyhJ24n+SM6fIce7evcuMGTPYsGEDSUlJKJVKoqKi+PLLL2nSpAkLFy7E3d2dWbNmERYWhlqtpkGDBuTPn9/SpYvXUCgUODg44O/vz4YNGzh58iSPHz8GXuwQpVKpZFziv6DX681hIjU11Xx7kSJFiI6OJiwsjAEDBgAQGxvLf/7zH7p06YJGo7FEueIPFAoFtra23LhxI9PrV7NmTZycnEhOTrZgdSIrkEs+keMUKlSIIUOGMH36dOzt7alUqRLjx4+nQYMG5oWER48ezZAhQ/jxxx/NM2aF9TKNy2rWrBnPnz9n/fr1GI1GXF1dSUxMZMKECSgUipfGLIo/ZzQazZMjZs+eTWxsLGXKlKFatWoUKFAAe3t79Ho927Ztw8PDg+DgYKZPn06ePHksXXqO9KpxuCqVipIlS3Lw4EFOnz5NmTJlcHR0JCQkBIPBIOc38adkgovIcUwn09OnTzNt2jQA2rdvb+5SS01NNbeIREVFyZeeFflj2Mv494xfkjdv3iQhIQGj0Ui5cuXMO+9I6+I/N3HiRLRaLSVKlGDPnj0ULlyY+vXrU6xYMTZs2EBoaChPnz7l008/xcfHx9Ll5kgZZ6kvXbqUZ8+eoVKpqFu3LiVLlmTp0qWEhoaSnJyMr68v58+fl5nq4i+RsChyJNNJ9fLly4wfP54uXbrQtGlT1Go1CoVCgoUVMr1mz58/x2g0olQq0Wq1mULi62Y3y6znvy/jZyAxMZFVq1bx0UcfAS/C+IoVK8idOzetW7fG29vbfJxWq7VYzTlZxlnPw4cPJ0+ePJQrV47jx49jNBoJCAigQYMGXLp0ifv376PRaChdurRMPhJ/iYRFkWP9sYWxTZs2tGnTBltbW0uXJv7fyZMnSU1NJSAgAJVKxb1795g1axY6nQ6j0UifPn3w8vKSMPiGZWyhWrlyJRqNhmvXrjF69GjzMaGhoaxevRpbW1tat25NsWLFLFhxzpSQkIBGo8k0NnT//v2cOXOGwYMHA5CWlsbq1au5ffs2gwYNwtHR0VLliixMzq4iR3jVNZHpy7BixYoMHTqUDRs2sG3bNgtUJ14nLCyM7777jpCQEOLi4pg+fTr16tWjRYsWuLu7M3LkSCIiIsyvpfj3MgbFoUOHcu3aNW7cuMHNmzcJDg42H1esWDE6dOiAwWDAzc3NghXnTElJSQwcOJD169dnmrTy9OlT4uPjgRfnPRsbG9q2bcvdu3c5ffq0pcoVWZyMahXZVmRkJHny5EGlUpnHtf1xzJvpS7F8+fIMHz5cvvSsTOfOnbGxsWHevHl06dKFgIAAWrRoAYCfnx8AX331FePHjyd//vzSwvgGKJVKjEYjFy5coFixYnzyySfEx8dz8uRJ88VU27ZtgRevwaBBg2TWswXY29vTqVMnFi1ahK2tLU2bNsXe3p58+fJx4cIFbty4QfHixQHQarX4+/vj4uJi4apFViVhUWRLP/30E3v27KF27doUKVKERo0aAZjH9GQMFKYvR9O+tsI6pKeno1ar6dChA3q9nqVLl+Lr60vLli3RarU4OTnxwQcfoFQq+eKLL5g7d67sRPEvZNzreebMmZw9e5b69esD4OTkRNWqVTEYDOzatYuUlBQ6deoEIEHRAoxGI3q9nnr16qHRaPjuu+9Qq9UEBgZSokQJtm3bxpYtW4iNjcXf359jx45x/fp1unTpYunSRRYlYVFkS6YuSRsbG1avXs2hQ4coU6YMTZs2JVeuXC8dL8upWBfTch6xsbHodDo6duyIVqvll19+4fz581StWhWlUkmuXLno2rUrefPmJXfu3JYuO8syLY+Tnp7O1q1b6datG+Hh4dy4cYO4uDicnZ1xcnIiICCA1NRUjh07RvPmzWX8m4UYjUbUajV6vR5bW1uKFy/OqlWrSE9Pp23btnz++ecsW7aMdevWsXHjRgwGA8OGDZOLKfGPyQQXka2YupkfP37M1KlTadiwIeXLl2fNmjVERUURHh5O3bp1qVChAqVKlbJ0ueIVTC2/9+7dY/r06bRq1Yq6deuiUqlYvXo1mzZtom/fvlSrVu2lLmeZxf73ZXzOpkyZQkpKCqNHj+bJkycMGTKEIkWK0LNnT5ydnYEXkyoAdDqdpUrOsf4483/w4MH4+Pjg7+9PeHg4W7ZsMS8DlpqaSnx8PMnJyeTKlUuCvfhXpGVRZCumFkKtVkuePHm4fv06TZo04bPPPuPo0aPMnTuXmzdvsm3bNurWrctHH32EjY2NhasW8N+gr1QqefToEZMmTaJ169bUqVPH/Lq+//77KBQKvv/+e1JTU6ldu3amwChB8e8zLbi9detWChQoQMeOHQFwcXFh6tSpDB06lIULF/LRRx/h6uoqIdECHj9+jJubW6b3+okTJ7C1teWzzz4z3+bt7c13332Hvb09DRo0kDHY4o2RkeAiW9LpdDRq1IgTJ07w8OFD7t69y/Lly+nTpw+jRo1i3LhxtGzZUoKiFTBty5dxKMCRI0eoWLGiee3LjF+SQUFB1K9fn0OHDslkljckLCyMX375hZ07dxIVFQW8GDPq6urK1KlTOXv2LMuXL5cZ5xaQnJzMokWLXprJrNFo0Ov1PHv2DL1ej8FgoFatWvj6+rJ8+XL279//ylUghPgnpBtaZHmv2sLNaDSSlJTE7NmzSUpK4vfff6dNmzY0adJEZsxakUuXLrF7924+/fTTTN1k8+bNQ6fT0aNHD9LT01EoFKhUKh49eoSLiwt2dnaydd+/8KrPwOXLl/nmm29o0KAB3bt3B/47ySguLo7ExES8vLwsUW6OptfriYmJwd3dHaPRaF6Q/sqVK3zzzTf07t2bqlWrmo9fs2YNCoWCatWqyX724o2Rb0yRpaWmpppnOGekUCjQarUUL16cGzdu8P7770tQtEIFCxakY8eOODo6kpSUZL7dy8uLs2fPEh0djVqtNncv//LLL+zdu9d8nFzr/n16vd68AkBYWBgRERE8efKE0qVLM2DAAHbt2sXy5csBzJMonJ2dJShaiEqlMk9M+emnnxg9ejR6vZ5SpUrRvHlzZs+ezY4dO7h06RI7d+7kwIEDNG3aVIKieKOkZVFkWZs3b+bw4cOMGzfupW3fTK1OiYmJjBs3jnLlypnHYgnrkPH1iomJYdmyZVSoUIFatWrx+PFjfv75Z5KSknj//fdxcHBg69athIWFMWXKFBmb+A9lXHB77Nix6PV69Ho9AB988AF+fn6cP3+eb7/9lpo1a/Lxxx9buGJhYjAYOH36NNu2bcPe3p7BgwejUqnYvn07Bw4cwMbGBqPRyCeffIKvr6+lyxXZjIRFkSUZjUYuXrzI5s2bAfjiiy8yBcaMXZSTJ0/Gzs6Ofv36oVbLnC5rFB8fz5w5c1Cr1dSrV4/KlSsTGhrK7t27CQkJoWjRomg0Gr744gvUarW0EP8LRqORSZMm4eTkRL9+/YiOjmb48OEULVqUIUOGAPDbb7+xcOFCpk2b9sqlpsTb96r3eFpaGleuXGHdunXodDpzYIyOjjaf/2QCkngbJCyKLOfcuXO89957GAwGrl+/zvr1683LSGi1WvM4K4DTp08TFhZGQEAA+fLls3DlwuRVX4RxcXEsWrSI5ORkGjduTMWKFQF49OgRuXLlwt7eHoVCIcvj/EWvG9P59OlT5s+fz+DBg1Gr1Xz33XdEREQwYcIEnj59ilqtxsnJieTkZOzs7CxQuTC9xw0GA7t37yYxMZHChQtTtmxZDAYDFy9eZN26dTg5OfHFF1/I50G8dXJpLrKUO3fuMGXKFDZv3oxSqcTPz4+2bduiVCqZNm0aCQkJ5qC4adMmpk2bRo0aNSQoWhFTUHz06BEbN25k//79hIeH4+zszEcffYStrS27d+/m5MmTGI1GPD090Wq15rGp8sX415iC4o4dOwgNDTXf/uTJE65fv05CQgILFy7kzp07jB8/HpVKxf79+zl//jxGo1GCooWY3uMGg4Hhw4dz+PBhQkNDmTRpElu2bCE9PR1/f3+CgoJ49OgR8+bNs3TJIgeQlkWRZaxdu5aaNWty48YNfvjhBzp16kTLli0xGAxcu3aN4OBgDAYDo0ePZvfu3SxdupRx48ZRuHBhS5cu/p+ptSs8PJzRo0dTsGBBUlJSMBqN9OjRAz8/P+Li4li8eDHR0dF06dJFFk//FxISEhg8eDC+vr60a9fOPJZt9uzZ3L59GxsbG2bMmAHA9u3b2b59O1999RUeHh6WLDtHed1qDpMnT0an0/H5558DMHr0aEJDQ2nTpo35Avnq1au4u7vLzizirZOwKLKEyZMnk5SUxLhx4wA4dOgQ8+fPp0uXLpkC48aNGwkNDSU1NZUJEyZIULQipi/FpKQk9uzZg52dHY0aNSIsLIx9+/Zx+fJlevXqRYkSJYiNjWX37t0EBQXJ2MR/yNSCGx0dzfTp03F1daVdu3YULlyYY8eOsX37dvLkyUNAQAB37txh7969DB8+HB8fH0uXniOFh4eTP39+lEolsbGxbN68mdatW+Ps7MycOXOIioqifv36LFy4kBYtWtC+fXsZgy3eGQmLwurNmDGDJ0+eMGHCBOC/X4KvCoyXL19m7969tGvXjoIFC1q4cvFHz549Y9CgQbi5udGtWzdKliwJQEREBNu3b+fatWv85z//wd/f3/wYmczy17yqhco09i09PZ0hQ4aQL18+OnTogLe3N+fPn+fixYs8ePAALy8v6tevL8utWMjBgwf5/vvvGTZsGGXLljWHfDc3N4KDgzl16hQTJ04kPj6eqVOnEhMTw8yZM3FycrJ06SKHkMsSYdXmzJlDSEiIuUUxY3CoXbs2APPnz0epVNK8eXNKly5N8eLFsbW1tVjN4vUcHR1p1KgR69at4+HDh+awmD9/fgIDA0lISGD//v34+/ubX2sJin+NKShevnwZb2/vTEEiPT2d+Ph4nj59ysqVK+ncuTPlypWjXLlysri5FahTpw6hoaHMmzePzz77jPfee8+8Vd+jR4+oWbMmarWakJAQ6tSpQ82aNWXWs3in5CwsrNY333xDTEwMVatWZfbs2Vy+fPml4FC7dm0+++wzli9fzo4dO1AqlRIUrcirtofr0KED7dq1Y9GiRZw6dcp8e/78+enWrZt5jJaExL/v7NmzTJ48mePHj/P06VNUKhWPHz9m4MCBtGnThgULFvDkyRPWrFljnvQiQfHdet2WiZ9++imVKlVizpw5nDt3zryFH8CxY8eYM2cOv/zyCyVKlJCgKN456YYWVmn69OnExMQwefJk4EVXdGhoKAMGDKBEiRIvHX/8+HG8vb2lG82KmFoGIyMjCQkJISUlBX9/f4oWLYpSqWT16tVs2rSJAQMGULly5Vc+Vvx9GzduZN++febu5qlTp1K/fn3at28PQFRUFGPHjqVYsWL07t1b9ke3kC1btuDt7U3u3LkznbcWLlzI0aNH6d+/P+XLlyc0NJQzZ87w7NkzmjRpgre3twWrFjmVhEVhdWbOnElKSgrDhw9/6fYbN268NjAK62EKe/fu3WPcuHGULVuW8PBwXF1dKV26NM2aNUOlUrFmzRrWr1/P6NGjzV3S4p/JGLCDg4PZs2cPycnJNGzYkM6dOwMvFnW2sbEhNjaW9PR0mUVrIcHBwaxevRo3NzcSEhKoWLEiOp2Oxo0b4+XlxbJlyzhy5Ah9+/alXLlywOvXzRTiXZCwKKzKN998Q3x8fKbJLPDfLklTYBw4cCB+fn4Wq1Nk9qovspiYGCZMmED9+vVp3rw5CQkJDBo0iFy5chEQEEDLli1RKpXs27ePOnXqyPqJb0DGwLhz507Wrl1Ljx49KF++PA4ODgCyqLkViI6O5ttvv8XR0ZEyZcqgVCo5fvw4ycnJpKSk0LBhQ1auXImDgwP9+/enTJkyli5Z5HASFoXVmDt3LpcvX+bHH38EyLQTS8YvwVmzZvHbb78xevRoihUrZrF6RWZpaWmEhoaa10W8dOkSZ8+e5YMPPiA9PZ2vvvoKT09PdDodp0+fpmbNmrz//vvm11VCzJvxxxbGffv20aJFCwICAnB0dLRwdcL0+jx+/JipU6dSqFAh2rVrh5eXF3Fxcfz22288fvyYs2fPEh0dzdSpU8mbN6+lyxY5nIRFYRWmTZvG2bNnKV26NA0bNqRcuXJoNJpMLVYZvwS/++472rZti6enpyXLFv/PaDTy66+/cvXqVVq1amXeqi8iIoL8+fMzffp0VCoVAwcO5Pz58yxbtoxKlSrRsWNH6Vp7CzJ+VjZt2kRwcDDdu3enbt26MhbUCphen99//53p06eTJ08egoKCKFSokPmYlJQUUlJSZHkcYRXkrCEsbsKECSQlJbFkyRLy5MnDrl27OHnyJAaDAYVCgel6RqlUotfrAejbt68ERSuiUCioXLkyHh4e7N+/3zzLOX/+/MTGxvLs2TPzuDlTq6IpKMr16t/3uhm1GT8rpmNatWpFhw4dKFWqlARFC8n4HjcFRYPBgIeHB4MHDyYqKor169dz584d83G2trYSFIXVkJZFYVFXr15l1apVjB8/HnixaPPSpUuJi4ujVq1a1KhRA6VSKYO7s4i7d++yefNmkpKSqFevHpUqVSI9Pd08Wcnd3Z2IiAhmzpxp3v9WAszfY+quNxgM7N+/n2fPnlGiRAkKFSqEnZ1dpudUnl/LM70G6enpAJl2XcnYJT1z5kx0Oh3du3eXGc/C6khYFBZjOlGagmBqaioajYbExEQWL14sgTGLyhgY69atS+XKlbl9+zZHjhxBoVDQpUsX1Gq1BJl/IGOr1LBhw3B0dCQ+Ph5HR0eKFi1KixYt0Ol08lmxEhnPcSNHjqRevXo0aNDglcdERkYyf/58+vfvT+7cuS1UsRCvJmFRWMSGDRtwdnamUqVKmRaYNU1qMQXGZ8+eUblyZRlrZYVeN54U/hsYExMTadSoEeXLl890nExm+eeMRiNTp07Fzs6OAQMGADB8+HASEhKoVKkS7du3R6vVSmC0MNPzbzQa2bFjB+Hh4fTq1euVx8rnQlg7+fYV79z58+f59ddfWblyJYMGDWL79u3cuHED+G8XjVar5cMPP0StVnPu3DmSk5MtWbL4A9N40qioKODl3VYKFSpEy5Yt0Wq17N69m5CQEPNxRqNRvhD/poxjFCMjI3F2dqZPnz4AfP/99xgMBmrVqsWJEydYuXIlCQkJEhQtzPT8r1y5kn379pkvmNLS0l461vT5kQtiYa3knSneubx58+Li4kLNmjVp2bIle/bsYerUqSxYsICzZ8+aj9NqtfTt25cPP/wQrVZrwYpFRkajEaVSSUREBJ999lmm1ywjU2B0cHDg5MmTREZGArK93D9hCtn379/H09OTwMBANBoN69atIywsjKlTp9K4cWPs7OxITk42j48TlhUfH4/RaOTJkyfmz4mNjc1rJyjJZ0NYK+mGFhaxbt06Dh48yPTp03ny5AlPnz5l4sSJqFQq8uXLR7169ShVqpSsL2al4uPjuXjxIvHx8QQGBv7PY2/dusWMGTPo2rUrAQEB76jC7GfFihWcOnWKuXPnAi+GbMydO5dq1apRtWpVdu7cSUREBEFBQTKL1kJeNQ732bNn7Nmzh2PHjlGzZk1at2792mOFsFbyThUWUaZMGdRqNadPn8bT0xONRoOdnR1t27YlV65cHDx4UPastVKJiYkMHTqU5cuX4+rqCmBe0uhVihQpQtGiRYmJiXlXJWZLTZo0QavVcvLkSeDFkA2VSsXChQtZtmwZK1asoHHjxhIULSTj5KOdO3eyYsUKTp8+jV6vp3nz5gQEBHDmzBk2b94MSJezyFrUf36IEG9e8eLFyZs3L4cOHcLd3Z2ZM2fy/vvv06BBA1q2bEliYqJ0PVsptVpNu3btWLVqFaGhoVStWvV/LoNz69YtHjx4wPvvv2+BarOmPz6XRqMRrVaLh4cH169fp2rVqgC0adMGFxcX4uPjmTRpEgUKFLBUyTmeKSgOHz4cV1dXnJyc2Lp1KzY2NvTq1Yt69eqhUCg4cOAAKpWKZs2aWbpkIf4y6YYW75xpluD169eZPHkyAF26dKFRo0YvLacjLO91MzX379/PggULeP/992nTpk2mYzN69uwZ6enpuLi4vNO6s5KM73fTElJGo5EtW7bQqFEjlEolGo2GS5cu8c033zB06FBKly5tfrzMorWcjK/dypUriYqKon///gCMHTsWlUrFiBEjUCqVPH36lMOHD1OlShXc3d0tWbYQf4u0LIp3znRizZ8/Px4eHri4uNCoUSPgv10zEhStgyn8RUREsGvXLp4+fYqvry8VK1akXr16ACxatAiFQkHr1q1fCopGo1H2I/4TGcPGhAkTqFixIk2aNOHatWts3bqVU6dOUbhwYRo0aECZMmWoXbs2N27coFSpUuj1etRqtXRpvmMRERGsW7fOvHSRSVRUFGXKlAFe7HUfHx/P1KlTSU1N5datW5QuXZpmzZrJ6yWyHHnHCovR6XS0bduWa9euERYWZulyxCuYguLYsWNxdHSkUKFCREREMHHiROLj46lVqxYff/wxq1at4vDhwy89XkL//5YxKE6fPp2EhASaNGkCQMmSJVmwYAE1a9YkMTGRr776itWrVxMeHs6xY8dISUkxLzUlz/O7lZKSYm7ZNT33aWlpaLVaEhMTmT9/Pvfv32fq1Kmo1Wo2b97M4cOHSU1NlaAosiRpWRQWVaxYMYoWLYqzs7OlSxGvYDAY2Lx5M40bN6Z9+/YADBo0iAoVKuDk5ERqaip169bFycmJcuXKWbbYLCZjUPzmm2949uwZU6ZMMd+fkJCATqczh8cTJ05w48YNnjx5wuPHj0lISMDOzs4ited0hQsXpnDhwhgMBlauXEnXrl2xsbEhX758LF++HDc3NyZOnIharWb79u3s2bOHr776Co1GY+nShfhHZMyisDjTGC1hHTKOO0xNTWXChAm0b98ef39/hgwZgpeXFwMGDCAqKorQ0FCqVKlibuGSsXN/3/z587ly5Qrfffed+bbHjx8zePBgvv76a3x8fDK9HgkJCaSlpeHh4WGpknO0jO/xiIgIBg8eTNmyZRk2bBgAa9eu5fjx43h4eGBvb8+tW7cYNGgQPj4+lixbiH9FwqIQ4iXR0dE4OzujVqtZsGABarWa69ev4+PjQ+/evQGYNWsWuXPnplu3bhauNutKSEhg6tSp5MqVi6ZNm1KqVCliY2P56quvqF27NkFBQZYuUbyCwWAgJCSEqlWrcuvWLb799lu8vLwYOXIkAJcuXSIxMRF7e3vy5csnez2LLE8GTwghMklPTzev3QcvutwuXLiAWq3mgw8+AGDevHk8evSIzp07W7LULE+n0/HZZ5+Rnp7O7t27OXDgACNHjqR+/fqZguLly5d5+PChBSsVGYWEhLBixQqio6MpUqQI/fv35+HDh0yaNAl4sY5slSpV8Pf3l6AosgUJi0KITJRKJb6+vsTGxgJQv3596tati5ubGwMGDGD69OnExMSYd9x53dZl4q/x8PCgR48epKSksGzZMkqUKEHbtm3N9+/YsYPJkyfLIvVWxNPTE1tbW8LDwwHMgTEyMpKvv/7awtUJ8eZJN7QQOdyr1kaMiYnhiy++oGPHjuYJFgkJCTx8+BAXFxdy5879yrUXxT8XHR3NTz/9hJ2dHbVr1+a9995jz549/Prrr4wcORJfX19Ll5gjvW6x+RUrVnDu3DnGjh2LTqcD4Pr16yxatIihQ4fi5ub2rksV4q2RsChEDnTt2jVsbW3NASQ2NpYbN25QrVo18zHr16/nwYMHfPTRRzg4OLz0M2Rv2zcvMjKSJUuW4ODggI2NDSEhIXz11VcSFC3MaDSyY8cOPD09ee+99wD4/fffmT9/Pm3btqVs2bLmY2XCnsiO5EwvRA5iMBiIjY0lODgYe3t7820bN25kzZo1DBs2jJCQEGJjY6lUqRKXLl0iKioKePGFmZEExTcvb968fPjhh8TExHD+/HlGjx4tQdEKXL58mYsXLzJnzhzmz5/PyZMn8fDwwNXVlb1792Y6VoKiyI6kZVGIHMTUGvjs2TMcHR2JjY0lPT2d3Llzk5iYyMqVK3n8+DHR0dF07tyZzZs34+zsTP/+/eVL8B2KjY3FaDTK5AgLeV2r+d27d9m4cSNRUVHY2Njg7+/P+vXrGTFiBKVKlbJApUK8G7IotxA5xNWrV9m/fz+ffvopjo6OJCYm8uOPP2JjY0Pr1q0pUqQIPXv25NGjR1y8eJG1a9fy+++/o9PpZHLFO+bq6mrpEnIs0zhcg8HAzp07iY2NpXTp0hQqVIhChQrRs2dPUlNTWb16NWfOnEGj0cialyLbk5ZFIXIAo9HI3r17OXToEIUKFeKDDz7AxsaGs2fPsmXLFtzd3alfvz7FihUzPyY6OpqHDx9SunRplEplph1HhMiOTC2KBoOBoUOH4uzsbN6iz9vbm5YtW2Zq7Y2MjMTOzk52oBLZnoRFIXKItLQ0jhw5wtGjR3F3d+fDDz9Eo9Fw8eJF1q1bh6enJw0bNqRIkSIvPVYms4js6FUXQEajkenTp2NjY8OAAQMAGDVqFE+ePKFcuXK0b98eFxcXC1QrhOXI2V+IbOqP14E2NjbUqFGDgIAAfv/9dxYvXkxqair+/v60b9+eyMhI9u7dy/Xr11/6WRIURXZkCopr1qwhOTkZgKioKFxcXPjkk0+AF9sxpqen07RpU3777Td++eUXYmJiLFazEJYg3wBCZEMGgwGFQkF6ejpRUVGEhYXx4MEDNBoNtWvXpnbt2kRGRr4UGK9fv861a9csXb4Q78yjR484dOgQqampALi7u9OiRQscHBzYuHEjd+/eZcqUKTRq1AgXFxcUCoWsLSpyHJngIkQ2Y+oyTkpKYubMmSQnJ/Pw4UNSU1OpXbs2TZs2pXbt2gAcOnSIJUuW8J///IcyZcrQr18/fHx8LPwbCPHuODo6kpyczK1btyhfvjzwYlcdg8HA/fv3ady4MQD79+/H19eXjh07kitXLkuWLMQ7J2FRiGzEaDSag+KQIUMoWbIkrVq1IiUlhTt37rB06VKioqLo3r07NWrUQK/Xc/z4cebNm8fnn39O4cKFARmjKLKnV41R1Ol0FChQgISEhEzHKJVKtFotixcv5s6dOxw4cIDJkydLUBQ5koRFIbIRhUKB0Whk6dKlFC1alN69e5vv8/HxIW/evEydOpUdO3bw8ccfU7NmTVJSUoiMjMwUDiUoiuzIFBQ3bdpEUlISZcuWxdPTk9y5c3P58mVq1KiR6b3fqlUrcuXKxZMnT5g8eTLe3t6WKl0Ii5LZ0EJkMwaDgcmTJ1OrVi1q1qxJeno6KpXK3Oq4b98+li1bxuTJk/Hy8jLfr1AopEVRZHtRUVEsW7aMhIQEUlJSiI6OJikpCWdnZ0qVKkXJkiXRarXmZaScnJzkcyFyPGlZFCKbSU1N5fHjx8TFxQGgVmf+mBcsWBC1Wm0e0G+63xQmhcjO8uTJwxdffAG8+KxER0dz8uRJTp06BcDhw4cJDw9Hq9Wi0WiYMGGCLEovcjwJi0JkM2q1GmdnZ65evUrjxo3N2/Tp9XrUajV2dnbkz58fnU6X6XGy4LbIKUzjEm1sbPDy8qJYsWJs27aNcePGYWtrS3JyMomJiRgMBtnmUghk6Rwhsh21Wk27du04f/4869evN68fZ2pBXLduHfb29rLvsMixTBdGpqEX7u7u6HQ6nj9/DoCdnR2urq64ublZskwhrIa0LAqRDfn7+9OjRw9+/vln7t27h5+fHy4uLoSEhPDw4UOmTZsmYxSF4MVkLnd3dzQaDaGhoVStWtXSJQlhdSQsCpFNNW7cGC8vL4KDgzlw4ACenp64ubkxaNAgVCoVer1eFhcWOZ6pS1qtVhMdHW3pcoSwSjIbWohsLj09nfT0dDQajbkVUVoUhchs586dlCpVigIFCli6FCGsjoRFIXKYVy1MLEROJ58LIV5PwqIQQgghhHgt6YcSQgghhBCvJWFRCCGEEEK8loRFIYQQQgjxWhIWhRBCCCHEa0lYFEIIIYQQryWLcgshcpw1a9awbt068991Oh358uWjTZs2lC9f/q38m3FxcXz66af06dOHOnXqADBmzBhUKhVfffXVX/45Bw8eRKFQULt27TdW27Fjx5g9ezbz5s3D3d39jf1cIUT2IGFRCJEjKZVKxo0bB8DTp0/ZunUrU6ZMYdSoUfj7+7+TGj7++OO//ZiDBw+iUqneaFgUQoj/RcKiECLHKlasmPn/lypVij59+rB9+/ZXhsXU1FQ0Gs0b/ffz58//Rn+eEEK8DRIWhRAC0Gq1eHp68vjxY9asWUNwcDBTpkxh8eLF3L59m1atWhEUFERcXByrVq3i7NmzPH/+nHz58hEUFESlSpUy/byNGzeyY8cOEhMT8fPzo0OHDi/9m6/qhn7y5Am//vor586dIyEhgdy5c1OtWjU6d+7MmDFjuHr1KgBBQUEA1K5dm759+wIQFhbGr7/+yo0bNzAYDPj5+dG9e/dMW9glJyezZMkSTp48iVKpJCAggMKFC7/x51MIkX1IWBRCCF7slx0TE4O3tzfwYvu3GTNm0LRpU4KCgtBqtSQmJvL1118D0KVLF1xcXDh+/DjTp09n6NCh5vGOu3fvZuXKlTRp0oQKFSpw48YNZs2a9ac1JCQkMGrUKNLT02nfvj1eXl5ERUVx48YN4EW39dy5c1EqlfznP/8BwMnJCYDbt2/z9ddfU7JkSfr27YtSqWTTpk2MHj2a6dOn4+rqCsAPP/zAmTNn6NixI/ny5ePgwYOsWbPmjT6XQojsRcKiECLH0uv1AMTHx7N+/Xri4uJ4//33iYmJwWg00qZNG+rVq2c+ft26dTx58oRZs2aRO3duAMqWLUt0dDRr166lfPnyGAwGgoODqVq1Kh9++KH5mOTkZLZu3fo/69m6dSuxsbHMmDEDLy8v8+1169YFXnRb29vbo1KpMnWhA6xYsYL8+fMzfPhwlMoXC12ULFmSfv36sX37drp27cqDBw84ceIEH374IY0bNwagXLlyDB8+nJiYmH/zVAohsjFZOkcIkSMZDAY6depEp06d6NmzJ4cOHaJDhw7Ur1/ffEzFihUzPebChQuUKFECZ2dn9Hq9+U/ZsmUJCwsjNTWVmJgYYmNjqVy5cqbHVq9e/U9runTpEn5+fpmC4l+RmprKtWvXqFatGkaj0VyXra0tRYsW5fr16wDcvHkTo9H4Um1Vq1b9W/+eECJnkZZFIUSOpFQqmThxIgqFAp1Oh5ubm7lFDkChUJi7eE2ePn3KjRs36NSp0yt/5vPnz3ny5AkAuXLlynTfH//+Ks+ePaNIkSJ/91chISEBg8HAypUrWbly5Uv3e3p6Ai+W7/mntQkhci4Ji0KIHOt/TexQKBQv3ebo6Eju3Lnp2rXrKx/j6OhIeno68CJYZvTHv7/u8aaw+XdotVoUCgXNmzd/ZQumjY0NAM7OzuZaXFxc/lZtQoicS8KiEEL8RWXLlmXPnj14eHig0+leeUzu3LlxcXEhJCSEGjVqmG8/fvz4n/78MmXKsGnTJh4+fPjarmgbGxuSk5Mz3WZnZ4efnx/h4eF069bttT+/SJEiKBQKQkJCzGMWAU6ePPmntQkhci4Ji0II8Rc1a9aMY8eOMXr0aJo1a4aHhweJiYncu3eP2NhYPv30U5RKJW3btmXRokUsWbKE8uXLc+PGjb8UyJo3b86RI0cYO3Ys7dq1w8vLi9jYWK5du0bPnj0ByJcvH/v27SMkJITcuXPj6OiIu7s73bt3Z8yYMUyZMoXatWuTK1cu4uLiCA0NJW/evDRp0oT8+fNTpUoVVqxYgV6vx8vLi4MHD/6j1kwhRM4hYVEIIf4iBwcHJkyYwJo1a1i7di1xcXE4Ojri7e1tnrEM0LhxYxITE9m5cyf79u3Dz8+PAQMGMGrUqP/583U6HePHj2fVqlWsWbOGpKQkXF1dCQgIMB/TsmVLIiIimDt3LikpKeZ1FgsXLszEiRNZs2YNCxcuJCUlBWdnZ4oWLZqphbN3794sWbKE1atXo1QqqVatGu+//z7ff//9m3/ChBDZgsJoNBotXYQQQgghhLBOsnSOEEIIIYR4LQmLQgghhBDitSQsCiGEEEKI15KwKIQQQgghXkvCohBCCCGEeC0Ji0IIIYQQ4rUkLAohhBBCiNeSsCiEEEIIIV5LwqIQQgghhHit/wPt15pIAt7RDwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainAndEvalModel(DecisionTreeClassifier(), \"class-decisiontree.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "processed-grave",
   "metadata": {
    "papermill": {
     "duration": 0.092818,
     "end_time": "2021-03-28T04:04:32.872108",
     "exception": false,
     "start_time": "2021-03-28T04:04:32.779290",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "pursuant-creature",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-28T04:04:33.063112Z",
     "iopub.status.busy": "2021-03-28T04:04:33.062551Z",
     "iopub.status.idle": "2021-03-28T06:04:04.846477Z",
     "shell.execute_reply": "2021-03-28T06:04:04.846007Z"
    },
    "papermill": {
     "duration": 7171.881365,
     "end_time": "2021-03-28T06:04:04.846617",
     "exception": false,
     "start_time": "2021-03-28T04:04:32.965252",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch started >>Train now model RandomForestClassifier()<<]\n",
      "[Stopwatch stopped >>Train now model RandomForestClassifier()<< (7156.269s)]\n",
      "\n",
      "Who has written 'Folge Attila Hildmann'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Who has written 'Liebe Eva'?\n",
      "['Eva Herman Offiziell']\n",
      "\n",
      "Who has written 'Premium Kanal'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Who has written 'OneLove'?\n",
      "['Xavier Naidoo inoffiziell']\n",
      "\n",
      "Train Score:\t0.9771361873047478\n",
      "Test Score:\t0.6328436084031306\n",
      "\n",
      "Confusion Matrix on test:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainAndEvalModel(RandomForestClassifier(), \"class-randomforest.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "magnetic-event",
   "metadata": {
    "papermill": {
     "duration": 0.103494,
     "end_time": "2021-03-28T06:04:05.053477",
     "exception": false,
     "start_time": "2021-03-28T06:04:04.949983",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### DummyClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "blond-transsexual",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-28T06:04:05.263613Z",
     "iopub.status.busy": "2021-03-28T06:04:05.263050Z",
     "iopub.status.idle": "2021-03-28T06:04:05.824339Z",
     "shell.execute_reply": "2021-03-28T06:04:05.823731Z"
    },
    "papermill": {
     "duration": 0.668082,
     "end_time": "2021-03-28T06:04:05.824481",
     "exception": false,
     "start_time": "2021-03-28T06:04:05.156399",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Stopwatch started >>Train now model DummyClassifier(strategy='uniform')<<]\n",
      "[Stopwatch stopped >>Train now model DummyClassifier(strategy='uniform')<< (0.025s)]\n",
      "\n",
      "Who has written 'Folge Attila Hildmann'?\n",
      "['Xavier Naidoo inoffiziell']\n",
      "\n",
      "Who has written 'Liebe Eva'?\n",
      "['Eva Herman Offiziell']\n",
      "\n",
      "Who has written 'Premium Kanal'?\n",
      "['ATTILA HILDMANN ']\n",
      "\n",
      "Who has written 'OneLove'?\n",
      "['Eva Herman Offiziell']\n",
      "\n",
      "Train Score:\t0.2508839987641182\n",
      "Test Score:\t0.25003432651379925\n",
      "\n",
      "Confusion Matrix on test:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainAndEvalModel(DummyClassifier(strategy=\"uniform\"), \"class-dummy.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "close-document",
   "metadata": {
    "papermill": {
     "duration": 0.11562,
     "end_time": "2021-03-28T06:04:06.056323",
     "exception": false,
     "start_time": "2021-03-28T06:04:05.940703",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Mehr lesen / Inspirationen"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "parliamentary-journey",
   "metadata": {
    "papermill": {
     "duration": 0.115763,
     "end_time": "2021-03-28T06:04:06.287886",
     "exception": false,
     "start_time": "2021-03-28T06:04:06.172123",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "- https://towardsdatascience.com/multi-class-text-classification-with-scikit-learn-12f1e60e0a9f\n",
    "- https://towardsai.net/p/data-mining/text-mining-in-python-steps-and-examples-78b3f8fd913b\n",
    "- https://towardsdatascience.com/text-mining-for-dummies-text-classification-with-python-98e47c3a9deb\n",
    "- https://www.analyticsvidhya.com/blog/2018/02/the-different-methods-deal-text-data-predictive-python/\n",
    "- https://realpython.com/python-keras-text-classification/\n",
    "- https://www.tidytextmining.com/ngrams.html\n",
    "- http://seaborn.pydata.org/tutorial/categorical.html?highlight=bar%20plot\n",
    "- https://towardsdatascience.com/visualizing-data-with-pair-plots-in-python-f228cf529166\n",
    "- https://www.kirenz.com/post/2019-08-13-network_analysis/\n",
    "- https://tgstat.com\n",
    "- https://huggingface.co/bert-base-german-cased\n",
    "- https://github.com/sekhansen/text-mining-tutorial/tree/master\n",
    "- https://www.machinelearningplus.com/nlp/topic-modeling-gensim-python/\n",
    "- https://towardsdatascience.com/end-to-end-topic-modeling-in-python-latent-dirichlet-allocation-lda-35ce4ed6b3e0\n",
    "- https://github.com/sekhansen/text-mining-tutorial/blob/master/tutorial_notebook.ipynb\n",
    "- https://textmining.wp.hs-hannover.de/Preprocessing.html\n",
    "- https://likegeeks.com/nlp-tutorial-using-python-nltk/\n",
    "- https://www.datacamp.com/community/tutorials/text-analytics-beginners-nltk\n",
    "- https://data-flair.training/blogs/nltk-python-tutorial/\n",
    "- https://github.com/expectocode/telegram-analysis\n",
    "- https://stackoverflow.com/questions/23199796/detect-and-exclude-outliers-in-pandas-data-frame"
   ]
  }
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