sentiment_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import AutoModelForSequenceClassification, AutoTokenizer\n",
    "import torch\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from collections import Counter\n",
    "from wordcloud_fa import WordCloudFa\n",
    "from arabic_reshaper import reshape\n",
    "from bidi.algorithm import get_display\n",
    "from hazm import *\n",
    "from nltk.util import ngrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Mostafa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\transformers\\utils\\generic.py:311: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
      "  torch.utils._pytree._register_pytree_node(\n",
      "c:\\Users\\Mostafa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\transformers\\utils\\generic.py:311: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
      "  torch.utils._pytree._register_pytree_node(\n"
     ]
    }
   ],
   "source": [
    "model_name = \"HooshvareLab/bert-fa-base-uncased-sentiment-deepsentipers-multi\"\n",
    "tokenizer = AutoTokenizer.from_pretrained(model_name)\n",
    "model = AutoModelForSequenceClassification.from_pretrained(model_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(sentences, tokenizer, max_length=256):\n",
    "    encoding = tokenizer(\n",
    "        sentences,\n",
    "        padding=True,\n",
    "        truncation=True,\n",
    "        max_length=max_length,\n",
    "        return_tensors='pt'\n",
    "    )\n",
    "    return encoding\n",
    "\n",
    "\n",
    "def predict_in_batches(sentiments, model, tokenizer, batch_size=32):\n",
    "    model.eval()\n",
    "    all_predictions = []\n",
    "    \n",
    "    for i in range(0, len(sentiments), batch_size):\n",
    "        batch = sentiments[i:i + batch_size]\n",
    "        inputs = preprocess(batch, tokenizer)\n",
    "        with torch.no_grad():\n",
    "            outputs = model(**inputs)\n",
    "            predictions = torch.nn.functional.softmax(outputs.logits, dim=-1)\n",
    "            all_predictions.extend(predictions)\n",
    "    \n",
    "    return torch.stack(all_predictions)\n",
    "\n",
    "def get_sentiment_labels(predictions):\n",
    "    labels = ['Furious', 'Angry', 'Neutral', 'Happy', 'Delighted']\n",
    "    sentiment_labels = []\n",
    "    for prediction in predictions:\n",
    "        label_id = torch.argmax(prediction).item()\n",
    "        sentiment_labels.append(labels[label_id])\n",
    "    return sentiment_labels\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dict_id</th>\n",
       "      <th>date</th>\n",
       "      <th>text</th>\n",
       "      <th>persian_year</th>\n",
       "      <th>persian_month</th>\n",
       "      <th>persian_day</th>\n",
       "      <th>hour</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>PP_text</th>\n",
       "      <th>length</th>\n",
       "      <th>num_tokens</th>\n",
       "      <th>lemma_text</th>\n",
       "      <th>stem_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>2023-03-09 01:37:38</td>\n",
       "      <td>امروز؛ سحرگاه ۱۸ام اسفندماه، فرزند دومم متولد شد.</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>امروز؛ سحرگاه ۱۸ام اسفندماه فرزند دومم متولد شد</td>\n",
       "      <td>48</td>\n",
       "      <td>10</td>\n",
       "      <td>امروز سحرگاه ۱۸ ام اسفندماه فرزند دوم متولد</td>\n",
       "      <td>امروز سحرگاه ۱۸ ا اسفندماه فرزند دوم متولد</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>2023-03-09 02:11:02</td>\n",
       "      <td>من کیستم؟\\n\\nمبر ز موی سپیدم گمان به عمر دراز\\...</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>من کیستم مبر ز موی سپیدم گمان به عمر درازجوان ...</td>\n",
       "      <td>189</td>\n",
       "      <td>36</td>\n",
       "      <td>کیستم مبر ز مو سپید گمان عمر درازجوان ز حادث پ...</td>\n",
       "      <td>کیس مبر ز مو سپید گ عمر درازجو ز حادث پیر میشو...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>2023-03-09 02:20:06</td>\n",
       "      <td>['شاید به دردتان خورد:\\n\\nبداهه یا حرف\\u200cها...</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>شاید به دردتان خورد بداهه یا حرفهای روزمره ຯپ...</td>\n",
       "      <td>298</td>\n",
       "      <td>54</td>\n",
       "      <td>درد خورد بداهه حرف روزمره ຯپسرام هیونگی گرگ এل...</td>\n",
       "      <td>درد خورد بداهه حرف روزمره ຯپسرا هیونگ گرگ এلحظ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "      <td>2023-03-09 16:00:14</td>\n",
       "      <td>سلام بر راه، که جدایی و وصال همگان از اوست!</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>16</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>سلام بر راه که جدایی و وصال همگان از اوست</td>\n",
       "      <td>42</td>\n",
       "      <td>10</td>\n",
       "      <td>سلام جدایی وصال همگان اوست</td>\n",
       "      <td>سلا جدا وصال همگ اوس</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10</td>\n",
       "      <td>2023-03-09 17:54:51</td>\n",
       "      <td>این دفعه، زمان بیشتری رو توی تاریکی می‌گذرونیم.</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>17</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>این دفعه زمان بیشتری رو توی تاریکی میگذرونیم</td>\n",
       "      <td>45</td>\n",
       "      <td>8</td>\n",
       "      <td>دفعه زمان تو تاریکی میگذرونیم</td>\n",
       "      <td>دفعه ز تو تاریک میگذرون</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   dict_id                date  \\\n",
       "0        4 2023-03-09 01:37:38   \n",
       "1        7 2023-03-09 02:11:02   \n",
       "2        8 2023-03-09 02:20:06   \n",
       "3        9 2023-03-09 16:00:14   \n",
       "4       10 2023-03-09 17:54:51   \n",
       "\n",
       "                                                text  persian_year  \\\n",
       "0  امروز؛ سحرگاه ۱۸ام اسفندماه، فرزند دومم متولد شد.          1401   \n",
       "1  من کیستم؟\\n\\nمبر ز موی سپیدم گمان به عمر دراز\\...          1401   \n",
       "2  ['شاید به دردتان خورد:\\n\\nبداهه یا حرف\\u200cها...          1401   \n",
       "3        سلام بر راه، که جدایی و وصال همگان از اوست!          1401   \n",
       "4    این دفعه، زمان بیشتری رو توی تاریکی می‌گذرونیم.          1401   \n",
       "\n",
       "   persian_month  persian_day  hour day_of_week  \\\n",
       "0             12           18     1    Thursday   \n",
       "1             12           18     2    Thursday   \n",
       "2             12           18     2    Thursday   \n",
       "3             12           18    16    Thursday   \n",
       "4             12           18    17    Thursday   \n",
       "\n",
       "                                             PP_text  length  num_tokens  \\\n",
       "0   امروز؛ سحرگاه ۱۸ام اسفندماه فرزند دومم متولد شد       48          10   \n",
       "1  من کیستم مبر ز موی سپیدم گمان به عمر درازجوان ...     189          36   \n",
       "2   شاید به دردتان خورد بداهه یا حرفهای روزمره ຯپ...     298          54   \n",
       "3         سلام بر راه که جدایی و وصال همگان از اوست       42          10   \n",
       "4      این دفعه زمان بیشتری رو توی تاریکی میگذرونیم       45           8   \n",
       "\n",
       "                                          lemma_text  \\\n",
       "0        امروز سحرگاه ۱۸ ام اسفندماه فرزند دوم متولد   \n",
       "1  کیستم مبر ز مو سپید گمان عمر درازجوان ز حادث پ...   \n",
       "2  درد خورد بداهه حرف روزمره ຯپسرام هیونگی گرگ এل...   \n",
       "3                         سلام جدایی وصال همگان اوست   \n",
       "4                      دفعه زمان تو تاریکی میگذرونیم   \n",
       "\n",
       "                                           stem_text  \n",
       "0         امروز سحرگاه ۱۸ ا اسفندماه فرزند دوم متولد  \n",
       "1  کیس مبر ز مو سپید گ عمر درازجو ز حادث پیر میشو...  \n",
       "2  درد خورد بداهه حرف روزمره ຯپسرا هیونگ گرگ এلحظ...  \n",
       "3                               سلا جدا وصال همگ اوس  \n",
       "4                            دفعه ز تو تاریک میگذرون  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_json(r'data/PP-data.json')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sentences = df['PP_text'].tolist()\n",
    "predictions = predict_in_batches(sentences, model, tokenizer)\n",
    "sentiment_labels = get_sentiment_labels(predictions)\n",
    "\n",
    "df['sentiment'] = sentiment_labels\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dict_id</th>\n",
       "      <th>date</th>\n",
       "      <th>text</th>\n",
       "      <th>persian_year</th>\n",
       "      <th>persian_month</th>\n",
       "      <th>persian_day</th>\n",
       "      <th>hour</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>PP_text</th>\n",
       "      <th>length</th>\n",
       "      <th>num_tokens</th>\n",
       "      <th>lemma_text</th>\n",
       "      <th>stem_text</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>2023-03-09 01:37:38</td>\n",
       "      <td>امروز؛ سحرگاه ۱۸ام اسفندماه، فرزند دومم متولد شد.</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>امروز؛ سحرگاه ۱۸ام اسفندماه فرزند دومم متولد شد</td>\n",
       "      <td>48</td>\n",
       "      <td>10</td>\n",
       "      <td>امروز سحرگاه ۱۸ ام اسفندماه فرزند دوم متولد</td>\n",
       "      <td>امروز سحرگاه ۱۸ ا اسفندماه فرزند دوم متولد</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>2023-03-09 02:11:02</td>\n",
       "      <td>من کیستم؟\\n\\nمبر ز موی سپیدم گمان به عمر دراز\\...</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>من کیستم مبر ز موی سپیدم گمان به عمر درازجوان ...</td>\n",
       "      <td>189</td>\n",
       "      <td>36</td>\n",
       "      <td>کیستم مبر ز مو سپید گمان عمر درازجوان ز حادث پ...</td>\n",
       "      <td>کیس مبر ز مو سپید گ عمر درازجو ز حادث پیر میشو...</td>\n",
       "      <td>Furious</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>2023-03-09 02:20:06</td>\n",
       "      <td>['شاید به دردتان خورد:\\n\\nبداهه یا حرف\\u200cها...</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>شاید به دردتان خورد بداهه یا حرفهای روزمره ຯپ...</td>\n",
       "      <td>298</td>\n",
       "      <td>54</td>\n",
       "      <td>درد خورد بداهه حرف روزمره ຯپسرام هیونگی گرگ এل...</td>\n",
       "      <td>درد خورد بداهه حرف روزمره ຯپسرا هیونگ گرگ এلحظ...</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "      <td>2023-03-09 16:00:14</td>\n",
       "      <td>سلام بر راه، که جدایی و وصال همگان از اوست!</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>16</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>سلام بر راه که جدایی و وصال همگان از اوست</td>\n",
       "      <td>42</td>\n",
       "      <td>10</td>\n",
       "      <td>سلام جدایی وصال همگان اوست</td>\n",
       "      <td>سلا جدا وصال همگ اوس</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10</td>\n",
       "      <td>2023-03-09 17:54:51</td>\n",
       "      <td>این دفعه، زمان بیشتری رو توی تاریکی می‌گذرونیم.</td>\n",
       "      <td>1401</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>17</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>این دفعه زمان بیشتری رو توی تاریکی میگذرونیم</td>\n",
       "      <td>45</td>\n",
       "      <td>8</td>\n",
       "      <td>دفعه زمان تو تاریکی میگذرونیم</td>\n",
       "      <td>دفعه ز تو تاریک میگذرون</td>\n",
       "      <td>Angry</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   dict_id                date  \\\n",
       "0        4 2023-03-09 01:37:38   \n",
       "1        7 2023-03-09 02:11:02   \n",
       "2        8 2023-03-09 02:20:06   \n",
       "3        9 2023-03-09 16:00:14   \n",
       "4       10 2023-03-09 17:54:51   \n",
       "\n",
       "                                                text  persian_year  \\\n",
       "0  امروز؛ سحرگاه ۱۸ام اسفندماه، فرزند دومم متولد شد.          1401   \n",
       "1  من کیستم؟\\n\\nمبر ز موی سپیدم گمان به عمر دراز\\...          1401   \n",
       "2  ['شاید به دردتان خورد:\\n\\nبداهه یا حرف\\u200cها...          1401   \n",
       "3        سلام بر راه، که جدایی و وصال همگان از اوست!          1401   \n",
       "4    این دفعه، زمان بیشتری رو توی تاریکی می‌گذرونیم.          1401   \n",
       "\n",
       "   persian_month  persian_day  hour day_of_week  \\\n",
       "0             12           18     1    Thursday   \n",
       "1             12           18     2    Thursday   \n",
       "2             12           18     2    Thursday   \n",
       "3             12           18    16    Thursday   \n",
       "4             12           18    17    Thursday   \n",
       "\n",
       "                                             PP_text  length  num_tokens  \\\n",
       "0   امروز؛ سحرگاه ۱۸ام اسفندماه فرزند دومم متولد شد       48          10   \n",
       "1  من کیستم مبر ز موی سپیدم گمان به عمر درازجوان ...     189          36   \n",
       "2   شاید به دردتان خورد بداهه یا حرفهای روزمره ຯپ...     298          54   \n",
       "3         سلام بر راه که جدایی و وصال همگان از اوست       42          10   \n",
       "4      این دفعه زمان بیشتری رو توی تاریکی میگذرونیم       45           8   \n",
       "\n",
       "                                          lemma_text  \\\n",
       "0        امروز سحرگاه ۱۸ ام اسفندماه فرزند دوم متولد   \n",
       "1  کیستم مبر ز مو سپید گمان عمر درازجوان ز حادث پ...   \n",
       "2  درد خورد بداهه حرف روزمره ຯپسرام هیونگی گرگ এل...   \n",
       "3                         سلام جدایی وصال همگان اوست   \n",
       "4                      دفعه زمان تو تاریکی میگذرونیم   \n",
       "\n",
       "                                           stem_text sentiment  \n",
       "0         امروز سحرگاه ۱۸ ا اسفندماه فرزند دوم متولد   Neutral  \n",
       "1  کیس مبر ز مو سپید گ عمر درازجو ز حادث پیر میشو...   Furious  \n",
       "2  درد خورد بداهه حرف روزمره ຯپسرا هیونگ گرگ এلحظ...   Neutral  \n",
       "3                               سلا جدا وصال همگ اوس   Neutral  \n",
       "4                            دفعه ز تو تاریک میگذرون     Angry  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df.to_json('data/SA-data.json')\n",
    "\n",
    "\n",
    "df = pd.read_json(r'data/SA-data.json')\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def func(pct, allvals):\n",
    "    absolute = int(round(pct/100.*sum(allvals)))\n",
    "    return \"{:.1f}%\\n({:d})\".format(pct, absolute)\n",
    "\n",
    "sentiment_counts = df['sentiment'].value_counts()\n",
    "plt.figure(figsize=(6, 6))\n",
    "sentiment_counts.plot(kind='pie', autopct=lambda pct: func(pct, sentiment_counts), startangle=90, counterclock=False)\n",
    "plt.ylabel('')\n",
    "plt.title(f'number of the messages is {len(df)}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "custom_order = ['Saturday','Sunday' , 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday']\n",
    "df['day_of_week'] = pd.Categorical(df['day_of_week'], categories=custom_order, ordered=True)\n",
    "\n",
    "grouped = df.groupby(['day_of_week', 'sentiment']).size().unstack(fill_value=0)\n",
    "\n",
    "grouped_percent = grouped.div(grouped.sum(axis=1), axis=0) * 100\n",
    "\n",
    "ax = grouped_percent.plot(kind='bar', figsize=(12, 8), width=0.8)\n",
    "\n",
    "for p in ax.patches:\n",
    "    height = p.get_height()\n",
    "    if height > 0:\n",
    "        ax.annotate(f'{height:.1f}%', (p.get_x() + p.get_width() / 2., height),\n",
    "                    ha='center', va='center', fontsize=10, color='black', xytext=(0, 5),\n",
    "                    textcoords='offset points')\n",
    "\n",
    "plt.xlabel('Day of Week')\n",
    "plt.ylabel('Percentage of Sentiments')\n",
    "plt.title('Sentiment Distribution by Day of Week')\n",
    "plt.legend(title='Sentiment')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[(df['hour']<=5),'time']='night'\n",
    "df.loc[((df['hour']>5) & (df['hour']<=10)),'time']='sunrise'\n",
    "df.loc[((df['hour']>10) & (df['hour']<=16)),'time']='noon'\n",
    "df.loc[((df['hour']>16) & (df['hour']<=21)),'time']='after noon'\n",
    "df.loc[((df['hour']>21)),'time']='mid night'\n",
    "\n",
    "\n",
    "\n",
    "df.loc[(df['persian_day']<=6),'week_no']='first'\n",
    "df.loc[((df['persian_day']>6) & (df['persian_day']<=12)),'week_no']='second'\n",
    "df.loc[((df['persian_day']>12) & (df['persian_day']<=18)),'week_no']='third'\n",
    "df.loc[((df['persian_day']>18) & (df['persian_day']<=24)),'week_no']='fourth'\n",
    "df.loc[((df['persian_day']>24)),'week_no']='fifth'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def func(pct, allvals):\n",
    "    absolute = int(round(pct/100.*sum(allvals)))\n",
    "    return \"{:.1f}%\\n({:d})\".format(pct, absolute)\n",
    "\n",
    "sentiment_counts = df['time'].value_counts()\n",
    "plt.figure(figsize=(6, 6))\n",
    "sentiment_counts.plot(kind='pie', autopct=lambda pct: func(pct, sentiment_counts), startangle=90, counterclock=False)\n",
    "plt.ylabel('')\n",
    "plt.title(f'number of the messages is {len(df)}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "custom_order = ['sunrise','noon' , 'after noon', 'mid night', 'night']\n",
    "df['time'] = pd.Categorical(df['time'], categories=custom_order, ordered=True)\n",
    "\n",
    "grouped = df.groupby(['time', 'sentiment']).size().unstack(fill_value=0)\n",
    "\n",
    "grouped_percent = grouped.div(grouped.sum(axis=1), axis=0) * 100\n",
    "\n",
    "ax = grouped_percent.plot(kind='bar', figsize=(10, 8), width=0.8)\n",
    "\n",
    "for p in ax.patches:\n",
    "    height = p.get_height()\n",
    "    if height > 0:\n",
    "        ax.annotate(f'{height:.1f}%', (p.get_x() + p.get_width() / 2., height),\n",
    "                    ha='center', va='center', fontsize=10, color='black', xytext=(0, 5),\n",
    "                    textcoords='offset points')\n",
    "\n",
    "plt.xlabel('daytimes')\n",
    "plt.ylabel('Percentage of Sentiments')\n",
    "plt.title('Sentiment Distribution by Times of day')\n",
    "plt.legend(title='Sentiment')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def func(pct, allvals):\n",
    "    absolute = int(round(pct/100.*sum(allvals)))\n",
    "    return \"{:.1f}%\\n({:d})\".format(pct, absolute)\n",
    "\n",
    "sentiment_counts = df['week_no'].value_counts()\n",
    "plt.figure(figsize=(6, 6))\n",
    "sentiment_counts.plot(kind='pie', autopct=lambda pct: func(pct, sentiment_counts), startangle=90, counterclock=False)\n",
    "plt.ylabel('')\n",
    "plt.title(f'number of the messages is {len(df)}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "custom_order = ['first','second' , 'third', 'fourth', 'fifth']\n",
    "df['week_no'] = pd.Categorical(df['week_no'], categories=custom_order, ordered=True)\n",
    "\n",
    "grouped = df.groupby(['week_no', 'sentiment']).size().unstack(fill_value=0)\n",
    "\n",
    "grouped_percent = grouped.div(grouped.sum(axis=1), axis=0) * 100\n",
    "\n",
    "ax = grouped_percent.plot(kind='bar', figsize=(10, 8), width=0.8)\n",
    "\n",
    "for p in ax.patches:\n",
    "    height = p.get_height()\n",
    "    if height > 0:\n",
    "        ax.annotate(f'{height:.1f}%', (p.get_x() + p.get_width() / 2., height),\n",
    "                    ha='center', va='center', fontsize=10, color='black', xytext=(0, 5),\n",
    "                    textcoords='offset points')\n",
    "\n",
    "plt.xlabel('week number')\n",
    "plt.ylabel('Percentage of Sentiments')\n",
    "plt.title('Sentiment Distribution by week number')\n",
    "plt.legend(title='Sentiment')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "word_frequencies = {}\n",
    "\n",
    "for label in df['sentiment'].unique():\n",
    "    subset = df[df['sentiment'] == label]\n",
    "    combined_text = ' '.join(subset['lemma_text'])\n",
    "    tokens = word_tokenize(combined_text)\n",
    "    word_freq = Counter(tokens)\n",
    "    top_words = word_freq.most_common(10)\n",
    "    word_frequencies[label] = top_words\n",
    "\n",
    "for label, top_words in word_frequencies.items():\n",
    "    words, frequencies = zip(*top_words)\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    persian_words = [get_display(reshape(lab)) for lab in words]\n",
    "    plt.bar(persian_words, frequencies)\n",
    "    plt.xlabel('Words')\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.title(f'Top 10 Words for Label {label}')\n",
    "    plt.xticks(rotation=45)\n",
    "\n",
    "    for i, freq in enumerate(frequencies):\n",
    "        plt.text(i, freq + 1, str(freq), ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bigram_frequencies = {}\n",
    "\n",
    "for label in df['sentiment'].unique():\n",
    "    subset = df[df['sentiment'] == label]\n",
    "    combined_text = ' '.join(subset['lemma_text'])\n",
    "    tokens = word_tokenize(combined_text)\n",
    "    bigrams = list(ngrams(tokens, 2))\n",
    "    bigram_freq = Counter(bigrams)\n",
    "    top_bigrams = bigram_freq.most_common(10)\n",
    "    bigram_frequencies[label] = top_bigrams\n",
    "\n",
    "for label, top_bigrams in bigram_frequencies.items():\n",
    "    bigrams, frequencies = zip(*top_bigrams)\n",
    "    bigram_labels = [' '.join(bigram) for bigram in bigrams]\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    persian_bigrams = [get_display(reshape(bigram)) for bigram in bigram_labels]\n",
    "    plt.bar(persian_bigrams, frequencies)\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.title(f'Top 10 Bigrams for Label {label}')\n",
    "    plt.xticks(rotation=45)\n",
    "    for i, freq in enumerate(frequencies):\n",
    "        plt.text(i, freq + 1, str(freq), ha='center', va='bottom', fontsize=10)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Mostafa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44316 (\\N{HANGUL SYLLABLE GWAEN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "c:\\Users\\Mostafa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 52270 (\\N{HANGUL SYLLABLE CANH}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "c:\\Users\\Mostafa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50500 (\\N{HANGUL SYLLABLE A}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "c:\\Users\\Mostafa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 51656 (\\N{HANGUL SYLLABLE JIL}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "c:\\Users\\Mostafa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 44144 (\\N{HANGUL SYLLABLE GEO}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "c:\\Users\\Mostafa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 50556 (\\N{HANGUL SYLLABLE YA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "c:\\Users\\Mostafa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 45796 (\\N{HANGUL SYLLABLE DA}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0EAAAKYCAYAAAC1u/OKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAACLoUlEQVR4nOzdd3gU1dvG8XuTQOih9ypVeu9KB0EEK4JIExAFBMUKSlMRFEFsIDZEiiAgKtIEpCNVqvTepRMIEFKe9w/e3V9CQmghm+x8P9fFpTs7mzxzMjM798ycMy4zMwEAAACAQ/h5uwAAAAAASEiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQghKggYMGCCXyxXtX7FixbxdFgAAAJAkBHi7ANyZEiVKaP78+Z7XAQH8KQEAAIBbwZFzEhUQEKDs2bN7uwwAAAAgyeF2uCRq165dypkzp+677z61bt1aBw8e9HZJAAAAQJLgMjPzdhG4PbNnz9bFixdVtGhRHTt2TAMHDtSRI0e0ZcsWpU2b1tvlAQAAAIkaIcgHnDt3Tvny5dPw4cPVsWNHb5cDAAAAJGrcDucD0qdPryJFimj37t3eLgUAAABI9AhBPuDixYvas2ePcuTI4e1SAAAAgESPEJQEvfbaa1q8eLH279+vFStW6LHHHpO/v79atWrl7dIAAACARI8hspOgw4cPq1WrVjp9+rSyZMmimjVrauXKlcqSJYu3SwMAAAASPQZGAAAAAOAo3A4HAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAD7ihx9+kMvl0v79+71dSoK7ePGiOnXqpOzZs8vlcunll1/2dkm3rH379kqTJk28/szatWurdu3a8foz70b+/PnVvn17b5cBAB6EIABJhsvluqV/ixYtuue1jBo1Sk899ZTy5s0rl8sV5wHeuXPn9PzzzytLlixKnTq16tSpo3/++eeWfk/t2rWjLVvy5MlVoEABPf/88zp06FA8LU3S98EHH+iHH37Qiy++qHHjxqlNmzb39Pflz59fTZs2vae/IyHkz5//htvRlStXvF0eANwzAd4uAABu1bhx46K9/vHHHzVv3rwY0++///57XsuHH36oCxcuqHLlyjp27NgN54uMjNTDDz+sjRs36vXXX1fmzJk1cuRI1a5dW+vWrVPhwoVv+rty586twYMHS5KuXr2qrVu36quvvtLcuXO1bds2pUqVSpLUpk0btWzZUoGBgfGzkEnIX3/9papVq6p///7eLiXJKVu2rF599dUY05MnTx5vv2PHjh3y8+O8K4DEgxAEIMl49tlno71euXKl5s2bF2N6Qli8eLHnKlBctzJNnTpVK1as0JQpU/Tkk09Kklq0aKEiRYqof//+mjhx4k1/V1BQUIxlLFCggLp3767ly5erQYMGkiR/f3/5+/vfxVJFFxISotSpU8fbz7uXTpw4oeLFi8fbzwsPD1dkZGS8BoHEKleuXPdkGzIzXblyRSlTpnRkMAeQuHFaBoBPCQkJ0auvvqo8efIoMDBQRYsW1ccffywzizafy+VS9+7dNWHCBBUtWlQpUqRQhQoVtGTJklv6Pfny5ZPL5brpfFOnTlW2bNn0+OOPe6ZlyZJFLVq00G+//abQ0NDbW8D/lz17dklSQMD/zmXF1icoMjJSAwYMUM6cOZUqVSrVqVNHW7dujdFHw/3ZxYsXq2vXrsqaNaty584tSTpw4IC6du2qokWLKmXKlMqUKZOeeuqpGH2P3D9j2bJl6tGjh7JkyaL06dOrS5cuunr1qs6dO6e2bdsqQ4YMypAhg954440Yf5dJkyapQoUKSps2rdKlS6dSpUrp008/vWE7LFq0SC6XS/v27dPMmTM9t3K5aztx4oQ6duyobNmyKUWKFCpTpozGjh0b7Wfs379fLpdLH3/8sUaMGKGCBQsqMDBQW7duvdU/R6yWLl3quWUyMDBQefLk0SuvvKLLly/HOv/evXvVqFEjpU6dWjlz5tS7774bo30iIyM1YsQIlShRQilSpFC2bNnUpUsXnT179q5qvZEBAwbEup7Htq65bxGcO3euKlasqJQpU2r06NGe966/ZXTv3r166qmnlDFjRqVKlUpVq1bVzJkzb/p7pP/93aPe+rpr1y498cQTyp49u1KkSKHcuXOrZcuWOn/+/F21AQDfxJUgAD7DzNSsWTMtXLhQHTt2VNmyZTV37ly9/vrrOnLkiD755JNo8y9evFiTJ09Wjx49FBgYqJEjR+qhhx7S6tWrVbJkyXipaf369SpfvnyMW4EqV66sr7/+Wjt37lSpUqXi/BkRERE6deqUJCksLEzbtm1T//79VahQIdWoUSPOz/bu3VsfffSRHnnkETVq1EgbN25Uo0aNbtjfo2vXrsqSJYv69eunkJAQSdKaNWu0YsUKtWzZUrlz59b+/fs1atQo1a5dW1u3bvXcjuf20ksvKXv27Bo4cKBWrlypr7/+WunTp9eKFSuUN29effDBB5o1a5aGDh2qkiVLqm3btpKkefPmqVWrVqpXr54+/PBDSdK2bdu0fPly9ezZM9Z677//fo0bN06vvPKKcufO7bmtK0uWLLp8+bJq166t3bt3q3v37ipQoICmTJmi9u3b69y5czF+5pgxY3TlyhU9//zzCgwMVMaMGeNs25uZMmWKLl26pBdffFGZMmXS6tWr9fnnn+vw4cOaMmVKtHkjIiL00EMPqWrVqvroo480Z84c9e/fX+Hh4Xr33Xc983Xp0kU//PCDOnTooB49emjfvn364osvtH79ei1fvlzJkiW77TrDwsI865dbqlSpYvxdb8WOHTvUqlUrdenSRZ07d1bRokVjne+///5T9erVdenSJfXo0UOZMmXS2LFj1axZM02dOlWPPfbYbf3eq1evqlGjRgoNDfWsf0eOHNEff/yhc+fOKSgo6LaXBYCPMwBIorp162ZRd2O//vqrSbL3338/2nxPPvmkuVwu2717t2eaJJNka9eu9Uw7cOCApUiRwh577LHbqiN16tTWrl27G7733HPPxZg+c+ZMk2Rz5syJ82fXqlXLU2vUf/fff7/t3bs32rxjxowxSbZv3z4zMzt+/LgFBATYo48+Gm2+AQMGmKRoNbs/W7NmTQsPD482/6VLl2LU9ffff5sk+/HHH2P8jEaNGllkZKRnerVq1czlctkLL7zgmRYeHm65c+e2WrVqeab17NnT0qVLF+P334p8+fLZww8/HG3aiBEjTJKNHz/eM+3q1atWrVo1S5MmjQUHB5uZ2b59+0ySpUuXzk6cOHHHv+96sbXb4MGDzeVy2YEDBzzT2rVrZ5LspZde8kyLjIy0hx9+2JInT24nT540M7OlS5eaJJswYUK0nzlnzpwY02vVqhWtbeNajtjWr/79+5uZWf/+/S22Q4Xr17WoPyu2dTpfvnzR1reXX37ZJNnSpUs90y5cuGAFChSw/PnzW0RExA1/j5nZwoULTZItXLjQzMzWr19vkmzKlCk3XWYAMDPjdjgAPmPWrFny9/dXjx49ok1/9dVXZWaaPXt2tOnVqlVThQoVPK/z5s2r5s2ba+7cuYqIiIiXmi5fvhxrf4gUKVJ43r+Z/Pnza968eZo3b55mz56tESNG6Pz582rcuLFOnjx5w88tWLBA4eHh6tq1a7TpL7300g0/07lz5xj9ilKmTOn5/7CwMJ0+fVqFChVS+vTpYx3lrmPHjtFuoapSpYrMTB07dvRM8/f3V8WKFbV3717PtPTp0yskJETz5s27YX23Y9asWcqePbtatWrlmZYsWTL16NFDFy9e1OLFi6PN/8QTTyhLlizx8rul6O0WEhKiU6dOqXr16jIzrV+/Psb83bt39/y/+3bNq1evav78+ZKuXVkKCgpSgwYNdOrUKc+/ChUqKE2aNFq4cOEd1VmlShXP+uX+5746d7sKFCigRo0a3XS+WbNmqXLlyqpZs6ZnWpo0afT8889r//79t30rovtKz9y5c3Xp0qXbKxqAI3E7HACfceDAAeXMmVNp06aNNt09WtyBAweiTY9tZLYiRYro0qVLOnnypKffzd1ImTJlrP1+3LejRT1QvpHUqVOrfv36ntcPPfSQatasqYoVK2rIkCEaNmxYrJ9zL2+hQoWiTc+YMaMyZMgQ62cKFCgQY9rly5c1ePBgjRkzRkeOHInWTyW2/hZ58+aN9tp9gJonT54Y06P2Zenatat+/vlnNW7cWLly5VLDhg3VokULPfTQQ7HWejMHDhxQ4cKFY9yKeKP1IbZlvxsHDx5Uv3799Pvvv8fos3N9u/n5+em+++6LNq1IkSKS5OkPs2vXLp0/f15Zs2aN9fedOHHijurMnDlztPXrbtxqGx44cEBVqlSJMT3q3+Z2bkktUKCAevXqpeHDh2vChAl64IEH1KxZMz377LPcCgcgVoQgALiHcuTIEesQ2u5pOXPmvKOfW6FCBQUFBd3yQA63KrZQ9tJLL2nMmDF6+eWXVa1aNQUFBcnlcqlly5aKjIyMMf+NRqiLbXrUQJU1a1Zt2LBBc+fO1ezZszV79myNGTNGbdu2jTGYwb1wK4H0VkVERKhBgwY6c+aM3nzzTRUrVkypU6fWkSNH1L59+1jb7WYiIyOVNWtWTZgwIdb34/MqltuNBv+40ZXS+GzD2/39w4YNU/v27fXbb7/pzz//VI8ePTR48GCtXLnSM8gHALgRggD4jHz58mn+/Pm6cOFCtKtB27dv97wf1a5du2L8jJ07dypVqlTxdkBZtmxZLV26VJGRkdGuSKxatUqpUqXynO2/ExEREbp48eIN33cv7+7du6OdoT99+vRtjSY2depUtWvXLtoVpytXrujcuXO3X/RNJE+eXI888ogeeeQRRUZGqmvXrho9erT69u0b44rWzeTLl0+bNm2K0fY3Wh/i0+bNm7Vz506NHTs22q1lN7rVLzIyUnv37o22PuzcuVPStdshJalgwYKaP3++atSoEe9h40bcVwzPnTun9OnTe6ZffxXtduXLl087duyIMf36v03U3x/VjX5/qVKlVKpUKb3zzjtasWKFatSooa+++krvv//+XdULwPfQJwiAz2jSpIkiIiL0xRdfRJv+ySefyOVyqXHjxtGm//3339H6tBw6dEi//fabGjZsGG/P23nyySf133//6ZdffvFMO3XqlKZMmaJHHnnkjp+fsnDhQl28eFFlypS54Tz16tVTQECARo0aFW369e1zM/7+/jGGav7888/jrd+U2+nTp6O99vPzU+nSpSXpjoYSb9KkiY4fP67Jkyd7poWHh+vzzz9XmjRpVKtWrbsrOA7u9Sdqu5lZnMN9R/27mJm++OILJUuWTPXq1ZN07flSEREReu+992J8Njw8/J6E0oIFC0pStCuOISEhd31lrkmTJlq9erX+/vvvaD/366+/Vv78+T3PfIrt90dEROjrr7+O9vOCg4MVHh4ebVqpUqXk5+d3x8PQA/BtXAkC4DMeeeQR1alTR2+//bb279+vMmXK6M8//9Rvv/2ml19+2XNA5VayZEk1atQo2hDZkjRw4MCb/q4ZM2Zo48aNkq4NFrBp0ybP2eZmzZp5Dt6ffPJJVa1aVR06dNDWrVuVOXNmjRw5UhEREbf0e6Rr/UfGjx8v6drB7o4dOzRq1CilTJlSb7311g0/ly1bNvXs2VPDhg1Ts2bN9NBDD2njxo2aPXu2MmfOfEvPOZKkpk2baty4cQoKClLx4sX1999/a/78+cqUKdMtff5WderUSWfOnFHdunWVO3duHThwQJ9//rnKli3r6StyO55//nmNHj1a7du317p165Q/f35NnTpVy5cv14gRI2L0Hbtdu3fvjvUKQ7ly5dSwYUMVLFhQr732mo4cOaJ06dJp2rRpN7wClyJFCs2ZM0ft2rVTlSpVNHv2bM2cOVN9+vTxXJWsVauWunTposGDB2vDhg1q2LChkiVLpl27dmnKlCn69NNPPQ/kjS8NGzZU3rx51bFjR73++uvy9/fX999/ryxZsujgwYN3/HPfeust/fTTT2rcuLF69OihjBkzauzYsdq3b5+mTZvmuXJXokQJVa1aVb1799aZM2eUMWNGTZo0KUbg+euvv9S9e3c99dRTKlKkiMLDwzVu3Dj5+/vriSeeuKs2AOCjvDYuHQDcpeuHyDa7NszuK6+8Yjlz5rRkyZJZ4cKFbejQodGGbDa7NkR2t27dbPz48Va4cGELDAy0cuXKeYbcvRn3sMax/RszZky0ec+cOWMdO3a0TJkyWapUqaxWrVq2Zs2aW/o91w+R7XK5LGPGjNasWTNbt25dtHljG044PDzc+vbta9mzZ7eUKVNa3bp1bdu2bZYpU6ZoQ1a7PxtbXWfPnrUOHTpY5syZLU2aNNaoUSPbvn17jGGPb/Qz3MMsu4d6jtqGqVOn9ryeOnWqNWzY0LJmzWrJkye3vHnzWpcuXezYsWM3bacbDVn933//eWpPnjy5lSpVKsbfxz1E9tChQ2/6e6L+vhv9/Tt27GhmZlu3brX69etbmjRpLHPmzNa5c2fbuHFjjHXE3Q579uyxhg0bWqpUqSxbtmzWv39/z1DRUX399ddWoUIFS5kypaVNm9ZKlSplb7zxhh09etQzz+0MkX2zob7XrVtnVapU8fxNhg8ffsMhsm/0s65fV8zM9uzZY08++aSlT5/eUqRIYZUrV7Y//vgjxmf37Nlj9evXt8DAQMuWLZv16dPH5s2bF22I7L1799pzzz1nBQsWtBQpUljGjBmtTp06Nn/+/Ju2AQBncpldd48DADiAy+VSt27dbvvWMF9w7tw5ZciQQe+//77efvttb5cDAECCo08QAPiw2J5DNGLECElS7dq1E7YYAAASCfoEAYAPmzx5sn744Qc1adJEadKk0bJly/TTTz+pYcOGqlGjhrfLAwDAKwhBAODDSpcurYCAAH300UcKDg72DJbAkMEAACejTxAAAAAAR6FPEAAAAABHIQQBAAAAcJQk3ScoMjJSR48eVdq0aW/5oX8AAAAAfI+Z6cKFC8qZM6fnocs3kqRD0NGjR5UnTx5vlwEAAAAgkTh06JBy584d5zxJOgSlTZtW0rUFTZcunZerAQAAAOAtwcHBypMnjycjxCVJhyD3LXDp0qUjBAEAAAC4pW4yDIwAAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEAAAAwFEIQQAAAAAchRAEnzZkyBC5XC69/PLL3i4lUaJ94kb7AADgmwhB8Flr1qzR6NGjVbp0aW+XkijRPnGjfQAA8F2EIPikixcvqnXr1vrmm2+UIUMGb5eT6NA+caN9AADwbYQg+KRu3brp4YcfVv369b1dSqJE+8SN9gEAwLcFeLsAIL5NmjRJ//zzj9asWePtUhIl2idutA8AAL6PEASfcujQIfXs2VPz5s1TihQpvF1OokP7xI32AQDAGVxmZt4u4k4FBwcrKChI58+fV7p06bxdDhKBX3/9VY899pj8/f090yIiIuRyueTn56fQ0NBo7zkN7RM32gcAgKTrdrIBV4LgU+rVq6fNmzdHm9ahQwcVK1ZMb775puMPYGmfuNE+AAA4AyEIPiVt2rQqWbJktGmpU6dWpkyZYkx3ItonbrQPAADO4NXR4QYMGCCXyxXtX7FixbxZEgAAAAAf5/UrQSVKlND8+fM9rwMCvF4SfMyiRYu8XUKiRvvEjfYBAMD3eD1xBAQEKHv27N4uAwAAAIBDeP1hqbt27VLOnDl13333qXXr1jp48OAN5w0NDVVwcHC0fwAAAABwO7w6RPbs2bN18eJFFS1aVMeOHdPAgQN15MgRbdmyRWnTpo0x/4ABAzRw4MAY0xPLENn535rp7RISxP4hD3u7BAAAACCa2xkiO1E9J+jcuXPKly+fhg8fro4dO8Z4PzQ0VKGhoZ7XwcHBypMnDyEogRGCAAAAkNgk2ecEpU+fXkWKFNHu3btjfT8wMFCBgYEJXBUAAAAAX+L1PkFRXbx4UXv27FGOHDm8XQoAAAAAH+XVEPTaa69p8eLF2r9/v1asWKHHHntM/v7+atWqlTfLAgAAAODDvHo73OHDh9WqVSudPn1aWbJkUc2aNbVy5UplyZLFm2UBAAAA8GFeDUGTJk3y5q8HAAAA4ECJqk8QAAAAANxrhCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgDcklGjRql06dJKly6d0qVLp2rVqmn27NneLivRoH3iRvvEjfaJG+0TN9rn9hGCAAC3JHfu3BoyZIjWrVuntWvXqm7dumrevLn+/fdfb5eWKNA+caN94kb7xI32iRvtc/tcZmbeLuJOBQcHKygoSOfPn1e6dOm8XY7yvzXT2yUkiP1DHvZ2CQASiYwZM2ro0KHq2LGjt0tJlGifuNE+caN94kb7xM2J7XM72SAggWoCAPiQiIgITZkyRSEhIapWrZq3y0l0aJ+40T5xo33iRvvEjfa5NYQgAMAt27x5s6pVq6YrV64oTZo0mj59uooXL+7tshIN2idutE/caJ+40T5xo31uD32CAAC3rGjRotqwYYNWrVqlF198Ue3atdPWrVu9XVaiQfvEjfaJG+0TN9onbrTP7aFPUDyiTxAAp6lfv74KFiyo0aNHe7uURIn2iRvtEzfaJ260T9yc2D63kw24EgQAuGORkZEKDQ31dhmJFu0TN9onbrRP3GifuNE+caNPEADglvTu3VuNGzdW3rx5deHCBU2cOFGLFi3S3LlzvV1aokD7xI32iRvtEzfaJ260z+1LNCFoyJAh6t27t3r27KkRI0Z4uxwAwHVOnDihtm3b6tixYwoKClLp0qU1d+5cNWjQwNulJQq0T9xon7jRPnGjfeJG+9y+RNEnaM2aNWrRooXSpUunOnXq3HIIok+Qd9AnCAAAAIlNkuoTdPHiRbVu3VrffPONMmTI4O1yAAAAAPg4r4egbt266eGHH1b9+vVvOm9oaKiCg4Oj/QMAAACA2+HVPkGTJk3SP//8ozVr1tzS/IMHD9bAgQPvcVW4V7hdMG60T9xoHwAAEF+8diXo0KFD6tmzpyZMmKAUKVLc0md69+6t8+fPe/4dOnToHlcJAAAAwNd47UrQunXrdOLECZUvX94zLSIiQkuWLNEXX3yh0NBQ+fv7R/tMYGCgAgMDE7pUAAAAAD7EayGoXr162rx5c7RpHTp0ULFixfTmm2/GCEAAAAAAEB+8FoLSpk2rkiVLRpuWOnVqZcqUKcZ0AAAAAIgvXh8dDgAAAAASkldHh7veokWLvF0CAAAAAB/HlSAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjkIIAgAAAOAohCAAAAAAjuLVEDRq1CiVLl1a6dKlU7p06VStWjXNnj3bmyUBAAAA8HFeDUG5c+fWkCFDtG7dOq1du1Z169ZV8+bN9e+//3qzLAAAAAA+LMCbv/yRRx6J9nrQoEEaNWqUVq5cqRIlSnipKgAAAAC+zKshKKqIiAhNmTJFISEhqlatWqzzhIaGKjQ01PM6ODg4ocoDAAAA4CPuKATt3btX9913X7wUsHnzZlWrVk1XrlxRmjRpNH36dBUvXjzWeQcPHqyBAwfGy+8FAF+S/62Z3i7hnts/5OE7/iztEzfaJ260T9xonxtzQttId7f+eMsd9QkqVKiQ6tSpo/Hjx+vKlSt3VUDRokW1YcMGrVq1Si+++KLatWunrVu3xjpv7969df78ec+/Q4cO3dXvBgAAAOA8dxSC/vnnH5UuXVq9evVS9uzZ1aVLF61evfqOCkiePLkKFSqkChUqaPDgwSpTpow+/fTTWOcNDAz0jCTn/gcAAAAAt+OOQlDZsmX16aef6ujRo/r+++917Ngx1axZUyVLltTw4cN18uTJOy4oMjIyWr8fAAAAAIhPdzVEdkBAgB5//HFNmTJFH374oXbv3q3XXntNefLkUdu2bXXs2LE4P9+7d28tWbJE+/fv1+bNm9W7d28tWrRIrVu3vpuyAAAAAOCG7ioErV27Vl27dlWOHDk0fPhwvfbaa9qzZ4/mzZuno0ePqnnz5nF+/sSJE2rbtq2KFi2qevXqac2aNZo7d64aNGhwN2UBAAAAwA3d0ehww4cP15gxY7Rjxw41adJEP/74o5o0aSI/v2uZqkCBAvrhhx+UP3/+OH/Od999dye/HgAAAADu2B2FoFGjRum5555T+/btlSNHjljnyZo1KyEHAAAAQKJzRyFo165dN50nefLkateu3Z38eAAAAAC4Z+6oT9CYMWM0ZcqUGNOnTJmisWPH3nVRAAAAAHCv3FEIGjx4sDJnzhxjetasWfXBBx/cdVEAAAAAcK/cUQg6ePCgChQoEGN6vnz5dPDgwbsuCgAAAADulTsKQVmzZtWmTZtiTN+4caMyZcp010UBAAAAwL1yRyGoVatW6tGjhxYuXKiIiAhFRETor7/+Us+ePdWyZcv4rhEAAAAA4s0djQ733nvvaf/+/apXr54CAq79iMjISLVt25Y+QQAAAAAStTsKQcmTJ9fkyZP13nvvaePGjUqZMqVKlSqlfPnyxXd9AAAAABCv7igEuRUpUkRFihSJr1oAAAAA4J67oxAUERGhH374QQsWLNCJEycUGRkZ7f2//vorXooDAAAAgPh2RyGoZ8+e+uGHH/Twww+rZMmScrlc8V0XAAAAANwTdxSCJk2apJ9//llNmjSJ73oAAAAA4J66oyGykydPrkKFCsV3LQAAAABwz91RCHr11Vf16aefysziux4AAAAAuKfu6Ha4ZcuWaeHChZo9e7ZKlCihZMmSRXv/l19+iZfiAAAAACC+3VEISp8+vR577LH4rgUAAAAA7rk7CkFjxoyJ7zoAAAAAIEHcUZ8gSQoPD9f8+fM1evRoXbhwQZJ09OhRXbx4Md6KAwAAAID4dkdXgg4cOKCHHnpIBw8eVGhoqBo0aKC0adPqww8/VGhoqL766qv4rhMAAAAA4sUdXQnq2bOnKlasqLNnzyplypSe6Y899pgWLFgQb8UBAAAAQHy7oytBS5cu1YoVK5Q8efJo0/Pnz68jR47ES2EAAAAAcC/c0ZWgyMhIRURExJh++PBhpU2b9q6LAgAAAIB75Y5CUMOGDTVixAjPa5fLpYsXL6p///5q0qRJfNUGAAAAAPHujm6HGzZsmBo1aqTixYvrypUreuaZZ7Rr1y5lzpxZP/30U3zXCAAAAADx5o5CUO7cubVx40ZNmjRJmzZt0sWLF9WxY0e1bt062kAJAAAAAJDY3FEIkqSAgAA9++yz8VkLAAAAANxzdxSCfvzxxzjfb9u27R0VAwAAAAD32h2FoJ49e0Z7HRYWpkuXLil58uRKlSoVIQgAAABAonVHo8OdPXs22r+LFy9qx44dqlmzJgMjAAAAAEjU7igExaZw4cIaMmRIjKtEAAAAAJCYxFsIkq4NlnD06NH4/JEAAAAAEK/uqE/Q77//Hu21menYsWP64osvVKNGjXgpDAAAAADuhTsKQY8++mi01y6XS1myZFHdunU1bNiw+KgLAAAAAO6JOwpBkZGR8V0HAAAAACSIeO0TBAAAAACJ3R1dCerVq9ctzzt8+PA7+RUAAAAAcE/cUQhav3691q9fr7CwMBUtWlSStHPnTvn7+6t8+fKe+VwuV/xUCQAAAADx5I5C0COPPKK0adNq7NixypAhg6RrD1Dt0KGDHnjgAb366qvxWiQAAAAAxJc76hM0bNgwDR482BOAJClDhgx6//33GR0OAAAAQKJ2RyEoODhYJ0+ejDH95MmTunDhwl0XBQAAAAD3yh2FoMcee0wdOnTQL7/8osOHD+vw4cOaNm2aOnbsqMcffzy+awQAAACAeHNHfYK++uorvfbaa3rmmWcUFhZ27QcFBKhjx44aOnRovBYIAAAAAPHpjkJQqlSpNHLkSA0dOlR79uyRJBUsWFCpU6eO1+IAAAAAIL7d1cNSjx07pmPHjqlw4cJKnTq1zCy+6gIAAACAe+KOQtDp06dVr149FSlSRE2aNNGxY8ckSR07dmR4bAAAAACJ2h2FoFdeeUXJkiXTwYMHlSpVKs/0p59+WnPmzIm34gAAAAAgvt1Rn6A///xTc+fOVe7cuaNNL1y4sA4cOBAvhQEAAADAvXBHV4JCQkKiXQFyO3PmjAIDA++6KAAAAAC4V+4oBD3wwAP68ccfPa9dLpciIyP10UcfqU6dOvFWHAAAAADEtzu6He6jjz5SvXr1tHbtWl29elVvvPGG/v33X505c0bLly+P7xoBAAAAIN7c0ZWgkiVLaufOnapZs6aaN2+ukJAQPf7441q/fr0KFiwY3zUCAAAAQLy57StBYWFheuihh/TVV1/p7bffvhc1AQAAAMA9c9tXgpIlS6ZNmzbdi1oAAAAA4J67o9vhnn32WX333XfxXQsAAAAA3HN3NDBCeHi4vv/+e82fP18VKlRQ6tSpo70/fPjweCkOAAAAAOLbbYWgvXv3Kn/+/NqyZYvKly8vSdq5c2e0eVwuV/xVBwAAAADx7LZCUOHChXXs2DEtXLhQkvT000/rs88+U7Zs2e5JcQAAAAAQ326rT5CZRXs9e/ZshYSExGtBAAAAAHAv3dHACG7XhyIAAAAASOxuKwS5XK4YfX7oAwQAAAAgKbmtPkFmpvbt2yswMFCSdOXKFb3wwgsxRof75Zdf4q9CAAAAAIhHtxWC2rVrF+31s88+G6/FAAAAAMC9dlshaMyYMfeqDgAAAABIEHc1MAIAAAAAJDWEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CheDUGDBw9WpUqVlDZtWmXNmlWPPvqoduzY4c2SAAAAAPg4r4agxYsXq1u3blq5cqXmzZunsLAwNWzYUCEhId4sCwAAAIAPC/DmL58zZ0601z/88IOyZs2qdevW6cEHH/RSVQAAAAB8mVdD0PXOnz8vScqYMWOs74eGhio0NNTzOjg4OEHqAgAAAOA7Es3ACJGRkXr55ZdVo0YNlSxZMtZ5Bg8erKCgIM+/PHnyJHCVAAAAAJK6RBOCunXrpi1btmjSpEk3nKd37946f/6859+hQ4cSsEIAAAAAviBR3A7XvXt3/fHHH1qyZIly5859w/kCAwMVGBiYgJUBAAAA8DVeDUFmppdeeknTp0/XokWLVKBAAW+WAwAAAMABvBqCunXrpokTJ+q3335T2rRpdfz4cUlSUFCQUqZM6c3SAAAAAPgor/YJGjVqlM6fP6/atWsrR44cnn+TJ0/2ZlkAAAAAfJjXb4cDAAAAgISUaEaHAwAAAICEQAgCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACOQggCAAAA4CiEIAAAAACO4tUQtGTJEj3yyCPKmTOnXC6Xfv31V2+WAwAAAMABvBqCQkJCVKZMGX355ZfeLAMAAACAgwR485c3btxYjRs39mYJAAAAABzGqyHodoWGhio0NNTzOjg42IvVAAAAAEiKktTACIMHD1ZQUJDnX548ebxdEgAAAIAkJkmFoN69e+v8+fOef4cOHfJ2SQAAAACSmCR1O1xgYKACAwO9XQYAAACAJCxJXQkCAAAAgLvl1StBFy9e1O7duz2v9+3bpw0bNihjxozKmzevFysDAAAA4Ku8GoLWrl2rOnXqeF736tVLktSuXTv98MMPXqoKAAAAgC/zagiqXbu2zMybJQAAAABwGPoEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHAUQhAAAAAARyEEAQAAAHCURBGCvvzyS+XPn18pUqRQlSpVtHr1am+XBAAAAMBHeT0ETZ48Wb169VL//v31zz//qEyZMmrUqJFOnDjh7dIAAAAA+CCvh6Dhw4erc+fO6tChg4oXL66vvvpKqVKl0vfff+/t0gAAAAD4oABv/vKrV69q3bp16t27t2ean5+f6tevr7///jvG/KGhoQoNDfW8Pn/+vCQpODj43hd7CyJDL3m7hARxp+1N+8SN9okb7RM3J7TP3ezraZ+40T5xo33iRvvcmBPaRko8x+LuOszspvO67FbmukeOHj2qXLlyacWKFapWrZpn+htvvKHFixdr1apV0eYfMGCABg4cmNBlAgAAAEgiDh06pNy5c8c5j1evBN2u3r17q1evXp7XkZGROnPmjDJlyiSXy+XFyrwjODhYefLk0aFDh5QuXTpvl5Po0D5xo33iRvvEjfaJG+1zY7RN3GifuNE+cXN6+5iZLly4oJw5c950Xq+GoMyZM8vf31///fdftOn//fefsmfPHmP+wMBABQYGRpuWPn36e1likpAuXTpHrui3ivaJG+0TN9onbrRP3GifG6Nt4kb7xI32iZuT2ycoKOiW5vPqwAjJkydXhQoVtGDBAs+0yMhILViwINrtcQAAAAAQX7x+O1yvXr3Url07VaxYUZUrV9aIESMUEhKiDh06eLs0AAAAAD7I6yHo6aef1smTJ9WvXz8dP35cZcuW1Zw5c5QtWzZvl5boBQYGqn///jFuEcQ1tE/caJ+40T5xo33iRvvcGG0TN9onbrRP3GifW+fV0eEAAAAAIKF5/WGpAAAAAJCQCEEAAAAAHIUQBAAAgBjCw8MlXXv2CuBrCEEAAACIYfTo0dq7d69cLhdBCD6HEAQAAIBotm/frvfee08zZszQgQMH5HK5vF0SEK8YHQ4AAACSrj203s/PT6NGjZKfn5/OnDmjSZMmac2aNQoICJCfH+fP4RtYkwEACW7Pnj06ffq0t8sAcB13yJk2bZr27t2riRMn6qWXXlLy5MkdF4CiXieIiIjwYiW4F5y1NuO2sQPAnWBduXu+fpG+b9++GjdunLfLABCL7777TtmyZdNjjz2mtGnTqmLFit4uKcFFRkbK5XLp2LFjkiR/f38vV5T4RUZGeruE20IIQqwOHz4sSdHuAXbvAObMmaOjR49yFheSpL1798aY5l5XJk2apAULFujQoUMJXVaSZmY+f//9xIkT1bNnT124cEHfffedDh486O2S4MN8/aRCfDIz/ffffypVqpReeeUV3XfffSpbtqy3y0pwfn5+2rVrlypXrqyffvrJM/3s2bNerCpxc18p7N+/v/r27atp06YpJCTEy1XdGCEIMXTv3l3dunXTtm3bPNPcXyBDhgxR586dVadOHT3xxBP666+/vFVmouA+63H58mUdPnxYI0eO1IYNG7xbVAJ67733VLx4cf3zzz8x3hs7dqwGDx6sVq1aqUOHDnrnnXe8UGHS5A5A3bp105tvvunlauKfe3/icrk0ffp0jRo1Si+99FKsgRqxc7fh/v37dfLkSZ05c8bLFSVuLpdL8+bN09SpUwlEN+FyuVS5cmVVqlRJqVKl0jPPPBPrfL7cjmamiIgIffzxxypXrpzq168vSQoNDdVvv/1GEIrDP//8o127dmnlypUaPny4atasqfPnz3u7rFgRghBD27ZttXPnTn300UeeIOQ+KOvQoYMOHTqkL7/8UlWrVlXr1q21detWb5brNREREfLz89OhQ4c0YMAAPfPMM+revbsWLVrkmNvB+vbtq7p16+rJJ5/UunXror3Xpk0bbdy4UX///bdatmypGTNmaNq0aV6qNGlwH1RERETozJkzypIli1auXKnJkyd7ubL4FfUqV9u2bfXuu+9Kkj755BNdunTJW2UlKS6XS7/99puqVaumunXr6qWXXnLUCZg7MW/ePLVo0UK//fabJN8+iL9b9evXV/78+bVw4UJNmzZNn376qaZNm6bNmzdr9+7dkuTTw2a7XC75+/vrv//+U758+ZQlSxZJ0qhRo9SnTx/H9Y26HeXLl9fEiRM1b948jR07VilTptRbb72VKNcV/oqIJjIy0nPpd8WKFfrwww+jXRHKlCmTpGs7yGeeeUaRkZGOPHsbEREhf39/bd++XU888YQ2b97saZsKFSo44t5h90P0Zs2apSJFiuiJJ56IFoT8/PwUGRmpggULql69ejp58qROnDjhrXKTBPe25u/vr4wZM6pDhw66dOmSNm7c6OXK7g33ldQmTZqodu3amjNnTqK+dSKxMDOdO3dO/fr103PPPac33nhDV65c0dChQ3Xx4kVvl5eoRD0h9dFHH+n111/Xs88+q927d/v8Lad3q2DBgho5cqSCg4P16aef6vXXX1fjxo1Vu3ZtT38+J7Thjh07ZGZau3atVqxYoTfeeENBQUGJ8qA+sXAfH+TOnVuBgYEKDQ1NlOsKIQjRuA9cy5Ytq0mTJunvv/+OFoQCAgI88546dUoBAQGOOOC/nr+/vzZv3qySJUvq/vvv13vvvac+ffood+7cnjDk6wICAjw7ujlz5qhYsWKxBiEz06lTpxQYGKjkyZN7q9xEb8+ePSpVqpSefvpphYSEKCwsTIGBgTp69KguXLggSZoyZYqXq4xf7vVDktq3b6+jR49q+fLlXq4q8XO5XEqfPr0KFCignDlzqk2bNipfvrz279+fKA80vMnf319mpm+++UaS9OGHH6pMmTI+d3U1vrm3yxdeeEFTpkzR9u3btX37ds2fP1+dO3fWgAEDdPToUS9Xee+4l/+LL77QmjVrVKNGDTVo0EAzZsxQ8eLFJTkjAMYmtvB3/YAIAQEBCgsL0+7du/Xff/8pW7ZsCVXebSEEIQZ3ECpXrlysQUi6ds/nq6++qrx586phw4ZerNZ7Dh8+rI4dO2ro0KGqUKGCrl69KknKlSuXlytLODcKQlH7CK1Zs0a9evVSUFCQ2rdv76VKEy/3F8rx48dVu3Zt/fPPP6pQoYKef/55NW7cWOnSpdMnn3yilStXat26dQoODvZyxfEr6oGEn58ft5ncooiICOXKlUsTJ07UZ599phkzZihVqlRKlSqVt0tLNNzb1rhx49S/f3917txZkyZN0vHjx5UiRQovV5e4uVwuz1W0iIgIJU+eXMmTJ1exYsWUN29epUyZ0me3VffANOHh4cqdO7eOHDminj17qnz58mrXrp0jj3mGDBmin3/+WVLst0G6T2hNnjxZy5YtkyTt3r1b77zzjsxM7733XoLXfCt8cw3GXfPz81NERMQNg9D58+dVo0YNLVmyRP7+/o7pA+M+22Fmaty4sUaOHKmsWbNKklavXq2wsDBvlucVNwpC//77r6RrZ2Lr16+vtWvXOmpdicrdPrFxh4CPP/5YtWrV0oYNG3T27FmdOnVKxYoV06ZNmxQQEKCiRYuqb9++SpcuXUKVnaBmzJihHDlyqFq1at4uJUnw9/fXkCFDtH//fn300UfKkCGDZs2aJZfLleSGqY1v7uV3b1sNGjRQnTp19N1332nMmDHKnTu3evbs6c0Sveb6g9fYzuq7p7n/677bIzw8XIcPH9bo0aOVKVMmz3efr3Avr3t/7V7uVKlSqWDBgkqWLJkqV64cbV4n2LdvnxYvXqyJEyfqjz/+kBR7ENqwYYMmTZqkt99+WzNmzND999+vTp06afPmzQoICEiU3/2EIMQqMjJS/v7+nitC48eP18qVK/XRRx9p+/btqlOnjr744gslS5ZM4eHhjrklzn3m6/rL4KdPn9a///6rli1bOvJe4euDUIECBfT0008rIiJCFSpUUL9+/TzzOGVdka4NDuEOMXF9AZiZ/P39denSJc2ePVvNmjXTd999p59++knJkiVTWFiYMmTIoNSpUydg9XfOzG5rG4iMjNTcuXNVtGhRpUyZ8h5WlnRdvnxZBw8e1J49ezzr0unTpxUYGKinn35aM2fO9OyPffUM/a1yn5Xu3Lmz9u7dqxw5cqhx48YqU6aMhgwZokWLFkXbZzmJ+7tr/fr1ntfXb6sul0szZ87Uc889pxdeeEGTJ09WeHi49u/fr169euns2bOaP3++564RX+FyufTHH3/o2WefVbt27TRu3DhdvnxZe/bs0RdffKELFy6oXbt2nnmdokCBAvrggw+UJk0affPNN5oxY4akmOtOuXLl1L9/f5UoUUKjR4/W0aNH1bRpU8/3X2L87nf2nhI35P4S/eabb7R7925VqlRJ48aN0/Tp02P0S4jaT8gJunfvrscee0zS/84UzZgxQ3PnztWDDz4oyVk7SLeoB/qTJ0/W2bNnNWDAAEn/aw8nrSvBwcE6c+aM6tSpo23btt3wKpj71ot69ep5bmuqWLGi5yyrmSlZsmQJXf5dc7lcWr58uYYOHapZs2bp8uXLN5z3yy+/1JQpU/Tee+8pTZo0CVhl4uceqnfkyJEqVaqUHn30UT3yyCNatWqVPvroI9WoUUMffvih54DUSdtYXHbs2KG9e/eqZs2a6tGjh/r166ecOXOqbNmynoM3p7bV8OHD1bNnT82ZM0dSzIPZXbt2qVWrVkqXLp127typDz74QLVq1VKzZs0kSf/++69PBu69e/fq2WefVfbs2XXy5EnP8M4PP/ywzMxxd75EVa5cOb366qtKnTq1vv322xhByL3+lC1bVm3atNG6deu0ZcsWz+cTYwCSJBlwA+vWrbOnnnrKsmTJYps3bzYzs61bt1p4eLiXK/OuP/74w4KCguz555+3zZs329dff23JkiWzQYMGebu0RCEyMtLMzJo2bWrPPfecl6vxrhMnTlibNm0sffr09u+//5qZ3XD7CQ4OtvXr19v+/fs909xtmRQtWLDAXC6X1apVy5IlS2Z9+vSxkJCQWOcdMmSI/fbbbwlcYdJx/vx5y5Ejhz3//PM2bdo0q1y5svn5+VmRIkU884SFhXmxQu+LbfnnzJljLpfLnnzySevUqZNdvXrVzMwiIiISurxEZdmyZdayZUt77LHHbNasWTHeP3r0qFWqVMm2b99uwcHB9uijj5rL5bKnn37a04a+eBxw6tQpq1Klim3atMkuX75sLVu2NJfLZa1atfLp5b6ZqNvL6tWrrVWrVtasWTP7/fffPdPd31XuecuVK2cDBw5M2ELvgO9EeMS78uXLa/jw4WrQoIFatWqlo0eP6v7773fkmRD7/7McoaGhevjhhzV16lR99913atCggXr27Km+ffuqT58+kmKOkuIk9v9nrSUpLCxM6dOn925BXpYlSxYNGzZMDz/8sGrUqKGtW7fecPtJmzatypYtq3z58kn63xWipGrnzp1q3ry5Fi1apHHjxmnw4MExniXl9uabb3rOMiOmiIgIpU6dWqlTp1aGDBkUERGhgIAANW/eXNK1bc2pVzXcAgICFBkZGW04+Rw5cihz5sx68skn9c033/jk1Ys7UaNGDfXq1UvJkyfX6NGjNXv2bM97kZGRunr1qq5cuaLp06dr+/btOnDggJo0aaKJEyf69C3woaGhunr1qiZPnqx//vlHO3fuVOPGjTV+/HifXu6b8fPz09GjR3X16lVVqlRJr7/+eqxXhCIjIz3b1okTJ5JEWzl7T4Abch/0586dW7169VKyZMm0du1az/tJYeWOTy6XSytXrtRbb72lffv2qUqVKqpevbrq16+v2bNnq2/fvpIUbSfgJP/884+WLl0ql8ulgIAAHT16VDt37lSJEiW8XZrXZcmSRZ988sktBaGoknIAkq4duC9ZskTnzp1TrVq1VLBgQR05csTbZSVJqVOn1nPPPaeffvpJLVu2VPr06dWxY0cdPnxYkpLk7ZL3wvDhw1WuXDnNmjVLCxYs0IsvvqgcOXLoySef9Mzj9LDoVqlSJfXq1UspUqSIFoT8/PyUL18+vfHGG+rTp49atGih5MmTa/r06Z4Bk3ylDe26vlA5c+ZU//799cEHH6h169ZKnjy5fv31V59b7tt14cIFDRo0yBN4ypUrp169enmCkHuwBHdfvHnz5ilTpkyekzSJmjcvQyFxuv4WnIiICCtWrJi9++67Xqoocfjyyy8tU6ZMVqJECevSpYsFBATYuHHjPO879RaL8PBwe+ONN6xWrVq2atUqO336tFWsWNGqV6/u7dISlf/++89at259S7fG+YoHH3zQChYsaMWLF7dSpUr5/PLeSxcuXLB9+/bZ4sWLzcysd+/eVqtWLe8W5WWxrU/t27c3Pz8/y5o1q1WrVs1zG5P7v4j+Hb969Wp7+umnrXnz5vbHH39Em54zZ04bNGiQp5199ZbLs2fPev5/9erVljVrVnv//fd9frlvVVhYmG3ZssXMzM6dO2cnT540M7MNGzZY69atrUaNGrZ06VLP/B07drSaNWva6dOnvVLv7XDeKWt42P+fBdmxY4fmz5+vsWPHav369TGGWPXz89PVq1cdd/XH7dSpU5Kkrl27qk2bNtqzZ4+uXr2q0aNH69lnn/XM58QrQNK1q4K1a9dWUFCQmjRpouLFi8vPz8/zMEJz2Eh5N5I1a1Z9+umnaty4sWrWrOkZLMFXb580M9WqVUvnz59Xs2bN9M8//zjyVtpbdf12cv3rNGnSKH/+/HrwwQcVERHheYBjbPM6hftBqAsWLPBMq1evnjJmzKgPPvhAy5cv9zyzhKtl/xP1KnOlSpXUs2dPpUiRQmPGjNHkyZO1bds2vfHGG8qWLZvefPNNz3bri1dCHnnkEb3++uuaMWOGduzYoZEjR6pMmTI+v9y3IyAgQCVKlFBkZKQGDBigrFmzas6cOSpTpoy6deum+vXrq3r16pKksWPHauLEifrkk0+UMWNGL1d+C7wYwJAI/PLLL5YzZ04rW7as1ahRw1wuly1fvjzaPHPmzLFSpUrZxo0bzSxpd9a+XevWrbNmzZpZ37597fDhw/b222/bY489ZmfOnPHM47QrQDf6+//77782d+5cmzp1agJXlDi522nr1q22bNkyO3jwoJldO5PWpk0bc7lctm/fPi9WGH9Onjxps2bNst69e9vixYvtyJEjdvLkSatYsaLVr1/fs41wJShuq1atitZR/UbbWv/+/S19+vS2c+fOhCot0fr6668tMDDQxo4daxs3brR33nnHWrRoYREREbZ27Vpr2rSpmTlvPx2bqOvTzp077bfffvNcIfv777+tXbt2ljNnTkufPr2VK1fOcwXEl7fbX3/91Zo0aWJp06a1TJkyWaVKlRyx3HcqIiLCXnjhBUufPr1t377dzKK306xZs2z+/PneKu+2EYIc7OzZs1axYkXr3LmzHT161EJCQqxkyZI2ZMiQaPM999xzVqdOnWgH/k6xY8cOGzRokJUsWdLSpk1rqVOntmHDhnm7rATj/tI8evSonT592q5cuWJm0Xd6NzpQc1JYdrt+madNm2Y5c+a0rFmzWtWqVW3RokVmZnbs2DEbOHBgkr/Nwr28U6ZMsYCAAMufP7/lz5/fOnToYEWKFLH777/fQkNDzYwDips5f/68dezY0cqVK2dz58694Xy///67uVyuaCMz+bq41p2jR49ajx49zOVyWY4cOeyxxx6ziIgI+/zzz61Zs2aWNWvWBKw0cbtw4YKZXbs1cMKECVapUiUrVaqUHT9+3MzMdu/ebYsWLbKvv/7as29K6vuoW7Fu3TrLly+f1atXzzON/VXcGjdubA888IBn/Uiq3/eEIAe7evWqVa1a1Z588kkzM9u+fbuVLl3axo8f75lnwoQJ5nK5bO3atd4q02vcG3VYWJgtXbrUypUrZ82bN4/xvq+bPn265cmTx6pXr25PP/205/5ppyz/rbh+eFCza/dLZ8mSxT744APbtGmTlSxZ0vr27Rvjs75wkPHiiy9amTJlzMxs0KBBlj17dsuXL59dvHjRzHxjGe+VqAdbq1evtq5du1qTJk08Z1mvt3Xr1iR1pjU+ffLJJ/bXX3/Zhg0bok0fNmyYpU+f3r777juLiIiwhQsXerbFjRs3sq+ya8M/FytWzLZt22ZmZpcvX7Y1a9ZY/fr1LU+ePHbu3LkYn3FSEBg4cKBlzpzZgoODHbXcUV1/tXTfvn0x+vW45/nhhx/svvvuSxL9fuLizE4M8DyA8cMPP9TMmTNVtWpVtWjRQoGBgWrZsqVnvowZM2rJkiWqUKGCF6tNOBbl3vqoD9QrX7686tSpo7Nnzyo0NFQRERFJfvSumzEznTx5Um+//bbat2+vDh066NSpU+ratavCw8N9fvlv18GDB1WoUCGFhIRIkg4cOKD8+fOrU6dOKlGihC5fvhxrm/nC/eZZsmTRmTNn1Lp1a/3www+6dOlStG3EF5bxXnH3O9i7d68qVaqkZ555Rjt27PCM/Ha9+++/X/Xq1UvgKu+dS5cu3XBZo5o1a5bGjx+vwYMHq1atWhoyZIh27typXbt2aezYsapSpYo6dOigP//8U3///bfOnDkjSSpVqhT7KkmZMmXSN998o/z588vMlCJFClWsWFHTp09Xrly51KpVqxj9E53QDzg8PFySlC1bNvn7++vSpUuOWO7rRUREePo1z5o1S3369FGFChU0d+7cWPsc3n///Tp16pROnz6dpPskEoIcyv2l8OCDD2ru3LkqXLiw6tevrxUrVsjf39+zY3jooYdUs2ZNb5aaoNztcuzYMc80M1OqVKlUsWJFrVmzJsmMf3+3XC6XsmTJokyZMil37tzq1KmTqlevrnPnzvlsZ/475XK5lDdvXg0YMMCzDi1YsEDp0qVTlixZNGPGDKVOnVp16tTxcqX3Rt++ffXQQw8pPDxcDzzwgPbt26fkyZPf8LlAiK5nz54qW7asJk2apGTJksnf398xw4nPmTNHkyZNumkQatCggdauXatff/1VkyZNUp8+fVS1alU1adJE4eHhmjFjhsaOHas+ffqoe/fuypw5s6SkP9R8fKpZs6ZSpEjhOcEnXRtw45VXXtHZs2d1/vx5L1cYP64/KI/rIN19gmb16tXKkyePsmXLdk9rS4yiPv+oT58+Gjp0qGbOnKmzZ8/q0qVL0bYhd1CaMmWK8uXLp8KFCyfpbYzTcz7qdp5X88ADD+iBBx7wvA4PD3f0mdutW7dqyJAh6tOnj4oVK6awsDAlS5ZM586dU6lSpZQpUyZvl5ggzEyXL19W2bJlNX/+fLlcLs2aNUuZM2dmpKXrREREyN/fX23btvVM8/PzU8aMGXXs2DENGjTIM7KXr3GPnvT11197pi1btkyXL19W/vz5vVdYIuZeX9y++OILLVu2TM8884yyZcumXLly6ZlnnvFihQnj2LFjGjhwoF599VUtWrRINWvWjHWdMTNPe6VKlUoPPfSQihcvriZNmqhevXqqX7++/P391b59ezVt2lRp06ZN4CVJOs6fP6+goCBPEHK5XCpZsqQ2btyoffv2KUOGDN4u8a5YLA+Zdr+O7T1JOnz4sPbs2aMnnngizvl8lft476mnntLWrVvVtWtXZc+eXQMGDPCM+hZVcHCwtm3bpkaNGnmuICXV9uJKkA9yB6CDBw9q6dKlN50/6lkS9+1fThYYGKhjx47p559/VkhIiJIlS6bQ0FB9/vnnKly4sFKlSuXtEu+ZqMMXu1wupUqVSh07dtTcuXP1zjvvKFOmTJoxY0a0M4mIftvI3LlzNXHiROXJk0dnzpzRo48+qkuXLmnatGny8/NLklfR3H/rS5cuxXjPPUxx1PVhwoQJKly4sNKlS5dgNSYl7jYbN26c5wpI3bp11bJlS82ZM0erVq1SQECAzw4n7t4GDh06pCZNmujs2bN64YUXbnjizuVyRXtv48aNCg4OVokSJdSoUSP5+/vr6tWrkuS5AoSY/vzzT02ZMkXBwcGS/rddX716VaVKlfKJtnMfjLdv315PP/20unbtqq1btyo0NPSGB+qffvqptm3bphYtWkT7GU7yzTffaM6cORo5cqReeOEFZc+eXbt371bq1KljzPvuu+9q0aJF6ty5s/z9/ZN0exGCfJCfn5/27dunKlWqaPPmzZ4vnAsXLkiKeWk46gqclFfm+FKwYEHVrl1b06dP14gRIzRlyhRVqVJFgYGB+uyzzyT57nM53M+t6devn2da5syZlTlzZnXq1EmzZ89WsmTJ6BMURdR14erVq4qIiNCzzz6r1157TX/99ZciIyO1fv16BQQEKDw8PEk+T8rlcmnp0qXq3r27tm7dGuv77vVh6NChGj16tIYNG6agoKCELjXJmDVrljp06KA+ffro008/1fz58xUaGqoyZcp4+gn56m237m3gvffe06lTp7R582b16NFDefPmvem+9ezZs2rXrp3SpUsX7TltyZMnv6c1+4Lz58+rZ8+emjFjhqRrf4fLly/rueeeU7Zs2ZQ3b14vVxg/zp496+k7t2bNGnXo0EFz5syJMZ+Zac+ePRo7dqwmTJig++67zwvVJg6dOnXSjh079OCDD8rf31/BwcHKmjVrjBB08eJFHThwQN98842KFCnipWrjUUKMvoCE980331i1atVs9+7dnpFxnnnmGdu0aZOXK/Ou2EZ9iTpyUNT/f/31161UqVKWOXNma9KkiU8MEX79KEnXt0d4eLht3LjRXC6XNW/e3MaOHWvNmjWz6tWr8+yE67jb0j0EtNu+ffuscOHC1rp1a/vxxx995qnjK1eutOzZs9vzzz9vx44di3We7du3W6VKlWzixIkJXF3iF9tzaj777DNzuVxWtGhRe/zxxz3PbHHCaGarV6+2Nm3a2JYtW6xgwYI2YcKEW/rcf//9ZwMHDvS0Ffuj2/Pmm29a+vTp7ZVXXrH+/ftbkSJFrFy5cnbq1Ckz8811r0mTJla/fv0bLtuhQ4cSuKLExd0u7v+Gh4fbyy+/bE2aNPHM4x7p08wsJCQkYQu8h5LeKUncko0bN+rixYsqWLCgXC6XfvvtN82ePVvp06f3dmleE/XM6pYtW3T8+HFFRkbK5XJ5rpa5XC7PLSgfffSRZs2apeXLl2vmzJlJ/l5p6X9X+oYNGybpfyNTLVmyRKdOnZK/v79Kly6tWbNmaebMmXrvvfdkZlqyZIkCAgIUGhrqs2enY9O/f3/t3r07xnT7/3vG//zzT3Xo0EFdu3bV0qVLZWZKmTKlwsPDVaxYMbVp08Yz0EhSvM3UvV1ERkaqSpUq+v333/Xzzz/rhx9+iHX+okWLatKkSWrVqlUCVpk0+Pn5ycy0ceNGz7SCBQuqRIkS+uabbzR16lRHXWWNiIhQ2rRpNWTIEOXPn9/TB8o9KM+NZM2aVf369fO0lZP2RzdyK7fYuucZMmSIBg0apMOHD2v9+vVq2LChVq1a5enrmtTXPfv/K4lm5lnmggULKiQkxDNy5/Xz5s6dO2GLTECx3cJ8Pfff3P3fbdu2ae3atZ5Bsfr376/Fixd72tOnugR4MYDhLkQ9oxHbGcY///zTihYtaqNHj7aVK1day5Yt7aWXXjIzzpy1aNHCcuTIYZUrV7Y333zTc0Yxqtja1JeeON6sWTPbsGGD/fTTT/biiy+ay+Wyxx9/3PP+4sWLLSgoyL788kuLjIy09957zw4ePOjFihPepUuXLE2aNFa3bl3bt2+fZ7p725s5c6YlT57c2rZta/fdd5/Vrl3bRo0aZU2aNLHy5csn+Ss/bpGRkda5c2c7cOCAmV17nsYjjzwS4wqYL20f98rbb79tjRo1svnz59uuXbusadOmVq1aNU/bOakNjx8/bidPnrTOnTtbixYtbjifL16ZiE/udWb//v03fLbU9fOaxTwOSOrtHFv9YWFhtmrVKitTpox16NDBC1V5V6tWrezRRx/1PNvveqdPn7aZM2faxx9/bAsXLjQzsz179lj16tWtUqVKnu+w8ePH24kTJxKo6oRFCErC4rokeeTIEevTp4+VK1fOMmXKZC6Xy8aNG5eA1SVOM2fOtKxZs9q8efPso48+sipVqti3337r7bISTNTA16tXL6tevbo9/PDDFhgYaJUqVbKffvrJvv76a3vqqaesQ4cOFhERYePHj7dPPvnkhrdA+SL3wcL58+etcOHCVqdOnWhB6Pz581a3bl3PiYWFCxeay+Wy0qVLW61atZL809YjIyM9BxUbNmywcuXKWc6cOe3ll1+2vHnz2rPPPuvlCpOG60PN3LlzrWHDhhYUFGQFChSwypUrJ/l15W5ERETYa6+9ZmnTprXatWtb7dq1rUuXLvbZZ5/Zzp07vV1ekrF7926777777LPPPvNstzd6iOX1tz5d//+J1RNPPGHDhw+/6Xy9evWy33//3SIjIy0kJMQeeughK1asmGf7SgrLGl/WrFljadKkseeeey5aEHLvl3788UdzuVxWrFgxc7lc1rNnT6tYsaJVrlw5xkkuX0UISoLcG/Gjjz5qn3/++Q3nCwsLs+PHj9tLL71kHTp08OmNPyws7JbOoq5fv94qVqxo+/bts+DgYKtataq9//77CVBh4tK0aVMrXLiw/fjjj7Z+/XorWLCgpUmTxooVK2ZZs2a12rVrW1hYmO3cudPq1q17wzNJvsz9pRkcHGyFChWy2rVr2969e83s2lnsjBkz2s8//2wRERH2wgsvWOXKlW358uWe9TCpXnGNbT/h/rJs3769derUyVF9V+5WZGSk7dixw/P6tddes4wZM9onn3xiERERtm/fviS7rsSHvXv32uzZs23gwIHWrVs3a9u2reXKlcuefPLJaCcecGP9+/e3mjVr2uHDh83sWj/FQYMG+dSJq48++sj8/f3t66+/vuE8Fy5csP79+5vL5bLPPvvMzMwOHjzoyBMN7mXduHGjpU6d2jp06BDje7xp06bWqFEjMzMbNmyYBQQEWN68eWP8DF9GCEpCtmzZEu3L8sSJE3b8+HFbv369vfnmmzZz5kxbt26d5/2IiAj7999/rVatWtavXz9vlHzPudtjwYIFtnHjxpvOv2fPHitTpoy1b9/eBg4caClTprSxY8fe6zITlblz51qDBg1sxYoVdunSJTtx4oTlzp3bFi1aZGfPnrVDhw5FO7i9fPmyF6v1ruuD0IMPPmj79++3tWvXWu7cuW3Pnj22cuVKK1myZLRtzBdua6pTp4699957ZnbtjOJ9991nCxYs8LzvhC/I+NCuXTtr3ry5LVu2zDZt2mQlS5a0Fi1aWGRkpH3xxRc2dOhQb5eY6Kxfv95SpUpl06ZN83YpSUK7du2i3VI4fvx4S5cunc/dwjRy5Ejz8/Oz0aNHxznfqFGjzOVy2cqVKz3TnHiiwb3MGzZssFSpUsUIQr1797aUKVNa9+7drWzZspYuXTrLkiWLnTt3zjH7d0JQEjFgwAC7//77beHChdE25tDQUJs8ebI1bdrUKleubKVKlbLBgwdbeHi4bdu2zapVq2YVK1b0+UvB999/v/Xs2TPG9NiW94cffrCAgAArVqyYDRs2LAGqS1yuXr3qGQnI7Nq95AEBAbZ8+fJo8znxSyM21wehRo0a2c8//2wpU6a0CRMmWNWqVa1atWo+tY2Fhobap59+ai6Xy8qWLWs5c+a0SpUqsU7cQFztsmXLFitUqJBlyZLFcubMaaVKlbKwsDCbNm2alS5d2vr3728XLlxIwGoTJ/ftN5GRkbZnzx6777777IcffvByVUnD+++/bxkyZLCDBw/a33//ba1bt7bevXubmW+ckInqyy+/vGEQirrvbdiwob344osxpjuNe9/kviLUvn17z62Sp06dsm7dutkDDzxgnTt3tjVr1liRIkUcdSsqISiJuHz5sjVs2NBq1aoVIwi5HTx40CZMmGAul8uKFCli2bNntxIlSvjsUKLuHdvs2bOtTJkynluVrrdkyRLr06ePmV37QpgwYYKlSZPG5s+f75nHl74obmeHf/XqVRs+fLhVqVLFzp8/fw+rStrcAefcuXNWqFAhK1CggOXIkcMyZMhgxYsXT/LbWGxn/Y4fP24lS5a0Vq1a2RdffMEQ6bdgyZIl9s8//8TYnwwaNMgKFChgQ4cO9bx3/Phx27Bhg23atMmnDtJuZV/qXt7jx4/HuFqxf/9+q169upUsWZJ17RZduHDBmjdvbgULFrQMGTKYy+Xyqato169TcQUh97xt2rSxZs2aJUh9SYX7ilC7du3s3Llznunuq0MLFiyw/Pnz23///eelChMeISgJcB98XLlyxerXr28PPvhgtCAU9Yvi4MGDljVrVnvttdfsjz/+cMS9sG+99ZY9+OCD0TZqt7CwMPv6668ta9as9txzz9n7779vzZs399wvbOY7Z4mWLVvm+f9bXabt27dblSpV7KWXXvKZdrgTN1r22EZTCg4OtjJlypjL5bKaNWv6zDYWERFhH3/8seeqxJEjRyx37tzWt29fzzxJfRnvxK0+E+Ozzz6z+++/39KmTWstW7a0kSNHmpnZjh07rHr16vb4449bZGSkPf/889atWzfP53x1u4urv6qZ2fTp0y1XrlxWqlQpK1++vK1YscKWL19uNWrU8IkTCwkl6vqzdOlSa9eunbVv396LFd0b+/fvj3ZrdlxByOza7bytW7dOqPISrX///df27dvnec7hP//8Y2nSpLEOHTrYyZMno60/HTp0sHr16kV7JpCvIwQlEe4vAncQeuCBB2K9IrRy5UorUKCAjR8/PsZnfdGWLVsse/bs9uuvv5rZtQO56w8qQkJC7NVXXzWXy2UlSpSwMWPGeN7zlbaZMGGCpUyZ0iZPnuyZFrUdzpw5Y2PHjrUWLVrYhx9+aGvXrrXz58/biy++aDVq1PCpW7lux/X97GITGRlp+/fv97w+dOiQlSpVKtoQor4QDjZv3mwul8vatm1rw4YNszJlyliRIkV8YtnuxieffBLt4a83utLhDksbNmywd955x3LkyGEVK1b0jC4YFhZmkyZNspEjR/r8wxl37dplLpfrhsMSX7lyxZo3b249e/a0hQsXWu3atS0gIMBSpkxppUuX9gQgp697sXHvoy9evGhhYWHR9tkbN260+vXr+1Q/M/fy1a9fP8ZIrp999lm0wRLc865fv94qV65s06dPjzbd17mX070vunr1qg0aNMiKFy9ur7zyiuc2t/Xr15vL5bJBgwZ5Pvvuu+9a6tSp7Z9//kn4wr2IEJSE3CwInThxwqpUqWKlS5f2mYP7m1m1apUVK1bMVqxYEed83bt3t+zZs9vWrVstODjYevXq5VNPPd67d6+9/fbbVrBgQZs0aZJnuvuAbdmyZZ5hsB944AErVaqU5cmTxxo0aODYM6436md3vbZt21r16tVt+PDhtnjxYmvRooU98cQTSf5ALbZlnj9/vrlcLsuRI4c1a9bMs4xOHRxj3759li9fPhsyZIj99ttvt/y5rVu3Wtq0aa1Dhw42ZcoUzzqydOnSGw5d7GtWr15tmTJlsnbt2sV4LzIy0urUqeO5IjZ79mzLkiWLde3a1adOLNwr06dPtzp16li5cuXsk08+sfXr19uhQ4esdu3aVrNmTZ/cl7sDX3BwsP3000+eOz8+//xzc7lcnhOhZmZdu3a1UqVK2dGjR71VrtccOXLE3nzzzWjdAwYPHmzNmze3Rx991Pbs2WNm105UuLex/fv3m8vlsh9//NErNXsTISiJcSf9y5cvW7169TxByD0SXPfu3R11ULto0SLLkyePVa9e3Vq3bm0dO3a0Tz/91KZPn24LFiywZcuW2ahRo8zf39++/PJLW7dunfXt29fTZr7k4MGD1qdPHytQoEC0IGRmNmLECMuQIYOFh4fb9OnTrUCBApYpUybbtWuXmTljXbnerfSzM7vWb6FLly4WFBRkqVOntgoVKiT5AOQWGRnp6S9ndu1WiSxZstjIkSNjvOckUfsbfvjhhzZ69GhLlSqVnT59+pbOKi9evNjuv//+aAdmTjkbHdXq1astQ4YM0YKQe7/7xx9/WPXq1e3VV1+1cuXKWYUKFTzbYFLfru6lU6dOWYECBaxnz5726quvWsmSJS179uyWL18+K1mypE/23Yu67Xz22WdWpkwZa9Omjacvy9SpUz3LvXjxYnO5XNFuD3eSjRs32tSpU+3q1avR1oFffvnF6tSpY5988omFh4d72tT9XeYeXt1pCEFJzNmzZz3PTrh8+bLVr1/fateubfPmzYs2ny9/iVx/MPHzzz/bZ599Zl27drVatWpZ1apVzeVymcvlsjJlylju3Lntgw8+MLNrt4298cYbPntAcqMgNGfOHCtWrJjdf//9li9fPsuVK5cVLlzY1q9f771ivehm/ezc3K/Pnz9vjRs3tsKFC8d4LynbvHmzBQQE2MMPP2xjx461Nm3aWPPmzS0iIsK2bdtmxYoV83aJXlW3bl178cUXrWHDhp59yM32HceOHbNq1aoxmt7/iy0ImV27yla+fHnLmjWrtWrVylEn7+7GpUuXrE6dOp7h6t3PxXnuuecccRUtLCzMJk6caA0aNLC333472rKGhYVZcHDwLT0uw5dF3UdFPdnbtWtXq1Chwg3ndSJCUBJy+fJlmzBhgj355JO2ePFiM7t2EFeuXDl74YUXvFxdwpsyZcoN3+vTp4/lyJHDNmzYEOOBe7640Uddpv3791ufPn0sf/789tNPP5nZtR3h2LFj7e233/ac3S9atKh99dVXXqk3MbjVfnbuL5FZs2aZy+Wybdu2JamriDdb3+fOnWvJkiWz++67z5o1a2bh4eG2ZcsWe/XVV6148eK2d+9en9xmbmbOnDnWvn1727Rpk5UqVcrmzp17S59bunSpNW3a1NEH9devL6tXr7b06dN7glBkZKSdPHnSihUrZs8//7xne/Llg/f41LRpU6tSpYr99ttvVqlSJatXr55PX0Vzrx9R15PevXtbhQoV7NKlS94sLVG5frtzv3a327p16yx//vwxngXoZISgJGbNmjVWpkwZ69+/v2fa1atXk9RBWXw4efKk1ahRw7Zs2eKZ5n7ORHh4uPXq1ctq1qwZbcQ4Xz0YiW259u/fb71797b8+fPbhAkTor0XERFhO3futAIFCtiaNWsSqsxE6VaCkPvLYtGiRRYQEJBkzzJ26dLF3nrrLfvoo4+iDYe+cOFCCwoKsi+++MIiIyNt0KBBniFSL1y44NgvyzFjxtgLL7xgDz/8sDVp0uSOfoYvHpDeqZUrV1r69Ont8ccft88++8wqVapkJUqU8LSR077DblXUfZH7/48fP27p06e3QoUKWe3atX0mcEddB8LCwmz58uV24MCBaPO490d79uyxgIAAW7hwYUKWmCSMHz/ec9ImIiLCs43NmjXLatSoEe2BqU7nJyQpFStWVNGiRbVt2zZJUlhYmJIlSyY/Pz9FRkZ6ubqEkzlzZs2bN08lSpTQ33//LUlKnjy5wsPDNW3aNH3++edq3ry5goKCPJ/x9/f3Vrn3lHu5xo8fr0mTJunChQvKkyeP3njjDbVq1Ur9+vXTmDFjPPP7+flp9OjRSpkypfLmzeutshMFf39/mZkCAwM1Y8YMJU+eXP369dPSpUsVEREhSXK5XJKkefPmqXDhwipWrJg3S74j+/fvV4oUKeTv76/Ro0erSZMmGjNmjP7880+NGjVKTz75pF588UVNmDBBKVOmVHh4uCQpTZo0nuV3mubNm6t79+5KmTKlHnzwwVjnca8jbmYW7XVAQMA9qy+xuX7ZN23apF69emn69Ok6duyYqlSpoiVLlmjLli0aOXKkUqZMqQ0bNiggIEDh4eHy8+NwJDbufdTZs2c9+/rTp08rRYoUeuKJJ7RgwQIlS5ZM4eHhSfo7LiIiwrMOTJ48WS+//LJq1qyp3r176+rVq5753PujZMmSKUWKFI7dP8XlypUrevTRR7VgwQL5+fkpICBAYWFheuutt5QvXz6lT5/e2yUmHt7NYLhV7rMfp06dsjx58tjAgQO9XFHicPz4cQsKCrJWrVrZoUOHbOLEiVa4cGF75513PPM44Uz27NmzrUSJEla4cGErW7as5yn0x44ds+7du9uTTz7pmffjjz82l8tly5cv92LFiceN+tnNmTPHc2b17Nmz1qRJE3v55ZejdSpNqipWrGgul8tKlSplVapUsbCwMNuzZ4/VrVvX8zwJJ3Ofkb58+bLlz5/f89DY/v3726hRo2zGjBmeeZP62ff4dOzYMdu6dauZXeu70r59eytWrJi99NJLnumXL1+2AwcOcAvcbXj22WetRIkS9t1339mCBQusadOmVrduXZ+5ihZ1G+rVq5dVqVLFGjVqZC6XywYMGBDrZ0aNGmVFihRx3EO+b9TfJ6ojR47YCy+8YLly5bLPP//cfvjhBytevLiVK1fO8xy4pP4dFl8IQUnI5cuX7f3337cGDRrYjh07zMxZK3JsG3xkZKQtWrTIUqVKZffdd58FBQXZ2LFj4/yML4r6fKRhw4ZZpUqVbPbs2WZ27cAkaoh+4YUXorWRk8XVz65r166e+Xr37m1BQUG2fft2b5UaL9wHTa1atbI2bdrYnj17om0jTh0KOzbubebQoUPWv39/e+qpp6xJkyZWpEgRy5cvnz366KNerjBxuXTpknXq1Ml+//33aNN/+OEHq1+/vr3++usxDlidsn++WxcuXLBnnnnGAgMDLSgoyKpUqeLZVn0pRDZv3twKFSpkY8aMsY0bN1rx4sU9Q9NHPdYJDQ21p556yp566ilH9gnat2/fTZd7//79NmjQIMuRI4fVqlXLWrdubcHBwQlUYdJBCEqk3Bt81A1/yZIl9uCDD1q/fv0cFX7Mop8pOnv2rIWHh3u+QA8dOmRVqlSxJk2a2KxZszzzOe0L1r28V65cscyZM1u/fv1inY/7gaO7WT+74OBgq1atmv3xxx9eqjB+7d692+6//3579dVXPdO4mhG72Nrl6tWrNm/ePMuZM+dNn0/mNAcPHvT0T4m6//3kk08se/bsniH5ceuiroONGze2XLlyeV77UgCaOXOm1alTx5YvX24XL1703OURWx/Mjz/+2JIlS2abNm3yQqXedeXKFevatauNHj36luY/e/asXbly5R5XlXQ554blJOTIkSM6dOiQqlat6rnfde/evXr99deVJUsW9evXTy6XS5GRkY65j9p9r3ObNm10+PBhpUyZUlWqVNGzzz6rrVu3KiIiQk888YQaN24sSY5qGzc/Pz+Fh4dr+/btSps27Q37+3A/cHQ36mcnSeHh4UqbNq3mz5+vVKlSebPMeHHlyhU9//zzCg4O1pAhQzzTk3JfgnvJvQ8JDw9XQECAIiIilCxZMk9fH7uuH4yTRUZGKk+ePJ7XUb+jXn75ZY0bN05TpkxR7969ZWb05bhF/v7+ioiIkL+/v1544QW1aNFCe/bsUb58+Xyqz1njxo1VuXJlZc6cWZJ06tQpSVJoaKhnHndfxePHj+vnn39WqVKlEr5QLwsMDFS/fv2ULVs2nTt3TocPH1axYsVuuC4EBQV5tjW2u5icdZSYRPz3339q27at1q9fL0lasGCB2rRpo4iICP36669atWqVTp065biD/AULFmju3Ll68803VbFiRX3zzTeqUqWKHnvsMXXs2FHPPfecpGsbutPaxm3VqlXq3LmzgoKC1L59e2+Xk6i5D2BPnz6tv//+WyVKlJAkTwCS/tex3RcCkCSlSJFCAwYM0L59+zwd0p3m+uAS24Ay7nmCg4MlRR8AYd++fXrrrbeUI0cOValS5R5WmrS497k7duyQdC0EuVwuhYeHKzw8XKlTp1a6dOk87+HWuds2KChIV69e1eXLl5NcAIrrhIH74NwdgMLCwjR16lSVLFlSlSpVknRtOw0ICFBAQICGDBmiRx99NCHKTpSyZcsmSfrss89UunRpfffdd5591fWibmtsdzE580gxkStcuLCqVq2qevXqqWDBgnrllVeUNm1arVixQmvXrtW0adOUIkUKb5cZr27ljGrevHlVpEgRlSlTRm+99ZZy584tSfrxxx/1wgsveH6Okzf0kiVL6qGHHtKaNWs8ZxARO5fLpStXruirr75SsWLF1LJlS0m+f3b/gQce8IwmldQOpOKDe//wyy+/6OrVq7GOrOlyufTrr7+qcePGqlq1qt577z1t3LhRBw4c0MCBAxUeHq6///6bbew6u3bt0ksvvaSpU6d6pgUEBOjq1as6ceKEMmTI4MXqEpeo65xd65pww3nd6+zs2bNVrFgx3X///fe8vviyYsUKSdeW4UbLeP139s6dO/Xrr796AtA777yjLl26eN7nyvU1/fr107vvvqt3333XM0quk0YJjg8u8/Vv/CTqxIkTWrBggY4ePapSpUqpfv36nrNBFy9eVJo0abxc4d1x3yZx6dIlz1n2mwWYI0eOqGHDhipevLiKFy+ujz76SB9//LG6desW7Wf6suuXMWqbXf+eUw9yb8TdVlHbbOnSpXrnnXdUu3ZtDRgwwNEB2kkmTpyooUOH6umnn9arr76qZMmSebYfM9OZM2dUpUoVPf7440qePLkWLlyobdu2KVWqVCpWrJjmzp0rf39/trHrnDlzRm+//bb++ecfDRkyRHXq1NHx48fVrFkz+fv7ew7U8D/ug9abfXedO3dOzzzzjIoVK6ahQ4fKz88v0e+vvvvuO3344YcaNGiQnnrqKUnRv7POnDmj2bNna9asWapVq5YqV66sbNmy6ZlnnlFISIhWrFihgIAAhYSEKCQkRFmzZvXm4iQqUb/vO3bsqGXLlmnTpk0KDAz0cmVJTAL2P8Jdcnc4TepOnTplZmZbt261Ll26RBuq+UYDPrinr1ixwoKCguzBBx+04cOH3/RzvigyMtKWLVsW7TXidvjwYfv777+jTduzZ49VqVLFmjZt6ul87LTBNJzqwoUL9s4771iDBg3sgw8+8Oxbow5I07hxY5s6daqZmb333nvmcrns+eef93RGZzCJ2K1bt85efPFFy5Qpk1WtWtXy5Mlj1apVs0OHDpkZ21hUL774olWoUMEeeOAB+/333z3DF8fm5ZdftowZM3pGhk0KNmzYYD169LCaNWvazz//7Jnu3nb++usvCwgIsIoVK1qZMmWsTp06VqBAAStbtqxnm/SlwR/im7sdlyxZYlmzZrXdu3d7uaKkx7dPmycht3IJM2pfhaTs1Vdf1YYNG3Tp0iUtX75cY8aM0erVqyXd+JK5+8xRmTJlVKhQIX366ad65ZVXJF1ru8R+Riw+vffee3rrrbf0559/SuI+31tBPzu4RUZGKk2aNHrrrbdUuXJl/fXXX/r4448VFhYml8uliIgIhYeHK02aNBo1apR++uknzZgxQ7Vq1dLIkSM9famcdEvO7dzyV758eb377rv6+eef1bp1aw0ZMkQrVqzw3L7MNnbNpUuX9NBDD6lPnz6qUKGCWrdurR9//FFSzFtyw8PDtWzZMn3zzTcqUqSIN8q9I2XKlFGXLl1Urlw5jRgxQlOmTJH0v9vZ1qxZoyxZsmj16tV64403tHfvXoWEhOi3335z9C27t8q9LeXMmVPnz5/X2bNnff527vjG2uUF9v+Xg7dv367jx4+rQoUKSps2rbfLShAjR47U1q1btX79elWuXFnjx49X9+7dNXr0aElS5cqVY9yyFNXRo0cVGBioQ4cOqUyZMp7Ot77s+rZo1qyZ1q1bp8mTJ6tWrVpKnjy5z7fB3Yrazy5DhgxKnTq1cubMqRkzZnj62Q0cONDbZSIBuPsApU6dWr1799bgwYO1YMECSdJrr72mZMmSyd/fXyNHjlSRIkW0e/duFSxYUHPmzPH0AXLSgZmZyd/fX//++69WrVqldu3aRQuAse2rM2fOrLp166pu3bpxzudkqVKlUrNmzSRJjz/+uNKnT6+3335bLVq08AwQIF1rt4CAAK1cuTJJBu/ixYurS5cuGj16tEaMGCFJnlvj8ubNq5QpU6patWo6duyYwsLCFBAQoMuXL0uSo7azO+HeniZPnqz8+fN7jolw6zgl4wUul0u//fabKlSooE6dOqlQoUKezoO+muLdV7rOnj2rvn37asyYMerbt6/KlCmjgQMHaufOnRo9evRNrwjlyJFDadKk8Zxp9PUv1tiWr2zZsipfvrz+/PNPXb161aeXP76kTZtWH3/8sb788kt17dpVH3/8sWbNmqVkyZKpSpUqGjhwYJLvZ4dbd30QqlKlihYsWKChQ4d65jlx4oTSpEmj1q1ba968eZ4z00nxQPRuuFwunThxQk2aNNGSJUsUFhYmSdq6davOnz9/y/sfX99PRf2+iuvOjqjzuUdnNDOlTp1auXPnjtFO7tdJcb1zL2uJEiXUpUsXVaxYUSNGjNDkyZMlSS1btlSPHj1Uq1YttWjRQkePHlW6dOk8xwFOc/16c/jw4Zt+5sqVK1q7dq0eeOCBmw6wgVgk7N13MLt2H2f79u3tpZdestOnT9vTTz9tOXPm9Pmn+a5Zs8Zy5cplgwcPtipVqkR7CNpff/1lNWvWtOeee85WrVrlmR61v4v7///77z+rUqWKValSxZYsWZJwC+BF7du3t4EDB5qZ2c6dO61q1apWr149i4yMtE8++cRWr17t5QqTJl/pZ4c7ExoaambXHojbu3dva9iwob3xxhs2Z84cq127tlWsWNHTJ8HJfVn++usvK1u2rG3YsMEzrUePHjZ48GAvVpW43WqfsatXr9qyZcusfPny9thjj/l0H88NGzbYSy+9ZNWrV7cJEyZEey8yMtK2bdtmefPmtfXr13unwAR0/d856voyd+5c69Onj7lcLk+/xBt5/fXXLUWKFLZ169Z7Uqev40qQF/j7++v8+fM6ePCgMmbMqFdeeUVp0qTR/v37vV3aPRMREaE5c+ZowIABnlv/3PeIS1KdOnX07rvvxnlFyH2/ftasWfX777+revXqKly4cMIvTAI7ceKEihcvruHDh6tQoUJq2LChLl68qJkzZyokJERmpvvuu8/bZSY6Tupnh5uz686QbtmyRT/88IOWLFmitGnTqnfv3nrwwQc1b948PfXUU9FGpwoPD3d0X5awsDAdOXLEs00tXLhQv/zyixo2bOjlyhKXzp07q1atWpIU5/Dpffv29fRp9ff316xZs3T16lVNnjzZ85DZpCxq/bt27dL48eNlZipTpoxefPFFVaxYUV999ZXGjBnjmc/lcmn06NFKnz69cuXK5Y2yE1TUv7P7YbiS9Pbbb2vo0KH6/fffJV0bQS8uwcHBGj16dJIaNj1R8W4Gc661a9daiRIl7Nlnn7XSpUtbpUqVfPpM49WrV61Tp042YMAAy5Mnj02ePNnMrp39iHpGZOHChVazZk3r3LmzrVy5Mtaf5T5j4stnzGJbthkzZlj27NntwQcfjDad0XP+117btm2zhQsX+vxVVdyZw4cPe/5/6dKl9vTTT1vy5Mntu+++MzOzy5cv28GDB23p0qWe/Qzb17Xtqk6dOtapUycbOnSoPfXUU/bwww/buXPnfHo/fLv++usvy5Mnjz3++OOeaddfEQoJCbFff/3VMmfObE899ZRnuns984X17eLFi2ZmduXKFZs5c6aVLl3aihQpYps2bTIzs3///dfatm1rXbp08aw/w4YNM5fLZStWrPBa3QnhrbfesnfffdfzOur68cQTT1iJEiVsxIgR9uWXX1qJEiXswIED3ijTMQhBCSBquHHv4E6cOGH169e3rFmz2nPPPeeIWy72799vGzdutFKlStmiRYtuON+iRYuscuXK9vTTT9vx48cTsELviOtvHvUA4+zZs/bwww9b69atzezaFwz+59dff7VUqVJZwYIFLWvWrJ6h1zlIg9m1W9+qV6/uOQFjZnb8+HEbMWKEuVyuGLfnmDEMdlQTJ060V155xfLmzWsul8s+/vhjb5eUKC1fvtxy585tjz32mGdabOvRhg0bLEuWLDZ06FDPtKS+r4qIiLBTp05ZmjRpPEN5X7161Q4fPmyPPPKI5ciRwzOM865duzzffUePHrVnnnnGxo8f77XaE8Lp06ftlVdesRo1atiIESOivTdy5EjLly+fLViwwMzM5s2bZxkzZvQ8UgT3Bg9LTSBmpp49e6pZs2aqWbOmQkNDVbNmTZUtW1Zjx46Vn5+fI4aD/Pfff1WqVCnVqVNHyZIlU7Zs2VSxYkXlypVLjz/+uGe+efPm6fz583ryySe9WG3CeuGFF5QyZUplyZJF3bt3V7p06TzvuR+M1q1bNy1fvlxr166Vv7+/z3c2vlURERHq1KmT0qZNqwEDBqhr165aunSptm/f7piRF3FzJ06cUFBQUIwRFfv166cff/xRCxcuVIECBbxYYeJjUQZnCQ8P17fffqtFixZp2LBhypUrl88PTnMnli9frpYtW6pSpUr65ZdfJEW/5Um61q4vvviiTp48qWnTpvlUOy5btkzly5f3PAjdrXbt2goLC9Py5cs909zLffLkSWXJkiWhS01wR44c0bfffqu5c+eqRYsWevnllyVdG2gkXbp0nm4CP//8s1599VXPQ5qdfDvuvUSrxrMbZcrQ0FCtWrVKvXv3VteuXVW9enVdvnxZY8aMkZ+fnyOGXTUzlShRQsuXL9eTTz6p3LlzKyQkRD/99JM6deqk999/3zNvgwYNPAHICTl9//79SpEihQIDA/XNN9+oUaNG2rx5s6Rry+/eAW7dulW5c+dWQECAz3xhxgcn9rPD7TEzZc2aVYGBgTH6XbRo0ULp0qXT6dOnvVhh4uDe327fvl3btm3Tli1bPO8dOXJE48aNU1BQkHLmzCnJ90d9u1VR+/9UrlxZkyZN0po1azwn96L2EXI/265QoULauXOnQkNDvVJzfLP/H52sZs2a0QKQe7kHDRqkkJAQ7d27N8ZnnRCAJClXrlzq1KmTGjZsqJ9//lnDhg2TdG0o8Rw5cki6drw4f/58VaxYUWnSpCEA3UsJf/HJd0W9lH3+/PkY7589e9by5s1rOXLksE6dOvnUPcC3IjIyMtbL/ZcvX7Z3333XqlWrFmu7OVGpUqU8t725bd682SpVquS5ZSCp3zoR35zWzw535uDBg57/d29DoaGhVqBAgWi3yjnZrFmzLFWqVFa6dGkLCgqyDz/80P744w9r2LChlSlTxvOdxT4ouvXr19vevXvN7FrbLFu2zHLmzBnt1rioI1I+9thj1rBhwwSvMyGcPn06xrQdO3ZY6tSpfb7fz604fPiw9e/f36pVq2bDhg3zTI+IiLD169fbAw88EO1WSdwbxMt45D4j1rlzZzVt2lRt27bVpEmTPO+fOXNGLpdLL730kr755hu99tpr2rhxo89fAZKunQlyP9jU/v9Mo/vsUIoUKXTx4kVduXLFEVd9bsTMPGenS5QooXPnznmeIyFJX375pc6cOaPatWtLcvYZ2Khn8d1tlDdvXuXIkUN//vmnKlasqBUrVnieBwNI0pIlS/TFF19o9+7dkv63DZ08edLzAF0nc++DZs2apTZt2mj69Ol644039NZbb+mpp57SuXPntGbNGgUEBHj26fifX3/9VR9//LGka+tWjRo1NGXKFK1evdpzZ4N7RMp9+/bp7NmzatmypSTfuuNh8eLF+u677zzPuXF/17tcLhUtWlQZM2b0ZnleE/W7KFeuXHruuefUsGFDTZkyRV988YWka8eJH3/8sS5cuOAZQRD3DiHoHqhVq5YGDx6ssLAwffvtt2revLm++OILdejQQQUKFNAbb7yhadOmKTg4ONqToX2Z+17owYMHa+7cuQoNDZW/v78uXbqkyZMna9iwYXrmmWcUFBTk5Uq9xx0QN2zYoE2bNqlQoUKegLxq1SpNmTJF3377rSOGD70ZPz8/mZl69OihRYsW6cqVK0qePLmOHz+uhg0b6ptvvmFoY8SQL18+ffPNN3r//fd17tw5SdLFixfVvHlzZc6cWTVr1vRugV7mcrnk5+enTJkyadu2bcqQIYPq1aunTJky6fnnn9eKFSsc+9DYWzFgwAB9+eWXOnfunL7++mtt2rRJ1atX188//6zp06erT58+nnmHDRumvXv3qn79+pJ866TWhQsXNHr0aP3yyy8KDg6Wv7+/Ll68qJYtWypr1qwqWrSot0v0Cvd30aVLlxQWFqa8efPqhRde0EMPPaRvv/1WDzzwgBo3bqy0adNqzZo1cQ6zjvjBwAj3WN++fTVo0CC1bNlSly5d0tSpU3Xp0iV9//33at++vdKnT+/tEhPMtm3bVLJkSdWpU0d169bVU089pX/++Ufvv/++nnrqKfXr10+SfKqD6O06ceKEnnnmGR0+fFhbtmzxhKCjR4/q7NmzKlGihJcrTHg3Wh+uXLmiWrVqKTIyUqVKldKqVasUGhqq7du3e85Uc6CG661bt04NGzZUpUqVlCJFCm3atEkZM2bU77//rpw5czpy/xN1WzEzrVy5UgMGDFCKFCl05MgRhYWFad26dWxXcYi63sycOVO9evVS2bJl1atXL1WpUkWbN29W8eLF5e/vr61bt+qhhx7S999/7wlBSc25c+eUPHnyGIMfuL377ruaNGmSKlasqOzZs+vXX39V2rRpNWfOHGXJksWR25kkdenSRatWrVJkZKTeeustNWnSRH5+fpo1a5amTp2qZMmSady4cWxrCYQQFI+ibtTu0bw+/PBDTZkyRb/++mu0h4OGhYU57kGN48eP18SJE1W9enV9+umnCggI0MWLF/Xee+95Rkhxt5uTbdiwQSVLlvRcyXDC7ZI3EnWbCg4OjjZinnTti7hMmTIKCwvTww8/rFGjRtFuuKkdO3Zo4sSJCg0NVfr06fXWW295uySvMzOtWrVKVatWVVhYmJo1a6a1a9eqWbNmGj16NAdlt2nhwoUaPny48ubNq2HDhil58uSe23MvXryoU6dOJcmHXJuZzp49q2eeeUbvvvuuKleuHO09izKQz7hx47RixQqdOXNGefPm1ZAhQxy9/oSFhWnJkiVKnjy5ZsyYoenTp6t9+/Z6++23Y8zLd1jCIATdQwcPHlTTpk1VsmRJTZgwwTMikVMP8h955BE1a9ZM9evXV5cuXdS8eXOVLVtWNWrUkOTsK0Cx4YDjfzp37qwdO3Yof/78atKkiec++r1796pu3brq0qWLevfurZdfflkdOnRQmTJlvFwxkhqn738GDx6sr776Si+++KKyZ8+u3r17q379+o56hMOtutG64j6ccr83adIkderUSevWrfO5W8D+/vtvVatWTZcuXdK///6rSpUqSYoZhK7n9O0sqkGDBmnYsGH6999/PSPDSbRRQmKPdhfcK+rGjRu1Z88ebdy4UfXq1VPFihWVPHlyDR06VJI0duxYT38PpwYgM1PatGn17bffasuWLSpXrpxatmypTJkySeIKUGwIQP9Tq1YttW/fXl988YW+/fZb/fTTT2rQoIGmTJni2H52uDvXH2g4/aDjkUceUWBgoPr166dLly7pwQcf9DzCITIykgD0/6J+V507d06rV6/WxYsX9fjjj3vWIXcYeuKJJ/Tyyy/7VAhybzfVqlVTeHi4hg4dqnHjxuntt99Whw4dPAMgxfVZJ7l+maPeBZQhQwZlzZo12gBIEvuihMRe7S64XC79+uuv6tKli4oUKSJ/f38NGzZMEydOVLNmzdSjRw+NGDFC/v7+jj+L5nK59MYbb6hnz54qVKiQKlWq5AlAkghAiNOzzz4rSapRo4ann13q1KmVIUMGTZ06VSEhITp06JCGDx/uqH52uHMcaERXsmRJZcuWTXv27NHq1as1ceJEbi29TtSr82PGjNHff/+tb7/9VrVr11atWrU832nudcvlcikkJMSnOrdH3W4CAgLUrFkzJUuWTIMHD1bGjBnVvHnzW/qsU7hcLi1ZskRLly7V22+/rWTJknkeGDtmzBgVKVIkWlcJJCz2bHchNDRUI0eOVLVq1fT9998rY8aMqly5shYtWqRmzZqpcOHCkuSIB6HeirJly2r+/PmO6wuFOxdbP7s0adKofPny+uijjzxfHunSpVO3bt1Yt4C7kCVLFlWpUkXff/+9Lly4IEl8d/2/yMhITwDq0aOHli9froIFC8rlcqlUqVLRTuq5/fLLL8qWLZvnsQa+qFy5csqYMaP+/fdfzZgxQ02bNpWfn58jA09sV7rCwsK0e/du9e3bV0FBQerevbuSJUumBQsWKDQ0VNOmTXN8VwlvosXvgr+/vzJlyqT/a+9uQ5ra4ziAfzc3Xc3lXCBkD0PMQWWIUViywhpJaYVkqAhWQoGvDFJqvYkgSlLCopAKehI0pTAoJ1GpKKKNslIWUQx70hA1H/BoTq3dF96d1C73crvmOdfz/bzSeYSfNc7O95z/7/cfHx/HyMgI3G43vF6vGH4mH0cTeJFK/8bkDxS1Wo2PHz+ipKQEFotFHBXu23uB7y2iX+d7WhEZGQk/Pz90dnZKXJG8+C5Qk5OTUVlZidzcXBQVFSE2NhZmsxkAftqTzOFwICws7KeBLnON2WxGTEwM7ty5g56eHkUGIGDi86qjowMNDQ1oaGgAMPG5lJqaioyMDDx8+FBcKnny5Em8fPlSHDnPACQN3uL5DzQaDex2O6xWKxISEiAIAoKDg3Hw4EGpSyP6X2KfHZE0fDfrKioqsGTJEqxZs0biiuSnpaUFIyMjKC8vx+rVq6HVatHW1iaGoMnnovPnz+PWrVtobGyc0/vf+ZZLRkVFwWAwYHh4WOqSJFVVVYVHjx5h48aNWLlyJYxGI/R6PZYuXYq3b9/i27dv8Hq90Gq17LeTAV49/EdRUVFoamrC9u3bkZmZiaamJnGUKBH9O74+u/j4eBQWFqKurg4JCQl4/PgxNBoNsrOz8eLFC/HumVLvOBL9DoIgoLW1Fdu2bYNOp5O6HNmJiopCeXm5uMdUb28vPB4PAgICfjrWaDSK++TMZb4L+MrKSgQHB2PZsmUSVyQtj8eDoKAg7NmzByaTCWq1Gl++fMHt27cRGxsLjUYzZdUCb+JJi/FzBkRGRuLUqVPim5mNpES/hn12RNLJz8+Hw+HA69evFbG8dHoPx9/1ZfiO1ev14rFVVVWwWCzieOinT5+KX+/bt+83Vy8f/f39cLlciI+Ph1qtVuQUOJ+dO3ciOTlZHHnt8Xhw9epVhIaGIj09HYAyp+TJFSPoDJl84uTFGdGvYZ8dkTSGhobQ3t4Oh8MBi8UidTmzwnchWlFRgdHRUXF50l/xve77nXfv3uHy5ctYsWIFQkJCcPfuXRQVFWFkZGR2ipeRs2fPoqamBllZWX87Inuu83g8MJvNU/b8aWlpwf3797F27VpxialS/33kiJulEpGstLS0wGq1Ijw8XOyz8y0zJaLfZ3h4GPPnz5e6jFlVWlqKgoICpKamIicnB1qtdsoToYGBARQXF6OsrAzR0dHYsWMHzGYzsrOzMTg4iIaGBmg0GvT19cHPz2/OD0GYbnBwEPv370dGRgaSkpKkLkcyvb29cDgcSExMhMlkAgC43W7s3bsXWq0WNTU18PPz4xQ4mWEIIiLZcblcKCkpQWBgII4ePSr22fEJEBHNJEEQcObMGTidTmzevBm5ubnQarXi+aa5uRnr169HUlISPn/+DLVaDbfbjYULF6K1tRVqtVrx5yZBEBAYGCh1GZLq6emB1WpFYmIisrKy0NjYiCtXrkAQBDx79mzKe4rkgyGIiGRp8h0z9tkR0UzznWOGhoaQl5cHp9OJLVu2iEEImHhSZLfbUVtbi/b2dmRmZqKnpwfPnz/H8uXLMTY2poj+KfpnDx48QFpaGjQaDRYvXozIyEjcvHmTmw7LGEMQERERKdL0IPTkyRPYbDYxCDmdTuzevRuBgYEYGBiAyWRCd3c3Lly4gLS0NKnLJ5l5//49Ojo6sGjRIoSFhUGlUjEAyRhDEBERESnW5CB0+vRpOJ1O2Gw25OTkwN/fH9XV1Xj16hXGx8dx+PBhxMXFISEhAUeOHJG6dJI59gDJG6MpERERKZZarcbo6Cj0ej3sdjvy8vJQXV0Nr9eL3Nxc2Gw22Gw2AEBnZye6urqwatUqiaum/wMGIHnj/w4REREpxvQFMC6XCzdu3EB9fT0MBgOOHTuGmJgY1NXV4cSJExgbGxOPLSgogMfjQXR09GyXTUQzjCGIiIiIFEOlUqGjo0P8vr+/HzU1Ndi6dSuuXbsGg8EAu92OiIgIDA8Pi/0cly5dQmFhIa5fv47Q0FCpyieiGcLlcERERKQYo6OjSElJwaFDh5CSkgKr1YqIiAhs2LABBw4cgE6nQ3p6OvLz86HT6aBSqTA4OAiXy4WysjJs2rRJ6j+BiGYAByMQERGRonR1dSEoKAj+/v5QqVTi68ePH0dxcTGqq6sRHh4O4Edz+9evXzFv3jypSiaiGcblcERERKQYXq8XISEhCAgIgEqlwvfv38WfpaSkYMGCBejr6xNf8zW3MwARzS0MQURERKQYvic/nz59AjARcnyLYiwWCwRBQFtbm2T1EdHsYAgiIiIiRamvr8fFixfhdrsB/AhG3d3d0Ov1HHxApADsCSIiIiJF+fDhA6Kjo7Fr1y6cO3cORqMRgiAgLi4OBoMBtbW1UpdIRL8ZQxAREREpTnNzM+Lj47Fu3TrodDq0trbCZDLh3r17CA0NhdfrnTI0gYjmFoYgIiIiUqQ3b96gtLQUHo8HRqMRdrtd6pKIaJYwBBERERH9iU+AiJSBgxGIiIhIsabfC2YAIlIGhiAiIiJSLIYeImViCCIiIiIiIkVhCCIiIiIiIkVhCCIiIiIiIkVhCCIiIiIiIkVhCCIiIiIiIkVhCCIiIiIiIkVhCCIiIiIiIkVhCCIiIiIiIkVhCCIiIiIiIkX5A1PaKrfINlguAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bigram_frequencies = {}\n",
    "\n",
    "for label in df['sentiment'].unique():\n",
    "    subset = df[df['sentiment'] == label]\n",
    "    combined_text = ' '.join(subset['lemma_text'])\n",
    "    tokens = word_tokenize(combined_text)\n",
    "    bigrams = list(ngrams(tokens, 3))\n",
    "    bigram_freq = Counter(bigrams)\n",
    "    top_bigrams = bigram_freq.most_common(10)\n",
    "    bigram_frequencies[label] = top_bigrams\n",
    "\n",
    "for label, top_bigrams in bigram_frequencies.items():\n",
    "    bigrams, frequencies = zip(*top_bigrams)\n",
    "    bigram_labels = [' '.join(bigram) for bigram in bigrams]\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    persian_bigrams = [get_display(reshape(bigram)) for bigram in bigram_labels]\n",
    "    plt.bar(persian_bigrams, frequencies)\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.title(f'Top 10 Bigrams for Label {label}')\n",
    "    plt.xticks(rotation=45)\n",
    "    for i, freq in enumerate(frequencies):\n",
    "        plt.text(i, freq + 1, str(freq), ha='center', va='bottom', fontsize=10)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}