NLTK-Sentiment-Analysis-Stock-Headlines.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLTK-Sentiment-Analysis-Stock-Headlines.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyNRp9WNHwL920+ouKDVeOB9"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"Ot-p8cqTTfD4"},"source":["!pip install yahoo-fin"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"GCu7xY-6T8HM"},"source":["!pip install requests_html"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"WtlseQrDaHE-","executionInfo":{"status":"ok","timestamp":1605619837094,"user_tz":-60,"elapsed":2873,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"5ecd65c1-97ae-4e08-9711-2313b5920b02","colab":{"base_uri":"https://localhost:8080/"}},"source":["import nltk\n","nltk.download('vader_lexicon')"],"execution_count":3,"outputs":[{"output_type":"stream","text":["[nltk_data] Downloading package vader_lexicon to /root/nltk_data...\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"evxKPP2lFnaN","executionInfo":{"status":"ok","timestamp":1605619844944,"user_tz":-60,"elapsed":729,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["from urllib.request import urlopen, Request\n","from bs4 import BeautifulSoup\n","import datetime\n","import pandas as pd\n","import numpy as np\n","import seaborn as sns\n","from nltk.sentiment.vader import SentimentIntensityAnalyzer\n","import matplotlib.pyplot as plt\n","import yahoo_fin.stock_info as si\n","from yahoo_fin import options"],"execution_count":5,"outputs":[]},{"cell_type":"code","metadata":{"id":"9ilJJGUKOaRs","executionInfo":{"status":"ok","timestamp":1605619848481,"user_tz":-60,"elapsed":667,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["website_url = 'https://finviz.com/quote.ashx?t='\n","company_tikcers = ['AMD', 'AMZN', 'FB', 'GOOG']"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"id":"9qmkMFKGFxC6","executionInfo":{"status":"ok","timestamp":1605619856549,"user_tz":-60,"elapsed":7214,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["news_tables = {}\n","\n","for ticker in company_tikcers:\n","  url = website_url + ticker\n","\n","  req = Request(url=url, headers={'user-agent': 'my-scrape'})\n","  response = urlopen(req)\n","  html = BeautifulSoup(response, 'html')\n","  news_data = html.find(id='news-table')\n","  news_tables[ticker] = news_data"],"execution_count":8,"outputs":[]},{"cell_type":"code","metadata":{"id":"h7YNICeQJ_4m","executionInfo":{"status":"ok","timestamp":1605619859482,"user_tz":-60,"elapsed":904,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["parsed_data = []\n","\n","for ticker, news_table in news_tables.items():\n","  for row in news_table.findAll('tr'):\n","    title = row.a.text\n","    date_data = row.td.text.split(' ')\n","\n","    if len(date_data) == 1:\n","      time = date_data[0][0:7]\n","    else:\n","      date = datetime.datetime.strptime(date_data[0], '%b-%d-%y').strftime('%Y/%m/%d')\n","      time = date_data[1][0:7]\n","\n","    parsed_data.append([ticker, date, time, title])"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"id":"JYhU4O9iM66y"},"source":["parsed_data"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"T7kc-mL8UtSw","executionInfo":{"status":"ok","timestamp":1605619876507,"user_tz":-60,"elapsed":1098,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"705af741-6780-403b-dcfb-60fcac8ea303","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["dataset = pd.DataFrame(parsed_data, columns=[\"Company\", \"Date\", \"Time\", \"News Headline\"])\n","dataset.to_csv('CompanyNewsHeadlines_WithoutSentiment.csv', index=False)\n","dataset.head()"],"execution_count":11,"outputs":[{"output_type":"execute_result","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>Company</th>\n","      <th>Date</th>\n","      <th>Time</th>\n","      <th>News Headline</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>AMD</td>\n","      <td>2020/11/17</td>\n","      <td>06:30AM</td>\n","      <td>Intel May Be Down, But It's Far From Being Out</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>AMD</td>\n","      <td>2020/11/16</td>\n","      <td>08:02PM</td>\n","      <td>Samsung Intensifies Chip Wars With Bet It Can ...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>AMD</td>\n","      <td>2020/11/16</td>\n","      <td>04:15PM</td>\n","      <td>AMD to Present at Credit Suisse 24th Annual Te...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>AMD</td>\n","      <td>2020/11/16</td>\n","      <td>10:29AM</td>\n","      <td>Microsoft (MSFT) Detects Cyberattacks on COVID...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>AMD</td>\n","      <td>2020/11/16</td>\n","      <td>09:45AM</td>\n","      <td>NVIDIA Looks to Erase a Key AMD Advantage</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Company  ...                                      News Headline\n","0     AMD  ...     Intel May Be Down, But It's Far From Being Out\n","1     AMD  ...  Samsung Intensifies Chip Wars With Bet It Can ...\n","2     AMD  ...  AMD to Present at Credit Suisse 24th Annual Te...\n","3     AMD  ...  Microsoft (MSFT) Detects Cyberattacks on COVID...\n","4     AMD  ...          NVIDIA Looks to Erase a Key AMD Advantage\n","\n","[5 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"Ok3xN3P-YmYi","executionInfo":{"status":"ok","timestamp":1605619879830,"user_tz":-60,"elapsed":1312,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["sia=SentimentIntensityAnalyzer()\n","\n","dataset['Compound'] = dataset['News Headline'].apply(lambda headline: sia.polarity_scores(headline)['compound'])"],"execution_count":12,"outputs":[]},{"cell_type":"code","metadata":{"id":"-3WIERVJeajw","executionInfo":{"status":"ok","timestamp":1605619881180,"user_tz":-60,"elapsed":809,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["def sentiment_declareation(sentiment_value):\n","  if -0.2 < sentiment_value <= 0.2:\n","      return 'neu'\n","  elif 0.2 < sentiment_value <= 1.0:\n","      return 'pos'\n","  elif -1.0 <= sentiment_value <= -0.2:\n","      return 'neg'"],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"id":"DU2prIcSg_OU","executionInfo":{"status":"ok","timestamp":1605619883092,"user_tz":-60,"elapsed":950,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["dataset['Sentiment'] = dataset['Compound'].apply(lambda value: sentiment_declareation(value))"],"execution_count":14,"outputs":[]},{"cell_type":"code","metadata":{"id":"12Zty0hOuYUC","executionInfo":{"status":"ok","timestamp":1605619885340,"user_tz":-60,"elapsed":877,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["dataset['Date'] = pd.to_datetime(dataset.Date).dt.date"],"execution_count":15,"outputs":[]},{"cell_type":"code","metadata":{"id":"MUFG8dTqaAuU","executionInfo":{"status":"ok","timestamp":1605619887415,"user_tz":-60,"elapsed":1205,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"b1087359-b1f1-43b1-b1c6-909777279cf2","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["dataset.head()"],"execution_count":16,"outputs":[{"output_type":"execute_result","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>Company</th>\n","      <th>Date</th>\n","      <th>Time</th>\n","      <th>News Headline</th>\n","      <th>Compound</th>\n","      <th>Sentiment</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>AMD</td>\n","      <td>2020-11-17</td>\n","      <td>06:30AM</td>\n","      <td>Intel May Be Down, But It's Far From Being Out</td>\n","      <td>0.0000</td>\n","      <td>neu</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>AMD</td>\n","      <td>2020-11-16</td>\n","      <td>08:02PM</td>\n","      <td>Samsung Intensifies Chip Wars With Bet It Can ...</td>\n","      <td>-0.5574</td>\n","      <td>neg</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>AMD</td>\n","      <td>2020-11-16</td>\n","      <td>04:15PM</td>\n","      <td>AMD to Present at Credit Suisse 24th Annual Te...</td>\n","      <td>0.3818</td>\n","      <td>pos</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>AMD</td>\n","      <td>2020-11-16</td>\n","      <td>10:29AM</td>\n","      <td>Microsoft (MSFT) Detects Cyberattacks on COVID...</td>\n","      <td>0.0000</td>\n","      <td>neu</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>AMD</td>\n","      <td>2020-11-16</td>\n","      <td>09:45AM</td>\n","      <td>NVIDIA Looks to Erase a Key AMD Advantage</td>\n","      <td>0.2500</td>\n","      <td>pos</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Company        Date  ... Compound Sentiment\n","0     AMD  2020-11-17  ...   0.0000       neu\n","1     AMD  2020-11-16  ...  -0.5574       neg\n","2     AMD  2020-11-16  ...   0.3818       pos\n","3     AMD  2020-11-16  ...   0.0000       neu\n","4     AMD  2020-11-16  ...   0.2500       pos\n","\n","[5 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"code","metadata":{"id":"dftT9ZTDbdCk","executionInfo":{"status":"ok","timestamp":1605619889968,"user_tz":-60,"elapsed":818,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["dataset.to_csv('CompanyNewsHeadlines.csv', index=False)"],"execution_count":17,"outputs":[]},{"cell_type":"code","metadata":{"id":"DUXnJ802qnTj","executionInfo":{"status":"ok","timestamp":1605619892001,"user_tz":-60,"elapsed":1127,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"b8634ee7-aa20-4625-e295-ed6710145d8e","colab":{"base_uri":"https://localhost:8080/","height":235}},"source":["max_min_date = dataset.groupby(['Company']).agg({'Date': [np.min,np.max]})\n","max_min_date"],"execution_count":18,"outputs":[{"output_type":"execute_result","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 tr th {\n","        text-align: left;\n","    }\n","\n","    .dataframe thead tr:last-of-type th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th></th>\n","      <th colspan=\"2\" halign=\"left\">Date</th>\n","    </tr>\n","    <tr>\n","      <th></th>\n","      <th>amin</th>\n","      <th>amax</th>\n","    </tr>\n","    <tr>\n","      <th>Company</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>AMD</th>\n","      <td>2020-10-27</td>\n","      <td>2020-11-17</td>\n","    </tr>\n","    <tr>\n","      <th>AMZN</th>\n","      <td>2020-11-12</td>\n","      <td>2020-11-17</td>\n","    </tr>\n","    <tr>\n","      <th>FB</th>\n","      <td>2020-11-06</td>\n","      <td>2020-11-17</td>\n","    </tr>\n","    <tr>\n","      <th>GOOG</th>\n","      <td>2020-11-10</td>\n","      <td>2020-11-17</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["               Date            \n","               amin        amax\n","Company                        \n","AMD      2020-10-27  2020-11-17\n","AMZN     2020-11-12  2020-11-17\n","FB       2020-11-06  2020-11-17\n","GOOG     2020-11-10  2020-11-17"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"code","metadata":{"id":"yfOFcvynpkj6","executionInfo":{"status":"ok","timestamp":1605619894456,"user_tz":-60,"elapsed":787,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"dda8a69f-d11e-4e96-ae55-9bdd77d5d446","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["dataset['MaxDate'] = dataset.groupby('Company').Date.transform('max')\n","dataset['MinDate'] = dataset.groupby('Company').Date.transform('min')\n","\n","dataset.head()"],"execution_count":19,"outputs":[{"output_type":"execute_result","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>Company</th>\n","      <th>Date</th>\n","      <th>Time</th>\n","      <th>News Headline</th>\n","      <th>Compound</th>\n","      <th>Sentiment</th>\n","      <th>MaxDate</th>\n","      <th>MinDate</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>AMD</td>\n","      <td>2020-11-17</td>\n","      <td>06:30AM</td>\n","      <td>Intel May Be Down, But It's Far From Being Out</td>\n","      <td>0.0000</td>\n","      <td>neu</td>\n","      <td>2020-11-17</td>\n","      <td>2020-10-27</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>AMD</td>\n","      <td>2020-11-16</td>\n","      <td>08:02PM</td>\n","      <td>Samsung Intensifies Chip Wars With Bet It Can ...</td>\n","      <td>-0.5574</td>\n","      <td>neg</td>\n","      <td>2020-11-17</td>\n","      <td>2020-10-27</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>AMD</td>\n","      <td>2020-11-16</td>\n","      <td>04:15PM</td>\n","      <td>AMD to Present at Credit Suisse 24th Annual Te...</td>\n","      <td>0.3818</td>\n","      <td>pos</td>\n","      <td>2020-11-17</td>\n","      <td>2020-10-27</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>AMD</td>\n","      <td>2020-11-16</td>\n","      <td>10:29AM</td>\n","      <td>Microsoft (MSFT) Detects Cyberattacks on COVID...</td>\n","      <td>0.0000</td>\n","      <td>neu</td>\n","      <td>2020-11-17</td>\n","      <td>2020-10-27</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>AMD</td>\n","      <td>2020-11-16</td>\n","      <td>09:45AM</td>\n","      <td>NVIDIA Looks to Erase a Key AMD Advantage</td>\n","      <td>0.2500</td>\n","      <td>pos</td>\n","      <td>2020-11-17</td>\n","      <td>2020-10-27</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Company        Date     Time  ... Sentiment     MaxDate     MinDate\n","0     AMD  2020-11-17  06:30AM  ...       neu  2020-11-17  2020-10-27\n","1     AMD  2020-11-16  08:02PM  ...       neg  2020-11-17  2020-10-27\n","2     AMD  2020-11-16  04:15PM  ...       pos  2020-11-17  2020-10-27\n","3     AMD  2020-11-16  10:29AM  ...       neu  2020-11-17  2020-10-27\n","4     AMD  2020-11-16  09:45AM  ...       pos  2020-11-17  2020-10-27\n","\n","[5 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"id":"Uw9EKPGoqTEC","executionInfo":{"status":"ok","timestamp":1605619896961,"user_tz":-60,"elapsed":692,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"c8e917f1-75c4-452a-bfbf-8d8c9442009d","colab":{"base_uri":"https://localhost:8080/"}},"source":["company_early_late_dates = {}\n","\n","for index, row in dataset.iterrows():\n","  if row['Company'] in company_early_late_dates:\n","      company_early_late_dates[row['Company']]['early'] = row['MinDate']\n","      company_early_late_dates[row['Company']]['late'] = row['MaxDate']\n","  else:\n","    company_early_late_dates[row['Company']] = {'early': None, 'late': None}\n","\n","company_early_late_dates"],"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'AMD': {'early': datetime.date(2020, 10, 27),\n","  'late': datetime.date(2020, 11, 17)},\n"," 'AMZN': {'early': datetime.date(2020, 11, 12),\n","  'late': datetime.date(2020, 11, 17)},\n"," 'FB': {'early': datetime.date(2020, 11, 6),\n","  'late': datetime.date(2020, 11, 17)},\n"," 'GOOG': {'early': datetime.date(2020, 11, 10),\n","  'late': datetime.date(2020, 11, 17)}}"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"code","metadata":{"id":"BMsy2Fz_11y3","executionInfo":{"status":"ok","timestamp":1605619901096,"user_tz":-60,"elapsed":2669,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"df2358a9-c6f2-49e0-c2c2-eb4ef634a1ff","colab":{"base_uri":"https://localhost:8080/"}},"source":["for key, value in company_early_late_dates.items():\n","  print(key, '->', value)\n","  tmp_df = si.get_data(key, start_date=value['early'], end_date=value['late'])\n","  tmp_df['date'] = tmp_df.index\n","  tmp_df.to_csv(key + '_NLTK.csv', index=False)"],"execution_count":21,"outputs":[{"output_type":"stream","text":["AMD -> {'early': datetime.date(2020, 10, 27), 'late': datetime.date(2020, 11, 17)}\n","AMZN -> {'early': datetime.date(2020, 11, 12), 'late': datetime.date(2020, 11, 17)}\n","FB -> {'early': datetime.date(2020, 11, 6), 'late': datetime.date(2020, 11, 17)}\n","GOOG -> {'early': datetime.date(2020, 11, 10), 'late': datetime.date(2020, 11, 17)}\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"DHux7SDrbtLb","executionInfo":{"status":"ok","timestamp":1605619904782,"user_tz":-60,"elapsed":680,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"6493654f-9b01-4136-aca6-92f59fa5e300","colab":{"base_uri":"https://localhost:8080/"}},"source":["sentiment_result = {}\n","for value in dataset['Sentiment']:\n","  if value in sentiment_result:\n","    if value == 'neu':\n","      sentiment_result['neu'] += 1\n","    elif value == 'pos':\n","      sentiment_result['pos'] += 1\n","    elif value == 'neg':\n","      sentiment_result['neg'] += 1\n","  else:\n","    sentiment_result[value] = 1\n","\n","sentiment_result"],"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'neg': 58, 'neu': 218, 'pos': 124}"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"code","metadata":{"id":"RAmRDXxal-8r","executionInfo":{"status":"ok","timestamp":1605619907709,"user_tz":-60,"elapsed":1015,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"ee8ea98e-b6b8-44e8-abf8-5aeae2a5c706","colab":{"base_uri":"https://localhost:8080/"}},"source":["result_by_companies = {}\n","for index, row in dataset.iterrows():\n","  if row['Company'] in result_by_companies:\n","    if row['Sentiment'] == 'neu':\n","      result_by_companies[row['Company']]['neu'] +=1\n","    if row['Sentiment'] == 'pos':\n","      result_by_companies[row['Company']]['pos'] +=1\n","    if row['Sentiment'] == 'neg':\n","      result_by_companies[row['Company']]['neg'] +=1\n","  else:\n","    result_by_companies[row['Company']] = {'neg': 0, 'neu': 0, 'pos': 0}\n","\n","result_by_companies"],"execution_count":23,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'AMD': {'neg': 10, 'neu': 47, 'pos': 42},\n"," 'AMZN': {'neg': 12, 'neu': 55, 'pos': 32},\n"," 'FB': {'neg': 22, 'neu': 54, 'pos': 23},\n"," 'GOOG': {'neg': 14, 'neu': 59, 'pos': 26}}"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"code","metadata":{"id":"lY8A7M2m8JPm","executionInfo":{"status":"ok","timestamp":1605619910002,"user_tz":-60,"elapsed":685,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"b3425835-d66b-41f8-c9ed-fdd34064b012","colab":{"base_uri":"https://localhost:8080/","height":241}},"source":["dataframe_list = []\n","for key, value in result_by_companies.items():\n","  print(key, '->', value)\n","  dataframe_list.append([key, value['neg'], value['neu'], value['pos']])\n","\n","\n","dataset_company = pd.DataFrame(dataframe_list, columns=[\"Company\", \"Neg\", \"Neu\", \"Pos\"])\n","dataset_company.head()"],"execution_count":24,"outputs":[{"output_type":"stream","text":["AMD -> {'neg': 10, 'neu': 47, 'pos': 42}\n","AMZN -> {'neg': 12, 'neu': 55, 'pos': 32}\n","FB -> {'neg': 22, 'neu': 54, 'pos': 23}\n","GOOG -> {'neg': 14, 'neu': 59, 'pos': 26}\n"],"name":"stdout"},{"output_type":"execute_result","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>Company</th>\n","      <th>Neg</th>\n","      <th>Neu</th>\n","      <th>Pos</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>AMD</td>\n","      <td>10</td>\n","      <td>47</td>\n","      <td>42</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>AMZN</td>\n","      <td>12</td>\n","      <td>55</td>\n","      <td>32</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>FB</td>\n","      <td>22</td>\n","      <td>54</td>\n","      <td>23</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>GOOG</td>\n","      <td>14</td>\n","      <td>59</td>\n","      <td>26</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Company  Neg  Neu  Pos\n","0     AMD   10   47   42\n","1    AMZN   12   55   32\n","2      FB   22   54   23\n","3    GOOG   14   59   26"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"code","metadata":{"id":"08j7JP8A8J4z","executionInfo":{"status":"ok","timestamp":1605619915585,"user_tz":-60,"elapsed":752,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"c2c0ea5c-d06a-4ff2-e963-ad31dfed6bc4","colab":{"base_uri":"https://localhost:8080/","height":269}},"source":["index = np.arange(len(company_tikcers))\n","score_label = np.arange(0, 110, 10)\n","\n","bar_width = 0.35\n","\n","fig, ax = plt.subplots()\n","barNeg = ax.bar(index - bar_width, dataset_company['Neg'], bar_width, label='Neg')\n","barNeu = ax.bar(index, dataset_company['Neu'], bar_width, label='Neu')\n","barPos = ax.bar(index + bar_width, dataset_company['Pos'], bar_width, label='Pos')\n","\n","ax.set_xticks(index)\n","ax.set_xticklabels(company_tikcers)\n","\n","ax.set_yticks(score_label)\n","ax.set_yticklabels(score_label)\n","\n","\n","ax.legend()\n","\n","def insert_data_labels(bars):\n","  for bar in bars:\n","    bar_height = bar.get_height()\n","    ax.annotate('{0:.0f}'.format(bar.get_height()),\n","                xy=(bar.get_x() + bar.get_width() / 2, bar_height),\n","                xytext=(0,3),\n","                textcoords='offset points',\n","                ha='center',\n","                va='bottom'\n","    )\n","\n","insert_data_labels(barNeg)\n","insert_data_labels(barNeu)\n","insert_data_labels(barPos)\n","\n","plt.show()"],"execution_count":25,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"SrLScyu4ud5n","executionInfo":{"status":"ok","timestamp":1605619925942,"user_tz":-60,"elapsed":746,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["mean_df = dataset.groupby(['Company', 'Date']).mean()"],"execution_count":28,"outputs":[]},{"cell_type":"code","metadata":{"id":"jiSudYHkvFqe","executionInfo":{"status":"ok","timestamp":1605619927888,"user_tz":-60,"elapsed":1393,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"8e6b592f-831f-4173-9b27-1e504f64f634","colab":{"base_uri":"https://localhost:8080/","height":480}},"source":["mean_df = mean_df.unstack()\n","mean_df = mean_df.xs('Compound', axis='columns').transpose()\n","mean_df.plot(kind='bar', figsize=(16.2, 6.5))"],"execution_count":29,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"kr_Bpaii1EQQ","executionInfo":{"status":"ok","timestamp":1605619932041,"user_tz":-60,"elapsed":1144,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["def percentage(part, whole):\n","  temp = 100 * float(part) / float(whole)\n","  return format(temp, '.2f')"],"execution_count":30,"outputs":[]},{"cell_type":"code","metadata":{"id":"SZ1G8DumzrZr","executionInfo":{"status":"ok","timestamp":1605619934206,"user_tz":-60,"elapsed":759,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["def visualization(positive, neutral, negative):\n","  labels = ['Positive [' + str(positive) + '%]','Neutral [' + str(neutral) + '%]',\n","            'Negative [' + str(negative) + '%]']\n","  sizes = [positive, neutral, negative]\n","  colors = ['lightgreen', 'gold', 'red']\n","  patches, texts = plt.pie(sizes, colors=colors, startangle=90)\n","  plt.title('Aggregate sentiment value of the economic news headlines')\n","  plt.legend(patches, labels, loc=\"best\")\n","  plt.axis('equal')\n","  plt.tight_layout()\n","  plt.show()"],"execution_count":31,"outputs":[]},{"cell_type":"code","metadata":{"id":"EqlFTks6IuWW","executionInfo":{"status":"ok","timestamp":1605619936728,"user_tz":-60,"elapsed":832,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["def company_specific_sentiment_visualization(company_name):\n","  company_df = dataset[dataset['Company'] == company_name]\n","  temp = company_df.groupby(['Company', 'Date']).mean()\n","  temp= temp.unstack()\n","  temp = temp.xs('Compound', axis='columns').transpose()\n","  temp.plot(kind='line', figsize=(16.2, 6.5))"],"execution_count":32,"outputs":[]},{"cell_type":"code","metadata":{"id":"pFzhaMQ1XD8i","executionInfo":{"status":"ok","timestamp":1605619938941,"user_tz":-60,"elapsed":1252,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["def company_specific_sentiment_and_stockclose_day_focus_visualization(company_name, company_stock_dataframe):\n","  company_specific = dataset[dataset['Company'] == company_name]\n","  temp_company = company_specific.groupby(['Company', 'Date']).mean()\n","  temp_company.to_csv(company_name + '_SentimentAndValueOnDays.csv')\n","\n","  temp_dataframe = pd.read_csv(\"/content/\" + company_name + \"_SentimentAndValueOnDays.csv\")\n","  temp_dataframe['adjclose'] = temp_dataframe.Date.map(company_stock_dataframe.set_index('date')['adjclose'].to_dict())\n","  temp_dataframe = temp_dataframe.dropna(subset=['adjclose'])\n","  return temp_dataframe"],"execution_count":33,"outputs":[]},{"cell_type":"code","metadata":{"id":"itlEgVd4tI4D","executionInfo":{"status":"ok","timestamp":1605619940775,"user_tz":-60,"elapsed":717,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["def company_compound_adjclose_normalized(company_name, company_combinated_dataframe):\n","  normalized_df=(company_combinated_dataframe-company_combinated_dataframe.mean())/company_combinated_dataframe.std()\n","\n","  plt.figure(figsize=(16.2, 6.5))\n","  plt.title(company_name + ': Normalized AdjClose values with Compounds')\n","  plt.plot(company_combinated_dataframe['Date'], normalized_df['Compound'], label='compound')\n","  plt.plot(company_combinated_dataframe['Date'], normalized_df['adjclose'], label='adjclose')\n","  plt.xticks(rotation=70)\n","  plt.xlabel('Date')\n","  plt.ylabel('Compound')\n","  plt.legend()\n","  plt.show()"],"execution_count":34,"outputs":[]},{"cell_type":"code","metadata":{"id":"kgQ3Zz-hy9g3","executionInfo":{"status":"ok","timestamp":1605619943113,"user_tz":-60,"elapsed":796,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"5fa37fca-c084-40db-ef4d-ba55451618f1","colab":{"base_uri":"https://localhost:8080/","height":297}},"source":["# össze gazdasági megítélés ezen cégek híreire fókuszálva\n","all_num = sentiment_result['pos'] + sentiment_result['neu'] + sentiment_result['neg']\n","pos_percent = percentage(part=sentiment_result['pos'], whole=all_num)\n","neu_percent = percentage(part=sentiment_result['neu'], whole=all_num)\n","neg_percent = percentage(part=sentiment_result['neg'], whole=all_num)\n","\n","visualization(positive=pos_percent,neutral=neu_percent, negative=neg_percent)"],"execution_count":35,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"X86G2nfr5Q_D","executionInfo":{"status":"ok","timestamp":1605619945751,"user_tz":-60,"elapsed":978,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["amd_stock = pd.read_csv(\"/content/AMD_NLTK.csv\")\n","amzn_stock = pd.read_csv(\"/content/AMZN_NLTK.csv\")\n","fb_stock = pd.read_csv(\"/content/FB_NLTK.csv\")\n","goog_stock = pd.read_csv(\"/content/GOOG_NLTK.csv\")"],"execution_count":36,"outputs":[]},{"cell_type":"code","metadata":{"id":"nTEvWCrST73R","executionInfo":{"status":"ok","timestamp":1605619948237,"user_tz":-60,"elapsed":1678,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["def company_corr(company_stock, company_combinated_dataframe):\n","  company_data = company_combinated_dataframe.merge(company_stock, on='adjclose')\n","  company_data.drop(['ticker', 'date'], axis=1, inplace=True)\n","  company_data.rename(columns = {'Compound_x':'Compound'}, inplace = True) \n","\n","  plt.figure(figsize=(16, 10))\n","  sns.heatmap(company_data[['open', 'low', 'high', 'adjclose', 'Compound', 'volume']].corr(), annot=True)\n","  plt.show()"],"execution_count":37,"outputs":[]},{"cell_type":"code","metadata":{"id":"kjbiLh6W5tfE","executionInfo":{"status":"ok","timestamp":1605619954819,"user_tz":-60,"elapsed":1144,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"19002be9-e716-4d14-decd-b0cbfbb90a5c","colab":{"base_uri":"https://localhost:8080/","height":479}},"source":["plt.figure(figsize=(16.2, 6.5))\n","plt.title('Stock Close Periods - AMD')\n","plt.plot(amd_stock['adjclose'], label='AMD', color = 'blue')\n","x = amd_stock['date']\n","y = amd_stock['adjclose']\n","plt.plot(x, y)\n","plt.xticks(rotation=70)\n","plt.xlabel('Date')\n","plt.ylabel('Adj Close')\n","plt.show()"],"execution_count":39,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"4-yycxV5FLK1","executionInfo":{"status":"ok","timestamp":1605619958421,"user_tz":-60,"elapsed":1433,"user":{"displayName":"László 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syDvRaKPKiMieLhhaJUnqArAKwNcAcgH8V5Kkw0KIvwkhrrB3gUREREREQPeoG2Dg/aw9knQaAEAO+1qJnIJHX54kSdIXAL4447G/nOO5swZfFhERERHRT2UazYjQ+EAfNGRQ14nUDkGIvxcOlNZj2RQbFUdEdjPog5iIiIiIiOytu5/VhMkxwRBCDOpaQggk6bRcaSVyEgytRERERKR4hTVNqG3qQPogD2HqYdBpUVDThKb2Lptcj4jsh6GViIiIiBRvl9EMAJg8yEOYehj0GkgScJCjb4gUj6GViIiIiBQv02hCeKAPRgYPbD7rmZJ0WgBANrcIEykeQysRERERKZokScgwds9nHWw/a48gPy+MCPJlXyuRE2BoJSIiIiJFK6xpRm1T+6BH3ZwpSadBdim3BxMpHUMrERERESlaZlH3fNbJ0bY5hKlHsl6L8rpW1DS22/S6RGRbDK1EREREpGgZRjOGBXgjOsTPptft6WvlFmEiZWNoJSIiIiLFkiQJmUbbzGc9U0JkIFQCyC5laCVSMoZWIiIiIlKsotpmVDe222w+6+l8vTwwOiwA2Rx7Q6RoDK1EREREpFiZRd3zWW19CFMPg06L7LI6SJJkl+sT0eAxtBIRERGRYmUYTQjx90aMjftZexj0WtS1dKLU3GqX6xPR4DG0EhEREZEidfezmpFuw/msZ0rSaQAAB3gYE5FiMbQSERERkSKVmFpQ2dCGyXbaGgwAY8ID4O2hQg4PYyJSLIZWIiIiIlKknvmsU+xwCFMPT7UK4yMCkc2VViLFYmglIiIiIkXKMJoR4u+F2FB/u97HoNfiYHk9uixWu96HiAaGoZWIiIiIFEeSJGQYTZgcbfv5rGcy6LRo67TiWHWTXe9DRAPD0EpEREREilNqbsWJ+jZMtuPW4B4GvRYAkM2+ViJFYmglIiIiIsXJMHb3s9prPuvpooJ9Eejjgeyyervfi4j6j6GViIiIiBQno8iEID8vxA2zbz8rAAghYNBrudJKpFAMrURERESkOJlGMyZH228+65kMOi3yqxrR1mlxyP2IqO8YWomIiIhIUUrNLSiva3XI1uAeSToNLFYJhyu4RZhIaRhaiYiIiEhRevpZHXEIU4/k3sOYGFqJlIahlYiIiIgUJbPIjKG+nhg9LMBh9xwW6IPwQB9kl7GvlUhpGFqJiIiISFEyjCakRQdBpXJMP2sPg17Dw5iIFIihlYiIiIgUo+xkC8pOOraftYdBr0WxqQV1LR0OvzcRnRtDKxEREREpRqbRDACYHC1DaNV197XmcF4rkaIwtBIRERGRYmQYTdAM8UR8uOP6WXsk6jQAgBz2tRIpCkMrERERESlGZpFZln5WAAj08URMqB8O8ARhIkVhaCUiIiIiRaioa8Vxc4ss/aw9knVaZJfVQZIk2Wogop9iaCUiIiIiRcgs6p7Pmu7A+axnStJpUNPYjsqGNtlqIKKfYmglIiIiIkXIKDQj0McD8eGBstVg0HcfxpTNLcJEisHQSkRERESKkFlkQlp0MNQy9LP2GDs8EB4qgWwexkSkGAytRERERCS7yvo2FJtaZN0aDAA+nmqMHR6I7FKGViKlYGglIiIiItn92M8q3yFMPQx6DQ6W1cNq5WFMRErA0EpEREREssswmhDg44Gxw+XrZ+2RpNOisb0LxtpmuUshIjC0EhEREZECZBrNSIsKkrWftUfyqcOYctjXSqQIDK1EREREJKuqhjYYa5sxWeZ+1h6xof7w9VKzr5VIIRhaiYiIiEhWGUbl9LMCgFolkBipQXYZx94QKQFDKxERERHJKrPIDH9vD4xTQD9rD4NeiyMVDejosspdCpHbY2glIiIiIlllGE2YFDUUHmrlvDU16LTosFiRX9kodylEbk85rwxERERE5HaqG9tgrGlWzNbgHga9BgBwgIcxEcmOoZWIiIiIZJNpNAMAJisstEZqhyDYz4uHMREpAEMrEREREckms8gEPy81EiKU088KAEIIGPRajr0hUgCGViIiIiKSTYbRjNSoIEX1s/ZI0mlwrLoJTe1dcpdC5NaU9+pARERERG6htqkdBdVNiutn7WHQayFJwKFyjr4hkhNDKxERERHJ4sd+1iCZKzk7g04LAOxrJZIZQysRERERySLDaIKvlxqJkRq5SzmrID8v6IOGIKeMK61EcmJoJSIiIiJZZBaZMHHkUHgqsJ+1R5JOiwNcaSWSlXJfIYiIiIjIZZma2nG0Srn9rD2SdVqU17Witqld7lKI3BZDKxERERE53O6i7n5WpYdWg767r5Wjb4jkw9BKRERERA6XYTRhiKcaSTpl9rP2SIgMhEoAB0rZ10oklz6FViHEfCFEvhCiQAjxwFk+f6cQ4qAQ4oAQYrsQYpztSyUiIiIiV5FZZEZqlLL7WQHA18sDo8MCuNJKJKMLvkoIIdQAVgNYAGAcgKVnCaXvSZKUKElSMoAnAPzL5pUSERERkUswN3cgr7IRk6OVOermTEk6DbJL6yBJktylELmlvvxqKw1AgSRJRkmSOgCsB7Dw9CdIktRw2od+APgTTURERERn5Sz9rD0Mei1OtnSi7GSr3KUQuaW+hNZIAKWnfVx26rGfEEKsFEIUonul9d6zXUgIcbsQIksIkVVTUzOQeomIiIjIyWUYTfDxVCFJp5W7lD4xnKqTo2+I5GGzJgJJklZLkhQL4H4AD57jOa9KkpQqSVJqaGiorW5NRERERE4ks8iMiSOHwstD2f2sPcaEB8DLQ8W+ViKZ9OWVohyA/rSPdaceO5f1AK4cTFFERERE5JrqWjqQV9mAydHOsTUYADzVKiREBCKbJwgTyaIvoXUPgDghRLQQwgvAEgAbT3+CECLutA8vBXDMdiUSERERkavILDJDkpynn7VHkk6Lg+X16LJY5S6FyO1cMLRKktQFYBWArwHkAvivJEmHhRB/E0Jcceppq4QQh4UQBwD8DsDNdquYiIiIiJxWptEMbw8VDHplz2c9U7Jei9ZOCwpqmuQuhcjtePTlSZIkfQHgizMe+8tp//5rG9dFRERERC4ow2hCyoih8PZQy11KvyTpukN2dmkd4sMDZa6GyL04R/c7ERERETm9+pZO5FY2ON3WYACICvZDoI8HssvY10rkaAytREREROQQu4u7+1knxwTJXUq/qVQCSTotsjn2hsjhGFqJiIiIyCEyjSZ4eaiQrHeO+axnMug1yK9sRFunRe5SiNwKQysREREROURGkQkT9Fr4eDpXP2uPJJ0WXVYJhysa5C6FyK0wtBIRERGR3dW3duJIhXP2s/boWSHOKeMWYSJHYmglIiIiIrvLKjbD6qT9rD3CAn0QHujDvlYiB2NoJSIiIiK7yywyw0utQsqIoXKXMihJOg1yeIIwkUMxtBIRERGR3WUYTUh24n7WHga9FsbaZtS3dMpdCpHbYGglIiIiIrtqaOvEofJ6pDvx1uAeBt2pvtZybhEmchSGViIiIiKyq73FJ0/1szrvIUw9EnUaAOAWYSIHYmglIiIiIrvKMJrgqRZO388KAJohnogJ8cMBHsZE5DAMrURERERkVxlFZiTrtRji5dz9rD0Mei3H3hA5EEMrEREREdlNU3sXDpXXY3K0828N7mHQaVDV0I7K+ja5SyFyCwytRERERGQ3WcVmWKwS0l2gn7VHkr77MKZsrrYSOQRDKxERERHZTYbRDA+VQMpIrdyl2My44YHwUAlks6+VyCEYWomIiIjIbjKLTDDotfD18pC7FJvx8VQjfngATxAmchCGViIiIiKyi+b2LuSU1WNytPPPZz2TQadFdlkdrFZJ7lKIXB5DKxERERHZxd6Sky7Xz9rDoNOisa0LRaZmuUshcnkMrURERERkFxlGE9QqgYkjnX8+65kMpw5j4ugbIvtjaCUiIiIiu8gwmpCk08DP23X6WXuMGuYPXy81skvZ10pkbwytRERERGRzLR3d/ayuuDUYANQqgYRIDcfeEDkAQysRERER2dzekpPoskoueQhTj2S9FocrGtDRZZW7FCKXxtBKRERERDaXaTRDrRJIjXLd0Jqk06Cjy4qjVY1yl0Lk0hhaiYiIiMjmMowmJERq4O+C/aw9DLruw5gOlHKLMJE9MbQSERERkU21dliQXVaH9BjXXWUFAN3QIQjy8+IJwkR2xtBKNlVqbsEfPz6IqoY2uUshIiIimew7fhKdFgnp0a55CFMPIQQMOg1PECayM4ZWshlJknD/Rzl4L/M4lr6agWoGVyIiIreUaTRBJYDUKNebz3qmJJ0Wx6ob0dzeJXcpRC6LoZVsZmN2BXYWmrA0bQQqG9qwZE0GqhsZXImIiNxNhtGMhEgNAnw85S7F7pL1Wlgl4FA5V1uJ7IWhlWyivrUTj3yWiySdBn+/MgFv3ZKGyvq27hVXBlciIiK30dZpwYHSOpedz3qmJJ0GADivlciOGFrJJv61KR/m5nb848pEqFUCk6KC8OaKNJyob8P1azJR09gud4lERETkAPuOn0SHxerS81lPF+zvDd3QIcgu40orkb0wtNKgHSyrx9sZJViWPhKJp37bCABp0UFYu3wSyk+24vo1GahtYnAlIiJydRlG86l+VvcIrQBg0GuRzbE3RHbD0EqDYrFK+NOGgwj298bvLxnzs8+nxwRj7fJJKGNwJSIihfo2t4r9iDaUaTRhfIQGmiGu38/aw6DToOxkK0x8n0NkFwytNCjvZZYgp6weD146FoHnOGxhSmwwXl+eiuPmFtywJpMv6EREpBjFtc244+29+PX6/bBaJbnLcXptnRbsL61zm63BPQw6LQAgh1uEieyCoZUGrLqxDU98nY9po4JxhSHivM+dGhuCtTdPQrGpGTe8lglzc4eDqiQiIjq3Jzflo8sqobCmGV8drpS7HKd3oLQOHV1WtzmEqUdCpAYqwcOYiOyFoZUG7J+f56K904pHFiZACHHB508dFYLXb56EotpmXL8mg8GViIhklV1ah89zTmDl7FhEh/hh9dYCSBJXWwcjw2iCEMAkN1tp9fP2QNywAPa1EtkJQysNyM6CWmw4UIE7Z8YgJtS/z183PS4Er92ciqLa7hXXkwyuREQkA0mS8OiXuQj288Jds0bhrpmxOFzRgG35NXKX5tQyjWaMGx7oVv2sPZJ0GmSX1fMXH0R2wNBK/dbeZcGDnxzCiCBf3D17VL+/fkZcKNbclIrCmibc8Fom6loYXImIyLG25dcgw2jGvRfHwd/bA1dOiESExgcvcLV1wNq7LNh3/CQmR7vX1uAeBr0W5uYOlJ1slbsUIpfD0Er9tuZ7I4w1zXh44Xj4eKoHdI2LRncH1wIGVyIicjCLVcJjX+YhKtgXS9NGAAC8PFS4c1Ys9pacRIbRLHOFzim7tB7tXVakx7jX1uAeyfruw5jY10pkewyt1C/HTS14fksBFiSEY/aYYYO61szRoXh12UQcq2rCja9nor6l00ZVEhERndv/9pUhv6oR910SDy+PH98KXZuqR4i/N17YekzG6pxXTz9rmpv1s/YYEx4ALw8VTxAmsgOGVuozSZLw142H4KES+Mvl42xyzVljhuGVZRNxtJLBlVxPfWsnTtRzmxiRkrR1WvCvzUdh0Gvxy8Twn3zOx1ON22ZEY0eBCfuPn5SpQueVWWRCfHggtL5ecpciC0+1CuMjAnGAhzER2RxDK/XZ14crsTW/Br/9xWgM1wyx2XVnxw/Dy8tSkFfZgGVrM1HfyuBKzq+t04LrXtmF2U9tw2c5FXKXQ0SnvLGjGCfq2/CHBfFnPfn+hvSR0AzxxOqtBTJU57zauyzYW3LS7eaznsmg0+JQeT0snPlLZFMMrdQnze1dePjTI4gPD8DyqVE2v/6c+DC8fONE5J5owE2vZ6KhjcGVnNvjX+Uhr7IRI4J8seq9/Xh6Uz6sfBNDJKuTzR14cVsB5sQPO+ccUX9vD6yYFoVvcquRe6LBwRU6r5yyerR1ut981jMZ9Bq0dFhQUN0kdylELoWhlfrk2W+O4kR9G/6xKAEeavv8b3Px2DC8dMNEHDnRgGWv72ZwJae1Lb8ab+woxvKpUfj0num4NlWH57cU4M539qK5vUvu8ojc1uqtBWhu78L98+PP+7zlU6Pg7+3B1dZ+yDSaAMDtV1qTdDyMicgeGFrpgnJPNGDtjmIsmaTHxJH2/cto7rgwrL4+BYfL63HT67vRyOBKTqa2qR3/90EOxoQF4IEF8fD2UOPxq5Lw18vH4ZvcKlz10k6UmlvkLpPI7ZSaW/CfXSW4eqIOY8IDzvtcra8Xbkwfic8PnoCxhitmfZFhNCM+PABD/dyzn7VHdLAfAnw8kM2+ViKbYmil87JaJTy44RA0Qzwv+JtpW5k3Phyrb0jBofJ63LyWwZWchyRJuO+DbDS0deK5pRN6R0IJIbBiWjTeuiUNFXWtuOKF7dhVaJK5WiL38vSmfAgB/PYXo/v0/FunR8NLrcJL2wrtXJnz6+iyYm/JSbffGgwAKpWAQaflSiuRjTG00nl9sLcUe0tO4oEF8fOaA6cAACAASURBVA797ekl48PxwvUpyCmrx/I39qCJWyrJCfxnVwm25tfgjwviz7qSMyMuFJ+smo4gPy8sez0T72SUyFAlkfs5VF6PDQcqcMv06D4fJBga4I2laSPw8f5ylJ3k7ojzOVheh9ZOi9tvDe6RpNMg70Qj2jotcpdC5DIYWumczM0dePTLPEyKGoqrU3QOv//8hHA8v3QCDpTWYfna3QyupGj5lY34xxe5mD0mFDef57Cy6BA/fLxyGmbEheDBDYfw4IaD6LRYHVcokRt6/Ks8aH09cefM2H593e0XxUAI4JXvjHaqzDVkGM0A3Hc+65kMei26rBKO8CAvIpthaKVzeuzLXDS1deHvVyZCpfr5WABHWJA4HM8vnYD9pXVY8cZuHmJDitTWacG96/Yj0McDT1xtOOsYjdMF+njitZsn4Y6ZMXgn4ziWvZ4Jc3OHg6olci8/HKvBD8dqsWr2KGiGePbrayO0Q7B4gg7vZ5WiuqHNThU6vwyjCaPD/BHs7y13KYpgOHUYUw77WolshqGVziqr2Iz/ZpXh1unRFzywwt5+mTgczy2ZgH3H67DijT0MrqQ4j3+Vh/yqRjx5tQGhAX1706ZWCfxhwVg8c50B+47XYeHq7civbLRzpUTuxWqV8OgXedANHYJlU0YO6Bp3zYpFl8WK17YX2bg619BpYT/rmcI1PggL9EZ2Wb3cpRC5DIZW+plOixV/+vgQIjQ+uPfiOLnLAQBcmjQcz16XjKwSM1a8uQctHQyupAynj7eZHT+s31+/aIIO/71jCto7rVj84g5sOlxphyqJ3NMn2eU4cqIB910yBt4e6gFdIyrED5cbIvBORglOckfEzxwsr0dLhwWToxlaT5fEw5iIbIqhlX7mzR3FyK9qxF+vGA8/bw+5y+l1uSECzy6ZgKxiM25hcCUFOHO8zUAl67XYuGo6Yof54/a39+KFLccgSZINKyVyP22dFjz19VEkRAbi8qSIQV3r7lmj0NJhwRs7i21TnAvJPNXPOjmG/aynS9ZrYaxpRn0rJyAQ2UKfQqsQYr4QIl8IUSCEeOAsn/+dEOKIECJHCPGtEGJge3BIdhV1rXjmm6O4OH4Y5o0Lk7ucn7nCEIFnrkvG7iIzbn0zC60dPJmP5HGu8TYDFa7xwX/vmIKFyRF4atNR3LNuP///JhqEdzJKUF7Xigfmjx30uQxjwgMwb1wY3txRxDFsZ8gwmhA3zB8h7Gf9iSSdBkD3ydVENHgXDK1CCDWA1QAWABgHYKkQYtwZT9sPIFWSpCQAHwJ4wtaFkmP87dMjsEoSHrpi/AUPk5HLwuRI/OvaZGQWmXDrW3v4xp5kcaHxNgPh46nGs9cl4/758fj84Alc88pOVNS12uTaRO6kvrUTL2wtwIy4EEyPC7HJNVfNGYWGti68zVFVvbosVmQVm7nKehZJkd2HMR3gYUxENtGXldY0AAWSJBklSeoAsB7AwtOfIEnSVkmSeoaYZQBw/HwUGrStedX46nAl7pkTB32Qr9zlnNeVEyLx9LUG7DKa8Kv/7OEsNHKovo63GQghBO6aFYvXbkpFcW0LrnhhB/aWnLTpPYhc3UvbClHf2jmobftnStJpMSMuBK//UMRflp5yqKIBzR0WHsJ0FhpfT8SE+CGboZXIJvoSWiMBlJ72cdmpx87lVgBfDqYocrzWDgv+svEQRg3zx20zYuQup08WTdDhqasN2Flowq/eymJwJYfo73ibgbp4bBg+vnsq/LzVWPpqBj7IKr3wFxERKupasXZHERYlR2J8hMam175nThxMzR1Yv+e4Ta/rrHYVmgBwPuu5JOk0yOEJwkQ2YdODmIQQNwJIBfDkOT5/uxAiSwiRVVNTY8tb0yCt3lqAUnMrHlmYAC8P5zmf66qJOjx5tQE7Cmtx238YXMn+BjLeZqDiwgLwycppmBQ9FPd9mINHPjuCLovVrvckcnb/2nwUkIDfzRtt82unRQchLSoIr35vREeXe/8snmzuwOvbi2DQazEswEfuchTJoNeisqENVZzxSzRofUkn5QD0p32sO/XYTwgh5gL4E4ArJElqP9uFJEl6VZKkVEmSUkNDQwdSL9lBQXUTXvm+EIsnRGJKrPNt8bl6og6PX5WE7QW1uP3tvQyuZDeDHW8zEFpfL7y5Ig3Lp0bh9e1FWPHmHtS38CAYorPJq2zAR/vKcPPUkdANtU+by8o5o3Civg3/21dml+s7i4c+PYy6lg78c1GC3KUoVpKuu6+VW4SJBq8voXUPgDghRLQQwgvAEgAbT3+CEGICgFfQHVirbV8m2YskSfjzhkMY4qnGHy8dK3c5A3Ztqh6PL07C90drcAeDK9mBrcbbDISnWoWHrhiPRxcnIsNowqIXd6CwpsmhNRA5g8e/zEOAtwdWzh5lt3tcFBeCxEgNXtxW6LY7H746dAKfHKjAPXPibL4F25WMjwiEh0pwXiuRDVwwtEqS1AVgFYCvAeQC+K8kSYeFEH8TQlxx6mlPAvAH8IEQ4oAQYuM5LkcK88mBCuwymvD/5sc7/XH1107S47HFifjuaA3ufGcv2rsYXMk2bD3eZqCWpo3Au79KR31rJ65cvQPb8vk7QqIeuwpN2Jpfg5WzR0Hr62W3+wghsHL2KBw3t+CznBN2u49SmZs78OCGQxgfEYi7Z8fKXY6i+XiqMSY8gH2tRDbQp+ZFSZK+kCRptCRJsZIk/ePUY3+RJGnjqX+fK0lSmCRJyaf+ueL8VyQlqG/txN8/PwKDXovr00bIXY5NLEkbgUcXJ2Jbfg3uemcfgyvZhD3G2wxUWnQQPlk1DbqhvrjlzT1Y870RkiTJWhOR3KxWCY9+mYsIjY/NT/Q+m3njwjA6zB+rtxbAanWvn7+/fHII9a2deOoaAzzVznMGhlwMei2yS+v4Ok00SHy1cWNPfZ0Pc3MH/nFlwqAHryvJ0rQR+OeiRGzJq8bdDK40SPYcbzNQuqG++PDOKbhkfDj+8UUu/u+DHG6JJ7f2+cETyCmrx+/mjXHITgiVqnu19Vh1EzYdqbL7/ZTii4Mn8FnOCfz64jiMHR4odzlOwaDToKGtC8Wmlgs/mYjOiaHVTWWX1uGdzBLcNCUKCZGu149y/eQR+PuVCfg2rxor393n9qc80sCcPt7myWvsN95mIPy8PbD6+hT8Zm4cPtpXhqVrMlDNEyrJDXV0WfHk1/mIDw/Aognnm8hnW5cmDsfIYF+s3lrgFqtotU3teHDDISRGanDnTG4L7iuDnocxEdkCQ6sbslglPLjhEEL8ve0yEkApbkwfiUcWjsc3udVY+R6DK/Vf73ibawyK7PlWqQR+M3c0XrohBXknGnHFCzuQwwM/yM28l1mC4+YW3L8gHmoH7hryUKtw18xYHCyvx/fHah12X7n85ZNDaGrrwlPXGODBbcF9FjcsAL5eahxgaCUaFL7quKF3MkpwsLwef75sHAJ9POUux66WTYnC3xaOx+YjVVjF4Er98JPxNmMcM95moBYkDsdHd02FWiVwzcu7sDG7Qu6SiByisa0Tz20pwNTYYMwa7fhReotTdBiu8cELW445/N6O9FlOBb44WIlfz42Tva/f2ahVAgkRGv5CkWiQGFrdTHVDG576Oh/TR4Xg8qThcpfjEDdNicJDl4/DpiNVuGfdPpyob5W7JFI4OcfbDNS4iEB8smoaDDot7l23H09+ned2B8SQ+3n1eyPMzR34w4Kxsmzf9/JQ4faLYrCn+CQyjSaH398Rahrb8ecNh2DQaXDHRTFyl+OUDHoNDlc0oNNNRyQR2QJDq5v5++e5aO+y4m8LxyuqP8/elk+Lxl8vH4evD1dhyqNbMOvJrfjD/3LwyYFyVDeyD5B+pJTxNgMR4u+Nd341GUsm6bF6ayFufzsLjW2dcpdFZBdVDW1Y84MRlxsikKiT72yGJZNGIMTfCy9sLZCtBnuRJAkPbjiI5nYLtwUPQpJOi/YuK/IrG+UuhchpechdADnO9mO12JhdgXsvjkNMqL/c5TjcimnRmBobgh+O1SDDaMJn2SewbncpACA21A9TYoMxJSYE6TFBCFZg/yI5Rs94m4cuH+eU2+C8PFR4dHEixg4PxN8+O4KrXtqJNTelYmSwn9ylEdnUs98chcUq4b55Y2StY4iXGrdOj8HjX+Uhu7Su9+AdV7AxuwJfH67CAwviERfmfK+HSpHccxhTWZ1LHn5J5AhCrhPvUlNTpaysLFnu7Y7auyxY8OwPsEgSvv7NRU61emQvFquEwxX12FVowi6jCbuLzGjp6B4bMiYsoDvExgYjPToYGl/X7v2lbvmVjbj8he2YFhuMtcsnOf1uhB0Ftbj73X0QAnjx+hRMHRUid0lENlFQ3Yh5z3zf3f5xxXi5y0FjWyemPbYF6THBePWmVLnLsYnqxjbMe+Z7RAX79fbM08BIkoSURzZj3rhwPH51ktzlECmWEGKvJElnfRHlSqubeOU7I4y1zXjrljQG1lPUKoEknRZJOi3umBmLTosVOWX1yDCasKvQhPV7juPNncUQAhg3PBBTYrpD7KToIJc/wModKXm8zUBNGxWCjaum4da3srBs7W789fJxWJY+0iW+N3Jvj3+VDz8vD9wzZ5TcpQAAAnw8sXxaNJ779hjyKxudcpfG6SRJwp8+PoSWju5twQysgyOEgEGvRTYPYyIaMIZWN1BiasYLWwtwaeJwzJThdEVn4alWYeLIoZg4cihWzh6F9i4Lskt7VmJr8Z+MEry2vQgqASRGapAeG4wpMcGYFBUEP2/+KDm7x77sHm/zxopJihxvM1Ajg/3w8d1T8ev1B/CXTw4jr7IRD10+Hl4e7E0j57Sn2IzNR6pw3yVjFNXKsWJqFF77wYgXtxXg30smyF3OoHxyoAKbj1Thj7+Mx6hh7tdOZA8GnRbfHz2Glo4u+HrxPQNRf/GnxsVJkoS/fHIYniqBP182Tu5ynIq3hxpp0UFIiw7CrxGHtk4L9h0/iYxT24nXbi/CK98Z4aESSNJpentiJ44ciiFeXM12Jlvzq/HmTucYbzMQAT6eWHNTKp7alI+XthWioLoJL92Qoqg3/ER9IUkS/vlFLsICvXHLtGi5y/mJoX5euDF9JF77wYjfzh2NqBDn7COvbmjDXzceRsoILW6dztOCbcWg18AqAYfKG5AWHSR3OUROh6HVxX15qBLfHa3Bny8bh3CNj9zlODUfTzWmxoZgamx3X2BLRxf2lpzs7Yl9+TsjVm8thJdahWS9tncldsIILbdkK1htUzvuc7LxNgOhVgncPz8e8eEB+H8f5uCKF3bgtZtTMXZ4oNylEfXZ14crsf94HR5bnKjIXw7+akY03txZjJe2FTpl76IkSfjjxwfR1sltwbaWpDt1GFNpHUMr0QAwtLqwpvYu/O3TIxg3PBA3Txkpdzkux9fLAzPiQjEjrnvLdVN7F/YUm3tXYl/YcgzPfXsM3h4qpIwY2nuwk0Gn5dZMhTh9vM27v5rsFr9cWJgciahgP9z+dhaWvJqB7++bzYPGyCl0Wqx44qt8jBrmj6sn6uQu56yGBfhgySQ91u0+jl/PjUOEdojcJfXL//aV45vcajx46Vi3nDJgTyH+3ojUDmFfK9EAMbS6sGc3H0VVYxtevDGFs9UcwN/bA7PHDOvdXlrf2ok9RWbsOnWw0782HwU2A0M81UiNOhViY4KRGKnhfx+ZOPt4m4Ey6LVYu3wSLn1uO97cWYxfz42TuySiC3p/TymMtc1Yc1Oqol8z75gZi/cyj+PV742KONm4ryrr2/Dwp4eROnIoVihs67WrSOZhTEQDxtDqonJPNOCNncVYMmkEUkYMlbsct6QZ4om548Iwd1wYAOBkcwcyi0y924mf+CofQHfYndQbYkMwLiKQW7IcIL+yEf/4Ihezx4Ti5qlRcpfjcOMjNJg7dhjW7ijCLdOjEMATsUnBmtu78Ow3x5AWFYS5Y5Xddx6pHYJFEyKxbvdxrJw9CqEByu8dlyQJf/hfDjosVjzJbcF2k6TT4PODJ2Bu7kCQn5fc5RA5FYZWF2S1SvjTxwehHeKJ++fLO3SdfjTUzwvzE4ZjfsJwAN29lD3jdXYZTdiaXwMACPTxQFp0cO9KbHx4AFR8A2FTrjjeZiDumROHhat34O2MEtw9SxmjQ4jOZs0PRtQ2tePVmyY6xc/rXbNi8dG+Mry+vcgpeuU/2FuGrfk1+Ovl4xDtpAdIOQOD/lRfa1mdSx76R2RPDK0u6L9Zpdh3vA5PXWOA1pe/yVOqEH9vXJYUgcuSIgAAVQ1tPwmx3+RWAQCG+npick+IjQ1G3DB/p3jTpmSuOt6mvwx6LWaODsVrPxRh+dQojmEgRappbMer3xuxICHcaXYOxYT649KkCLy9qxh3zoxR9N/FJ+pb8cinR5AWHYSbp0TJXY5LS4jUQAggp7SeoZWon/gOxcWYmzvw2Fd5SIsOwlUpkXKXQ/0QFuiDhcmRWJjc/d+toq61N8DuKjThq8OVAIAQfy9MjulehZ0SG4yYED+G2H5w9fE2/XXvxaNw1Uu78G7Gcdx2EcdbkPI89+0xtHdZcd8lzrVzaOXsWHyaXYE3dxbjN3NHy13OWUmShPs/Ooguq4Qnr07irh478/f2QNwwf/a1Eg0AQ6uLefSLXDS1deHvVyYwyDi5CO0QXDVRh6tOnZJZam75SYj9POcEACAs0Bvpp4XYEUG+/G9/Du4y3qY/Jo4MwtTYYLzyvRHLpox0ixOUyXkU1TZj3e7jWJqmd7rTbOPDAzF3bBje2FGMX82Igb+38t5y/TerFN8frcHDV4zHyGBuC3YEg06LrfnVkCSJf1cT9YPyXkFpwPYUm/HB3jLcOTMWo8Pc5yRUd6EP8oU+yBfXTtJDkiQUm34MsTsKTPjkQAWA7kNA0mN+3E4c6WQjF+zFHcfb9NU9c+KwdE0G1u8+juU8NZQU5Mmv8+DlocKvL1bmSuWFrJozCleu3oF3M0pwx8xYucv5ifK6VjzyWS7SY4KwLJ1j8RwlSa/FB3vLUF7XCt1QX7nLIXIaDK0uotNixYMfH0KkdgjuvZgHqrg6IQSiQ/wQHeKH6yePgCRJKKhu6l2F3ZJXhY/2lQEARgT59q7CTokNRligj8zVy8Ndx9v0RXpMECZFDcXL3xmxdPIIeHsw0JP89h8/iS8OVuI3c+Oc4gTes0nWazF9VAjW/FCEm6dGKeaXZZIk4YGPcmCVJDx5tYHbgh0oWXfqMKbSeoZWon5gaHURa7cXIb+qEWtuSuVhKm5ICIG4sADEhQXgpilRsFol5Fc19q7EfnnoBN7PKgUAxIT4If3UycTpMcFO+2awP9x9vM2FCCFwz5w43LR2Nz7cW4YbJnPVheQlSRIe/SIPIf7euG2Gc/dar5w9CkvXZOC/WaW4SSEHHa3bXYofjtXikSsToA9icHKkMeEB8FKrkFNWh0uThstdDpHTYLpxAeV1rXj2m2OYOzYMvzg1E5Tcm0olMHZ4IMYOD8Qt06NhsUrIPdHQG2I3HqjAe5nHAQBxw/x7x+ukxwRjqIvNjuN4m76ZERcCg16Ll7YV4tpUPTzVKrlLIjf2bW41dheb8ciVCfBTYC9of6THBCF15FC8vK0QSyaNgJeHvD9bZSdb8I/Pj2BqbDBuSBshay3uyMtDhXERgThQysOYiPrDuf8mIADAwxsPAwAeumKczJWQUqlVAgmRGiREanDbRTHoslhxqOLHEPvh3jL8Z1cJACA+PABTYoMxNTYEadFB0AzxlLn6weF4m74RQuDeOaNw61tZ+Hh/Oa5N1ctdErmpLosVj3+Vh5gQPyyZ5Pz/HwohsHLOKKx4Yw827C/HtTJ+T92nBecAAB6/iqcFy8Wg0+DDvWWwWCWo+d+AqE8YWp3ct7lV2HSkCvfPj2dvBPWZh1qFZL0WyXot7poVi06LFTlldb0h9r3M43hjRzFUAhgfoeldiZ0UHaTIEzDPheNt+mdO/DCMjwjEi1sLsHhCJDy42vozmUYTbvtPFt67LR0JkRq5y3FJH+0rw7HqJrx8Y4rLrPjPGh2KhMhAvPRdIa6aqJMtqLybeRw7Ckz4xyJuC5ZTysiheGtXCTbsL++dEEBE5yckSZLlxqmpqVJWVpYs93YVrR0W/OKZ7zDEU43P750h+5Yjch3tXRYcOF6HXUYTdhaacOB4HTosVqhVAomRP4bY1Kihiu2hrm1qx/xnf0Cwnxc+WTVNMQegKN1Xh07gznf24dnrknHlBM56Pp3FKuHS535AXmUjFk2IxDPXJctdkstp7bBg1lNbEakdgo/umupS2/m/PHgCd727D88tnYArDBEOv3+puQWXPPs9UkYMxdu3prnUn62z6eiy4qa1mdhXUod3b5uMSVFBcpdEpAhCiL2SJKWe7XPKfLdJffL8lmMoO9mK9benM7CSTXl7qDE5JhiTY4Lxm7ndfaF7S072rsSu+d6Il7YVwlMtYNBpe0NsysihigiHHG8zcPPGhWNMWABe2FqAKwwR3D54mvV7jiOvshHx4QH4LKcCf/hlPIYFuOdp3PaydkcRqhra8cL1KS4Xqi4ZH45Rw/zx4tYCXJY43KE/W1arhP/3YQ5UQuDxq5Nc7s/W2Xh5qPDyjROx+MWduP0/Wfj47mmICuGcXKLzYdJxUgXVjVjzgxGLUyKRHhMsdznk4nw81Zg2KgT/d8kYfHTXVGT/dR7euiUNt06PQadVwuqtBbj+tUwkPbwJ172yC89+cxSZRhPauyyy1Nsz3uaPC+I53qafVKru/ruC6iZ8eahS7nIUo761E09vOoq06CC8eEMKOi0S1mWWyl2WSzE3d+DlbYWYOzbMJVeeVCqBu2fFIq+yEd/mVTv03u9klmCX0YQHLx3L2d0KofX1wtrlkwAAt7y5B/UtnTJXRKRs3B7shCRJwtI1Gcg90Yhvfz+Th8uQ7BrbOrGn2Ny7Enu4ogGSBPh4qjBx5NDeObFJOq3de9TyKxtx+QvbMS02GGuXT+KKwgBYrBJ+8cx38FKr8MW9M7jaCuCRz45g7Y4ifLpqOhIiNVj+xm4crmjAjvvncKeLjTz86WG8tbMYX//mIsSFueYvm7osVsx+ehuC/Lyx4W7HbH8+bureFjwpOghvreBrotLsKTbjhjWZSBmpxX9umczXE3Jr59sezJ8MJ/TloUpkGM34f/PHMLCSIgT4eGJOfBj+dOk4fHbPDBz48zy8umwilqaNgKmpA09tOoqrXtoFw8ObcPPa3Xj5u0Jkl9ahy2K1aR0cb2MbapXAylmjkFfZiG9yq+QuR3aFNU14a2cxlkzS9x6+dPPUKNQ0tuPLQydkrs41HDe14J2MElw3Se+ygRXoPgTvrpmjkF1ah+0FtXa/n9Uq4f8+zIaHSuCxxYl8TVSgSVFBeOLqJGQYzfjjxwch12ISkdKxp9UJbdhfjuEaHyydxPlqpEwaX0/MGx+OeePDAXRv+8s0mnoPdnrsyzwAQIC3B9KigzAltntG7LjhgYNa1eN4G9tZmByBf397DM9vKcAvxoW59Zvdf3yeiyGeavx+3pjex2bGhSI6xA9v7izGwmQeWDVYT23Kh1ol8Ju5o+Uuxe6umhiJ5749hhe2FGBGXKhd7/WfXcXYXWTGE1cnIYLbghXrygmRKDY149lvjiE6xA8rZ4+SuyQixWFodTJtnRb8cKwWV0/UccseOY0gPy8sSByOBYnDAQDVjW3IMHZvJ84wmnr7uzRDPDH5VIidEhuM0cMC+vz/Ocfb2JaHWoW7Z8Xigf8dxLajNW77Z7otvxpb8qrxx1/G/+QXISqVwM1TRuKhT48gu7QOBr1WxiqdW05ZHTZmV2DV7FEIC3T9g628PdS47aIYPPLZEWQVm5Fqp/7d4tpmPPZVHmaPCcU1HKuieL++OA7Ftc148ut8jAz2xWVJjj9hmkjJGFqdzK5CE1o7LZg7LkzuUogGbFiAD64wRPSOfaisb8MuY21vT+ymI91bUoP8vJAeE9TbExsb6n/WFb/apnbc90EO4sMD8MCCeId+L65scYoOz28pwPPfHsOs0aFut9raabHikc+OIDrED8unRv/s81dN1OHJr/Px1s5i/IvjbwZEkiQ89mUegvy8cMfMGLnLcZilaXqs3lqAF7YW4M0VaTa/vtUq4b4Ps+GpVuHRxTwt2BmIUyc7l9e14nf/zUaEdghSRgyVuywixWBodTKbc6vg56VGeozrnaxI7itc44NFE3RYNKF7NaDsZEtvgM0oNOGLg92n2IYGeCM9Jrg3xEYF+wIAx9vYiZeHCnfOisWfNxzCzkITpo0Kkbskh3onowSFNc147abUsx6OEuDjiWtS9Xg3swR/+OVYhAZwS3p/fXe0BjsLTfjr5eMQ4OMpdzkO4+vlgVunR+PJr/NxqLy+t1faVt7YWYw9xSfx1DUGhGtcf/XaVXh7qPHKslQsenEHbnsrCxtWToM+yFfusogUgQcxORFJkvBtbhUuGh0Kbw++MSfXpRvqi2tS9fjXtcnY8cAcfHffLDy2OBFTY4ORaTThjx8fxOyntmHqY1tw4+uZHG9jR9dM1CEs0BvPfXtM7lIcytzcgWc2H8WMuBBcPPbcW6NvmjKye/zN7uMOrM41WKzdq6wjgnxxw+SRcpfjcMumjESAjwdWby2w6XWNNU144qs8XBw/DFelsN/a2QT5dY/C6bJKWPHmHtS3chQOEcDQ6lQOlTegqqEdc8dyazC5DyEERgb7YUnaCPx7yQRk/vFifPv7mfj7lQlIGTkU+ZVNWJAQjpunRsldqkvy8VTjjotikVlkxu4is9zlOMwzm4+iucOCP1827rxbK2NC/TFzdCjeyShBR5dtT8N2dRv2lyOvshH3XTLGLcd8BPp4YvnUKHx5qBLHqhptck2LVcJ9H+bA20OFf/K0YKcVG+qPl2+ciBJTM1a+uw+dNj5pn8gZud/fEk5sc24VVAKYfItEwAAAIABJREFUHe+eB6IQAd0hNjbUHzemj8Tq61OQ9eBcvHTjRL45s6OlaSMQ4u+F57e4x2prXmUD3s0swY2TR2B0H8avLJ8aherGdnx1uNIB1bmGtk4Lnt6UjySdBpeeOqDNHa2YFo0hnmq8uK3QJtdbu70Ie0tO4uGF493iUCtXNiU2GP9clIjtBbX4yyeHOAqH3B5DqxP55kgVJo4ciiA/L7lLISI3MsRLjdtmxOCHY7XYf/yk3OXYlSRJeOSzIwjw8ezz+JWZo0MRFeyLN3cU2bk61/HWzmJU1LfhgQXxbn0SfpCfF26YPAIbsytw3NQyqGsVVDfhqU35mDs2DFdyDJNLuCZVj5WzY7FudynW/GCUuxwiWTG0OomKulYcOdHArcFEJIsb00diqK8nnt9i2/47pdl8pAo7Ckz43S9GY2gff0GoUgncNCUK+47XIaeszs4VOr+6lg6s3lqAWWNCMTXWvQ73OpvbLoqBWgi89N3AV1stp04LHuKlxj8XJ3DniQv5/S/G/P/27ju+6vre4/jrm70TshgJJIEACSAyggNQmQLWWbVqWwVHbWux9XZcbXvb3q5be7srWvVq3dVqq1WrqIThAESQoZAECBAgAU4SEpKQPb73jxw1IiPAyfmd8X4+Hufhye/8xie/85WTz/mODxePHcivFpfw2maN5pDgpaTVTywt7i4BolI3IuKE2Mju1U6XlVTyYXmd0+H0idaOTn75ajHD0+P40tlDTurYqwoyiY0I5dFVZX0TXAC5b8UOGlo7uHOuylMB9E+I4guTMvnn++UcqGs5pXM89PZONuw5xE8vHU16vIYFB5KQEMNvrz6TcYOTuOPvG9i0V1+MSXBS0uonlhRXMjQ1lmFpcU6HIiJB6obJ2SREhQXs3NZHV5ax+2ATP7p4FGGhJ/fxmBAVzpUTM/n3pv1UH27towj9X8WhZh5dVcaVEzLJH5jgdDg+46vnD6PTWh586+SHgJZWNvC7JduYM7r/x7WvJbBEhYfyfzcUkBoXyS2Pr6PiULPTIYl4nZJWP3C4tYN3dxw8btkFEZG+lhAVzoIpObxR5KJ4f73T4XhUVUMr9ywrZWZeOuePSDulc9xwbjZtnV08vUblb47ld29sxQDfnt27+cLBYnByDJePy+Bv7+0+qS89Ojq7+M5zHxAbEcovLtdqwYEsNS6SRxZMoqW9k5sfXUtDi0rhSHBR0uoH3t5WRVtnl+aziojjbpqSTWxEKIs8XFvSab99fSutHZ388HP5p3yO3PQ4zhueypNrdqtExVEU7avnhQ0VLJiSzaCkaKfD8Tm3TR9Ga0cXf32n9wt6Pfj2TjbtPcTPLhtDWnxkH0YnvmB4/3j+8qWJlFYeZuHfNtChf2ckiChp9QNLil0kxYQzMauf06GISJBLionghsnZvPrhfkorPVNb0mmbK+p49v29LJiczdDTnIJx45RsXPWtWjDlKO5+rYSEqHBuuyDX6VB80rC0OC4aM5AnVu+mrvnEvWjbXA38ccl25o0ZwMVjg7dsULCZOjyVn18+hje3VfHTl4tUCkeChpJWH9fR2cXykkpmjEw/6TlWIiJ94ZapOUSFhXLvcs/UlnSStZafvryF5JgIbp85/LTPN21EOlkpMVqQ6QgrS6t5a1sVC6fnkhgT7nQ4Puu26cNoaO3g8RO0n47OLr773CbiosL4+eVaLTjYXHfWEL56/lCeeHc3j6wsczocEa9QFuTj1u85RG1TOzM1NFhEfERKXCRfOnsIL26soKy60elwTssrH+5nbVkt350zkoSo00+mPip/8/7u2oBdZflkdXVZfrW4mIykaK4/N8vpcHza6EGJzMxL568rd9HY2nHM/R54aycflNfx88vGkBqnYcHB6M65ecwdPYCfv1JEYZHL6XBE+pySVh+3tNhFeKjh/BGqZScivuPW84cSFhrCfSv8d25rS3snv3q1hPyBCXyhYLDHznt1QSYxKn/zsZc/2Mfminq+O2cEUeGhTofj874xI5fapnaefu/oC3qVHKjnj4Xb+NzYgXxOw4KDVkiI4Q/XjOOMjES++cwGNlfoSzIJbEpafdySYhfnDE0h3gM9ACIinpKeEMV1kwbz/PoK9tY0OR3OKXnwrZ1UHGrmJ5eMIjTEc8MrE6LCuXJCJi9v2hf05W9aOzr5zetbGTUwgcvOzHA6HL8wYUg/Jg9L4YG3dtLS3vmp19rdw4ITo8P5+WVjHIpQfEV0RCgP3VBAUnQ4Nz+29pTr/Ir4AyWtPmxn1WF2VjVq1WAR8UlfvWAYxsD9b/rf3NYDdS38ZcUOLjpjAOcMTfH4+edPzqKts4tnjtFbFiyefHcP5bXN3DUvjxAPfjEQ6BZOz6WqoZXn3i//1Pa/rNjB5op6fnH5GJJjIxyKTnxJekIUf71xEo2tndz82NrjDisX8WdKWn3Y0uJKANVnFRGfNCgpmqsLBvPcunK/+4b/16+V0Gkt35936iVujic3Pb67/M27e4K2/E19SzuLlm1nam7qKde+DVbnDkth/JAk7l+x4+P2U7Svnj8v3c6lZw5i7hgNC5ZP5A1IYNEXx1O8v55vPbOBzi6tKCyBR0mrD1tS7CJ/YAKZ/WKcDkVE5Ki+fsEwuqz1q97W9XtqeWFDBV85L4fByX337+uCydkcqG/h9S3BWf7m/hU7qG1q5655eU6H4neMMSycnkvFoWZe3LiPto7uYcFJMRH89NLRTocnPmjayHR+euloCosr+cUrRU6HI+JxSlp9VG1jG+vKapitXlYR8WGDk2O4YnwGT7+3h8oG3+9t7eqy/PTlItLjI7ltWt/WC502Mp0hyTE8FoQLMu2va+bhd3Zx+bhBjMlIdDocvzQjL538gQnct6KURcu2U7S/nv+5Ygz9NCxYjuH6c7O5aUoOj6ws4/HVZU6HI+JRvUpajTFzjTFbjTGlxpi7jvL6+caY9caYDmPMVZ4PM/gs31pJl0WlbkTE531jei7tnV089PYup0M5oX9trGDT3kPcOTeP2MiwPr1WaIjhhnOzWFtWG3Qre/5hyTashe9cONLpUPzWR72tO6sa+fOyUi4fN4gLRw9wOizxcT/8XD6z8tP575e2sHxrpdPhiHjMCZNWY0wocC8wDxgFXGeMGXXEbnuABcDfPB1gsFpaXEl6fCRn6BtqEfFx2amxXHrmIJ58dzc1jW1Oh3NMja0d3L24hDMHJ3HFeO+sZHt1wWCiw0ODqrd1m6uBf7xfzvXnZvXp8OtgMHfMAHLT40iLj+S/NSxYeiE0xPCna8eTPzCBhU+tp3h/vdMhiXhEb3pazwJKrbU7rbVtwDPAZT13sNaWWWs/AIJztQkPa+3o5M1tVczM76/VFkXELyyckUtzeycPv7PT6VCO6S8rdlDZ0MqPLx7ltX9bE6PDuXJiBi9u2sfBICl/8+vFJcRGhrFwet8Ovw4GoSGGp79yDq98cypJMRoWLL0TGxnGw/MnER8Vzs2PrqWy3venboicSG+S1gxgb4+fy93bTpox5lZjzDpjzLqqqqpTOUVQWLOzhsOtHcwepfmsIuIfctPjuWjMQB5btZu6pnanw/mMvTVNPPj2Ti4fN4iJWf28eu3552bT1tHFM2v3nnhnP7dm50GWllRy27Rczb30kLT4SNLjo5wOQ/zMgMQoHppfwKHmdm55fB1NbSqFI/7NqwsxWWsftNYWWGsL0tK0/P2xFBa7iAoPYfKwVKdDERHptYUzcjnc2sEjq3xvbuuvFhcTagx3OrCS7fD+8UzNTeXJd3cHdPkbay3/s7iEgYlR3Dgl2+lwRILemIxE/nzteDZX1PEff99Il0rhiB/rTdJaAQzu8XOme5v0AWstS4srOW94GlHhoU6HIyLSa/kDE5g9qj9/fWcXDS2+09v67s6DvPrhAb4+bRgDE6MdiWHB5Gz217XwxhaXI9f3hlc/PMCmvYf4j9kj9Pkl4iNmjerPf31uFK9vcXH3ayVOhyNyynqTtK4FhhtjcowxEcC1wEt9G1bwKt7fQMWhZmZr1WAR8UPfnDGc+pYOHl+92+lQAOjssvzs5SIykqK59fyhjsUxPS+dwcnRAbsgU3tnF795vYSR/eO5ckKm0+GISA83TsnmhnOzePCtnfxtzR6nwxE5JSdMWq21HcBC4HWgGHjWWrvFGPMzY8ylAMaYScaYcuBq4AFjzJa+DDqQFRa7MKb7DxwREX9zRmYi00am8fA7u3xiDtWz6/ZStL+eu+blOdr7FxpimH9uNu+V1bBlX+CVv3n6vT2UHWziznkjCdUCgiI+xRjDjy8exbSRafzoxc28vV3ryoj/6dWcVmvtq9baEdbaYdbaX7q3/dha+5L7+Vprbaa1NtZam2Kt1brsp2hpsYtxg5NIi490OhQRkVNy+4zh1DS28dS7zn6jX9/Szm9f38qk7H5cPHago7FA4Ja/OdzawZ8Kt3N2TjLTR+oLVxFfFBYawj3XjWd4ehy3Pbmeba4Gp0MSOSleXYhJjs9V38Km8jpmaWiwiPixiVn9mJKbwgNv7aSlvdOxOBYtK6WmqY2fXDIaY5zv/UuMDufzEzL418Z9Pl3P9mQ9+NZODja28f2L8n3iPovI0cVHhfPwgklERYRy4yNrqWoIjjJcEhiUtPqQpcWVAMwepaRVRPzb7TOGU324laffc6a3dVd1I4+s3MXVEzMZk5HoSAxHM3/yR+VvAmNeWWV9Cw+9vZPPjR3IuMFJTocjIieQkRTNw/MLONjYylceX+foF4siJ0NJqw8pLHYxODma4elxTociInJazhmawlnZyTzw5k5aO7z/R9EvXykiMiyU784Z6fVrH8+I/vFMyU3hydW76QiA8jd/XLqdto4uvnehb91nETm2sZlJ/PGa8WwqP8R3nt2kUjjiF5S0+oimtg5WllYzK7+/hleJSEC4fWYuB+pbeG5duVev+9a2KgqLK1k4I5f0+CivXrs35p+bzb66FpYU+Xf5mx1Vh/n72r186ewhZKfGOh2OiJyEuWMG8P15ebzy4X5+t2Sr0+GInJCSVh/xzvZqWju6VOpGRALG1NxUxg9J4i8rdtDupV7Fjs4ufv7vIrJSYrhxSrZXrnmyZub3J7NfNI/4+YJM//taCVFhIdw+c7jToYjIKfjKeUO57qwh3Lt8B8+u2+t0OCLHpaTVRxQWu4iPCmNSTrLToYiIeIQxhm/OGE7FoWZeWF/hlWs+tWYP2ysP84OL8okMc67EzfGEhhhuODeL93bVULSv3ulwTsn7u2t4fYuLr10wjNQ4rXYv4o+MMfzsstGcNzyVHzz/Iat2VDsdksgxKWn1AV1dlmUllUwbmU54qN4SEQkc00amcUZGIveuKO3zOZy1jW38fsk2puSmcKGPL2h3TcEQvy1/Y63lV6+WkB4fyc3n5TgdjoichvDQEO790gRyUmP52hPvU1p52OmQRI5KGZIP2Fh+iOrDbczKV307EQksxhgWzshl98EmXv5gX59e64+F22hoaedHF4/y+bUBEmPCuXx8Bv/aWEGtn5W/eaPIxbrdtdwxawQxEWFOhyMipykhKpy/LphERFgINz26NqBKckngUNLqAwqLXISFGKaNUNIqIoFndn5/8gbEs2hZKZ19tErlNlcDT67ZwxfPHkLegIQ+uYanLZicTWtHF8+s9Z+5ZB2dXfzvayUMS4vlCwWZTocjIh4yODmGB28owFXfwq0qhSM+SEmrDygsdnFWTjKJMeFOhyIi4nEhId29rTuqGlm8eb/Hz2+t5ef/LiI2IpRvz/af0isjB8QzeVgKT77rP+Vvnl1Xzo6qRv5zbh5hms4iElAmDOnH778wjnW7a7nznx9grUrhiO/QJ47D9hxsYpvrMDO1arCIBLB5YwYyLC2WRctKPV4TcGlxJW9vr+aOWSNIjo3w6Ln72vzJ2VQcaqaw2PfL3zS1dfCHwm0UZPXz+TnDInJqPjd2IN+bM5IXN+7jj4XbnQ5H5GNKWh320R8qms8qIoEs1N3bWnKggSUeTNDaOrr45avFDEuL5fpzszx2Xm+Zld+fjKRoHllZ5nQoJ/Tw27uoamjl+xfl+fycYRE5dbdNG8ZVEzP509LtvLDBu3W2RY5FSavDCotdjOgfR1aKCrOLSGC7ZOwgslJiuGfZdo8NO3tsVRm7qhv50cWj/HL19Y/K36zZVUPxft8tf1N9uJX739zBnNH9mZil0mwigcwYw/9ccQbnDk3hzn98yHu7apwOSURJq5Pqmtt5b1eNhgaLSFAICw3hG9Ny2VxRz4qtVad9vurDrfx56Xamj0xj2kj/Ha1yzaTBRIWH+HT5m3uWbqelo4v/nJvndCgi4gURYSHc/+WJZCZHc+sT6yirbnQ6JAlySlod9Oa2Kjq6LLOUtIpIkLhiQgYZSdH82QO9rb97YyvN7Z3818WjPBSdM5JiIrjCh8vflFU38tSaPVwzaTDD0uKcDkdEvCQxJpxHFkzCADc9upZDTb7375MEDyWtDioscpEaF8G4wUlOhyIi4hXhoSF8fdowNuw5xMrSg6d8ni376nhm7V7mT84OiERq/uRsWtq7+Ps63yt/85s3thIRFsIds4Y7HYqIeFlWSiwP3lBAeW0zX33ifdo6/GOlcwk8Slod0t7ZxfKtlczISyc0RAtaiEjwuLogkwEJUfx52amtTGmt5acvF9EvJoJvzgyMRCpvQALnDE3midW+Vf5m495DvPLBfm45byjp8VFOhyMiDpiUncxvrh7Lml013PW8SuGIM5S0OmTtrhoaWjo0n1VEgk5kWChfvWAo7+2qYc3Ok+9tXbz5AO/tquHbs0eQGB049a0XTM5xl7+pdDoUoPvLgV+9WkxqXAS3nj/U6XBExEGXjcvgjlnDeX59BfcuL3U6HAlCSlodUlhcSURYCOcNT3U6FBERr7vurCGkxkVyz7KT++Onpb2T/3m1mLwB8Vx31pA+is4Zs/LTyUiK9pkFmZZvrWTNrhq+OXM4cZFhTocjIg771szhXDE+g9++sY2XN+1zOhwJMkpaHWCtZUnxAabmphIToT8ERCT4RIWHcuv5ObxTWs36PbW9Pu6ht3dSXtvMjy8ZFXBTK8JCQ7j+3CxW7zxIyQFny990dll+vXgr2SkxAfflgIicGmMMd195BpOy+/Gd5zbx/m6VwhHvUdLqgO2Vh9lb06xVg0UkqH3p7Cz6xYRzz9LezW111bdw34ruWqGThwXmKJVrCgYTGRbCY6t2OxrHP9eXs9XVwPfm5Pll/VsR6RuRYaE8cH0BAxOjuPXx99lzsMnpkCRI6JPIAUuKXADMzPffuoIiIqcrNjKMW84byvKtVXxYXnfC/X/9WgkdnZYfXuTfJW6Op19sd/mbFzaUO1ZeoqW9kz8s2caZg5O46IwBjsQgIr4rOTaCRxZMoqPLcuOj71HX3O50SBIElLQ6YGmxi7GZifRP0EqMIhLcbjg3i8To8BOuJLxx7yGeX1/BzeflMCQlxkvROeOj8jfPOlT+5pGVZeyva+EH8/IwJrCGYIuIZwxNi+OB6yeyp6aJ2556n3YfWvVcApOSVi+ramhlw95DGhosIgLER4Vz45RslhS5KN5/9Hmc3SVutpAWH8k3pud6OULvyx+YwNk5yTy+ejedXd4tLVHb2MZ9K0qZmZfO2UNTvHptEfEv5wxN4VefH8vK0oP81wubVQpH+pSSVi9bXlKJtShpFRFxu3FyDnGRYSw6xkrCL27cx4Y9h/jenJFBs4rtjVOyKa9tZmmxy6vXXbS8lMbWDu6cl+fV64qIf7pqYiYLp+fy93V7eeCtnU6HIwFMSauXLSl2MSgxivyB8U6HIiLiExJjwpk/OYtXN++ntLLhU681tXVw9+ISzshI5KoJmQ5F6H2z8vszKDGKR71Y/mZvTRNPrN7NVRMzGdFfn1Ei0jvfnj2Ci8cO5O7FJSz+cL/T4UiAUtLqRS3tnbyzvZpZo/prnpCISA83Tx1KdHjoZ3pb71+xgwP1LfzkklGEBFiJm+PpLn+TzaodB9l6oOHEB3jA797YSkgI/MfsEV65nogEhpAQw2+vPpMJQ5K44+8b2bj3kNMhSQBS0upFq3ZU09zeqaHBIiJHSI6N4MvnZPHSpn3sqm4EoLy2iQfe2sklZw6iIDvZ4Qi979pJ7vI3q8v6/FqbK+r418Z93DQlh4GJ0X1+PREJLFHhoTx4QwHpCZHc8tg6ymtVCkc8S0mrFy0pqiQ2IpSzhwbfH18iIidyy3k5hIeGcN/y7t7WuxeXYAzcFaTzK/vFRnD5uAxeWF9BXVPflpS4e3EJ/WLC+dq0YX16HREJXKlxkTyyYBKtHZ3c/Og66ltUCkc8R0mrl3R1WZaVuLhgZBqRYaFOhyMi4nPS46O47qwhvLChgufXl/PvD/bz1fOHkZEUvD1/8ydn09ze2aflb97aVsU7pdUsnDGchKjwPruOiAS+3PR47v/yRHZUHWbh3zbQoVI44iFKWr1k8746XPWtGhosInIcX7tgGCHG8J3nNjEwMYqvXRDcPX+jBiVwVk4yj60u65PyN11dlrsXl5DZL5ovnzPE4+cXkeAzJTeVX1w+hre2VfGTl7aoFI54hJJWLykschFiYPrIdKdDERHxWQMSo7i6IBNru4cFR0doZMqCyd3lb5aVVHr83C9uqqBofz3fmzNSo4BExGOuPWsIX71gKE+t2cPD7+xyOhwJAMFR8M4HLCmupCArmX6xEU6HIiLi0/5zTh4F2f249MxBTofiEy4c1Z+BiVE8umoXs0d5brROS3snv319G2dkJHLJWN1rEfGsO+fksbu6iV++WsyQ5BguHD3A6ZDEj6mn1QsqDjVTvL+eWaPUyyoiciKJMeFcMT5TpcHcwkJD+PI5WawsPch2l+fK3zyxejcVh5q5a15eUJUTEhHvCAkx/OGacYzNSORbz2xkc0Wd0yGJH1PS6gVLi10Ams8qIiKn5LqzhhARFsKjq8o8cr66pnYWLS/l/BFpTMlN9cg5RUSOFB0Ryv/NLyA5NoKbH1vL/rpmp0MSP6Wk1QuWFLkYmhbL0LQ4p0MRERE/lBwbwWVnDuL59RXUNZ9+GYn73iylvqWdu+YGZzkhEfGe9PgoHl5QQGNrJzc9uo7DrR1OhyR+SElrH2toaefdnQfVyyoiIqflo/I3z51m+Zt9h5p5ZGUZV4zPYNSgBA9FJyJybHkDElj0xfFsczXwzadVCkdOnpLWPvb29mraO62SVhEROS1jMhI5KzuZx1fvPq3yN79fsg2A71w40lOhiYic0LSR6fz3paNZVlLJL14pdjoc8TNKWvtYYZGLfjHhTBiS5HQoIiLi5+ZPzmZPTRPLT7H8TcmBev65vpwFk7PJSIr2cHQiIsd3/TlZ3Dw1h0dXlfGYh+boS3BQ0tqHOjq7WLa1kul56YSF6laLiMjpuXD0R+Vvyk7p+LsXlxAfGcZt04Z5NjARkV76wUX5zMrvz09f3sKyEpfT4YifUCbVh97fXcuhpnYNDRYREY8Id5e/eae0+qTL36zaUc2KrVV8Y3ouSTGqGS4izggNMfzp2nHkD0zg9r9toGhfvdMhiR9Q0tqHlpZUEhEawvkj0pwORUREAsS1kwYTERbCY6vLen1MV5fl7sUlZCRFM39ydl+FJiLSK7GRYTw8fxLxUeHc/NhaXPUtTockPk5Jax8qLHJxzrAU4iLDnA5FREQCREpcJJeeZPmbVz7czwfldXx79giiwkP7OEIRkRMbkNhdCqeuuZ2bH1tLU5tK4cixKWntIzuqDrOzupFZ+elOhyIiIgFmweRsmtp6V/6mraOL37y+lbwB8Vw+PsML0YmI9M7oQYncc914ivbV861nNp7WyugS2JS09pGlxd0Ty2dqPquIiHjYmIxECrL69ar8zVNrdrOnpom75uURGmK8FKGISO/MzO/Pjy4exZIiF3cvVikcOTolrX2ksKiSUQMTVFJARET6xIIp3eVvVmw9dvmbhpZ27llWyuRhKVyg9RVExEctmJzNDedm8X9v7+KpNbudDkd8kJLWPlDT2Ma63TXMGqVeVhER6RtzRg9gQMLxy9888OZOahrb+P68fIxRL6uI+CZjDD++eBTTRqbx4xe38Oa2KqdDEh+jpLUPLC+ppMui+awiItJnusvfDOHt7dWUVh7+zOuu+hYeemcnl545iDMyEx2IUESk98JCQ1j0xQkMT49j4VPr2Xrg5Mp6SWBT0toHlpa46J8QyZhB+iNBRET6zrVnDSEiNITHV5d95rU/Fm6js8vyvTkjvR6XiMipiIsM468LJhEVEcpNj66lqqHV6ZB6pbG1g+L99ew+2EhHZ5fT4QQk1WLxsNaOTt7cWsVl4zMI0YIXIiLSh1LjIrnkzEH84/1yvjtnJAlR4QBsdzXw97V7mT85m8HJMQ5HKSLSe4OSonl4fgFfeGA1tzy+jme+cg7REc6X6mpu66TsYCNl1Y3scv+3rLqJXQcbP5Vch4caBveLITs1luyUWHJSP3k+KClaC+KdIiWtHvbuzhoa2zqZrVWDRUTECxZMzuaf68v5x7pybpqaA8CvX9tKbEQYt88Y7nB0IiInb2xmEn+6djxfe/J9vvPcRhZdN8ErnUEt7Z3sqWliV7U7KT3Y6H7exIH6lk/tmxoXSU5qDNNGpJGdGktWSgxNrZ0fJ7S7qhtZveMgze2dHx8TERbCkOSYTyWzOSmxZKfGMiAhSh1ex6Gk1cMKi1xEh4dy7rAUp0MREZEgcEZmIhOz+vH46jIWTM7m/T21FBa7+N6ckSTHRjgdnojIKZkzegA/mJfPL18t5jcpW7lzbp5HztvW0cWemqZPJ6UHuxPTfXXN2B5VxJJjI8hOiWFybsrHyWWOO0GNd49sOR5rLa761h7X+OR6b22voq3jk6HEUeEhZCXHkn1EMpuTGkt6fGTQL6bXq6TVGDMX+BMQCjxkrb37iNcjgcdg+k8cAAAPtklEQVSBicBB4BprbZlnQ/V91lqWFrs4b3gqUeHOD2MQEZHgsGByNrc/vYEV2yq5Z1kp/RMiuWlKjtNhiYicllvOy2FndSN/WbGDnJRYvjBpcK+Oa+/sYm9Nkzsp/SRBLTvYSEVtMz3LWydGh5OdGsuk7H5kp2aS4x7Km50aS2L0iRPT4zHGMCAxigGJUZ/p0Orqsuyvb/kkkXXHWFp5mOUlVbT1mBsbExFK1ke9s0ckz2lxwZHQnjBpNcaEAvcCs4FyYK0x5iVrbVGP3W4Gaq21ucaYa4FfA9f0RcC+rGh/PfvqWrhj9ginQxERkSAyd8wA+idEctc/P6SyoZVfX3mGT8wBExE5HcYYfnbZaMprm/jBCx+S2S+aybmpAHR0dlFxqLlHwtf0cS9meW0znT0y0/jIMLJTYxk3uB9XjMvonmPq7s3s59CIlJAQQ0ZSNBlJ0Uxx/04f6eyy7Pvodzv4SVJbvL+BN7a46Ojxu8VFhpGVcmTvbHdymxwbETAJbW96Ws8CSq21OwGMMc8AlwE9k9bLgP92P/8HsMgYY6zt2cEe+AqLKjEGZuSp1I2IiHhPeGgIXz47i98t2cbw9DiunJDpdEgiIh4RHhrCvV+awJX3reJrT75PQXYyZdWN7K1tor3zk1QjJiKU7JRYxgxK5OKxA93zRruTuBQ/S95CQwyDk2MYnBzD+aR96rWOzi7Ka5s/Hm78UbK+uaKO1zYf+HSyHhX2cc/xOUNT+OLZQ7z9q3hMb5LWDGBvj5/LgbOPtY+1tsMYUwekANU9dzLG3ArcCjBkiP/etGNZWuJi/OAkUuMinQ5FRESCzBfPHsIrH+7nRxePIixUFe1EJHAkRIXz1wWTuO2p9ew71MyI/vFcOHrAxz2KOamxpAXJvM+w0JCPe4o5oqJZW0cX5bWfHRa9fk8tQMAnrR5jrX0QeBCgoKAgoHphD9S18EF5Hf85V/XwRETE+1LiInntjvOdDkNEpE8MTo7h5dunOh2GT4sIC2FoWhxD0+I+85q/D4DtzVexFUDPWc+Z7m1H3ccYEwYk0r0gU9BYWuICUKkbERERERHxKf7eC92bpHUtMNwYk2OMiQCuBV46Yp+XgPnu51cBy4JvPquLIckx5KZ/9psNEREREREROTUnTFqttR3AQuB1oBh41lq7xRjzM2PMpe7dHgZSjDGlwLeBu/oqYF/U1NbByh0HmZXf3++/xRAREREREfElvZrTaq19FXj1iG0/7vG8Bbjas6H5j7e3V9PW0cWsUVo1WERERERExJO0vKAHFBa5SIgKY1J2stOhiIiIiIiIBBQlraeps8uyrKSSaSPTCVeJAREREREREY9SlnWaNu49xMHGNmaN0qrBIiIiIiIinqak9TQVFrsICzFcMCLN6VBEREREREQCjpLW01RY5OLsockkRoc7HYqIiIiIiEjAUdJ6GnYfbGR75WFm5mlosIiIiIiISF9Q0noaCosrAZiVr6RVRERERESkLyhpPQ2FRS5G9o9nSEqM06GIiIiIiIgEJCWtp6iuqZ33ymqYmZ/udCgiIiIiIiIBS0nrKVqxrZLOLqtSNyIiIiIiIn1ISespKiyuJDUugnGZSU6HIiIiIiIiErCUtJ6Cto4uVmytZGZef0JCjNPhiIiIiIiIBCwlradgbVkNDS0dms8qIiIiIiLSx5S0noLCYheRYSFMHZ7qdCgiIiIiIiIBTUnrSbLWUljsYmpuKjERYU6HIyIiIiIiEtCUtJ6kba7D7K1p1qrBIiIiIiIiXqCk9SQVFrsAmJmn+awiIiIiIiJ9TUnrSSosdnFmZiLpCVFOhyIiIiIiIhLwlLSehMqGFjbuPcSsfA0NFhERERER8QYlrSdheUkl1qL5rCIiIiIiIl6ipPUkLCmqJCMpmrwB8U6HIiIiIiIiEhSUtPZSS3sn75RWMSs/HWOM0+GIiIiIiIgEBSWtvbSytJqW9i4NDRYREREREfEiJa29VFjsIi4yjLNzUpwORUREREREJGgoae2Fri7L0uJKLhiRRkSYbpmIiIiIiIi3KAPrhQ8r6qhsaGXWqHSnQxEREREREQkqSlp7obDYRWiIYfpIJa0iIiIiIiLepKS1F5YUuZiY1Y+kmAinQxEREREREQkqSlpPoLy2iZIDDczO16rBIiIiIiIi3qak9QSWFlcCqNSNiIiIiIiIA5S0nkBhsYthabHkpMY6HYqIiIiIiEjQUdJ6HA0t7by78yCzNDRYRERERETEEUpaj+OtbdW0d1oNDRYREREREXGIktbjKCx20S8mnAlD+jkdioiIiIiISFBS0noMHZ1dLCupZEZef0JDjNPhiIiIiIiIBCUlrcewbnctdc3tzMpPdzoUERERERGRoKWk9RiWFruICA3hvBFpTociIiIiIiIStMKcDsBXXTAinbT4SOIidYtEREREREScoozsGKYOT2Xq8FSnwxAREREREQlqGh4sIiIiIiIiPktJq4iIiIiIiPgsJa0iIiIiIiLis5S0ioiIiIiIiM9S0ioiIiIiIiI+S0mriIiIiIiI+CwlrSIiIiIiIuKzlLSKiIiIiIiIz1LSKiIiIiIiIj5LSauIiIiIiIj4LCWtIiIiIiIi4rOUtIqIiIiIiIjPUtIqIiIiIiIiPktJq4iIiIiIiPgsY6115sLGVAG7Hbm49LVUoNrpIMTj9L6KN6m9ibepzYk3qb2Jt/lDm8uy1qYd7QXHklYJXMaYddbaAqfjEM/S+yrepPYm3qY2J96k9ibe5u9tTsODRURERERExGcpaRURERERERGfpaRV+sKDTgcgfULvq3iT2pt4m9qceJPam3ibX7c5zWkVERERERERn6WeVhEREREREfFZSlpFRERERETEZylpDQLGmMHGmOXGmCJjzBZjzLfc25ONMUuMMdvd/+3n3v4lY8wHxpgPjTGrjDFn9jjXXGPMVmNMqTHmruNc8zVjzCFjzL+P2J5jjFnjPv7vxpiIoxwbY4x5xRhT4o737h6vZRljlrrjW2GMyfTEPfJHPva+LnQfa40xqcc5/qjvvzHmfGPMemNMhzHmqtO9N+J5AdbeFhhjqowxG92PW073/ojnBVib02eXj/PT9nbU/Ywxl7lj22iMWWeMmXo690b6RoC1ue/1+EzdbIzpNMYkn879+QxrrR4B/gAGAhPcz+OBbcAo4H+Bu9zb7wJ+7X4+Gejnfj4PWON+HgrsAIYCEcAmYNQxrjkTuAT49xHbnwWudT+/H/j6UY6NAaa7n0cAbwPz3D8/B8x3P58BPOH0/dX7agHGA9lAGZB6nJiP+v67jx0LPA5c5fS91SPg29sCYJHT91SPoGpz+uzy8Yeftrej7gfE8cm6NWOBEqfvrx6B3eaO2OcSYJmn75d6WoOAtXa/tXa9+3kDUAxkAJcBj7l3ewy43L3PKmttrXv7u8BH3wifBZRaa3daa9uAZ9znONo1lwINPbcZYwzdH9b/OPKaRxzbZK1d7n7eBqzvEcMoYJn7+fJjXT8Y+Mr76t6+wVpbdrx4j/f+W2vLrLUfAF0n+LXFIYHU3sQ/BFib02eXj/O39na8/ay1h607ewBiAa266oMCqc0d4Trg6ROd62QpaQ0yxphsur8lWQP0t9bud790AOh/lENuBha7n2cAe3u8Vu7e1lspwCFrbUdvjzfGJNH9jc1S96ZNwOfdz68A4o0xKScRQ0By+H3trZN+/8U3BUh7u9I9zOofxpjBfXB98aAAaHP67PIjftLejssYc4UxpgR4BbjJ29eXkxMIbQ66p/gBc4F/evrcSlqDiDEmju5GdIe1tr7na+5v5OwR+0+n+3+KO70W5KevH0b3NzV/ttbudG/+LnCBMWYDcAFQAXQ6EZ+v8Lf3VfxbgLS3l4Fsa+1YYAmffKMtPihA2pw+u/xEgLQ3rLUvWGvz6O6l+7nT8cixBUqbc7sEWGmtrfH0iZW0BgljTDjd/0M8Za193r3ZZYwZ6H59IFDZY/+xwEPAZdbag+7NFUDPHolMoMIYc3aPydeXHieMg0CSOxnteXxoj+N/1mP/B4Ht1to/frTBWrvPWvt5a+144IfubYdO6mYEEB95X48X3+vu4x/iGO//qZxXnBEo7c1ae9Ba2+re/hAw8VSuJ30vgNqcPrv8gJ+1t16x1r4FDD3e4jrinABsc9fSB0ODAcJOvIv4O/c8m4eBYmvt73u89BIwH7jb/d8X3fsPAZ4HrrfWbuux/1pguDEmh+7/Qa4Fvmit3QKMO1Ec1lprjFkOXEX3ePv5wIvW2s4jjzfG/AJIBG45YnsqUGOt7QK+D/y1VzchAPnK+3o81to5R8T8mff/dM4v3hNI7c0YM7DH0KtL6Z5HJD4mwNqcPrt8nD+2t+P8LrnADvffXROASLq/VBEfEkhtzh1fIt0jSb58Otc8XjB6BPgDmEr30IIPgI3ux0V0z79ZCmwHCoFk9/4PAbU99l3X41wX0b262Q7gh8e55ttAFdBM99j6Oe7tQ4H3gFK6V1OMPMqxme54i3vEcIv7tavc8W5zx/mZ44Pl4WPv6zfdP3cA+4CHjnH8Ud9/YJL7+Ea6P1i3OH1/9Qjo9vYrYAvd8wyXA3lO3189Ar7N6bPLxx9+2t6Ouh/dw0a3uONaDUx1+v7qEdhtzv3aAuCZvrpfHy2HLSIiIiIiIuJzNKdVREREREREfJaSVhEREREREfFZSlpFRERERETEZylpFREREREREZ+lpFVERERERER8lpJWERERDzPGdLoLsm8xxmwyxnzHGHPcz1xjTLYx5oveilFERMRfKGkVERHxvGZr7Thr7WhgNjAP+MkJjskGlLSKiIgcQXVaRUREPMwYc9haG9fj56HAWiAVyAKeAGLdLy+01q4yxrwL5AO7gMeAPwN3A9OASOBea+0DXvslREREfISSVhEREQ87Mml1bzsEjAQagC5rbYsxZjjwtLW2wBgzDfiutfZi9/63AunW2l8YYyKBlcDV1tpdXv1lREREHBbmdAAiIiJBJhxYZIwZB3QCI46x34XAWGPMVe6fE4HhdPfEioiIBA0lrSIiIn3MPTy4E6ike26rCziT7rUlWo51GHC7tfZ1rwQpIiLio7QQk4iISB8yxqQB9wOLbPecnERgv7W2C7geCHXv2gDE9zj0deDrxphw93lGGGNiERERCTLqaRUREfG8aGPMRrqHAnfQvfDS792v3Qf80xhzA/Aa0Oje/gHQaYzZBDwK/InuFYXXG2MMUAVc7q1fQERExFdoISYRERERERHxWRoeLCIiIiIiIj5LSauIiIiIiIj4LCWtIiIiIiIi4rOUtIqIiIiIiIjPUtIqIiIiIiIiPktJq4iIiIiIiPgsJa0iIiIiIiLis/4ffeGfArR/ssQAAAAASUVORK5CYII=\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"d6S52QY2lqMM","executionInfo":{"status":"ok","timestamp":1605619961903,"user_tz":-60,"elapsed":1554,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"d57fb1d6-4325-4f6f-a288-5466be43b71d","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["AMD_combinated_dataframe = company_specific_sentiment_and_stockclose_day_focus_visualization('AMD', amd_stock)\n","AMD_combinated_dataframe.head()"],"execution_count":41,"outputs":[{"output_type":"execute_result","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>Company</th>\n","      <th>Date</th>\n","      <th>Compound</th>\n","      <th>adjclose</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>AMD</td>\n","      <td>2020-10-27</td>\n","      <td>-0.070038</td>\n","      <td>78.879997</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>AMD</td>\n","      <td>2020-10-28</td>\n","      <td>0.142025</td>\n","      <td>76.400002</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>AMD</td>\n","      <td>2020-10-29</td>\n","      <td>0.247060</td>\n","      <td>78.019997</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>AMD</td>\n","      <td>2020-10-30</td>\n","      <td>0.182243</td>\n","      <td>75.290001</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>AMD</td>\n","      <td>2020-11-02</td>\n","      <td>0.133160</td>\n","      <td>74.699997</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Company        Date  Compound   adjclose\n","0     AMD  2020-10-27 -0.070038  78.879997\n","1     AMD  2020-10-28  0.142025  76.400002\n","2     AMD  2020-10-29  0.247060  78.019997\n","3     AMD  2020-10-30  0.182243  75.290001\n","4     AMD  2020-11-02  0.133160  74.699997"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"id":"Qe_xtWeLtrW_","executionInfo":{"status":"ok","timestamp":1605619964775,"user_tz":-60,"elapsed":990,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"a9541712-ded8-4700-f961-6e000fde5073","colab":{"base_uri":"https://localhost:8080/","height":479}},"source":["company_compound_adjclose_normalized('AMD', AMD_combinated_dataframe)"],"execution_count":42,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"yB6er39Y7qTk","executionInfo":{"status":"ok","timestamp":1605619969963,"user_tz":-60,"elapsed":1387,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"e149f2d5-ef84-4478-a06e-c42810a137e8","colab":{"base_uri":"https://localhost:8080/","height":235}},"source":["Timeseries_AMD = AMD_combinated_dataframe\n","Timeseries_AMD.index = Timeseries_AMD['Date']\n","Timeseries_AMD = Timeseries_AMD.drop('Date', 1)\n","Timeseries_AMD.groupby(['Company', 'Date'])\n","Timeseries_AMD.head()"],"execution_count":43,"outputs":[{"output_type":"execute_result","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>Company</th>\n","      <th>Compound</th>\n","      <th>adjclose</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-10-27</th>\n","      <td>AMD</td>\n","      <td>-0.070038</td>\n","      <td>78.879997</td>\n","    </tr>\n","    <tr>\n","      <th>2020-10-28</th>\n","      <td>AMD</td>\n","      <td>0.142025</td>\n","      <td>76.400002</td>\n","    </tr>\n","    <tr>\n","      <th>2020-10-29</th>\n","      <td>AMD</td>\n","      <td>0.247060</td>\n","      <td>78.019997</td>\n","    </tr>\n","    <tr>\n","      <th>2020-10-30</th>\n","      <td>AMD</td>\n","      <td>0.182243</td>\n","      <td>75.290001</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-02</th>\n","      <td>AMD</td>\n","      <td>0.133160</td>\n","      <td>74.699997</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           Company  Compound   adjclose\n","Date                                   \n","2020-10-27     AMD -0.070038  78.879997\n","2020-10-28     AMD  0.142025  76.400002\n","2020-10-29     AMD  0.247060  78.019997\n","2020-10-30     AMD  0.182243  75.290001\n","2020-11-02     AMD  0.133160  74.699997"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"code","metadata":{"id":"MOi2NEwVjYvL","executionInfo":{"status":"ok","timestamp":1605619972646,"user_tz":-60,"elapsed":673,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}}},"source":["Timeseries_AMD['adjclose'].to_csv('Timeseries_AMD_adjclose.csv')\n","Timeseries_AMD['Compound'].to_csv('Timeseries_AMD_compound.csv')"],"execution_count":44,"outputs":[]},{"cell_type":"code","metadata":{"id":"CeZDOvdGICW-","executionInfo":{"status":"ok","timestamp":1605619974376,"user_tz":-60,"elapsed":787,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"75d21ba2-86fc-437b-d827-2c1b747e36b8","colab":{"base_uri":"https://localhost:8080/","height":545}},"source":["AMD_normalized_df=(AMD_combinated_dataframe[['Compound', 'adjclose']]-AMD_combinated_dataframe[['Compound', 'adjclose']].mean())/AMD_combinated_dataframe[['Compound', 'adjclose']].std()\n","AMD_normalized_df"],"execution_count":45,"outputs":[{"output_type":"execute_result","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>Compound</th>\n","      <th>adjclose</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-10-27</th>\n","      <td>-1.893897</td>\n","      <td>-0.321002</td>\n","    </tr>\n","    <tr>\n","      <th>2020-10-28</th>\n","      <td>-0.135197</td>\n","      <td>-1.054042</td>\n","    </tr>\n","    <tr>\n","      <th>2020-10-29</th>\n","      <td>0.735891</td>\n","      <td>-0.575202</td>\n","    </tr>\n","    <tr>\n","      <th>2020-10-30</th>\n","      <td>0.198342</td>\n","      <td>-1.382138</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-02</th>\n","      <td>-0.208717</td>\n","      <td>-1.556532</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-03</th>\n","      <td>0.538842</td>\n","      <td>-1.000838</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-04</th>\n","      <td>0.100333</td>\n","      <td>0.409084</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-05</th>\n","      <td>-0.992932</td>\n","      <td>0.896794</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-06</th>\n","      <td>-0.064911</td>\n","      <td>1.748067</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-09</th>\n","      <td>0.651355</td>\n","      <td>0.932264</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-10</th>\n","      <td>-0.458677</td>\n","      <td>-0.584069</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-11</th>\n","      <td>0.338351</td>\n","      <td>0.388394</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-12</th>\n","      <td>2.489843</td>\n","      <td>0.553918</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-13</th>\n","      <td>-0.062699</td>\n","      <td>0.432731</td>\n","    </tr>\n","    <tr>\n","      <th>2020-11-16</th>\n","      <td>-1.235926</td>\n","      <td>1.112569</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            Compound  adjclose\n","Date                          \n","2020-10-27 -1.893897 -0.321002\n","2020-10-28 -0.135197 -1.054042\n","2020-10-29  0.735891 -0.575202\n","2020-10-30  0.198342 -1.382138\n","2020-11-02 -0.208717 -1.556532\n","2020-11-03  0.538842 -1.000838\n","2020-11-04  0.100333  0.409084\n","2020-11-05 -0.992932  0.896794\n","2020-11-06 -0.064911  1.748067\n","2020-11-09  0.651355  0.932264\n","2020-11-10 -0.458677 -0.584069\n","2020-11-11  0.338351  0.388394\n","2020-11-12  2.489843  0.553918\n","2020-11-13 -0.062699  0.432731\n","2020-11-16 -1.235926  1.112569"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"code","metadata":{"id":"cDFrLgtgUi6R","executionInfo":{"status":"ok","timestamp":1605619977642,"user_tz":-60,"elapsed":1394,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"4319ebdc-019d-4e1f-96c2-508c1cb87eff","colab":{"base_uri":"https://localhost:8080/","height":595}},"source":["company_corr(amd_stock, AMD_combinated_dataframe)\n","# (Volume is the amount of an asset or security that changes hands over some period of time, often over the course of a day.)"],"execution_count":46,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1152x720 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"YAIcPse-f5L0","executionInfo":{"status":"ok","timestamp":1605619984068,"user_tz":-60,"elapsed":692,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"ac4b216b-4e71-476b-eedc-c276be79f1b7","colab":{"base_uri":"https://localhost:8080/"}},"source":["AMD_adjclose_series = pd.read_csv('Timeseries_AMD_adjclose.csv', index_col=[0], parse_dates=True, squeeze=True)\n","# type(AMD_adjclose_series)\n","AMD_adjclose_series"],"execution_count":47,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Date\n","2020-10-27    78.879997\n","2020-10-28    76.400002\n","2020-10-29    78.019997\n","2020-10-30    75.290001\n","2020-11-02    74.699997\n","2020-11-03    76.580002\n","2020-11-04    81.349998\n","2020-11-05    83.000000\n","2020-11-06    85.879997\n","2020-11-09    83.120003\n","2020-11-10    77.989998\n","2020-11-11    81.279999\n","2020-11-12    81.839996\n","2020-11-13    81.430000\n","2020-11-16    83.730003\n","Name: adjclose, dtype: float64"]},"metadata":{"tags":[]},"execution_count":47}]},{"cell_type":"code","metadata":{"id":"3YU36DoekGbW","executionInfo":{"status":"ok","timestamp":1605619987566,"user_tz":-60,"elapsed":680,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"563a7c0a-ac08-4b3b-ca93-7288aa0dd251","colab":{"base_uri":"https://localhost:8080/"}},"source":["AMD_adjclose_series.describe()"],"execution_count":48,"outputs":[{"output_type":"execute_result","data":{"text/plain":["count    15.000000\n","mean     79.965999\n","std       3.383164\n","min      74.699997\n","25%      77.285000\n","50%      81.279999\n","75%      82.419998\n","max      85.879997\n","Name: adjclose, dtype: float64"]},"metadata":{"tags":[]},"execution_count":48}]},{"cell_type":"code","metadata":{"id":"dnLqf-CI_ixX","executionInfo":{"status":"ok","timestamp":1605620018886,"user_tz":-60,"elapsed":720,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"d33d6c70-ea9d-449c-b71d-5a6a16143610","colab":{"base_uri":"https://localhost:8080/","height":235}},"source":["pd.options.display.float_format = '{:,.3f}'.format\n","amd_stock.corr()"],"execution_count":53,"outputs":[{"output_type":"execute_result","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>open</th>\n","      <th>high</th>\n","      <th>low</th>\n","      <th>close</th>\n","      <th>adjclose</th>\n","      <th>volume</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>open</th>\n","      <td>1.000</td>\n","      <td>0.946</td>\n","      <td>0.902</td>\n","      <td>0.800</td>\n","      <td>0.800</td>\n","      <td>0.159</td>\n","    </tr>\n","    <tr>\n","      <th>high</th>\n","      <td>0.946</td>\n","      <td>1.000</td>\n","      <td>0.962</td>\n","      <td>0.911</td>\n","      <td>0.911</td>\n","      <td>0.048</td>\n","    </tr>\n","    <tr>\n","      <th>low</th>\n","      <td>0.902</td>\n","      <td>0.962</td>\n","      <td>1.000</td>\n","      <td>0.963</td>\n","      <td>0.963</td>\n","      <td>-0.140</td>\n","    </tr>\n","    <tr>\n","      <th>close</th>\n","      <td>0.800</td>\n","      <td>0.911</td>\n","      <td>0.963</td>\n","      <td>1.000</td>\n","      <td>1.000</td>\n","      <td>-0.172</td>\n","    </tr>\n","    <tr>\n","      <th>adjclose</th>\n","      <td>0.800</td>\n","      <td>0.911</td>\n","      <td>0.963</td>\n","      <td>1.000</td>\n","      <td>1.000</td>\n","      <td>-0.172</td>\n","    </tr>\n","    <tr>\n","      <th>volume</th>\n","      <td>0.159</td>\n","      <td>0.048</td>\n","      <td>-0.140</td>\n","      <td>-0.172</td>\n","      <td>-0.172</td>\n","      <td>1.000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          open  high    low  close  adjclose  volume\n","open     1.000 0.946  0.902  0.800     0.800   0.159\n","high     0.946 1.000  0.962  0.911     0.911   0.048\n","low      0.902 0.962  1.000  0.963     0.963  -0.140\n","close    0.800 0.911  0.963  1.000     1.000  -0.172\n","adjclose 0.800 0.911  0.963  1.000     1.000  -0.172\n","volume   0.159 0.048 -0.140 -0.172    -0.172   1.000"]},"metadata":{"tags":[]},"execution_count":53}]},{"cell_type":"code","metadata":{"id":"05L3uOixxCt2","executionInfo":{"status":"ok","timestamp":1605620021134,"user_tz":-60,"elapsed":885,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"98a16450-590f-493d-ae1f-70653748c595","colab":{"base_uri":"https://localhost:8080/","height":596}},"source":["plt.figure(figsize=(16, 10))\n","sns.heatmap(amd_stock[['open', 'high', 'low', 'adjclose', 'volume']].corr(), annot=True)\n","plt.show()"],"execution_count":54,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0gAAAJDCAYAAAAxVzSsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXhU1f3H8fdJcGMLEEgQA4ogIqhFQVyqgloRW1HcrWiLYlHULor6U9piixa1Vtwt4lZr3epOq2LVYq07oCKIK1RkMYQdZCdzfn9kTAkqXKwzkzDv1/PM09y5Z26+Q/OMOfmc870hxogkSZIkCQpyXYAkSZIk1RZOkCRJkiQpzQmSJEmSJKU5QZIkSZKkNCdIkiRJkpTmBEmSJEmS0pwgSZIkSapzQgh3hhAqQgiTv+Z8CCHcEEL4OITwTghhzyTXdYIkSZIkqS76E9B7A+cPB3ZKPwYCf0xyUSdIkiRJkuqcGOOLwIINDDkK+HOs8hrQJISw7cau6wRJkiRJ0uZoO2DGOscz089tUL2MlZO2Zt60mOnvoc1TamF5rktQHRSXVOS6BNVRceo7uS5BddTFF03JdQmqo67/5IGQ6xo2VTZ/t9+yRbszqVoa94VRMcZRmf6+GZ8gSZIkSdKmSk+G/pcJ0Syg9TrHZennNsgldpIkSZI2R6OBH6W72e0DLI4xfraxF5kgSZIkSUomVZnrCqqFEO4HegLNQwgzgUuBLQBijCOBp4DvAx8Dy4HTklzXCZIkSZKkOifG+MONnI/AOZt6XSdIkiRJkpKJqVxXkHHuQZIkSZKkNBMkSZIkScmkTJAkSZIkKW+YIEmSJElKJLoHSZIkSZLyhwmSJEmSpGTcgyRJkiRJ+cMESZIkSVIy7kGSJEmSpPzhBEmSJEmS0lxiJ0mSJCmZVGWuK8g4EyRJkiRJSjNBkiRJkpSMTRokSZIkKX+YIEmSJElKxhvFSpIkSVL+MEGSJEmSlEh0D5IkSZIk5Q8TJEmSJEnJuAdJkiRJkvKHCZIkSZKkZNyDJEmSJEn5wwRJkiRJUjKpylxXkHEmSJIkSZKUZoIkSZIkKRn3IEmSJElS/nCCJEmSJElpLrGTJEmSlIw3ipUkSZKk/GGCJEmSJCkZmzRIkiRJUv4wQZIkSZKUjHuQJEmSJCl/mCBJkiRJSiTGylyXkHEmSJIkSZKUZoIkSZIkKRm72EmSJElS/jBBkiRJkpSMXewkSZIkKX+YIEmSJElKxj1IkiRJkpQ/TJAkSZIkJZPyPkiSJEmSlDecIEmSJElSmkvscuRXw0fw4stv0KxpEx7/y8hcl6Na5KUJk7hq1H2kUimO6XUgA47/QY3zsyvmMfS6O1m4ZClFDRsw/IKBtGzeDIAuR57OTtuXAdCyRTE3Dv151utX7fDyxA+46s+jSaUiRx+0FwOOPKjG+dlzF3LpqIdYuGQZRQ3rM/zsEyktbpKjalWbvPzRbH7/5HhSMXJ01/acfmDnGuc/W7SMXz/6KktXrCYVIz/r1YUDOmyXo2qVax17fIdjhv6YgsICXnvwnzz3x9E1zrfr3pGjh/6YVh3bcPdPb2Di069Xn2vaqpiTrjyTJq2KIUZuPe0qFsycm+23oE2VB00anCDlSN/vH8rJxx7JkMv+kOtSVItUVqYY/sd7GHX5BZQWN+OH5w2j595daNfmv798XHPHg/Q5ZD+OOmR/Xp84hRvufpjhgwcCsNWWW/LQjcNyVb5qicpUiuF3Pc6tl5xBaXERJ//qJnru2Yl2ZaXVY0bc+yR9DujKkQd25fV3P+b6B8cw/OyTcli1aoPKVIor/jaOkf0PprRxffqNHEOPjmW0KymqHnPbvybTa9c2nNC9A1MrFnPuPWN5erATpHwUCgLHDzudW075HYvK5zN49HAmPTuBOR/Pqh6zcPZ87rvgjxz0kyO+9Pp+I87h2Zse44OXJrFl/a2IqZjN8qWv5RK7HOnWZTeKGjfKdRmqZSZ/OI0225ZQ1rKELbaoR+8DuzP2tbdqjJk2YzZ7774LAN133+VL56XJH8+gdWkxZaXFbFGvHr33/Q4vTJhSY8zUWXPo3rkdAN07tfvSeeWnyTPn07q4EWXNGrFFvUIO2217XnhvRo0xAVi2cg0An69cTYtG2+SgUtUG23dpz9zp5cyfUUHlmkre/Nsr7NarW40xC2bOZfb7nxJjzclPafvtKCws4IOXJgGwevkq1qxcnbXa9T9IpbL3yJFEE6QQwndDCM+GED4MIUwLIfwnhDAt08VJ+WbO/IWUtmhWfVzavBkV8xfWGNOhbWuee2UCAM+/OoFlK1ayaMnnAKxevYaTfvFb+g2+jH+++mb2CletUrFwMS3XWS5X0qyIOQsW1xiz8/ateP6NyQA8P+5dlq1YxaKly7Jap2qfiiUraFlUv/q4tKg+FUtX1Bhz1sG78+TE/9Dr6kc5954XuPgH3da/jPJEUWkzFs2eX3286LMFFJU228Ar/qtkx21ZsWQ5p488nwufvIIjL+lHKAiZKlXaJEmX2N0BnAdMADb/3n5SLTb49BO5YuRfGP38y+zZuQMlxU0pKKj6W8eYO/9AafOmzCyv4Iwhv2enHcpovW1JjitWbXR+vx9wxZ8e54kXJ9C1Y1tKmjWu/jmSNmTMO59w5J7t+NF3d2Hip3P51SOv8PC5R1DgL7faBAWFhey4V0eu/sHFLJw9j/43/Zy9j+vJa38dm+vStDHuQaq2OMb4dNKLhhAGAgMBbrnmcs740Q+/SW1S3iktbsqcuQuqj+fMW0BJcdMaY0qKm3LtL38KwPIVK3nulQk0blj1F9/S5lVjy1qW0G23jrw3dboTpDxU0rSI8vmLqo8rFiymtFnRemMac+15PwJg+cpVPDduEo0buFQq35U03obyxcurj+csXk7JekvoHpswlVt+XNX04zttWrBqbYpFy1fRrOHWWa1Vubd4zoKqBgtpTbZtxuI5Czbwiv9aVD6fWe99wvwZFQC884/x7LBHe/hrRkqVNknSPxeODSFcHULYN4Sw5xePrxscYxwVY+wWY+zm5EhKrnOHtkyfXcHM8rmsWbOWMS++Qc+996gxZuHipaTS63Jvf+hJjj70AACWfL6M1WvWVI95e8pHtGvTKrtvQLVC53ZlfFo+n5kVC1izdi1jXp1Ij6671BizcMmy6p+jO54YS98ee+WiVNUynbcr5tP5S5m18HPWrK3kmUnT6dGxrMaYbZvU5/Wp5QBMq1jM6rWVNG2wVS7KVY59OnEqLXZoSbOyFhRuUcieffZj8rMTEr92m8YNaNCsaj92h/06U/7RrI28SrVCHuxBSpog7Z3+33UXGkfg4G+3nPxx4aVXMu6td1i0aAmH9D2FswecyrF9Dst1WcqxeoWFDDmrH4OGXkNlKkXfQw+g/fbbcfNfHqPTTjtw0N57MG7S+9xw98OEENhz1w78ctCpQFXzhmE33U1BKCAVU5x+/A9qdL9T/qhXWMgl/Y9i0JV3kEql6NtzL9qXteTmh/5B5x3L6Nm1E+Pfm8oND4yBEOjasS1DTuub67JVC9QrLODiI7ox6O5/kkpFjtqzHe1Lm3DL8xPp1KqYnruUcX7vrgx74jXufeV9CIHfHrMvIbi8Lh+lKlM8MvQuBv15SFWb77+OpfyjmRx+3vHMmDSNyc9NoM3uOzLg1sFsU9SAXQ/Zk8PPO44re11ITEWe+N1fOPfeX0EIzJj8H1594PlcvyUJgLB+V5Fv25p50+zZqG8ktbA81yWoDopLKnJdguqoOPWdXJegOurii+wCqW/m+k8eqHN/XVj573uy9rv91gecmpN/n6Rd7EpDCHeEEJ5OH3cKIQzIbGmSJEmSlF1J9yD9CXgG+GJDw4fALzJRkCRJkqTaKcbKrD1yJekEqXmM8a9ACiDGuBbbfUuSJEnazCRt0rAshFBMVWMGQgj7AIs3/BJJkiRJm5UcdpfLlqQTpPOB0UC7EMLLQAvguIxVJUmSJEk5kGiCFGN8M4TQA9gZCMAHMcY1Ga1MkiRJUu0STZAACCFsDZwN7E/VMrt/hxBGxhhXZrI4SZIkScqmpEvs/gwsBW5MH58M3AMcn4miJEmSJCkXkk6Qdo0xdlrneGwIwbuiSZIkSfkkD5o0JG3z/Wa6cx0AIYS9gfGZKUmSJEmSciNpgtQVeCWE8ClVe5C2Bz4IIUwCYoxx90wVKEmSJKmWsElDtd5AU+CA9PGLwKKMVCRJkiRJOZJ0iV1fqpoyNKfqHkj3AEfGGKfHGKdnqjhJkiRJtUgqlb1HjiRNkAYA+8QYlwGEEK4CXuW/Xe0kSZIkqc5LOkEKQOU6x5Xp5yRJkiTlC/cgVbsLeD2E8Fj6uC9wR2ZKkiRJkqTcSDRBijGOCCG8AOyffuq0GONbGatKkiRJUu2TB/dBSpogEWN8E3gzg7VIkiRJUk4lniBJkiRJynN5kCAlbfMtSZIkSZs9EyRJkiRJyeRBFzsTJEmSJElKM0GSJEmSlIx7kCRJkiQpfzhBkiRJkqQ0l9hJkiRJSsYmDZIkSZKUP0yQJEmSJCVjkwZJkiRJyh8mSJIkSZKScQ+SJEmSJNVOIYTeIYQPQggfhxAu/orzbUIIY0MIb4UQ3gkhfH9j1zRBkiRJkpRMLdqDFEIoBG4GDgVmAuNCCKNjjFPWGfYr4K8xxj+GEDoBTwE7bOi6JkiSJEmS6qLuwMcxxmkxxtXAA8BR642JQOP010XA7I1d1ARJkiRJUjK1KEECtgNmrHM8E9h7vTG/Af4RQvgp0AD43sYuaoIkSZIkqdYJIQwMIYxf5zHwG1zmh8CfYoxlwPeBe0IIG5wDmSBJkiRJSibGLH6rOAoYtYEhs4DW6xyXpZ9b1wCgd/p6r4YQtgaaAxVfd1ETJEmSJEl10ThgpxBC2xDClsBJwOj1xnwKHAIQQtgF2BqYu6GLmiBJkiRJSqYW7UGKMa4NIZwLPAMUAnfGGN8NIQwDxscYRwODgdtCCOdR1bChf4wbjsGcIEmSJEmqk2KMT1HVunvd54au8/UU4Lubck0nSJIkSZKSqUUJUqa4B0mSJEmS0kyQJEmSJCUTTZAkSZIkKW84QZIkSZKkNJfYSZIkSUrGJg2SJEmSlD9MkCRJkiQls+F7rG4WTJAkSZIkKc0ESZIkSVIyebAHKeMTpNTC8kx/C22mCpq2zHUJqoPiFlvmugTVUalC/2aob+bDyldzXYKkb5H/NZAkSZKUTB4kSO5BkiRJkqQ0EyRJkiRJyUQTJEmSJEnKGyZIkiRJkhKJKe+DJEmSJEl5wwRJkiRJUjJ2sZMkSZKk/GGCJEmSJCkZu9hJkiRJUv5wgiRJkiRJaS6xkyRJkpSMbb4lSZIkKX+YIEmSJElKxjbfkiRJkpQ/TJAkSZIkJWOCJEmSJEn5wwRJkiRJUjLRLnaSJEmSlDdMkCRJkiQl4x4kSZIkScofJkiSJEmSkkm5B0mSJEmS8oYJkiRJkqRkonuQJEmSJClvmCBJkiRJSsY9SJIkSZKUP5wgSZIkSVKaS+wkSZIkJRK9UawkSZIk5Q8TJEmSJEnJ2KRBkiRJkvKHCZIkSZKkZLxRrCRJkiTlDxMkSZIkScm4B0mSJEmS8ocJkiRJkqRkvA+SJEmSJOUPEyRJkiRJybgHSZIkSZLyhwmSJEmSpGS8D5IkSZIk5Q8TJEmSJEnJuAdJkiRJkvKHEyRJkiRJSnOJnSRJkqREojeKlSRJkqT8YYIkSZIkKRmbNEiSJElS/jBBypCXJkziqlH3kUqlOKbXgQw4/gc1zs+umMfQ6+5k4ZKlFDVswPALBtKyeTMAuhx5OjttXwZAyxbF3Dj051mvX7XTr4aP4MWX36BZ0yY8/peRuS5HtcxL4yZy1ch7qKxMcczhPTnjxCNrnJ89Zy5DR9zGgsVLKGrUkCsuGkTLFsUAfFYxj0uvvY3yuQsIAW657CK2a9kiF29DOfDy2+9z1Z8eJ5VKcfTBezOg7yE1zs+eu4BLRz7IwiXLKGpYn+HnnkxpcRMABg0fxaSPptOlY1tu+r8zclG+sqxrz66c9ZuzKCgsYMz9Y3jolodqnN9iyy0YfN1gdtptJ5YsXMIVZ19BxcyK6vMtWrXg1n/eyr3X3ssjtz4CQN8z+tL7pN5EIp+8/wkjBo9gzao1WX1fSsgESd9EZWWK4X+8hz/+9jwev+V3PP2v15n66awaY66540H6HLIfj9x0GWf+8EhuuPvh6nNbbbklD904jIduHObkSDX0/f6hjBxxea7LUC1UWZnidzf/iVsuv4gnbvs9T499lanTZ9YY84fb7qPP9/bn0ZFXcla/o7n+rgerzw25eiT9jzuC0bdfzf03XEazJo2z/RaUI5WpFMPvfJRbLvkJj424iDEvv8XUmeU1xoy452/0ObAbD199AQOPPZTr73+q+lz/Pj25/NyTs122cqSgoIBzLj+HX//o15x58Jn0PKonbXZqU2NMr5N68fmizxlwwAAev/1xTh9yeo3zA4cOZPzY8dXHxS2LOeq0o/jZET9j0PcGUVBQQI8je2Tl/UhfxQlSBkz+cBptti2hrGUJW2xRj94Hdmfsa2/VGDNtxmz23n0XALrvvsuXzktfpVuX3Shq3CjXZagWmvTBVNq0KqX1tlWfO4f33Iexr06oMWba9Fns/Z3OAHT/Tqfq81Onz6SyspL9uu4GQP1ttmabrbfK7htQzkz++FNalxZTVlrMFvXq0Xu/PXhh3Ls1xkydNYfundsD0L1ze14YP7n63N67daCBPy95o0OXDsz+ZDbln5azds1a/jX6X+zTa58aY/bttS/PPfwcAP9+8t90+W6X/547bF/KZ5Qz/cPpNV5TWK+QLbfekoLCArbaZisWzFmQ+TejbyamsvfIkcQTpBBCYQihVQihzRePTBZWl82Zv5DSFs2qj0ubN6Ni/sIaYzq0bc1zr1T9cvL8qxNYtmIli5Z8DsDq1Ws46Re/pd/gy/jnq29mr3BJdVbF/AXVy+Wg6nNnzrz1Pnd2bMNzL48D4PmXx7Ns+UoWLVnKJ7PKadSgPr8Ydi3Hnz2Ea267j8rKzb+Nq6pULFhMy/RyOYCS4iLmLFxcY8zO27fi+TcmAfD8G5NYtmIVi5Yuy2qdqh2at2zO3Nlzq4/nfTaP4pbFNcYUtyxm3ux5AKQqUyxfupzGTRuzdf2tOX7Q8dx77b01xs8vn88jtz7Cn1/7M/dNuI/lS5fz5ov+/qPcSTRBCiH8FJgDPAs8mX78PYN1bfYGn34iEyZ/wAk/u5Txkz6gpLgpBQVV/3eMufMPPHDdpVx14Zn8/rb7mPFZxUauJkkbd8HAfoyf9B7Hnz2E8ZPeo6R51edOZWUlb07+gME/6cf9N17GzM8qeOLZF3NdrmqR80/pw/gp0zjh/65hwnvTKGlWVP3fLCmpU84/hcduf4yVy1fWeL5hUUP26bUPp+13Gv269WOr+ltx0NEH5ahKbVQqZu+RI0mbNPwc2DnGOD/J4BDCQGAgwE3DLuKMk476huXVTaXFTZkz97/R8Jx5CygpblpjTElxU6795U8BWL5iJc+9MoHGDetXvb551diyliV0260j702dTuttS7JUvaS6qKS4GeVz//sRPWfegurPkv+Oacp1Q88Dqj53nn3pDRo3bEBp82bs3G776s+Zg/frysT3P+YYematfuVOSbMiyucvqj6umL+Y0qZFXxpz7QX9AVi+chXPvf4OjRtsk80yVUvMK59Hi1b/beDSfNvmzC+v+evh/PL5NG/VnHnl8ygoLKB+o/osWbiEnffYmf2/vz8DhgygQeMGxBhZvXI1C+ctZM6MOSxeUJVcvvL0K3Tq1omxj43N6nuTvpD0zz8zgMUbHZUWYxwVY+wWY+yWb5MjgM4d2jJ9dgUzy+eyZs1axrz4Bj333qPGmIWLl5JK34n49oee5OhDDwBgyefLWL1mTfWYt6d8RLs2rbL7BiTVObvuvCPTZ5Uzs7yCNWvW8vQLr9Fzn641xtT43HlgNEf36ln12g7tWPr5chYsWgLA629PoV2b7bJav3Knc7vWfFo+j5kV81mzdi1jXnmLHt061xizcMnn1T87dzz+PH0P6p6LUlULfDjxQ1rt0IrS1qXU26IePY7swWvPvlZjzGvPvsb3jvseAAf84AAmvjwRgAuPvZD++/Wn/379efyOx3nwpgf5291/Y+6suXTcoyNbpfeydfluF2Z8NCO7b0yJxVTM2iNXNpgghRDOT385DXghhPAksOqL8zHGERmsrc6qV1jIkLP6MWjoNVSmUvQ99ADab78dN//lMTrttAMH7b0H4ya9zw13P0wIgT137cAvB50KVDVvGHbT3RSEAlIxxenH/8BfVFTtwkuvZNxb77Bo0RIO6XsKZw84lWP7HJbrslQL1CssZMg5/TlryFVUplIc3asH7Xco46a7H6Zzh7YctG9Xxr0zhevvfJAQAl1368gvz+kPQGFhAYN/cjJnXDycGCOddmrLcYcfnNs3pKypV1jIJacfw6Dho0ilIn17dqd965bc/NcxdN6xjJ7ddmX8lKnccP9TEKBrxx0ZMuDY6tf3v/QmPplVwfKVqzh00DB+c+YJfLdLxxy+I2VSqjLFH3/9Ry7/y+UUFhbyjwf/wacffsqpg0/lw3c+5PVnX+eZB57hwusu5I5/38HSRUu58pwrN3jND97+gJeeeokbn76RyspKpk6eytP3PZ2ldyR9WYjx62dnIYRLN/TiGONvN/YNVn30yubfLF0ZUdC0Za5LUB0UP7fzkb6Z1KLyjQ+SvsLRfW7OdQmqo56e8XTIdQ2baunPjsja7/aNbvh7Tv59NpggJZkASZIkSdLmIlGThhDC34D1Z4uLgfHArTHGlV9+lSRJkqTNSmrzvw1E0iYN04DPgdvSjyXAUqBD+liSJEmS6rykbb73izHutc7x30II42KMe4UQ3v3aV0mSJElSHZJ0gtQwhNAmxvgpQAihDdAwfW51RiqTJEmSVLvksP12tiSdIA0GXgohTAUC0BY4O4TQALg7U8VJkiRJUjYlmiDFGJ8KIewEfHFjgw/WacxwXUYqkyRJklS75HuCFEI4OMb4zxDCMeudahdCIMb4aAZrkyRJkqSs2liC1AP4J9AnffzFlDGkv3aCJEmSJOWJGPM8QYoxXpr+chBwLLDDOq/Z/P91JEmSJOWVpE0aHgcWAW8CX+w9coIkSZIk5ZN834O0jrIYY++MViJJkiRJOZZ0gvRKCGG3GOOkjFYjSZIkqfbK9wQphDCJqqV09YDTQgjTgFWkmzTEGHfPfImSJEmSlB0bS5COyEoVkiRJkmq9mO8JUoxxerYKkSRJkqRNEULoDVwPFAK3xxiv/IoxJwC/oWpl3MQY48kbumbSPUiSJEmS8l0tSpBCCIXAzcChwExgXAhhdIxxyjpjdgIuAb4bY1wYQijZ2HULMlWwJEmSJGVQd+DjGOO0GONq4AHgqPXG/AS4Oca4ECDGWLGxizpBkiRJkpRMKouPjdsOmLHO8cz0c+vqAHQIIbwcQngtvSRvg1xiJ0mSJKnWCSEMBAau89SoGOOoTbxMPWAnoCdQBryYvn3Rog29QJIkSZJqlfRkaEMTollA63WOy9LPrWsm8HqMcQ3wnxDCh1RNmMZ93UVdYidJkiQpkZiKWXskMA7YKYTQNoSwJXASMHq9MY9TlR4RQmhO1ZK7aRu6qBMkSZIkSXVOjHEtcC7wDPAe8NcY47shhGEhhCPTw54B5ocQpgBjgQtjjPM3dF2X2EmSJElKpha1+QaIMT4FPLXec0PX+ToC56cfiZggSZIkSVKaCZIkSZKkZJK1367TTJAkSZIkKc0ESZIkSVIiCbvL1WkmSJIkSZKUZoIkSZIkKRn3IEmSJElS/jBBkiRJkpSIe5AkSZIkKY+YIEmSJElKxj1IkiRJkpQ/TJAkSZIkJRJNkCRJkiQpfzhBkiRJkqQ0l9hJkiRJSsYldpIkSZKUP0yQJEmSJCVikwZJkiRJyiMmSJIkSZKSMUGSJEmSpPxhgiRJkiQpEfcgSZIkSVIeMUGSJEmSlIgJkiRJkiTlERMkSZIkSYmYIEmSJElSHsl4ghSXVGT6W2gzFbfYMtclqA4KDZvlugTVUf7FUN/Ui/Pfy3UJUvbEkOsKMs7/HkiSJElSmnuQJEmSJCXiHiRJkiRJyiNOkCRJkiQpzSV2kiRJkhKJKZs0SJIkSVLeMEGSJEmSlIhNGiRJkiQpj5ggSZIkSUokeqNYSZIkScofJkiSJEmSEnEPkiRJkiTlERMkSZIkSYl4HyRJkiRJyiMmSJIkSZISiTHXFWSeCZIkSZIkpZkgSZIkSUrEPUiSJEmSlEdMkCRJkiQlYoIkSZIkSXnECZIkSZIkpbnETpIkSVIitvmWJEmSpDxigiRJkiQpEZs0SJIkSVIeMUGSJEmSlEiMJkiSJEmSlDdMkCRJkiQlElO5riDzTJAkSZIkKc0ESZIkSVIiKfcgSZIkSVL+MEGSJEmSlIhd7CRJkiQpj5ggSZIkSUokpkyQJEmSJClvmCBJkiRJSiTGXFeQeSZIkiRJkpTmBEmSJEmS0lxiJ0mSJCkRmzRIkiRJUh4xQZIkSZKUSMobxUqSJElS/jBBkiRJkpRINEGSJEmSpPxhgiRJkiQpEW8UK0mSJEl5xARJkiRJUiJ2sZMkSZKkPGKCJEmSJCmRfOhi5wQpC16e+AFX/Xk0qVTk6IP2YsCRB9U4P3vuQi4d9RALlyyjqGF9hp99IqXFTXJUrXLtpXETuWrkPVRWpjjm8J6cceKRNc7PnjOXoSNuY8HiJRQ1asgVFw2iZYtiAD6rmMel195G+dwFhAC3XHYR27VskYu3oVrmV8NH8OLLb9CsaRMe/8vIXJejWsbPHf0vrv7DpRx22EGsWL6CM8+8gLfffvdLYy79zQWcfPIxNGlSRGlJ5y+dP+qo3tx3/0j2378Pb705KRtlS1/LJXYZVplKMfyux7nlotN57OrzGfPKRKbOnFNjzIh7n6TPAV15+KrzGHjMIVz/4JgcVatcq6xM8bub/8Qtl1/EE7f9nqfHvsrU6TNrjPnDbffR53v78+jIKzmr39Fcf9eD1eeGXD2S/scdwejbr1/TAwAAACAASURBVOb+Gy6jWZPG2X4LqqX6fv9QRo64PNdlqBbyc0f/i8MO60n79m3ZfbeenHvuEK67/ndfOe6pJ5+nx4FHfeW5hg0bcPY5p/HGG29lslR9S2LM3iNXnCBl2OSPZ9C6tJiy0mK2qFeP3vt+hxcmTKkxZuqsOXTv3A6A7p3afem88sekD6bSplUprbctYYst6nF4z30Y++qEGmOmTZ/F3t+p+utb9+90qj4/dfpMKisr2a/rbgDU32Zrttl6q+y+AdVa3brsRlHjRrkuQ7WQnzv6X/zgiF7cd++jAIwb9xZFRY1o+RUJ4rhxb1FePvcrrzF06GBGjBjJypWrMlqrlFSiCVII4bIQwqEhhAaZLmhzU7FwMS3XWS5X0qyIOQsW1xiz8/ateP6NyQA8P+5dlq1YxaKly7Jap2qHivkLqpetAJQ2b8aceQtrjOmwYxuee3kcAM+/PJ5ly1eyaMlSPplVTqMG9fnFsGs5/uwhXHPbfVRWprJav6S6x88d/S9atSpl5szZ1cezZ5WzbauWiV/fpUtntivblmfGjM1EecqAVAxZe+RK0gRpGvBDYHwI4Y0QwjUhhK/OSbXJzu/3A8a/P40TLrmeCe9No6RZYwoKDPf01S4Y2I/xk97j+LOHMH7Se5Q0b0pBQQGVlZW8OfkDBv+kH/ffeBkzP6vgiWdfzHW5kjYDfu4oE0IIXHHlr7nk4q9eliflSqImDTHGu4C7QggtgROAC4CBwFeu1wghDEyf56YhgxhwTK9vp9o6qKRpEeXzF1UfVyxYTGmzovXGNOba834EwPKVq3hu3CQaN9gmq3Wqdigpbkb53PnVx3PmLaC0edP1xjTluqHnAbB8xUqefekNGjdsQGnzZuzcbntab1sCwMH7dWXi+x9zDD2zVr+kusfPHW2qgWeeymmn/RCACRMmUlbWqvpcq+1a8tns8kTXadSoIZ06dWDMMw8AUFragoceup3jjz/DRg21WD50sUu6xO72EMIrwB+pmlQdBzT9uvExxlExxm4xxm75PDkC6NyujE/L5zOzYgFr1q5lzKsT6dF1lxpjFi5ZRipVtSThjifG0rfHXrkoVbXArjvvyPRZ5cwsr2DNmrU8/cJr9Nyna40xCxcvrf55uf2B0Rzdq2fVazu0Y+nny1mwaAkAr789hXZttstq/ZLqHj93tKlG3XoP++7zffbd5/v87W//4OR+xwCw1157sGTJ0q/da7S+JUuWsn2bPem0y/502mV/3njjLSdHqhWStvkuBgqBRcACYF6McW3GqtqM1Css5JL+RzHoyjtIpVL07bkX7ctacvND/6DzjmX07NqJ8e9N5YYHxkAIdO3YliGn9c112cqReoWFDDmnP2cNuYrKVIqje/Wg/Q5l3HT3w3Tu0JaD9u3KuHemcP2dDxJCoOtuHfnlOf0BKCwsYPBPTuaMi4cTY6TTTm057vCDc/uGVGtceOmVjHvrHRYtWsIhfU/h7AGncmyfw3JdlmoBP3f0v3hmzFgOO+wgJk3+V1Wb77MurD736mtPse8+3wfg8ssv5oQTj6J+/W348KNX+dOfHmT4767LVdnSBoW4CT30Qgi7AIcB5wGFMcayjb1m5YTHc9ikT3VZQfFGf7ykLwkNm+W6BNVR8fMFuS5BdVTTTsflugTVUcuWf1Ln1qu93uqYrP1uv/fsRzf67xNC6A1cT1WYc3uM8cqvGXcs8DCwV4xx/IaumShBCiEcARwAHAg0Af4J/DvJayVJkiTp2xZCKARuBg4FZgLjQgijY4xT1hvXCPg58HqS6yZdYtebqgnR9THG2RsbLEmSJGnzU8uWhnUHPo4xTgMIITwAHAWsf1PRy4CrgAtJIFGThhjjucALwJ4hhCNCCCUJi5YkSZKkTNgOmLHO8cz0c9VCCHsCrWOMTya9aNIudscDbwDHU9Xm+/UQggtuJUmSpDySzRvFhhAGhhDGr/MYuCm1hhAKgBHA4E15XdIldr+iakNTRfqbtQCeo2qjkyRJkiR9q2KMo4BRGxgyC2i9znFZ+rkvNAJ2BV4IIQC0BEaHEI7cUKOGpBOkgi8mR2nzSZg+SZIkSdo81LIbxY4DdgohtKVqYnQScPIXJ2OMi4HmXxyHEF4ALvhWutgBY0IIzwD3p49PBJ5KXLokSZIkfYtijGtDCOcCz1DV5vvOGOO7IYRhwPgY4+hvct1EE6QY44Xp3uHfTT81Ksb42Df5hpIkSZLqplSuC1hPjPEp1gtuYoxDv2ZszyTXTJogEWN8BHgk6XhJkiRJqms2OEEKISzlq9udByDGGBtnpCpJkiRJtU6kVu1ByogNTpBijI2yVYgkSZIk5VriJXaSJEmS8lvqq9aWbWZs1S1JkiRJaSZIkiRJkhJJ5cEeJBMkSZIkSUpzgiRJkiRJaS6xkyRJkpRIPrT5NkGSJEmSpDQTJEmSJEmJpHJdQBaYIEmSJElSmgmSJEmSpETcgyRJkiRJecQESZIkSVIi7kGSJEmSpDxigiRJkiQpERMkSZIkScojJkiSJEmSErGLnSRJkiTlERMkSZIkSYmkNv8AyQRJkiRJkr5ggiRJkiQpkZR7kCRJkiQpfzhBkiRJkqQ0l9hJkiRJSiTmuoAsMEGSJEmSpDQTJEmSJEmJpHJdQBaYIEmSJElSmgmSJEmSpERSwTbfkiRJkpQ3TJAkSZIkJWIXO0mSJEnKIyZIkiRJkhKxi50kSZIk5RETJEmSJEmJpDb/JnYmSJIkSZL0BRMkSZIkSYmk2PwjJBMkSZIkSUozQZIkSZKUiPdBkiRJkqQ84gRJkiRJktIyvsQuTn0n099Cm6lUoStAten8q4++qdCwWa5LUB21au2aXJcgZY1tviVJkiQpj/gnekmSJEmJpHJdQBaYIEmSJElSmgmSJEmSpERs8y1JkiRJecQESZIkSVIidrGTJEmSpDxigiRJkiQpEbvYSZIkSVIeMUGSJEmSlIgJkiRJkiTlERMkSZIkSYlEu9hJkiRJUv4wQZIkSZKUiHuQJEmSJCmPOEGSJEmSpDSX2EmSJElKxCV2kiRJkpRHTJAkSZIkJRJzXUAWmCBJkiRJUpoJkiRJkqREUt4oVpIkSZLyhwmSJEmSpETsYidJkiRJecQESZIkSVIiJkiSJEmSlEdMkCRJkiQl4n2QJEmSJCmPmCBJkiRJSsT7IEmSJElSHjFBkiRJkpSIXewkSZIkKY84QZIkSZKkNJfYSZIkSUrENt+SJEmSlEdMkCRJkiQlksqDDMkESZIkSZLSTJAkSZIkJWKbb0mSJEnKIyZIkiRJkhLZ/HcgmSBJkiRJqqNCCL1DCB+EED4OIVz8FefPDyFMCSG8E0J4PoSw/cau6QRJkiRJUiKpLD42JoRQCNwMHA50An4YQui03rC3gG4xxt2Bh4Hfb+y6TpAkSZIk1UXdgY9jjNNijKuBB4Cj1h0QYxwbY1yePnwNKNvYRd2DJEmSJCmRVMh1BTVsB8xY53gmsPcGxg8Ant7YRZ0gSZIkSap1QggDgYHrPDUqxjjqG17rFKAb0GNjY50gSZIkSUoklcU+dunJ0IYmRLOA1uscl6WfqyGE8D3gl0CPGOOqjX1f9yBJkiRJqovGATuFENqGELYETgJGrzsghLAHcCtwZIyxIslFTZAkSZIkJVKb7oMUY1wbQjgXeAYoBO6MMb4bQhgGjI8xjgauBhoCD4UQAD6NMR65oes6QZIkSZJUJ8UYnwKeWu+5oet8/b1NvaYTpCx4+aPZ/P7J8aRi5Oiu7Tn9wM41zn+2aBm/fvRVlq5YTSpGftarCwd02C5H1SrXXn77fa760+OkUimOPnhvBvQ9pMb52XMXcOnIB1m4ZBlFDesz/NyTKS1uAsCg4aOY9NF0unRsy03/d0YuylcOvTRuIleNvIfKyhTHHN6TM06s+Qey2XPmMnTEbSxYvISiRg254qJBtGxRDMBnFfO49NrbKJ+7gBDglssuYruWLXLxNlTL/Gr4CF58+Q2aNW3C438ZmetyVAtdO2IYh/c+mOUrVjBgwHm89fbkL425bNj/cUq/42jatIgmzTpUP3/N1b+hR8/9AKhffxtKWhTTvGT929hI2eUEKcMqUymu+Ns4RvY/mNLG9ek3cgw9OpbRrqSoesxt/5pMr13bcEL3DkytWMy594zl6cFOkPJRZSrF8Dsf5dZfnklpcREnX3IdPbt1pl1Zy+oxI+75G30O7MaRPfbi9ckfcf39TzH83JMB6N+nJytWr+Hh517N1VtQjlRWpvjdzX9i1BWX0LJ5M0766a85aJ89abf9f2/38Ifb7qPP9/bnqEMP5PW33+X6ux7kiovOBmDI1SP5yUlHsV/X3Vi+YiXpZQgSfb9/KCcfeyRDLvtDrktRLXR474PZqX1bOnban72778nNN13Bfvv3+dK4v//9WW6+5S7en/JSjecHX/ib6q/POfs0unTZNdMl63+U5AaudZ1NGjJs8sz5tC5uRFmzRmxRr5DDdtueF96bUWNMAJatXAPA5ytX06LRNjmoVLXB5I8/pXVpMWWlxWxRrx6999uDF8a9W2PM1Flz6N65PQDdO7fnhfH//Uvd3rt1oMHWW2W1ZtUOkz6YSptWpbTetoQttqjH4T33YeyrE2qMmTZ9Fnt/pyrB7v6dTtXnp06fSWVlJft13Q2A+ttszTb+HCmtW5fdKGrcKNdlqJbq0+cw7rn3YQBef+NNipoU0bJlyZfGvf7Gm5SXb3h//Ekn9uXBBx/PSJ3Spkg0QQpVTgkhDE0ftwkhdM9saZuHiiUraFlUv/q4tKg+FUtX1Bhz1sG78+TE/9Dr6kc5954XuPgH3bJdpmqJigWLaZleLgdQUlzEnIWLa4zZeftWPP/GJACef2MSy1asYtHSZVmtU7VPxfwF1cvlAEqbN2POvIU1xnTYsQ3PvTwOgOdfHs+y5StZtGQpn8wqp1GD+vxi2LUcf/YQrrntPior8+FvhJL+V9u1asnMGbOrj2fN/IztWrXcwCu+Wps227HDDq3559iXv83ylAEpYtYeuZI0QboF2Bf4Yfp4KXBzRirKQ2Pe+YQj92zHPy48hptO7cmvHnmFVKo29QhRbXL+KX0YP2UaJ/zfNUx4bxolzYooKDAM1sZdMLAf4ye9x/FnD2H8pPcoad6UgoICKisreXPyBwz+ST/uv/EyZn5WwRPPvpjrciXlkRNPOIpHHn2SVMo/zij3ku5B2jvGuGcI4S2AGOPCdK/xr7TuXW9v/EkfBnwvfxORksbbUL54efXxnMXLKVlvCd1jE6Zyy48PAuA7bVqwam2KRctX0azh1lmtVblX0qyI8vmLqo8r5i+mtGnRl8Zce0F/AJavXMVzr79D4wYuy8x3JcXNKJ87v/p4zrwFlDZvut6Yplw39DwAlq9YybMvvUHjhg0obd6MndttT+ttq5bFHLxfVya+/zHH0DNr9UuqOwad9WMGDOgHwPjxb1PWulX1ue3KtmXW7PJNvuYJJxzFz372y2+tRmVOPvwJP+mfndeEEApJ/5uEEFqwgT1aMcZRMcZuMcZu+Tw5Aui8XTGfzl/KrIWfs2ZtJc9Mmk6PjmU1xmzbpD6vT636MJlWsZjVaytp2sD1//moc7vWfFo+j5kV81mzdi1jXnmLHt1qdj1cuOTz6r+w3fH48/Q9yNWugl133pHps8qZWV7BmjVrefqF1+i5T9caYxYuXlr9s3P7A6M5ulfPqtd2aMfSz5ezYNESAF5/ewrt2tgoRtJX++PIu+m2Vy+67dWL0aOf4dR+xwGwd/c9WbJ4yUb3Gq1v553b0bRJEa++Nj4T5UqbLGmCdAPwGFASQvgdcBzwq4xVtRmpV1jAxUd0Y9Dd/ySVihy1Zzvalzbhlucn0qlVMT13KeP83l0Z9sRr3PvK+xACvz1mXztI5al6hYVccvoxDBo+ilQq0rdnd9q3bsnNfx1D5x3L6NltV8ZPmcoN9z8FAbp23JEhA46tfn3/S2/ik1kVLF+5ikMHDeM3Z57Ad7t0zOE7UrbUKyxkyDn9OWvIVVSmUhzdqwftdyjjprsfpnOHthy0b1fGvTOF6+98kBACXXfryC/P6Q9AYWEBg39yMmdcPJwYI512astxhx+c2zekWuPCS69k3FvvsGjREg7pewpnDziVY/scluuyVEs89fTz9O59MB+89zLLV6zgjDPOrz43ftw/6LZXLwCuvOKXnHTi0dSvvw2fTBvPnXfdx7DLRgBVy+v++tATOalfmy4fFkGGGJMFZSGEjsAhVDVdez7G+F6S163467B8SOKUAaHDnrkuQXVQQZNN3xwsAYSGzXJdguqobVodkOsSVEetXT2rzv1F/IIdfpi13+3/8Mn9Ofn3SZQghRDaAf+JMd4cQugJHBpC+CzGuGgjL5UkSZK0mchld7lsSboH6RGgMoTQHrgVaA3cl7GqJEmSJCkHku5BSsUY14YQjgFuijHe+EVHO0mSJEn5YfPPjzati90PgR8Bf08/t0VmSpIkSZKk3EiaIJ0GnAX8Lsb4nxBCW+CezJUlSZIkqbbJhy52iRKkGOMU4AJgUghhV2BmjPGqjFYmSZIkSVmWtItdT+Bu4BOq2ny3DiH8OMb4YuZKkyRJklSbxDzYhZR0id01QK8Y4wcAIYQOwP1A1w2+SpIkSZLqkKRNGrb4YnIEEGP8EJs0SJIkSdrMJE2QxocQbgf+kj7uB4zPTEmSJEmSaqN8aNKQdII0CDgH+Fn6+N/ALRmpSJIkSZJyJNEEKca4ChiRfkiSJEnKQ6l8b9IQQpjEBm6YG2Pc/VuvSJIkSZJyZGMJ0hFZqUKSJElSrbf550cbmSDFGKcDhBDaAp/FGFemj7cBSjNfniRJkiRlT9I23w9Rs2lFZfo5SZIkSXkiRczaI1eSTpDqxRhXf3GQ/nrLzJQkSZIkSbmRdII0N4Rw5BcHIYSjgHmZKUmSJElSbZTK4iNXkt4H6Szg3hDCTUAAZgA/ylhVkiRJkpQDSe+DNBXYJ4TQMH38eUarkiRJklTrxDzoY7ex+yCdEmP8Swjh/PWeh6oufwuA0THGhZkrUZIkSZKyY2MJUoP0/zb6mvNtgUHAPt9aRZIkSZJqpVzuDcqWjd0H6db0//7268aEEIZ920VJkiRJUi5sbIndDRs6H2P8WYxx6LdbkiRJkqTaKB/2IG2szfeE9GNrYE/go/SjC94HSZIkSdJmZmNL7O4GCCEMAvaPMa5NH48E/p358iRJkiQpe5LeB6kp0JiqrnUADdPPSZIkScoTed+kYR1XAm+FEMZSdaPYA4HfZKooSZIkScqFpDeKvSuE8AxwKvAe8DQwO5OFSZIkSapdUnHzb9KQaIIUQjgD+DlQBrxN1X2PXgUOzlxpkiRJkpRdG+ti94WfA3sB02OMBwF7AIsyVpUkSZKkWidm8ZErSSdIK2OMKwFCCFvFGN8Hds5cWZIkSZKUfUmbNMwMITQBHgeeDSEsBKZnrixJkiRJtU0qD24Um7RJw9HpL3+T7mRXBIzJWFWSJEmSlANJE6RqMcZ/ZaIQSZIkSbVbzIMEKekeJEmSJEna7G1ygiRJkiQpP6VyXUAWmCBJkiRJUpoJkiRJkqRE8qGLnQmSJEmSJKWZIEmSJElKxC52kiRJkpRHnCBJkiRJUppL7CRJkiQlYptvSZIkScojJkiSJEmSEonRJg2SJEmSlDdMkCRJkiQl4o1iJUmSJCmPmCBJkiRJSiQfuthlfIJ08UVTMv0ttJn6sPLVXJegOujF+e/lugTVUavWrsl1CaqjVsz+d65LkPQtMkGSJEmSlEh0D5IkSZIk5Q8TJEmSJEmJ2MVOkiRJkvKICZIkSZKkRGI0QZIkSZKkvGGCJEmSJCmRfLgPkgmSJEmSJKWZIEmSJElKxPsgSZIkSVIecYIkSZIkSWkusZMkSZKUiDeKlSRJkqQ8YoIkSZIkKRFvFCtJkiRJecQESZIkSfr/9u48TKrqTMD4+zUiiwsKIghIiEFFXNIqoChGkyBGTQQTQDPojEpEEcdxoo6KcYmj0RknaGIISDTGRE0cF1xREOOCC7JqEBVw3Fhs2VQ0RFT6zB91aZqmhQKprl7en08/3OXc29+1z3OrvvrOPaW8+AySJEmSJDUgVpAkSZIk5cUvipUkSZKkBsQKkiRJkqS8lDuLnSRJkiQ1HFaQJEmSJOWl/tePrCBJkiRJUgUrSJIkSZLy4vcgSZIkSVItFRHfi4g5EfFGRFxUzf4mEXFXtv/FiOi0sXOaIEmSJEnKSzmpxn42JiIaASOBo4GuwI8jomuVZoOBD1JKnYHrgf/a2HlNkCRJkiTVRT2AN1JKb6aUPgP+AvSt0qYvcFu2fA/w3YiIDZ3UBEmSJElSXdQemF9pfUG2rdo2KaUvgI+AVhs6qZM0SJIkScpLqsEvio2IIcCQSpvGpJTGFPr3miBJkiRJqnWyZGhDCdFCYNdK6x2ybdW1WRARWwEtgGUb+r0OsZMkSZKUl9o0SQMwFdg9Ir4eEVsDJwIPVmnzIPAv2XJ/4K9pI2UwK0iSJEmS6pyU0hcRcTYwHmgE/D6lNDsirgSmpZQeBG4B/hQRbwDLySVRG2SCJEmSJCkvqZZ9UWxKaRwwrsq2yyotfwoM2JRzOsROkiRJkjJWkCRJkiTlpSZnsSsWK0iSJEmSlLGCJEmSJCkvec4uV6dZQZIkSZKkjBUkSZIkSXnxGSRJkiRJakCsIEmSJEnKi88gSZIkSVIDYgVJkiRJUl6SFSRJkiRJajhMkCRJkiQp4xA7SZIkSXkpd5pvSZIkSWo4rCBJkiRJyouTNGizdTn8mwx/YgQ/e+oGeg89br393+jRhfMfvoYRb9zBN48+aJ19O7ZrxdA/Dufiib/k4sf/h5YdWtdU2CqSA484kN899TtumXQLA84asN7+xls35qLfXsQtk27h+gevZ+cOO6+zv3W71tz3+n386IwfVWzr95N+jJ44mlETR3Hhby6kcZPGBb8OFd91/3M5f5v1FC+++CilpXtX2+byK85nztzneX/x7Gr39+37Pf6+8m32P2DfQoaqWub6EVfy+qvPMmP64+xfuk+1bf7zygt56/+m8uHyuets/+V1VzBt6gSmTZ3Aq7MnsXTxqzURsmq5n/1iBN869kT6nXRmsUORNokJUgFESTDgytO46ZRruebI8zjguENp07n9Om0+WLSMO88fxfQHnlvv+EEjhvHXMQ9xTe/z+GXfS/h46Uc1FbqKoKSkhGFXDePSf76UM75zBkf0PYKOu3dcp02fE/vwyYefMPiwwdx/8/2cNvy0dfYPuWwI056cVrHeqm0r+p7al3O+fw5Dew+lpKSEw487vEauR8Vz1FFH0Lnz19lv3yM4++zh3PCrq6ttN+6RJzj8W32r3bfttttw1rBTmTJlZiFDVS1z9Pe+w+6dv06Xrr0YOvRCRv7mmmrbPfzw4/Q89Nj1tp93wRV0696Hbt37MHLk7xl7/6OFDll1QL9jjmT0iKuKHYa2sPKUauynWEyQCuBrpZ1Z8k4Zy+YvZvXnq5nx0PPs26fbOm2WL1jCotffJVX547fp3J5GjUqY8+wsAD5buYrPP/2sxmJXzdujdA8Wvb2IsnfL+OLzL3j6wac5uM/B67Tp2acnE++ZCMCkRyZRemjp2n1H9aRsfhnvzH1nnWMabdWIrZtuTUmjEpo0a8Ly95cX/mJUVMd+vw933nEfAFOnzqRFi+1o23b9CvTUqTMpK1tS7Tkuu+w8RowYzaefriporKpdfvCDo/jTHfcA8OKUGbTYoQVt2+68XrsXp8ygrGzxBs914gn9uOuu+wsSp+qWbqX70mL77YodhrTJ8kqQIuJrEdE7W24WEfb2DWjRpiUfLlpWsf7he8tp0aZlXsfuvNsu/GPFSk4b/VMueOQajrt4EFEShQpVtcBObXdiyaK1b1aXvreUVm1brdOmVdtWLF20FIDy1eWs/Hgl2++4PU2bN2XA0AHccf0d67RfVraMe2+6lz9O/iN3Tr+TlR+vZMYzMwp/MSqqdu3asGDBoor1RQvL2KVd27yPLy3dm/YddmH8Y08WIjzVYu3btWXB/LV9Z+GC92i/CX1njY4d29Op06789cn1R0dIqh9SDf5XLBtNkCLidOAe4KZsUwfAj4YKpKRRI3br3oUHrr6dXx53CTt13JmD+h9R7LBUS53005MYe/NYPl356Trbt22xLQf3OZhTDzmVQd0G0aR5E759/LeLFKXqgojgmmsv5eKLqh+WJ+XjhIF9ufe+RygvLy92KJK02fKZxW4Y0AN4ESClNC8i1q+7VxIRQ4AhAN9p2Y19tvvGV42zTvno/eXs0G5tBWCHXVryUZ7Dmz4sW8bC195m2fzcEIa/TZhGp/07w/8WJFTVAkvLltK63dphUDvtshPLypat02ZZ2TJ2arcTS8uWUtKohObbNWfFByvYc/896XVMLwYPH8w2229DSonPPv2MD5Z+wPvz3+ej5bnn155/9Hm6duvKk2OtDNQ3Q844mVNP/TEA06e/TIcO7Sr2tWvflvcWleV1nu2225auXffgsfF/AaBNm9bcfffNDBjwE2bOmLXlA1fRDT3zXxg8eBAA06a9RIdd1/ad9h12YWGefaeygQP7cs45l2yxGCXVPn4PUs6qlFLFQzARsRVsuOaVUhqTUuqWUurW0JIjgHdf/j9ad2pLyw6tadS4EQf84BBeeXx63sc2234btmmZG8W4xyF7UzZvYSHDVZHNfXku7Tq1o82ubdiq8VYcftzhTH588jptJj8+md79ewNw2LGH8fJzLwNwwY8u4JRDTuGUQ07h/lvu567f3MVDtz3EkoVL6LJ/F5o0bQJA6aGlzJ83v2YvTDVizE1/oufBx9Dz4GN46KEJ/NOgHwLQvfv+rFjx8Zc+a1TVihUf87WOB9B1r1503asXU6bMNDmq50aNvq1iYoUHHxzPyYP6iXeyCwAAC4lJREFUA3BQjwNY8dGKjT5rVNWee36DHXdowQuTp228sSTVYvkkSE9HxHCgWUQcCdwNPFTYsOq28tXl3HvZrQz943CGTxzBzIdfoGzeAo7+9wHs0/tAADrutxs/f2EkpcccxAm/+AkXTbgOgFSeeODq2zn7jp9x4WP/DRG88Jcnink5KrDy1eWMunQUV91+FWOeHMOkhyfx7tx3Ofm8kznoyNwU8OP/Mp7td9yeWybdwvGnH8+t1966wXPOeWkOz457lhsfvZFRE0cRJcGjdzqrVH03/rEneeutd5n1ytOMHHkN5557acW+FyaPq1i+6qqLmDvvBZo3b8bceS8w/JJzixGuapFxjz7Bm2+9y5zXnmP06P/m7H8dXrFv2tQJFcvXXnMJb785jebNm/H2m9O47NKfVuw7YWBf/vfuB2o0btVuF1x+LYPO+HfefncB3+13Evc+NL7YIWkLaAjPIEXVWdTWaxBRAgwG+gABjAduThs7MPNvnU6s/3U4FcTc1U5vrk33zLLXih2C6qhVX3xe7BBUR/1j0aRih6A6qvFOu9W5mbh2b31gjb23n7dkelH+/2z0GaSUUjnwu+xHkiRJUgPlM0hARHw/ImZGxPKIWBERH0fEipoITpIkSZJqUj6z2N0A/BCYle+wOkmSJEn1TzGfDaop+UzSMB94xeRIkiRJUn2XTwXpP4BxEfE0sGrNxpTSiIJFJUmSJElFkE+CdDXwCdAU2Lqw4UiSJEmqrXLzt9Vv+SRI7VJK+xQ8EkmSJEkqsnwSpHER0SelNGHjTSVJkiTVV+VO0gDAUOCxiPiH03xLkiRJqs/y+aLY7WoiEEmSJEm1W0OY2HqjCVJEfKu67SmlZ7Z8OJIkSZJUPPk8g3RBpeWmQA9gOvCdgkQkSZIkqVZqCM8g5TPE7geV1yNiV+CGgkUkSZIkSUWSTwWpqgXAXls6EEmSJEm1m88gARFxI1TU0kqAUmBGIYOSJEmSpGLIp4I0rdLyF8CfU0rPFSgeSZIkSbVUuRUkSCndVhOBSJIkSVKxfWmCFBGzoNppKgJIKaX9ChaVJEmSpFonNfBZ7L5fY1FIkiRJUi3wpQlSSumdNcsR0Qbonq1OSSktLnRgkiRJkmqXhjCLXcnGGkTEQGAKMAAYCLwYEf0LHZgkSZIk1bR8ZrG7BOi+pmoUEa2BicA9hQxMkiRJkmpaPglSSZUhdcvIo/IkSZIkqX4pb+CTNKzxaESMB/6crZ8AjCtcSJIkSZJUHPkkSIuB24HSbH1MSmls4UKSJEmSVBs5SUPONsBFQA/gLeD5gkYkSZIkSUWy0QQppfTzlNLewDBgF+DpiJhY8MgkSZIk1SrlKdXYT7FsymQLi4EycpM07FyYcCRJkiSpeDb6DFJEnEXu+49aA3cDp6eUXi10YJIkSZJql4bwDFI+kzTsCpybUnqp0MFIkiRJUjFtNEFKKV1cE4FIkiRJqt0awvcg+YWvkiRJkpTJZ4idJEmSJDWIZ5CsIEmSJElSxgqSJEmSpLwU8/uJaooVJEmSJEnKWEGSJEmSlJfkLHaSJEmS1HCYIEmSJElSxiF2kiRJkvLiJA2SJEmS1IBYQZIkSZKUF78oVpIkSZIaECtIkiRJkvLiNN+SJEmS1IBYQZIkSZKUF59BkiRJkqQGxAqSJEmSpLxYQZIkSZKkBsQKkiRJkqS81P/6kRUkSZIkSaoQDWEcYW0WEUNSSmOKHYfqFvuNNpd9R5vLvqPNZd9RXWMFqfiGFDsA1Un2G20u+442l31Hm8u+ozrFBEmSJEmSMiZIkiRJkpQxQSo+x+Rqc9hvtLnsO9pc9h1tLvuO6hQnaZAkSZKkjBUkSZIkScqYIEm1SER0iohXqtl+ZUT03sixV0TE+YWLTnVFRHxS7BhUN0TEKRHxm2z5zIj45w20rfb+JIH9Q/XLVsUOQNLGpZQuK3YMkuq3lNLoYscgSbWBFaQCiIifRsQr2c+52acqr0fEHRHxWkTcExHNs7YHRsTTETE9IsZHxC7Z9qci4r8iYkpEzI2Iw4p7VapBjSLidxExOyImRESziPhDRPQHiIhjsv40PSJ+HREPVzq2a9Z33oyIc4oUv2qJyLkuuxfNiogTsu0jI+K4bHlsRPw+Wz4tIq4uZszasiLi/uxeMTsihmTbTs1eV6YAh1ZqW1GFjojOETExIl6OiBkR8Y0q520aEbdm/WpmRHw727539rr1UkT8LSJ2z7afVGn7TRHRqMb+J2izRcS1ETGs0voVEXFBdfeVKsdVVCaz9Ycj4ohs+ZPs+NlZH+tR6XVrzX2pUdZmataPzqiBy5UqmCBtYRFxIHAqcBBwMHA6sCOwJ/DblNJewArgrIhoDNwI9E8pHQj8Hqj85mSrlFIP4Fzg8pq7ChXZ7sDIlNLewIfAj9bsiIimwE3A0VmfaV3l2C7AUUAP4PKsj6nh+iFQCnwT6A1cl30IMwlY86FLe6BrtnwY8ExNB6mCOi27V3QDzomI9sDPySVGvVj7t6/qDnL3oW8ChwDvVdk/DEgppX2BHwO3ZfenM4FfpZRKs9+5ICL2Ak4ADs22rwYGbcmLVMHcBQystD4QWEz195V8bQP8NXuN+xi4CjgSOB64MmszGPgopdQd6A6cHhFf/yoXIm0Kh9hteb2AsSmlvwNExH3k3nTMTyk9l7W5HTgHeAzYB3g8IgAase6L0H3Zv9OBTgWPXLXFWymll7Llqn/7LsCbKaW3svU/s+43lD+SUloFrIqIxUAbYEGB41Xt1Qv4c0ppNfB+RDxN7s3GJODciOgKvArsmL3B6Unu3qT645yIOD5b3hU4GXgqpbQEICLuAvaofEBEbAe0TymNBUgpfZptr9ysF7kP+EgpvR4R72TneQG4JCI6APellOZFxHeBA4Gp2TmakXuTrVoupTQzInaOiHbkPpD7gFxyVN195W95nvYzcu9/AGYBq1JKn0fELNa+3vUB9lszcgJoQe7Dw7eQaoAJUs2pOp96AgKYnVLq+SXHrMr+XY1/q4ZkVaXl1eTeTGzusfYbrSeltDAidgC+R65i1JLcJ8OfpJQ+Lmpw2mKyIU29gZ4ppZUR8RTwOl9eNfrKUkp3RsSLwLHAuGxoVAC3pZQuLtTvVUHdDfQH2pKrKOVTyfmCdUcpNa20/Hla+x0z5WSvWyml8ohY85oVwL+mlMZ/lcClzeUQuy1vEtAvIppHxDbkSsaTgI4RsSYR+ifgWWAO0HrN9ohoHBF7FyNo1RlzgN0iolO2vt7Yb6mSScAJ2Xj+1sC3gCnZvsnkhu8+k7U7P/tX9UcL4IMsOepCbth3M+DwiGiVDcEdUPWgLEleEBH9ACKiSWTPzVYyiWyYXETsAXQE5kTEbuSq3L8GHgD2A54A+kfEzln7lhHxtQJcrwrjLuBEcknS3Wz4vrLG20BpRJRExK7khn1vivHA0DXDxCNij+w9lVQj/HR5C0spzYiIP7D2ZnEzuZL0HGBY9jD0q8ColNJnWfn41xHRgtzf4wZgds1HrrogpfSPiDgLeCwi/g5MLXZMqtXGkhs29zK5qvV/pJTKsn2TgD4ppTey4VEtMUGqbx4DzoyI18i9Bk0mN4z7CnJD4T4EXqpyzJpP9k8GboqIK4HPySVS5ZXa/RYYlQ2L+gI4JaW0KiIGAidHxOdAGfCLlNLyiPgZMCEiSrLzDQPe2dIXrC0vpTQ7G3a5MKX0XkRUe1+p9MEdwHPkhsO9CrwGzNjEX3szueF2MyI3LnMJ0O+rXIe0KWJtlVOFkt00Hk4p7VPkUFQPRMS2KaVPsheNkcC8lNL1xY5LUt0WETcCM1JKtxY7FkkqJofYSXXP6RHxErlKYwtys9pJ0maLiP8kN/vqg8WORZKKzQqSJEmSJGWsIEmSJElSxgRJkiRJkjImSJIkSZKUMUGSJEmSpIwJkiRJkiRlTJAkSZIkKfP/5fBrJdiWst0AAAAASUVORK5CYII=\n","text/plain":["<Figure size 1152x720 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"QcLIa7VtADk2","executionInfo":{"status":"ok","timestamp":1605620026768,"user_tz":-60,"elapsed":1472,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"cad17321-8879-45e7-f20e-96fd52004bb9","colab":{"base_uri":"https://localhost:8080/","height":479}},"source":["plt.figure(figsize=(16.2, 6.5))\n","plt.title('Stock Close Periods - AMZN')\n","plt.plot(amzn_stock['adjclose'])\n","x = amzn_stock['date']\n","y = amzn_stock['adjclose']\n","plt.plot(x, y)\n","plt.xticks(rotation=70)\n","plt.xlabel('Date')\n","plt.ylabel('Adj Close')\n","plt.show()"],"execution_count":55,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"ct81Rlf0OmNC","executionInfo":{"status":"ok","timestamp":1605620033284,"user_tz":-60,"elapsed":1573,"user":{"displayName":"László 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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"F1MDu27anEdj","executionInfo":{"status":"ok","timestamp":1605620035991,"user_tz":-60,"elapsed":711,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"ea7ceb62-1d42-4efc-f5f7-e4a4321db0e6","colab":{"base_uri":"https://localhost:8080/","height":142}},"source":["AMZN_combinated_dataframe = company_specific_sentiment_and_stockclose_day_focus_visualization('AMZN', amzn_stock)\n","AMZN_combinated_dataframe.head()"],"execution_count":57,"outputs":[{"output_type":"execute_result","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>Company</th>\n","      <th>Date</th>\n","      <th>Compound</th>\n","      <th>adjclose</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>AMZN</td>\n","      <td>2020-11-12</td>\n","      <td>0.073</td>\n","      <td>3,110.280</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>AMZN</td>\n","      <td>2020-11-13</td>\n","      <td>0.055</td>\n","      <td>3,128.810</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>AMZN</td>\n","      <td>2020-11-16</td>\n","      <td>0.175</td>\n","      <td>3,131.060</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Company        Date  Compound  adjclose\n","0    AMZN  2020-11-12     0.073 3,110.280\n","1    AMZN  2020-11-13     0.055 3,128.810\n","4    AMZN  2020-11-16     0.175 3,131.060"]},"metadata":{"tags":[]},"execution_count":57}]},{"cell_type":"code","metadata":{"id":"Rm4wnFIZuL68","executionInfo":{"status":"ok","timestamp":1605620043713,"user_tz":-60,"elapsed":927,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"87e055b3-36ef-4a6b-c771-ebd8f6b87755","colab":{"base_uri":"https://localhost:8080/","height":479}},"source":["company_compound_adjclose_normalized('AMZN', AMZN_combinated_dataframe)"],"execution_count":58,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"zItsFBHeU-K_"},"source":["company_corr(amzn_stock, AMZN_combinated_dataframe)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"vn8nJuPUAoBP","executionInfo":{"status":"ok","timestamp":1605620069353,"user_tz":-60,"elapsed":1402,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"33ac4f7b-e1ec-4ff4-f85d-8e4b9c9ad0ef","colab":{"base_uri":"https://localhost:8080/","height":479}},"source":["plt.figure(figsize=(16.2, 6.5))\n","plt.title('Stock Close Periods - FB')\n","plt.plot(fb_stock['adjclose'], label='FB', color = 'green')\n","x = fb_stock['date']\n","y = fb_stock['adjclose']\n","plt.plot(x, y)\n","plt.xticks(rotation=70)\n","plt.xlabel('Date')\n","plt.ylabel('Adj Close')\n","plt.show()"],"execution_count":62,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"Ehg_rY2JOrOG","executionInfo":{"status":"ok","timestamp":1605620072202,"user_tz":-60,"elapsed":1363,"user":{"displayName":"László 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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"OiyRl4ponPsv","executionInfo":{"status":"ok","timestamp":1605620074597,"user_tz":-60,"elapsed":718,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"7085ab00-4511-4188-f43a-d89a8311a5d1","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["FB_combinated_dataframe = company_specific_sentiment_and_stockclose_day_focus_visualization('FB', fb_stock)\n","FB_combinated_dataframe.head()"],"execution_count":64,"outputs":[{"output_type":"execute_result","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>Company</th>\n","      <th>Date</th>\n","      <th>Compound</th>\n","      <th>adjclose</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>FB</td>\n","      <td>2020-11-06</td>\n","      <td>-0.025</td>\n","      <td>293.410</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>FB</td>\n","      <td>2020-11-09</td>\n","      <td>0.156</td>\n","      <td>278.770</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>FB</td>\n","      <td>2020-11-10</td>\n","      <td>0.026</td>\n","      <td>272.430</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>FB</td>\n","      <td>2020-11-11</td>\n","      <td>-0.000</td>\n","      <td>276.480</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>FB</td>\n","      <td>2020-11-12</td>\n","      <td>-0.048</td>\n","      <td>275.080</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Company        Date  Compound  adjclose\n","0      FB  2020-11-06    -0.025   293.410\n","2      FB  2020-11-09     0.156   278.770\n","3      FB  2020-11-10     0.026   272.430\n","4      FB  2020-11-11    -0.000   276.480\n","5      FB  2020-11-12    -0.048   275.080"]},"metadata":{"tags":[]},"execution_count":64}]},{"cell_type":"code","metadata":{"id":"JFNUn9AzurI3","executionInfo":{"status":"ok","timestamp":1605620077797,"user_tz":-60,"elapsed":1587,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"13cf7eb1-acb1-4548-b4a1-278ca8c73ee9","colab":{"base_uri":"https://localhost:8080/","height":479}},"source":["company_compound_adjclose_normalized('FB', FB_combinated_dataframe)"],"execution_count":65,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"uSBuMI_JV8s5","executionInfo":{"status":"ok","timestamp":1605620081902,"user_tz":-60,"elapsed":2406,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"c4e052ab-480a-48ed-d601-16651e478fba","colab":{"base_uri":"https://localhost:8080/","height":596}},"source":["company_corr(fb_stock, FB_combinated_dataframe)"],"execution_count":66,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1152x720 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"hq0Jgn0MAson","executionInfo":{"status":"ok","timestamp":1605620087940,"user_tz":-60,"elapsed":1351,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"a7d43e60-fb3c-4a40-9e43-d3680b305918","colab":{"base_uri":"https://localhost:8080/","height":479}},"source":["plt.figure(figsize=(16.2, 6.5))\n","plt.title('Stock Close Periods - GOOG')\n","plt.plot(goog_stock['adjclose'], label='GOOG', color = 'red')\n","x = goog_stock['date']\n","y = goog_stock['adjclose']\n","plt.plot(x, y)\n","plt.xticks(rotation=70)\n","plt.xlabel('Date')\n","plt.ylabel('Adj Close')\n","plt.show()"],"execution_count":67,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"P5ipXVIIPBUJ","executionInfo":{"status":"ok","timestamp":1605620090447,"user_tz":-60,"elapsed":910,"user":{"displayName":"László 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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"8MQzt4hqnXed","executionInfo":{"status":"ok","timestamp":1605620093034,"user_tz":-60,"elapsed":1163,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"5bf1b76b-8980-4c2b-f284-5ba0f0af2e26","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["GOOG_combinated_dataframe = company_specific_sentiment_and_stockclose_day_focus_visualization('GOOG', goog_stock)\n","GOOG_combinated_dataframe.head()"],"execution_count":69,"outputs":[{"output_type":"execute_result","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>Company</th>\n","      <th>Date</th>\n","      <th>Compound</th>\n","      <th>adjclose</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>GOOG</td>\n","      <td>2020-11-10</td>\n","      <td>0.030</td>\n","      <td>1,740.390</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>GOOG</td>\n","      <td>2020-11-11</td>\n","      <td>0.121</td>\n","      <td>1,752.710</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>GOOG</td>\n","      <td>2020-11-12</td>\n","      <td>0.029</td>\n","      <td>1,749.840</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>GOOG</td>\n","      <td>2020-11-13</td>\n","      <td>0.034</td>\n","      <td>1,777.020</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>GOOG</td>\n","      <td>2020-11-16</td>\n","      <td>0.009</td>\n","      <td>1,781.380</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Company        Date  Compound  adjclose\n","0    GOOG  2020-11-10     0.030 1,740.390\n","1    GOOG  2020-11-11     0.121 1,752.710\n","2    GOOG  2020-11-12     0.029 1,749.840\n","3    GOOG  2020-11-13     0.034 1,777.020\n","6    GOOG  2020-11-16     0.009 1,781.380"]},"metadata":{"tags":[]},"execution_count":69}]},{"cell_type":"code","metadata":{"id":"DfbtRDn5vNIa","executionInfo":{"status":"ok","timestamp":1605620095485,"user_tz":-60,"elapsed":1712,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"2b3b56e5-d2ea-4a60-e664-5ecdf53fb286","colab":{"base_uri":"https://localhost:8080/","height":479}},"source":["company_compound_adjclose_normalized('GOOG', GOOG_combinated_dataframe)"],"execution_count":70,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1166.4x468 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"RRj_fi8bWUvF","executionInfo":{"status":"ok","timestamp":1605620099191,"user_tz":-60,"elapsed":1486,"user":{"displayName":"László Nemes","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GipYw9y7tCp0nX2PYupZ6jt-q6m9BZku8-jmPK6Bg=s64","userId":"15128154694276965462"}},"outputId":"0f0ed9a9-ce5e-4859-df57-0535d1b92dbc","colab":{"base_uri":"https://localhost:8080/","height":596}},"source":["company_corr(goog_stock, GOOG_combinated_dataframe)"],"execution_count":71,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1152x720 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]}]}