correlation_determiner.v2.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fe0b3d70",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Authors: Tong Liu\n",
    "\n",
    "from IPython.display import display, Math, Latex\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import numpy_financial as npf\n",
    "import yfinance as yf\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "5ec26fe7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-01-03</th>\n",
       "      <td>237.474335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-04</th>\n",
       "      <td>227.086441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-05</th>\n",
       "      <td>220.356125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-06</th>\n",
       "      <td>222.953110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-09</th>\n",
       "      <td>225.123840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-24</th>\n",
       "      <td>329.860504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-25</th>\n",
       "      <td>339.979980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-26</th>\n",
       "      <td>327.225861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-27</th>\n",
       "      <td>329.141968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-30</th>\n",
       "      <td>336.626770</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>208 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Close\n",
       "Date                  \n",
       "2023-01-03  237.474335\n",
       "2023-01-04  227.086441\n",
       "2023-01-05  220.356125\n",
       "2023-01-06  222.953110\n",
       "2023-01-09  225.123840\n",
       "...                ...\n",
       "2023-10-24  329.860504\n",
       "2023-10-25  339.979980\n",
       "2023-10-26  327.225861\n",
       "2023-10-27  329.141968\n",
       "2023-10-30  336.626770\n",
       "\n",
       "[208 rows x 1 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "startdate = '2023-01-01'\n",
    "enddate = '2023-10-31'\n",
    "\n",
    "ticker_file = 'Tickers_Example.csv' \n",
    "tickers = pd.read_csv(ticker_file, header=None).values.flatten().tolist() \n",
    "\n",
    "#currency conversion\n",
    "CAD_transfer = yf.Ticker('CADUSD=x')\n",
    "transferRate = CAD_transfer.history(start=startdate, end=enddate)\n",
    "transferRate.index = transferRate.index.strftime('%Y-%m-%d')\n",
    "CAD_to_USD = transferRate[['Close']]\n",
    "    \n",
    "def currency_exchange(base, currency):\n",
    "    if currency == 'USD':\n",
    "        exchange_rates = pd.DataFrame()\n",
    "        exchange_rates['Close'] = base['Close']/CAD_to_USD['Close']\n",
    "        exchange_rates = exchange_rates.dropna()\n",
    "        return exchange_rates\n",
    "    else:\n",
    "        return base\n",
    "\n",
    "msft = yf.Ticker('MSFT')\n",
    "hist = msft.history(start=startdate, end=enddate)\n",
    "hist.index = hist.index.strftime('%Y-%m-%d')\n",
    "currency_exchange(hist[['Close']], 'CAD')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1f7664c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def is_valid_currency(ticker):\n",
    "    stock_info = yf.Ticker(ticker).info\n",
    "    currency = stock_info.get('currency', '').upper() # retrieving the stock currency\n",
    "    return currency == 'USD' or currency == 'CAD' # returns T/F based on currency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "a2be3132",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "Skipping AGN: Invalid currency.\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
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      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "Skipping CELG: Invalid currency.\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "Skipping MON: Invalid currency.\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "Skipping RTN: Invalid currency.\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "[*********************100%%**********************]  1 of 1 completed\n"
     ]
    }
   ],
   "source": [
    "def get_stock_data(ticker):\n",
    "    # get stock info\n",
    "    stock_info = yf.Ticker(ticker).info\n",
    "    \n",
    "    # check if the currency is valid\n",
    "    if is_valid_currency(ticker):\n",
    "        # download historical data\n",
    "        data = yf.download(ticker, start=startdate, end=enddate)\n",
    "        \n",
    "        # returning daily volume\n",
    "        monthly_volume = data['Volume'].resample('D').sum()\n",
    "        \n",
    "        #turning American stocks to CAD$\n",
    "        stock_price = currency_exchange(data[['Close']], stock_info['currency'])\n",
    "        \n",
    "        # create a dictionary for the ticker\n",
    "        result = {\n",
    "            'ticker': ticker,\n",
    "            'info': stock_info,\n",
    "            'close': stock_price,\n",
    "            'volume': pd.DataFrame(monthly_volume)\n",
    "        }\n",
    "        return result\n",
    "    else:\n",
    "        print(f\"Skipping {ticker}: Invalid currency.\")\n",
    "        return None\n",
    "\n",
    "# accumulates a list of dictionaries through get_stock_data    \n",
    "def process_tickers(ticker_list):\n",
    "    result_list = []\n",
    "    for ticker in ticker_list:\n",
    "        stock_data = get_stock_data(ticker)\n",
    "        if stock_data is not None:\n",
    "            result_list.append(stock_data)\n",
    "    return result_list\n",
    "\n",
    "result_list = process_tickers(tickers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "9a9515c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'ticker': 'AAPL',\n",
       "  'info': {'address1': 'One Apple Park Way',\n",
       "   'city': 'Cupertino',\n",
       "   'state': 'CA',\n",
       "   'zip': '95014',\n",
       "   'country': 'United States',\n",
       "   'phone': '408 996 1010',\n",
       "   'website': 'https://www.apple.com',\n",
       "   'industry': 'Consumer Electronics',\n",
       "   'industryKey': 'consumer-electronics',\n",
       "   'industryDisp': 'Consumer Electronics',\n",
       "   'sector': 'Technology',\n",
       "   'sectorKey': 'technology',\n",
       "   'sectorDisp': 'Technology',\n",
       "   'longBusinessSummary': 'Apple Inc. designs, manufactures, and markets smartphones, personal computers, tablets, wearables, and accessories worldwide. The company offers iPhone, a line of smartphones; Mac, a line of personal computers; iPad, a line of multi-purpose tablets; and wearables, home, and accessories comprising AirPods, Apple TV, Apple Watch, Beats products, and HomePod. It also provides AppleCare support and cloud services; and operates various platforms, including the App Store that allow customers to discover and download applications and digital content, such as books, music, video, games, and podcasts. In addition, the company offers various services, such as Apple Arcade, a game subscription service; Apple Fitness+, a personalized fitness service; Apple Music, which offers users a curated listening experience with on-demand radio stations; Apple News+, a subscription news and magazine service; Apple TV+, which offers exclusive original content; Apple Card, a co-branded credit card; and Apple Pay, a cashless payment service, as well as licenses its intellectual property. The company serves consumers, and small and mid-sized businesses; and the education, enterprise, and government markets. It distributes third-party applications for its products through the App Store. The company also sells its products through its retail and online stores, and direct sales force; and third-party cellular network carriers, wholesalers, retailers, and resellers. Apple Inc. was founded in 1976 and is headquartered in Cupertino, California.',\n",
       "   'fullTimeEmployees': 161000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Timothy D. Cook',\n",
       "     'age': 61,\n",
       "     'title': 'CEO & Director',\n",
       "     'yearBorn': 1961,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 16425933,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Luca  Maestri',\n",
       "     'age': 59,\n",
       "     'title': 'CFO & Senior VP',\n",
       "     'yearBorn': 1963,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 5019783,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Jeffrey E. Williams',\n",
       "     'age': 58,\n",
       "     'title': 'Chief Operating Officer',\n",
       "     'yearBorn': 1964,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 5018337,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Katherine L. Adams',\n",
       "     'age': 58,\n",
       "     'title': 'Senior VP, General Counsel & Secretary',\n",
       "     'yearBorn': 1964,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 5015208,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': \"Ms. Deirdre  O'Brien\",\n",
       "     'age': 55,\n",
       "     'title': 'Senior Vice President of Retail',\n",
       "     'yearBorn': 1967,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 5019783,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Chris  Kondo',\n",
       "     'title': 'Senior Director of Corporate Accounting',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. James  Wilson',\n",
       "     'title': 'Chief Technology Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Mary  Demby',\n",
       "     'title': 'Chief Information Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Suhasini  Chandramouli',\n",
       "     'title': 'Director of Investor Relations',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Greg  Joswiak',\n",
       "     'title': 'Senior Vice President of Worldwide Marketing',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0}],\n",
       "   'auditRisk': 5,\n",
       "   'boardRisk': 1,\n",
       "   'compensationRisk': 5,\n",
       "   'shareHolderRightsRisk': 1,\n",
       "   'overallRisk': 1,\n",
       "   'governanceEpochDate': 1698796800,\n",
       "   'compensationAsOfEpochDate': 1672444800,\n",
       "   'maxAge': 86400,\n",
       "   'priceHint': 2,\n",
       "   'previousClose': 191.31,\n",
       "   'open': 190.87,\n",
       "   'dayLow': 189.25,\n",
       "   'dayHigh': 190.9,\n",
       "   'regularMarketPreviousClose': 191.31,\n",
       "   'regularMarketOpen': 190.87,\n",
       "   'regularMarketDayLow': 189.25,\n",
       "   'regularMarketDayHigh': 190.9,\n",
       "   'dividendRate': 0.96,\n",
       "   'dividendYield': 0.005,\n",
       "   'exDividendDate': 1699574400,\n",
       "   'payoutRatio': 0.1533,\n",
       "   'fiveYearAvgDividendYield': 0.84,\n",
       "   'beta': 1.305,\n",
       "   'trailingPE': 31.04085,\n",
       "   'forwardPE': 26.532124,\n",
       "   'volume': 23989271,\n",
       "   'regularMarketVolume': 23989271,\n",
       "   'averageVolume': 58491269,\n",
       "   'averageVolume10days': 50701620,\n",
       "   'averageDailyVolume10Day': 50701620,\n",
       "   'bid': 189.91,\n",
       "   'ask': 189.91,\n",
       "   'bidSize': 1300,\n",
       "   'askSize': 800,\n",
       "   'marketCap': 2954565517312,\n",
       "   'fiftyTwoWeekLow': 124.17,\n",
       "   'fiftyTwoWeekHigh': 198.23,\n",
       "   'priceToSalesTrailing12Months': 7.7085342,\n",
       "   'fiftyDayAverage': 177.7814,\n",
       "   'twoHundredDayAverage': 174.14445,\n",
       "   'trailingAnnualDividendRate': 0.94,\n",
       "   'trailingAnnualDividendYield': 0.004913491,\n",
       "   'currency': 'USD',\n",
       "   'enterpriseValue': 3037771857920,\n",
       "   'profitMargins': 0.25305998,\n",
       "   'floatShares': 15535177390,\n",
       "   'sharesOutstanding': 15552799744,\n",
       "   'sharesShort': 98190963,\n",
       "   'sharesShortPriorMonth': 94725628,\n",
       "   'sharesShortPreviousMonthDate': 1695945600,\n",
       "   'dateShortInterest': 1698710400,\n",
       "   'sharesPercentSharesOut': 0.0063,\n",
       "   'heldPercentInsiders': 0.00071999995,\n",
       "   'heldPercentInstitutions': 0.61317,\n",
       "   'shortRatio': 1.84,\n",
       "   'shortPercentOfFloat': 0.0063,\n",
       "   'impliedSharesOutstanding': 15552799744,\n",
       "   'bookValue': 3.997,\n",
       "   'priceToBook': 47.528145,\n",
       "   'lastFiscalYearEnd': 1696032000,\n",
       "   'nextFiscalYearEnd': 1727654400,\n",
       "   'mostRecentQuarter': 1696032000,\n",
       "   'earningsQuarterlyGrowth': 0.108,\n",
       "   'netIncomeToCommon': 96995000320,\n",
       "   'trailingEps': 6.12,\n",
       "   'forwardEps': 7.16,\n",
       "   'pegRatio': 4.74,\n",
       "   'lastSplitFactor': '4:1',\n",
       "   'lastSplitDate': 1598832000,\n",
       "   'enterpriseToRevenue': 7.926,\n",
       "   'enterpriseToEbitda': 24.144,\n",
       "   '52WeekChange': 0.2916751,\n",
       "   'SandP52WeekChange': 0.13176453,\n",
       "   'lastDividendValue': 0.24,\n",
       "   'lastDividendDate': 1699574400,\n",
       "   'exchange': 'NMS',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'AAPL',\n",
       "   'underlyingSymbol': 'AAPL',\n",
       "   'shortName': 'Apple Inc.',\n",
       "   'longName': 'Apple Inc.',\n",
       "   'firstTradeDateEpochUtc': 345479400,\n",
       "   'timeZoneFullName': 'America/New_York',\n",
       "   'timeZoneShortName': 'EST',\n",
       "   'uuid': '8b10e4ae-9eeb-3684-921a-9ab27e4d87aa',\n",
       "   'messageBoardId': 'finmb_24937',\n",
       "   'gmtOffSetMilliseconds': -18000000,\n",
       "   'currentPrice': 189.97,\n",
       "   'targetHighPrice': 240.0,\n",
       "   'targetLowPrice': 159.0,\n",
       "   'targetMeanPrice': 198.01,\n",
       "   'targetMedianPrice': 200.0,\n",
       "   'recommendationMean': 2.1,\n",
       "   'recommendationKey': 'buy',\n",
       "   'numberOfAnalystOpinions': 39,\n",
       "   'totalCash': 61554999296,\n",
       "   'totalCashPerShare': 3.958,\n",
       "   'ebitda': 125820002304,\n",
       "   'totalDebt': 123930001408,\n",
       "   'quickRatio': 0.843,\n",
       "   'currentRatio': 0.988,\n",
       "   'totalRevenue': 383285002240,\n",
       "   'debtToEquity': 199.418,\n",
       "   'revenuePerShare': 24.344,\n",
       "   'returnOnAssets': 0.20256001,\n",
       "   'returnOnEquity': 1.7195,\n",
       "   'grossProfits': 170782000000,\n",
       "   'freeCashflow': 82179997696,\n",
       "   'operatingCashflow': 110543003648,\n",
       "   'earningsGrowth': 0.135,\n",
       "   'revenueGrowth': -0.007,\n",
       "   'grossMargins': 0.44131002,\n",
       "   'ebitdaMargins': 0.32827,\n",
       "   'operatingMargins': 0.30134,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': 2.2608},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':                Volume\n",
       "  Date                 \n",
       "  2022-01-03  104487900\n",
       "  2022-01-04   99310400\n",
       "  2022-01-05   94537600\n",
       "  2022-01-06   96904000\n",
       "  2022-01-07   86709100\n",
       "  ...               ...\n",
       "  2022-12-26          0\n",
       "  2022-12-27   69007800\n",
       "  2022-12-28   85438400\n",
       "  2022-12-29   75703700\n",
       "  2022-12-30   77034200\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'ABBV',\n",
       "  'info': {'address1': '1 North Waukegan Road',\n",
       "   'city': 'North Chicago',\n",
       "   'state': 'IL',\n",
       "   'zip': '60064-6400',\n",
       "   'country': 'United States',\n",
       "   'phone': '847 932 7900',\n",
       "   'website': 'https://www.abbvie.com',\n",
       "   'industry': 'Drug Manufacturers - General',\n",
       "   'industryKey': 'drug-manufacturers-general',\n",
       "   'industryDisp': 'Drug Manufacturers - General',\n",
       "   'sector': 'Healthcare',\n",
       "   'sectorKey': 'healthcare',\n",
       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"AbbVie Inc. discovers, develops, manufactures, and sells pharmaceuticals worldwide. The company offers Humira, a therapy administered as an injection for autoimmune, intestinal Behçet's diseases, and pyoderma gangrenosum; Skyrizi to treat moderate to severe plaque psoriasis, psoriatic disease, and Crohn's disease; Rinvoq, a JAK inhibitor to treat rheumatoid and psoriatic arthritis, ankylosing spondylitis, atopic dermatitis, axial spondyloarthropathy, and ulcerative colitis; Imbruvica for the treatment of adult patients with blood cancers; and Venclexta/Venclyxto to treat hematological malignancies. It also provides facial injectables, plastics and regenerative medicine, body contouring, and skincare products; Vraylar for depressive disorder; Duopa and Duodopa to treat advanced Parkinson's disease; and Ubrelvy for the acute treatment of migraine with or without aura in adults; Qulipta for episodic migraine. In addition, the company offers Lumigan/Ganfort and Alphagan/Combigan for the reduction of elevated intraocular pressure(IOP) in patients with open angle glaucoma (OAG) or ocular hypertension; Restasis, a calcineurin inhibitor immunosuppressant indicated to increase tear production; and eye care products. Further, it provides Mavyret/Maviret to treat chronic hepatitis C virus (HCV) genotype 1-6 infection and HCV genotype 1 infection; Creon, a pancreatic enzyme therapy; Lupron to treat advanced prostate cancer, endometriosis and central precocious puberty, and patients with anemia caused by uterine fibroids; Linzess/Constella to treat irritable bowel syndrome with constipation and chronic idiopathic constipation; and Synthroid for hypothyroidism. It has collaborations with Calico Life Sciences LLC; REGENXBIO Inc.; I-Mab Biopharma; Genmab A/S; Janssen Biotech, Inc.; Genentech, Inc.; and California Institute for Biomedical Research (Calibr). The company was incorporated in 2012 and is headquartered in North Chicago, Illinois.\",\n",
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       "     'name': 'Mr. Robert A. Michael',\n",
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       "     'name': 'Mr. Scott T. Reents',\n",
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       "     'name': 'Dr. Azita  Saleki-Gerhardt Ph.D.',\n",
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       "     'name': 'Mr. Jeffrey Ryan Stewart',\n",
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       "     'title': 'Executive VP & Chief Commercial Officer',\n",
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       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'ABBV',\n",
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       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': None},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  6839800\n",
       "  2022-01-04  6298300\n",
       "  2022-01-05  7724900\n",
       "  2022-01-06  4667000\n",
       "  2022-01-07  8630300\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  2669200\n",
       "  2022-12-28  2944500\n",
       "  2022-12-29  3112500\n",
       "  2022-12-30  3680400\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'ABT',\n",
       "  'info': {'address1': '100 Abbott Park Road',\n",
       "   'address2': 'Abbott Park',\n",
       "   'city': 'North Chicago',\n",
       "   'state': 'IL',\n",
       "   'zip': '60064-6400',\n",
       "   'country': 'United States',\n",
       "   'phone': '224 667 6100',\n",
       "   'website': 'https://www.abbott.com',\n",
       "   'industry': 'Medical Devices',\n",
       "   'industryKey': 'medical-devices',\n",
       "   'industryDisp': 'Medical Devices',\n",
       "   'sector': 'Healthcare',\n",
       "   'sectorKey': 'healthcare',\n",
       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"Abbott Laboratories, together with its subsidiaries, discovers, develops, manufactures, and sells health care products worldwide. It operates in four segments: Established Pharmaceutical Products, Diagnostic Products, Nutritional Products, and Medical Devices. The Established Pharmaceutical Products segment provides generic pharmaceuticals for the treatment of pancreatic exocrine insufficiency, irritable bowel syndrome or biliary spasm, intrahepatic cholestasis or depressive symptoms, gynecological disorder, hormone replacement therapy, dyslipidemia, hypertension, hypothyroidism, Ménière's disease and vestibular vertigo, pain, fever, inflammation, and migraine, as well as provides anti-infective clarithromycin, influenza vaccine, and products to regulate physiological rhythm of the colon. The Diagnostic Products segment offers laboratory systems in the areas of immunoassay, clinical chemistry, hematology, and transfusion; molecular diagnostics systems that automate the extraction, purification, and preparation of DNA and RNA from patient samples, as well as detect and measure infectious agents; point of care systems; cartridges for testing blood; rapid diagnostics lateral flow testing products; molecular point-of-care testing for HIV, SARS-CoV-2, influenza A and B, RSV, and strep A; cardiometabolic test systems; drug and alcohol test, and remote patient monitoring and consumer self-test systems; and informatics and automation solutions for use in laboratories. The Nutritional Products segment provides pediatric and adult nutritional products. The Medical Devices segment offers rhythm management, electrophysiology, heart failure, vascular, and structural heart devices for the treatment of cardiovascular diseases; and diabetes care products, as well as neuromodulation devices for the management of chronic pain and movement disorders. Abbott Laboratories was founded in 1888 and is based in North Chicago, Illinois.\",\n",
       "   'fullTimeEmployees': 115000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Robert B. Ford',\n",
       "     'age': 48,\n",
       "     'title': 'Chairman of the Board, President & CEO',\n",
       "     'yearBorn': 1974,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 4052972,\n",
       "     'exercisedValue': 6643292,\n",
       "     'unexercisedValue': 65371608},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Hubert L. Allen',\n",
       "     'age': 56,\n",
       "     'title': 'Executive VP, General Counsel & Secretary',\n",
       "     'yearBorn': 1966,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2011146,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 53734448},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Robert E. Funck Jr.',\n",
       "     'age': 61,\n",
       "     'title': 'Executive Vice President of Finance',\n",
       "     'yearBorn': 1961,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 18556432},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Daniel Gesua Sive Salvadori',\n",
       "     'age': 43,\n",
       "     'title': 'Executive VP and Group President of Established Pharmaceuticals & Nutritional Products',\n",
       "     'yearBorn': 1979,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1487312,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 26139322},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Andrea F. Wainer',\n",
       "     'age': 52,\n",
       "     'title': 'Executive Vice President of Rapid & Molecular Diagnostics',\n",
       "     'yearBorn': 1970,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "     'name': 'Mr. Philip P. Boudreau',\n",
       "     'age': 49,\n",
       "     'title': 'CFO & Senior VP of Finance',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'unexercisedValue': 0},\n",
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       "     'name': 'Erica L. Battaglia',\n",
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       "     'unexercisedValue': 0},\n",
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       "     'name': 'Ms. Melissa  Brotz',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  6688100\n",
       "  2022-01-04  8241200\n",
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       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  2927400\n",
       "  2022-12-28  3265200\n",
       "  2022-12-29  3047800\n",
       "  2022-12-30  3471000\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'ACN',\n",
       "  'info': {'address1': '1 Grand Canal Square',\n",
       "   'address2': 'Grand Canal Harbour',\n",
       "   'city': 'Dublin',\n",
       "   'zip': 'D02 P820',\n",
       "   'country': 'Ireland',\n",
       "   'phone': '353 1 646 2000',\n",
       "   'fax': '353 1 646 2020',\n",
       "   'website': 'https://www.accenture.com',\n",
       "   'industry': 'Information Technology Services',\n",
       "   'industryKey': 'information-technology-services',\n",
       "   'industryDisp': 'Information Technology Services',\n",
       "   'sector': 'Technology',\n",
       "   'sectorKey': 'technology',\n",
       "   'sectorDisp': 'Technology',\n",
       "   'longBusinessSummary': 'Accenture plc, a professional services company, provides strategy and consulting, industry X, song, and technology and operation services worldwide. The company offers application services, including agile transformation, DevOps, application modernization, enterprise architecture, software and quality engineering, data management; intelligent automation comprising robotic process automation, natural language processing, and virtual agents; and application management services, as well as software engineering services; strategy and consulting services; data and analytics strategy, data discovery and augmentation, data management and beyond, data democratization, and industrialized solutions comprising turnkey analytics and artificial intelligence (AI) solutions; metaverse; and sustainability services. It also provides change management, HR transformation and delivery, organization strategy and design, talent strategy and development, and leadership and culture services; digital commerce; infrastructure services, including cloud infrastructure managed, cloud and data center, network, digital workplace, database platforms, service management, and cloud and infrastructure security services; data-enabled operating models; technology consulting and AI services; and technology consulting services. In addition, the company offers engineering and R&D digitization, smart connected products, product as-a-service enablement, capital projects, intelligent asset management, digital industrial workforce, and autonomous robotic systems; business process outsourcing; and services related to technology innovation. Further, it provides cloud, ecosystem, marketing, security, supply chain management, zero-based transformation, customer experience, finance consulting, mergers and acquisitions, and sustainability services. The company has a collaboration with Salesforce, Inc. to develop Salesforce Life Sciences Cloud. The company was founded in 1951 and is based in Dublin, Ireland.',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "     'name': 'Mr. Gianfranco  Casati',\n",
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       "     'title': 'Executive Chairman of Growth Markets',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Mr. Jean-Marc  Ollagnier',\n",
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       "     'name': 'Mr. John  Walsh',\n",
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       "     'title': 'Chief Operating Officer',\n",
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       "     'name': 'Ms. Melissa A. Burgum',\n",
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       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'ACN',\n",
       "   'underlyingSymbol': 'ACN',\n",
       "   'shortName': 'Accenture plc',\n",
       "   'longName': 'Accenture plc',\n",
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       "   'recommendationMean': 2.1,\n",
       "   'recommendationKey': 'buy',\n",
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       "   'trailingPegRatio': None},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  2129900\n",
       "  2022-01-04  2516300\n",
       "  2022-01-05  2471400\n",
       "  2022-01-06  4386600\n",
       "  2022-01-07  3469000\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  1009600\n",
       "  2022-12-28  1387000\n",
       "  2022-12-29  1516800\n",
       "  2022-12-30  1339500\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'AIG',\n",
       "  'info': {'address1': '1271 Avenue of the Americas',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10020',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 770 7000',\n",
       "   'website': 'https://www.aig.com',\n",
       "   'industry': 'Insurance - Diversified',\n",
       "   'industryKey': 'insurance-diversified',\n",
       "   'industryDisp': 'Insurance - Diversified',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': \"American International Group, Inc. offers insurance products for commercial, institutional, and individual customers in North America and internationally. It operates through General Insurance, and Life and Retirement segments. The General Insurance segment provides commercial and industrial property insurance, including business interruption and package insurance that cover exposure to made and natural disasters; general liability, environmental, commercial automobile liability, workers' compensation, excess casualty, and crisis management insurance products; and professional liability insurance. This segment also offers marine, energy-related property insurance, aviation, political risk, trade credit, trade finance, and portfolio solutions, as well as operates reinsurance business; voluntary and sponsor-paid personal accident, and supplemental health products; and personal auto and personal property insurance. The Life and Retirement segment offers individual retirement products, including variable, fixed index, and fixed annuities, as well as retail mutual funds; group retirement products comprising record-keeping, plan administrative and compliance services, financial planning, and advisory solutions; life insurance, including term and universal life insurance; and institutional markets products, which includes wrap products, structured settlement, pension risk transfer annuities, corporate and bank-owned life insurance, high net worth, and guaranteed investment contract products. The company distributes its products through a network of brokers, agents, advisors, banks, and other distributors. American International Group, Inc. was founded in 1919 and is headquartered in New York, New York.\",\n",
       "   'fullTimeEmployees': 26200,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
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       "     'title': 'Chairman, CEO & President',\n",
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       "     'title': 'Executive VP & CEO of General Insurance',\n",
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       "     'name': 'Mr. Kevin Timothy Hogan',\n",
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       "     'title': 'President & CEO of Corebridge Financial, Inc.',\n",
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       "     'title': 'Executive VP & CFO',\n",
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       "     'name': 'Mr. Claude E. Wade',\n",
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       "     'title': 'Global Chief Investment Officer',\n",
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       "   'symbol': 'AIG',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  3376300\n",
       "  2022-01-04  5281300\n",
       "  2022-01-05  4639400\n",
       "  2022-01-06  6331600\n",
       "  2022-01-07  5318900\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  2329800\n",
       "  2022-12-28  2763800\n",
       "  2022-12-29  1793400\n",
       "  2022-12-30  2351600\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'AMZN',\n",
       "  'info': {'address1': '410 Terry Avenue North',\n",
       "   'city': 'Seattle',\n",
       "   'state': 'WA',\n",
       "   'zip': '98109-5210',\n",
       "   'country': 'United States',\n",
       "   'phone': '206 266 1000',\n",
       "   'website': 'https://www.aboutamazon.com',\n",
       "   'industry': 'Internet Retail',\n",
       "   'industryKey': 'internet-retail',\n",
       "   'industryDisp': 'Internet Retail',\n",
       "   'sector': 'Consumer Cyclical',\n",
       "   'sectorKey': 'consumer-cyclical',\n",
       "   'sectorDisp': 'Consumer Cyclical',\n",
       "   'longBusinessSummary': \"Amazon.com, Inc. engages in the retail sale of consumer products and subscriptions through online and physical stores in North America and internationally. It operates through three segments: North America, International, and Amazon Web Services (AWS). The company's products offered through its stores include merchandise and content purchased for resale; and products offered by third-party sellers. It also manufactures and sells electronic devices, including Kindle, Fire tablets, Fire TVs, Rings, Blink, eero, and Echo; and develops and produces media content. In addition, the company offers programs that enable sellers to sell their products in its stores; and programs that allow authors, musicians, filmmakers, Twitch streamers, skill and app developers, and others to publish and sell content. Further, it provides compute, storage, database, analytics, machine learning, and other services, as well as fulfillment, advertising, and digital content subscriptions. Additionally, the company offers Amazon Prime, a membership program. It serves consumers, sellers, developers, enterprises, content creators, and advertisers. The company was incorporated in 1994 and is headquartered in Seattle, Washington.\",\n",
       "   'fullTimeEmployees': 1500000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Jeffrey P. Bezos',\n",
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       "     'title': 'Founder & Executive Chairman',\n",
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       "     'title': 'President, CEO & Director',\n",
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       "     'exercisedValue': 0,\n",
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       "     'name': 'Mr. Brian T. Olsavsky',\n",
       "     'age': 58,\n",
       "     'title': 'Senior VP & CFO',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'title': 'Senior VP of Global Public Policy & General Counsel',\n",
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       "     'name': 'Mr. Douglas J. Herrington',\n",
       "     'age': 55,\n",
       "     'title': 'Chief Executive Officer of Worldwide Amazon Stores',\n",
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       "     'name': 'Dr. Werner  Vogels',\n",
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       "   'exchange': 'NMS',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'AMZN',\n",
       "   'underlyingSymbol': 'AMZN',\n",
       "   'shortName': 'Amazon.com, Inc.',\n",
       "   'longName': 'Amazon.com, Inc.',\n",
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       "   'recommendationMean': 1.7,\n",
       "   'recommendationKey': 'buy',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03  63520000\n",
       "  2022-01-04  70726000\n",
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       "  ...              ...\n",
       "  2022-12-26         0\n",
       "  2022-12-27  57284000\n",
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       "  2022-12-30  62401200\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'AXP',\n",
       "  'info': {'address1': '200 Vesey Street',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10285',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 640 2000',\n",
       "   'website': 'https://www.americanexpress.com',\n",
       "   'industry': 'Credit Services',\n",
       "   'industryKey': 'credit-services',\n",
       "   'industryDisp': 'Credit Services',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': \"American Express Company, together with its subsidiaries, provides charge and credit payment card products, and travel-related services worldwide. The company operates through three segments: Global Consumer Services Group, Global Commercial Services, and Global Merchant and Network Services. Its products and services include payment and financing products; network services; accounts payable expense management products and services; and travel and lifestyle services. The company's products and services also comprise merchant acquisition and processing, servicing and settlement, point-of-sale marketing, and information products and services for merchants; and fraud prevention services, as well as the design and operation of customer loyalty programs. It sells its products and services to consumers, small businesses, mid-sized companies, and large corporations through mobile and online applications, third-party vendors and business partners, direct mail, telephone, in-house sales teams, and direct response advertising. American Express Company was founded in 1850 and is headquartered in New York, New York.\",\n",
       "   'fullTimeEmployees': 77300,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Stephen Joseph Squeri',\n",
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       "     'title': 'Chairman & CEO',\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Ravikumar  Radhakrishnan',\n",
       "     'age': 50,\n",
       "     'title': 'Executive VP & CIO',\n",
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       "     'fiscalYear': 2022,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Anre D. Williams',\n",
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       "     'title': 'CEO of American Express National Bank & Group President of Enterprise Services',\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Douglas E. Buckminster',\n",
       "     'age': 61,\n",
       "     'title': 'Vice Chairman',\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Christophe  Le Caillec',\n",
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       "     'title': 'Chief Financial Officer',\n",
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       "     'name': 'Ms. Jessica  Lieberman Quinn',\n",
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       "     'title': 'Executive VP, Corporate Controller & Principal Accounting Officer',\n",
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       "     'title': 'Chief Legal Officer',\n",
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       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'AXP',\n",
       "   'underlyingSymbol': 'AXP',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  3236400\n",
       "  2022-01-04  4799500\n",
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       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  1858500\n",
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       "  2022-12-30  2247200\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'BA',\n",
       "  'info': {'address1': '929 Long Bridge Drive',\n",
       "   'city': 'Arlington',\n",
       "   'state': 'VA',\n",
       "   'zip': '22202',\n",
       "   'country': 'United States',\n",
       "   'phone': '703 465 3500',\n",
       "   'website': 'https://www.boeing.com',\n",
       "   'industry': 'Aerospace & Defense',\n",
       "   'industryKey': 'aerospace-defense',\n",
       "   'industryDisp': 'Aerospace & Defense',\n",
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       "   'sectorKey': 'industrials',\n",
       "   'sectorDisp': 'Industrials',\n",
       "   'longBusinessSummary': 'The Boeing Company, together with its subsidiaries, designs, develops, manufactures, sells, services, and supports commercial jetliners, military aircraft, satellites, missile defense, human space flight and launch systems, and services worldwide. The company operates through four segments: Commercial Airplanes; Defense, Space & Security; Global Services; and Boeing Capital. The Commercial Airplanes segment develops, produces, and markets commercial jet aircraft for passenger and cargo requirements, as well as provides fleet support services. The Defense, Space & Security segment engages in the research, development, production, and modification of manned and unmanned military aircraft and weapons systems; strategic defense and intelligence systems, which include strategic missile and defense systems, command, control, communications, computers, intelligence, surveillance and reconnaissance, cyber and information solutions, and intelligence systems; and satellite systems, such as government and commercial satellites, and space exploration. The Global Services segment offers products and services, including supply chain and logistics management, engineering, maintenance and modifications, upgrades and conversions, spare parts, pilot and maintenance training systems and services, technical and maintenance documents, and data analytics and digital services to commercial and defense customers. The Boeing Capital segment offers financing services and manages financing exposure for a portfolio of equipment under operating leases, sales-type/finance leases, notes and other receivables, assets held for sale or re-lease, and investments. The company was incorporated in 1916 and is based in Arlington, Virginia.',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
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       " {'ticker': 'BAC',\n",
       "  'info': {'address1': 'Bank of America Corporate Center',\n",
       "   'address2': '100 North Tryon Street',\n",
       "   'city': 'Charlotte',\n",
       "   'state': 'NC',\n",
       "   'zip': '28255',\n",
       "   'country': 'United States',\n",
       "   'phone': '704 386 5681',\n",
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       "   'industry': 'Banks - Diversified',\n",
       "   'industryKey': 'banks-diversified',\n",
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       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': \"Bank of America Corporation, through its subsidiaries, provides banking and financial products and services for individual consumers, small and middle-market businesses, institutional investors, large corporations, and governments worldwide. Its Consumer Banking segment offers traditional and money market savings accounts, certificates of deposit and IRAs, noninterest-and interest-bearing checking accounts, and investment accounts and products; and credit and debit cards, residential mortgages, and home equity loans, as well as direct and indirect loans, such as automotive, recreational vehicle, and consumer personal loans. The company's Global Wealth & Investment Management segment offers investment management, brokerage, banking, and trust and retirement products and services; and wealth management solutions, as well as customized solutions, including specialty asset management services. Its Global Banking segment provides lending products and services, including commercial loans, leases, commitment facilities, trade finance, and commercial real estate and asset-based lending; treasury solutions, such as treasury management, foreign exchange, and short-term investing options and merchant services; working capital management solutions; and debt and equity underwriting and distribution, and merger-related and other advisory services. The company's Global Markets segment offers market-making, financing, securities clearing, settlement, and custody services, as well as risk management products using interest rate, equity, credit, currency and commodity derivatives, foreign exchange, fixed-income, and mortgage-related products. The company was founded in 1784 and is based in Charlotte, North Carolina.\",\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03  58587900\n",
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       " {'ticker': 'BIIB',\n",
       "  'info': {'address1': '225 Binney Street',\n",
       "   'city': 'Cambridge',\n",
       "   'state': 'MA',\n",
       "   'zip': '02142',\n",
       "   'country': 'United States',\n",
       "   'phone': '617 679 2000',\n",
       "   'website': 'https://www.biogen.com',\n",
       "   'industry': 'Drug Manufacturers - General',\n",
       "   'industryKey': 'drug-manufacturers-general',\n",
       "   'industryDisp': 'Drug Manufacturers - General',\n",
       "   'sector': 'Healthcare',\n",
       "   'sectorKey': 'healthcare',\n",
       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"Biogen Inc. discovers, develops, manufactures, and delivers therapies for treating neurological and neurodegenerative diseases in the United States, Europe, Germany, Asia, and internationally. The company offers TECFIDERA, VUMERITY, AVONEX, PLEGRIDY, TYSABRI, and FAMPYRA for multiple sclerosis (MS); SPINRAZA for spinal muscular atrophy; ADUHELM to treat Alzheimer's disease; FUMADERM to treat plaque psoriasis; BENEPALI, an etanercept biosimilar referencing ENBREL; IMRALDI, an adalimumab biosimilar referencing HUMIRA; FLIXABI, an infliximab biosimilar referencing REMICADE; and BYOOVIZ, a ranibizumab biosimilar referencing LUCENTIS. It also provides RITUXAN for treating non-Hodgkin's lymphoma, chronic lymphocytic leukemia (CLL), rheumatoid arthritis, two forms of ANCA-associated vasculitis, and pemphigus vulgaris; RITUXAN HYCELA for non-Hodgkin's lymphoma and CLL; GAZYVA to treat CLL and follicular lymphoma; OCREVUS for relapsing MS and primary progressive MS; LUNSUMIO to treat relapsed or refractory follicular lymphoma; glofitamab for non-Hodgkin's lymphoma; and other anti-CD20 therapies. In addition, the company is developing various products for the treatment of MS, Alzheimer's disease and dementia, neuromuscular disorders, Parkinson's disease and movement disorders, neuropsychiatry, immunology related diseases, neurovascular disorders, genetic neurodevelopmental disorders, and biosimilars, which are under various stages of development. Biogen Inc. has collaboration and license agreements with Acorda Therapeutics, Inc.; Alkermes Pharma Ireland Limited; Denali Therapeutics Inc.; Eisai Co., Ltd.; Genentech, Inc.; Neurimmune SubOne AG; Ionis Pharmaceuticals, Inc.; Samsung Bioepis Co., Ltd.; Sangamo Therapeutics, Inc.; and Sage Therapeutics, Inc. The company was founded in 1978 and is headquartered in Cambridge, Massachusetts.\",\n",
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       "   'exchange': 'NMS',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'BIIB',\n",
       "   'underlyingSymbol': 'BIIB',\n",
       "   'shortName': 'Biogen Inc.',\n",
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       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': None},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  1642200\n",
       "  2022-01-04  1283400\n",
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       "  ...             ...\n",
       "  2022-12-26        0\n",
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       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'BK',\n",
       "  'info': {'address1': '240 Greenwich Street',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10286',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 495 1784',\n",
       "   'website': 'https://www.bnymellon.com',\n",
       "   'industry': 'Asset Management',\n",
       "   'industryKey': 'asset-management',\n",
       "   'industryDisp': 'Asset Management',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': 'The Bank of New York Mellon Corporation provides a range of financial products and services in the United States and internationally. The company operates through Securities Services, Market and Wealth Services, Investment and Wealth Management, and other segments. The Securities Services segment offers custody, trust and depositary, accounting, exchange-traded funds, middle-office solutions, transfer agency, services for private equity and real estate funds, foreign exchange, securities lending, liquidity/lending services, and data analytics. This segment also provides trustee, paying agency, fiduciary, escrow and other financial, issuer, and support services for brokers and investors. The Market and Wealth Services segment offers clearing and custody, investment, wealth and retirement solutions, technology and enterprise data management, trading, and prime brokerage services. This segment also provides integrated cash management solutions, including payments, foreign exchange, liquidity management, receivables processing and payables management, and trade finance and processing services. The Investment and Wealth Management segment offers investment management strategies and distribution of investment products, investment management, custody, wealth and estate planning, private banking, investment, and information management services. The Other segment engages in the provision of leasing, corporate treasury, derivative and other trading, corporate and bank-owned life insurance, renewable energy investment, and business exit services. It serves central banks and sovereigns, financial institutions, asset managers, insurance companies, corporations, local authorities and high net-worth individuals, and family offices. The company was founded in 1784 and is headquartered in New York, New York.',\n",
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       "     'name': 'Ms. Emily Hope Portney',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  3254600\n",
       "  2022-01-04  4918600\n",
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       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'BLK',\n",
       "  'info': {'address1': '50 Hudson Yards',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10001',\n",
       "   'country': 'United States',\n",
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       "   'website': 'https://www.blackrock.com',\n",
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       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': 'BlackRock, Inc. is a publicly owned investment manager. The firm primarily provides its services to institutional, intermediary, and individual investors including corporate, public, union, and industry pension plans, insurance companies, third-party mutual funds, endowments, public institutions, governments, foundations, charities, sovereign wealth funds, corporations, official institutions, and banks. It also provides global risk management and advisory services. The firm manages separate client-focused equity, fixed income, and balanced portfolios. It also launches and manages open-end and closed-end mutual funds, offshore funds, unit trusts, and alternative investment vehicles including structured funds. The firm launches equity, fixed income, balanced, and real estate mutual funds. It also launches equity, fixed income, balanced, currency, commodity, and multi-asset exchange traded funds. The firm also launches and manages hedge funds. It invests in the public equity, fixed income, real estate, currency, commodity, and alternative markets across the globe. The firm primarily invests in growth and value stocks of small-cap, mid-cap, SMID-cap, large-cap, and multi-cap companies. It also invests in dividend-paying equity securities. The firm invests in investment grade municipal securities, government securities including securities issued or guaranteed by a government or a government agency or instrumentality, corporate bonds, and asset-backed and mortgage-backed securities. It employs fundamental and quantitative analysis with a focus on bottom-up and top-down approach to make its investments. The firm employs liquidity, asset allocation, balanced, real estate, and alternative strategies to make its investments. In real estate sector, it seeks to invest in Poland and Germany. The firm benchmarks the performance of its portfolios against various S&P, Russell, Barclays, MSCI, Citigroup, and Merrill Lynch indices. BlackRock, Inc. was founded in 1988 and is based in New York City with additional offices in Boston, Massachusetts; London, United Kingdom; Gurgaon, India; Hong Kong; Greenwich, Connecticut; Princeton, New Jersey; Edinburgh, United Kingdom; Sydney, Australia; Taipei, Taiwan; Singapore; Sao Paulo, Brazil; Philadelphia, Pennsylvania; Washington, District of Columbia; Toronto, Canada; Wilmington, Delaware; and San Francisco, California.',\n",
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       "     'name': 'Mr. Gary Stephen Shedlin',\n",
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       "     'name': 'Dr. Bennett W. Golub Ph.D.',\n",
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       "   'quoteType': 'EQUITY',\n",
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       "   'shortName': 'BlackRock, Inc.',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':             Volume\n",
       "  Date              \n",
       "  2022-01-03  470800\n",
       "  2022-01-04  495800\n",
       "  2022-01-05  573300\n",
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       "  ...            ...\n",
       "  2022-12-26       0\n",
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       "  2022-12-30  413000\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'BMY',\n",
       "  'info': {'address1': '430 East 29th Street',\n",
       "   'address2': '14th Floor',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10016',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 546 4000',\n",
       "   'website': 'https://www.bms.com',\n",
       "   'industry': 'Drug Manufacturers - General',\n",
       "   'industryKey': 'drug-manufacturers-general',\n",
       "   'industryDisp': 'Drug Manufacturers - General',\n",
       "   'sector': 'Healthcare',\n",
       "   'sectorKey': 'healthcare',\n",
       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"Bristol-Myers Squibb Company discovers, develops, licenses, manufactures, markets, distributes, and sells biopharmaceutical products worldwide. It offers products for hematology, oncology, cardiovascular, immunology, fibrotic, and neuroscience diseases. The company's products include Eliquis, an oral inhibitor for reduction in risk of stroke/systemic embolism in NVAF, and for the treatment of DVT/PE; Opdivo for anti-cancer indications; Pomalyst/Imnovid indicated for patients with multiple myeloma; Orencia for adult patients with active RA and psoriatic arthritis; and Sprycel for the treatment of Philadelphia chromosome-positive chronic myeloid leukemia. It also provides Yervoy for the treatment of patients with unresectable or metastatic melanoma; Empliciti for the treatment of multiple myeloma; Abecma for the treatment of relapsed or refractory multiple myeloma; Reblozyl for the treatment of anemia in adult patients with beta thalassemia; Opdualag for the treatment of unresectable or metastatic melanoma; and Zeposia to treat relapsing forms of multiple sclerosis. In addition, the company offers Breyanzi, a CD19-directed genetically modified autologous T cell immunotherapy for the treatment of adult patients with relapsed or refractory large B-cell lymphoma; Onureg for the treatment of adult patients with AML; Inrebic, an oral kinase inhibitor indicated for the treatment of myelofibrosis; Camzyos for the treatment of adults with symptomatic obstructive HCM to enhance functional capacity and symptoms; Sotyktu for the treatment of adults with moderate-to-severe plaque psoriasis; Revlimid, an oral immunomodulatory drug for the treatment of multiple myeloma; and Abraxane, a protein-bound chemotherapy product. It sells products to wholesalers, distributors, pharmacies, retailers, hospitals, clinics, and government agencies. The company was formerly known as Bristol-Myers Company. The company was founded in 1887 and is headquartered in New York, New York.\",\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03  12359400\n",
       "  2022-01-04  11415200\n",
       "  2022-01-05  11074100\n",
       "  2022-01-06   8048900\n",
       "  2022-01-07  16670000\n",
       "  ...              ...\n",
       "  2022-12-26         0\n",
       "  2022-12-27   5971700\n",
       "  2022-12-28   5192000\n",
       "  2022-12-29   4288300\n",
       "  2022-12-30   7029200\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'C',\n",
       "  'info': {'address1': '388 Greenwich Street',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10013',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 559 1000',\n",
       "   'website': 'https://www.citigroup.com',\n",
       "   'industry': 'Banks - Diversified',\n",
       "   'industryKey': 'banks-diversified',\n",
       "   'industryDisp': 'Banks - Diversified',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': 'Citigroup Inc., a diversified financial services holding company, provides various financial products and services to consumers, corporations, governments, and institutions in North America, Latin America, Asia, Europe, the Middle East, and Africa. It operates through three segments: Institutional Clients Group (ICG), Personal Banking and Wealth Management (PBWM), and Legacy Franchises. The ICG segment offers wholesale banking products and services, including fixed income and equity sales and trading, foreign exchange, prime brokerage, derivative, equity and fixed income research, corporate lending, investment banking and advisory, private banking, cash management, trade finance, and securities services to corporate, institutional, and public sector clients. The PBWM segment offers traditional banking services to retail and small business customers through retail banking, cash, rewards, value portfolios, and co-branded cards. It also provides various banking, credit cards, custody, trust, mortgages, home equity, small business, and personal consumer loans. The Legacy Franchises segment provides traditional retail banking and branded card products to retail and small business customers. The company was founded in 1812 and is headquartered in New York, New York.',\n",
       "   'fullTimeEmployees': 240000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Ms. Jane Nind Fraser',\n",
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       "     'title': 'CEO & Director',\n",
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       "     'name': 'Mr. Mark A.L. Mason',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "     'name': 'Mr. Anand  Selvakesari',\n",
       "     'age': 54,\n",
       "     'title': 'Chief Operating Officer',\n",
       "     'yearBorn': 1968,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Paco  Ybarra',\n",
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       "     'title': 'Senior Advisor',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Mr. Peter  Babej',\n",
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       "     'title': 'Interim Head of Banking',\n",
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       "     'name': 'Mr. David R. Bailin',\n",
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       "     'name': 'Mr. Johnbull E. Okpara',\n",
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       "     'unexercisedValue': 0},\n",
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       "     'name': 'Mr. Michael  Whitaker',\n",
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       "   'regularMarketVolume': 5843078,\n",
       "   'averageVolume': 17594722,\n",
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       "   'bid': 45.02,\n",
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       "   'marketCap': 86564798464,\n",
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       "   'currency': 'USD',\n",
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       "   'lastFiscalYearEnd': 1672444800,\n",
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       "   'netIncomeToCommon': 12300999680,\n",
       "   'trailingEps': 6.3,\n",
       "   'forwardEps': 5.83,\n",
       "   'pegRatio': 5.98,\n",
       "   'lastSplitFactor': '1:10',\n",
       "   'lastSplitDate': 1304899200,\n",
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       "   'lastDividendValue': 0.53,\n",
       "   'lastDividendDate': 1698969600,\n",
       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'C',\n",
       "   'underlyingSymbol': 'C',\n",
       "   'shortName': 'Citigroup, Inc.',\n",
       "   'longName': 'Citigroup Inc.',\n",
       "   'firstTradeDateEpochUtc': 221149800,\n",
       "   'timeZoneFullName': 'America/New_York',\n",
       "   'timeZoneShortName': 'EST',\n",
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       "   'targetMedianPrice': 47.0,\n",
       "   'recommendationMean': 2.6,\n",
       "   'recommendationKey': 'hold',\n",
       "   'numberOfAnalystOpinions': 24,\n",
       "   'totalCash': 976478011392,\n",
       "   'totalCashPerShare': 510.208,\n",
       "   'totalDebt': 633430999040,\n",
       "   'totalRevenue': 72547999744,\n",
       "   'revenuePerShare': 37.456,\n",
       "   'returnOnAssets': 0.0057800002,\n",
       "   'returnOnEquity': 0.06706,\n",
       "   'grossProfits': 70560000000,\n",
       "   'operatingCashflow': -55936999424,\n",
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       "   'revenueGrowth': 0.066,\n",
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       "   'operatingMargins': 0.26066,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': None},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03  30508500\n",
       "  2022-01-04  30303600\n",
       "  2022-01-05  25149100\n",
       "  2022-01-06  33334200\n",
       "  2022-01-07  26548200\n",
       "  ...              ...\n",
       "  2022-12-26         0\n",
       "  2022-12-27  14777800\n",
       "  2022-12-28  12882200\n",
       "  2022-12-29  14124100\n",
       "  2022-12-30  11802800\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'CAT',\n",
       "  'info': {'address1': \"5205 North O'Connor Boulevard\",\n",
       "   'address2': 'Suite 100',\n",
       "   'city': 'Irving',\n",
       "   'state': 'TX',\n",
       "   'zip': '75039',\n",
       "   'country': 'United States',\n",
       "   'phone': '972 891 7700',\n",
       "   'website': 'https://www.caterpillar.com',\n",
       "   'industry': 'Farm & Heavy Construction Machinery',\n",
       "   'industryKey': 'farm-heavy-construction-machinery',\n",
       "   'industryDisp': 'Farm & Heavy Construction Machinery',\n",
       "   'sector': 'Industrials',\n",
       "   'sectorKey': 'industrials',\n",
       "   'sectorDisp': 'Industrials',\n",
       "   'longBusinessSummary': \"Caterpillar Inc. manufactures and sells construction and mining equipment, off-highway diesel and natural gas engines, industrial gas turbines, and diesel-electric locomotives in the United States and internationally. Its Construction Industries segment offers asphalt pavers, compactors, road reclaimers, forestry machines, cold planers, material handlers, tractors, excavators, telehandlers, motor graders, and pipelayers; compact track and multi-terrain, wheel, track-type, backhoe, and skid steer loaders; and related parts and tools. The company's Resource Industries segment provides electric rope and hydraulic shovels, draglines, rotary drills, hard rock vehicles, tractors, mining trucks, longwall miners, wheel loaders, off-highway and articulated trucks, wheel tractor scrapers and dozers, fleet management products, landfill and soil compactors, machinery components, autonomous ready vehicles and solutions, work tools, and safety services and mining performance solutions, as well as related parts and services. Its Energy & Transportation segment offers reciprocating engine powered generator sets; reciprocating engines, drivetrain, and integrated systems and solutions; turbines, centrifugal gas compressors, and related services; and diesel-electric locomotives and components, and other rail-related products. The company's Financial Products segment provides operating and finance leases, installment sale contracts, repair/rebuild financing services, working capital loans, and wholesale financing; and insurance and risk management products and services. Its All Other operating segment offers filters and fluids, undercarriage, ground engaging tools, fluid transfer products, precision seals, and rubber sealing and connecting components; parts distribution; integrated logistics solutions and distribution services; brand management and marketing strategy services; and digital investments services. Caterpillar Inc. was founded in 1925 and is headquartered in Irving, Texas.\",\n",
       "   'fullTimeEmployees': 109100,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. D. James Umpleby III',\n",
       "     'age': 64,\n",
       "     'title': 'Chairman of the Board & CEO',\n",
       "     'yearBorn': 1958,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 34769468,\n",
       "     'unexercisedValue': 33764760},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Andrew R. J. Bonfield',\n",
       "     'age': 59,\n",
       "     'title': 'Chief Financial Officer',\n",
       "     'yearBorn': 1963,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2823459,\n",
       "     'exercisedValue': 8654051,\n",
       "     'unexercisedValue': 304781},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Joseph E. Creed',\n",
       "     'age': 46,\n",
       "     'title': 'Chief Operating Officer',\n",
       "     'yearBorn': 1976,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2280979,\n",
       "     'exercisedValue': 5395886,\n",
       "     'unexercisedValue': 1910981},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Denise C. Johnson',\n",
       "     'age': 56,\n",
       "     'title': 'Group President of Resource Industries',\n",
       "     'yearBorn': 1966,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2886597,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Bob  De Lange',\n",
       "     'age': 52,\n",
       "     'title': 'Group President of Services, Distribution & Digital',\n",
       "     'yearBorn': 1970,\n",
       "     'fiscalYear': 2022,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. William E. Schaupp',\n",
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       "     'title': 'VP & Chief Accounting Officer',\n",
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       "     'name': 'Mr. Karl E. Weiss',\n",
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       "     'name': 'Ms. Jamie L. Engstrom',\n",
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       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'CAT',\n",
       "   'underlyingSymbol': 'CAT',\n",
       "   'shortName': 'Caterpillar, Inc.',\n",
       "   'longName': 'Caterpillar Inc.',\n",
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       "   'targetMedianPrice': 262.5,\n",
       "   'recommendationMean': 2.6,\n",
       "   'recommendationKey': 'hold',\n",
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       "   'freeCashflow': 5138375168,\n",
       "   'operatingCashflow': 11621000192,\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  2055600\n",
       "  2022-01-04  5242300\n",
       "  2022-01-05  5378200\n",
       "  2022-01-06  3913200\n",
       "  2022-01-07  3673400\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  3381500\n",
       "  2022-12-28  2270000\n",
       "  2022-12-29  1652500\n",
       "  2022-12-30  1521100\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'CL',\n",
       "  'info': {'address1': '300 Park Avenue',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10022-7499',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 310 2000',\n",
       "   'website': 'https://www.colgatepalmolive.com',\n",
       "   'industry': 'Household & Personal Products',\n",
       "   'industryKey': 'household-personal-products',\n",
       "   'industryDisp': 'Household & Personal Products',\n",
       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': \"Colgate-Palmolive Company, together with its subsidiaries, manufactures and sells consumer products worldwide. The company operates through two segments, Oral, Personal and Home Care; and Pet Nutrition. The Oral, Personal and Home Care segment offers toothpaste, toothbrushes, mouthwash, bar and liquid hand soaps, shower gels, shampoos, conditioners, deodorants and antiperspirants, skin health products, dishwashing detergents, fabric conditioners, household cleaners, and other related items. This segment markets and sells its products under various brands, which include Colgate, Darlie, elmex, hello, meridol, Sorriso, Tom's of Maine, Irish Spring, Palmolive, Protex, Sanex, Softsoap, Lady Speed Stick, Speed Stick, EltaMD, Filorga, PCA SKIN, Ajax, Axion, Fabuloso, Murphy, Suavitel, Soupline, and Cuddly to a range of traditional and eCommerce retailers, wholesalers, and distributors. It also includes pharmaceutical products for dentists and other oral health professionals. The Pet Nutrition segment offers pet nutrition products for everyday nutritional needs under the Hill's Science Diet brand; and a range of therapeutic products to manage disease conditions in dogs and cats under the Hill's Prescription Diet brand. This segment markets and sells its products through pet supply retailers, veterinarians, and eCommerce retailers. Colgate-Palmolive Company was founded in 1806 and is headquartered in New York, New York.\",\n",
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       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "     'name': 'Ms. Jennifer M. Daniels',\n",
       "     'age': 58,\n",
       "     'title': 'Chief Legal Officer & Secretary',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 607161,\n",
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       "     'name': 'Mr. Panagiotis  Tsourapas',\n",
       "     'age': 57,\n",
       "     'title': 'Group President of Europe & Developing Markets',\n",
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       "     'name': 'Mr. Stephan  Habif',\n",
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       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'CL',\n",
       "   'underlyingSymbol': 'CL',\n",
       "   'shortName': 'Colgate-Palmolive Company',\n",
       "   'longName': 'Colgate-Palmolive Company',\n",
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       "   'recommendationMean': 2.4,\n",
       "   'recommendationKey': 'buy',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  5327000\n",
       "  2022-01-04  4405100\n",
       "  2022-01-05  4445900\n",
       "  2022-01-06  4154800\n",
       "  2022-01-07  2818200\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  3078600\n",
       "  2022-12-28  1918700\n",
       "  2022-12-29  1954200\n",
       "  2022-12-30  2238600\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'KO',\n",
       "  'info': {'address1': 'One Coca-Cola Plaza',\n",
       "   'city': 'Atlanta',\n",
       "   'state': 'GA',\n",
       "   'zip': '30313',\n",
       "   'country': 'United States',\n",
       "   'phone': '404 676 2121',\n",
       "   'website': 'https://www.coca-colacompany.com',\n",
       "   'industry': 'Beverages - Non-Alcoholic',\n",
       "   'industryKey': 'beverages-non-alcoholic',\n",
       "   'industryDisp': 'Beverages - Non - Alcoholic',\n",
       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': 'The Coca-Cola Company, a beverage company, manufactures, markets, and sells various nonalcoholic beverages worldwide. The company provides sparkling soft drinks, sparkling flavors; water, sports, coffee, and tea; juice, value-added dairy, and plant-based beverages; and other beverages. It also offers beverage concentrates and syrups, as well as fountain syrups to fountain retailers, such as restaurants and convenience stores. The company sells its products under the Coca-Cola, Diet Coke/Coca-Cola Light, Coca-Cola Zero Sugar, Diet Coke, Cherry Coke, Fanta Orange, Fanta Zero Orange, Fanta Zero Sugar, Fanta Apple, Sprite, Sprite Zero Sugar, Simply Orange, Simply Apple, Simply Grapefruit, Fresca, Schweppes, Thums Up, Aquarius, Ayataka, BODYARMOR, Ciel, Costa, Dasani, dogadan, FUZE TEA, Georgia, glacéau smartwater, glacéau vitaminwater, Gold Peak, Ice Dew, I LOHAS, Powerade, Topo Chico, AdeS, Del Valle, fairlife, innocent, Minute Maid, and Minute Maid Pulpy brands. It operates through a network of independent bottling partners, distributors, wholesalers, and retailers, as well as through bottling and distribution operators. The company was founded in 1886 and is headquartered in Atlanta, Georgia.',\n",
       "   'fullTimeEmployees': 82500,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. James Robert B. Quincey',\n",
       "     'age': 57,\n",
       "     'title': 'Chairman & CEO',\n",
       "     'yearBorn': 1965,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 45320588},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. John  Murphy',\n",
       "     'age': 60,\n",
       "     'title': 'President & CFO',\n",
       "     'yearBorn': 1962,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 3705118,\n",
       "     'exercisedValue': 5483873,\n",
       "     'unexercisedValue': 14905066},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Manuel Arroyo Prieto',\n",
       "     'age': 54,\n",
       "     'title': 'Chief Marketing Officer',\n",
       "     'yearBorn': 1968,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2968764,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 3602025},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Mark  Randazza',\n",
       "     'age': 56,\n",
       "     'title': 'VP, Assistant Controller & Chief Accounting Officer',\n",
       "     'yearBorn': 1966,\n",
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       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Stacy Lynn  Apter',\n",
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       "     'title': 'VP of Corporate Finance & Treasurer',\n",
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       "     'title': 'Senior VP and Chief Technical & Innovation Officer',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03  20187300\n",
       "  2022-01-04  26141600\n",
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       "  ...              ...\n",
       "  2022-12-26         0\n",
       "  2022-12-27   7320700\n",
       "  2022-12-28   7159400\n",
       "  2022-12-29   7169300\n",
       "  2022-12-30   7650200\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'LLY',\n",
       "  'info': {'address1': 'Lilly Corporate Center',\n",
       "   'city': 'Indianapolis',\n",
       "   'state': 'IN',\n",
       "   'zip': '46285',\n",
       "   'country': 'United States',\n",
       "   'phone': '317 276 2000',\n",
       "   'website': 'https://www.lilly.com',\n",
       "   'industry': 'Drug Manufacturers - General',\n",
       "   'industryKey': 'drug-manufacturers-general',\n",
       "   'industryDisp': 'Drug Manufacturers - General',\n",
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       "   'sectorKey': 'healthcare',\n",
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       "   'longBusinessSummary': \"Eli Lilly and Company discovers, develops, and markets human pharmaceuticals worldwide. It offers Basaglar, Humalog, Humalog Mix 75/25, Humalog U-100, Humalog U-200, Humalog Mix 50/50, insulin lispro, insulin lispro protamine, insulin lispro mix 75/25, Humulin, Humulin 70/30, Humulin N, Humulin R, and Humulin U-500 for diabetes; and Jardiance, Trajenta, and Trulicity for type 2 diabetes. The company provides Alimta for non-small cell lung cancer (NSCLC) and malignant pleural mesothelioma; Cyramza for metastatic gastric cancer, gastro-esophageal junction adenocarcinoma, metastatic NSCLC, metastatic colorectal cancer, and hepatocellular carcinoma; Erbitux for colorectal cancers, and various head and neck cancers; Retevmo for metastatic NSCLC, medullary thyroid cancer, and thyroid cancer; Tyvyt for relapsed or refractory classic Hodgkin's lymph and non-squamous NSCLC; and Verzenio for HR+, HER2- metastatic breast cancer, node positive, and early breast cancer. It offers Olumiant for rheumatoid arthritis; and Taltz for plaque psoriasis, psoriatic arthritis, ankylosing spondylitis, and non-radiographic axial spondylarthritis. The company offers Cymbalta for depressive disorder, diabetic peripheral neuropathic pain, generalized anxiety disorder, fibromyalgia, and chronic musculoskeletal pain; Emgality for migraine prevention and episodic cluster headache; and Zyprexa for schizophrenia, bipolar I disorder, and bipolar maintenance. Its Bamlanivimab and etesevimab, and Bebtelovimab for COVID-19; Cialis for erectile dysfunction and benign prostatic hyperplasia; and Forteo for osteoporosis. The company has collaborations with Incyte Corporation; Boehringer Ingelheim Pharmaceuticals, Inc.; AbCellera Biologics Inc.; Junshi Biosciences; Regor Therapeutics Group; Lycia Therapeutics, Inc.; Kumquat Biosciences Inc.; Entos Pharmaceuticals Inc.; and Foghorn Therapeutics Inc. Eli Lilly and Company was founded in 1876 and is headquartered in Indianapolis, Indiana.\",\n",
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       "     'name': 'Dr. Daniel M. Skovronsky M.D., Ph.D.',\n",
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       "     'name': 'Ms. Anat  Hakim J.D.',\n",
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       "     'title': 'Executive VP, General Counsel & Secretary',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Mr. Patrik  Jonsson',\n",
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       "     'title': 'EVP, Chief Customer Officer, President of Lilly Diabetes & Obesity and President Lilly USA',\n",
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       "     'name': 'Mr. Diogo  Rau',\n",
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       "     'title': 'Executive Vice President of Human Resources & Diversity',\n",
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       "   'symbol': 'LLY',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  2621300\n",
       "  2022-01-04  2340500\n",
       "  2022-01-05  3004200\n",
       "  2022-01-06  2863200\n",
       "  2022-01-07  2245100\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  1372100\n",
       "  2022-12-28   996000\n",
       "  2022-12-29  1077900\n",
       "  2022-12-30  1388000\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'LMT',\n",
       "  'info': {'address1': '6801 Rockledge Drive',\n",
       "   'city': 'Bethesda',\n",
       "   'state': 'MD',\n",
       "   'zip': '20817',\n",
       "   'country': 'United States',\n",
       "   'phone': '301 897 6000',\n",
       "   'website': 'https://www.lockheedmartin.com',\n",
       "   'industry': 'Aerospace & Defense',\n",
       "   'industryKey': 'aerospace-defense',\n",
       "   'industryDisp': 'Aerospace & Defense',\n",
       "   'sector': 'Industrials',\n",
       "   'sectorKey': 'industrials',\n",
       "   'sectorDisp': 'Industrials',\n",
       "   'longBusinessSummary': 'Lockheed Martin Corporation, a security and aerospace company, engages in the research, design, development, manufacture, integration, and sustainment of technology systems, products, and services worldwide. It operates through four segments: Aeronautics, Missiles and Fire Control, Rotary and Mission Systems, and Space. The Aeronautics segment offers combat and air mobility aircraft, unmanned air vehicles, and related technologies. The Missiles and Fire Control segment provides air and missile defense systems; tactical missiles and air-to-ground precision strike weapon systems; logistics; fire control systems; mission operations support, readiness, engineering support, and integration services; manned and unmanned ground vehicles; and energy management solutions. The Rotary and Mission Systems segment offers military and commercial helicopters, surface ships, sea and land-based missile defense systems, radar systems, sea and air-based mission and combat systems, command and control mission solutions, cyber solutions, and simulation and training solutions. The Space segment offers satellites; space transportation systems; strategic, advanced strike, and defensive systems; and classified systems and services in support of national security systems. This segment also provides network-enabled situational awareness and integrates space and ground global systems to help its customers gather, analyze, and securely distribute critical intelligence data. It serves primarily serves the U.S. government, as well as foreign military sales contracted through the U.S. government. Lockheed Martin Corporation was founded in 1912 and is headquartered in Bethesda, Maryland.',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  1205700\n",
       "  2022-01-04  1361100\n",
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       "  ...             ...\n",
       "  2022-12-26        0\n",
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       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'MO',\n",
       "  'info': {'address1': '6601 West Broad Street',\n",
       "   'city': 'Richmond',\n",
       "   'state': 'VA',\n",
       "   'zip': '23230',\n",
       "   'country': 'United States',\n",
       "   'phone': '804 274 2200',\n",
       "   'website': 'https://www.altria.com',\n",
       "   'industry': 'Tobacco',\n",
       "   'industryKey': 'tobacco',\n",
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       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': 'Altria Group, Inc., through its subsidiaries, manufactures and sells smokeable and oral tobacco products in the United States. The company provides cigarettes primarily under the Marlboro brand; cigars and pipe tobacco principally under the Black & Mild brand; moist smokeless tobacco products and snus products under the Copenhagen, Skoal, Red Seal, and Husky brands; and on! oral nicotine pouches. It sells its tobacco products primarily to wholesalers, including distributors; and large retail organizations, such as chain stores. The company was founded in 1822 and is headquartered in Richmond, Virginia.',\n",
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       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'MO',\n",
       "   'underlyingSymbol': 'MO',\n",
       "   'shortName': 'Altria Group, Inc.',\n",
       "   'longName': 'Altria Group, Inc.',\n",
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       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': None},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03  10308100\n",
       "  2022-01-04  11647900\n",
       "  2022-01-05  11506500\n",
       "  2022-01-06  10134100\n",
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       "  ...              ...\n",
       "  2022-12-26         0\n",
       "  2022-12-27   7957200\n",
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       "  2022-12-30   5025200\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'MRK',\n",
       "  'info': {'address1': '126 East Lincoln Avenue',\n",
       "   'city': 'Rahway',\n",
       "   'state': 'NJ',\n",
       "   'zip': '07065',\n",
       "   'country': 'United States',\n",
       "   'phone': '908 740 4000',\n",
       "   'website': 'https://www.merck.com',\n",
       "   'industry': 'Drug Manufacturers - General',\n",
       "   'industryKey': 'drug-manufacturers-general',\n",
       "   'industryDisp': 'Drug Manufacturers - General',\n",
       "   'sector': 'Healthcare',\n",
       "   'sectorKey': 'healthcare',\n",
       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"Merck & Co., Inc. operates as a healthcare company worldwide. It operates through two segments, Pharmaceutical and Animal Health. The Pharmaceutical segment offers human health pharmaceutical products in the areas of oncology, hospital acute care, immunology, neuroscience, virology, cardiovascular, and diabetes, as well as vaccine products, such as preventive pediatric, adolescent, and adult vaccines. The Animal Health segment discovers, develops, manufactures, and markets veterinary pharmaceuticals, vaccines, and health management solutions and services, as well as digitally connected identification, traceability, and monitoring products. The company serves drug wholesalers and retailers, hospitals, and government agencies; managed health care providers, such as health maintenance organizations, pharmacy benefit managers, and other institutions; and physicians and physician distributors, veterinarians, and animal producers. It has collaborations with AstraZeneca PLC; Bayer AG; Eisai Co., Ltd.; Ridgeback Biotherapeutics LP; and Gilead Sciences, Inc. to jointly develop and commercialize long-acting treatments in HIV, as well as a collaboration with Bionomics to identify novel a7 nAChR PAMs suitable for the treatment of cognitive disorder; and clinical trial collaboration and supply agreement with Ankyra Therapeutics to evaluate ANK-101 in combination with KEYTRUDA (pembrolizumab) in patients with advanced solid tumors, as well as a clinical trial collaboration and supply agreement with Phanes Therapeutics, Inc. to evaluate PT886 in combination with KEYTRUDA for the treatment of claudin 18.2 positive gastric or gastroesophageal junction adenocarcinomas, as well as a development and commercialization agreement with Daiichi Sankyo Company, Limited to jointly develop and commercialize Daiichi Sankyo's DXd antibody drug conjugate (ADC) candidates. Merck & Co., Inc. was founded in 1891 and is headquartered in Rahway, New Jersey.\",\n",
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       "     'title': 'Senior VP & Chief Marketing Officer for Merck Human Health',\n",
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       "   'ebitdaMargins': 0.21806,\n",
       "   'operatingMargins': 0.36486998,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': 0.8222},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03   9441200\n",
       "  2022-01-04  11981700\n",
       "  2022-01-05  17447900\n",
       "  2022-01-06  11359200\n",
       "  2022-01-07  15212000\n",
       "  ...              ...\n",
       "  2022-12-26         0\n",
       "  2022-12-27   5125800\n",
       "  2022-12-28   5107800\n",
       "  2022-12-29   4467200\n",
       "  2022-12-30   5498600\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'PEP',\n",
       "  'info': {'address1': '700 Anderson Hill Road',\n",
       "   'city': 'Purchase',\n",
       "   'state': 'NY',\n",
       "   'zip': '10577',\n",
       "   'country': 'United States',\n",
       "   'phone': '914 253 2000',\n",
       "   'website': 'https://www.pepsico.com',\n",
       "   'industry': 'Beverages - Non-Alcoholic',\n",
       "   'industryKey': 'beverages-non-alcoholic',\n",
       "   'industryDisp': 'Beverages - Non - Alcoholic',\n",
       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': \"PepsiCo, Inc. manufactures, markets, distributes, and sells various beverages and convenient foods worldwide. The company operates through seven segments: Frito-Lay North America; Quaker Foods North America; PepsiCo Beverages North America; Latin America; Europe; Africa, Middle East and South Asia; and Asia Pacific, Australia and New Zealand and China Region. It provides dips, cheese-flavored snacks, and spreads, as well as corn, potato, and tortilla chips; cereals, rice, pasta, mixes and syrups, granola bars, grits, oatmeal, rice cakes, simply granola, and side dishes; beverage concentrates, fountain syrups, and finished goods; ready-to-drink tea, coffee, and juices; dairy products; and sparkling water makers and related products. The company offers its products primarily under the Lay's, Doritos, Cheetos, Gatorade, Pepsi-Cola, Mountain Dew, Quaker, Aquafina, Emperador, Diet Mountain Dew, Diet Pepsi, Gatorade Zero, Propel, Marias Gamesa, Ruffles, Sabritas, Saladitas, Tostitos, 7UP, Diet 7UP, H2oh!, Manzanita Sol, Mirinda, Pepsi Black, San Carlos, Toddy, Walkers, Chipsy, Kurkure, Sasko, Spekko, White Star, Smith's, Sting, SodaStream, Lubimy Sad, Pepsi, and other brands. It serves wholesale and other distributors, foodservice customers, grocery stores, drug stores, convenience stores, discount/dollar stores, mass merchandisers, membership stores, hard discounters, e-commerce retailers and authorized independent bottlers, and others through a network of direct-store-delivery, customer warehouse, and distributor networks, as well as directly to consumers through e-commerce platforms and retailers. The company was founded in 1898 and is based in Purchase, New York.\",\n",
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       "     'title': 'Chairman & CEO',\n",
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       "     'title': 'Vice Chairman, Executive VP & CFO',\n",
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       "     'fiscalYear': 2022,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Kirk  Tanner',\n",
       "     'age': 53,\n",
       "     'title': 'Chief Executive Officer of PepsiCo Beverages North America',\n",
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       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Silviu Yeugeniu Popovici',\n",
       "     'age': 54,\n",
       "     'title': 'Chief Executive Officer of Europe',\n",
       "     'yearBorn': 1968,\n",
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       "    {'maxAge': 1,\n",
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       "     'title': 'Chief Executive Officer of PepsiCo Foods North America',\n",
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       "     'name': 'Mr. Gregg  Roden',\n",
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       "     'name': 'Mr. Rene  Lammers',\n",
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       "     'name': 'Mr. Seth  Cohen',\n",
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       "   'lastDividendDate': 1693440000,\n",
       "   'exchange': 'NMS',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'PEP',\n",
       "   'underlyingSymbol': 'PEP',\n",
       "   'shortName': 'Pepsico, Inc.',\n",
       "   'longName': 'PepsiCo, Inc.',\n",
       "   'firstTradeDateEpochUtc': 76253400,\n",
       "   'timeZoneFullName': 'America/New_York',\n",
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       "   'recommendationMean': 2.3,\n",
       "   'recommendationKey': 'buy',\n",
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       "   'totalDebt': 44773998592,\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  5488900\n",
       "  2022-01-04  4717600\n",
       "  2022-01-05  6564600\n",
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       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  3045000\n",
       "  2022-12-28  2694300\n",
       "  2022-12-29  2549200\n",
       "  2022-12-30  3136200\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'PFE',\n",
       "  'info': {'address1': '66 Hudson Boulevard East',\n",
       "   'city': 'New York',\n",
       "   'state': 'NY',\n",
       "   'zip': '10001-2192',\n",
       "   'country': 'United States',\n",
       "   'phone': '212 733 2323',\n",
       "   'website': 'https://www.pfizer.com',\n",
       "   'industry': 'Drug Manufacturers - General',\n",
       "   'industryKey': 'drug-manufacturers-general',\n",
       "   'industryDisp': 'Drug Manufacturers - General',\n",
       "   'sector': 'Healthcare',\n",
       "   'sectorKey': 'healthcare',\n",
       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"Pfizer Inc. discovers, develops, manufactures, markets, distributes, and sells biopharmaceutical products worldwide. It offers medicines and vaccines in various therapeutic areas, including cardiovascular metabolic, migraine, and women's health under the Eliquis, Nurtec ODT/Vydura, and the Premarin family brands; infectious diseases with unmet medical needs under the Prevnar family, Nimenrix, FSME/IMMUN-TicoVac, and Trumenba brands; and COVID-19 prevention and treatment, and potential future mRNA and antiviral products under the Comirnaty and Paxlovid brands. The company also provides medicines and vaccines in various therapeutic areas, such as biosimilars for chronic immune and inflammatory diseases under the Xeljanz, Enbrel, Inflectra, Eucrisa/Staquis, and Cibinqo brands; amyloidosis, hemophilia, endocrine diseases, and sickle cell disease under the Vyndaqel family, Oxbryta, BeneFIX, and Genotropin brands; sterile injectable and anti-infective medicines under the Sulperazon, Medrol, Zavicefta, Zithromax, Vfend, and Panzyga brands; and biologics, small molecules, immunotherapies, and biosimilars under the Ibrance, Xtandi, Inlyta, Retacrit, Lorbrena, and Braftovi brands. In addition, the company is involved in the contract manufacturing business. It serves wholesalers, retailers, hospitals, clinics, government agencies, pharmacies, individual provider offices, retail pharmacies, and integrated delivery systems, as well as disease control and prevention centers. The company has collaboration agreements with Bristol-Myers Squibb Company; Astellas Pharma US, Inc.; Myovant Sciences Ltd.; Merck KGaA; Valneva SE; BioNTech SE; and Arvinas, Inc., as well as strategic partnership with CSPC Pharmaceutical Group Limited to launch a local brand of the COVID-19 oral therapeutic treatment Nirmatrelvir/Ritonavir in China, and a collaboration with Carrick Therapeutics Limited. Pfizer Inc. was founded in 1849 and is headquartered in New York, New York.\",\n",
       "   'fullTimeEmployees': 83000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Dr. Albert  Bourla D.V.M., Ph.D.',\n",
       "     'age': 60,\n",
       "     'title': 'Chairman of the Board & CEO',\n",
       "     'yearBorn': 1962,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "     'title': 'Chief Financial Officer & Executive VP',\n",
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       "     'name': 'Dr. Mikael  Dolsten M.D., Ph.D.',\n",
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       "     'title': 'Chief Scientific Officer and President of Research & Development',\n",
       "     'yearBorn': 1958,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Angela  Hwang',\n",
       "     'age': 56,\n",
       "     'title': 'Chief Commercial Officer & President of Global Biopharmaceuticals Business',\n",
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       "     'name': 'Ms. Jennifer B. Damico',\n",
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       "     'title': 'Senior VP, Controller & Principal Accounting Officer',\n",
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       "     'name': 'Ms. Lidia L. Fonseca',\n",
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       "     'title': 'Executive VP and Chief Digital & Technology Officer',\n",
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       "     'title': 'Chief Investor Relations Officer',\n",
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       "   'currentPrice': 30.5,\n",
       "   'targetHighPrice': 75.0,\n",
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       "   'targetMeanPrice': 40.1,\n",
       "   'targetMedianPrice': 37.0,\n",
       "   'recommendationMean': 2.4,\n",
       "   'recommendationKey': 'buy',\n",
       "   'numberOfAnalystOpinions': 21,\n",
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       "   'totalCashPerShare': 7.825,\n",
       "   'ebitda': 13944999936,\n",
       "   'totalDebt': 64133001216,\n",
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       "   'returnOnAssets': 0.02391,\n",
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       "   'grossProfits': 66233000000,\n",
       "   'freeCashflow': -470249984,\n",
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       "   'operatingMargins': -0.62319,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': None},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03  57219200\n",
       "  2022-01-04  66993100\n",
       "  2022-01-05  52956400\n",
       "  2022-01-06  37000400\n",
       "  2022-01-07  27703400\n",
       "  ...              ...\n",
       "  2022-12-26         0\n",
       "  2022-12-27  12033800\n",
       "  2022-12-28  10053900\n",
       "  2022-12-29   8971300\n",
       "  2022-12-30  11396200\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'PG',\n",
       "  'info': {'address1': 'One Procter & Gamble Plaza',\n",
       "   'city': 'Cincinnati',\n",
       "   'state': 'OH',\n",
       "   'zip': '45202',\n",
       "   'country': 'United States',\n",
       "   'phone': '513 983 1100',\n",
       "   'website': 'https://www.pginvestor.com',\n",
       "   'industry': 'Household & Personal Products',\n",
       "   'industryKey': 'household-personal-products',\n",
       "   'industryDisp': 'Household & Personal Products',\n",
       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': 'The Procter & Gamble Company provides branded consumer packaged goods worldwide. It operates through five segments: Beauty; Grooming; Health Care; Fabric & Home Care; and Baby, Feminine & Family Care. The Beauty segment offers conditioners, shampoos, styling aids, and treatments under the Head & Shoulders, Herbal Essences, Pantene, and Rejoice brands; and antiperspirants and deodorants, personal cleansing, and skin care products under the Olay, Old Spice, Safeguard, Secret, and SK-II brands. The Grooming segment provides shave care products and appliances under the Braun, Gillette, and Venus brand names. The Health Care segment offers toothbrushes, toothpastes, and other oral care products under the Crest and Oral-B brand names; and gastrointestinal, rapid diagnostics, respiratory, vitamins/minerals/supplements, pain relief, and other personal health care products under the Metamucil, Neurobion, Pepto-Bismol, and Vicks brands. The Fabric & Home Care segment provides fabric enhancers, laundry additives, and laundry detergents under the Ariel, Downy, Gain, and Tide brands; and air care, dish care, P&G professional, and surface care products under the Cascade, Dawn, Fairy, Febreze, Mr. Clean, and Swiffer brands. The Baby, Feminine & Family Care segment offers baby wipes, taped diapers, and pants under the Luvs and Pampers brands; adult incontinence and feminine care products under the Always, Always Discreet, and Tampax brands; and paper towels, tissues, and toilet papers under the Bounty, Charmin, and Puffs brands. The company sells its products primarily through mass merchandisers, e-commerce, grocery stores, membership club stores, drug stores, department stores, distributors, wholesalers, specialty beauty stores, high-frequency stores, pharmacies, electronics stores, and professional channels, as well as directly to consumers. The Procter & Gamble Company was founded in 1837 and is headquartered in Cincinnati, Ohio.',\n",
       "   'fullTimeEmployees': 107000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Jon R. Moeller',\n",
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       "     'fiscalYear': 2023,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Andre  Schulten',\n",
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       "     'title': 'Chief Financial Officer',\n",
       "     'yearBorn': 1971,\n",
       "     'fiscalYear': 2023,\n",
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       "     'exercisedValue': 1319224,\n",
       "     'unexercisedValue': 7077850},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Shailesh G. Jejurikar',\n",
       "     'age': 55,\n",
       "     'title': 'Chief Operating Officer',\n",
       "     'yearBorn': 1967,\n",
       "     'fiscalYear': 2023,\n",
       "     'totalPay': 3044239,\n",
       "     'exercisedValue': 2347940,\n",
       "     'unexercisedValue': 25525736},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. R. Alexandra Keith',\n",
       "     'age': 54,\n",
       "     'title': 'Chief Executive Officer of Beauty & Executive Sponsor of Corporate Sustainability',\n",
       "     'yearBorn': 1968,\n",
       "     'fiscalYear': 2023,\n",
       "     'totalPay': 2555599,\n",
       "     'exercisedValue': 1847665,\n",
       "     'unexercisedValue': 2125512},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Ma. Fatima de Vera Francisco',\n",
       "     'age': 54,\n",
       "     'title': 'Chief Executive Officer of Baby, Feminine & Family Care and Executive Sponsor for Gender Equality',\n",
       "     'yearBorn': 1968,\n",
       "     'fiscalYear': 2023,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Matthew W. Janzaruk',\n",
       "     'age': 48,\n",
       "     'title': 'Senior VP & Chief Accounting Officer',\n",
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       "     'fiscalYear': 2023,\n",
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       "     'name': 'Mr. Vittorio  Cretella',\n",
       "     'title': 'Chief Information Officer',\n",
       "     'fiscalYear': 2023,\n",
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       "     'unexercisedValue': 0},\n",
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       "     'name': 'Mr. John T. Chevalier',\n",
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       "     'title': 'Chief Legal Officer & Secretary',\n",
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       "     'name': 'Mr. Ken  Patel',\n",
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       "   'trailingAnnualDividendYield': 0.024553038,\n",
       "   'currency': 'USD',\n",
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       "   'impliedSharesOutstanding': 2356890112,\n",
       "   'bookValue': 19.891,\n",
       "   'priceToBook': 7.610477,\n",
       "   'lastFiscalYearEnd': 1688083200,\n",
       "   'nextFiscalYearEnd': 1719705600,\n",
       "   'mostRecentQuarter': 1696032000,\n",
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       "   'netIncomeToCommon': 14954000384,\n",
       "   'trailingEps': 6.16,\n",
       "   'forwardEps': 6.91,\n",
       "   'pegRatio': 3.02,\n",
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       "   'enterpriseToEbitda': 16.93,\n",
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       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'PG',\n",
       "   'underlyingSymbol': 'PG',\n",
       "   'shortName': 'Procter & Gamble Company (The)',\n",
       "   'longName': 'The Procter & Gamble Company',\n",
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       "   'timeZoneFullName': 'America/New_York',\n",
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       "   'recommendationMean': 2.2,\n",
       "   'recommendationKey': 'buy',\n",
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       "   'ebitda': 22635999232,\n",
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       "   'debtToEquity': 74.73,\n",
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       "   'returnOnAssets': 0.10406999,\n",
       "   'returnOnEquity': 0.33203,\n",
       "   'grossProfits': 39246000000,\n",
       "   'freeCashflow': 13161624576,\n",
       "   'operatingCashflow': 17681999872,\n",
       "   'earningsGrowth': 0.161,\n",
       "   'revenueGrowth': 0.061,\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  9317300\n",
       "  2022-01-04  9253800\n",
       "  2022-01-05  9330200\n",
       "  2022-01-06  7556000\n",
       "  2022-01-07  6098500\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  4215100\n",
       "  2022-12-28  4197500\n",
       "  2022-12-29  3809100\n",
       "  2022-12-30  4532000\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'PM',\n",
       "  'info': {'address1': '677 Washington Boulevard',\n",
       "   'address2': 'Suite 1100',\n",
       "   'city': 'Stamford',\n",
       "   'state': 'CT',\n",
       "   'zip': '06901',\n",
       "   'country': 'United States',\n",
       "   'phone': '203 905 2410',\n",
       "   'website': 'https://www.pmi.com',\n",
       "   'industry': 'Tobacco',\n",
       "   'industryKey': 'tobacco',\n",
       "   'industryDisp': 'Tobacco',\n",
       "   'sector': 'Consumer Defensive',\n",
       "   'sectorKey': 'consumer-defensive',\n",
       "   'sectorDisp': 'Consumer Defensive',\n",
       "   'longBusinessSummary': \"Philip Morris International Inc. operates as a tobacco company working to delivers a smoke-free future and evolving portfolio for the long-term to include products outside of the tobacco and nicotine sector. The company's product portfolio primarily consists of cigarettes and smoke-free products, including heat-not-burn, vapor, and oral nicotine products primarily under the IQOS and ZYN brands; and consumer accessories, such as lighters and matches. It also offers wellness and healthcare products. Philip Morris International Inc. was incorporated in 1987 and is headquartered in Stamford, Connecticut.\",\n",
       "   'fullTimeEmployees': 79800,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Andre  Calantzopoulos',\n",
       "     'age': 64,\n",
       "     'title': 'Executive Chairman of the Board',\n",
       "     'yearBorn': 1958,\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Jacek  Olczak',\n",
       "     'age': 57,\n",
       "     'title': 'CEO & Director',\n",
       "     'yearBorn': 1965,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 6023816,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Emmanuel  Babeau',\n",
       "     'age': 55,\n",
       "     'title': 'Chief Financial Officer',\n",
       "     'yearBorn': 1967,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 3539574,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Frederic  de Wilde',\n",
       "     'age': 55,\n",
       "     'title': 'President of South & Southeast Asia, Commonwealth of Ind. States and Middle East & Africa Region',\n",
       "     'yearBorn': 1967,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Stefano  Volpetti',\n",
       "     'age': 50,\n",
       "     'title': 'President of Smoke-Free Inhalable Products & Chief Consumer Officer',\n",
       "     'yearBorn': 1972,\n",
       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Scott  Coutts',\n",
       "     'title': 'Senior Vice President of Operations',\n",
       "     'fiscalYear': 2022,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Frank  De Rooij',\n",
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       "     'title': 'Vice President of Treasury & Corporate Finance',\n",
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       "     'name': 'Prof. Manuel C. Peitsch',\n",
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       "     'title': 'Chief Digital & Information Officer',\n",
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       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'PM',\n",
       "   'underlyingSymbol': 'PM',\n",
       "   'shortName': 'Philip Morris International Inc',\n",
       "   'longName': 'Philip Morris International Inc.',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  4790300\n",
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       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'PYPL',\n",
       "  'info': {'address1': '2211 North First Street',\n",
       "   'city': 'San Jose',\n",
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       "   'country': 'United States',\n",
       "   'phone': '408 967 1000',\n",
       "   'website': 'https://www.paypal.com',\n",
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       "   'longBusinessSummary': 'PayPal Holdings, Inc. operates a technology platform that enables digital payments on behalf of merchants and consumers worldwide. The company provides payment solutions under the PayPal, PayPal Credit, Braintree, Venmo, Xoom, PayPal Zettle, Hyperwallet, PayPal Honey, and Paidy names. Its payments platform allows consumers to send and receive payments in approximately 200 markets and in approximately 150 currencies, withdraw funds to their bank accounts in 56 currencies, and hold balances in their PayPal accounts in 25 currencies. The company was founded in 1998 and is headquartered in San Jose, California.',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03  12788200\n",
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       "  ...              ...\n",
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       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'QCOM',\n",
       "  'info': {'address1': '5775 Morehouse Drive',\n",
       "   'city': 'San Diego',\n",
       "   'state': 'CA',\n",
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       "   'ebitdaMargins': 0.29198998,\n",
       "   'operatingMargins': 0.23021999,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': 0.8494},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-03   5990200\n",
       "  2022-01-04   8484200\n",
       "  2022-01-05  17141200\n",
       "  2022-01-06   9117700\n",
       "  2022-01-07   7386200\n",
       "  ...              ...\n",
       "  2022-12-26         0\n",
       "  2022-12-27   6158100\n",
       "  2022-12-28   5395600\n",
       "  2022-12-29   6668600\n",
       "  2022-12-30   5642300\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'RY.TO',\n",
       "  'info': {'address1': 'Royal Bank Plaza',\n",
       "   'address2': '200 Bay Street',\n",
       "   'city': 'Toronto',\n",
       "   'state': 'ON',\n",
       "   'zip': 'M5J 2J5',\n",
       "   'country': 'Canada',\n",
       "   'phone': '888-212-5533',\n",
       "   'website': 'https://www.rbc.com',\n",
       "   'industry': 'Banks - Diversified',\n",
       "   'industryKey': 'banks-diversified',\n",
       "   'industryDisp': 'Banks - Diversified',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': \"Royal Bank of Canada operates as a diversified financial service company worldwide. The company's Personal & Commercial Banking segment offers checking and savings accounts, home equity financing, personal lending, private banking, indirect lending, including auto financing, mutual funds and self-directed brokerage accounts, guaranteed investment certificates, credit cards, and payment products and solutions; and lending, leasing, deposit, investment, foreign exchange, cash management, auto dealer financing, trade products, and services to small and medium-sized commercial businesses. This segment offers financial products and services through branches, automated teller machines, and mobile sales network. Its Wealth Management segment provides a suite of advice-based solutions and strategies to high net worth and ultra-high net worth individuals, and institutional clients. The company's Insurance segment offers life, health, home, auto, travel, wealth, annuities, and reinsurance advice and solutions; and business insurance services to individual, business, and group clients through its advice centers, RBC insurance stores, and mobile advisors; digital, mobile, and social platforms; independent brokers; and travel partners. Its Investor & Treasury Services segment provides asset servicing, custody, payments, and treasury services to financial and other investors; and fund and investment administration, shareholder, private capital, performance measurement and compliance monitoring, distribution, transaction banking, cash and liquidity management, foreign exchange, and global securities finance services. The company's Capital Markets segment offers corporate and investment banking, as well as equity and debt origination, distribution, advisory services, sale, and trading services for corporations, institutional investors, asset managers, private equity firms, and governments. The company was founded in 1864 and is headquartered in Toronto, Canada.\",\n",
       "   'fullTimeEmployees': 93753,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. David I. McKay',\n",
       "     'age': 59,\n",
       "     'title': 'President, CEO & Director',\n",
       "     'yearBorn': 1963,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 4537377,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Nadine  Ahn',\n",
       "     'age': 51,\n",
       "     'title': 'Chief Financial Officer',\n",
       "     'yearBorn': 1971,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1547306,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Douglas Antony Guzman',\n",
       "     'title': 'Group Head of Wealth Management & Insurance',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1750125,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Neil  McLaughlin',\n",
       "     'title': 'Group Head of Personal & Commercial Banking',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2151501,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Derek  Neldner CFA',\n",
       "     'title': 'Group Head & CEO of RBC Capital Markets',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 3434500,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Bruce  Ross',\n",
       "     'title': 'Group Head of Technology & Operations',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1452329,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Christoph  Knoess',\n",
       "     'title': 'Chief Administrative & Strategy Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Asim  Imran',\n",
       "     'title': 'VP & Head of Investor Relations',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Maria  Douvas',\n",
       "     'title': 'Chief Legal Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Amy  Cairncross',\n",
       "     'title': 'Senior Vice President of Communications',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0}],\n",
       "   'auditRisk': 4,\n",
       "   'boardRisk': 3,\n",
       "   'compensationRisk': 2,\n",
       "   'shareHolderRightsRisk': 4,\n",
       "   'overallRisk': 2,\n",
       "   'governanceEpochDate': 1698796800,\n",
       "   'compensationAsOfEpochDate': 1672444800,\n",
       "   'maxAge': 86400,\n",
       "   'priceHint': 2,\n",
       "   'previousClose': 118.66,\n",
       "   'open': 118.61,\n",
       "   'dayLow': 118.08,\n",
       "   'dayHigh': 119.45,\n",
       "   'regularMarketPreviousClose': 118.66,\n",
       "   'regularMarketOpen': 118.61,\n",
       "   'regularMarketDayLow': 118.08,\n",
       "   'regularMarketDayHigh': 119.45,\n",
       "   'dividendRate': 5.4,\n",
       "   'dividendYield': 0.045500003,\n",
       "   'exDividendDate': 1698192000,\n",
       "   'payoutRatio': 0.5092,\n",
       "   'fiveYearAvgDividendYield': 3.9,\n",
       "   'beta': 0.792,\n",
       "   'trailingPE': 11.493719,\n",
       "   'forwardPE': 10.299567,\n",
       "   'volume': 1499404,\n",
       "   'regularMarketVolume': 1499404,\n",
       "   'averageVolume': 3938695,\n",
       "   'averageVolume10days': 3329220,\n",
       "   'averageDailyVolume10Day': 3329220,\n",
       "   'bid': 118.98,\n",
       "   'ask': 119.05,\n",
       "   'bidSize': 0,\n",
       "   'askSize': 0,\n",
       "   'marketCap': 165981323264,\n",
       "   'fiftyTwoWeekLow': 107.92,\n",
       "   'fiftyTwoWeekHigh': 140.18,\n",
       "   'priceToSalesTrailing12Months': 3.1000788,\n",
       "   'fiftyDayAverage': 116.4678,\n",
       "   'twoHundredDayAverage': 125.61805,\n",
       "   'trailingAnnualDividendRate': 5.27,\n",
       "   'trailingAnnualDividendYield': 0.044412605,\n",
       "   'currency': 'CAD',\n",
       "   'enterpriseValue': -76544729088,\n",
       "   'profitMargins': 0.2728,\n",
       "   'floatShares': 1395084690,\n",
       "   'sharesOutstanding': 1395270016,\n",
       "   'sharesShort': 10887777,\n",
       "   'sharesShortPriorMonth': 9119443,\n",
       "   'sharesShortPreviousMonthDate': 1697155200,\n",
       "   'dateShortInterest': 1700006400,\n",
       "   'sharesPercentSharesOut': 0.0078,\n",
       "   'heldPercentInsiders': 4.0000003e-05,\n",
       "   'heldPercentInstitutions': 0.48991,\n",
       "   'shortRatio': 2.01,\n",
       "   'impliedSharesOutstanding': 1395270016,\n",
       "   'bookValue': 75.277,\n",
       "   'priceToBook': 1.5802968,\n",
       "   'lastFiscalYearEnd': 1667174400,\n",
       "   'nextFiscalYearEnd': 1698710400,\n",
       "   'mostRecentQuarter': 1690761600,\n",
       "   'earningsQuarterlyGrowth': 0.083,\n",
       "   'netIncomeToCommon': 14369999872,\n",
       "   'trailingEps': 10.35,\n",
       "   'forwardEps': 11.55,\n",
       "   'pegRatio': 2.79,\n",
       "   'lastSplitFactor': '2:1',\n",
       "   'lastSplitDate': 1143072000,\n",
       "   'enterpriseToRevenue': -1.43,\n",
       "   '52WeekChange': -0.11979824,\n",
       "   'SandP52WeekChange': 0.13176453,\n",
       "   'lastDividendValue': 1.35,\n",
       "   'lastDividendDate': 1698192000,\n",
       "   'exchange': 'TOR',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'RY.TO',\n",
       "   'underlyingSymbol': 'RY.TO',\n",
       "   'shortName': 'ROYAL BANK OF CANADA',\n",
       "   'longName': 'Royal Bank of Canada',\n",
       "   'firstTradeDateEpochUtc': 789921000,\n",
       "   'timeZoneFullName': 'America/Toronto',\n",
       "   'timeZoneShortName': 'EST',\n",
       "   'uuid': 'a030ea8b-0103-3bfd-9c5c-3b94b2f671e6',\n",
       "   'messageBoardId': 'finmb_109809',\n",
       "   'gmtOffSetMilliseconds': -18000000,\n",
       "   'currentPrice': 118.96,\n",
       "   'targetHighPrice': 142.0,\n",
       "   'targetLowPrice': 122.0,\n",
       "   'targetMeanPrice': 132.6,\n",
       "   'targetMedianPrice': 132.5,\n",
       "   'recommendationMean': 2.5,\n",
       "   'recommendationKey': 'buy',\n",
       "   'numberOfAnalystOpinions': 12,\n",
       "   'totalCash': 712436023296,\n",
       "   'totalCashPerShare': 510.609,\n",
       "   'totalDebt': 462911012864,\n",
       "   'totalRevenue': 53540999168,\n",
       "   'revenuePerShare': 38.578,\n",
       "   'returnOnAssets': 0.00769,\n",
       "   'returnOnEquity': 0.13508001,\n",
       "   'grossProfits': 48501000000,\n",
       "   'operatingCashflow': -21330999296,\n",
       "   'earningsGrowth': 0.088,\n",
       "   'revenueGrowth': 0.176,\n",
       "   'grossMargins': 0.0,\n",
       "   'ebitdaMargins': 0.0,\n",
       "   'operatingMargins': 0.36056,\n",
       "   'financialCurrency': 'CAD',\n",
       "   'trailingPegRatio': None},\n",
       "  'close':                  Close\n",
       "  Date                  \n",
       "  2022-01-04  136.839996\n",
       "  2022-01-05  138.320007\n",
       "  2022-01-06  139.809998\n",
       "  2022-01-07  141.750000\n",
       "  2022-01-10  142.529999\n",
       "  ...                ...\n",
       "  2022-12-22  127.730003\n",
       "  2022-12-23  128.279999\n",
       "  2022-12-28  127.709999\n",
       "  2022-12-29  128.660004\n",
       "  2022-12-30  127.300003\n",
       "  \n",
       "  [250 rows x 1 columns],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-04  3985400\n",
       "  2022-01-05  4038500\n",
       "  2022-01-06  3194500\n",
       "  2022-01-07  2722100\n",
       "  2022-01-08        0\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27        0\n",
       "  2022-12-28  3163800\n",
       "  2022-12-29  3256100\n",
       "  2022-12-30  3545800\n",
       "  \n",
       "  [361 rows x 1 columns]},\n",
       " {'ticker': 'SHOP.TO',\n",
       "  'info': {'address1': \"151 O'Connor Street\",\n",
       "   'address2': 'Ground floor',\n",
       "   'city': 'Ottawa',\n",
       "   'state': 'ON',\n",
       "   'zip': 'K2P 2L8',\n",
       "   'country': 'Canada',\n",
       "   'website': 'https://www.shopify.com',\n",
       "   'industry': 'Software - Application',\n",
       "   'industryKey': 'software-application',\n",
       "   'industryDisp': 'Software - Application',\n",
       "   'sector': 'Technology',\n",
       "   'sectorKey': 'technology',\n",
       "   'sectorDisp': 'Technology',\n",
       "   'longBusinessSummary': \"Shopify Inc., a commerce company, provides a commerce platform and services in Canada, the United States, Europe, the Middle East, Africa, the Asia Pacific, and Latin America. The company's platform enables merchants to displays, manages, markets, and sells its products through various sales channels, including web and mobile storefronts, physical retail locations, pop-up shops, social media storefronts, native mobile apps, buy buttons, and marketplaces; and enables to manage products and inventory, process orders and payments, fulfill and ship orders, new buyers and build customer relationships, source products, leverage analytics and reporting, manage cash, payments and transactions, and access financing. It also sells custom themes and apps, and registration of domain names; and merchant solutions, which include accepting payments, shipping and fulfillment, and securing working capital. The company was formerly known as Jaded Pixel Technologies Inc. and changed its name to Shopify Inc. in November 2011. Shopify Inc. was incorporated in 2004 and is headquartered in Ottawa, Canada.\",\n",
       "   'fullTimeEmployees': 11600,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Tobias  Lütke',\n",
       "     'age': 41,\n",
       "     'title': 'Founder, Chairman & CEO',\n",
       "     'yearBorn': 1981,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Harley  Finkelstein',\n",
       "     'age': 39,\n",
       "     'title': 'President',\n",
       "     'yearBorn': 1983,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 909884,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Jeff J. Hoffmeister CPA',\n",
       "     'title': 'Chief Financial Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 960323,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Kasra  Nejatian',\n",
       "     'title': 'VP of Product & COO',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 584005,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Jessica R. Hertz',\n",
       "     'title': 'General Counsel & Corporate Secretary',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 753136,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Carrie  Gillard',\n",
       "     'title': 'Director of Investor Relations',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Bharati  Balakrishnan',\n",
       "     'title': 'Country Head & Director- India',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Loren  Padelford',\n",
       "     'age': 44,\n",
       "     'title': 'GM & VP of Shopify Plus',\n",
       "     'yearBorn': 1978,\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Arpan  Podduturi',\n",
       "     'title': 'Director of Product',\n",
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       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Thomas  Epting',\n",
       "     'title': 'Director of Product for Shopify Fulfillment Network',\n",
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       "   'auditRisk': 5,\n",
       "   'boardRisk': 7,\n",
       "   'compensationRisk': 10,\n",
       "   'shareHolderRightsRisk': 10,\n",
       "   'overallRisk': 10,\n",
       "   'governanceEpochDate': 1698796800,\n",
       "   'compensationAsOfEpochDate': 1672444800,\n",
       "   'maxAge': 86400,\n",
       "   'priceHint': 2,\n",
       "   'previousClose': 96.7,\n",
       "   'open': 96.11,\n",
       "   'dayLow': 95.61,\n",
       "   'dayHigh': 96.89,\n",
       "   'regularMarketPreviousClose': 96.7,\n",
       "   'regularMarketOpen': 96.11,\n",
       "   'regularMarketDayLow': 95.61,\n",
       "   'regularMarketDayHigh': 96.89,\n",
       "   'payoutRatio': 0.0,\n",
       "   'beta': 2.079,\n",
       "   'forwardPE': 68.75715,\n",
       "   'volume': 2153641,\n",
       "   'regularMarketVolume': 2153641,\n",
       "   'averageVolume': 3478063,\n",
       "   'averageVolume10days': 3004280,\n",
       "   'averageDailyVolume10Day': 3004280,\n",
       "   'bid': 96.12,\n",
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       "   'bidSize': 0,\n",
       "   'askSize': 0,\n",
       "   'marketCap': 124221603840,\n",
       "   'fiftyTwoWeekLow': 44.06,\n",
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       "   'priceToSalesTrailing12Months': 18.677513,\n",
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       "   'twoHundredDayAverage': 75.25595,\n",
       "   'trailingAnnualDividendRate': 0.0,\n",
       "   'trailingAnnualDividendYield': 0.0,\n",
       "   'currency': 'CAD',\n",
       "   'enterpriseValue': 120443494400,\n",
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       "   'floatShares': 1203298687,\n",
       "   'sharesOutstanding': 1205049984,\n",
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       "   'sharesShortPriorMonth': 9370047,\n",
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       "   'dateShortInterest': 1700006400,\n",
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       "   'impliedSharesOutstanding': 1290480000,\n",
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       "   'lastFiscalYearEnd': 1672444800,\n",
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       "   'netIncomeToCommon': -1148418048,\n",
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       "   'lastSplitFactor': '10:1',\n",
       "   'lastSplitDate': 1656460800,\n",
       "   'enterpriseToRevenue': 18.109,\n",
       "   'enterpriseToEbitda': -1563.47,\n",
       "   '52WeekChange': 0.9662465,\n",
       "   'SandP52WeekChange': 0.13176453,\n",
       "   'exchange': 'TOR',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'SHOP.TO',\n",
       "   'underlyingSymbol': 'SHOP.TO',\n",
       "   'shortName': 'SHOPIFY INC',\n",
       "   'longName': 'Shopify Inc.',\n",
       "   'firstTradeDateEpochUtc': 1432215000,\n",
       "   'timeZoneFullName': 'America/Toronto',\n",
       "   'timeZoneShortName': 'EST',\n",
       "   'uuid': 'e3f6bd9d-a83e-3e02-918f-f28294f8b2b1',\n",
       "   'messageBoardId': 'finmb_84159238',\n",
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       "   'currentPrice': 96.26,\n",
       "   'targetHighPrice': 109.54,\n",
       "   'targetLowPrice': 78.02,\n",
       "   'targetMeanPrice': 93.68,\n",
       "   'targetMedianPrice': 93.59,\n",
       "   'recommendationMean': 2.4,\n",
       "   'recommendationKey': 'buy',\n",
       "   'numberOfAnalystOpinions': 4,\n",
       "   'totalCash': 4918000128,\n",
       "   'totalCashPerShare': 3.828,\n",
       "   'ebitda': -77036000,\n",
       "   'totalDebt': 1122000000,\n",
       "   'quickRatio': 6.063,\n",
       "   'currentRatio': 7.231,\n",
       "   'totalRevenue': 6650864128,\n",
       "   'debtToEquity': 13.544,\n",
       "   'revenuePerShare': 5.202,\n",
       "   'returnOnAssets': -0.00949,\n",
       "   'returnOnEquity': -0.13529,\n",
       "   'grossProfits': 2754119000,\n",
       "   'freeCashflow': 376315616,\n",
       "   'operatingCashflow': 593552000,\n",
       "   'revenueGrowth': 0.255,\n",
       "   'grossMargins': 0.48883,\n",
       "   'ebitdaMargins': -0.01158,\n",
       "   'operatingMargins': 0.13069001,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': None},\n",
       "  'close':                  Close\n",
       "  Date                  \n",
       "  2022-01-04  155.223007\n",
       "  2022-01-05  151.345001\n",
       "  2022-01-06  148.746994\n",
       "  2022-01-07  144.617996\n",
       "  2022-01-10  143.389008\n",
       "  ...                ...\n",
       "  2022-12-22   47.259998\n",
       "  2022-12-23   45.830002\n",
       "  2022-12-28   44.400002\n",
       "  2022-12-29   47.560001\n",
       "  2022-12-30   47.009998\n",
       "  \n",
       "  [250 rows x 1 columns],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-04  3909000\n",
       "  2022-01-05  2540000\n",
       "  2022-01-06  2126000\n",
       "  2022-01-07  2718000\n",
       "  2022-01-08        0\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27        0\n",
       "  2022-12-28  3769800\n",
       "  2022-12-29  3258500\n",
       "  2022-12-30  3633100\n",
       "  \n",
       "  [361 rows x 1 columns]},\n",
       " {'ticker': 'T.TO',\n",
       "  'info': {'address1': '510 West Georgia Street',\n",
       "   'address2': 'Floor 23',\n",
       "   'city': 'Vancouver',\n",
       "   'state': 'BC',\n",
       "   'zip': 'V6B 0M3',\n",
       "   'country': 'Canada',\n",
       "   'website': 'https://www.telus.com',\n",
       "   'industry': 'Telecom Services',\n",
       "   'industryKey': 'telecom-services',\n",
       "   'industryDisp': 'Telecom Services',\n",
       "   'sector': 'Communication Services',\n",
       "   'sectorKey': 'communication-services',\n",
       "   'sectorDisp': 'Communication Services',\n",
       "   'longBusinessSummary': 'TELUS Corporation, together with its subsidiaries, provides a range of telecommunications and information technology products and services in Canada. It operates through Technology Solutions and Digitally-Led Customer Experiences segments. The Technology Solutions segment offers a range of telecommunications products and services; network services; mobile technologies equipment; data services, such as internet protocol; television; hosting, managed information technology, and cloud-based services; software, data management, and data analytics-driven smart food-chain and consumer goods technologies; home and business security; healthcare software and technology solutions; and voice and other telecommunications services. The Digitally-Led Customer Experiences segment provides digital customer experience and digital-enablement transformation solutions, including artificial intelligence and content management solutions. The company was formerly known as TELUS Communications Inc. and changed its name to TELUS Corporation in February 2005. TELUS Corporation was incorporated in 1998 and is based in Vancouver, Canada.',\n",
       "   'fullTimeEmployees': 108500,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Darren  Entwistle B.A., LL.D., M.B.A.',\n",
       "     'age': 58,\n",
       "     'title': 'President, CEO & Director',\n",
       "     'yearBorn': 1964,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2829445,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Douglas  French',\n",
       "     'age': 56,\n",
       "     'title': 'Executive VP & CFO',\n",
       "     'yearBorn': 1966,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1379309,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Tony  Geheran',\n",
       "     'age': 59,\n",
       "     'title': 'COO & EVP',\n",
       "     'yearBorn': 1963,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1391305,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Navin  Arora',\n",
       "     'age': 50,\n",
       "     'title': 'Executive VP & President of Business Solutions',\n",
       "     'yearBorn': 1972,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1011442,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Zainul  Mawji',\n",
       "     'title': 'EVP & President of Telus Consumer Solutions',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 954275,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Robert  Mitchell',\n",
       "     'title': 'Head of Investor Relations',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Andrea Louise Wood LLB LLM',\n",
       "     'title': 'Chief Legal & Governance Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Jill  Schnarr',\n",
       "     'title': 'Chief Communications & Brand Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Sandy  McIntosh',\n",
       "     'title': 'Executive VP of People & Culture and Chief Human Resources Officer',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Francois  Cote',\n",
       "     'age': 64,\n",
       "     'title': 'Executive Vice President',\n",
       "     'yearBorn': 1958,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 564933,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0}],\n",
       "   'auditRisk': 3,\n",
       "   'boardRisk': 2,\n",
       "   'compensationRisk': 3,\n",
       "   'shareHolderRightsRisk': 3,\n",
       "   'overallRisk': 2,\n",
       "   'governanceEpochDate': 1698796800,\n",
       "   'compensationAsOfEpochDate': 1672444800,\n",
       "   'maxAge': 86400,\n",
       "   'priceHint': 2,\n",
       "   'previousClose': 24.04,\n",
       "   'open': 24.01,\n",
       "   'dayLow': 23.965,\n",
       "   'dayHigh': 24.14,\n",
       "   'regularMarketPreviousClose': 24.04,\n",
       "   'regularMarketOpen': 24.01,\n",
       "   'regularMarketDayLow': 23.965,\n",
       "   'regularMarketDayHigh': 24.14,\n",
       "   'dividendRate': 1.5,\n",
       "   'dividendYield': 0.0626,\n",
       "   'exDividendDate': 1701993600,\n",
       "   'payoutRatio': 2.647,\n",
       "   'fiveYearAvgDividendYield': 4.72,\n",
       "   'beta': 0.682,\n",
       "   'trailingPE': 44.555553,\n",
       "   'forwardPE': 21.872726,\n",
       "   'volume': 1352743,\n",
       "   'regularMarketVolume': 1352743,\n",
       "   'averageVolume': 2447555,\n",
       "   'averageVolume10days': 1709450,\n",
       "   'averageDailyVolume10Day': 1709450,\n",
       "   'bid': 24.07,\n",
       "   'ask': 24.08,\n",
       "   'bidSize': 0,\n",
       "   'askSize': 0,\n",
       "   'marketCap': 35007299584,\n",
       "   'fiftyTwoWeekLow': 21.16,\n",
       "   'fiftyTwoWeekHigh': 29.15,\n",
       "   'priceToSalesTrailing12Months': 1.7616395,\n",
       "   'fiftyDayAverage': 23.013,\n",
       "   'twoHundredDayAverage': 25.2478,\n",
       "   'trailingAnnualDividendRate': 1.429,\n",
       "   'trailingAnnualDividendYield': 0.059442595,\n",
       "   'currency': 'CAD',\n",
       "   'enterpriseValue': 62923198464,\n",
       "   'profitMargins': 0.040310003,\n",
       "   'floatShares': 1453443150,\n",
       "   'sharesOutstanding': 1455000064,\n",
       "   'sharesShort': 56587894,\n",
       "   'sharesShortPriorMonth': 57325958,\n",
       "   'sharesShortPreviousMonthDate': 1697155200,\n",
       "   'dateShortInterest': 1700006400,\n",
       "   'sharesPercentSharesOut': 0.038900003,\n",
       "   'heldPercentInsiders': 0.00017000001,\n",
       "   'heldPercentInstitutions': 0.56726,\n",
       "   'shortRatio': 27.96,\n",
       "   'impliedSharesOutstanding': 1463480064,\n",
       "   'bookValue': 11.214,\n",
       "   'priceToBook': 2.1455324,\n",
       "   'lastFiscalYearEnd': 1672444800,\n",
       "   'nextFiscalYearEnd': 1703980800,\n",
       "   'mostRecentQuarter': 1696032000,\n",
       "   'earningsQuarterlyGrowth': -0.735,\n",
       "   'netIncomeToCommon': 801000000,\n",
       "   'trailingEps': 0.54,\n",
       "   'forwardEps': 1.1,\n",
       "   'pegRatio': 4.3,\n",
       "   'lastSplitFactor': '2:1',\n",
       "   'lastSplitDate': 1584489600,\n",
       "   'enterpriseToRevenue': 3.166,\n",
       "   'enterpriseToEbitda': 13.303,\n",
       "   '52WeekChange': -0.1721763,\n",
       "   'SandP52WeekChange': 0.13176453,\n",
       "   'lastDividendValue': 0.364,\n",
       "   'lastDividendDate': 1694044800,\n",
       "   'exchange': 'TOR',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'T.TO',\n",
       "   'underlyingSymbol': 'T.TO',\n",
       "   'shortName': 'TELUS CORPORATION',\n",
       "   'longName': 'TELUS Corporation',\n",
       "   'firstTradeDateEpochUtc': 789921000,\n",
       "   'timeZoneFullName': 'America/Toronto',\n",
       "   'timeZoneShortName': 'EST',\n",
       "   'uuid': '581aa5df-00aa-3335-b7f9-a711f61bc185',\n",
       "   'messageBoardId': 'finmb_598689',\n",
       "   'gmtOffSetMilliseconds': -18000000,\n",
       "   'currentPrice': 24.06,\n",
       "   'targetHighPrice': 30.0,\n",
       "   'targetLowPrice': 24.0,\n",
       "   'targetMeanPrice': 26.76,\n",
       "   'targetMedianPrice': 26.9,\n",
       "   'recommendationMean': 2.1,\n",
       "   'recommendationKey': 'buy',\n",
       "   'numberOfAnalystOpinions': 17,\n",
       "   'totalCash': 1208000000,\n",
       "   'totalCashPerShare': 0.83,\n",
       "   'ebitda': 4729999872,\n",
       "   'totalDebt': 27964000256,\n",
       "   'quickRatio': 0.524,\n",
       "   'currentRatio': 0.665,\n",
       "   'totalRevenue': 19872000000,\n",
       "   'debtToEquity': 159.74,\n",
       "   'revenuePerShare': 13.776,\n",
       "   'returnOnAssets': 0.0337,\n",
       "   'returnOnEquity': 0.04654,\n",
       "   'grossProfits': 6518000000,\n",
       "   'freeCashflow': 1493250048,\n",
       "   'operatingCashflow': 4311000064,\n",
       "   'earningsGrowth': -0.755,\n",
       "   'revenueGrowth': 0.075,\n",
       "   'grossMargins': 0.34642,\n",
       "   'ebitdaMargins': 0.23802,\n",
       "   'operatingMargins': 0.16112,\n",
       "   'financialCurrency': 'CAD',\n",
       "   'trailingPegRatio': None},\n",
       "  'close':                 Close\n",
       "  Date                 \n",
       "  2022-01-04  29.760000\n",
       "  2022-01-05  29.760000\n",
       "  2022-01-06  29.799999\n",
       "  2022-01-07  29.660000\n",
       "  2022-01-10  29.480000\n",
       "  ...               ...\n",
       "  2022-12-22  26.680000\n",
       "  2022-12-23  26.740000\n",
       "  2022-12-28  26.139999\n",
       "  2022-12-29  26.410000\n",
       "  2022-12-30  26.129999\n",
       "  \n",
       "  [250 rows x 1 columns],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-04  1812200\n",
       "  2022-01-05  1834100\n",
       "  2022-01-06  1331000\n",
       "  2022-01-07  1232700\n",
       "  2022-01-08        0\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27        0\n",
       "  2022-12-28  2036500\n",
       "  2022-12-29  1083000\n",
       "  2022-12-30  2551200\n",
       "  \n",
       "  [361 rows x 1 columns]},\n",
       " {'ticker': 'TD.TO',\n",
       "  'info': {'address1': 'TD Bank Tower',\n",
       "   'address2': 'Toronto-Dominion Centre',\n",
       "   'city': 'Toronto',\n",
       "   'state': 'ON',\n",
       "   'zip': 'M5K 1A2',\n",
       "   'country': 'Canada',\n",
       "   'website': 'https://www.td.com',\n",
       "   'industry': 'Banks - Diversified',\n",
       "   'industryKey': 'banks-diversified',\n",
       "   'industryDisp': 'Banks - Diversified',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': \"The Toronto-Dominion Bank, together with its subsidiaries, provides various financial products and services in Canada, the United States, and internationally. It operates through three segments: Canadian Retail, U.S. Retail, and Wholesale Banking. The company offers personal deposits, such as chequing, savings, and investment products; financing, investment, cash management, international trade, and day-to-day banking services to businesses; and financing options to customers at point of sale for automotive and recreational vehicle purchases. It also provides credit cards and payments; real estate secured lending, auto finance, and consumer lending services; point-of-sale payment solutions for large and small businesses; wealth and asset management products, and advice to retail and institutional clients through direct investing, advice-based, and asset management businesses; and property and casualty insurance, as well as life and health insurance products. The company also provides capital markets, and corporate and investment banking products and services, including underwriting and distribution of new debt and equity issues; advice on strategic acquisitions and divestitures; and trading, funding, and investment services to corporations, governments, and institutions. It offers its products and services under the TD Bank and America's Most Convenient Bank brand names. It has a strategic alliance with Canada Post Corporation. The Toronto-Dominion Bank was founded in 1855 and is headquartered in Toronto, Canada.\",\n",
       "   'fullTimeEmployees': 103094,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Bharat B. Masrani',\n",
       "     'age': 65,\n",
       "     'title': 'Group President, CEO & Director',\n",
       "     'yearBorn': 1957,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 4253264,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Kelvin Vi Luan Tran',\n",
       "     'title': 'Group Head & CFO',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 1771760,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Riaz E. Ahmed',\n",
       "     'title': 'Group Head of Wholesale Banking',\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 3548143,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Leovigildo  Salom',\n",
       "     'title': \"Group Head U.S. Retail and President & CEO of America's Most Convenient Bank\",\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 4617444,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Michael G. Rhodes',\n",
       "     'age': 56,\n",
       "     'title': 'Group Head of Canadian Personal Banking',\n",
       "     'yearBorn': 1966,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 3277194,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Salma  Salman',\n",
       "     'title': 'Chief Accountant & Senior VP of Finance',\n",
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       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Greg  Keeley',\n",
       "     'title': 'Senior Executive Vice President of Technology & Platforms',\n",
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       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Judy  Dinn',\n",
       "     'title': 'Chief Information Officer',\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Brooke  Hales',\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Jane A. Langford',\n",
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       "   'currency': 'CAD',\n",
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       "   'lastDividendDate': 1688688000,\n",
       "   'exchange': 'TOR',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'TD.TO',\n",
       "   'underlyingSymbol': 'TD.TO',\n",
       "   'shortName': 'TORONTO-DOMINION BANK',\n",
       "   'longName': 'The Toronto-Dominion Bank',\n",
       "   'firstTradeDateEpochUtc': 789921000,\n",
       "   'timeZoneFullName': 'America/Toronto',\n",
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       "   'targetMedianPrice': 92.5,\n",
       "   'recommendationMean': 2.4,\n",
       "   'recommendationKey': 'buy',\n",
       "   'numberOfAnalystOpinions': 12,\n",
       "   'totalCash': 518265012224,\n",
       "   'totalCashPerShare': 283.592,\n",
       "   'totalDebt': 415923011584,\n",
       "   'totalRevenue': 50261999616,\n",
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       "   'grossProfits': 47741000000,\n",
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       "   'operatingMargins': 0.30658,\n",
       "   'financialCurrency': 'CAD',\n",
       "   'trailingPegRatio': None},\n",
       "  'close':                  Close\n",
       "  Date                  \n",
       "  2022-01-04   99.349998\n",
       "  2022-01-05   99.949997\n",
       "  2022-01-06  100.559998\n",
       "  2022-01-07  100.139999\n",
       "  2022-01-10   99.730003\n",
       "  ...                ...\n",
       "  2022-12-22   87.820000\n",
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       "  \n",
       "  [250 rows x 1 columns],\n",
       "  'volume':               Volume\n",
       "  Date                \n",
       "  2022-01-04  19859700\n",
       "  2022-01-05  15726700\n",
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       "  [361 rows x 1 columns]},\n",
       " {'ticker': 'TXN',\n",
       "  'info': {'address1': '12500 TI Boulevard',\n",
       "   'city': 'Dallas',\n",
       "   'state': 'TX',\n",
       "   'zip': '75243',\n",
       "   'country': 'United States',\n",
       "   'phone': '214 479 3773',\n",
       "   'website': 'https://www.ti.com',\n",
       "   'industry': 'Semiconductors',\n",
       "   'industryKey': 'semiconductors',\n",
       "   'industryDisp': 'Semiconductors',\n",
       "   'sector': 'Technology',\n",
       "   'sectorKey': 'technology',\n",
       "   'sectorDisp': 'Technology',\n",
       "   'longBusinessSummary': 'Texas Instruments Incorporated designs, manufactures, and sells semiconductors to electronics designers and manufacturers in the United States and internationally. It operates in two segments, Analog and Embedded Processing. The Analog segment offers power products to manage power requirements across various voltage levels, including battery-management solutions, DC/DC switching regulators, AC/DC and isolated controllers and converters, power switches, linear regulators, voltage references, and lighting products. This segment also provides signal chain products that sense, condition, and measure signals to allow information to be transferred or converted for further processing and control, including amplifiers, data converters, interface products, motor drives, clocks, and logic and sensing products. The Embedded Processing segment offers microcontrollers that are used in electronic equipment; digital signal processors for mathematical computations; and applications processors for specific computing activity. This segment offers products for use in various markets, such as industrial, automotive, personal electronics, communications equipment, enterprise systems, and calculators and other. The company also provides DLP products primarily for use in project high-definition images; calculators; and application-specific integrated circuits. It markets and sells its semiconductor products through direct sales and distributors, as well as through its website. Texas Instruments Incorporated was founded in 1930 and is headquartered in Dallas, Texas.',\n",
       "   'fullTimeEmployees': 33000,\n",
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       "     'name': 'Mr. Haviv  Ilan',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Mr. Rafael R. Lizardi',\n",
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       "     'title': 'CFO and Senior VP of Finance & Operations',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Mr. Kyle M. Flessner',\n",
       "     'age': 51,\n",
       "     'title': 'Senior Vice President of Technology & Manufacturing Group',\n",
       "     'yearBorn': 1971,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2472176,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Hagop H. Kozanian',\n",
       "     'age': 39,\n",
       "     'title': 'Senior Vice President of Analog Signal Chain',\n",
       "     'yearBorn': 1983,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Julie C. Knecht',\n",
       "     'age': 49,\n",
       "     'title': 'VP & Chief Accounting Officer',\n",
       "     'yearBorn': 1973,\n",
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       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Dr. Ahmad R. S.  Bahai Ph.D.',\n",
       "     'age': 59,\n",
       "     'title': 'Senior VP & CTO',\n",
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       "     'name': 'Ms. Krunali  Patel',\n",
       "     'title': 'Senior VP of Information Technology (IT) Solutions & Chief Information Officer',\n",
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       "   'exchange': 'NMS',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'TXN',\n",
       "   'underlyingSymbol': 'TXN',\n",
       "   'shortName': 'Texas Instruments Incorporated',\n",
       "   'longName': 'Texas Instruments Incorporated',\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  3781500\n",
       "  2022-01-04  4137500\n",
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       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  3535600\n",
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       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'UNH',\n",
       "  'info': {'address1': 'UnitedHealth Group Center',\n",
       "   'address2': '9900 Bren Road East',\n",
       "   'city': 'Minnetonka',\n",
       "   'state': 'MN',\n",
       "   'zip': '55343',\n",
       "   'country': 'United States',\n",
       "   'phone': '952 936 1300',\n",
       "   'website': 'https://www.unitedhealthgroup.com',\n",
       "   'industry': 'Healthcare Plans',\n",
       "   'industryKey': 'healthcare-plans',\n",
       "   'industryDisp': 'Healthcare Plans',\n",
       "   'sector': 'Healthcare',\n",
       "   'sectorKey': 'healthcare',\n",
       "   'sectorDisp': 'Healthcare',\n",
       "   'longBusinessSummary': \"UnitedHealth Group Incorporated operates as a diversified health care company in the United States. It operates through four segments: UnitedHealthcare, Optum Health, Optum Insight, and Optum Rx. The UnitedHealthcare segment offers consumer-oriented health benefit plans and services for national employers, public sector employers, mid-sized employers, small businesses, and individuals; health care coverage, and health and well-being services to individuals age 50 and older addressing their needs; Medicaid plans, children's health insurance and health care programs; and health and dental benefits, and hospital and clinical services, as well as health care benefits products and services to state programs caring for the economically disadvantaged, medically underserved, and  those without the benefit of employer-funded health care coverage. The OptumHealth segment provides care delivery, care management, wellness and consumer engagement, and health financial services for consumers, care delivery systems, providers, employers, payers, and public-sector entities. The OptumInsight segment offers software and information products, advisory consulting arrangements, and managed services outsourcing contracts to hospital systems, physicians, health plans, governments, life sciences companies, and other organizations. The OptumRx segment provides pharmacy care services and programs, including retail network contracting, home delivery, specialty and community health pharmacy services, and purchasing and clinical capabilities, as well as develops programs in the areas of step therapy, formulary management, drug adherence, and disease/drug therapy management. UnitedHealth Group Incorporated was incorporated in 1977 and is based in Minnetonka, Minnesota.\",\n",
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       "   'returnOnEquity': 0.25299,\n",
       "   'grossProfits': 79617000000,\n",
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       "   'operatingCashflow': 29728000000,\n",
       "   'earningsGrowth': 0.124,\n",
       "   'revenueGrowth': 0.142,\n",
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       "   'operatingMargins': 0.09231,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': 1.5465},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  3033600\n",
       "  2022-01-04  3908100\n",
       "  2022-01-05  3921100\n",
       "  2022-01-06  6555200\n",
       "  2022-01-07  5494200\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  1596700\n",
       "  2022-12-28  1694200\n",
       "  2022-12-29  1379700\n",
       "  2022-12-30  1849600\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'UNP',\n",
       "  'info': {'address1': '1400 Douglas Street',\n",
       "   'city': 'Omaha',\n",
       "   'state': 'NE',\n",
       "   'zip': '68179',\n",
       "   'country': 'United States',\n",
       "   'phone': '402 544 5000',\n",
       "   'website': 'https://www.up.com',\n",
       "   'industry': 'Railroads',\n",
       "   'industryKey': 'railroads',\n",
       "   'industryDisp': 'Railroads',\n",
       "   'sector': 'Industrials',\n",
       "   'sectorKey': 'industrials',\n",
       "   'sectorDisp': 'Industrials',\n",
       "   'longBusinessSummary': 'Union Pacific Corporation, through its subsidiary, Union Pacific Railroad Company, operates in the railroad business in the United States. The company offers transportation services for grain and grain products, fertilizers, food and refrigerated products, and coal and renewables to grain processors, animal feeders, ethanol producers, and other agricultural users; petroleum, and liquid petroleum gases; and construction products, industrial chemicals, plastics, forest products, specialized products, metals and ores, soda ash, and sand, as well as finished automobiles, automotive parts, and merchandise in intermodal containers. The company was founded in 1862 and is headquartered in Omaha, Nebraska.',\n",
       "   'fullTimeEmployees': 31800,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
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       "     'name': 'Mr. Kenyatta G. Rocker',\n",
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       "     'title': 'Executive Vice President of Marketing & Sales - Union Pacific Railroad Company',\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Eric J. Gehringer',\n",
       "     'age': 42,\n",
       "     'title': 'Executive Vice President of Operations - Union Pacific Railroad Company',\n",
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       "     'name': 'Mr. Vincenzo James Vena',\n",
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       "     'title': 'CEO & Director',\n",
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       "     'name': 'Mr. Todd M. Rynaski',\n",
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       "     'title': 'Senior VP, Chief Accounting, Risk & Compliance Officer',\n",
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       "     'unexercisedValue': 0},\n",
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       "     'name': 'Mr. Rahul  Jalali',\n",
       "     'title': 'Executive VP & Chief Information Officer',\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Brad  Stock',\n",
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       "   'fiveYearAvgDividendYield': 2.12,\n",
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       "   'askSize': 1100,\n",
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       "   'lastDividendDate': 1693353600,\n",
       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'UNP',\n",
       "   'underlyingSymbol': 'UNP',\n",
       "   'shortName': 'Union Pacific Corporation',\n",
       "   'longName': 'Union Pacific Corporation',\n",
       "   'firstTradeDateEpochUtc': 315671400,\n",
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       "   'recommendationMean': 2.2,\n",
       "   'recommendationKey': 'buy',\n",
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       "   'returnOnEquity': 0.49443,\n",
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       "   'freeCashflow': 3220750080,\n",
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       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  2450200\n",
       "  2022-01-04  2647500\n",
       "  2022-01-05  3651300\n",
       "  2022-01-06  2342300\n",
       "  2022-01-07  2346800\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  1139700\n",
       "  2022-12-28  1631200\n",
       "  2022-12-29  1484800\n",
       "  2022-12-30  1554200\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'UPS',\n",
       "  'info': {'address1': '55 Glenlake Parkway, N.E.',\n",
       "   'city': 'Atlanta',\n",
       "   'state': 'GA',\n",
       "   'zip': '30328',\n",
       "   'country': 'United States',\n",
       "   'phone': '404 828 6000',\n",
       "   'website': 'https://www.ups.com',\n",
       "   'industry': 'Integrated Freight & Logistics',\n",
       "   'industryKey': 'integrated-freight-logistics',\n",
       "   'industryDisp': 'Integrated Freight & Logistics',\n",
       "   'sector': 'Industrials',\n",
       "   'sectorKey': 'industrials',\n",
       "   'sectorDisp': 'Industrials',\n",
       "   'longBusinessSummary': 'United Parcel Service, Inc., a package delivery company, provides transportation and delivery, distribution, contract logistics, ocean freight, airfreight, customs brokerage, and insurance services. It operates through two segments, U.S. Domestic Package and International Package. The U.S. Domestic Package segment offers time-definite delivery of letters, documents, small packages, and palletized freight through air and ground services in the United States. The International Package segment provides guaranteed day and time-definite international shipping services comprising guaranteed time-definite express options in Europe, Asia, the Indian sub-continent, the Middle East, Africa, Canada, and Latin America. The company also provides international air and ocean freight forwarding, post-sales, and mail and consulting services. In addition, it offers truckload brokerage services; supply chain solutions to the healthcare and life sciences industries; financial and information services; and fulfillment and transportation management services. United Parcel Service, Inc. was founded in 1907 and is headquartered in Atlanta, Georgia.',\n",
       "   'fullTimeEmployees': 500000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
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       "     'title': 'CEO & Director',\n",
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       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Brian O. Newman',\n",
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       "     'title': 'Executive VP & CFO',\n",
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       "     'totalPay': 1242943,\n",
       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Bala  Subramanian',\n",
       "     'age': 51,\n",
       "     'title': 'EVP and Chief Digital & Technology Officer',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'name': 'Ms. Kathleen M. Gutmann',\n",
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       "     'title': 'Executive VP and President of International, Healthcare & Supply Chain Solutions',\n",
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       "     'name': 'Mr. Nando  Cesarone',\n",
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       "     'title': 'Executive VP & President of U.S.',\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Ken  Cook',\n",
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       "   'ebitdaMargins': 0.14338,\n",
       "   'operatingMargins': 0.07136,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': 2.9948},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  2319600\n",
       "  2022-01-04  2741200\n",
       "  2022-01-05  2710800\n",
       "  2022-01-06  2102200\n",
       "  2022-01-07  3014000\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  1294200\n",
       "  2022-12-28  1455900\n",
       "  2022-12-29  1369200\n",
       "  2022-12-30  1670900\n",
       "  \n",
       "  [362 rows x 1 columns]},\n",
       " {'ticker': 'USB',\n",
       "  'info': {'address1': '800 Nicollet Mall',\n",
       "   'city': 'Minneapolis',\n",
       "   'state': 'MN',\n",
       "   'zip': '55402',\n",
       "   'country': 'United States',\n",
       "   'phone': '866 775 9668',\n",
       "   'website': 'https://www.usbank.com',\n",
       "   'industry': 'Banks - Regional',\n",
       "   'industryKey': 'banks-regional',\n",
       "   'industryDisp': 'Banks - Regional',\n",
       "   'sector': 'Financial Services',\n",
       "   'sectorKey': 'financial-services',\n",
       "   'sectorDisp': 'Financial Services',\n",
       "   'longBusinessSummary': 'U.S. Bancorp, a financial services holding company, provides various financial services to individuals, businesses, institutional organizations, governmental entities and other financial institutions in the United States. It operates in Corporate and Commercial Banking, Consumer and Business Banking, Wealth Management and Investment Services, Payment Services, and Treasury and Corporate Support segments. The company offers depository services, including checking accounts, savings accounts, and time certificate contracts; lending services, such as traditional credit products; and credit card services, lease financing and import/export trade, asset-backed lending, agricultural finance, and other products. In addition, it provides ancillary services comprising capital markets, treasury management, and receivable lock-box collection services to corporate and governmental entity customers. Further, the company offers asset management and fiduciary services for individuals, estates, foundations, business corporations, and charitable organizations. Additionally, it provides investment and insurance products to its customers principally within its markets, as well as fund administration services to mutual and other funds. Furthermore, the company provides corporate and purchasing card, and corporate trust services. The company offers merchant processing, investment management, ATM processing, mortgage banking, insurance, and brokerage and leasing services. U.S. Bancorp was founded in 1863 and is headquartered in Minneapolis, Minnesota.',\n",
       "   'fullTimeEmployees': 75000,\n",
       "   'companyOfficers': [{'maxAge': 1,\n",
       "     'name': 'Mr. Andrew J. Cecere',\n",
       "     'age': 61,\n",
       "     'title': 'Chairman, President & CEO',\n",
       "     'yearBorn': 1961,\n",
       "     'fiscalYear': 2022,\n",
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       "     'unexercisedValue': 885808},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Terrance Robert Dolan',\n",
       "     'age': 60,\n",
       "     'title': 'Chief Administration Officer & Vice Chair',\n",
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       "     'fiscalYear': 2022,\n",
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       "     'exercisedValue': 0,\n",
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       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Jeffry H. von Gillern',\n",
       "     'age': 56,\n",
       "     'title': 'Advisor',\n",
       "     'yearBorn': 1966,\n",
       "     'fiscalYear': 2022,\n",
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       "     'unexercisedValue': 271754},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Gunjan  Kedia',\n",
       "     'age': 51,\n",
       "     'title': 'Vice Chairman of Wealth, Corporate, Commercial & Institutional Banking',\n",
       "     'yearBorn': 1971,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2297837,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Timothy A. Welsh',\n",
       "     'age': 56,\n",
       "     'title': 'Vice Chairman of Consumer & Business Banking',\n",
       "     'yearBorn': 1966,\n",
       "     'fiscalYear': 2022,\n",
       "     'totalPay': 2177425,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. John C. Stern',\n",
       "     'age': 43,\n",
       "     'title': 'Senior Executive VP & CFO',\n",
       "     'yearBorn': 1979,\n",
       "     'fiscalYear': 2022,\n",
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       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Souheil S. Badran',\n",
       "     'age': 57,\n",
       "     'title': 'Senior EVP & COO',\n",
       "     'yearBorn': 1965,\n",
       "     'fiscalYear': 2022,\n",
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       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Ms. Jennifer Ann Thompson C.F.A.',\n",
       "     'title': 'EVP, Head of Corporate Finance and Director of Investor Relations & Economic Analysis',\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. Dilip  Venkatachari',\n",
       "     'age': 62,\n",
       "     'title': 'Senior EVP and Chief Information & Technology Officer',\n",
       "     'yearBorn': 1960,\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0},\n",
       "    {'maxAge': 1,\n",
       "     'name': 'Mr. James L. Chosy',\n",
       "     'age': 58,\n",
       "     'title': 'Senior EVP, Corporate Secretary & General Counsel',\n",
       "     'yearBorn': 1964,\n",
       "     'fiscalYear': 2022,\n",
       "     'exercisedValue': 0,\n",
       "     'unexercisedValue': 0}],\n",
       "   'auditRisk': 4,\n",
       "   'boardRisk': 3,\n",
       "   'compensationRisk': 2,\n",
       "   'shareHolderRightsRisk': 6,\n",
       "   'overallRisk': 3,\n",
       "   'governanceEpochDate': 1698796800,\n",
       "   'compensationAsOfEpochDate': 1672444800,\n",
       "   'maxAge': 86400,\n",
       "   'priceHint': 2,\n",
       "   'previousClose': 36.83,\n",
       "   'open': 36.8,\n",
       "   'dayLow': 36.67,\n",
       "   'dayHigh': 37.365,\n",
       "   'regularMarketPreviousClose': 36.83,\n",
       "   'regularMarketOpen': 36.8,\n",
       "   'regularMarketDayLow': 36.67,\n",
       "   'regularMarketDayHigh': 37.365,\n",
       "   'dividendRate': 1.92,\n",
       "   'dividendYield': 0.0521,\n",
       "   'exDividendDate': 1695859200,\n",
       "   'payoutRatio': 0.57310003,\n",
       "   'fiveYearAvgDividendYield': 3.72,\n",
       "   'beta': 1.042,\n",
       "   'trailingPE': 11.104478,\n",
       "   'forwardPE': 9.346734,\n",
       "   'volume': 2795640,\n",
       "   'regularMarketVolume': 2795640,\n",
       "   'averageVolume': 11974655,\n",
       "   'averageVolume10days': 8159900,\n",
       "   'averageDailyVolume10Day': 8159900,\n",
       "   'bid': 37.19,\n",
       "   'ask': 37.25,\n",
       "   'bidSize': 900,\n",
       "   'askSize': 900,\n",
       "   'marketCap': 57920774144,\n",
       "   'fiftyTwoWeekLow': 27.27,\n",
       "   'fiftyTwoWeekHigh': 49.95,\n",
       "   'priceToSalesTrailing12Months': 2.3546946,\n",
       "   'fiftyDayAverage': 33.567,\n",
       "   'twoHundredDayAverage': 35.7179,\n",
       "   'trailingAnnualDividendRate': 1.92,\n",
       "   'trailingAnnualDividendYield': 0.05213141,\n",
       "   'currency': 'USD',\n",
       "   'enterpriseValue': 69629763584,\n",
       "   'profitMargins': 0.22388001,\n",
       "   'floatShares': 1553088735,\n",
       "   'sharesOutstanding': 1557010048,\n",
       "   'sharesShort': 30738249,\n",
       "   'sharesShortPriorMonth': 38074358,\n",
       "   'sharesShortPreviousMonthDate': 1695945600,\n",
       "   'dateShortInterest': 1698710400,\n",
       "   'sharesPercentSharesOut': 0.0197,\n",
       "   'heldPercentInsiders': 0.00149,\n",
       "   'heldPercentInstitutions': 0.77252996,\n",
       "   'shortRatio': 2.26,\n",
       "   'shortPercentOfFloat': 0.0198,\n",
       "   'impliedSharesOutstanding': 1557010048,\n",
       "   'bookValue': 29.74,\n",
       "   'priceToBook': 1.2508407,\n",
       "   'lastFiscalYearEnd': 1672444800,\n",
       "   'nextFiscalYearEnd': 1703980800,\n",
       "   'mostRecentQuarter': 1696032000,\n",
       "   'earningsQuarterlyGrowth': -0.159,\n",
       "   'netIncomeToCommon': 5137999872,\n",
       "   'trailingEps': 3.35,\n",
       "   'forwardEps': 3.98,\n",
       "   'pegRatio': 1.42,\n",
       "   'lastSplitFactor': '3:1',\n",
       "   'lastSplitDate': 924220800,\n",
       "   'enterpriseToRevenue': 2.831,\n",
       "   '52WeekChange': -0.16787165,\n",
       "   'SandP52WeekChange': 0.13176453,\n",
       "   'lastDividendValue': 0.48,\n",
       "   'lastDividendDate': 1695859200,\n",
       "   'exchange': 'NYQ',\n",
       "   'quoteType': 'EQUITY',\n",
       "   'symbol': 'USB',\n",
       "   'underlyingSymbol': 'USB',\n",
       "   'shortName': 'U.S. Bancorp',\n",
       "   'longName': 'U.S. Bancorp',\n",
       "   'firstTradeDateEpochUtc': 105283800,\n",
       "   'timeZoneFullName': 'America/New_York',\n",
       "   'timeZoneShortName': 'EST',\n",
       "   'uuid': '7aca5ec6-18f7-3173-a8dc-d7014cf9bdcf',\n",
       "   'messageBoardId': 'finmb_305304',\n",
       "   'gmtOffSetMilliseconds': -18000000,\n",
       "   'currentPrice': 37.2,\n",
       "   'targetHighPrice': 63.0,\n",
       "   'targetLowPrice': 31.0,\n",
       "   'targetMeanPrice': 40.44,\n",
       "   'targetMedianPrice': 38.5,\n",
       "   'recommendationMean': 2.3,\n",
       "   'recommendationKey': 'buy',\n",
       "   'numberOfAnalystOpinions': 22,\n",
       "   'totalCash': 67476000768,\n",
       "   'totalCashPerShare': 43.337,\n",
       "   'totalDebt': 72488001536,\n",
       "   'totalRevenue': 24597999616,\n",
       "   'revenuePerShare': 16.09,\n",
       "   'returnOnAssets': 0.00871,\n",
       "   'returnOnEquity': 0.10885,\n",
       "   'grossProfits': 22142000000,\n",
       "   'operatingCashflow': 14919000064,\n",
       "   'earningsGrowth': -0.213,\n",
       "   'revenueGrowth': 0.093,\n",
       "   'grossMargins': 0.0,\n",
       "   'ebitdaMargins': 0.0,\n",
       "   'operatingMargins': 0.37008,\n",
       "   'financialCurrency': 'USD',\n",
       "   'trailingPegRatio': 2.506},\n",
       "  'close': Empty DataFrame\n",
       "  Columns: [Close]\n",
       "  Index: [],\n",
       "  'volume':              Volume\n",
       "  Date               \n",
       "  2022-01-03  5430900\n",
       "  2022-01-04  7552600\n",
       "  2022-01-05  6527200\n",
       "  2022-01-06  5783200\n",
       "  2022-01-07  7040100\n",
       "  ...             ...\n",
       "  2022-12-26        0\n",
       "  2022-12-27  7504200\n",
       "  2022-12-28  6379600\n",
       "  2022-12-29  5956300\n",
       "  2022-12-30  5737900\n",
       "  \n",
       "  [362 rows x 1 columns]}]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def filter_stocks(result_list, min_avg_volume=150000, min_trading_days=18):\n",
    "    filtered_list = []\n",
    "\n",
    "    for stock_data in result_list:\n",
    "        ticker = stock_data['ticker']\n",
    "        volume_data = stock_data['volume']\n",
    "\n",
    "        # calculate average monthly volume\n",
    "        monthly_avg_volume = {}\n",
    "        for date, volume in volume_data.iterrows():\n",
    "            month = date.strftime('%Y-%m')\n",
    "            if month not in monthly_avg_volume:\n",
    "                monthly_avg_volume[month] = {'total_volume': 0, 'days_counted': 0}\n",
    "            if volume['Volume'] > 0 or monthly_avg_volume[month]['days_counted'] < min_trading_days:\n",
    "                monthly_avg_volume[month]['total_volume'] += volume['Volume']\n",
    "                monthly_avg_volume[month]['days_counted'] += 1\n",
    "\n",
    "        # remove stocks with less than min_trading_days in any month or average volume less than min_avg_volume\n",
    "        valid_months = [month for month, data in monthly_avg_volume.items() if data['days_counted'] >= min_trading_days]\n",
    "        avg_monthly_volume = sum(monthly_avg_volume[month]['total_volume'] / data['days_counted'] for month, data in monthly_avg_volume.items() if data['days_counted'] > 0) / len(valid_months) if valid_months else 0\n",
    "\n",
    "        if avg_monthly_volume >= min_avg_volume:\n",
    "            filtered_list.append(stock_data)\n",
    "\n",
    "    return filtered_list\n",
    "\n",
    "filtered_list = filter_stocks(result_list)\n",
    "filtered_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "98c49c03",
   "metadata": {},
   "outputs": [],
   "source": [
    "#returns a list of industries \n",
    "def return_industry(tickers):\n",
    "    industries = []\n",
    "    for i in range (len (tickers)):\n",
    "        stock = tickers[i]\n",
    "        sector = stock[\"info\"]['sector']\n",
    "        industries.append(sector)\n",
    "    return industries\n",
    "\n",
    "list_of_industries = return_industry(filtered_list)\n",
    "\n",
    "#returns a dictionary of sectors and how many companies are in the sector from a list of industries\n",
    "def industry_count(industry_list):\n",
    "    industry_dict={}\n",
    "    while len(industry_list) > 0:\n",
    "        industry_dict[industry_list[0]] = industry_list.count(industry_list[0])\n",
    "        industry_list = remove_items(industry_list, industry_list[0])\n",
    "    return industry_dict\n",
    "\n",
    "#Used to remove existing industries\n",
    "def remove_items(lst, item): \n",
    "    resulting_list = [i for i in lst if i != item] \n",
    "    return resulting_list\n",
    "\n",
    "count_of_industries = industry_count(list_of_industries)\n",
    "\n",
    "#Sorts the dictionary of industries by descending number of stocks in the industry\n",
    "sorted_dict_of_industries = sorted(count_of_industries.items(),key=lambda x:x[1], reverse = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e20b16f",
   "metadata": {},
   "source": [
    "In our discussions as a group, we decided to pursue the path of a risky portfolio. In assignment 3, we proved that diversification lowered the standard deviation of the portfolio's daily returns, directly lowering the riskiness of our portfolio. INSERT_GRAPH_OR_OTHER CALCULATIONS. We decided to use the minimum amount of stocks possible to avoid diversification as much as possible."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e0b47d42",
   "metadata": {},
   "source": [
    "Additionally, in order to further mitigate the issue of diversifiction, we want stocks that have high correlation. In the code above, I have determined the number of stocks per industry in the given CSV file. Then we take the industry with the most stocks contained within it so that we can obtain the highest possible correlation in our portfolio."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a5032d6",
   "metadata": {},
   "source": [
    "Then doing some basic math, and taking into account the minimum (100/2(10) = 5%) and maximum (20%) of each respective stock we get the following weightings: (20%, 20%, 20%, 10%, 5%, 5%, 5%, 5%, 5%, 5%). With the beginning of the list representing our riskiest stocks, and the last representing the least riskiest. Note that all stocks within this list will have gone through the code above, and will have relatively high correlation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fc02d497",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Financial Services': [{'ticker': 'AIG',\n",
       "   'info': {'address1': '1271 Avenue of the Americas',\n",
       "    'city': 'New York',\n",
       "    'state': 'NY',\n",
       "    'zip': '10020',\n",
       "    'country': 'United States',\n",
       "    'phone': '212 770 7000',\n",
       "    'website': 'https://www.aig.com',\n",
       "    'industry': 'Insurance - Diversified',\n",
       "    'industryKey': 'insurance-diversified',\n",
       "    'industryDisp': 'Insurance - Diversified',\n",
       "    'sector': 'Financial Services',\n",
       "    'sectorKey': 'financial-services',\n",
       "    'sectorDisp': 'Financial Services',\n",
       "    'longBusinessSummary': \"American International Group, Inc. offers insurance products for commercial, institutional, and individual customers in North America and internationally. It operates through General Insurance, and Life and Retirement segments. The General Insurance segment provides commercial and industrial property insurance, including business interruption and package insurance that cover exposure to made and natural disasters; general liability, environmental, commercial automobile liability, workers' compensation, excess casualty, and crisis management insurance products; and professional liability insurance. This segment also offers marine, energy-related property insurance, aviation, political risk, trade credit, trade finance, and portfolio solutions, as well as operates reinsurance business; voluntary and sponsor-paid personal accident, and supplemental health products; and personal auto and personal property insurance. The Life and Retirement segment offers individual retirement products, including variable, fixed index, and fixed annuities, as well as retail mutual funds; group retirement products comprising record-keeping, plan administrative and compliance services, financial planning, and advisory solutions; life insurance, including term and universal life insurance; and institutional markets products, which includes wrap products, structured settlement, pension risk transfer annuities, corporate and bank-owned life insurance, high net worth, and guaranteed investment contract products. The company distributes its products through a network of brokers, agents, advisors, banks, and other distributors. American International Group, Inc. was founded in 1919 and is headquartered in New York, New York.\",\n",
       "    'fullTimeEmployees': 26200,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Peter Salvatore Zaffino',\n",
       "      'age': 55,\n",
       "      'title': 'Chairman, CEO & President',\n",
       "      'yearBorn': 1967,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 9666320,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 5864164},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. David Hughes McElroy',\n",
       "      'age': 63,\n",
       "      'title': 'Executive VP & CEO of General Insurance',\n",
       "      'yearBorn': 1959,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 5193619,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 1944637},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Kevin Timothy Hogan',\n",
       "      'age': 60,\n",
       "      'title': 'President & CEO of Corebridge Financial, Inc.',\n",
       "      'yearBorn': 1962,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 3740420,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 3244787},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Sabra Rose Purtill C.F.A.',\n",
       "      'age': 59,\n",
       "      'title': 'Executive VP & CFO',\n",
       "      'yearBorn': 1963,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Claude E. Wade',\n",
       "      'age': 54,\n",
       "      'title': 'Executive VP, Head of Global Business Operations & IT and Chief Digital Officer',\n",
       "      'yearBorn': 1968,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Elaine Ann Rocha',\n",
       "      'age': 49,\n",
       "      'title': 'Global Chief Investment Officer',\n",
       "      'yearBorn': 1973,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Kathleen  Carbone',\n",
       "      'age': 50,\n",
       "      'title': 'VP & Chief Accounting Officer',\n",
       "      'yearBorn': 1972,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. John P. Repko',\n",
       "      'age': 59,\n",
       "      'title': 'Executive VP & Chief Information Officer',\n",
       "      'yearBorn': 1963,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Quentin John McMillan',\n",
       "      'title': 'VP, MD & Head of Investor Relations',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Karen  Nelson',\n",
       "      'title': 'Chief Compliance Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0}],\n",
       "    'auditRisk': 3,\n",
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       "    'compensationRisk': 1,\n",
       "    'shareHolderRightsRisk': 5,\n",
       "    'overallRisk': 1,\n",
       "    'governanceEpochDate': 1698796800,\n",
       "    'compensationAsOfEpochDate': 1672444800,\n",
       "    'maxAge': 86400,\n",
       "    'priceHint': 2,\n",
       "    'previousClose': 64.97,\n",
       "    'open': 65.1,\n",
       "    'dayLow': 65.02,\n",
       "    'dayHigh': 65.71,\n",
       "    'regularMarketPreviousClose': 64.97,\n",
       "    'regularMarketOpen': 65.1,\n",
       "    'regularMarketDayLow': 65.02,\n",
       "    'regularMarketDayHigh': 65.71,\n",
       "    'dividendRate': 1.44,\n",
       "    'dividendYield': 0.0222,\n",
       "    'exDividendDate': 1702425600,\n",
       "    'payoutRatio': 0.2361,\n",
       "    'fiveYearAvgDividendYield': 2.77,\n",
       "    'beta': 1.049,\n",
       "    'trailingPE': 11.32118,\n",
       "    'forwardPE': 8.602902,\n",
       "    'volume': 1446690,\n",
       "    'regularMarketVolume': 1446690,\n",
       "    'averageVolume': 3107095,\n",
       "    'averageVolume10days': 3099460,\n",
       "    'averageDailyVolume10Day': 3099460,\n",
       "    'bid': 65.21,\n",
       "    'ask': 65.95,\n",
       "    'bidSize': 900,\n",
       "    'askSize': 1200,\n",
       "    'marketCap': 45780029440,\n",
       "    'fiftyTwoWeekLow': 45.66,\n",
       "    'fiftyTwoWeekHigh': 65.71,\n",
       "    'priceToSalesTrailing12Months': 0.9128438,\n",
       "    'fiftyDayAverage': 61.9072,\n",
       "    'twoHundredDayAverage': 57.50955,\n",
       "    'trailingAnnualDividendRate': 1.36,\n",
       "    'trailingAnnualDividendYield': 0.020932738,\n",
       "    'currency': 'USD',\n",
       "    'enterpriseValue': 58342559744,\n",
       "    'profitMargins': 0.082770005,\n",
       "    'floatShares': 700601160,\n",
       "    'sharesOutstanding': 702040000,\n",
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       "    'heldPercentInsiders': 0.00319,\n",
       "    'heldPercentInstitutions': 0.91947,\n",
       "    'shortRatio': 1.96,\n",
       "    'shortPercentOfFloat': 0.0095,\n",
       "    'impliedSharesOutstanding': 702040000,\n",
       "    'bookValue': 56.061,\n",
       "    'priceToBook': 1.1631972,\n",
       "    'lastFiscalYearEnd': 1672444800,\n",
       "    'nextFiscalYearEnd': 1703980800,\n",
       "    'mostRecentQuarter': 1696032000,\n",
       "    'earningsQuarterlyGrowth': -0.262,\n",
       "    'netIncomeToCommon': 4121999872,\n",
       "    'trailingEps': 5.76,\n",
       "    'forwardEps': 7.58,\n",
       "    'pegRatio': 0.61,\n",
       "    'lastSplitFactor': '1:20',\n",
       "    'lastSplitDate': 1246406400,\n",
       "    'enterpriseToRevenue': 1.163,\n",
       "    'enterpriseToEbitda': 4.937,\n",
       "    '52WeekChange': 0.06368697,\n",
       "    'SandP52WeekChange': 0.13176453,\n",
       "    'lastDividendValue': 0.36,\n",
       "    'lastDividendDate': 1694649600,\n",
       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'AIG',\n",
       "    'underlyingSymbol': 'AIG',\n",
       "    'shortName': 'American International Group, I',\n",
       "    'longName': 'American International Group, Inc.',\n",
       "    'firstTradeDateEpochUtc': 94833000,\n",
       "    'timeZoneFullName': 'America/New_York',\n",
       "    'timeZoneShortName': 'EST',\n",
       "    'uuid': '00364109-56c8-328a-a91c-6092045edb5f',\n",
       "    'messageBoardId': 'finmb_250388',\n",
       "    'gmtOffSetMilliseconds': -18000000,\n",
       "    'currentPrice': 65.21,\n",
       "    'targetHighPrice': 83.0,\n",
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       "    'targetMeanPrice': 73.0,\n",
       "    'targetMedianPrice': 72.0,\n",
       "    'recommendationMean': 2.1,\n",
       "    'recommendationKey': 'buy',\n",
       "    'numberOfAnalystOpinions': 15,\n",
       "    'totalCash': 15038000128,\n",
       "    'totalCashPerShare': 21.42,\n",
       "    'ebitda': 11816999936,\n",
       "    'totalDebt': 24054999040,\n",
       "    'quickRatio': 0.2,\n",
       "    'currentRatio': 0.845,\n",
       "    'totalRevenue': 50150998016,\n",
       "    'debtToEquity': 55.666,\n",
       "    'revenuePerShare': 68.663,\n",
       "    'returnOnAssets': 0.00843,\n",
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       "    'grossProfits': 24968000000,\n",
       "    'freeCashflow': 1659250048,\n",
       "    'operatingCashflow': 4861000192,\n",
       "    'earningsGrowth': -0.208,\n",
       "    'revenueGrowth': -0.09,\n",
       "    'grossMargins': 0.31086,\n",
       "    'ebitdaMargins': 0.23562999,\n",
       "    'operatingMargins': 0.306,\n",
       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': None},\n",
       "   'close':                 Close\n",
       "   Date                 \n",
       "   2022-01-03  57.389999\n",
       "   2022-01-04  59.000000\n",
       "   2022-01-05  58.189999\n",
       "   2022-01-06  59.189999\n",
       "   2022-01-07  60.740002\n",
       "   ...               ...\n",
       "   2022-12-23  63.160000\n",
       "   2022-12-27  63.330002\n",
       "   2022-12-28  62.889999\n",
       "   2022-12-29  63.630001\n",
       "   2022-12-30  63.240002\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-03  3376300\n",
       "   2022-01-04  5281300\n",
       "   2022-01-05  4639400\n",
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       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27  2329800\n",
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       "   2022-12-30  2351600\n",
       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'AXP',\n",
       "   'info': {'address1': '200 Vesey Street',\n",
       "    'city': 'New York',\n",
       "    'state': 'NY',\n",
       "    'zip': '10285',\n",
       "    'country': 'United States',\n",
       "    'phone': '212 640 2000',\n",
       "    'website': 'https://www.americanexpress.com',\n",
       "    'industry': 'Credit Services',\n",
       "    'industryKey': 'credit-services',\n",
       "    'industryDisp': 'Credit Services',\n",
       "    'sector': 'Financial Services',\n",
       "    'sectorKey': 'financial-services',\n",
       "    'sectorDisp': 'Financial Services',\n",
       "    'longBusinessSummary': \"American Express Company, together with its subsidiaries, provides charge and credit payment card products, and travel-related services worldwide. The company operates through three segments: Global Consumer Services Group, Global Commercial Services, and Global Merchant and Network Services. Its products and services include payment and financing products; network services; accounts payable expense management products and services; and travel and lifestyle services. The company's products and services also comprise merchant acquisition and processing, servicing and settlement, point-of-sale marketing, and information products and services for merchants; and fraud prevention services, as well as the design and operation of customer loyalty programs. It sells its products and services to consumers, small businesses, mid-sized companies, and large corporations through mobile and online applications, third-party vendors and business partners, direct mail, telephone, in-house sales teams, and direct response advertising. American Express Company was founded in 1850 and is headquartered in New York, New York.\",\n",
       "    'fullTimeEmployees': 77300,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Stephen Joseph Squeri',\n",
       "      'age': 62,\n",
       "      'title': 'Chairman & CEO',\n",
       "      'yearBorn': 1960,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 12391509,\n",
       "      'exercisedValue': 22554032,\n",
       "      'unexercisedValue': 8181222},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Ravikumar  Radhakrishnan',\n",
       "      'age': 50,\n",
       "      'title': 'Executive VP & CIO',\n",
       "      'yearBorn': 1972,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 7427926,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Anre D. Williams',\n",
       "      'age': 56,\n",
       "      'title': 'CEO of American Express National Bank & Group President of Enterprise Services',\n",
       "      'yearBorn': 1966,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 7208480,\n",
       "      'exercisedValue': 14110758,\n",
       "      'unexercisedValue': 1641721},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Douglas E. Buckminster',\n",
       "      'age': 61,\n",
       "      'title': 'Vice Chairman',\n",
       "      'yearBorn': 1961,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 8514716,\n",
       "      'exercisedValue': 1550017,\n",
       "      'unexercisedValue': 14540464},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Christophe  Le Caillec',\n",
       "      'age': 56,\n",
       "      'title': 'Chief Financial Officer',\n",
       "      'yearBorn': 1966,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Jessica  Lieberman Quinn',\n",
       "      'age': 49,\n",
       "      'title': 'Executive VP, Corporate Controller & Principal Accounting Officer',\n",
       "      'yearBorn': 1973,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Kerri S. Bernstein',\n",
       "      'title': 'Head of Investor Relations',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Laureen E. Seeger',\n",
       "      'age': 60,\n",
       "      'title': 'Chief Legal Officer',\n",
       "      'yearBorn': 1962,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 5886810,\n",
       "      'exercisedValue': 1388148,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. David B. Nigro',\n",
       "      'age': 60,\n",
       "      'title': 'Chief Risk Officer & Head of Global Risk and Compliance',\n",
       "      'yearBorn': 1962,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Elizabeth  Rutledge',\n",
       "      'age': 60,\n",
       "      'title': 'Chief Marketing Officer',\n",
       "      'yearBorn': 1962,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0}],\n",
       "    'auditRisk': 5,\n",
       "    'boardRisk': 6,\n",
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       "    'shareHolderRightsRisk': 6,\n",
       "    'overallRisk': 9,\n",
       "    'governanceEpochDate': 1698796800,\n",
       "    'compensationAsOfEpochDate': 1672444800,\n",
       "    'maxAge': 86400,\n",
       "    'priceHint': 2,\n",
       "    'previousClose': 163.79,\n",
       "    'open': 164.56,\n",
       "    'dayLow': 163.97,\n",
       "    'dayHigh': 165.205,\n",
       "    'regularMarketPreviousClose': 163.79,\n",
       "    'regularMarketOpen': 164.56,\n",
       "    'regularMarketDayLow': 163.97,\n",
       "    'regularMarketDayHigh': 165.205,\n",
       "    'dividendRate': 2.4,\n",
       "    'dividendYield': 0.0147,\n",
       "    'exDividendDate': 1696464000,\n",
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       "    'fiveYearAvgDividendYield': 1.33,\n",
       "    'beta': 1.206,\n",
       "    'trailingPE': 15.424015,\n",
       "    'forwardPE': 13.334955,\n",
       "    'volume': 936421,\n",
       "    'regularMarketVolume': 936421,\n",
       "    'averageVolume': 3041174,\n",
       "    'averageVolume10days': 2739080,\n",
       "    'averageDailyVolume10Day': 2739080,\n",
       "    'bid': 164.26,\n",
       "    'ask': 164.25,\n",
       "    'bidSize': 800,\n",
       "    'askSize': 800,\n",
       "    'marketCap': 119820410880,\n",
       "    'fiftyTwoWeekLow': 140.91,\n",
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       "    'priceToSalesTrailing12Months': 2.2034316,\n",
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       "    'twoHundredDayAverage': 161.7619,\n",
       "    'trailingAnnualDividendRate': 2.32,\n",
       "    'trailingAnnualDividendYield': 0.014164479,\n",
       "    'currency': 'USD',\n",
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       "    'floatShares': 575789168,\n",
       "    'sharesOutstanding': 728745984,\n",
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       "    'sharesPercentSharesOut': 0.0086,\n",
       "    'heldPercentInsiders': 0.0014399999,\n",
       "    'heldPercentInstitutions': 0.86319,\n",
       "    'shortRatio': 1.81,\n",
       "    'shortPercentOfFloat': 0.0108,\n",
       "    'impliedSharesOutstanding': 728745984,\n",
       "    'bookValue': 37.481,\n",
       "    'priceToBook': 4.386756,\n",
       "    'lastFiscalYearEnd': 1672444800,\n",
       "    'nextFiscalYearEnd': 1703980800,\n",
       "    'mostRecentQuarter': 1696032000,\n",
       "    'earningsQuarterlyGrowth': 0.304,\n",
       "    'netIncomeToCommon': 7894000128,\n",
       "    'trailingEps': 10.66,\n",
       "    'forwardEps': 12.33,\n",
       "    'pegRatio': 1.02,\n",
       "    'lastSplitFactor': '10000:8753',\n",
       "    'lastSplitDate': 1128297600,\n",
       "    'enterpriseToRevenue': 2.269,\n",
       "    '52WeekChange': 0.06253648,\n",
       "    'SandP52WeekChange': 0.13176453,\n",
       "    'lastDividendValue': 0.6,\n",
       "    'lastDividendDate': 1696464000,\n",
       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'AXP',\n",
       "    'underlyingSymbol': 'AXP',\n",
       "    'shortName': 'American Express Company',\n",
       "    'longName': 'American Express Company',\n",
       "    'firstTradeDateEpochUtc': 76253400,\n",
       "    'timeZoneFullName': 'America/New_York',\n",
       "    'timeZoneShortName': 'EST',\n",
       "    'uuid': '3b2d1661-0aa2-3fea-bdbf-6a46a3a4a87c',\n",
       "    'messageBoardId': 'finmb_92001',\n",
       "    'gmtOffSetMilliseconds': -18000000,\n",
       "    'currentPrice': 164.42,\n",
       "    'targetHighPrice': 201.0,\n",
       "    'targetLowPrice': 125.0,\n",
       "    'targetMeanPrice': 171.85,\n",
       "    'targetMedianPrice': 175.1,\n",
       "    'recommendationMean': 2.4,\n",
       "    'recommendationKey': 'buy',\n",
       "    'numberOfAnalystOpinions': 25,\n",
       "    'totalCash': 44073000960,\n",
       "    'totalCashPerShare': 60.478,\n",
       "    'totalDebt': 48113000448,\n",
       "    'quickRatio': 1.629,\n",
       "    'currentRatio': 1.632,\n",
       "    'totalRevenue': 54378999808,\n",
       "    'debtToEquity': 176.083,\n",
       "    'revenuePerShare': 73.436,\n",
       "    'returnOnAssets': 0.03443,\n",
       "    'returnOnEquity': 0.31261998,\n",
       "    'grossProfits': 28776000000,\n",
       "    'operatingCashflow': 20221999104,\n",
       "    'earningsGrowth': 0.336,\n",
       "    'revenueGrowth': 0.107,\n",
       "    'grossMargins': 0.55912995,\n",
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       "    'operatingMargins': 0.22003001,\n",
       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': 1.0159},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  168.210007\n",
       "   2022-01-04  173.610001\n",
       "   2022-01-05  171.759995\n",
       "   2022-01-06  172.899994\n",
       "   2022-01-07  174.380005\n",
       "   ...                ...\n",
       "   2022-12-23  147.020004\n",
       "   2022-12-27  146.389999\n",
       "   2022-12-28  144.009995\n",
       "   2022-12-29  147.320007\n",
       "   2022-12-30  147.750000\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-03  3236400\n",
       "   2022-01-04  4799500\n",
       "   2022-01-05  4491900\n",
       "   2022-01-06  2649400\n",
       "   2022-01-07  3043000\n",
       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27  1858500\n",
       "   2022-12-28  1490200\n",
       "   2022-12-29  1758500\n",
       "   2022-12-30  2247200\n",
       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'BAC',\n",
       "   'info': {'address1': 'Bank of America Corporate Center',\n",
       "    'address2': '100 North Tryon Street',\n",
       "    'city': 'Charlotte',\n",
       "    'state': 'NC',\n",
       "    'zip': '28255',\n",
       "    'country': 'United States',\n",
       "    'phone': '704 386 5681',\n",
       "    'website': 'https://www.bankofamerica.com',\n",
       "    'industry': 'Banks - Diversified',\n",
       "    'industryKey': 'banks-diversified',\n",
       "    'industryDisp': 'Banks - Diversified',\n",
       "    'sector': 'Financial Services',\n",
       "    'sectorKey': 'financial-services',\n",
       "    'sectorDisp': 'Financial Services',\n",
       "    'longBusinessSummary': \"Bank of America Corporation, through its subsidiaries, provides banking and financial products and services for individual consumers, small and middle-market businesses, institutional investors, large corporations, and governments worldwide. Its Consumer Banking segment offers traditional and money market savings accounts, certificates of deposit and IRAs, noninterest-and interest-bearing checking accounts, and investment accounts and products; and credit and debit cards, residential mortgages, and home equity loans, as well as direct and indirect loans, such as automotive, recreational vehicle, and consumer personal loans. The company's Global Wealth & Investment Management segment offers investment management, brokerage, banking, and trust and retirement products and services; and wealth management solutions, as well as customized solutions, including specialty asset management services. Its Global Banking segment provides lending products and services, including commercial loans, leases, commitment facilities, trade finance, and commercial real estate and asset-based lending; treasury solutions, such as treasury management, foreign exchange, and short-term investing options and merchant services; working capital management solutions; and debt and equity underwriting and distribution, and merger-related and other advisory services. The company's Global Markets segment offers market-making, financing, securities clearing, settlement, and custody services, as well as risk management products using interest rate, equity, credit, currency and commodity derivatives, foreign exchange, fixed-income, and mortgage-related products. The company was founded in 1784 and is based in Charlotte, North Carolina.\",\n",
       "    'fullTimeEmployees': 213000,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Brian Thomas Moynihan',\n",
       "      'age': 63,\n",
       "      'title': 'Chairman, CEO & President',\n",
       "      'yearBorn': 1959,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 1975176,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Alastair M. Borthwick',\n",
       "      'age': 53,\n",
       "      'title': 'Chief Financial Officer',\n",
       "      'yearBorn': 1969,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 4844808,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Dean C. Athanasia',\n",
       "      'age': 55,\n",
       "      'title': 'President of Regional Banking',\n",
       "      'yearBorn': 1967,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 6209621,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Paul M. Donofrio',\n",
       "      'age': 62,\n",
       "      'title': 'Vice Chairman',\n",
       "      'yearBorn': 1960,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 6219903,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Geoffrey S. Greener',\n",
       "      'age': 57,\n",
       "      'title': 'Chief Risk Officer',\n",
       "      'yearBorn': 1965,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 6210194,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Thomas M. Scrivener',\n",
       "      'age': 50,\n",
       "      'title': 'Chief Operations Executive',\n",
       "      'yearBorn': 1972,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Christopher M. Hyzy',\n",
       "      'title': 'Chief Investment Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Rudolf A. Bless',\n",
       "      'title': 'Chief Accounting Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Matthew M. Koder',\n",
       "      'age': 50,\n",
       "      'title': 'President of Global Corporate & Investment Banking',\n",
       "      'yearBorn': 1972,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 9191389,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Aditya  Bhasin',\n",
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       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'BAC',\n",
       "    'underlyingSymbol': 'BAC',\n",
       "    'shortName': 'Bank of America Corporation',\n",
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       "   'close':                 Close\n",
       "   Date                 \n",
       "   2022-01-03  46.180000\n",
       "   2022-01-04  47.990002\n",
       "   2022-01-05  47.180000\n",
       "   2022-01-06  48.130001\n",
       "   2022-01-07  49.180000\n",
       "   ...               ...\n",
       "   2022-12-23  32.470001\n",
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       "   'volume':               Volume\n",
       "   Date                \n",
       "   2022-01-03  58587900\n",
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       "   ...              ...\n",
       "   2022-12-26         0\n",
       "   2022-12-27  22776100\n",
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       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'BK',\n",
       "   'info': {'address1': '240 Greenwich Street',\n",
       "    'city': 'New York',\n",
       "    'state': 'NY',\n",
       "    'zip': '10286',\n",
       "    'country': 'United States',\n",
       "    'phone': '212 495 1784',\n",
       "    'website': 'https://www.bnymellon.com',\n",
       "    'industry': 'Asset Management',\n",
       "    'industryKey': 'asset-management',\n",
       "    'industryDisp': 'Asset Management',\n",
       "    'sector': 'Financial Services',\n",
       "    'sectorKey': 'financial-services',\n",
       "    'sectorDisp': 'Financial Services',\n",
       "    'longBusinessSummary': 'The Bank of New York Mellon Corporation provides a range of financial products and services in the United States and internationally. The company operates through Securities Services, Market and Wealth Services, Investment and Wealth Management, and other segments. The Securities Services segment offers custody, trust and depositary, accounting, exchange-traded funds, middle-office solutions, transfer agency, services for private equity and real estate funds, foreign exchange, securities lending, liquidity/lending services, and data analytics. This segment also provides trustee, paying agency, fiduciary, escrow and other financial, issuer, and support services for brokers and investors. The Market and Wealth Services segment offers clearing and custody, investment, wealth and retirement solutions, technology and enterprise data management, trading, and prime brokerage services. This segment also provides integrated cash management solutions, including payments, foreign exchange, liquidity management, receivables processing and payables management, and trade finance and processing services. The Investment and Wealth Management segment offers investment management strategies and distribution of investment products, investment management, custody, wealth and estate planning, private banking, investment, and information management services. The Other segment engages in the provision of leasing, corporate treasury, derivative and other trading, corporate and bank-owned life insurance, renewable energy investment, and business exit services. It serves central banks and sovereigns, financial institutions, asset managers, insurance companies, corporations, local authorities and high net-worth individuals, and family offices. The company was founded in 1784 and is headquartered in New York, New York.',\n",
       "    'fullTimeEmployees': 53600,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Robin Antony Vince',\n",
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       "      'title': 'President, CEO & Director',\n",
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       "      'fiscalYear': 2022,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Dermot William McDonogh',\n",
       "      'age': 58,\n",
       "      'title': 'Senior Executive VP & CFO',\n",
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       "      'fiscalYear': 2022,\n",
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       "      'exercisedValue': 0,\n",
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       "      'name': 'Ms. Bridget E. Engle',\n",
       "      'age': 58,\n",
       "      'title': 'Chief Information Officer & Global Head of Engineering',\n",
       "      'yearBorn': 1964,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 2833600,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Roman  Regelman',\n",
       "      'age': 50,\n",
       "      'title': 'Senior EVP, Global Head of Securities Services & Digital',\n",
       "      'yearBorn': 1972,\n",
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       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Emily Hope Portney',\n",
       "      'age': 50,\n",
       "      'title': 'Senior Executive Vice President & Global Head of Asset Servicing',\n",
       "      'yearBorn': 1972,\n",
       "      'fiscalYear': 2022,\n",
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       "      'name': 'Ms. Hanneke  Smits',\n",
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       "      'name': 'Mr. Alejandro  Perez',\n",
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       "      'name': 'Mr. Marius  Merz',\n",
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       "      'name': 'Mr. Mark  Musi',\n",
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       "    'lastDividendValue': 0.42,\n",
       "    'lastDividendDate': 1698278400,\n",
       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'BK',\n",
       "    'underlyingSymbol': 'BK',\n",
       "    'shortName': 'The Bank of New York Mellon Cor',\n",
       "    'longName': 'The Bank of New York Mellon Corporation',\n",
       "    'firstTradeDateEpochUtc': 105283800,\n",
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       "    'recommendationMean': 2.2,\n",
       "    'recommendationKey': 'buy',\n",
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       "   'close':                 Close\n",
       "   Date                 \n",
       "   2022-01-03  58.509998\n",
       "   2022-01-04  60.599998\n",
       "   2022-01-05  60.180000\n",
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       "   2022-01-07  62.330002\n",
       "   ...               ...\n",
       "   2022-12-23  44.650002\n",
       "   2022-12-27  44.820000\n",
       "   2022-12-28  44.630001\n",
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       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-03  3254600\n",
       "   2022-01-04  4918600\n",
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       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27  2109600\n",
       "   2022-12-28  2013100\n",
       "   2022-12-29  3088400\n",
       "   2022-12-30  3116100\n",
       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'BLK',\n",
       "   'info': {'address1': '50 Hudson Yards',\n",
       "    'city': 'New York',\n",
       "    'state': 'NY',\n",
       "    'zip': '10001',\n",
       "    'country': 'United States',\n",
       "    'phone': '212 810 5300',\n",
       "    'website': 'https://www.blackrock.com',\n",
       "    'industry': 'Asset Management',\n",
       "    'industryKey': 'asset-management',\n",
       "    'industryDisp': 'Asset Management',\n",
       "    'sector': 'Financial Services',\n",
       "    'sectorKey': 'financial-services',\n",
       "    'sectorDisp': 'Financial Services',\n",
       "    'longBusinessSummary': 'BlackRock, Inc. is a publicly owned investment manager. The firm primarily provides its services to institutional, intermediary, and individual investors including corporate, public, union, and industry pension plans, insurance companies, third-party mutual funds, endowments, public institutions, governments, foundations, charities, sovereign wealth funds, corporations, official institutions, and banks. It also provides global risk management and advisory services. The firm manages separate client-focused equity, fixed income, and balanced portfolios. It also launches and manages open-end and closed-end mutual funds, offshore funds, unit trusts, and alternative investment vehicles including structured funds. The firm launches equity, fixed income, balanced, and real estate mutual funds. It also launches equity, fixed income, balanced, currency, commodity, and multi-asset exchange traded funds. The firm also launches and manages hedge funds. It invests in the public equity, fixed income, real estate, currency, commodity, and alternative markets across the globe. The firm primarily invests in growth and value stocks of small-cap, mid-cap, SMID-cap, large-cap, and multi-cap companies. It also invests in dividend-paying equity securities. The firm invests in investment grade municipal securities, government securities including securities issued or guaranteed by a government or a government agency or instrumentality, corporate bonds, and asset-backed and mortgage-backed securities. It employs fundamental and quantitative analysis with a focus on bottom-up and top-down approach to make its investments. The firm employs liquidity, asset allocation, balanced, real estate, and alternative strategies to make its investments. In real estate sector, it seeks to invest in Poland and Germany. The firm benchmarks the performance of its portfolios against various S&P, Russell, Barclays, MSCI, Citigroup, and Merrill Lynch indices. BlackRock, Inc. was founded in 1988 and is based in New York City with additional offices in Boston, Massachusetts; London, United Kingdom; Gurgaon, India; Hong Kong; Greenwich, Connecticut; Princeton, New Jersey; Edinburgh, United Kingdom; Sydney, Australia; Taipei, Taiwan; Singapore; Sao Paulo, Brazil; Philadelphia, Pennsylvania; Washington, District of Columbia; Toronto, Canada; Wilmington, Delaware; and San Francisco, California.',\n",
       "    'fullTimeEmployees': 19900,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Laurence Douglas Fink',\n",
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       "      'title': 'Chairman & CEO',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Robert Steven Kapito',\n",
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       "      'title': 'President & Director',\n",
       "      'yearBorn': 1956,\n",
       "      'fiscalYear': 2022,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Robert Lawrence Goldstein',\n",
       "      'age': 48,\n",
       "      'title': 'Senior MD & COO',\n",
       "      'yearBorn': 1974,\n",
       "      'fiscalYear': 2022,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. J. Richard Kushel',\n",
       "      'age': 55,\n",
       "      'title': 'Senior MD & Head of the Portfolio Management Group',\n",
       "      'yearBorn': 1967,\n",
       "      'fiscalYear': 2022,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Gary Stephen Shedlin',\n",
       "      'age': 59,\n",
       "      'title': 'Vice Chairman',\n",
       "      'yearBorn': 1963,\n",
       "      'fiscalYear': 2022,\n",
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       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  911.729980\n",
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       "   ...                ...\n",
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       "   ...            ...\n",
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       "  {'ticker': 'C',\n",
       "   'info': {'address1': '388 Greenwich Street',\n",
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       "    'state': 'NY',\n",
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       "    'website': 'https://www.citigroup.com',\n",
       "    'industry': 'Banks - Diversified',\n",
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       "    'longBusinessSummary': 'Citigroup Inc., a diversified financial services holding company, provides various financial products and services to consumers, corporations, governments, and institutions in North America, Latin America, Asia, Europe, the Middle East, and Africa. It operates through three segments: Institutional Clients Group (ICG), Personal Banking and Wealth Management (PBWM), and Legacy Franchises. The ICG segment offers wholesale banking products and services, including fixed income and equity sales and trading, foreign exchange, prime brokerage, derivative, equity and fixed income research, corporate lending, investment banking and advisory, private banking, cash management, trade finance, and securities services to corporate, institutional, and public sector clients. The PBWM segment offers traditional banking services to retail and small business customers through retail banking, cash, rewards, value portfolios, and co-branded cards. It also provides various banking, credit cards, custody, trust, mortgages, home equity, small business, and personal consumer loans. The Legacy Franchises segment provides traditional retail banking and branded card products to retail and small business customers. The company was founded in 1812 and is headquartered in New York, New York.',\n",
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       "   'close':                 Close\n",
       "   Date                 \n",
       "   2022-01-03  63.099998\n",
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       "   'volume':               Volume\n",
       "   Date                \n",
       "   2022-01-03  30508500\n",
       "   2022-01-04  30303600\n",
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       "   ...              ...\n",
       "   2022-12-26         0\n",
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       "  {'ticker': 'PYPL',\n",
       "   'info': {'address1': '2211 North First Street',\n",
       "    'city': 'San Jose',\n",
       "    'state': 'CA',\n",
       "    'zip': '95131',\n",
       "    'country': 'United States',\n",
       "    'phone': '408 967 1000',\n",
       "    'website': 'https://www.paypal.com',\n",
       "    'industry': 'Credit Services',\n",
       "    'industryKey': 'credit-services',\n",
       "    'industryDisp': 'Credit Services',\n",
       "    'sector': 'Financial Services',\n",
       "    'sectorKey': 'financial-services',\n",
       "    'sectorDisp': 'Financial Services',\n",
       "    'longBusinessSummary': 'PayPal Holdings, Inc. operates a technology platform that enables digital payments on behalf of merchants and consumers worldwide. The company provides payment solutions under the PayPal, PayPal Credit, Braintree, Venmo, Xoom, PayPal Zettle, Hyperwallet, PayPal Honey, and Paidy names. Its payments platform allows consumers to send and receive payments in approximately 200 markets and in approximately 150 currencies, withdraw funds to their bank accounts in 56 currencies, and hold balances in their PayPal accounts in 25 currencies. The company was founded in 1998 and is headquartered in San Jose, California.',\n",
       "    'fullTimeEmployees': 29900,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
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       "      'title': 'Executive VP & Chief Enterprise Services Officer',\n",
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       "    'exchange': 'NMS',\n",
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       "    'shortName': 'PayPal Holdings, Inc.',\n",
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       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  194.940002\n",
       "   2022-01-04  191.139999\n",
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       "   ...                ...\n",
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       "   'volume':               Volume\n",
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       "  {'ticker': 'RY.TO',\n",
       "   'info': {'address1': 'Royal Bank Plaza',\n",
       "    'address2': '200 Bay Street',\n",
       "    'city': 'Toronto',\n",
       "    'state': 'ON',\n",
       "    'zip': 'M5J 2J5',\n",
       "    'country': 'Canada',\n",
       "    'phone': '888-212-5533',\n",
       "    'website': 'https://www.rbc.com',\n",
       "    'industry': 'Banks - Diversified',\n",
       "    'industryKey': 'banks-diversified',\n",
       "    'industryDisp': 'Banks - Diversified',\n",
       "    'sector': 'Financial Services',\n",
       "    'sectorKey': 'financial-services',\n",
       "    'sectorDisp': 'Financial Services',\n",
       "    'longBusinessSummary': \"Royal Bank of Canada operates as a diversified financial service company worldwide. The company's Personal & Commercial Banking segment offers checking and savings accounts, home equity financing, personal lending, private banking, indirect lending, including auto financing, mutual funds and self-directed brokerage accounts, guaranteed investment certificates, credit cards, and payment products and solutions; and lending, leasing, deposit, investment, foreign exchange, cash management, auto dealer financing, trade products, and services to small and medium-sized commercial businesses. This segment offers financial products and services through branches, automated teller machines, and mobile sales network. Its Wealth Management segment provides a suite of advice-based solutions and strategies to high net worth and ultra-high net worth individuals, and institutional clients. The company's Insurance segment offers life, health, home, auto, travel, wealth, annuities, and reinsurance advice and solutions; and business insurance services to individual, business, and group clients through its advice centers, RBC insurance stores, and mobile advisors; digital, mobile, and social platforms; independent brokers; and travel partners. Its Investor & Treasury Services segment provides asset servicing, custody, payments, and treasury services to financial and other investors; and fund and investment administration, shareholder, private capital, performance measurement and compliance monitoring, distribution, transaction banking, cash and liquidity management, foreign exchange, and global securities finance services. The company's Capital Markets segment offers corporate and investment banking, as well as equity and debt origination, distribution, advisory services, sale, and trading services for corporations, institutional investors, asset managers, private equity firms, and governments. The company was founded in 1864 and is headquartered in Toronto, Canada.\",\n",
       "    'fullTimeEmployees': 93753,\n",
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       "      'name': 'Mr. David I. McKay',\n",
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       "      'title': 'President, CEO & Director',\n",
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       "      'name': 'Ms. Nadine  Ahn',\n",
       "      'age': 51,\n",
       "      'title': 'Chief Financial Officer',\n",
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       "      'fiscalYear': 2022,\n",
       "      'totalPay': 1547306,\n",
       "      'exercisedValue': 0,\n",
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       "      'name': 'Mr. Douglas Antony Guzman',\n",
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       "      'name': 'Mr. Neil  McLaughlin',\n",
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       "      'name': 'Mr. Derek  Neldner CFA',\n",
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       "      'name': 'Mr. Bruce  Ross',\n",
       "      'title': 'Group Head of Technology & Operations',\n",
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       "    'exchange': 'TOR',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'RY.TO',\n",
       "    'underlyingSymbol': 'RY.TO',\n",
       "    'shortName': 'ROYAL BANK OF CANADA',\n",
       "    'longName': 'Royal Bank of Canada',\n",
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       "    'financialCurrency': 'CAD',\n",
       "    'trailingPegRatio': None},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-04  136.839996\n",
       "   2022-01-05  138.320007\n",
       "   2022-01-06  139.809998\n",
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       "   ...                ...\n",
       "   2022-12-22  127.730003\n",
       "   2022-12-23  128.279999\n",
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       "   \n",
       "   [250 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-04  3985400\n",
       "   2022-01-05  4038500\n",
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       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27        0\n",
       "   2022-12-28  3163800\n",
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       "   \n",
       "   [361 rows x 1 columns]},\n",
       "  {'ticker': 'TD.TO',\n",
       "   'info': {'address1': 'TD Bank Tower',\n",
       "    'address2': 'Toronto-Dominion Centre',\n",
       "    'city': 'Toronto',\n",
       "    'state': 'ON',\n",
       "    'zip': 'M5K 1A2',\n",
       "    'country': 'Canada',\n",
       "    'website': 'https://www.td.com',\n",
       "    'industry': 'Banks - Diversified',\n",
       "    'industryKey': 'banks-diversified',\n",
       "    'industryDisp': 'Banks - Diversified',\n",
       "    'sector': 'Financial Services',\n",
       "    'sectorKey': 'financial-services',\n",
       "    'sectorDisp': 'Financial Services',\n",
       "    'longBusinessSummary': \"The Toronto-Dominion Bank, together with its subsidiaries, provides various financial products and services in Canada, the United States, and internationally. It operates through three segments: Canadian Retail, U.S. Retail, and Wholesale Banking. The company offers personal deposits, such as chequing, savings, and investment products; financing, investment, cash management, international trade, and day-to-day banking services to businesses; and financing options to customers at point of sale for automotive and recreational vehicle purchases. It also provides credit cards and payments; real estate secured lending, auto finance, and consumer lending services; point-of-sale payment solutions for large and small businesses; wealth and asset management products, and advice to retail and institutional clients through direct investing, advice-based, and asset management businesses; and property and casualty insurance, as well as life and health insurance products. The company also provides capital markets, and corporate and investment banking products and services, including underwriting and distribution of new debt and equity issues; advice on strategic acquisitions and divestitures; and trading, funding, and investment services to corporations, governments, and institutions. It offers its products and services under the TD Bank and America's Most Convenient Bank brand names. It has a strategic alliance with Canada Post Corporation. The Toronto-Dominion Bank was founded in 1855 and is headquartered in Toronto, Canada.\",\n",
       "    'fullTimeEmployees': 103094,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Bharat B. Masrani',\n",
       "      'age': 65,\n",
       "      'title': 'Group President, CEO & Director',\n",
       "      'yearBorn': 1957,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 4253264,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Kelvin Vi Luan Tran',\n",
       "      'title': 'Group Head & CFO',\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 1771760,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Riaz E. Ahmed',\n",
       "      'title': 'Group Head of Wholesale Banking',\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 3548143,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Leovigildo  Salom',\n",
       "      'title': \"Group Head U.S. Retail and President & CEO of America's Most Convenient Bank\",\n",
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       "    'financialCurrency': 'CAD',\n",
       "    'trailingPegRatio': None},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-04   99.349998\n",
       "   2022-01-05   99.949997\n",
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       "   'volume':               Volume\n",
       "   Date                \n",
       "   2022-01-04  19859700\n",
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       "   [361 rows x 1 columns]},\n",
       "  {'ticker': 'USB',\n",
       "   'info': {'address1': '800 Nicollet Mall',\n",
       "    'city': 'Minneapolis',\n",
       "    'state': 'MN',\n",
       "    'zip': '55402',\n",
       "    'country': 'United States',\n",
       "    'phone': '866 775 9668',\n",
       "    'website': 'https://www.usbank.com',\n",
       "    'industry': 'Banks - Regional',\n",
       "    'industryKey': 'banks-regional',\n",
       "    'industryDisp': 'Banks - Regional',\n",
       "    'sector': 'Financial Services',\n",
       "    'sectorKey': 'financial-services',\n",
       "    'sectorDisp': 'Financial Services',\n",
       "    'longBusinessSummary': 'U.S. Bancorp, a financial services holding company, provides various financial services to individuals, businesses, institutional organizations, governmental entities and other financial institutions in the United States. It operates in Corporate and Commercial Banking, Consumer and Business Banking, Wealth Management and Investment Services, Payment Services, and Treasury and Corporate Support segments. The company offers depository services, including checking accounts, savings accounts, and time certificate contracts; lending services, such as traditional credit products; and credit card services, lease financing and import/export trade, asset-backed lending, agricultural finance, and other products. In addition, it provides ancillary services comprising capital markets, treasury management, and receivable lock-box collection services to corporate and governmental entity customers. Further, the company offers asset management and fiduciary services for individuals, estates, foundations, business corporations, and charitable organizations. Additionally, it provides investment and insurance products to its customers principally within its markets, as well as fund administration services to mutual and other funds. Furthermore, the company provides corporate and purchasing card, and corporate trust services. The company offers merchant processing, investment management, ATM processing, mortgage banking, insurance, and brokerage and leasing services. U.S. Bancorp was founded in 1863 and is headquartered in Minneapolis, Minnesota.',\n",
       "    'fullTimeEmployees': 75000,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Andrew J. Cecere',\n",
       "      'age': 61,\n",
       "      'title': 'Chairman, President & CEO',\n",
       "      'yearBorn': 1961,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 6157514,\n",
       "      'exercisedValue': 808561,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Terrance Robert Dolan',\n",
       "      'age': 60,\n",
       "      'title': 'Chief Administration Officer & Vice Chair',\n",
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       "      'fiscalYear': 2022,\n",
       "      'totalPay': 2628538,\n",
       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Jeffry H. von Gillern',\n",
       "      'age': 56,\n",
       "      'title': 'Advisor',\n",
       "      'yearBorn': 1966,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 2276512,\n",
       "      'exercisedValue': 271838,\n",
       "      'unexercisedValue': 271754},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Gunjan  Kedia',\n",
       "      'age': 51,\n",
       "      'title': 'Vice Chairman of Wealth, Corporate, Commercial & Institutional Banking',\n",
       "      'yearBorn': 1971,\n",
       "      'fiscalYear': 2022,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Timothy A. Welsh',\n",
       "      'age': 56,\n",
       "      'title': 'Vice Chairman of Consumer & Business Banking',\n",
       "      'yearBorn': 1966,\n",
       "      'fiscalYear': 2022,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. John C. Stern',\n",
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       "      'title': 'Senior Executive VP & CFO',\n",
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       "      'name': 'Mr. Souheil S. Badran',\n",
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       "      'title': 'Senior EVP & COO',\n",
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       "      'name': 'Ms. Jennifer Ann Thompson C.F.A.',\n",
       "      'title': 'EVP, Head of Corporate Finance and Director of Investor Relations & Economic Analysis',\n",
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       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'USB',\n",
       "    'underlyingSymbol': 'USB',\n",
       "    'shortName': 'U.S. Bancorp',\n",
       "    'longName': 'U.S. Bancorp',\n",
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       "   'close':                 Close\n",
       "   Date                 \n",
       "   2022-01-03  57.270000\n",
       "   2022-01-04  58.770000\n",
       "   2022-01-05  58.459999\n",
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       "   2022-01-07  61.000000\n",
       "   ...               ...\n",
       "   2022-12-23  43.200001\n",
       "   2022-12-27  43.650002\n",
       "   2022-12-28  43.349998\n",
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       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-03  5430900\n",
       "   2022-01-04  7552600\n",
       "   2022-01-05  6527200\n",
       "   2022-01-06  5783200\n",
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       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27  7504200\n",
       "   2022-12-28  6379600\n",
       "   2022-12-29  5956300\n",
       "   2022-12-30  5737900\n",
       "   \n",
       "   [362 rows x 1 columns]}],\n",
       " 'Healthcare': [{'ticker': 'ABBV',\n",
       "   'info': {'address1': '1 North Waukegan Road',\n",
       "    'city': 'North Chicago',\n",
       "    'state': 'IL',\n",
       "    'zip': '60064-6400',\n",
       "    'country': 'United States',\n",
       "    'phone': '847 932 7900',\n",
       "    'website': 'https://www.abbvie.com',\n",
       "    'industry': 'Drug Manufacturers - General',\n",
       "    'industryKey': 'drug-manufacturers-general',\n",
       "    'industryDisp': 'Drug Manufacturers - General',\n",
       "    'sector': 'Healthcare',\n",
       "    'sectorKey': 'healthcare',\n",
       "    'sectorDisp': 'Healthcare',\n",
       "    'longBusinessSummary': \"AbbVie Inc. discovers, develops, manufactures, and sells pharmaceuticals worldwide. The company offers Humira, a therapy administered as an injection for autoimmune, intestinal Behçet's diseases, and pyoderma gangrenosum; Skyrizi to treat moderate to severe plaque psoriasis, psoriatic disease, and Crohn's disease; Rinvoq, a JAK inhibitor to treat rheumatoid and psoriatic arthritis, ankylosing spondylitis, atopic dermatitis, axial spondyloarthropathy, and ulcerative colitis; Imbruvica for the treatment of adult patients with blood cancers; and Venclexta/Venclyxto to treat hematological malignancies. It also provides facial injectables, plastics and regenerative medicine, body contouring, and skincare products; Vraylar for depressive disorder; Duopa and Duodopa to treat advanced Parkinson's disease; and Ubrelvy for the acute treatment of migraine with or without aura in adults; Qulipta for episodic migraine. In addition, the company offers Lumigan/Ganfort and Alphagan/Combigan for the reduction of elevated intraocular pressure(IOP) in patients with open angle glaucoma (OAG) or ocular hypertension; Restasis, a calcineurin inhibitor immunosuppressant indicated to increase tear production; and eye care products. Further, it provides Mavyret/Maviret to treat chronic hepatitis C virus (HCV) genotype 1-6 infection and HCV genotype 1 infection; Creon, a pancreatic enzyme therapy; Lupron to treat advanced prostate cancer, endometriosis and central precocious puberty, and patients with anemia caused by uterine fibroids; Linzess/Constella to treat irritable bowel syndrome with constipation and chronic idiopathic constipation; and Synthroid for hypothyroidism. It has collaborations with Calico Life Sciences LLC; REGENXBIO Inc.; I-Mab Biopharma; Genmab A/S; Janssen Biotech, Inc.; Genentech, Inc.; and California Institute for Biomedical Research (Calibr). The company was incorporated in 2012 and is headquartered in North Chicago, Illinois.\",\n",
       "    'fullTimeEmployees': 50000,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Richard A. Gonzalez',\n",
       "      'age': 68,\n",
       "      'title': 'Chairman & CEO',\n",
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       "   'close':                  Close\n",
       "   Date                  \n",
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       "  {'ticker': 'ABT',\n",
       "   'info': {'address1': '100 Abbott Park Road',\n",
       "    'address2': 'Abbott Park',\n",
       "    'city': 'North Chicago',\n",
       "    'state': 'IL',\n",
       "    'zip': '60064-6400',\n",
       "    'country': 'United States',\n",
       "    'phone': '224 667 6100',\n",
       "    'website': 'https://www.abbott.com',\n",
       "    'industry': 'Medical Devices',\n",
       "    'industryKey': 'medical-devices',\n",
       "    'industryDisp': 'Medical Devices',\n",
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       "    'longBusinessSummary': \"Abbott Laboratories, together with its subsidiaries, discovers, develops, manufactures, and sells health care products worldwide. It operates in four segments: Established Pharmaceutical Products, Diagnostic Products, Nutritional Products, and Medical Devices. The Established Pharmaceutical Products segment provides generic pharmaceuticals for the treatment of pancreatic exocrine insufficiency, irritable bowel syndrome or biliary spasm, intrahepatic cholestasis or depressive symptoms, gynecological disorder, hormone replacement therapy, dyslipidemia, hypertension, hypothyroidism, Ménière's disease and vestibular vertigo, pain, fever, inflammation, and migraine, as well as provides anti-infective clarithromycin, influenza vaccine, and products to regulate physiological rhythm of the colon. The Diagnostic Products segment offers laboratory systems in the areas of immunoassay, clinical chemistry, hematology, and transfusion; molecular diagnostics systems that automate the extraction, purification, and preparation of DNA and RNA from patient samples, as well as detect and measure infectious agents; point of care systems; cartridges for testing blood; rapid diagnostics lateral flow testing products; molecular point-of-care testing for HIV, SARS-CoV-2, influenza A and B, RSV, and strep A; cardiometabolic test systems; drug and alcohol test, and remote patient monitoring and consumer self-test systems; and informatics and automation solutions for use in laboratories. The Nutritional Products segment provides pediatric and adult nutritional products. The Medical Devices segment offers rhythm management, electrophysiology, heart failure, vascular, and structural heart devices for the treatment of cardiovascular diseases; and diabetes care products, as well as neuromodulation devices for the management of chronic pain and movement disorders. Abbott Laboratories was founded in 1888 and is based in North Chicago, Illinois.\",\n",
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       "      'name': 'Mr. Robert E. Funck Jr.',\n",
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       "      'title': 'Executive Vice President of Finance',\n",
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       "      'name': 'Mr. Daniel Gesua Sive Salvadori',\n",
       "      'age': 43,\n",
       "      'title': 'Executive VP and Group President of Established Pharmaceuticals & Nutritional Products',\n",
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       "      'name': 'Ms. Andrea F. Wainer',\n",
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       "      'title': 'Executive Vice President of Rapid & Molecular Diagnostics',\n",
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       "   'close':                  Close\n",
       "   Date                  \n",
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       "  {'ticker': 'BIIB',\n",
       "   'info': {'address1': '225 Binney Street',\n",
       "    'city': 'Cambridge',\n",
       "    'state': 'MA',\n",
       "    'zip': '02142',\n",
       "    'country': 'United States',\n",
       "    'phone': '617 679 2000',\n",
       "    'website': 'https://www.biogen.com',\n",
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       "    'longBusinessSummary': \"Biogen Inc. discovers, develops, manufactures, and delivers therapies for treating neurological and neurodegenerative diseases in the United States, Europe, Germany, Asia, and internationally. The company offers TECFIDERA, VUMERITY, AVONEX, PLEGRIDY, TYSABRI, and FAMPYRA for multiple sclerosis (MS); SPINRAZA for spinal muscular atrophy; ADUHELM to treat Alzheimer's disease; FUMADERM to treat plaque psoriasis; BENEPALI, an etanercept biosimilar referencing ENBREL; IMRALDI, an adalimumab biosimilar referencing HUMIRA; FLIXABI, an infliximab biosimilar referencing REMICADE; and BYOOVIZ, a ranibizumab biosimilar referencing LUCENTIS. It also provides RITUXAN for treating non-Hodgkin's lymphoma, chronic lymphocytic leukemia (CLL), rheumatoid arthritis, two forms of ANCA-associated vasculitis, and pemphigus vulgaris; RITUXAN HYCELA for non-Hodgkin's lymphoma and CLL; GAZYVA to treat CLL and follicular lymphoma; OCREVUS for relapsing MS and primary progressive MS; LUNSUMIO to treat relapsed or refractory follicular lymphoma; glofitamab for non-Hodgkin's lymphoma; and other anti-CD20 therapies. In addition, the company is developing various products for the treatment of MS, Alzheimer's disease and dementia, neuromuscular disorders, Parkinson's disease and movement disorders, neuropsychiatry, immunology related diseases, neurovascular disorders, genetic neurodevelopmental disorders, and biosimilars, which are under various stages of development. Biogen Inc. has collaboration and license agreements with Acorda Therapeutics, Inc.; Alkermes Pharma Ireland Limited; Denali Therapeutics Inc.; Eisai Co., Ltd.; Genentech, Inc.; Neurimmune SubOne AG; Ionis Pharmaceuticals, Inc.; Samsung Bioepis Co., Ltd.; Sangamo Therapeutics, Inc.; and Sage Therapeutics, Inc. The company was founded in 1978 and is headquartered in Cambridge, Massachusetts.\",\n",
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       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  244.139999\n",
       "   2022-01-04  241.729996\n",
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       "   ...                ...\n",
       "   2022-12-23  279.160004\n",
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       "   'volume':              Volume\n",
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       "  {'ticker': 'BMY',\n",
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       "    'city': 'New York',\n",
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       "    'longBusinessSummary': \"Bristol-Myers Squibb Company discovers, develops, licenses, manufactures, markets, distributes, and sells biopharmaceutical products worldwide. It offers products for hematology, oncology, cardiovascular, immunology, fibrotic, and neuroscience diseases. The company's products include Eliquis, an oral inhibitor for reduction in risk of stroke/systemic embolism in NVAF, and for the treatment of DVT/PE; Opdivo for anti-cancer indications; Pomalyst/Imnovid indicated for patients with multiple myeloma; Orencia for adult patients with active RA and psoriatic arthritis; and Sprycel for the treatment of Philadelphia chromosome-positive chronic myeloid leukemia. It also provides Yervoy for the treatment of patients with unresectable or metastatic melanoma; Empliciti for the treatment of multiple myeloma; Abecma for the treatment of relapsed or refractory multiple myeloma; Reblozyl for the treatment of anemia in adult patients with beta thalassemia; Opdualag for the treatment of unresectable or metastatic melanoma; and Zeposia to treat relapsing forms of multiple sclerosis. In addition, the company offers Breyanzi, a CD19-directed genetically modified autologous T cell immunotherapy for the treatment of adult patients with relapsed or refractory large B-cell lymphoma; Onureg for the treatment of adult patients with AML; Inrebic, an oral kinase inhibitor indicated for the treatment of myelofibrosis; Camzyos for the treatment of adults with symptomatic obstructive HCM to enhance functional capacity and symptoms; Sotyktu for the treatment of adults with moderate-to-severe plaque psoriasis; Revlimid, an oral immunomodulatory drug for the treatment of multiple myeloma; and Abraxane, a protein-bound chemotherapy product. It sells products to wholesalers, distributors, pharmacies, retailers, hospitals, clinics, and government agencies. The company was formerly known as Bristol-Myers Company. The company was founded in 1887 and is headquartered in New York, New York.\",\n",
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       "   'close':                 Close\n",
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       "  {'ticker': 'LLY',\n",
       "   'info': {'address1': 'Lilly Corporate Center',\n",
       "    'city': 'Indianapolis',\n",
       "    'state': 'IN',\n",
       "    'zip': '46285',\n",
       "    'country': 'United States',\n",
       "    'phone': '317 276 2000',\n",
       "    'website': 'https://www.lilly.com',\n",
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       "    'longBusinessSummary': \"Eli Lilly and Company discovers, develops, and markets human pharmaceuticals worldwide. It offers Basaglar, Humalog, Humalog Mix 75/25, Humalog U-100, Humalog U-200, Humalog Mix 50/50, insulin lispro, insulin lispro protamine, insulin lispro mix 75/25, Humulin, Humulin 70/30, Humulin N, Humulin R, and Humulin U-500 for diabetes; and Jardiance, Trajenta, and Trulicity for type 2 diabetes. The company provides Alimta for non-small cell lung cancer (NSCLC) and malignant pleural mesothelioma; Cyramza for metastatic gastric cancer, gastro-esophageal junction adenocarcinoma, metastatic NSCLC, metastatic colorectal cancer, and hepatocellular carcinoma; Erbitux for colorectal cancers, and various head and neck cancers; Retevmo for metastatic NSCLC, medullary thyroid cancer, and thyroid cancer; Tyvyt for relapsed or refractory classic Hodgkin's lymph and non-squamous NSCLC; and Verzenio for HR+, HER2- metastatic breast cancer, node positive, and early breast cancer. It offers Olumiant for rheumatoid arthritis; and Taltz for plaque psoriasis, psoriatic arthritis, ankylosing spondylitis, and non-radiographic axial spondylarthritis. The company offers Cymbalta for depressive disorder, diabetic peripheral neuropathic pain, generalized anxiety disorder, fibromyalgia, and chronic musculoskeletal pain; Emgality for migraine prevention and episodic cluster headache; and Zyprexa for schizophrenia, bipolar I disorder, and bipolar maintenance. Its Bamlanivimab and etesevimab, and Bebtelovimab for COVID-19; Cialis for erectile dysfunction and benign prostatic hyperplasia; and Forteo for osteoporosis. The company has collaborations with Incyte Corporation; Boehringer Ingelheim Pharmaceuticals, Inc.; AbCellera Biologics Inc.; Junshi Biosciences; Regor Therapeutics Group; Lycia Therapeutics, Inc.; Kumquat Biosciences Inc.; Entos Pharmaceuticals Inc.; and Foghorn Therapeutics Inc. Eli Lilly and Company was founded in 1876 and is headquartered in Indianapolis, Indiana.\",\n",
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       "      'name': 'Ms. Anat  Hakim J.D.',\n",
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       "      'name': 'Mr. Patrik  Jonsson',\n",
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       "      'title': 'EVP, Chief Customer Officer, President of Lilly Diabetes & Obesity and President Lilly USA',\n",
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       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  271.730011\n",
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       "  {'ticker': 'MRK',\n",
       "   'info': {'address1': '126 East Lincoln Avenue',\n",
       "    'city': 'Rahway',\n",
       "    'state': 'NJ',\n",
       "    'zip': '07065',\n",
       "    'country': 'United States',\n",
       "    'phone': '908 740 4000',\n",
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       "    'sectorKey': 'healthcare',\n",
       "    'sectorDisp': 'Healthcare',\n",
       "    'longBusinessSummary': \"Merck & Co., Inc. operates as a healthcare company worldwide. It operates through two segments, Pharmaceutical and Animal Health. The Pharmaceutical segment offers human health pharmaceutical products in the areas of oncology, hospital acute care, immunology, neuroscience, virology, cardiovascular, and diabetes, as well as vaccine products, such as preventive pediatric, adolescent, and adult vaccines. The Animal Health segment discovers, develops, manufactures, and markets veterinary pharmaceuticals, vaccines, and health management solutions and services, as well as digitally connected identification, traceability, and monitoring products. The company serves drug wholesalers and retailers, hospitals, and government agencies; managed health care providers, such as health maintenance organizations, pharmacy benefit managers, and other institutions; and physicians and physician distributors, veterinarians, and animal producers. It has collaborations with AstraZeneca PLC; Bayer AG; Eisai Co., Ltd.; Ridgeback Biotherapeutics LP; and Gilead Sciences, Inc. to jointly develop and commercialize long-acting treatments in HIV, as well as a collaboration with Bionomics to identify novel a7 nAChR PAMs suitable for the treatment of cognitive disorder; and clinical trial collaboration and supply agreement with Ankyra Therapeutics to evaluate ANK-101 in combination with KEYTRUDA (pembrolizumab) in patients with advanced solid tumors, as well as a clinical trial collaboration and supply agreement with Phanes Therapeutics, Inc. to evaluate PT886 in combination with KEYTRUDA for the treatment of claudin 18.2 positive gastric or gastroesophageal junction adenocarcinomas, as well as a development and commercialization agreement with Daiichi Sankyo Company, Limited to jointly develop and commercialize Daiichi Sankyo's DXd antibody drug conjugate (ADC) candidates. Merck & Co., Inc. was founded in 1891 and is headquartered in Rahway, New Jersey.\",\n",
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       "  {'ticker': 'PFE',\n",
       "   'info': {'address1': '66 Hudson Boulevard East',\n",
       "    'city': 'New York',\n",
       "    'state': 'NY',\n",
       "    'zip': '10001-2192',\n",
       "    'country': 'United States',\n",
       "    'phone': '212 733 2323',\n",
       "    'website': 'https://www.pfizer.com',\n",
       "    'industry': 'Drug Manufacturers - General',\n",
       "    'industryKey': 'drug-manufacturers-general',\n",
       "    'industryDisp': 'Drug Manufacturers - General',\n",
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       "    'longBusinessSummary': \"Pfizer Inc. discovers, develops, manufactures, markets, distributes, and sells biopharmaceutical products worldwide. It offers medicines and vaccines in various therapeutic areas, including cardiovascular metabolic, migraine, and women's health under the Eliquis, Nurtec ODT/Vydura, and the Premarin family brands; infectious diseases with unmet medical needs under the Prevnar family, Nimenrix, FSME/IMMUN-TicoVac, and Trumenba brands; and COVID-19 prevention and treatment, and potential future mRNA and antiviral products under the Comirnaty and Paxlovid brands. The company also provides medicines and vaccines in various therapeutic areas, such as biosimilars for chronic immune and inflammatory diseases under the Xeljanz, Enbrel, Inflectra, Eucrisa/Staquis, and Cibinqo brands; amyloidosis, hemophilia, endocrine diseases, and sickle cell disease under the Vyndaqel family, Oxbryta, BeneFIX, and Genotropin brands; sterile injectable and anti-infective medicines under the Sulperazon, Medrol, Zavicefta, Zithromax, Vfend, and Panzyga brands; and biologics, small molecules, immunotherapies, and biosimilars under the Ibrance, Xtandi, Inlyta, Retacrit, Lorbrena, and Braftovi brands. In addition, the company is involved in the contract manufacturing business. It serves wholesalers, retailers, hospitals, clinics, government agencies, pharmacies, individual provider offices, retail pharmacies, and integrated delivery systems, as well as disease control and prevention centers. The company has collaboration agreements with Bristol-Myers Squibb Company; Astellas Pharma US, Inc.; Myovant Sciences Ltd.; Merck KGaA; Valneva SE; BioNTech SE; and Arvinas, Inc., as well as strategic partnership with CSPC Pharmaceutical Group Limited to launch a local brand of the COVID-19 oral therapeutic treatment Nirmatrelvir/Ritonavir in China, and a collaboration with Carrick Therapeutics Limited. Pfizer Inc. was founded in 1849 and is headquartered in New York, New York.\",\n",
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       "   'close':                 Close\n",
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       "   2022-01-03  57219200\n",
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       "  {'ticker': 'UNH',\n",
       "   'info': {'address1': 'UnitedHealth Group Center',\n",
       "    'address2': '9900 Bren Road East',\n",
       "    'city': 'Minnetonka',\n",
       "    'state': 'MN',\n",
       "    'zip': '55343',\n",
       "    'country': 'United States',\n",
       "    'phone': '952 936 1300',\n",
       "    'website': 'https://www.unitedhealthgroup.com',\n",
       "    'industry': 'Healthcare Plans',\n",
       "    'industryKey': 'healthcare-plans',\n",
       "    'industryDisp': 'Healthcare Plans',\n",
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       "    'sectorKey': 'healthcare',\n",
       "    'sectorDisp': 'Healthcare',\n",
       "    'longBusinessSummary': \"UnitedHealth Group Incorporated operates as a diversified health care company in the United States. It operates through four segments: UnitedHealthcare, Optum Health, Optum Insight, and Optum Rx. The UnitedHealthcare segment offers consumer-oriented health benefit plans and services for national employers, public sector employers, mid-sized employers, small businesses, and individuals; health care coverage, and health and well-being services to individuals age 50 and older addressing their needs; Medicaid plans, children's health insurance and health care programs; and health and dental benefits, and hospital and clinical services, as well as health care benefits products and services to state programs caring for the economically disadvantaged, medically underserved, and  those without the benefit of employer-funded health care coverage. The OptumHealth segment provides care delivery, care management, wellness and consumer engagement, and health financial services for consumers, care delivery systems, providers, employers, payers, and public-sector entities. The OptumInsight segment offers software and information products, advisory consulting arrangements, and managed services outsourcing contracts to hospital systems, physicians, health plans, governments, life sciences companies, and other organizations. The OptumRx segment provides pharmacy care services and programs, including retail network contracting, home delivery, specialty and community health pharmacy services, and purchasing and clinical capabilities, as well as develops programs in the areas of step therapy, formulary management, drug adherence, and disease/drug therapy management. UnitedHealth Group Incorporated was incorporated in 1977 and is based in Minnetonka, Minnesota.\",\n",
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       "    'exDividendDate': 1701388800,\n",
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       "    'fiveYearAvgDividendYield': 1.36,\n",
       "    'beta': 0.637,\n",
       "    'trailingPE': 23.725065,\n",
       "    'forwardPE': 19.602293,\n",
       "    'volume': 1124745,\n",
       "    'regularMarketVolume': 1124745,\n",
       "    'averageVolume': 2737252,\n",
       "    'averageVolume10days': 2264180,\n",
       "    'averageDailyVolume10Day': 2264180,\n",
       "    'bid': 546.72,\n",
       "    'ask': 547.99,\n",
       "    'bidSize': 800,\n",
       "    'askSize': 1000,\n",
       "    'marketCap': 506026426368,\n",
       "    'fiftyTwoWeekLow': 445.68,\n",
       "    'fiftyTwoWeekHigh': 553.0,\n",
       "    'priceToSalesTrailing12Months': 1.4056993,\n",
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       "    'trailingAnnualDividendRate': 7.06,\n",
       "    'trailingAnnualDividendYield': 0.012983669,\n",
       "    'currency': 'USD',\n",
       "    'enterpriseValue': 531695370240,\n",
       "    'profitMargins': 0.06024,\n",
       "    'floatShares': 921475322,\n",
       "    'sharesOutstanding': 924924992,\n",
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       "    'shortRatio': 2.1,\n",
       "    'shortPercentOfFloat': 0.0064,\n",
       "    'impliedSharesOutstanding': 924924992,\n",
       "    'bookValue': 91.345,\n",
       "    'priceToBook': 5.9893804,\n",
       "    'lastFiscalYearEnd': 1672444800,\n",
       "    'nextFiscalYearEnd': 1703980800,\n",
       "    'mostRecentQuarter': 1696032000,\n",
       "    'earningsQuarterlyGrowth': 0.11,\n",
       "    'netIncomeToCommon': 21686999040,\n",
       "    'trailingEps': 23.06,\n",
       "    'forwardEps': 27.91,\n",
       "    'pegRatio': 1.72,\n",
       "    'lastSplitFactor': '2:1',\n",
       "    'lastSplitDate': 1117497600,\n",
       "    'enterpriseToRevenue': 1.477,\n",
       "    'enterpriseToEbitda': 15.394,\n",
       "    '52WeekChange': 0.011420727,\n",
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       "    'lastDividendValue': 1.88,\n",
       "    'lastDividendDate': 1694131200,\n",
       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'UNH',\n",
       "    'underlyingSymbol': 'UNH',\n",
       "    'shortName': 'UnitedHealth Group Incorporated',\n",
       "    'longName': 'UnitedHealth Group Incorporated',\n",
       "    'firstTradeDateEpochUtc': 466867800,\n",
       "    'timeZoneFullName': 'America/New_York',\n",
       "    'timeZoneShortName': 'EST',\n",
       "    'uuid': '33ae4437-560d-3a42-9aa4-234d48c993c5',\n",
       "    'messageBoardId': 'finmb_104673',\n",
       "    'gmtOffSetMilliseconds': -18000000,\n",
       "    'currentPrice': 547.1,\n",
       "    'targetHighPrice': 660.0,\n",
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       "    'targetMeanPrice': 591.39,\n",
       "    'targetMedianPrice': 591.0,\n",
       "    'recommendationMean': 1.8,\n",
       "    'recommendationKey': 'buy',\n",
       "    'numberOfAnalystOpinions': 23,\n",
       "    'totalCash': 44096999424,\n",
       "    'totalCashPerShare': 47.676,\n",
       "    'ebitda': 34539999232,\n",
       "    'totalDebt': 63368998912,\n",
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       "    'totalRevenue': 359982006272,\n",
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       "    'returnOnAssets': 0.07512,\n",
       "    'returnOnEquity': 0.25299,\n",
       "    'grossProfits': 79617000000,\n",
       "    'freeCashflow': 21459499008,\n",
       "    'operatingCashflow': 29728000000,\n",
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       "    'revenueGrowth': 0.142,\n",
       "    'grossMargins': 0.24956,\n",
       "    'ebitdaMargins': 0.09595,\n",
       "    'operatingMargins': 0.09231,\n",
       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': 1.5465},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  502.279999\n",
       "   2022-01-04  490.899994\n",
       "   2022-01-05  489.690002\n",
       "   2022-01-06  469.649994\n",
       "   2022-01-07  458.600006\n",
       "   ...                ...\n",
       "   2022-12-23  531.309998\n",
       "   2022-12-27  531.989990\n",
       "   2022-12-28  528.450012\n",
       "   2022-12-29  529.880005\n",
       "   2022-12-30  530.179993\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-03  3033600\n",
       "   2022-01-04  3908100\n",
       "   2022-01-05  3921100\n",
       "   2022-01-06  6555200\n",
       "   2022-01-07  5494200\n",
       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27  1596700\n",
       "   2022-12-28  1694200\n",
       "   2022-12-29  1379700\n",
       "   2022-12-30  1849600\n",
       "   \n",
       "   [362 rows x 1 columns]}],\n",
       " 'Consumer Defensive': [{'ticker': 'CL',\n",
       "   'info': {'address1': '300 Park Avenue',\n",
       "    'city': 'New York',\n",
       "    'state': 'NY',\n",
       "    'zip': '10022-7499',\n",
       "    'country': 'United States',\n",
       "    'phone': '212 310 2000',\n",
       "    'website': 'https://www.colgatepalmolive.com',\n",
       "    'industry': 'Household & Personal Products',\n",
       "    'industryKey': 'household-personal-products',\n",
       "    'industryDisp': 'Household & Personal Products',\n",
       "    'sector': 'Consumer Defensive',\n",
       "    'sectorKey': 'consumer-defensive',\n",
       "    'sectorDisp': 'Consumer Defensive',\n",
       "    'longBusinessSummary': \"Colgate-Palmolive Company, together with its subsidiaries, manufactures and sells consumer products worldwide. The company operates through two segments, Oral, Personal and Home Care; and Pet Nutrition. The Oral, Personal and Home Care segment offers toothpaste, toothbrushes, mouthwash, bar and liquid hand soaps, shower gels, shampoos, conditioners, deodorants and antiperspirants, skin health products, dishwashing detergents, fabric conditioners, household cleaners, and other related items. This segment markets and sells its products under various brands, which include Colgate, Darlie, elmex, hello, meridol, Sorriso, Tom's of Maine, Irish Spring, Palmolive, Protex, Sanex, Softsoap, Lady Speed Stick, Speed Stick, EltaMD, Filorga, PCA SKIN, Ajax, Axion, Fabuloso, Murphy, Suavitel, Soupline, and Cuddly to a range of traditional and eCommerce retailers, wholesalers, and distributors. It also includes pharmaceutical products for dentists and other oral health professionals. The Pet Nutrition segment offers pet nutrition products for everyday nutritional needs under the Hill's Science Diet brand; and a range of therapeutic products to manage disease conditions in dogs and cats under the Hill's Prescription Diet brand. This segment markets and sells its products through pet supply retailers, veterinarians, and eCommerce retailers. Colgate-Palmolive Company was founded in 1806 and is headquartered in New York, New York.\",\n",
       "    'fullTimeEmployees': 33800,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Noel R. Wallace',\n",
       "      'age': 58,\n",
       "      'title': 'Chairman, CEO & President',\n",
       "      'yearBorn': 1964,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 5315806,\n",
       "      'exercisedValue': 745271,\n",
       "      'unexercisedValue': 4620787},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Stanley J. Sutula III',\n",
       "      'age': 56,\n",
       "      'title': 'Chief Financial Officer',\n",
       "      'yearBorn': 1966,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 2865596,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 55655},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Jennifer M. Daniels',\n",
       "      'age': 58,\n",
       "      'title': 'Chief Legal Officer & Secretary',\n",
       "      'yearBorn': 1964,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 1884820,\n",
       "      'exercisedValue': 607161,\n",
       "      'unexercisedValue': 1566857},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Panagiotis  Tsourapas',\n",
       "      'age': 57,\n",
       "      'title': 'Group President of Europe & Developing Markets',\n",
       "      'yearBorn': 1965,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 2026807,\n",
       "      'exercisedValue': 530869,\n",
       "      'unexercisedValue': 1682088},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Prabha  Parameswaran',\n",
       "      'age': 63,\n",
       "      'title': 'Group President of Growth & Strategy',\n",
       "      'yearBorn': 1959,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 2026484,\n",
       "      'exercisedValue': 283257,\n",
       "      'unexercisedValue': 1565660},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Stephan  Habif',\n",
       "      'title': 'Chief Technology Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'John  Faucher',\n",
       "      'title': 'Chief Investor Relations Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Paula  Davis',\n",
       "      'title': 'VP & Chief Communications Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0}],\n",
       "    'auditRisk': 2,\n",
       "    'boardRisk': 5,\n",
       "    'compensationRisk': 8,\n",
       "    'shareHolderRightsRisk': 1,\n",
       "    'overallRisk': 2,\n",
       "    'governanceEpochDate': 1698796800,\n",
       "    'compensationAsOfEpochDate': 1672444800,\n",
       "    'maxAge': 86400,\n",
       "    'priceHint': 2,\n",
       "    'previousClose': 77.28,\n",
       "    'open': 77.48,\n",
       "    'dayLow': 77.025,\n",
       "    'dayHigh': 77.475,\n",
       "    'regularMarketPreviousClose': 77.28,\n",
       "    'regularMarketOpen': 77.48,\n",
       "    'regularMarketDayLow': 77.025,\n",
       "    'regularMarketDayHigh': 77.475,\n",
       "    'dividendRate': 1.92,\n",
       "    'dividendYield': 0.0248,\n",
       "    'exDividendDate': 1697760000,\n",
       "    'payoutRatio': 0.99480003,\n",
       "    'fiveYearAvgDividendYield': 2.38,\n",
       "    'beta': 0.445,\n",
       "    'trailingPE': 40.47644,\n",
       "    'forwardPE': 22.539358,\n",
       "    'volume': 1150379,\n",
       "    'regularMarketVolume': 1150379,\n",
       "    'averageVolume': 4382814,\n",
       "    'averageVolume10days': 3453750,\n",
       "    'averageDailyVolume10Day': 3453750,\n",
       "    'bid': 77.0,\n",
       "    'ask': 77.38,\n",
       "    'bidSize': 1000,\n",
       "    'askSize': 900,\n",
       "    'marketCap': 63654891520,\n",
       "    'fiftyTwoWeekLow': 67.62,\n",
       "    'fiftyTwoWeekHigh': 82.09,\n",
       "    'priceToSalesTrailing12Months': 3.326447,\n",
       "    'fiftyDayAverage': 73.1046,\n",
       "    'twoHundredDayAverage': 75.00445,\n",
       "    'trailingAnnualDividendRate': 1.9,\n",
       "    'trailingAnnualDividendYield': 0.024585921,\n",
       "    'currency': 'USD',\n",
       "    'enterpriseValue': 71571210240,\n",
       "    'profitMargins': 0.08293,\n",
       "    'floatShares': 773986391,\n",
       "    'sharesOutstanding': 823372032,\n",
       "    'sharesShort': 9316704,\n",
       "    'sharesShortPriorMonth': 8755920,\n",
       "    'sharesShortPreviousMonthDate': 1695945600,\n",
       "    'dateShortInterest': 1698710400,\n",
       "    'sharesPercentSharesOut': 0.0113,\n",
       "    'heldPercentInsiders': 0.00089,\n",
       "    'heldPercentInstitutions': 0.83044,\n",
       "    'shortRatio': 1.62,\n",
       "    'shortPercentOfFloat': 0.0113,\n",
       "    'impliedSharesOutstanding': 823372032,\n",
       "    'bookValue': -0.011,\n",
       "    'lastFiscalYearEnd': 1672444800,\n",
       "    'nextFiscalYearEnd': 1703980800,\n",
       "    'mostRecentQuarter': 1696032000,\n",
       "    'earningsQuarterlyGrowth': 0.146,\n",
       "    'netIncomeToCommon': 1587000064,\n",
       "    'trailingEps': 1.91,\n",
       "    'forwardEps': 3.43,\n",
       "    'pegRatio': 3.21,\n",
       "    'lastSplitFactor': '2:1',\n",
       "    'lastSplitDate': 1368662400,\n",
       "    'enterpriseToRevenue': 3.74,\n",
       "    'enterpriseToEbitda': 17.581,\n",
       "    '52WeekChange': 0.006643176,\n",
       "    'SandP52WeekChange': 0.13176453,\n",
       "    'lastDividendValue': 0.48,\n",
       "    'lastDividendDate': 1697760000,\n",
       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'CL',\n",
       "    'underlyingSymbol': 'CL',\n",
       "    'shortName': 'Colgate-Palmolive Company',\n",
       "    'longName': 'Colgate-Palmolive Company',\n",
       "    'firstTradeDateEpochUtc': 105197400,\n",
       "    'timeZoneFullName': 'America/New_York',\n",
       "    'timeZoneShortName': 'EST',\n",
       "    'uuid': '5bc574a4-7246-3122-8168-69b32a6aa6f0',\n",
       "    'messageBoardId': 'finmb_53837907',\n",
       "    'gmtOffSetMilliseconds': -18000000,\n",
       "    'currentPrice': 77.31,\n",
       "    'targetHighPrice': 90.0,\n",
       "    'targetLowPrice': 66.0,\n",
       "    'targetMeanPrice': 81.0,\n",
       "    'targetMedianPrice': 83.5,\n",
       "    'recommendationMean': 2.4,\n",
       "    'recommendationKey': 'buy',\n",
       "    'numberOfAnalystOpinions': 18,\n",
       "    'totalCash': 1198000000,\n",
       "    'totalCashPerShare': 1.455,\n",
       "    'ebitda': 4071000064,\n",
       "    'totalDebt': 8723999744,\n",
       "    'quickRatio': 0.603,\n",
       "    'currentRatio': 1.164,\n",
       "    'totalRevenue': 19136000000,\n",
       "    'debtToEquity': 2148.768,\n",
       "    'revenuePerShare': 23.063,\n",
       "    'returnOnAssets': 0.13605,\n",
       "    'returnOnEquity': 2.3824499,\n",
       "    'grossProfits': 10248000000,\n",
       "    'freeCashflow': 2068999936,\n",
       "    'operatingCashflow': 3281999872,\n",
       "    'earningsGrowth': 0.16,\n",
       "    'revenueGrowth': 0.103,\n",
       "    'grossMargins': 0.57227004,\n",
       "    'ebitdaMargins': 0.21274,\n",
       "    'operatingMargins': 0.20671,\n",
       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': 1.4247},\n",
       "   'close':                 Close\n",
       "   Date                 \n",
       "   2022-01-03  84.589996\n",
       "   2022-01-04  84.870003\n",
       "   2022-01-05  85.220001\n",
       "   2022-01-06  84.660004\n",
       "   2022-01-07  84.440002\n",
       "   ...               ...\n",
       "   2022-12-23  79.449997\n",
       "   2022-12-27  79.940002\n",
       "   2022-12-28  78.820000\n",
       "   2022-12-29  79.370003\n",
       "   2022-12-30  78.790001\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-03  5327000\n",
       "   2022-01-04  4405100\n",
       "   2022-01-05  4445900\n",
       "   2022-01-06  4154800\n",
       "   2022-01-07  2818200\n",
       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27  3078600\n",
       "   2022-12-28  1918700\n",
       "   2022-12-29  1954200\n",
       "   2022-12-30  2238600\n",
       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'KO',\n",
       "   'info': {'address1': 'One Coca-Cola Plaza',\n",
       "    'city': 'Atlanta',\n",
       "    'state': 'GA',\n",
       "    'zip': '30313',\n",
       "    'country': 'United States',\n",
       "    'phone': '404 676 2121',\n",
       "    'website': 'https://www.coca-colacompany.com',\n",
       "    'industry': 'Beverages - Non-Alcoholic',\n",
       "    'industryKey': 'beverages-non-alcoholic',\n",
       "    'industryDisp': 'Beverages - Non - Alcoholic',\n",
       "    'sector': 'Consumer Defensive',\n",
       "    'sectorKey': 'consumer-defensive',\n",
       "    'sectorDisp': 'Consumer Defensive',\n",
       "    'longBusinessSummary': 'The Coca-Cola Company, a beverage company, manufactures, markets, and sells various nonalcoholic beverages worldwide. The company provides sparkling soft drinks, sparkling flavors; water, sports, coffee, and tea; juice, value-added dairy, and plant-based beverages; and other beverages. It also offers beverage concentrates and syrups, as well as fountain syrups to fountain retailers, such as restaurants and convenience stores. The company sells its products under the Coca-Cola, Diet Coke/Coca-Cola Light, Coca-Cola Zero Sugar, Diet Coke, Cherry Coke, Fanta Orange, Fanta Zero Orange, Fanta Zero Sugar, Fanta Apple, Sprite, Sprite Zero Sugar, Simply Orange, Simply Apple, Simply Grapefruit, Fresca, Schweppes, Thums Up, Aquarius, Ayataka, BODYARMOR, Ciel, Costa, Dasani, dogadan, FUZE TEA, Georgia, glacéau smartwater, glacéau vitaminwater, Gold Peak, Ice Dew, I LOHAS, Powerade, Topo Chico, AdeS, Del Valle, fairlife, innocent, Minute Maid, and Minute Maid Pulpy brands. It operates through a network of independent bottling partners, distributors, wholesalers, and retailers, as well as through bottling and distribution operators. The company was founded in 1886 and is headquartered in Atlanta, Georgia.',\n",
       "    'fullTimeEmployees': 82500,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. James Robert B. Quincey',\n",
       "      'age': 57,\n",
       "      'title': 'Chairman & CEO',\n",
       "      'yearBorn': 1965,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 8199145,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 45320588},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. John  Murphy',\n",
       "      'age': 60,\n",
       "      'title': 'President & CFO',\n",
       "      'yearBorn': 1962,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 3705118,\n",
       "      'exercisedValue': 5483873,\n",
       "      'unexercisedValue': 14905066},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Manuel Arroyo Prieto',\n",
       "      'age': 54,\n",
       "      'title': 'Chief Marketing Officer',\n",
       "      'yearBorn': 1968,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 2968764,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 3602025},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Mark  Randazza',\n",
       "      'age': 56,\n",
       "      'title': 'VP, Assistant Controller & Chief Accounting Officer',\n",
       "      'yearBorn': 1966,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Stacy Lynn  Apter',\n",
       "      'age': 55,\n",
       "      'title': 'VP of Corporate Finance & Treasurer',\n",
       "      'yearBorn': 1967,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Nancy W. Quan',\n",
       "      'age': 56,\n",
       "      'title': 'Senior VP and Chief Technical & Innovation Officer',\n",
       "      'yearBorn': 1966,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Neeraj  Tolmare',\n",
       "      'title': 'Global Chief Information Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Robin  Halpern',\n",
       "      'title': 'VP & Global Head of Investor Relations',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Monica Howard Douglas',\n",
       "      'age': 49,\n",
       "      'title': 'Senior VP & General Counsel',\n",
       "      'yearBorn': 1973,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Beatriz R. Perez',\n",
       "      'age': 52,\n",
       "      'title': 'Senior VP & Global Chief of Communications, Sustainability and Strategic Partnerships Officer',\n",
       "      'yearBorn': 1970,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0}],\n",
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       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'KO',\n",
       "    'underlyingSymbol': 'KO',\n",
       "    'shortName': 'Coca-Cola Company (The)',\n",
       "    'longName': 'The Coca-Cola Company',\n",
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       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': 2.7525},\n",
       "   'close':                 Close\n",
       "   Date                 \n",
       "   2022-01-03  59.299999\n",
       "   2022-01-04  60.290001\n",
       "   2022-01-05  60.790001\n",
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       "   ...               ...\n",
       "   2022-12-23  63.820000\n",
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       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':               Volume\n",
       "   Date                \n",
       "   2022-01-03  20187300\n",
       "   2022-01-04  26141600\n",
       "   2022-01-05  22507300\n",
       "   2022-01-06  17902300\n",
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       "   ...              ...\n",
       "   2022-12-26         0\n",
       "   2022-12-27   7320700\n",
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       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'MO',\n",
       "   'info': {'address1': '6601 West Broad Street',\n",
       "    'city': 'Richmond',\n",
       "    'state': 'VA',\n",
       "    'zip': '23230',\n",
       "    'country': 'United States',\n",
       "    'phone': '804 274 2200',\n",
       "    'website': 'https://www.altria.com',\n",
       "    'industry': 'Tobacco',\n",
       "    'industryKey': 'tobacco',\n",
       "    'industryDisp': 'Tobacco',\n",
       "    'sector': 'Consumer Defensive',\n",
       "    'sectorKey': 'consumer-defensive',\n",
       "    'sectorDisp': 'Consumer Defensive',\n",
       "    'longBusinessSummary': 'Altria Group, Inc., through its subsidiaries, manufactures and sells smokeable and oral tobacco products in the United States. The company provides cigarettes primarily under the Marlboro brand; cigars and pipe tobacco principally under the Black & Mild brand; moist smokeless tobacco products and snus products under the Copenhagen, Skoal, Red Seal, and Husky brands; and on! oral nicotine pouches. It sells its tobacco products primarily to wholesalers, including distributors; and large retail organizations, such as chain stores. The company was founded in 1822 and is headquartered in Richmond, Virginia.',\n",
       "    'fullTimeEmployees': 6300,\n",
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       "      'name': 'Mr. William F. Gifford Jr.',\n",
       "      'age': 52,\n",
       "      'title': 'CEO & Director',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Salvatore  Mancuso',\n",
       "      'age': 56,\n",
       "      'title': 'Executive VP & CFO',\n",
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       "      'fiscalYear': 2015,\n",
       "      'totalPay': 3282412,\n",
       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Jody L. Begley',\n",
       "      'age': 50,\n",
       "      'title': 'Executive VP & COO',\n",
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       "      'fiscalYear': 2015,\n",
       "      'totalPay': 3294653,\n",
       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Murray R. Garnick',\n",
       "      'age': 62,\n",
       "      'title': 'Executive VP & General Counsel',\n",
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       "      'fiscalYear': 2015,\n",
       "      'totalPay': 4573256,\n",
       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Heather A. Newman',\n",
       "      'age': 45,\n",
       "      'title': 'Senior VP & Chief Strategy and Growth Officer',\n",
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       "      'fiscalYear': 2015,\n",
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       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Charles N. Whitaker',\n",
       "      'age': 55,\n",
       "      'title': 'Senior VP, Chief Human Resources Officer & Chief Compliance Officer',\n",
       "      'yearBorn': 1967,\n",
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       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Mac  Livingston',\n",
       "      'title': 'Vice President of Investor Relations',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Shannon  Leistra',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Paige  Magness',\n",
       "      'title': 'Senior Vice President of Regulatory Affairs - Altria Client Services LLC',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Kenya  Blake',\n",
       "      'title': 'MD & GM of Horizon Innovations',\n",
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       "    'trailingEps': 4.9,\n",
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       "    'lastSplitFactor': '3:1',\n",
       "    'lastSplitDate': 860716800,\n",
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       "    'enterpriseToEbitda': 7.701,\n",
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       "    'lastDividendValue': 0.98,\n",
       "    'lastDividendDate': 1694649600,\n",
       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'MO',\n",
       "    'underlyingSymbol': 'MO',\n",
       "    'shortName': 'Altria Group, Inc.',\n",
       "    'longName': 'Altria Group, Inc.',\n",
       "    'firstTradeDateEpochUtc': -252322200,\n",
       "    'timeZoneFullName': 'America/New_York',\n",
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       "    'uuid': 'eb0459bf-ce41-3588-8ecf-61fb07987581',\n",
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       "    'targetMeanPrice': 46.51,\n",
       "    'targetMedianPrice': 44.5,\n",
       "    'recommendationMean': 2.7,\n",
       "    'recommendationKey': 'hold',\n",
       "    'numberOfAnalystOpinions': 14,\n",
       "    'totalCash': 1536999936,\n",
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       "    'ebitda': 12526000128,\n",
       "    'totalDebt': 25098000384,\n",
       "    'quickRatio': 0.154,\n",
       "    'currentRatio': 0.327,\n",
       "    'totalRevenue': 20561000448,\n",
       "    'revenuePerShare': 11.532,\n",
       "    'returnOnAssets': 0.21778,\n",
       "    'grossProfits': 14183000000,\n",
       "    'freeCashflow': 12060999680,\n",
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       "    'earningsGrowth': 8.922,\n",
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       "    'operatingMargins': 0.59314,\n",
       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': None},\n",
       "   'close':                 Close\n",
       "   Date                 \n",
       "   2022-01-03  47.970001\n",
       "   2022-01-04  49.029999\n",
       "   2022-01-05  48.639999\n",
       "   2022-01-06  49.209999\n",
       "   2022-01-07  49.770000\n",
       "   ...               ...\n",
       "   2022-12-23  46.240002\n",
       "   2022-12-27  46.480000\n",
       "   2022-12-28  45.849998\n",
       "   2022-12-29  45.869999\n",
       "   2022-12-30  45.709999\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':               Volume\n",
       "   Date                \n",
       "   2022-01-03  10308100\n",
       "   2022-01-04  11647900\n",
       "   2022-01-05  11506500\n",
       "   2022-01-06  10134100\n",
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       "   ...              ...\n",
       "   2022-12-26         0\n",
       "   2022-12-27   7957200\n",
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       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'PEP',\n",
       "   'info': {'address1': '700 Anderson Hill Road',\n",
       "    'city': 'Purchase',\n",
       "    'state': 'NY',\n",
       "    'zip': '10577',\n",
       "    'country': 'United States',\n",
       "    'phone': '914 253 2000',\n",
       "    'website': 'https://www.pepsico.com',\n",
       "    'industry': 'Beverages - Non-Alcoholic',\n",
       "    'industryKey': 'beverages-non-alcoholic',\n",
       "    'industryDisp': 'Beverages - Non - Alcoholic',\n",
       "    'sector': 'Consumer Defensive',\n",
       "    'sectorKey': 'consumer-defensive',\n",
       "    'sectorDisp': 'Consumer Defensive',\n",
       "    'longBusinessSummary': \"PepsiCo, Inc. manufactures, markets, distributes, and sells various beverages and convenient foods worldwide. The company operates through seven segments: Frito-Lay North America; Quaker Foods North America; PepsiCo Beverages North America; Latin America; Europe; Africa, Middle East and South Asia; and Asia Pacific, Australia and New Zealand and China Region. It provides dips, cheese-flavored snacks, and spreads, as well as corn, potato, and tortilla chips; cereals, rice, pasta, mixes and syrups, granola bars, grits, oatmeal, rice cakes, simply granola, and side dishes; beverage concentrates, fountain syrups, and finished goods; ready-to-drink tea, coffee, and juices; dairy products; and sparkling water makers and related products. The company offers its products primarily under the Lay's, Doritos, Cheetos, Gatorade, Pepsi-Cola, Mountain Dew, Quaker, Aquafina, Emperador, Diet Mountain Dew, Diet Pepsi, Gatorade Zero, Propel, Marias Gamesa, Ruffles, Sabritas, Saladitas, Tostitos, 7UP, Diet 7UP, H2oh!, Manzanita Sol, Mirinda, Pepsi Black, San Carlos, Toddy, Walkers, Chipsy, Kurkure, Sasko, Spekko, White Star, Smith's, Sting, SodaStream, Lubimy Sad, Pepsi, and other brands. It serves wholesale and other distributors, foodservice customers, grocery stores, drug stores, convenience stores, discount/dollar stores, mass merchandisers, membership stores, hard discounters, e-commerce retailers and authorized independent bottlers, and others through a network of direct-store-delivery, customer warehouse, and distributor networks, as well as directly to consumers through e-commerce platforms and retailers. The company was founded in 1898 and is based in Purchase, New York.\",\n",
       "    'fullTimeEmployees': 315000,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Ramon Luis Laguarta',\n",
       "      'age': 58,\n",
       "      'title': 'Chairman & CEO',\n",
       "      'yearBorn': 1964,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 14731512,\n",
       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Hugh F. Johnston',\n",
       "      'age': 60,\n",
       "      'title': 'Vice Chairman, Executive VP & CFO',\n",
       "      'yearBorn': 1962,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 7564792,\n",
       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Kirk  Tanner',\n",
       "      'age': 53,\n",
       "      'title': 'Chief Executive Officer of PepsiCo Beverages North America',\n",
       "      'yearBorn': 1969,\n",
       "      'fiscalYear': 2022,\n",
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       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Silviu Yeugeniu Popovici',\n",
       "      'age': 54,\n",
       "      'title': 'Chief Executive Officer of Europe',\n",
       "      'yearBorn': 1968,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 6974598,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Steven C. Williams',\n",
       "      'age': 55,\n",
       "      'title': 'Chief Executive Officer of PepsiCo Foods North America',\n",
       "      'yearBorn': 1967,\n",
       "      'fiscalYear': 2022,\n",
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       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Gregg  Roden',\n",
       "      'title': 'Executive VP & COO',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Rene  Lammers',\n",
       "      'title': 'Executive VP & Chief Science Officer',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Seth  Cohen',\n",
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       "      'name': 'Ms. Yashika  Singh',\n",
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       "    'averageDailyVolume10Day': 5151590,\n",
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       "    'askSize': 800,\n",
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       "    'currency': 'USD',\n",
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       "    'exchange': 'NMS',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'PEP',\n",
       "    'underlyingSymbol': 'PEP',\n",
       "    'shortName': 'Pepsico, Inc.',\n",
       "    'longName': 'PepsiCo, Inc.',\n",
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       "    'recommendationMean': 2.3,\n",
       "    'recommendationKey': 'buy',\n",
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       "    'totalRevenue': 91617001472,\n",
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       "    'grossProfits': 46050000000,\n",
       "    'freeCashflow': 6286125056,\n",
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       "    'operatingMargins': 0.17942,\n",
       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': 2.5136},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  172.979996\n",
       "   2022-01-04  173.229996\n",
       "   2022-01-05  173.820007\n",
       "   2022-01-06  173.860001\n",
       "   2022-01-07  174.080002\n",
       "   ...                ...\n",
       "   2022-12-23  182.259995\n",
       "   2022-12-27  183.070007\n",
       "   2022-12-28  181.750000\n",
       "   2022-12-29  181.979996\n",
       "   2022-12-30  180.660004\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-03  5488900\n",
       "   2022-01-04  4717600\n",
       "   2022-01-05  6564600\n",
       "   2022-01-06  4288700\n",
       "   2022-01-07  4916000\n",
       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27  3045000\n",
       "   2022-12-28  2694300\n",
       "   2022-12-29  2549200\n",
       "   2022-12-30  3136200\n",
       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'PG',\n",
       "   'info': {'address1': 'One Procter & Gamble Plaza',\n",
       "    'city': 'Cincinnati',\n",
       "    'state': 'OH',\n",
       "    'zip': '45202',\n",
       "    'country': 'United States',\n",
       "    'phone': '513 983 1100',\n",
       "    'website': 'https://www.pginvestor.com',\n",
       "    'industry': 'Household & Personal Products',\n",
       "    'industryKey': 'household-personal-products',\n",
       "    'industryDisp': 'Household & Personal Products',\n",
       "    'sector': 'Consumer Defensive',\n",
       "    'sectorKey': 'consumer-defensive',\n",
       "    'sectorDisp': 'Consumer Defensive',\n",
       "    'longBusinessSummary': 'The Procter & Gamble Company provides branded consumer packaged goods worldwide. It operates through five segments: Beauty; Grooming; Health Care; Fabric & Home Care; and Baby, Feminine & Family Care. The Beauty segment offers conditioners, shampoos, styling aids, and treatments under the Head & Shoulders, Herbal Essences, Pantene, and Rejoice brands; and antiperspirants and deodorants, personal cleansing, and skin care products under the Olay, Old Spice, Safeguard, Secret, and SK-II brands. The Grooming segment provides shave care products and appliances under the Braun, Gillette, and Venus brand names. The Health Care segment offers toothbrushes, toothpastes, and other oral care products under the Crest and Oral-B brand names; and gastrointestinal, rapid diagnostics, respiratory, vitamins/minerals/supplements, pain relief, and other personal health care products under the Metamucil, Neurobion, Pepto-Bismol, and Vicks brands. The Fabric & Home Care segment provides fabric enhancers, laundry additives, and laundry detergents under the Ariel, Downy, Gain, and Tide brands; and air care, dish care, P&G professional, and surface care products under the Cascade, Dawn, Fairy, Febreze, Mr. Clean, and Swiffer brands. The Baby, Feminine & Family Care segment offers baby wipes, taped diapers, and pants under the Luvs and Pampers brands; adult incontinence and feminine care products under the Always, Always Discreet, and Tampax brands; and paper towels, tissues, and toilet papers under the Bounty, Charmin, and Puffs brands. The company sells its products primarily through mass merchandisers, e-commerce, grocery stores, membership club stores, drug stores, department stores, distributors, wholesalers, specialty beauty stores, high-frequency stores, pharmacies, electronics stores, and professional channels, as well as directly to consumers. The Procter & Gamble Company was founded in 1837 and is headquartered in Cincinnati, Ohio.',\n",
       "    'fullTimeEmployees': 107000,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Jon R. Moeller',\n",
       "      'age': 58,\n",
       "      'title': 'President, CEO & Chairman of the Board',\n",
       "      'yearBorn': 1964,\n",
       "      'fiscalYear': 2023,\n",
       "      'totalPay': 6718062,\n",
       "      'exercisedValue': 11523920,\n",
       "      'unexercisedValue': 15191089},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Andre  Schulten',\n",
       "      'age': 51,\n",
       "      'title': 'Chief Financial Officer',\n",
       "      'yearBorn': 1971,\n",
       "      'fiscalYear': 2023,\n",
       "      'totalPay': 2548841,\n",
       "      'exercisedValue': 1319224,\n",
       "      'unexercisedValue': 7077850},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Shailesh G. Jejurikar',\n",
       "      'age': 55,\n",
       "      'title': 'Chief Operating Officer',\n",
       "      'yearBorn': 1967,\n",
       "      'fiscalYear': 2023,\n",
       "      'totalPay': 3044239,\n",
       "      'exercisedValue': 2347940,\n",
       "      'unexercisedValue': 25525736},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. R. Alexandra Keith',\n",
       "      'age': 54,\n",
       "      'title': 'Chief Executive Officer of Beauty & Executive Sponsor of Corporate Sustainability',\n",
       "      'yearBorn': 1968,\n",
       "      'fiscalYear': 2023,\n",
       "      'totalPay': 2555599,\n",
       "      'exercisedValue': 1847665,\n",
       "      'unexercisedValue': 2125512},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Ma. Fatima de Vera Francisco',\n",
       "      'age': 54,\n",
       "      'title': 'Chief Executive Officer of Baby, Feminine & Family Care and Executive Sponsor for Gender Equality',\n",
       "      'yearBorn': 1968,\n",
       "      'fiscalYear': 2023,\n",
       "      'totalPay': 2744506,\n",
       "      'exercisedValue': 5175992,\n",
       "      'unexercisedValue': 21442908},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Matthew W. Janzaruk',\n",
       "      'age': 48,\n",
       "      'title': 'Senior VP & Chief Accounting Officer',\n",
       "      'yearBorn': 1974,\n",
       "      'fiscalYear': 2023,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Vittorio  Cretella',\n",
       "      'title': 'Chief Information Officer',\n",
       "      'fiscalYear': 2023,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. John T. Chevalier',\n",
       "      'title': 'Senior Vice President of Investor Relations',\n",
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       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Susan Street Whaley',\n",
       "      'age': 48,\n",
       "      'title': 'Chief Legal Officer & Secretary',\n",
       "      'yearBorn': 1974,\n",
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       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Ken  Patel',\n",
       "      'title': 'Chief Ethics & Compliance Officer and Chief Patent Counsel',\n",
       "      'fiscalYear': 2023,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0}],\n",
       "    'auditRisk': 8,\n",
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       "    'previousClose': 151.02,\n",
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       "    'regularMarketDayLow': 151.03,\n",
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       "    'exDividendDate': 1697673600,\n",
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       "    'beta': 0.459,\n",
       "    'trailingPE': 24.574677,\n",
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       "    'volume': 2119564,\n",
       "    'regularMarketVolume': 2119564,\n",
       "    'averageVolume': 5882930,\n",
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       "    'averageDailyVolume10Day': 6854710,\n",
       "    'bid': 151.14,\n",
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       "    'bidSize': 1000,\n",
       "    'askSize': 1200,\n",
       "    'marketCap': 356786044928,\n",
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       "    'priceToSalesTrailing12Months': 4.284946,\n",
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       "    'twoHundredDayAverage': 149.14195,\n",
       "    'trailingAnnualDividendRate': 3.708,\n",
       "    'trailingAnnualDividendYield': 0.024553038,\n",
       "    'currency': 'USD',\n",
       "    'enterpriseValue': 383216943104,\n",
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       "    'floatShares': 2354340774,\n",
       "    'sharesOutstanding': 2356890112,\n",
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       "    'sharesPercentSharesOut': 0.0062,\n",
       "    'heldPercentInsiders': 0.00113,\n",
       "    'heldPercentInstitutions': 0.66119003,\n",
       "    'shortRatio': 2.25,\n",
       "    'shortPercentOfFloat': 0.0062,\n",
       "    'impliedSharesOutstanding': 2356890112,\n",
       "    'bookValue': 19.891,\n",
       "    'priceToBook': 7.610477,\n",
       "    'lastFiscalYearEnd': 1688083200,\n",
       "    'nextFiscalYearEnd': 1719705600,\n",
       "    'mostRecentQuarter': 1696032000,\n",
       "    'earningsQuarterlyGrowth': 0.148,\n",
       "    'netIncomeToCommon': 14954000384,\n",
       "    'trailingEps': 6.16,\n",
       "    'forwardEps': 6.91,\n",
       "    'pegRatio': 3.02,\n",
       "    'lastSplitFactor': '2:1',\n",
       "    'lastSplitDate': 1087776000,\n",
       "    'enterpriseToRevenue': 4.602,\n",
       "    'enterpriseToEbitda': 16.93,\n",
       "    '52WeekChange': 0.029307485,\n",
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       "    'lastDividendValue': 0.941,\n",
       "    'lastDividendDate': 1697673600,\n",
       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'PG',\n",
       "    'underlyingSymbol': 'PG',\n",
       "    'shortName': 'Procter & Gamble Company (The)',\n",
       "    'longName': 'The Procter & Gamble Company',\n",
       "    'firstTradeDateEpochUtc': -252322200,\n",
       "    'timeZoneFullName': 'America/New_York',\n",
       "    'timeZoneShortName': 'EST',\n",
       "    'uuid': '49f38fe0-3598-34d6-bf4a-0a8791c9c8b9',\n",
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       "    'currentPrice': 151.38,\n",
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       "    'targetMedianPrice': 169.0,\n",
       "    'recommendationMean': 2.2,\n",
       "    'recommendationKey': 'buy',\n",
       "    'numberOfAnalystOpinions': 23,\n",
       "    'totalCash': 9733000192,\n",
       "    'totalCashPerShare': 4.13,\n",
       "    'ebitda': 22635999232,\n",
       "    'totalDebt': 35880001536,\n",
       "    'quickRatio': 0.429,\n",
       "    'currentRatio': 0.671,\n",
       "    'totalRevenue': 83265003520,\n",
       "    'debtToEquity': 74.73,\n",
       "    'revenuePerShare': 35.255,\n",
       "    'returnOnAssets': 0.10406999,\n",
       "    'returnOnEquity': 0.33203,\n",
       "    'grossProfits': 39246000000,\n",
       "    'freeCashflow': 13161624576,\n",
       "    'operatingCashflow': 17681999872,\n",
       "    'earningsGrowth': 0.161,\n",
       "    'revenueGrowth': 0.061,\n",
       "    'grossMargins': 0.49251997,\n",
       "    'ebitdaMargins': 0.27185,\n",
       "    'operatingMargins': 0.26358998,\n",
       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': 3.4943},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  162.899994\n",
       "   2022-01-04  163.470001\n",
       "   2022-01-05  164.210007\n",
       "   2022-01-06  162.830002\n",
       "   2022-01-07  162.740005\n",
       "   ...                ...\n",
       "   2022-12-23  152.619995\n",
       "   2022-12-27  153.949997\n",
       "   2022-12-28  151.960007\n",
       "   2022-12-29  152.589996\n",
       "   2022-12-30  151.559998\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-03  9317300\n",
       "   2022-01-04  9253800\n",
       "   2022-01-05  9330200\n",
       "   2022-01-06  7556000\n",
       "   2022-01-07  6098500\n",
       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27  4215100\n",
       "   2022-12-28  4197500\n",
       "   2022-12-29  3809100\n",
       "   2022-12-30  4532000\n",
       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'PM',\n",
       "   'info': {'address1': '677 Washington Boulevard',\n",
       "    'address2': 'Suite 1100',\n",
       "    'city': 'Stamford',\n",
       "    'state': 'CT',\n",
       "    'zip': '06901',\n",
       "    'country': 'United States',\n",
       "    'phone': '203 905 2410',\n",
       "    'website': 'https://www.pmi.com',\n",
       "    'industry': 'Tobacco',\n",
       "    'industryKey': 'tobacco',\n",
       "    'industryDisp': 'Tobacco',\n",
       "    'sector': 'Consumer Defensive',\n",
       "    'sectorKey': 'consumer-defensive',\n",
       "    'sectorDisp': 'Consumer Defensive',\n",
       "    'longBusinessSummary': \"Philip Morris International Inc. operates as a tobacco company working to delivers a smoke-free future and evolving portfolio for the long-term to include products outside of the tobacco and nicotine sector. The company's product portfolio primarily consists of cigarettes and smoke-free products, including heat-not-burn, vapor, and oral nicotine products primarily under the IQOS and ZYN brands; and consumer accessories, such as lighters and matches. It also offers wellness and healthcare products. Philip Morris International Inc. was incorporated in 1987 and is headquartered in Stamford, Connecticut.\",\n",
       "    'fullTimeEmployees': 79800,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Andre  Calantzopoulos',\n",
       "      'age': 64,\n",
       "      'title': 'Executive Chairman of the Board',\n",
       "      'yearBorn': 1958,\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Jacek  Olczak',\n",
       "      'age': 57,\n",
       "      'title': 'CEO & Director',\n",
       "      'yearBorn': 1965,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 6023816,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Emmanuel  Babeau',\n",
       "      'age': 55,\n",
       "      'title': 'Chief Financial Officer',\n",
       "      'yearBorn': 1967,\n",
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       "   'close':                  Close\n",
       "   Date                  \n",
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       " 'Technology': [{'ticker': 'AAPL',\n",
       "   'info': {'address1': 'One Apple Park Way',\n",
       "    'city': 'Cupertino',\n",
       "    'state': 'CA',\n",
       "    'zip': '95014',\n",
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       "    'phone': '408 996 1010',\n",
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       "    'longBusinessSummary': 'Apple Inc. designs, manufactures, and markets smartphones, personal computers, tablets, wearables, and accessories worldwide. The company offers iPhone, a line of smartphones; Mac, a line of personal computers; iPad, a line of multi-purpose tablets; and wearables, home, and accessories comprising AirPods, Apple TV, Apple Watch, Beats products, and HomePod. It also provides AppleCare support and cloud services; and operates various platforms, including the App Store that allow customers to discover and download applications and digital content, such as books, music, video, games, and podcasts. In addition, the company offers various services, such as Apple Arcade, a game subscription service; Apple Fitness+, a personalized fitness service; Apple Music, which offers users a curated listening experience with on-demand radio stations; Apple News+, a subscription news and magazine service; Apple TV+, which offers exclusive original content; Apple Card, a co-branded credit card; and Apple Pay, a cashless payment service, as well as licenses its intellectual property. The company serves consumers, and small and mid-sized businesses; and the education, enterprise, and government markets. It distributes third-party applications for its products through the App Store. The company also sells its products through its retail and online stores, and direct sales force; and third-party cellular network carriers, wholesalers, retailers, and resellers. Apple Inc. was founded in 1976 and is headquartered in Cupertino, California.',\n",
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       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  182.009995\n",
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       "   ...                ...\n",
       "   2022-12-23  131.860001\n",
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       "   [251 rows x 1 columns],\n",
       "   'volume':                Volume\n",
       "   Date                 \n",
       "   2022-01-03  104487900\n",
       "   2022-01-04   99310400\n",
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       "   ...               ...\n",
       "   2022-12-26          0\n",
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       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'ACN',\n",
       "   'info': {'address1': '1 Grand Canal Square',\n",
       "    'address2': 'Grand Canal Harbour',\n",
       "    'city': 'Dublin',\n",
       "    'zip': 'D02 P820',\n",
       "    'country': 'Ireland',\n",
       "    'phone': '353 1 646 2000',\n",
       "    'fax': '353 1 646 2020',\n",
       "    'website': 'https://www.accenture.com',\n",
       "    'industry': 'Information Technology Services',\n",
       "    'industryKey': 'information-technology-services',\n",
       "    'industryDisp': 'Information Technology Services',\n",
       "    'sector': 'Technology',\n",
       "    'sectorKey': 'technology',\n",
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       "    'longBusinessSummary': 'Accenture plc, a professional services company, provides strategy and consulting, industry X, song, and technology and operation services worldwide. The company offers application services, including agile transformation, DevOps, application modernization, enterprise architecture, software and quality engineering, data management; intelligent automation comprising robotic process automation, natural language processing, and virtual agents; and application management services, as well as software engineering services; strategy and consulting services; data and analytics strategy, data discovery and augmentation, data management and beyond, data democratization, and industrialized solutions comprising turnkey analytics and artificial intelligence (AI) solutions; metaverse; and sustainability services. It also provides change management, HR transformation and delivery, organization strategy and design, talent strategy and development, and leadership and culture services; digital commerce; infrastructure services, including cloud infrastructure managed, cloud and data center, network, digital workplace, database platforms, service management, and cloud and infrastructure security services; data-enabled operating models; technology consulting and AI services; and technology consulting services. In addition, the company offers engineering and R&D digitization, smart connected products, product as-a-service enablement, capital projects, intelligent asset management, digital industrial workforce, and autonomous robotic systems; business process outsourcing; and services related to technology innovation. Further, it provides cloud, ecosystem, marketing, security, supply chain management, zero-based transformation, customer experience, finance consulting, mergers and acquisitions, and sustainability services. The company has a collaboration with Salesforce, Inc. to develop Salesforce Life Sciences Cloud. The company was founded in 1951 and is based in Dublin, Ireland.',\n",
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       "  {'ticker': 'QCOM',\n",
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       "    'city': 'San Diego',\n",
       "    'state': 'CA',\n",
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       "    'longBusinessSummary': 'QUALCOMM Incorporated engages in the development and commercialization of foundational technologies for the wireless industry worldwide. It operates through three segments: Qualcomm CDMA Technologies (QCT); Qualcomm Technology Licensing (QTL); and Qualcomm Strategic Initiatives (QSI). The QCT segment develops and supplies integrated circuits and system software based on 3G/4G/5G and other technologies for use in wireless voice and data communications, networking, computing, multimedia, and position location products. The QTL segment grants licenses or provides rights to use portions of its intellectual property portfolio, which include various patent rights useful in the manufacture and sale of wireless products comprising products implementing CDMA2000, WCDMA, LTE and/or OFDMA-based 5G standards and their derivatives. The QSI segment invests in early-stage companies in various industries, including 5G, artificial intelligence, automotive, consumer, enterprise, cloud, IoT, and extended reality, and investments, including non-marketable equity securities and, to a lesser extent, marketable equity securities, and convertible debt instruments. It also provides development, and other services and related products to the United States government agencies and their contractors. The company was incorporated in 1985 and is headquartered in San Diego, California.',\n",
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       "   ...              ...\n",
       "   2022-12-26         0\n",
       "   2022-12-27   6158100\n",
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       "   2022-12-30   5642300\n",
       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'SHOP.TO',\n",
       "   'info': {'address1': \"151 O'Connor Street\",\n",
       "    'address2': 'Ground floor',\n",
       "    'city': 'Ottawa',\n",
       "    'state': 'ON',\n",
       "    'zip': 'K2P 2L8',\n",
       "    'country': 'Canada',\n",
       "    'website': 'https://www.shopify.com',\n",
       "    'industry': 'Software - Application',\n",
       "    'industryKey': 'software-application',\n",
       "    'industryDisp': 'Software - Application',\n",
       "    'sector': 'Technology',\n",
       "    'sectorKey': 'technology',\n",
       "    'sectorDisp': 'Technology',\n",
       "    'longBusinessSummary': \"Shopify Inc., a commerce company, provides a commerce platform and services in Canada, the United States, Europe, the Middle East, Africa, the Asia Pacific, and Latin America. The company's platform enables merchants to displays, manages, markets, and sells its products through various sales channels, including web and mobile storefronts, physical retail locations, pop-up shops, social media storefronts, native mobile apps, buy buttons, and marketplaces; and enables to manage products and inventory, process orders and payments, fulfill and ship orders, new buyers and build customer relationships, source products, leverage analytics and reporting, manage cash, payments and transactions, and access financing. It also sells custom themes and apps, and registration of domain names; and merchant solutions, which include accepting payments, shipping and fulfillment, and securing working capital. The company was formerly known as Jaded Pixel Technologies Inc. and changed its name to Shopify Inc. in November 2011. Shopify Inc. was incorporated in 2004 and is headquartered in Ottawa, Canada.\",\n",
       "    'fullTimeEmployees': 11600,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Tobias  Lütke',\n",
       "      'age': 41,\n",
       "      'title': 'Founder, Chairman & CEO',\n",
       "      'yearBorn': 1981,\n",
       "      'fiscalYear': 2022,\n",
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       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Harley  Finkelstein',\n",
       "      'age': 39,\n",
       "      'title': 'President',\n",
       "      'yearBorn': 1983,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 909884,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Jeff J. Hoffmeister CPA',\n",
       "      'title': 'Chief Financial Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 960323,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Kasra  Nejatian',\n",
       "      'title': 'VP of Product & COO',\n",
       "      'fiscalYear': 2022,\n",
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       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Jessica R. Hertz',\n",
       "      'title': 'General Counsel & Corporate Secretary',\n",
       "      'fiscalYear': 2022,\n",
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       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Carrie  Gillard',\n",
       "      'title': 'Director of Investor Relations',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Bharati  Balakrishnan',\n",
       "      'title': 'Country Head & Director- India',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Loren  Padelford',\n",
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       "      'title': 'GM & VP of Shopify Plus',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Arpan  Podduturi',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Thomas  Epting',\n",
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       "    'beta': 2.079,\n",
       "    'forwardPE': 68.57143,\n",
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       "    'regularMarketVolume': 1124417,\n",
       "    'averageVolume': 3478063,\n",
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       "    'askSize': 0,\n",
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       "    'trailingAnnualDividendYield': 0.0,\n",
       "    'currency': 'CAD',\n",
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       "    'impliedSharesOutstanding': 1290480000,\n",
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       "    '52WeekChange': 0.9662465,\n",
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       "    'exchange': 'TOR',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'SHOP.TO',\n",
       "    'underlyingSymbol': 'SHOP.TO',\n",
       "    'shortName': 'SHOPIFY INC',\n",
       "    'longName': 'Shopify Inc.',\n",
       "    'firstTradeDateEpochUtc': 1432215000,\n",
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       "    'targetMedianPrice': 93.59,\n",
       "    'recommendationMean': 2.4,\n",
       "    'recommendationKey': 'buy',\n",
       "    'numberOfAnalystOpinions': 4,\n",
       "    'totalCash': 4918000128,\n",
       "    'totalCashPerShare': 3.828,\n",
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       "    'quickRatio': 6.063,\n",
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       "    'totalRevenue': 6650864128,\n",
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       "    'operatingMargins': 0.13069001,\n",
       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': None},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-04  155.223007\n",
       "   2022-01-05  151.345001\n",
       "   2022-01-06  148.746994\n",
       "   2022-01-07  144.617996\n",
       "   2022-01-10  143.389008\n",
       "   ...                ...\n",
       "   2022-12-22   47.259998\n",
       "   2022-12-23   45.830002\n",
       "   2022-12-28   44.400002\n",
       "   2022-12-29   47.560001\n",
       "   2022-12-30   47.009998\n",
       "   \n",
       "   [250 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-04  3909000\n",
       "   2022-01-05  2540000\n",
       "   2022-01-06  2126000\n",
       "   2022-01-07  2718000\n",
       "   2022-01-08        0\n",
       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27        0\n",
       "   2022-12-28  3769800\n",
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       "   2022-12-30  3633100\n",
       "   \n",
       "   [361 rows x 1 columns]},\n",
       "  {'ticker': 'TXN',\n",
       "   'info': {'address1': '12500 TI Boulevard',\n",
       "    'city': 'Dallas',\n",
       "    'state': 'TX',\n",
       "    'zip': '75243',\n",
       "    'country': 'United States',\n",
       "    'phone': '214 479 3773',\n",
       "    'website': 'https://www.ti.com',\n",
       "    'industry': 'Semiconductors',\n",
       "    'industryKey': 'semiconductors',\n",
       "    'industryDisp': 'Semiconductors',\n",
       "    'sector': 'Technology',\n",
       "    'sectorKey': 'technology',\n",
       "    'sectorDisp': 'Technology',\n",
       "    'longBusinessSummary': 'Texas Instruments Incorporated designs, manufactures, and sells semiconductors to electronics designers and manufacturers in the United States and internationally. It operates in two segments, Analog and Embedded Processing. The Analog segment offers power products to manage power requirements across various voltage levels, including battery-management solutions, DC/DC switching regulators, AC/DC and isolated controllers and converters, power switches, linear regulators, voltage references, and lighting products. This segment also provides signal chain products that sense, condition, and measure signals to allow information to be transferred or converted for further processing and control, including amplifiers, data converters, interface products, motor drives, clocks, and logic and sensing products. The Embedded Processing segment offers microcontrollers that are used in electronic equipment; digital signal processors for mathematical computations; and applications processors for specific computing activity. This segment offers products for use in various markets, such as industrial, automotive, personal electronics, communications equipment, enterprise systems, and calculators and other. The company also provides DLP products primarily for use in project high-definition images; calculators; and application-specific integrated circuits. It markets and sells its semiconductor products through direct sales and distributors, as well as through its website. Texas Instruments Incorporated was founded in 1930 and is headquartered in Dallas, Texas.',\n",
       "    'fullTimeEmployees': 33000,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Haviv  Ilan',\n",
       "      'age': 53,\n",
       "      'title': 'CEO, President & Director',\n",
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       "      'fiscalYear': 2022,\n",
       "      'totalPay': 3291834,\n",
       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Rafael R. Lizardi',\n",
       "      'age': 49,\n",
       "      'title': 'CFO and Senior VP of Finance & Operations',\n",
       "      'yearBorn': 1973,\n",
       "      'fiscalYear': 2022,\n",
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       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Kyle M. Flessner',\n",
       "      'age': 51,\n",
       "      'title': 'Senior Vice President of Technology & Manufacturing Group',\n",
       "      'yearBorn': 1971,\n",
       "      'fiscalYear': 2022,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Hagop H. Kozanian',\n",
       "      'age': 39,\n",
       "      'title': 'Senior Vice President of Analog Signal Chain',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Julie C. Knecht',\n",
       "      'age': 49,\n",
       "      'title': 'VP & Chief Accounting Officer',\n",
       "      'yearBorn': 1973,\n",
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       "      'exercisedValue': 0,\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Dr. Ahmad R. S.  Bahai Ph.D.',\n",
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       "      'title': 'Senior VP & CTO',\n",
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       "      'name': 'Ms. Krunali  Patel',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Dave  Pahl',\n",
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       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'TXN',\n",
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       "    'recommendationKey': 'hold',\n",
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       "    'grossProfits': 13771000000,\n",
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       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': 3.0674},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  190.600006\n",
       "   2022-01-04  190.800003\n",
       "   2022-01-05  186.820007\n",
       "   2022-01-06  186.759995\n",
       "   2022-01-07  179.440002\n",
       "   ...                ...\n",
       "   2022-12-23  164.380005\n",
       "   2022-12-27  163.779999\n",
       "   2022-12-28  161.190002\n",
       "   2022-12-29  165.020004\n",
       "   2022-12-30  165.220001\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-03  3781500\n",
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       "   ...             ...\n",
       "   2022-12-26        0\n",
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       "   \n",
       "   [362 rows x 1 columns]}],\n",
       " 'Industrials': [{'ticker': 'BA',\n",
       "   'info': {'address1': '929 Long Bridge Drive',\n",
       "    'city': 'Arlington',\n",
       "    'state': 'VA',\n",
       "    'zip': '22202',\n",
       "    'country': 'United States',\n",
       "    'phone': '703 465 3500',\n",
       "    'website': 'https://www.boeing.com',\n",
       "    'industry': 'Aerospace & Defense',\n",
       "    'industryKey': 'aerospace-defense',\n",
       "    'industryDisp': 'Aerospace & Defense',\n",
       "    'sector': 'Industrials',\n",
       "    'sectorKey': 'industrials',\n",
       "    'sectorDisp': 'Industrials',\n",
       "    'longBusinessSummary': 'The Boeing Company, together with its subsidiaries, designs, develops, manufactures, sells, services, and supports commercial jetliners, military aircraft, satellites, missile defense, human space flight and launch systems, and services worldwide. The company operates through four segments: Commercial Airplanes; Defense, Space & Security; Global Services; and Boeing Capital. The Commercial Airplanes segment develops, produces, and markets commercial jet aircraft for passenger and cargo requirements, as well as provides fleet support services. The Defense, Space & Security segment engages in the research, development, production, and modification of manned and unmanned military aircraft and weapons systems; strategic defense and intelligence systems, which include strategic missile and defense systems, command, control, communications, computers, intelligence, surveillance and reconnaissance, cyber and information solutions, and intelligence systems; and satellite systems, such as government and commercial satellites, and space exploration. The Global Services segment offers products and services, including supply chain and logistics management, engineering, maintenance and modifications, upgrades and conversions, spare parts, pilot and maintenance training systems and services, technical and maintenance documents, and data analytics and digital services to commercial and defense customers. The Boeing Capital segment offers financing services and manages financing exposure for a portfolio of equipment under operating leases, sales-type/finance leases, notes and other receivables, assets held for sale or re-lease, and investments. The company was incorporated in 1916 and is based in Arlington, Virginia.',\n",
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       "      'name': 'Mr. Brian J. West',\n",
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       "      'name': 'Mr. Brett C. Gerry',\n",
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       "      'name': 'Mr. Stanley A. Deal',\n",
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       "      'title': 'Executive VP and President & CEO of Boeing Commercial Airplanes',\n",
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       "      'name': 'Mr. Theodore  Colbert III',\n",
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       "      'name': 'Mr. Andrew  Ward',\n",
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       "      'name': 'Dr. Todd  Citron Ph.D.',\n",
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       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'BA',\n",
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       "    'shortName': 'Boeing Company (The)',\n",
       "    'longName': 'The Boeing Company',\n",
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       "    'recommendationKey': 'buy',\n",
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       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': None},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  207.860001\n",
       "   2022-01-04  213.630005\n",
       "   2022-01-05  213.070007\n",
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       "   ...                ...\n",
       "   2022-12-23  189.059998\n",
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       "   2022-12-29  188.910004\n",
       "   2022-12-30  190.490005\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':               Volume\n",
       "   Date                \n",
       "   2022-01-03   9060200\n",
       "   2022-01-04  11414600\n",
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       "   ...              ...\n",
       "   2022-12-26         0\n",
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       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'CAT',\n",
       "   'info': {'address1': \"5205 North O'Connor Boulevard\",\n",
       "    'address2': 'Suite 100',\n",
       "    'city': 'Irving',\n",
       "    'state': 'TX',\n",
       "    'zip': '75039',\n",
       "    'country': 'United States',\n",
       "    'phone': '972 891 7700',\n",
       "    'website': 'https://www.caterpillar.com',\n",
       "    'industry': 'Farm & Heavy Construction Machinery',\n",
       "    'industryKey': 'farm-heavy-construction-machinery',\n",
       "    'industryDisp': 'Farm & Heavy Construction Machinery',\n",
       "    'sector': 'Industrials',\n",
       "    'sectorKey': 'industrials',\n",
       "    'sectorDisp': 'Industrials',\n",
       "    'longBusinessSummary': \"Caterpillar Inc. manufactures and sells construction and mining equipment, off-highway diesel and natural gas engines, industrial gas turbines, and diesel-electric locomotives in the United States and internationally. Its Construction Industries segment offers asphalt pavers, compactors, road reclaimers, forestry machines, cold planers, material handlers, tractors, excavators, telehandlers, motor graders, and pipelayers; compact track and multi-terrain, wheel, track-type, backhoe, and skid steer loaders; and related parts and tools. The company's Resource Industries segment provides electric rope and hydraulic shovels, draglines, rotary drills, hard rock vehicles, tractors, mining trucks, longwall miners, wheel loaders, off-highway and articulated trucks, wheel tractor scrapers and dozers, fleet management products, landfill and soil compactors, machinery components, autonomous ready vehicles and solutions, work tools, and safety services and mining performance solutions, as well as related parts and services. Its Energy & Transportation segment offers reciprocating engine powered generator sets; reciprocating engines, drivetrain, and integrated systems and solutions; turbines, centrifugal gas compressors, and related services; and diesel-electric locomotives and components, and other rail-related products. The company's Financial Products segment provides operating and finance leases, installment sale contracts, repair/rebuild financing services, working capital loans, and wholesale financing; and insurance and risk management products and services. Its All Other operating segment offers filters and fluids, undercarriage, ground engaging tools, fluid transfer products, precision seals, and rubber sealing and connecting components; parts distribution; integrated logistics solutions and distribution services; brand management and marketing strategy services; and digital investments services. Caterpillar Inc. was founded in 1925 and is headquartered in Irving, Texas.\",\n",
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       "      'name': 'Mr. Andrew R. J. Bonfield',\n",
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       "      'name': 'Ms. Denise C. Johnson',\n",
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       "      'title': 'Group President of Resource Industries',\n",
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       "      'name': 'Mr. Bob  De Lange',\n",
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       "      'title': 'Group President of Services, Distribution & Digital',\n",
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       "  {'ticker': 'LMT',\n",
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       "    'state': 'MD',\n",
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       "    'phone': '301 897 6000',\n",
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       "   'close':                  Close\n",
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       "    'trailingPegRatio': 3.7867},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  247.770004\n",
       "   2022-01-04  252.029999\n",
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       "   ...                ...\n",
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       "   'volume':              Volume\n",
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       "   ...             ...\n",
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       "   \n",
       "   [362 rows x 1 columns]},\n",
       "  {'ticker': 'UPS',\n",
       "   'info': {'address1': '55 Glenlake Parkway, N.E.',\n",
       "    'city': 'Atlanta',\n",
       "    'state': 'GA',\n",
       "    'zip': '30328',\n",
       "    'country': 'United States',\n",
       "    'phone': '404 828 6000',\n",
       "    'website': 'https://www.ups.com',\n",
       "    'industry': 'Integrated Freight & Logistics',\n",
       "    'industryKey': 'integrated-freight-logistics',\n",
       "    'industryDisp': 'Integrated Freight & Logistics',\n",
       "    'sector': 'Industrials',\n",
       "    'sectorKey': 'industrials',\n",
       "    'sectorDisp': 'Industrials',\n",
       "    'longBusinessSummary': 'United Parcel Service, Inc., a package delivery company, provides transportation and delivery, distribution, contract logistics, ocean freight, airfreight, customs brokerage, and insurance services. It operates through two segments, U.S. Domestic Package and International Package. The U.S. Domestic Package segment offers time-definite delivery of letters, documents, small packages, and palletized freight through air and ground services in the United States. The International Package segment provides guaranteed day and time-definite international shipping services comprising guaranteed time-definite express options in Europe, Asia, the Indian sub-continent, the Middle East, Africa, Canada, and Latin America. The company also provides international air and ocean freight forwarding, post-sales, and mail and consulting services. In addition, it offers truckload brokerage services; supply chain solutions to the healthcare and life sciences industries; financial and information services; and fulfillment and transportation management services. United Parcel Service, Inc. was founded in 1907 and is headquartered in Atlanta, Georgia.',\n",
       "    'fullTimeEmployees': 500000,\n",
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       "      'name': 'Ms. Carol B. Tome',\n",
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       "      'title': 'CEO & Director',\n",
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       "      'name': 'Mr. Brian O. Newman',\n",
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       "      'name': 'Mr. Bala  Subramanian',\n",
       "      'age': 51,\n",
       "      'title': 'EVP and Chief Digital & Technology Officer',\n",
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       "      'fiscalYear': 2022,\n",
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       "      'exercisedValue': 0,\n",
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       "      'name': 'Ms. Kathleen M. Gutmann',\n",
       "      'age': 53,\n",
       "      'title': 'Executive VP and President of International, Healthcare & Supply Chain Solutions',\n",
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       "      'name': 'Mr. Nando  Cesarone',\n",
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       "      'title': 'Executive VP & President of U.S.',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Ken  Cook',\n",
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       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Norman M. Brothers Jr.',\n",
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       "      'title': 'Executive VP, Chief Legal, Compliance Officer & Corporate Secretary',\n",
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       "      'title': 'Executive VP, Chief Diversity, Equity and Inclusion Officer & Chief Human Resources Officer',\n",
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       "    'exchange': 'NYQ',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'UPS',\n",
       "    'underlyingSymbol': 'UPS',\n",
       "    'shortName': 'United Parcel Service, Inc.',\n",
       "    'longName': 'United Parcel Service, Inc.',\n",
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       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  213.500000\n",
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       "   ...                ...\n",
       "   2022-12-23  177.009995\n",
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       "   'volume':              Volume\n",
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       "   2022-01-03  2319600\n",
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       "   ...             ...\n",
       "   2022-12-26        0\n",
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       "   [362 rows x 1 columns]}],\n",
       " 'Consumer Cyclical': [{'ticker': 'AMZN',\n",
       "   'info': {'address1': '410 Terry Avenue North',\n",
       "    'city': 'Seattle',\n",
       "    'state': 'WA',\n",
       "    'zip': '98109-5210',\n",
       "    'country': 'United States',\n",
       "    'phone': '206 266 1000',\n",
       "    'website': 'https://www.aboutamazon.com',\n",
       "    'industry': 'Internet Retail',\n",
       "    'industryKey': 'internet-retail',\n",
       "    'industryDisp': 'Internet Retail',\n",
       "    'sector': 'Consumer Cyclical',\n",
       "    'sectorKey': 'consumer-cyclical',\n",
       "    'sectorDisp': 'Consumer Cyclical',\n",
       "    'longBusinessSummary': \"Amazon.com, Inc. engages in the retail sale of consumer products and subscriptions through online and physical stores in North America and internationally. It operates through three segments: North America, International, and Amazon Web Services (AWS). The company's products offered through its stores include merchandise and content purchased for resale; and products offered by third-party sellers. It also manufactures and sells electronic devices, including Kindle, Fire tablets, Fire TVs, Rings, Blink, eero, and Echo; and develops and produces media content. In addition, the company offers programs that enable sellers to sell their products in its stores; and programs that allow authors, musicians, filmmakers, Twitch streamers, skill and app developers, and others to publish and sell content. Further, it provides compute, storage, database, analytics, machine learning, and other services, as well as fulfillment, advertising, and digital content subscriptions. Additionally, the company offers Amazon Prime, a membership program. It serves consumers, sellers, developers, enterprises, content creators, and advertisers. The company was incorporated in 1994 and is headquartered in Seattle, Washington.\",\n",
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       "    'earningsQuarterlyGrowth': 2.44,\n",
       "    'netIncomeToCommon': 20078999552,\n",
       "    'trailingEps': 1.91,\n",
       "    'forwardEps': 3.54,\n",
       "    'pegRatio': 0.63,\n",
       "    'lastSplitFactor': '20:1',\n",
       "    'lastSplitDate': 1654473600,\n",
       "    'enterpriseToRevenue': 2.92,\n",
       "    'enterpriseToEbitda': 21.871,\n",
       "    '52WeekChange': 0.5706028,\n",
       "    'SandP52WeekChange': 0.13176453,\n",
       "    'exchange': 'NMS',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'AMZN',\n",
       "    'underlyingSymbol': 'AMZN',\n",
       "    'shortName': 'Amazon.com, Inc.',\n",
       "    'longName': 'Amazon.com, Inc.',\n",
       "    'firstTradeDateEpochUtc': 863703000,\n",
       "    'timeZoneFullName': 'America/New_York',\n",
       "    'timeZoneShortName': 'EST',\n",
       "    'uuid': '261fd26b-0151-3813-b0d0-97e4ed4c6505',\n",
       "    'messageBoardId': 'finmb_18749',\n",
       "    'gmtOffSetMilliseconds': -18000000,\n",
       "    'currentPrice': 146.74,\n",
       "    'targetHighPrice': 230.0,\n",
       "    'targetLowPrice': 128.0,\n",
       "    'targetMeanPrice': 172.94,\n",
       "    'targetMedianPrice': 175.0,\n",
       "    'recommendationMean': 1.7,\n",
       "    'recommendationKey': 'buy',\n",
       "    'numberOfAnalystOpinions': 48,\n",
       "    'totalCash': 64169000960,\n",
       "    'totalCashPerShare': 6.209,\n",
       "    'ebitda': 73978003456,\n",
       "    'totalDebt': 166064996352,\n",
       "    'quickRatio': 0.701,\n",
       "    'currentRatio': 0.985,\n",
       "    'totalRevenue': 554027974656,\n",
       "    'debtToEquity': 90.759,\n",
       "    'revenuePerShare': 53.946,\n",
       "    'returnOnAssets': 0.03612,\n",
       "    'returnOnEquity': 0.12531,\n",
       "    'grossProfits': 225152000000,\n",
       "    'freeCashflow': 36392374272,\n",
       "    'operatingCashflow': 71653998592,\n",
       "    'earningsGrowth': 2.357,\n",
       "    'revenueGrowth': 0.126,\n",
       "    'grossMargins': 0.46243998,\n",
       "    'ebitdaMargins': 0.13352999,\n",
       "    'operatingMargins': 0.07819,\n",
       "    'financialCurrency': 'USD',\n",
       "    'trailingPegRatio': 2.6198},\n",
       "   'close':                  Close\n",
       "   Date                  \n",
       "   2022-01-03  170.404495\n",
       "   2022-01-04  167.522003\n",
       "   2022-01-05  164.356995\n",
       "   2022-01-06  163.253998\n",
       "   2022-01-07  162.554001\n",
       "   ...                ...\n",
       "   2022-12-23   85.250000\n",
       "   2022-12-27   83.040001\n",
       "   2022-12-28   81.820000\n",
       "   2022-12-29   84.180000\n",
       "   2022-12-30   84.000000\n",
       "   \n",
       "   [251 rows x 1 columns],\n",
       "   'volume':               Volume\n",
       "   Date                \n",
       "   2022-01-03  63520000\n",
       "   2022-01-04  70726000\n",
       "   2022-01-05  64302000\n",
       "   2022-01-06  51958000\n",
       "   2022-01-07  46606000\n",
       "   ...              ...\n",
       "   2022-12-26         0\n",
       "   2022-12-27  57284000\n",
       "   2022-12-28  58228600\n",
       "   2022-12-29  54995900\n",
       "   2022-12-30  62401200\n",
       "   \n",
       "   [362 rows x 1 columns]}],\n",
       " 'Communication Services': [{'ticker': 'T.TO',\n",
       "   'info': {'address1': '510 West Georgia Street',\n",
       "    'address2': 'Floor 23',\n",
       "    'city': 'Vancouver',\n",
       "    'state': 'BC',\n",
       "    'zip': 'V6B 0M3',\n",
       "    'country': 'Canada',\n",
       "    'website': 'https://www.telus.com',\n",
       "    'industry': 'Telecom Services',\n",
       "    'industryKey': 'telecom-services',\n",
       "    'industryDisp': 'Telecom Services',\n",
       "    'sector': 'Communication Services',\n",
       "    'sectorKey': 'communication-services',\n",
       "    'sectorDisp': 'Communication Services',\n",
       "    'longBusinessSummary': 'TELUS Corporation, together with its subsidiaries, provides a range of telecommunications and information technology products and services in Canada. It operates through Technology Solutions and Digitally-Led Customer Experiences segments. The Technology Solutions segment offers a range of telecommunications products and services; network services; mobile technologies equipment; data services, such as internet protocol; television; hosting, managed information technology, and cloud-based services; software, data management, and data analytics-driven smart food-chain and consumer goods technologies; home and business security; healthcare software and technology solutions; and voice and other telecommunications services. The Digitally-Led Customer Experiences segment provides digital customer experience and digital-enablement transformation solutions, including artificial intelligence and content management solutions. The company was formerly known as TELUS Communications Inc. and changed its name to TELUS Corporation in February 2005. TELUS Corporation was incorporated in 1998 and is based in Vancouver, Canada.',\n",
       "    'fullTimeEmployees': 108500,\n",
       "    'companyOfficers': [{'maxAge': 1,\n",
       "      'name': 'Mr. Darren  Entwistle B.A., LL.D., M.B.A.',\n",
       "      'age': 58,\n",
       "      'title': 'President, CEO & Director',\n",
       "      'yearBorn': 1964,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 2829445,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Douglas  French',\n",
       "      'age': 56,\n",
       "      'title': 'Executive VP & CFO',\n",
       "      'yearBorn': 1966,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 1379309,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Tony  Geheran',\n",
       "      'age': 59,\n",
       "      'title': 'COO & EVP',\n",
       "      'yearBorn': 1963,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 1391305,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Navin  Arora',\n",
       "      'age': 50,\n",
       "      'title': 'Executive VP & President of Business Solutions',\n",
       "      'yearBorn': 1972,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 1011442,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Zainul  Mawji',\n",
       "      'title': 'EVP & President of Telus Consumer Solutions',\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 954275,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Robert  Mitchell',\n",
       "      'title': 'Head of Investor Relations',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Andrea Louise Wood LLB LLM',\n",
       "      'title': 'Chief Legal & Governance Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Jill  Schnarr',\n",
       "      'title': 'Chief Communications & Brand Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Ms. Sandy  McIntosh',\n",
       "      'title': 'Executive VP of People & Culture and Chief Human Resources Officer',\n",
       "      'fiscalYear': 2022,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0},\n",
       "     {'maxAge': 1,\n",
       "      'name': 'Mr. Francois  Cote',\n",
       "      'age': 64,\n",
       "      'title': 'Executive Vice President',\n",
       "      'yearBorn': 1958,\n",
       "      'fiscalYear': 2022,\n",
       "      'totalPay': 564933,\n",
       "      'exercisedValue': 0,\n",
       "      'unexercisedValue': 0}],\n",
       "    'auditRisk': 3,\n",
       "    'boardRisk': 2,\n",
       "    'compensationRisk': 3,\n",
       "    'shareHolderRightsRisk': 3,\n",
       "    'overallRisk': 2,\n",
       "    'governanceEpochDate': 1698796800,\n",
       "    'compensationAsOfEpochDate': 1672444800,\n",
       "    'maxAge': 86400,\n",
       "    'priceHint': 2,\n",
       "    'previousClose': 24.04,\n",
       "    'open': 24.01,\n",
       "    'dayLow': 23.965,\n",
       "    'dayHigh': 24.14,\n",
       "    'regularMarketPreviousClose': 24.04,\n",
       "    'regularMarketOpen': 24.01,\n",
       "    'regularMarketDayLow': 23.965,\n",
       "    'regularMarketDayHigh': 24.14,\n",
       "    'dividendRate': 1.5,\n",
       "    'dividendYield': 0.0626,\n",
       "    'exDividendDate': 1701993600,\n",
       "    'payoutRatio': 2.647,\n",
       "    'fiveYearAvgDividendYield': 4.72,\n",
       "    'beta': 0.682,\n",
       "    'trailingPE': 44.648148,\n",
       "    'forwardPE': 21.918182,\n",
       "    'volume': 702294,\n",
       "    'regularMarketVolume': 702294,\n",
       "    'averageVolume': 2447555,\n",
       "    'averageVolume10days': 1709450,\n",
       "    'averageDailyVolume10Day': 1709450,\n",
       "    'bid': 24.1,\n",
       "    'ask': 24.11,\n",
       "    'bidSize': 0,\n",
       "    'askSize': 0,\n",
       "    'marketCap': 35080052736,\n",
       "    'fiftyTwoWeekLow': 21.16,\n",
       "    'fiftyTwoWeekHigh': 29.15,\n",
       "    'priceToSalesTrailing12Months': 1.7653005,\n",
       "    'fiftyDayAverage': 23.013,\n",
       "    'twoHundredDayAverage': 25.2478,\n",
       "    'trailingAnnualDividendRate': 1.429,\n",
       "    'trailingAnnualDividendYield': 0.059442595,\n",
       "    'currency': 'CAD',\n",
       "    'enterpriseValue': 62923198464,\n",
       "    'profitMargins': 0.040310003,\n",
       "    'floatShares': 1453443150,\n",
       "    'sharesOutstanding': 1455000064,\n",
       "    'sharesShort': 56587894,\n",
       "    'sharesShortPriorMonth': 57325958,\n",
       "    'sharesShortPreviousMonthDate': 1697155200,\n",
       "    'dateShortInterest': 1700006400,\n",
       "    'sharesPercentSharesOut': 0.038900003,\n",
       "    'heldPercentInsiders': 0.00017000001,\n",
       "    'heldPercentInstitutions': 0.56726,\n",
       "    'shortRatio': 27.96,\n",
       "    'impliedSharesOutstanding': 1463480064,\n",
       "    'bookValue': 11.214,\n",
       "    'priceToBook': 2.1499913,\n",
       "    'lastFiscalYearEnd': 1672444800,\n",
       "    'nextFiscalYearEnd': 1703980800,\n",
       "    'mostRecentQuarter': 1696032000,\n",
       "    'earningsQuarterlyGrowth': -0.735,\n",
       "    'netIncomeToCommon': 801000000,\n",
       "    'trailingEps': 0.54,\n",
       "    'forwardEps': 1.1,\n",
       "    'pegRatio': 4.3,\n",
       "    'lastSplitFactor': '2:1',\n",
       "    'lastSplitDate': 1584489600,\n",
       "    'enterpriseToRevenue': 3.166,\n",
       "    'enterpriseToEbitda': 13.303,\n",
       "    '52WeekChange': -0.1721763,\n",
       "    'SandP52WeekChange': 0.13176453,\n",
       "    'lastDividendValue': 0.364,\n",
       "    'lastDividendDate': 1694044800,\n",
       "    'exchange': 'TOR',\n",
       "    'quoteType': 'EQUITY',\n",
       "    'symbol': 'T.TO',\n",
       "    'underlyingSymbol': 'T.TO',\n",
       "    'shortName': 'TELUS CORPORATION',\n",
       "    'longName': 'TELUS Corporation',\n",
       "    'firstTradeDateEpochUtc': 789921000,\n",
       "    'timeZoneFullName': 'America/Toronto',\n",
       "    'timeZoneShortName': 'EST',\n",
       "    'uuid': '581aa5df-00aa-3335-b7f9-a711f61bc185',\n",
       "    'messageBoardId': 'finmb_598689',\n",
       "    'gmtOffSetMilliseconds': -18000000,\n",
       "    'currentPrice': 24.11,\n",
       "    'targetHighPrice': 30.0,\n",
       "    'targetLowPrice': 24.0,\n",
       "    'targetMeanPrice': 26.76,\n",
       "    'targetMedianPrice': 26.9,\n",
       "    'recommendationMean': 2.1,\n",
       "    'recommendationKey': 'buy',\n",
       "    'numberOfAnalystOpinions': 17,\n",
       "    'totalCash': 1208000000,\n",
       "    'totalCashPerShare': 0.83,\n",
       "    'ebitda': 4729999872,\n",
       "    'totalDebt': 27964000256,\n",
       "    'quickRatio': 0.524,\n",
       "    'currentRatio': 0.665,\n",
       "    'totalRevenue': 19872000000,\n",
       "    'debtToEquity': 159.74,\n",
       "    'revenuePerShare': 13.776,\n",
       "    'returnOnAssets': 0.0337,\n",
       "    'returnOnEquity': 0.04654,\n",
       "    'grossProfits': 6518000000,\n",
       "    'freeCashflow': 1493250048,\n",
       "    'operatingCashflow': 4311000064,\n",
       "    'earningsGrowth': -0.755,\n",
       "    'revenueGrowth': 0.075,\n",
       "    'grossMargins': 0.34642,\n",
       "    'ebitdaMargins': 0.23802,\n",
       "    'operatingMargins': 0.16112,\n",
       "    'financialCurrency': 'CAD',\n",
       "    'trailingPegRatio': None},\n",
       "   'close':                 Close\n",
       "   Date                 \n",
       "   2022-01-04  29.760000\n",
       "   2022-01-05  29.760000\n",
       "   2022-01-06  29.799999\n",
       "   2022-01-07  29.660000\n",
       "   2022-01-10  29.480000\n",
       "   ...               ...\n",
       "   2022-12-22  26.680000\n",
       "   2022-12-23  26.740000\n",
       "   2022-12-28  26.139999\n",
       "   2022-12-29  26.410000\n",
       "   2022-12-30  26.129999\n",
       "   \n",
       "   [250 rows x 1 columns],\n",
       "   'volume':              Volume\n",
       "   Date               \n",
       "   2022-01-04  1812200\n",
       "   2022-01-05  1834100\n",
       "   2022-01-06  1331000\n",
       "   2022-01-07  1232700\n",
       "   2022-01-08        0\n",
       "   ...             ...\n",
       "   2022-12-26        0\n",
       "   2022-12-27        0\n",
       "   2022-12-28  2036500\n",
       "   2022-12-29  1083000\n",
       "   2022-12-30  2551200\n",
       "   \n",
       "   [361 rows x 1 columns]}]}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#creating a dictionary of stocks within the given industry\n",
    "def stocks_in_industry (industry_dict):\n",
    "    industry_portfolio = {}\n",
    "    for i in range (len (industry_dict)):\n",
    "        industry_portfolio[(industry_dict[i][0])] = stock_grouper(filtered_list, (industry_dict[i][0]))\n",
    "    return industry_portfolio\n",
    "\n",
    "#finds all stocks in the given industry and returns it in a list\n",
    "def stock_grouper (stock_list, industry):\n",
    "    stocks = []\n",
    "    for i in range (len (stock_list)):\n",
    "        stock = stock_list[i]\n",
    "        sector = stock[\"info\"]['sector']\n",
    "        if sector == industry:\n",
    "            stocks.append(stock)\n",
    "    return stocks\n",
    "            \n",
    "stocks_in_industry_list = stocks_in_industry(sorted_dict_of_industries)      \n",
    "\n",
    "stocks_in_industry_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38bd66ae",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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