software_bulk.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a489cbac",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "api = 'c4ad87b03bec1878bc0be6156d4472b0'\n",
    "pd.options.display.float_format = '{:,.2f}'.format\n",
    "pd.set_option('display.max_columns', 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b2640232",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Request financial data from API\n",
    "company = 'AAPL'\n",
    "\n",
    "\n",
    "income_statement_q = requests.get(f'https://financialmodelingprep.com/api/v3/income-statement/{company}?period=quarter&limit=400&apikey={api}').json()\n",
    "balance_sheet = requests.get(f'https://financialmodelingprep.com/api/v3/balance-sheet-statement/{company}?period=quarter&limit=400&apikey={api}').json()\n",
    "cash_flow = requests.get(f'https://financialmodelingprep.com/api/v3/cash-flow-statement/{company}?period=quarter&limit=400&apikey={api}').json()\n",
    "Ratios = requests.get(f'https://financialmodelingprep.com/api/v3/ratios/{company}?period=quarter&limit=400&apikey={api}').json()\n",
    "key_Metrics = requests.get(f'https://financialmodelingprep.com/api/v3/key-metrics/{company}?period=quarter&limit=400&apikey={api}').json()\n",
    "profile = requests.get(f'https://financialmodelingprep.com/api/v3/profile/{company}?period=quarter&limit=400&apikey={api}').json()\n",
    "#shares_float = requests.get(f'https://financialmodelingprep.com/api/v4/shares_float?symbol={company}?period=quarter&apikey={api}').json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9c777559",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'date': '2022-06-25',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2022-07-29',\n",
       "  'acceptedDate': '2022-07-28 18:06:56',\n",
       "  'calendarYear': '2022',\n",
       "  'period': 'Q3',\n",
       "  'revenue': 82959000000,\n",
       "  'costOfRevenue': 47074000000,\n",
       "  'grossProfit': 35885000000,\n",
       "  'grossProfitRatio': 0.4325630733253776,\n",
       "  'researchAndDevelopmentExpenses': 6797000000,\n",
       "  'generalAndAdministrativeExpenses': 0.0,\n",
       "  'sellingAndMarketingExpenses': 0.0,\n",
       "  'sellingGeneralAndAdministrativeExpenses': 6012000000,\n",
       "  'otherExpenses': 0.0,\n",
       "  'operatingExpenses': 12809000000,\n",
       "  'costAndExpenses': 59883000000,\n",
       "  'interestIncome': 722000000,\n",
       "  'interestExpense': 719000000,\n",
       "  'depreciationAndAmortization': 2805000000,\n",
       "  'ebitda': 26590000000,\n",
       "  'ebitdaratio': 0.3205197748285298,\n",
       "  'operatingIncome': 23076000000,\n",
       "  'operatingIncomeRatio': 0.2781615014645789,\n",
       "  'totalOtherIncomeExpensesNet': -10000000,\n",
       "  'incomeBeforeTax': 23066000000,\n",
       "  'incomeBeforeTaxRatio': 0.27804095999228534,\n",
       "  'incomeTaxExpense': 3624000000,\n",
       "  'netIncome': 19442000000,\n",
       "  'netIncomeRatio': 0.2343567304331055,\n",
       "  'eps': 1.2,\n",
       "  'epsdiluted': 1.2,\n",
       "  'weightedAverageShsOut': 16162945000,\n",
       "  'weightedAverageShsOutDil': 16262203000,\n",
       "  'link': 'https://www.sec.gov/Archives/edgar/data/320193/000032019322000070/0000320193-22-000070-index.htm',\n",
       "  'finalLink': 'https://www.sec.gov/Archives/edgar/data/320193/000032019322000070/aapl-20220625.htm'},\n",
       " {'date': '2022-03-26',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2022-04-29',\n",
       "  'acceptedDate': '2022-04-28 18:03:58',\n",
       "  'calendarYear': '2022',\n",
       "  'period': 'Q2',\n",
       "  'revenue': 97278000000,\n",
       "  'costOfRevenue': 54719000000,\n",
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       "  'researchAndDevelopmentExpenses': 6387000000,\n",
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       "  'sellingAndMarketingExpenses': 0.0,\n",
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       "  'operatingIncome': 29979000000,\n",
       "  'operatingIncomeRatio': 0.30817862209338187,\n",
       "  'totalOtherIncomeExpensesNet': 160000000,\n",
       "  'incomeBeforeTax': 30139000000,\n",
       "  'incomeBeforeTaxRatio': 0.30982339275067333,\n",
       "  'incomeTaxExpense': 5129000000,\n",
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       "  'eps': 1.53,\n",
       "  'epsdiluted': 1.51,\n",
       "  'weightedAverageShsOut': 16391724000,\n",
       "  'weightedAverageShsOutDil': 16519291000,\n",
       "  'link': 'https://www.sec.gov/Archives/edgar/data/320193/000032019322000059/0000320193-22-000059-index.htm',\n",
       "  'finalLink': 'https://www.sec.gov/Archives/edgar/data/320193/000032019322000059/aapl-20220326.htm'},\n",
       " {'date': '2021-12-25',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2022-01-28',\n",
       "  'acceptedDate': '2022-01-27 18:00:58',\n",
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       "  'researchAndDevelopmentExpenses': 6306000000,\n",
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       "  'ebitdaratio': 0.3600952035176893,\n",
       "  'operatingIncome': 41488000000,\n",
       "  'operatingIncomeRatio': 0.3347291137197951,\n",
       "  'totalOtherIncomeExpensesNet': -247000000,\n",
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       "  'incomeBeforeTaxRatio': 0.33273629432409535,\n",
       "  'incomeTaxExpense': 6611000000,\n",
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       "  'netIncomeRatio': 0.2793981201339304,\n",
       "  'eps': 2.11,\n",
       "  'epsdiluted': 2.1,\n",
       "  'weightedAverageShsOut': 16391724000,\n",
       "  'weightedAverageShsOutDil': 16519291000,\n",
       "  'link': 'https://www.sec.gov/Archives/edgar/data/320193/000032019322000007/0000320193-22-000007-index.htm',\n",
       "  'finalLink': 'https://www.sec.gov/Archives/edgar/data/320193/000032019322000007/aapl-20211225.htm'},\n",
       " {'date': '2021-09-25',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2021-10-29',\n",
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       "  'costOfRevenue': 48186000000,\n",
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       "  'researchAndDevelopmentExpenses': 5772000000,\n",
       "  'generalAndAdministrativeExpenses': 0.0,\n",
       "  'sellingAndMarketingExpenses': 0.0,\n",
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       "  'link': 'https://www.sec.gov/Archives/edgar/data/320193/000032019321000105/0000320193-21-000105-index.htm',\n",
       "  'finalLink': 'https://www.sec.gov/Archives/edgar/data/320193/000032019321000105/aapl-20210925.htm'},\n",
       " {'date': '2021-06-26',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2021-07-28',\n",
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       "  'researchAndDevelopmentExpenses': 5717000000,\n",
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       "  'sellingAndMarketingExpenses': 0.0,\n",
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       "  'incomeBeforeTaxRatio': 0.2992484711545546,\n",
       "  'incomeTaxExpense': 2625000000,\n",
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       "  'netIncomeRatio': 0.2670137780288332,\n",
       "  'eps': 1.31,\n",
       "  'epsdiluted': 1.3,\n",
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       "  'weightedAverageShsOutDil': 16781735000,\n",
       "  'link': 'https://www.sec.gov/Archives/edgar/data/320193/000032019321000065/0000320193-21-000065-index.htm',\n",
       "  'finalLink': 'https://www.sec.gov/Archives/edgar/data/320193/000032019321000065/aapl-20210626.htm'},\n",
       " {'date': '2021-03-27',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2021-04-29',\n",
       "  'acceptedDate': '2021-04-28 18:02:54',\n",
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       "  'incomeBeforeTaxRatio': 0.3126786033220218,\n",
       "  'incomeTaxExpense': 4381000000,\n",
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       "  'netIncomeRatio': 0.2637747812109305,\n",
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       "  'weightedAverageShsOut': 16753476000,\n",
       "  'weightedAverageShsOutDil': 16929157000,\n",
       "  'link': 'https://www.sec.gov/Archives/edgar/data/320193/000032019321000056/0000320193-21-000056-index.htm',\n",
       "  'finalLink': 'https://www.sec.gov/Archives/edgar/data/320193/000032019321000056/aapl-20210327.htm'},\n",
       " {'date': '2020-12-26',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2021-01-28',\n",
       "  'acceptedDate': '2021-01-27 18:03:06',\n",
       "  'calendarYear': '2021',\n",
       "  'period': 'Q1',\n",
       "  'revenue': 111439000000,\n",
       "  'costOfRevenue': 67111000000,\n",
       "  'grossProfit': 44328000000,\n",
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       "  'researchAndDevelopmentExpenses': 5163000000,\n",
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       "  'sellingAndMarketingExpenses': 0.0,\n",
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       "  'otherExpenses': 0.0,\n",
       "  'operatingExpenses': 10794000000,\n",
       "  'costAndExpenses': 77905000000,\n",
       "  'interestIncome': 747000000,\n",
       "  'interestExpense': 638000000,\n",
       "  'depreciationAndAmortization': 2666000000,\n",
       "  'ebitda': 36883000000,\n",
       "  'ebitdaratio': 0.3309703066251492,\n",
       "  'operatingIncome': 33534000000,\n",
       "  'operatingIncomeRatio': 0.30091799100853384,\n",
       "  'totalOtherIncomeExpensesNet': 45000000,\n",
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       "  'incomeBeforeTaxRatio': 0.30132179937005893,\n",
       "  'incomeTaxExpense': 4824000000,\n",
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       "  'weightedAverageShsOutDil': 17113688000,\n",
       "  'link': 'https://www.sec.gov/Archives/edgar/data/320193/000032019321000010/0000320193-21-000010-index.htm',\n",
       "  'finalLink': 'https://www.sec.gov/Archives/edgar/data/320193/000032019321000010/aapl-20201226.htm'},\n",
       " {'date': '2020-09-26',\n",
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       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2020-10-30',\n",
       "  'acceptedDate': '2020-10-29 18:06:25',\n",
       "  'calendarYear': '2020',\n",
       "  'period': 'Q4',\n",
       "  'revenue': 64698000000,\n",
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       "  'link': 'https://www.sec.gov/Archives/edgar/data/320193/000032019320000096/0000320193-20-000096-index.htm',\n",
       "  'finalLink': 'https://www.sec.gov/Archives/edgar/data/320193/000032019320000096/aapl-20200926.htm'},\n",
       " {'date': '2020-06-27',\n",
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       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2020-07-31',\n",
       "  'acceptedDate': '2020-07-30 19:29:09',\n",
       "  'calendarYear': '2020',\n",
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       "  'operatingIncomeRatio': 0.21933484124989527,\n",
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       "  'incomeBeforeTaxRatio': 0.22010555415933653,\n",
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       "  'weightedAverageShsOutDil': 17419152000,\n",
       "  'link': 'https://www.sec.gov/Archives/edgar/data/320193/000032019320000062/0000320193-20-000062-index.htm',\n",
       "  'finalLink': 'https://www.sec.gov/Archives/edgar/data/320193/000032019320000062/aapl-20200627.htm'},\n",
       " {'date': '2020-03-28',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '2020-05-01',\n",
       "  'acceptedDate': '2020-04-30 18:03:10',\n",
       "  'calendarYear': '2020',\n",
       "  'period': 'Q2',\n",
       "  'revenue': 58313000000,\n",
       "  'costOfRevenue': 35943000000,\n",
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       "  'depreciationAndAmortization': 2786000000,\n",
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       "  'ebitdaratio': 0.2860082657383431,\n",
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       "  'operatingIncomeRatio': 0.22041397287054346,\n",
       "  'totalOtherIncomeExpensesNet': 282000000,\n",
       "  'incomeBeforeTax': 13135000000,\n",
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       "  'incomeTaxExpense': 1886000000,\n",
       "  'netIncome': 11249000000,\n",
       "  'netIncomeRatio': 0.1929072419529093,\n",
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       "  'weightedAverageShsOut': 14260064000,\n",
       "  'weightedAverageShsOutDil': 14260064000,\n",
       "  'link': '',\n",
       "  'finalLink': ''},\n",
       " {'date': '1986-03-31',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '1986-03-31',\n",
       "  'acceptedDate': '1986-03-31',\n",
       "  'calendarYear': '1986',\n",
       "  'period': 'Q2',\n",
       "  'revenue': 408900000,\n",
       "  'costOfRevenue': 0.0,\n",
       "  'grossProfit': 0.0,\n",
       "  'grossProfitRatio': 0.0,\n",
       "  'researchAndDevelopmentExpenses': 0.0,\n",
       "  'generalAndAdministrativeExpenses': 0.0,\n",
       "  'sellingAndMarketingExpenses': 0.0,\n",
       "  'sellingGeneralAndAdministrativeExpenses': 0.0,\n",
       "  'otherExpenses': 0.0,\n",
       "  'operatingExpenses': 0.0,\n",
       "  'costAndExpenses': 0.0,\n",
       "  'interestIncome': 0.0,\n",
       "  'interestExpense': 0.0,\n",
       "  'depreciationAndAmortization': 0.0,\n",
       "  'ebitda': 408900000,\n",
       "  'ebitdaratio': 1.0,\n",
       "  'operatingIncome': 408900000,\n",
       "  'operatingIncomeRatio': 1.0,\n",
       "  'totalOtherIncomeExpensesNet': 0.0,\n",
       "  'incomeBeforeTax': 0.0,\n",
       "  'incomeBeforeTaxRatio': 0.0,\n",
       "  'incomeTaxExpense': 0.0,\n",
       "  'netIncome': 0.0,\n",
       "  'netIncomeRatio': 0.0,\n",
       "  'eps': 0.002321,\n",
       "  'epsdiluted': 0.002321,\n",
       "  'weightedAverageShsOut': 14033600000,\n",
       "  'weightedAverageShsOutDil': 14033600000,\n",
       "  'link': '',\n",
       "  'finalLink': ''},\n",
       " {'date': '1985-12-31',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '1985-12-31',\n",
       "  'acceptedDate': '1985-12-31',\n",
       "  'calendarYear': '1986',\n",
       "  'period': 'Q1',\n",
       "  'revenue': 533900000,\n",
       "  'costOfRevenue': 0.0,\n",
       "  'grossProfit': 0.0,\n",
       "  'grossProfitRatio': 0.0,\n",
       "  'researchAndDevelopmentExpenses': 0.0,\n",
       "  'generalAndAdministrativeExpenses': 0.0,\n",
       "  'sellingAndMarketingExpenses': 0.0,\n",
       "  'sellingGeneralAndAdministrativeExpenses': 0.0,\n",
       "  'otherExpenses': 0.0,\n",
       "  'operatingExpenses': 0.0,\n",
       "  'costAndExpenses': 0.0,\n",
       "  'interestIncome': 0.0,\n",
       "  'interestExpense': 0.0,\n",
       "  'depreciationAndAmortization': 0.0,\n",
       "  'ebitda': 533900000,\n",
       "  'ebitdaratio': 1.0,\n",
       "  'operatingIncome': 533900000,\n",
       "  'operatingIncomeRatio': 1.0,\n",
       "  'totalOtherIncomeExpensesNet': 0.0,\n",
       "  'incomeBeforeTax': 0.0,\n",
       "  'incomeBeforeTaxRatio': 0.0,\n",
       "  'incomeTaxExpense': 0.0,\n",
       "  'netIncome': 0.0,\n",
       "  'netIncomeRatio': 0.0,\n",
       "  'eps': 0.004107,\n",
       "  'epsdiluted': 0.004107,\n",
       "  'weightedAverageShsOut': 13837824000,\n",
       "  'weightedAverageShsOutDil': 13837824000,\n",
       "  'link': '',\n",
       "  'finalLink': ''},\n",
       " {'date': '1985-09-30',\n",
       "  'symbol': 'AAPL',\n",
       "  'reportedCurrency': 'USD',\n",
       "  'cik': '0000320193',\n",
       "  'fillingDate': '1985-09-30',\n",
       "  'acceptedDate': '1985-09-30',\n",
       "  'calendarYear': '1985',\n",
       "  'period': 'Q4',\n",
       "  'revenue': 409700000,\n",
       "  'costOfRevenue': 0.0,\n",
       "  'grossProfit': 0.0,\n",
       "  'grossProfitRatio': 0.0,\n",
       "  'researchAndDevelopmentExpenses': 0.0,\n",
       "  'generalAndAdministrativeExpenses': 0.0,\n",
       "  'sellingAndMarketingExpenses': 0.0,\n",
       "  'sellingGeneralAndAdministrativeExpenses': 0.0,\n",
       "  'otherExpenses': 0.0,\n",
       "  'operatingExpenses': 0.0,\n",
       "  'costAndExpenses': 0.0,\n",
       "  'interestIncome': 0.0,\n",
       "  'interestExpense': 0.0,\n",
       "  'depreciationAndAmortization': 0.0,\n",
       "  'ebitda': -1361300000,\n",
       "  'ebitdaratio': -3.3226751281425435,\n",
       "  'operatingIncome': -1361300000,\n",
       "  'operatingIncomeRatio': -3.3226751281425435,\n",
       "  'totalOtherIncomeExpensesNet': 0.0,\n",
       "  'incomeBeforeTax': 0.0,\n",
       "  'incomeBeforeTaxRatio': 0.0,\n",
       "  'incomeTaxExpense': 0.0,\n",
       "  'netIncome': 0.0,\n",
       "  'netIncomeRatio': 0.0,\n",
       "  'eps': 0.0,\n",
       "  'epsdiluted': 0.0,\n",
       "  'weightedAverageShsOut': 13837824000,\n",
       "  'weightedAverageShsOutDil': 13837824000,\n",
       "  'link': '',\n",
       "  'finalLink': ''}]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_statement_q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "53d2db3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "income_statement_q_df = pd.DataFrame(income_statement_q)\n",
    "income_statement_q_df.head()\n",
    "dates = income_statement_q_df['date']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6c82a5ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "def quarterly_data(ticker):\n",
    "    income_statement_q = requests.get(f'https://financialmodelingprep.com/api/v3/income-statement/{ticker}?period=quarter&limit=400&apikey={api}').json()\n",
    "    balance_sheet = requests.get(f'https://financialmodelingprep.com/api/v3/balance-sheet-statement/{ticker}?period=quarter&limit=400&apikey={api}').json()\n",
    "    cash_flow = requests.get(f'https://financialmodelingprep.com/api/v3/cash-flow-statement/{ticker}?period=quarter&limit=400&apikey={api}').json()\n",
    "    Ratios = requests.get(f'https://financialmodelingprep.com/api/v3/ratios/{ticker}?period=quarter&limit=400&apikey={api}').json()\n",
    "    key_Metrics = requests.get(f'https://financialmodelingprep.com/api/v3/key-metrics/{ticker}?period=quarter&limit=400&apikey={api}').json()\n",
    "    profile = requests.get(f'https://financialmodelingprep.com/api/v3/profile/{ticker}?period=quarter&limit=400&apikey={api}').json()\n",
    "    \n",
    "    millions = 1000000\n",
    "    \n",
    "    financials = {}\n",
    "    length = min([len(income_statement_q), len(balance_sheet), len(cash_flow), len(Ratios), len(key_Metrics)])\n",
    "    for item in range(length): # 10 years\n",
    "        financials[dates[item]]={}\n",
    "        financials[dates[item]]['Calendar_Year'] = income_statement_q[item]['calendarYear']\n",
    "        financials[dates[item]]['Quarter'] = income_statement_q[item]['period']\n",
    "        financials[dates[item]]['Mkt Cap'] = key_Metrics[item]['marketCap'] /millions\n",
    "        financials[dates[item]]['Debt to Equity'] = key_Metrics[item]['debtToEquity']\n",
    "        financials[dates[item]]['Debt to Assets'] = key_Metrics[item]['debtToAssets']\n",
    "        financials[dates[item]]['Revenue per Share'] = key_Metrics[item]['revenuePerShare']\n",
    "        financials[dates[item]]['NI per Share'] = key_Metrics[item]['netIncomePerShare']\n",
    "        financials[dates[item]]['outstandingShares'] = income_statement_q[item]['weightedAverageShsOutDil'] / millions\n",
    "        \n",
    "    # income statement\n",
    "        financials[dates[item]]['Revenue'] = income_statement_q[item]['revenue'] / millions\n",
    "        financials[dates[item]]['Gross Profit'] = income_statement_q[item]['grossProfit'] / millions\n",
    "        financials[dates[item]]['R&D Expenses'] = income_statement_q[item]['researchAndDevelopmentExpenses']/ millions\n",
    "        financials[dates[item]]['G&A Expenses'] = income_statement_q[item]['generalAndAdministrativeExpenses']/ millions\n",
    "        financials[dates[item]]['Sales and Marketing Expenses'] = income_statement_q[item]['sellingAndMarketingExpenses']/ millions\n",
    "        financials[dates[item]]['SG&A Expenses'] = income_statement_q[item]['sellingGeneralAndAdministrativeExpenses']/ millions\n",
    "        financials[dates[item]]['Op Expenses'] = income_statement_q[item]['operatingExpenses'] / millions\n",
    "        financials[dates[item]]['Cost and Expenses'] = income_statement_q[item]['costAndExpenses'] / millions\n",
    "        financials[dates[item]]['Op Income'] = income_statement_q[item]['operatingIncome'] / millions\n",
    "        financials[dates[item]]['Interest Income'] = income_statement_q[item]['interestIncome'] / millions\n",
    "        financials[dates[item]]['Interest Expense'] = income_statement_q[item]['interestExpense'] / millions\n",
    "        financials[dates[item]]['Net Income'] = income_statement_q[item]['netIncome'] / millions\n",
    "        financials[dates[item]]['EPS'] = income_statement_q[item]['epsdiluted'] / millions\n",
    "        \n",
    "    \n",
    "    # balance sheet\n",
    "        financials[dates[item]]['Cash'] = balance_sheet[item]['cashAndCashEquivalents'] / millions\n",
    "        financials[dates[item]]['Receivables'] = balance_sheet[item]['netReceivables'] / millions\n",
    "        financials[dates[item]]['Inventory'] = balance_sheet[item]['inventory'] / millions\n",
    "        financials[dates[item]]['Cur Assets'] = balance_sheet[item]['totalCurrentAssets'] / millions\n",
    "        financials[dates[item]]['Tax Assets'] = balance_sheet[item]['taxAssets'] / millions\n",
    "        financials[dates[item]]['LT Assets'] = balance_sheet[item]['totalNonCurrentAssets'] / millions\n",
    "        financials[dates[item]]['Int Assets'] = balance_sheet[item]['intangibleAssets'] / millions\n",
    "        financials[dates[item]]['Total Assets'] = balance_sheet[item]['totalAssets'] / millions\n",
    "        financials[dates[item]]['Payables'] = balance_sheet[item]['accountPayables'] / millions\n",
    "        financials[dates[item]]['Deferred Revenue Current'] = balance_sheet[item]['deferredRevenue'] / millions\n",
    "        financials[dates[item]]['Deferred Revenue LongTerm'] = balance_sheet[item]['deferredRevenueNonCurrent'] / millions\n",
    "        financials[dates[item]]['Cur Liab'] = balance_sheet[item]['totalCurrentLiabilities'] / millions\n",
    "        financials[dates[item]]['LT Debt'] = balance_sheet[item]['longTermDebt'] / millions\n",
    "        financials[dates[item]]['LT Liab'] = balance_sheet[item]['totalNonCurrentLiabilities'] / millions\n",
    "        financials[dates[item]]['Total Liab'] = balance_sheet[item]['totalLiabilities'] / millions\n",
    "        financials[dates[item]]['SH Equity'] = balance_sheet[item]['totalStockholdersEquity'] / millions\n",
    "    \n",
    "    # cash flow\n",
    "        financials[dates[item]]['cash_flow Operations'] = cash_flow[item]['netCashProvidedByOperatingActivities'] / millions\n",
    "        financials[dates[item]]['cash_flow Investing'] = cash_flow[item]['netCashUsedForInvestingActivites'] / millions\n",
    "        financials[dates[item]]['cash_flow Financing'] = cash_flow[item]['netCashUsedProvidedByFinancingActivities'] / millions\n",
    "        financials[dates[item]]['CAPEX'] = cash_flow[item]['capitalExpenditure'] / millions\n",
    "        financials[dates[item]]['FCF'] = cash_flow[item]['freeCashFlow'] / millions\n",
    "        financials[dates[item]]['Dividends Paid'] = cash_flow[item]['dividendsPaid'] / millions\n",
    "    \n",
    "    # income statement ratios\n",
    "        financials[dates[item]]['Gross Profit Margin'] = Ratios[item]['grossProfitMargin']\n",
    "        financials[dates[item]]['Op Margin'] = Ratios[item]['operatingProfitMargin']\n",
    "        financials[dates[item]]['Int Coverage'] = Ratios[item]['interestCoverage']\n",
    "        financials[dates[item]]['Net Profit Margin'] = Ratios[item]['netProfitMargin']\n",
    "        financials[dates[item]]['Dividend Yield'] = Ratios[item]['dividendYield']\n",
    "    \n",
    "    # balance sheet ratios\n",
    "        financials[dates[item]]['Current Ratio'] = Ratios[item]['currentRatio']\n",
    "        financials[dates[item]]['Operating Cycle'] = Ratios[item]['operatingCycle']\n",
    "        financials[dates[item]]['Days of AP Outstanding'] = Ratios[item]['daysOfPayablesOutstanding']\n",
    "        financials[dates[item]]['Cash Conversion Cycle'] = Ratios[item]['cashConversionCycle']\n",
    "\n",
    "    # return ratios\n",
    "        financials[dates[item]]['ROA'] = Ratios[item]['returnOnAssets']\n",
    "        financials[dates[item]]['ROE'] = Ratios[item]['returnOnEquity']\n",
    "        financials[dates[item]]['ROCE'] = Ratios[item]['returnOnCapitalEmployed']\n",
    "        financials[dates[item]]['Dividend Yield'] = Ratios[item]['dividendYield']\n",
    "    \n",
    "    # Valuation/Price ratios\n",
    "        financials[dates[item]]['PE'] = Ratios[item]['priceEarningsRatio']\n",
    "        financials[dates[item]]['PS'] = Ratios[item]['priceToSalesRatio']\n",
    "        financials[dates[item]]['PB'] = Ratios[item]['priceToBookRatio']\n",
    "        financials[dates[item]]['Price To FCF'] = Ratios[item]['priceToFreeCashFlowsRatio']\n",
    "        financials[dates[item]]['PEG'] = Ratios[item]['priceEarningsToGrowthRatio']\n",
    "        financials[dates[item]]['EPS'] = income_statement_q[item]['eps']\n",
    " \n",
    "        \n",
    "    df = pd.DataFrame(financials)\n",
    "    df = df.T\n",
    "    df['Ticker'] = ticker\n",
    "    df.to_csv(f'{ticker}.csv')\n",
    "    \n",
    "    \n",
    "    return df\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5860bdba",
   "metadata": {},
   "outputs": [],
   "source": [
    "tickers_df = pd.read_excel('/Users/brendan/Desktop/meritech_table.xlsx', sheet_name='Tickers',header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4b3514a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     ADBE\n",
       "1     ALKT\n",
       "2      AYX\n",
       "3     AMPL\n",
       "4     APPF\n",
       "      ... \n",
       "80     ZEN\n",
       "81      ZM\n",
       "82      ZI\n",
       "83      ZS\n",
       "84     ZUO\n",
       "Name: 1, Length: 85, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tickers = tickers_df[1]\n",
    "tickers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d3b9e6f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = [quarterly_data(ticker) for ticker in tickers]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2ecd29ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BRZE.csv',\n",
       " 'HUBS.csv',\n",
       " 'GTLB.csv',\n",
       " 'MDB.csv',\n",
       " 'QTWO.csv',\n",
       " 'AMPL.csv',\n",
       " 'ZS.csv',\n",
       " 'SMAR.csv',\n",
       " 'SQSP.csv',\n",
       " 'FSLY.csv',\n",
       " 'FRSH.csv',\n",
       " 'INST.csv',\n",
       " 'ADBE.csv',\n",
       " 'LSPD.csv',\n",
       " 'NOW.csv',\n",
       " 'RPD.csv',\n",
       " 'BOX.csv',\n",
       " 'HCP.csv',\n",
       " 'WDAY.csv',\n",
       " 'CYBR.csv',\n",
       " 'ZEN.csv',\n",
       " 'DBX.csv',\n",
       " 'MNTV.csv',\n",
       " 'AI.csv',\n",
       " 'S.csv',\n",
       " 'NCNO.csv',\n",
       " 'BILL.csv',\n",
       " 'COUP.csv',\n",
       " 'PAYC.csv',\n",
       " 'IOT.csv',\n",
       " 'DOCU.csv',\n",
       " 'WKME.csv',\n",
       " 'RNG.csv',\n",
       " 'BLND.csv',\n",
       " 'SPT.csv',\n",
       " 'PD.csv',\n",
       " 'QLYS.csv',\n",
       " 'OKTA.csv',\n",
       " 'ESTC.csv',\n",
       " 'AVLR.csv',\n",
       " 'OLO.csv',\n",
       " 'DOCS.csv',\n",
       " 'DOMO.csv',\n",
       " 'ALKT.csv',\n",
       " 'MNDY.csv',\n",
       " 'BASE.csv',\n",
       " 'TWLO.csv',\n",
       " 'JAMF.csv',\n",
       " 'NET.csv',\n",
       " 'FROG.csv',\n",
       " 'PING.csv',\n",
       " 'WIX.csv',\n",
       " 'PCOR.csv',\n",
       " 'VEEV.csv',\n",
       " 'AYX.csv',\n",
       " 'PCTY.csv',\n",
       " 'TOST.csv',\n",
       " 'CVT.csv',\n",
       " 'ZUO.csv',\n",
       " 'SUMO.csv',\n",
       " 'FIVN.csv',\n",
       " 'KNBE.csv',\n",
       " 'BIGC.csv',\n",
       " 'SNOW.csv',\n",
       " 'PATH.csv',\n",
       " 'CXM.csv',\n",
       " 'CRWD.csv',\n",
       " 'SHOP.csv',\n",
       " 'DOCN.csv',\n",
       " 'NEWR.csv',\n",
       " 'ZM.csv',\n",
       " 'FORG.csv',\n",
       " 'OM.csv',\n",
       " 'TENB.csv',\n",
       " 'TEAM.csv',\n",
       " 'PLTR.csv',\n",
       " 'APPF.csv',\n",
       " 'DDOG.csv',\n",
       " 'ZI.csv',\n",
       " 'LAW.csv',\n",
       " 'CFLT.csv',\n",
       " 'ASAN.csv',\n",
       " 'BL.csv',\n",
       " 'CWAN.csv',\n",
       " 'CRM.csv']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import glob, os\n",
    "\n",
    "path = '/Users/brendan/Desktop/Python/Wellington'\n",
    "csv_files = [f for f in os.listdir(path) if f.endswith('csv')]\n",
    "csv_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3b4a7ebc",
   "metadata": {},
   "outputs": [],
   "source": [
    "csv_to_df = [pd.DataFrame(pd.read_csv(file)) for file in csv_files]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8dcf7621",
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_data_df = []\n",
    "for file in csv_files:\n",
    "    file = pd.read_csv(file)\n",
    "    df = pd.DataFrame(file)\n",
    "    #df['ticker'] = file\n",
    "    raw_data_df.append(df)\n",
    "master_df = pd.concat(raw_data_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "968acf6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1521"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(master_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "74d0ffda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div id=d66e1cf9-6f55-410e-be2c-e9455766ae88 style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('d66e1cf9-6f55-410e-be2c-e9455766ae88').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Calendar_Year</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Mkt Cap</th>\n",
       "      <th>Debt to Equity</th>\n",
       "      <th>Debt to Assets</th>\n",
       "      <th>Revenue per Share</th>\n",
       "      <th>NI per Share</th>\n",
       "      <th>outstandingShares</th>\n",
       "      <th>Revenue</th>\n",
       "      <th>Gross Profit</th>\n",
       "      <th>R&amp;D Expenses</th>\n",
       "      <th>G&amp;A Expenses</th>\n",
       "      <th>Sales and Marketing Expenses</th>\n",
       "      <th>SG&amp;A Expenses</th>\n",
       "      <th>Op Expenses</th>\n",
       "      <th>Cost and Expenses</th>\n",
       "      <th>Op Income</th>\n",
       "      <th>Interest Income</th>\n",
       "      <th>Interest Expense</th>\n",
       "      <th>Net Income</th>\n",
       "      <th>EPS</th>\n",
       "      <th>Cash</th>\n",
       "      <th>Receivables</th>\n",
       "      <th>Inventory</th>\n",
       "      <th>Cur Assets</th>\n",
       "      <th>Tax Assets</th>\n",
       "      <th>LT Assets</th>\n",
       "      <th>Int Assets</th>\n",
       "      <th>Total Assets</th>\n",
       "      <th>Payables</th>\n",
       "      <th>Deferred Revenue Current</th>\n",
       "      <th>Deferred Revenue LongTerm</th>\n",
       "      <th>Cur Liab</th>\n",
       "      <th>LT Debt</th>\n",
       "      <th>LT Liab</th>\n",
       "      <th>Total Liab</th>\n",
       "      <th>SH Equity</th>\n",
       "      <th>cash_flow Operations</th>\n",
       "      <th>cash_flow Investing</th>\n",
       "      <th>cash_flow Financing</th>\n",
       "      <th>CAPEX</th>\n",
       "      <th>FCF</th>\n",
       "      <th>Dividends Paid</th>\n",
       "      <th>Gross Profit Margin</th>\n",
       "      <th>Op Margin</th>\n",
       "      <th>Int Coverage</th>\n",
       "      <th>Net Profit Margin</th>\n",
       "      <th>Dividend Yield</th>\n",
       "      <th>Current Ratio</th>\n",
       "      <th>Operating Cycle</th>\n",
       "      <th>Days of AP Outstanding</th>\n",
       "      <th>Cash Conversion Cycle</th>\n",
       "      <th>ROA</th>\n",
       "      <th>ROE</th>\n",
       "      <th>ROCE</th>\n",
       "      <th>PE</th>\n",
       "      <th>PS</th>\n",
       "      <th>PB</th>\n",
       "      <th>Price To FCF</th>\n",
       "      <th>PEG</th>\n",
       "      <th>Ticker</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-06-25</td>\n",
       "      <td>2023</td>\n",
       "      <td>Q2</td>\n",
       "      <td>4,166.88</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.92</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>94.10</td>\n",
       "      <td>86.13</td>\n",
       "      <td>58.78</td>\n",
       "      <td>23.34</td>\n",
       "      <td>20.54</td>\n",
       "      <td>50.01</td>\n",
       "      <td>70.55</td>\n",
       "      <td>93.89</td>\n",
       "      <td>121.24</td>\n",
       "      <td>-35.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-32.89</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>80.88</td>\n",
       "      <td>52.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>580.90</td>\n",
       "      <td>0.00</td>\n",
       "      <td>121.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>702.09</td>\n",
       "      <td>2.89</td>\n",
       "      <td>135.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>184.31</td>\n",
       "      <td>44.39</td>\n",
       "      <td>44.89</td>\n",
       "      <td>229.20</td>\n",
       "      <td>470.55</td>\n",
       "      <td>-16.32</td>\n",
       "      <td>4.00</td>\n",
       "      <td>2.78</td>\n",
       "      <td>-8.36</td>\n",
       "      <td>-24.68</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.68</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.15</td>\n",
       "      <td>55.31</td>\n",
       "      <td>9.51</td>\n",
       "      <td>45.80</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-31.68</td>\n",
       "      <td>48.38</td>\n",
       "      <td>8.86</td>\n",
       "      <td>-168.82</td>\n",
       "      <td>-1.90</td>\n",
       "      <td>BRZE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-03-26</td>\n",
       "      <td>2023</td>\n",
       "      <td>Q1</td>\n",
       "      <td>3,747.72</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.83</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>93.25</td>\n",
       "      <td>77.50</td>\n",
       "      <td>51.59</td>\n",
       "      <td>21.62</td>\n",
       "      <td>23.57</td>\n",
       "      <td>46.04</td>\n",
       "      <td>69.62</td>\n",
       "      <td>91.24</td>\n",
       "      <td>117.14</td>\n",
       "      <td>-39.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-39.27</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>90.61</td>\n",
       "      <td>42.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>598.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>117.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>716.30</td>\n",
       "      <td>2.68</td>\n",
       "      <td>139.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>180.98</td>\n",
       "      <td>47.39</td>\n",
       "      <td>47.77</td>\n",
       "      <td>228.75</td>\n",
       "      <td>484.67</td>\n",
       "      <td>17.92</td>\n",
       "      <td>-407.80</td>\n",
       "      <td>2.63</td>\n",
       "      <td>-2.27</td>\n",
       "      <td>15.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.67</td>\n",
       "      <td>-0.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.31</td>\n",
       "      <td>49.55</td>\n",
       "      <td>9.31</td>\n",
       "      <td>40.24</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-23.86</td>\n",
       "      <td>48.36</td>\n",
       "      <td>7.73</td>\n",
       "      <td>239.39</td>\n",
       "      <td>-1.01</td>\n",
       "      <td>BRZE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-12-25</td>\n",
       "      <td>2022</td>\n",
       "      <td>Q4</td>\n",
       "      <td>3,919.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.90</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>78.36</td>\n",
       "      <td>70.43</td>\n",
       "      <td>45.66</td>\n",
       "      <td>22.90</td>\n",
       "      <td>19.62</td>\n",
       "      <td>45.73</td>\n",
       "      <td>65.34</td>\n",
       "      <td>88.25</td>\n",
       "      <td>113.02</td>\n",
       "      <td>-42.59</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.06</td>\n",
       "      <td>-42.94</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>478.94</td>\n",
       "      <td>64.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>608.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>58.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>666.26</td>\n",
       "      <td>2.08</td>\n",
       "      <td>126.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>159.97</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.48</td>\n",
       "      <td>161.44</td>\n",
       "      <td>501.58</td>\n",
       "      <td>-24.53</td>\n",
       "      <td>-1.75</td>\n",
       "      <td>463.31</td>\n",
       "      <td>-1.42</td>\n",
       "      <td>-25.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.65</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>-760.50</td>\n",
       "      <td>-0.61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.80</td>\n",
       "      <td>82.42</td>\n",
       "      <td>7.57</td>\n",
       "      <td>74.86</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>-22.82</td>\n",
       "      <td>55.65</td>\n",
       "      <td>7.81</td>\n",
       "      <td>-151.03</td>\n",
       "      <td>0.05</td>\n",
       "      <td>BRZE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2022</td>\n",
       "      <td>Q3</td>\n",
       "      <td>8,428.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.71</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>90.26</td>\n",
       "      <td>63.97</td>\n",
       "      <td>44.79</td>\n",
       "      <td>12.74</td>\n",
       "      <td>12.94</td>\n",
       "      <td>29.57</td>\n",
       "      <td>42.50</td>\n",
       "      <td>55.24</td>\n",
       "      <td>74.42</td>\n",
       "      <td>-10.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-9.06</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>41.98</td>\n",
       "      <td>36.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>130.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>53.49</td>\n",
       "      <td>0.00</td>\n",
       "      <td>184.09</td>\n",
       "      <td>1.20</td>\n",
       "      <td>98.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>122.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.26</td>\n",
       "      <td>124.70</td>\n",
       "      <td>-118.49</td>\n",
       "      <td>-2.45</td>\n",
       "      <td>0.90</td>\n",
       "      <td>2.02</td>\n",
       "      <td>-1.02</td>\n",
       "      <td>-3.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.70</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.07</td>\n",
       "      <td>50.69</td>\n",
       "      <td>5.65</td>\n",
       "      <td>45.04</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>-232.64</td>\n",
       "      <td>131.77</td>\n",
       "      <td>-71.14</td>\n",
       "      <td>-2,422.82</td>\n",
       "      <td>-225.13</td>\n",
       "      <td>BRZE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-06-25</td>\n",
       "      <td>2022</td>\n",
       "      <td>Q2</td>\n",
       "      <td>14,375.58</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.62</td>\n",
       "      <td>8.82</td>\n",
       "      <td>-1.18</td>\n",
       "      <td>47.81</td>\n",
       "      <td>421.75</td>\n",
       "      <td>342.82</td>\n",
       "      <td>118.91</td>\n",
       "      <td>51.90</td>\n",
       "      <td>224.26</td>\n",
       "      <td>276.16</td>\n",
       "      <td>395.07</td>\n",
       "      <td>474.00</td>\n",
       "      <td>-52.25</td>\n",
       "      <td>2.05</td>\n",
       "      <td>0.95</td>\n",
       "      <td>-56.36</td>\n",
       "      <td>-1.18</td>\n",
       "      <td>305.66</td>\n",
       "      <td>165.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,531.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>742.18</td>\n",
       "      <td>69.00</td>\n",
       "      <td>2,273.96</td>\n",
       "      <td>11.82</td>\n",
       "      <td>469.58</td>\n",
       "      <td>4.51</td>\n",
       "      <td>662.16</td>\n",
       "      <td>717.47</td>\n",
       "      <td>740.33</td>\n",
       "      <td>1,402.49</td>\n",
       "      <td>871.47</td>\n",
       "      <td>40.92</td>\n",
       "      <td>-120.98</td>\n",
       "      <td>-14.89</td>\n",
       "      <td>-28.54</td>\n",
       "      <td>12.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-55.06</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.31</td>\n",
       "      <td>35.41</td>\n",
       "      <td>13.48</td>\n",
       "      <td>21.93</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-63.77</td>\n",
       "      <td>34.09</td>\n",
       "      <td>16.50</td>\n",
       "      <td>1,161.29</td>\n",
       "      <td>0.13</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-03-26</td>\n",
       "      <td>2022</td>\n",
       "      <td>Q1</td>\n",
       "      <td>22,596.22</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.63</td>\n",
       "      <td>8.31</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>47.58</td>\n",
       "      <td>395.60</td>\n",
       "      <td>322.66</td>\n",
       "      <td>92.74</td>\n",
       "      <td>43.95</td>\n",
       "      <td>197.13</td>\n",
       "      <td>241.08</td>\n",
       "      <td>333.82</td>\n",
       "      <td>406.75</td>\n",
       "      <td>-11.15</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.95</td>\n",
       "      <td>-9.34</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>408.43</td>\n",
       "      <td>152.73</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,491.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>762.22</td>\n",
       "      <td>54.01</td>\n",
       "      <td>2,253.30</td>\n",
       "      <td>8.32</td>\n",
       "      <td>457.92</td>\n",
       "      <td>4.70</td>\n",
       "      <td>661.97</td>\n",
       "      <td>730.80</td>\n",
       "      <td>757.50</td>\n",
       "      <td>1,419.47</td>\n",
       "      <td>833.84</td>\n",
       "      <td>82.23</td>\n",
       "      <td>-55.04</td>\n",
       "      <td>5.88</td>\n",
       "      <td>-19.66</td>\n",
       "      <td>62.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.82</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-11.74</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.25</td>\n",
       "      <td>34.75</td>\n",
       "      <td>10.27</td>\n",
       "      <td>24.48</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-604.76</td>\n",
       "      <td>57.12</td>\n",
       "      <td>27.10</td>\n",
       "      <td>361.17</td>\n",
       "      <td>-14.11</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-12-25</td>\n",
       "      <td>2021</td>\n",
       "      <td>Q4</td>\n",
       "      <td>31,180.43</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.60</td>\n",
       "      <td>7.81</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>47.30</td>\n",
       "      <td>369.31</td>\n",
       "      <td>297.67</td>\n",
       "      <td>83.00</td>\n",
       "      <td>42.07</td>\n",
       "      <td>180.84</td>\n",
       "      <td>222.91</td>\n",
       "      <td>305.91</td>\n",
       "      <td>377.55</td>\n",
       "      <td>-8.24</td>\n",
       "      <td>0.13</td>\n",
       "      <td>5.91</td>\n",
       "      <td>-16.37</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>377.01</td>\n",
       "      <td>157.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,453.57</td>\n",
       "      <td>0.00</td>\n",
       "      <td>721.28</td>\n",
       "      <td>50.42</td>\n",
       "      <td>2,174.85</td>\n",
       "      <td>2.77</td>\n",
       "      <td>430.41</td>\n",
       "      <td>4.47</td>\n",
       "      <td>617.47</td>\n",
       "      <td>666.97</td>\n",
       "      <td>683.58</td>\n",
       "      <td>1,301.06</td>\n",
       "      <td>873.80</td>\n",
       "      <td>95.18</td>\n",
       "      <td>-9.80</td>\n",
       "      <td>5.83</td>\n",
       "      <td>-18.83</td>\n",
       "      <td>76.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-1.39</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.35</td>\n",
       "      <td>38.35</td>\n",
       "      <td>3.48</td>\n",
       "      <td>34.87</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-476.15</td>\n",
       "      <td>84.43</td>\n",
       "      <td>35.68</td>\n",
       "      <td>408.36</td>\n",
       "      <td>23.01</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2021</td>\n",
       "      <td>Q3</td>\n",
       "      <td>31,805.98</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.60</td>\n",
       "      <td>7.21</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>47.04</td>\n",
       "      <td>339.19</td>\n",
       "      <td>269.59</td>\n",
       "      <td>78.47</td>\n",
       "      <td>36.03</td>\n",
       "      <td>170.02</td>\n",
       "      <td>206.04</td>\n",
       "      <td>284.52</td>\n",
       "      <td>354.12</td>\n",
       "      <td>-14.93</td>\n",
       "      <td>0.23</td>\n",
       "      <td>7.80</td>\n",
       "      <td>-13.73</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>288.33</td>\n",
       "      <td>126.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,411.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>654.41</td>\n",
       "      <td>49.06</td>\n",
       "      <td>2,065.47</td>\n",
       "      <td>1.94</td>\n",
       "      <td>372.38</td>\n",
       "      <td>3.50</td>\n",
       "      <td>549.82</td>\n",
       "      <td>668.33</td>\n",
       "      <td>683.66</td>\n",
       "      <td>1,233.48</td>\n",
       "      <td>831.99</td>\n",
       "      <td>42.65</td>\n",
       "      <td>-58.96</td>\n",
       "      <td>-30.57</td>\n",
       "      <td>-15.87</td>\n",
       "      <td>26.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.79</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-1.91</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.57</td>\n",
       "      <td>33.61</td>\n",
       "      <td>2.51</td>\n",
       "      <td>31.10</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-578.92</td>\n",
       "      <td>93.77</td>\n",
       "      <td>38.23</td>\n",
       "      <td>1,187.54</td>\n",
       "      <td>-12.78</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-06-26</td>\n",
       "      <td>2021</td>\n",
       "      <td>Q2</td>\n",
       "      <td>27,257.89</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.60</td>\n",
       "      <td>6.64</td>\n",
       "      <td>-0.53</td>\n",
       "      <td>46.78</td>\n",
       "      <td>310.79</td>\n",
       "      <td>247.91</td>\n",
       "      <td>72.10</td>\n",
       "      <td>34.61</td>\n",
       "      <td>157.80</td>\n",
       "      <td>192.41</td>\n",
       "      <td>264.51</td>\n",
       "      <td>327.39</td>\n",
       "      <td>-16.60</td>\n",
       "      <td>0.34</td>\n",
       "      <td>7.18</td>\n",
       "      <td>-24.57</td>\n",
       "      <td>-0.53</td>\n",
       "      <td>338.34</td>\n",
       "      <td>117.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,426.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>592.28</td>\n",
       "      <td>45.16</td>\n",
       "      <td>2,018.61</td>\n",
       "      <td>12.18</td>\n",
       "      <td>358.83</td>\n",
       "      <td>3.40</td>\n",
       "      <td>563.91</td>\n",
       "      <td>633.56</td>\n",
       "      <td>649.02</td>\n",
       "      <td>1,212.93</td>\n",
       "      <td>805.68</td>\n",
       "      <td>38.19</td>\n",
       "      <td>-93.09</td>\n",
       "      <td>-4.93</td>\n",
       "      <td>-15.86</td>\n",
       "      <td>22.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-2.31</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.53</td>\n",
       "      <td>33.89</td>\n",
       "      <td>17.43</td>\n",
       "      <td>16.46</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-277.33</td>\n",
       "      <td>87.71</td>\n",
       "      <td>33.83</td>\n",
       "      <td>1,220.58</td>\n",
       "      <td>46.22</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-03-27</td>\n",
       "      <td>2021</td>\n",
       "      <td>Q1</td>\n",
       "      <td>21,088.06</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.61</td>\n",
       "      <td>6.06</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>46.43</td>\n",
       "      <td>281.37</td>\n",
       "      <td>226.63</td>\n",
       "      <td>68.40</td>\n",
       "      <td>32.25</td>\n",
       "      <td>141.02</td>\n",
       "      <td>173.27</td>\n",
       "      <td>241.66</td>\n",
       "      <td>296.40</td>\n",
       "      <td>-15.03</td>\n",
       "      <td>0.47</td>\n",
       "      <td>9.40</td>\n",
       "      <td>-23.16</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>397.50</td>\n",
       "      <td>109.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,368.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>601.64</td>\n",
       "      <td>40.22</td>\n",
       "      <td>1,969.82</td>\n",
       "      <td>17.91</td>\n",
       "      <td>336.18</td>\n",
       "      <td>3.23</td>\n",
       "      <td>482.19</td>\n",
       "      <td>698.29</td>\n",
       "      <td>712.92</td>\n",
       "      <td>1,195.10</td>\n",
       "      <td>774.71</td>\n",
       "      <td>62.70</td>\n",
       "      <td>-17.65</td>\n",
       "      <td>-21.80</td>\n",
       "      <td>-11.31</td>\n",
       "      <td>51.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-1.60</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.84</td>\n",
       "      <td>35.06</td>\n",
       "      <td>29.44</td>\n",
       "      <td>5.61</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-227.64</td>\n",
       "      <td>74.95</td>\n",
       "      <td>27.22</td>\n",
       "      <td>410.34</td>\n",
       "      <td>4.84</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-12-26</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q4</td>\n",
       "      <td>18,229.50</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.61</td>\n",
       "      <td>5.48</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>45.98</td>\n",
       "      <td>252.06</td>\n",
       "      <td>204.77</td>\n",
       "      <td>55.56</td>\n",
       "      <td>29.00</td>\n",
       "      <td>127.85</td>\n",
       "      <td>156.85</td>\n",
       "      <td>212.41</td>\n",
       "      <td>259.71</td>\n",
       "      <td>-7.64</td>\n",
       "      <td>0.62</td>\n",
       "      <td>7.23</td>\n",
       "      <td>-15.42</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>378.12</td>\n",
       "      <td>126.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,456.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>516.45</td>\n",
       "      <td>35.23</td>\n",
       "      <td>1,973.37</td>\n",
       "      <td>13.54</td>\n",
       "      <td>312.87</td>\n",
       "      <td>3.64</td>\n",
       "      <td>445.50</td>\n",
       "      <td>750.76</td>\n",
       "      <td>765.21</td>\n",
       "      <td>1,210.71</td>\n",
       "      <td>762.65</td>\n",
       "      <td>60.92</td>\n",
       "      <td>183.07</td>\n",
       "      <td>4.76</td>\n",
       "      <td>-15.48</td>\n",
       "      <td>45.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-1.06</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.27</td>\n",
       "      <td>45.14</td>\n",
       "      <td>25.77</td>\n",
       "      <td>19.38</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-295.63</td>\n",
       "      <td>72.32</td>\n",
       "      <td>23.90</td>\n",
       "      <td>401.10</td>\n",
       "      <td>-9.66</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-09-26</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q3</td>\n",
       "      <td>13,333.58</td>\n",
       "      <td>1.03</td>\n",
       "      <td>0.61</td>\n",
       "      <td>5.01</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>45.63</td>\n",
       "      <td>228.38</td>\n",
       "      <td>185.78</td>\n",
       "      <td>54.46</td>\n",
       "      <td>27.49</td>\n",
       "      <td>119.30</td>\n",
       "      <td>146.79</td>\n",
       "      <td>201.24</td>\n",
       "      <td>243.85</td>\n",
       "      <td>-15.46</td>\n",
       "      <td>0.96</td>\n",
       "      <td>7.06</td>\n",
       "      <td>-22.50</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>124.89</td>\n",
       "      <td>94.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,358.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>516.61</td>\n",
       "      <td>32.85</td>\n",
       "      <td>1,875.42</td>\n",
       "      <td>14.12</td>\n",
       "      <td>256.03</td>\n",
       "      <td>3.08</td>\n",
       "      <td>372.37</td>\n",
       "      <td>757.42</td>\n",
       "      <td>770.18</td>\n",
       "      <td>1,142.56</td>\n",
       "      <td>732.86</td>\n",
       "      <td>38.67</td>\n",
       "      <td>-121.48</td>\n",
       "      <td>4.12</td>\n",
       "      <td>-13.34</td>\n",
       "      <td>25.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-2.19</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.65</td>\n",
       "      <td>37.09</td>\n",
       "      <td>29.82</td>\n",
       "      <td>7.27</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-148.16</td>\n",
       "      <td>58.38</td>\n",
       "      <td>18.19</td>\n",
       "      <td>526.39</td>\n",
       "      <td>-5.51</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-06-27</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>9,900.57</td>\n",
       "      <td>1.03</td>\n",
       "      <td>0.60</td>\n",
       "      <td>4.61</td>\n",
       "      <td>-0.67</td>\n",
       "      <td>44.13</td>\n",
       "      <td>203.61</td>\n",
       "      <td>164.83</td>\n",
       "      <td>49.37</td>\n",
       "      <td>26.48</td>\n",
       "      <td>102.60</td>\n",
       "      <td>129.08</td>\n",
       "      <td>178.46</td>\n",
       "      <td>217.23</td>\n",
       "      <td>-13.62</td>\n",
       "      <td>2.13</td>\n",
       "      <td>16.81</td>\n",
       "      <td>-29.40</td>\n",
       "      <td>-0.67</td>\n",
       "      <td>201.09</td>\n",
       "      <td>86.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,296.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>514.66</td>\n",
       "      <td>31.47</td>\n",
       "      <td>1,810.98</td>\n",
       "      <td>10.81</td>\n",
       "      <td>238.10</td>\n",
       "      <td>2.91</td>\n",
       "      <td>333.45</td>\n",
       "      <td>742.73</td>\n",
       "      <td>754.48</td>\n",
       "      <td>1,087.92</td>\n",
       "      <td>723.05</td>\n",
       "      <td>-33.69</td>\n",
       "      <td>-204.27</td>\n",
       "      <td>207.69</td>\n",
       "      <td>-14.19</td>\n",
       "      <td>-47.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.81</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.89</td>\n",
       "      <td>38.10</td>\n",
       "      <td>25.10</td>\n",
       "      <td>13.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-84.19</td>\n",
       "      <td>48.63</td>\n",
       "      <td>13.69</td>\n",
       "      <td>-206.77</td>\n",
       "      <td>1.33</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-03-28</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q1</td>\n",
       "      <td>5,763.80</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.58</td>\n",
       "      <td>4.60</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>43.27</td>\n",
       "      <td>198.97</td>\n",
       "      <td>160.68</td>\n",
       "      <td>46.20</td>\n",
       "      <td>26.25</td>\n",
       "      <td>102.33</td>\n",
       "      <td>128.58</td>\n",
       "      <td>174.78</td>\n",
       "      <td>213.07</td>\n",
       "      <td>-14.10</td>\n",
       "      <td>4.06</td>\n",
       "      <td>5.95</td>\n",
       "      <td>-17.72</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>229.13</td>\n",
       "      <td>81.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,112.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>473.76</td>\n",
       "      <td>29.72</td>\n",
       "      <td>1,586.51</td>\n",
       "      <td>10.67</td>\n",
       "      <td>238.91</td>\n",
       "      <td>3.33</td>\n",
       "      <td>327.38</td>\n",
       "      <td>346.26</td>\n",
       "      <td>598.15</td>\n",
       "      <td>925.54</td>\n",
       "      <td>660.97</td>\n",
       "      <td>23.01</td>\n",
       "      <td>-72.88</td>\n",
       "      <td>5.88</td>\n",
       "      <td>-15.87</td>\n",
       "      <td>7.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-2.37</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.40</td>\n",
       "      <td>36.66</td>\n",
       "      <td>25.09</td>\n",
       "      <td>11.58</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-81.34</td>\n",
       "      <td>28.97</td>\n",
       "      <td>8.72</td>\n",
       "      <td>806.80</td>\n",
       "      <td>1.15</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019-12-28</td>\n",
       "      <td>2019</td>\n",
       "      <td>Q4</td>\n",
       "      <td>6,790.77</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.59</td>\n",
       "      <td>4.35</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>42.84</td>\n",
       "      <td>186.19</td>\n",
       "      <td>150.21</td>\n",
       "      <td>42.76</td>\n",
       "      <td>25.19</td>\n",
       "      <td>90.42</td>\n",
       "      <td>115.61</td>\n",
       "      <td>158.37</td>\n",
       "      <td>194.34</td>\n",
       "      <td>-8.16</td>\n",
       "      <td>4.65</td>\n",
       "      <td>5.87</td>\n",
       "      <td>-10.30</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>269.67</td>\n",
       "      <td>92.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,109.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>459.54</td>\n",
       "      <td>28.55</td>\n",
       "      <td>1,569.27</td>\n",
       "      <td>12.84</td>\n",
       "      <td>231.03</td>\n",
       "      <td>3.06</td>\n",
       "      <td>322.49</td>\n",
       "      <td>340.56</td>\n",
       "      <td>596.82</td>\n",
       "      <td>919.31</td>\n",
       "      <td>649.96</td>\n",
       "      <td>47.89</td>\n",
       "      <td>-6.92</td>\n",
       "      <td>2.80</td>\n",
       "      <td>-23.51</td>\n",
       "      <td>24.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-1.39</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.44</td>\n",
       "      <td>44.72</td>\n",
       "      <td>32.13</td>\n",
       "      <td>12.59</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-164.79</td>\n",
       "      <td>36.47</td>\n",
       "      <td>10.45</td>\n",
       "      <td>278.53</td>\n",
       "      <td>-5.24</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-09-28</td>\n",
       "      <td>2019</td>\n",
       "      <td>Q3</td>\n",
       "      <td>6,448.12</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.58</td>\n",
       "      <td>4.08</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>42.53</td>\n",
       "      <td>173.62</td>\n",
       "      <td>140.36</td>\n",
       "      <td>39.85</td>\n",
       "      <td>23.30</td>\n",
       "      <td>91.28</td>\n",
       "      <td>114.58</td>\n",
       "      <td>154.43</td>\n",
       "      <td>187.69</td>\n",
       "      <td>-14.07</td>\n",
       "      <td>5.18</td>\n",
       "      <td>5.76</td>\n",
       "      <td>-14.99</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>225.77</td>\n",
       "      <td>77.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,081.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>397.64</td>\n",
       "      <td>17.65</td>\n",
       "      <td>1,478.88</td>\n",
       "      <td>14.88</td>\n",
       "      <td>200.77</td>\n",
       "      <td>2.83</td>\n",
       "      <td>280.92</td>\n",
       "      <td>334.97</td>\n",
       "      <td>569.61</td>\n",
       "      <td>850.53</td>\n",
       "      <td>628.35</td>\n",
       "      <td>19.67</td>\n",
       "      <td>-36.12</td>\n",
       "      <td>6.11</td>\n",
       "      <td>-12.95</td>\n",
       "      <td>6.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>-2.44</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.85</td>\n",
       "      <td>40.20</td>\n",
       "      <td>40.27</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-107.56</td>\n",
       "      <td>37.14</td>\n",
       "      <td>10.26</td>\n",
       "      <td>959.97</td>\n",
       "      <td>-7.35</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-06-29</td>\n",
       "      <td>2019</td>\n",
       "      <td>Q2</td>\n",
       "      <td>7,362.11</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.58</td>\n",
       "      <td>3.88</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>42.13</td>\n",
       "      <td>163.25</td>\n",
       "      <td>132.11</td>\n",
       "      <td>40.46</td>\n",
       "      <td>23.30</td>\n",
       "      <td>84.08</td>\n",
       "      <td>107.38</td>\n",
       "      <td>147.84</td>\n",
       "      <td>178.98</td>\n",
       "      <td>-15.72</td>\n",
       "      <td>5.42</td>\n",
       "      <td>5.67</td>\n",
       "      <td>-17.36</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>238.08</td>\n",
       "      <td>73.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,082.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>380.62</td>\n",
       "      <td>16.93</td>\n",
       "      <td>1,463.49</td>\n",
       "      <td>13.26</td>\n",
       "      <td>195.51</td>\n",
       "      <td>2.62</td>\n",
       "      <td>272.91</td>\n",
       "      <td>329.46</td>\n",
       "      <td>572.43</td>\n",
       "      <td>845.35</td>\n",
       "      <td>618.14</td>\n",
       "      <td>13.70</td>\n",
       "      <td>-63.03</td>\n",
       "      <td>3.20</td>\n",
       "      <td>-10.30</td>\n",
       "      <td>3.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-2.77</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.97</td>\n",
       "      <td>40.24</td>\n",
       "      <td>38.33</td>\n",
       "      <td>1.91</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-106.04</td>\n",
       "      <td>45.10</td>\n",
       "      <td>11.91</td>\n",
       "      <td>2,165.96</td>\n",
       "      <td>2.05</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-03-30</td>\n",
       "      <td>2019</td>\n",
       "      <td>Q1</td>\n",
       "      <td>6,763.90</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.56</td>\n",
       "      <td>3.74</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>40.57</td>\n",
       "      <td>151.80</td>\n",
       "      <td>122.22</td>\n",
       "      <td>35.18</td>\n",
       "      <td>21.17</td>\n",
       "      <td>74.91</td>\n",
       "      <td>96.08</td>\n",
       "      <td>131.26</td>\n",
       "      <td>160.83</td>\n",
       "      <td>-9.04</td>\n",
       "      <td>4.17</td>\n",
       "      <td>5.51</td>\n",
       "      <td>-11.10</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>285.13</td>\n",
       "      <td>69.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,083.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>286.67</td>\n",
       "      <td>17.48</td>\n",
       "      <td>1,370.12</td>\n",
       "      <td>14.86</td>\n",
       "      <td>191.19</td>\n",
       "      <td>2.26</td>\n",
       "      <td>268.62</td>\n",
       "      <td>324.04</td>\n",
       "      <td>502.50</td>\n",
       "      <td>771.12</td>\n",
       "      <td>599.00</td>\n",
       "      <td>37.72</td>\n",
       "      <td>-210.13</td>\n",
       "      <td>347.23</td>\n",
       "      <td>-7.09</td>\n",
       "      <td>30.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-1.64</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.03</td>\n",
       "      <td>41.06</td>\n",
       "      <td>45.21</td>\n",
       "      <td>-4.16</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-152.34</td>\n",
       "      <td>44.56</td>\n",
       "      <td>11.29</td>\n",
       "      <td>220.83</td>\n",
       "      <td>-22.09</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018-12-29</td>\n",
       "      <td>2018</td>\n",
       "      <td>Q4</td>\n",
       "      <td>4,922.71</td>\n",
       "      <td>1.30</td>\n",
       "      <td>0.71</td>\n",
       "      <td>3.68</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>39.15</td>\n",
       "      <td>144.02</td>\n",
       "      <td>116.66</td>\n",
       "      <td>32.01</td>\n",
       "      <td>21.52</td>\n",
       "      <td>70.96</td>\n",
       "      <td>92.48</td>\n",
       "      <td>124.49</td>\n",
       "      <td>151.85</td>\n",
       "      <td>-7.83</td>\n",
       "      <td>2.84</td>\n",
       "      <td>5.49</td>\n",
       "      <td>-11.49</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>111.49</td>\n",
       "      <td>77.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>712.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>121.53</td>\n",
       "      <td>17.66</td>\n",
       "      <td>833.95</td>\n",
       "      <td>7.81</td>\n",
       "      <td>183.31</td>\n",
       "      <td>2.18</td>\n",
       "      <td>237.01</td>\n",
       "      <td>318.78</td>\n",
       "      <td>352.30</td>\n",
       "      <td>589.31</td>\n",
       "      <td>244.64</td>\n",
       "      <td>33.11</td>\n",
       "      <td>-19.53</td>\n",
       "      <td>2.53</td>\n",
       "      <td>-8.06</td>\n",
       "      <td>25.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-1.43</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.01</td>\n",
       "      <td>48.18</td>\n",
       "      <td>25.69</td>\n",
       "      <td>22.49</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-107.09</td>\n",
       "      <td>34.18</td>\n",
       "      <td>20.12</td>\n",
       "      <td>196.50</td>\n",
       "      <td>-2.71</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018</td>\n",
       "      <td>Q3</td>\n",
       "      <td>5,786.00</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.71</td>\n",
       "      <td>3.40</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>38.76</td>\n",
       "      <td>131.83</td>\n",
       "      <td>106.06</td>\n",
       "      <td>30.76</td>\n",
       "      <td>19.06</td>\n",
       "      <td>71.29</td>\n",
       "      <td>90.35</td>\n",
       "      <td>121.11</td>\n",
       "      <td>146.88</td>\n",
       "      <td>-15.05</td>\n",
       "      <td>2.42</td>\n",
       "      <td>5.39</td>\n",
       "      <td>-18.66</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>96.12</td>\n",
       "      <td>63.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>666.46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>119.19</td>\n",
       "      <td>18.26</td>\n",
       "      <td>785.65</td>\n",
       "      <td>8.82</td>\n",
       "      <td>160.51</td>\n",
       "      <td>2.13</td>\n",
       "      <td>211.29</td>\n",
       "      <td>313.55</td>\n",
       "      <td>344.95</td>\n",
       "      <td>556.24</td>\n",
       "      <td>229.41</td>\n",
       "      <td>11.52</td>\n",
       "      <td>-16.59</td>\n",
       "      <td>3.09</td>\n",
       "      <td>-8.30</td>\n",
       "      <td>3.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>-2.79</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.15</td>\n",
       "      <td>43.08</td>\n",
       "      <td>30.80</td>\n",
       "      <td>12.29</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-77.51</td>\n",
       "      <td>43.89</td>\n",
       "      <td>25.22</td>\n",
       "      <td>1,797.45</td>\n",
       "      <td>1,286.50</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2018</td>\n",
       "      <td>Q2</td>\n",
       "      <td>4,809.09</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.70</td>\n",
       "      <td>3.20</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>38.35</td>\n",
       "      <td>122.58</td>\n",
       "      <td>97.72</td>\n",
       "      <td>28.48</td>\n",
       "      <td>18.01</td>\n",
       "      <td>65.28</td>\n",
       "      <td>83.29</td>\n",
       "      <td>111.78</td>\n",
       "      <td>136.63</td>\n",
       "      <td>-14.05</td>\n",
       "      <td>2.09</td>\n",
       "      <td>5.33</td>\n",
       "      <td>-18.23</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>98.43</td>\n",
       "      <td>53.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>647.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>117.80</td>\n",
       "      <td>17.69</td>\n",
       "      <td>764.82</td>\n",
       "      <td>5.72</td>\n",
       "      <td>151.91</td>\n",
       "      <td>1.89</td>\n",
       "      <td>198.25</td>\n",
       "      <td>308.41</td>\n",
       "      <td>338.94</td>\n",
       "      <td>537.18</td>\n",
       "      <td>227.64</td>\n",
       "      <td>13.50</td>\n",
       "      <td>-71.37</td>\n",
       "      <td>3.59</td>\n",
       "      <td>-8.26</td>\n",
       "      <td>5.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>-2.64</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.26</td>\n",
       "      <td>39.28</td>\n",
       "      <td>20.70</td>\n",
       "      <td>18.58</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-65.97</td>\n",
       "      <td>39.23</td>\n",
       "      <td>21.13</td>\n",
       "      <td>917.77</td>\n",
       "      <td>3.86</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>2018</td>\n",
       "      <td>Q1</td>\n",
       "      <td>4,066.94</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.70</td>\n",
       "      <td>3.03</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>37.83</td>\n",
       "      <td>114.56</td>\n",
       "      <td>92.18</td>\n",
       "      <td>26.35</td>\n",
       "      <td>17.24</td>\n",
       "      <td>59.91</td>\n",
       "      <td>77.15</td>\n",
       "      <td>103.50</td>\n",
       "      <td>125.88</td>\n",
       "      <td>-11.32</td>\n",
       "      <td>1.82</td>\n",
       "      <td>5.17</td>\n",
       "      <td>-15.45</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>154.03</td>\n",
       "      <td>54.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>619.54</td>\n",
       "      <td>0.00</td>\n",
       "      <td>123.43</td>\n",
       "      <td>16.15</td>\n",
       "      <td>742.98</td>\n",
       "      <td>5.19</td>\n",
       "      <td>148.50</td>\n",
       "      <td>2.28</td>\n",
       "      <td>192.37</td>\n",
       "      <td>303.36</td>\n",
       "      <td>329.51</td>\n",
       "      <td>521.88</td>\n",
       "      <td>221.10</td>\n",
       "      <td>26.72</td>\n",
       "      <td>36.26</td>\n",
       "      <td>3.56</td>\n",
       "      <td>-8.86</td>\n",
       "      <td>17.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-2.19</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.22</td>\n",
       "      <td>42.59</td>\n",
       "      <td>20.89</td>\n",
       "      <td>21.70</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-65.82</td>\n",
       "      <td>35.50</td>\n",
       "      <td>18.39</td>\n",
       "      <td>227.62</td>\n",
       "      <td>2.04</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2017-12-30</td>\n",
       "      <td>2017</td>\n",
       "      <td>Q4</td>\n",
       "      <td>3,344.09</td>\n",
       "      <td>1.42</td>\n",
       "      <td>0.70</td>\n",
       "      <td>2.85</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>37.38</td>\n",
       "      <td>106.54</td>\n",
       "      <td>85.48</td>\n",
       "      <td>22.29</td>\n",
       "      <td>15.06</td>\n",
       "      <td>57.58</td>\n",
       "      <td>72.63</td>\n",
       "      <td>94.92</td>\n",
       "      <td>115.97</td>\n",
       "      <td>-9.43</td>\n",
       "      <td>1.53</td>\n",
       "      <td>5.23</td>\n",
       "      <td>-11.54</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>87.68</td>\n",
       "      <td>60.68</td>\n",
       "      <td>0.00</td>\n",
       "      <td>602.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>109.67</td>\n",
       "      <td>15.07</td>\n",
       "      <td>712.17</td>\n",
       "      <td>4.66</td>\n",
       "      <td>136.88</td>\n",
       "      <td>2.28</td>\n",
       "      <td>178.30</td>\n",
       "      <td>298.45</td>\n",
       "      <td>323.52</td>\n",
       "      <td>501.81</td>\n",
       "      <td>210.36</td>\n",
       "      <td>13.99</td>\n",
       "      <td>-104.42</td>\n",
       "      <td>1.15</td>\n",
       "      <td>-6.95</td>\n",
       "      <td>7.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-1.80</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.38</td>\n",
       "      <td>51.26</td>\n",
       "      <td>19.91</td>\n",
       "      <td>31.35</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-72.48</td>\n",
       "      <td>31.39</td>\n",
       "      <td>15.90</td>\n",
       "      <td>474.88</td>\n",
       "      <td>10.51</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-09-30</td>\n",
       "      <td>2017</td>\n",
       "      <td>Q3</td>\n",
       "      <td>3,113.80</td>\n",
       "      <td>1.41</td>\n",
       "      <td>0.70</td>\n",
       "      <td>2.64</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>37.05</td>\n",
       "      <td>97.73</td>\n",
       "      <td>78.72</td>\n",
       "      <td>18.83</td>\n",
       "      <td>14.11</td>\n",
       "      <td>57.90</td>\n",
       "      <td>72.01</td>\n",
       "      <td>90.84</td>\n",
       "      <td>109.85</td>\n",
       "      <td>-12.13</td>\n",
       "      <td>1.27</td>\n",
       "      <td>5.06</td>\n",
       "      <td>-10.58</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>176.74</td>\n",
       "      <td>48.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>571.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>115.30</td>\n",
       "      <td>14.93</td>\n",
       "      <td>686.33</td>\n",
       "      <td>4.75</td>\n",
       "      <td>118.37</td>\n",
       "      <td>1.79</td>\n",
       "      <td>160.64</td>\n",
       "      <td>293.56</td>\n",
       "      <td>317.15</td>\n",
       "      <td>477.79</td>\n",
       "      <td>208.54</td>\n",
       "      <td>7.80</td>\n",
       "      <td>-8.96</td>\n",
       "      <td>1.59</td>\n",
       "      <td>-5.98</td>\n",
       "      <td>1.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-2.40</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.55</td>\n",
       "      <td>44.93</td>\n",
       "      <td>22.48</td>\n",
       "      <td>22.45</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-73.56</td>\n",
       "      <td>31.86</td>\n",
       "      <td>14.93</td>\n",
       "      <td>1,712.76</td>\n",
       "      <td>6.37</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-07-01</td>\n",
       "      <td>2017</td>\n",
       "      <td>Q2</td>\n",
       "      <td>2,410.00</td>\n",
       "      <td>1.42</td>\n",
       "      <td>0.69</td>\n",
       "      <td>2.43</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>36.65</td>\n",
       "      <td>89.09</td>\n",
       "      <td>70.50</td>\n",
       "      <td>15.89</td>\n",
       "      <td>14.48</td>\n",
       "      <td>50.71</td>\n",
       "      <td>65.19</td>\n",
       "      <td>81.08</td>\n",
       "      <td>99.67</td>\n",
       "      <td>-10.58</td>\n",
       "      <td>0.73</td>\n",
       "      <td>2.83</td>\n",
       "      <td>-9.52</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>175.62</td>\n",
       "      <td>38.47</td>\n",
       "      <td>0.00</td>\n",
       "      <td>563.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>103.74</td>\n",
       "      <td>7.77</td>\n",
       "      <td>667.52</td>\n",
       "      <td>2.87</td>\n",
       "      <td>109.92</td>\n",
       "      <td>1.39</td>\n",
       "      <td>153.74</td>\n",
       "      <td>288.76</td>\n",
       "      <td>310.07</td>\n",
       "      <td>463.82</td>\n",
       "      <td>203.70</td>\n",
       "      <td>8.73</td>\n",
       "      <td>-275.44</td>\n",
       "      <td>371.13</td>\n",
       "      <td>-6.97</td>\n",
       "      <td>1.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.79</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-3.73</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.67</td>\n",
       "      <td>38.86</td>\n",
       "      <td>13.87</td>\n",
       "      <td>24.99</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-63.28</td>\n",
       "      <td>27.05</td>\n",
       "      <td>11.83</td>\n",
       "      <td>1,369.32</td>\n",
       "      <td>3.48</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>2017</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2,192.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.55</td>\n",
       "      <td>2.27</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>36.20</td>\n",
       "      <td>82.25</td>\n",
       "      <td>65.18</td>\n",
       "      <td>13.37</td>\n",
       "      <td>13.14</td>\n",
       "      <td>46.67</td>\n",
       "      <td>59.81</td>\n",
       "      <td>73.18</td>\n",
       "      <td>90.25</td>\n",
       "      <td>-8.00</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>-8.07</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>69.79</td>\n",
       "      <td>34.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>179.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>95.51</td>\n",
       "      <td>7.07</td>\n",
       "      <td>275.28</td>\n",
       "      <td>3.26</td>\n",
       "      <td>104.43</td>\n",
       "      <td>1.14</td>\n",
       "      <td>135.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.31</td>\n",
       "      <td>150.94</td>\n",
       "      <td>124.34</td>\n",
       "      <td>19.09</td>\n",
       "      <td>-12.38</td>\n",
       "      <td>2.95</td>\n",
       "      <td>-7.45</td>\n",
       "      <td>11.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.79</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-153.85</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.33</td>\n",
       "      <td>38.23</td>\n",
       "      <td>17.17</td>\n",
       "      <td>21.06</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-67.87</td>\n",
       "      <td>26.65</td>\n",
       "      <td>17.63</td>\n",
       "      <td>188.22</td>\n",
       "      <td>-1.56</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2016</td>\n",
       "      <td>Q4</td>\n",
       "      <td>1,676.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>2.14</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>35.67</td>\n",
       "      <td>76.44</td>\n",
       "      <td>59.56</td>\n",
       "      <td>12.81</td>\n",
       "      <td>13.45</td>\n",
       "      <td>47.12</td>\n",
       "      <td>60.56</td>\n",
       "      <td>73.38</td>\n",
       "      <td>90.26</td>\n",
       "      <td>-13.82</td>\n",
       "      <td>0.25</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-13.83</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>59.70</td>\n",
       "      <td>38.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>176.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>83.50</td>\n",
       "      <td>6.54</td>\n",
       "      <td>259.75</td>\n",
       "      <td>4.35</td>\n",
       "      <td>95.43</td>\n",
       "      <td>1.17</td>\n",
       "      <td>127.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.67</td>\n",
       "      <td>141.06</td>\n",
       "      <td>118.70</td>\n",
       "      <td>2.27</td>\n",
       "      <td>-4.50</td>\n",
       "      <td>1.68</td>\n",
       "      <td>-4.01</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.78</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>1,151.67</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.38</td>\n",
       "      <td>45.90</td>\n",
       "      <td>23.18</td>\n",
       "      <td>22.71</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-30.31</td>\n",
       "      <td>21.93</td>\n",
       "      <td>14.12</td>\n",
       "      <td>-962.45</td>\n",
       "      <td>1.01</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-09-24</td>\n",
       "      <td>2016</td>\n",
       "      <td>Q3</td>\n",
       "      <td>2,039.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.51</td>\n",
       "      <td>1.99</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>35.39</td>\n",
       "      <td>70.59</td>\n",
       "      <td>54.78</td>\n",
       "      <td>12.10</td>\n",
       "      <td>11.44</td>\n",
       "      <td>41.19</td>\n",
       "      <td>52.63</td>\n",
       "      <td>64.73</td>\n",
       "      <td>80.54</td>\n",
       "      <td>-9.95</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-10.52</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>61.44</td>\n",
       "      <td>30.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>164.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>83.72</td>\n",
       "      <td>5.88</td>\n",
       "      <td>247.79</td>\n",
       "      <td>3.00</td>\n",
       "      <td>83.33</td>\n",
       "      <td>0.92</td>\n",
       "      <td>114.97</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.66</td>\n",
       "      <td>125.63</td>\n",
       "      <td>122.16</td>\n",
       "      <td>5.27</td>\n",
       "      <td>-4.91</td>\n",
       "      <td>2.29</td>\n",
       "      <td>-3.74</td>\n",
       "      <td>1.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.78</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-102.59</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.43</td>\n",
       "      <td>38.81</td>\n",
       "      <td>17.10</td>\n",
       "      <td>21.71</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-48.49</td>\n",
       "      <td>28.89</td>\n",
       "      <td>16.69</td>\n",
       "      <td>1,332.91</td>\n",
       "      <td>-7.76</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-06-25</td>\n",
       "      <td>2016</td>\n",
       "      <td>Q2</td>\n",
       "      <td>1,520.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.49</td>\n",
       "      <td>1.86</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>35.02</td>\n",
       "      <td>64.97</td>\n",
       "      <td>49.78</td>\n",
       "      <td>11.28</td>\n",
       "      <td>10.39</td>\n",
       "      <td>39.14</td>\n",
       "      <td>49.53</td>\n",
       "      <td>60.81</td>\n",
       "      <td>76.00</td>\n",
       "      <td>-11.03</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.09</td>\n",
       "      <td>-11.06</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>58.66</td>\n",
       "      <td>25.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>161.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>74.84</td>\n",
       "      <td>5.05</td>\n",
       "      <td>236.53</td>\n",
       "      <td>2.71</td>\n",
       "      <td>76.51</td>\n",
       "      <td>0.68</td>\n",
       "      <td>106.97</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.11</td>\n",
       "      <td>116.08</td>\n",
       "      <td>120.45</td>\n",
       "      <td>8.64</td>\n",
       "      <td>-5.38</td>\n",
       "      <td>2.62</td>\n",
       "      <td>-5.71</td>\n",
       "      <td>2.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.77</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>-118.60</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.51</td>\n",
       "      <td>35.52</td>\n",
       "      <td>16.03</td>\n",
       "      <td>19.49</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-34.36</td>\n",
       "      <td>23.40</td>\n",
       "      <td>12.62</td>\n",
       "      <td>517.77</td>\n",
       "      <td>3.32</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-03-26</td>\n",
       "      <td>2016</td>\n",
       "      <td>Q1</td>\n",
       "      <td>1,513.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.70</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>34.69</td>\n",
       "      <td>58.96</td>\n",
       "      <td>44.99</td>\n",
       "      <td>9.80</td>\n",
       "      <td>9.85</td>\n",
       "      <td>35.20</td>\n",
       "      <td>45.05</td>\n",
       "      <td>54.85</td>\n",
       "      <td>68.82</td>\n",
       "      <td>-9.86</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.09</td>\n",
       "      <td>-10.15</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>53.02</td>\n",
       "      <td>25.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>151.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>78.25</td>\n",
       "      <td>5.16</td>\n",
       "      <td>229.99</td>\n",
       "      <td>2.67</td>\n",
       "      <td>73.26</td>\n",
       "      <td>0.69</td>\n",
       "      <td>100.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.37</td>\n",
       "      <td>109.04</td>\n",
       "      <td>120.95</td>\n",
       "      <td>3.18</td>\n",
       "      <td>-8.17</td>\n",
       "      <td>1.89</td>\n",
       "      <td>-8.07</td>\n",
       "      <td>-4.90</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.76</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>-113.34</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.51</td>\n",
       "      <td>38.27</td>\n",
       "      <td>17.23</td>\n",
       "      <td>21.05</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>-37.26</td>\n",
       "      <td>25.67</td>\n",
       "      <td>12.51</td>\n",
       "      <td>-309.02</td>\n",
       "      <td>-11.18</td>\n",
       "      <td>HUBS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2011-09-24</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q3</td>\n",
       "      <td>18,090.74</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.08</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>543.39</td>\n",
       "      <td>584.26</td>\n",
       "      <td>455.69</td>\n",
       "      <td>76.05</td>\n",
       "      <td>85.23</td>\n",
       "      <td>304.57</td>\n",
       "      <td>389.80</td>\n",
       "      <td>465.85</td>\n",
       "      <td>594.42</td>\n",
       "      <td>-10.16</td>\n",
       "      <td>5.14</td>\n",
       "      <td>3.86</td>\n",
       "      <td>-3.76</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>502.99</td>\n",
       "      <td>312.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,148.24</td>\n",
       "      <td>70.86</td>\n",
       "      <td>2,363.04</td>\n",
       "      <td>199.41</td>\n",
       "      <td>3,511.28</td>\n",
       "      <td>28.27</td>\n",
       "      <td>905.05</td>\n",
       "      <td>12.77</td>\n",
       "      <td>1,832.59</td>\n",
       "      <td>52.56</td>\n",
       "      <td>180.30</td>\n",
       "      <td>2,012.89</td>\n",
       "      <td>1,498.39</td>\n",
       "      <td>128.71</td>\n",
       "      <td>-89.79</td>\n",
       "      <td>15.00</td>\n",
       "      <td>-41.33</td>\n",
       "      <td>87.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.78</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-2.63</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.63</td>\n",
       "      <td>48.11</td>\n",
       "      <td>19.79</td>\n",
       "      <td>28.33</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-1,204.12</td>\n",
       "      <td>30.96</td>\n",
       "      <td>12.07</td>\n",
       "      <td>207.04</td>\n",
       "      <td>-93,472.29</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2011-06-25</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q2</td>\n",
       "      <td>19,677.65</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>540.37</td>\n",
       "      <td>546.00</td>\n",
       "      <td>425.09</td>\n",
       "      <td>73.39</td>\n",
       "      <td>84.45</td>\n",
       "      <td>283.00</td>\n",
       "      <td>367.45</td>\n",
       "      <td>440.84</td>\n",
       "      <td>561.75</td>\n",
       "      <td>-15.75</td>\n",
       "      <td>5.11</td>\n",
       "      <td>3.85</td>\n",
       "      <td>-4.27</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>449.79</td>\n",
       "      <td>342.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,114.82</td>\n",
       "      <td>64.22</td>\n",
       "      <td>2,306.51</td>\n",
       "      <td>198.29</td>\n",
       "      <td>3,421.33</td>\n",
       "      <td>22.32</td>\n",
       "      <td>917.75</td>\n",
       "      <td>17.51</td>\n",
       "      <td>1,814.06</td>\n",
       "      <td>46.09</td>\n",
       "      <td>189.15</td>\n",
       "      <td>2,003.20</td>\n",
       "      <td>1,418.12</td>\n",
       "      <td>82.93</td>\n",
       "      <td>-321.93</td>\n",
       "      <td>20.42</td>\n",
       "      <td>-50.47</td>\n",
       "      <td>32.46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.78</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-4.09</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.61</td>\n",
       "      <td>56.44</td>\n",
       "      <td>16.61</td>\n",
       "      <td>39.82</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-1,152.63</td>\n",
       "      <td>36.04</td>\n",
       "      <td>13.88</td>\n",
       "      <td>606.21</td>\n",
       "      <td>1.35</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2011-03-26</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1</td>\n",
       "      <td>18,496.72</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>564.25</td>\n",
       "      <td>504.36</td>\n",
       "      <td>401.30</td>\n",
       "      <td>65.29</td>\n",
       "      <td>84.34</td>\n",
       "      <td>254.47</td>\n",
       "      <td>338.81</td>\n",
       "      <td>404.10</td>\n",
       "      <td>507.17</td>\n",
       "      <td>-2.80</td>\n",
       "      <td>8.05</td>\n",
       "      <td>3.67</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>664.61</td>\n",
       "      <td>270.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,188.13</td>\n",
       "      <td>47.43</td>\n",
       "      <td>1,939.94</td>\n",
       "      <td>124.66</td>\n",
       "      <td>3,128.07</td>\n",
       "      <td>16.97</td>\n",
       "      <td>893.90</td>\n",
       "      <td>21.23</td>\n",
       "      <td>1,685.21</td>\n",
       "      <td>49.06</td>\n",
       "      <td>187.21</td>\n",
       "      <td>1,872.43</td>\n",
       "      <td>1,255.64</td>\n",
       "      <td>139.52</td>\n",
       "      <td>79.36</td>\n",
       "      <td>27.96</td>\n",
       "      <td>-28.33</td>\n",
       "      <td>111.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.71</td>\n",
       "      <td>48.33</td>\n",
       "      <td>14.82</td>\n",
       "      <td>33.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>8,724.87</td>\n",
       "      <td>36.67</td>\n",
       "      <td>14.73</td>\n",
       "      <td>166.35</td>\n",
       "      <td>-91.81</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2010-12-25</td>\n",
       "      <td>2011</td>\n",
       "      <td>Q4</td>\n",
       "      <td>17,234.25</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.02</td>\n",
       "      <td>564.25</td>\n",
       "      <td>456.87</td>\n",
       "      <td>364.56</td>\n",
       "      <td>57.53</td>\n",
       "      <td>74.20</td>\n",
       "      <td>233.22</td>\n",
       "      <td>307.42</td>\n",
       "      <td>364.95</td>\n",
       "      <td>457.26</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>3.29</td>\n",
       "      <td>10.91</td>\n",
       "      <td>0.02</td>\n",
       "      <td>424.29</td>\n",
       "      <td>426.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,074.92</td>\n",
       "      <td>41.20</td>\n",
       "      <td>2,016.24</td>\n",
       "      <td>165.52</td>\n",
       "      <td>3,091.16</td>\n",
       "      <td>18.11</td>\n",
       "      <td>913.24</td>\n",
       "      <td>21.70</td>\n",
       "      <td>1,276.47</td>\n",
       "      <td>498.02</td>\n",
       "      <td>538.21</td>\n",
       "      <td>1,814.67</td>\n",
       "      <td>1,276.49</td>\n",
       "      <td>165.76</td>\n",
       "      <td>-382.77</td>\n",
       "      <td>10.71</td>\n",
       "      <td>-300.52</td>\n",
       "      <td>-134.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.84</td>\n",
       "      <td>84.11</td>\n",
       "      <td>17.65</td>\n",
       "      <td>66.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>394.81</td>\n",
       "      <td>37.72</td>\n",
       "      <td>13.50</td>\n",
       "      <td>-127.89</td>\n",
       "      <td>-7.90</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2010-09-25</td>\n",
       "      <td>2011</td>\n",
       "      <td>Q3</td>\n",
       "      <td>14,888.51</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.04</td>\n",
       "      <td>561.92</td>\n",
       "      <td>429.09</td>\n",
       "      <td>346.96</td>\n",
       "      <td>47.30</td>\n",
       "      <td>63.95</td>\n",
       "      <td>200.54</td>\n",
       "      <td>264.50</td>\n",
       "      <td>311.80</td>\n",
       "      <td>393.93</td>\n",
       "      <td>35.16</td>\n",
       "      <td>11.70</td>\n",
       "      <td>7.37</td>\n",
       "      <td>21.07</td>\n",
       "      <td>0.04</td>\n",
       "      <td>630.30</td>\n",
       "      <td>258.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,192.94</td>\n",
       "      <td>30.50</td>\n",
       "      <td>1,547.76</td>\n",
       "      <td>79.50</td>\n",
       "      <td>2,740.69</td>\n",
       "      <td>23.32</td>\n",
       "      <td>672.45</td>\n",
       "      <td>22.10</td>\n",
       "      <td>993.04</td>\n",
       "      <td>494.80</td>\n",
       "      <td>535.18</td>\n",
       "      <td>1,528.23</td>\n",
       "      <td>1,210.29</td>\n",
       "      <td>74.04</td>\n",
       "      <td>244.99</td>\n",
       "      <td>-96.43</td>\n",
       "      <td>-28.79</td>\n",
       "      <td>45.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.08</td>\n",
       "      <td>4.77</td>\n",
       "      <td>0.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.20</td>\n",
       "      <td>54.28</td>\n",
       "      <td>25.55</td>\n",
       "      <td>28.72</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>176.64</td>\n",
       "      <td>34.70</td>\n",
       "      <td>12.30</td>\n",
       "      <td>329.03</td>\n",
       "      <td>3.89</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2010-06-26</td>\n",
       "      <td>2011</td>\n",
       "      <td>Q2</td>\n",
       "      <td>12,810.26</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.03</td>\n",
       "      <td>536.70</td>\n",
       "      <td>394.37</td>\n",
       "      <td>316.58</td>\n",
       "      <td>42.93</td>\n",
       "      <td>61.57</td>\n",
       "      <td>182.40</td>\n",
       "      <td>243.97</td>\n",
       "      <td>286.90</td>\n",
       "      <td>364.69</td>\n",
       "      <td>29.68</td>\n",
       "      <td>8.73</td>\n",
       "      <td>7.18</td>\n",
       "      <td>14.74</td>\n",
       "      <td>0.03</td>\n",
       "      <td>409.93</td>\n",
       "      <td>228.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,112.14</td>\n",
       "      <td>36.26</td>\n",
       "      <td>1,586.34</td>\n",
       "      <td>64.19</td>\n",
       "      <td>2,698.48</td>\n",
       "      <td>20.75</td>\n",
       "      <td>662.90</td>\n",
       "      <td>20.12</td>\n",
       "      <td>928.57</td>\n",
       "      <td>475.76</td>\n",
       "      <td>514.36</td>\n",
       "      <td>1,442.92</td>\n",
       "      <td>1,240.63</td>\n",
       "      <td>76.10</td>\n",
       "      <td>-415.36</td>\n",
       "      <td>54.91</td>\n",
       "      <td>-27.33</td>\n",
       "      <td>48.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.08</td>\n",
       "      <td>4.13</td>\n",
       "      <td>0.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.20</td>\n",
       "      <td>52.16</td>\n",
       "      <td>24.00</td>\n",
       "      <td>28.16</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>217.21</td>\n",
       "      <td>32.48</td>\n",
       "      <td>10.33</td>\n",
       "      <td>262.69</td>\n",
       "      <td>-10.14</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2010-03-27</td>\n",
       "      <td>2011</td>\n",
       "      <td>Q1</td>\n",
       "      <td>10,959.54</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.03</td>\n",
       "      <td>529.00</td>\n",
       "      <td>376.81</td>\n",
       "      <td>305.23</td>\n",
       "      <td>40.12</td>\n",
       "      <td>56.19</td>\n",
       "      <td>175.87</td>\n",
       "      <td>232.06</td>\n",
       "      <td>272.18</td>\n",
       "      <td>343.76</td>\n",
       "      <td>33.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.06</td>\n",
       "      <td>17.75</td>\n",
       "      <td>0.04</td>\n",
       "      <td>690.79</td>\n",
       "      <td>183.61</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,263.75</td>\n",
       "      <td>34.18</td>\n",
       "      <td>1,224.35</td>\n",
       "      <td>35.05</td>\n",
       "      <td>2,488.10</td>\n",
       "      <td>13.13</td>\n",
       "      <td>647.45</td>\n",
       "      <td>17.07</td>\n",
       "      <td>838.10</td>\n",
       "      <td>467.45</td>\n",
       "      <td>501.63</td>\n",
       "      <td>1,339.73</td>\n",
       "      <td>1,134.51</td>\n",
       "      <td>143.18</td>\n",
       "      <td>-509.41</td>\n",
       "      <td>44.89</td>\n",
       "      <td>-12.19</td>\n",
       "      <td>130.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.09</td>\n",
       "      <td>4.68</td>\n",
       "      <td>0.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.51</td>\n",
       "      <td>43.85</td>\n",
       "      <td>16.51</td>\n",
       "      <td>27.34</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>154.40</td>\n",
       "      <td>29.08</td>\n",
       "      <td>9.66</td>\n",
       "      <td>83.67</td>\n",
       "      <td>-12.35</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2009-12-26</td>\n",
       "      <td>2010</td>\n",
       "      <td>Q4</td>\n",
       "      <td>8,345.13</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.04</td>\n",
       "      <td>529.00</td>\n",
       "      <td>354.05</td>\n",
       "      <td>285.99</td>\n",
       "      <td>36.45</td>\n",
       "      <td>55.47</td>\n",
       "      <td>168.55</td>\n",
       "      <td>224.02</td>\n",
       "      <td>260.47</td>\n",
       "      <td>328.53</td>\n",
       "      <td>25.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.39</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1,011.31</td>\n",
       "      <td>320.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,706.16</td>\n",
       "      <td>27.58</td>\n",
       "      <td>754.04</td>\n",
       "      <td>34.81</td>\n",
       "      <td>2,460.20</td>\n",
       "      <td>14.79</td>\n",
       "      <td>690.18</td>\n",
       "      <td>14.17</td>\n",
       "      <td>908.13</td>\n",
       "      <td>463.68</td>\n",
       "      <td>495.40</td>\n",
       "      <td>1,403.54</td>\n",
       "      <td>1,043.80</td>\n",
       "      <td>91.56</td>\n",
       "      <td>95.00</td>\n",
       "      <td>577.65</td>\n",
       "      <td>-7.06</td>\n",
       "      <td>84.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.88</td>\n",
       "      <td>81.59</td>\n",
       "      <td>19.56</td>\n",
       "      <td>62.03</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>102.30</td>\n",
       "      <td>23.57</td>\n",
       "      <td>7.99</td>\n",
       "      <td>98.75</td>\n",
       "      <td>-17.39</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2009-09-26</td>\n",
       "      <td>2010</td>\n",
       "      <td>Q3</td>\n",
       "      <td>7,068.84</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.04</td>\n",
       "      <td>514.38</td>\n",
       "      <td>330.55</td>\n",
       "      <td>264.98</td>\n",
       "      <td>32.76</td>\n",
       "      <td>49.91</td>\n",
       "      <td>152.17</td>\n",
       "      <td>202.07</td>\n",
       "      <td>234.84</td>\n",
       "      <td>300.41</td>\n",
       "      <td>30.14</td>\n",
       "      <td>7.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.69</td>\n",
       "      <td>0.04</td>\n",
       "      <td>242.89</td>\n",
       "      <td>191.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>762.91</td>\n",
       "      <td>30.70</td>\n",
       "      <td>880.29</td>\n",
       "      <td>32.78</td>\n",
       "      <td>1,643.20</td>\n",
       "      <td>15.62</td>\n",
       "      <td>533.50</td>\n",
       "      <td>11.93</td>\n",
       "      <td>726.48</td>\n",
       "      <td>34.25</td>\n",
       "      <td>46.18</td>\n",
       "      <td>772.66</td>\n",
       "      <td>858.89</td>\n",
       "      <td>35.52</td>\n",
       "      <td>-59.83</td>\n",
       "      <td>23.56</td>\n",
       "      <td>-14.09</td>\n",
       "      <td>21.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.05</td>\n",
       "      <td>52.09</td>\n",
       "      <td>21.44</td>\n",
       "      <td>30.65</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>85.41</td>\n",
       "      <td>21.39</td>\n",
       "      <td>8.23</td>\n",
       "      <td>329.84</td>\n",
       "      <td>6,079.26</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2009-06-27</td>\n",
       "      <td>2010</td>\n",
       "      <td>Q2</td>\n",
       "      <td>5,367.49</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.04</td>\n",
       "      <td>506.26</td>\n",
       "      <td>316.06</td>\n",
       "      <td>253.56</td>\n",
       "      <td>31.10</td>\n",
       "      <td>46.76</td>\n",
       "      <td>146.21</td>\n",
       "      <td>192.97</td>\n",
       "      <td>224.08</td>\n",
       "      <td>286.57</td>\n",
       "      <td>29.49</td>\n",
       "      <td>7.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.20</td>\n",
       "      <td>0.04</td>\n",
       "      <td>246.17</td>\n",
       "      <td>168.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>701.32</td>\n",
       "      <td>29.86</td>\n",
       "      <td>855.21</td>\n",
       "      <td>28.98</td>\n",
       "      <td>1,556.53</td>\n",
       "      <td>13.39</td>\n",
       "      <td>538.84</td>\n",
       "      <td>10.17</td>\n",
       "      <td>712.59</td>\n",
       "      <td>31.38</td>\n",
       "      <td>41.55</td>\n",
       "      <td>754.14</td>\n",
       "      <td>791.12</td>\n",
       "      <td>45.85</td>\n",
       "      <td>-157.72</td>\n",
       "      <td>18.57</td>\n",
       "      <td>-19.33</td>\n",
       "      <td>26.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.98</td>\n",
       "      <td>48.08</td>\n",
       "      <td>19.28</td>\n",
       "      <td>28.80</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>63.30</td>\n",
       "      <td>16.98</td>\n",
       "      <td>6.78</td>\n",
       "      <td>202.34</td>\n",
       "      <td>4.75</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2009-03-28</td>\n",
       "      <td>2010</td>\n",
       "      <td>Q1</td>\n",
       "      <td>5,274.45</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.04</td>\n",
       "      <td>501.40</td>\n",
       "      <td>304.92</td>\n",
       "      <td>243.12</td>\n",
       "      <td>31.58</td>\n",
       "      <td>43.15</td>\n",
       "      <td>138.27</td>\n",
       "      <td>181.42</td>\n",
       "      <td>213.00</td>\n",
       "      <td>274.80</td>\n",
       "      <td>30.12</td>\n",
       "      <td>5.33</td>\n",
       "      <td>1.01</td>\n",
       "      <td>18.44</td>\n",
       "      <td>0.04</td>\n",
       "      <td>341.70</td>\n",
       "      <td>145.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>762.86</td>\n",
       "      <td>27.60</td>\n",
       "      <td>704.84</td>\n",
       "      <td>28.95</td>\n",
       "      <td>1,467.70</td>\n",
       "      <td>15.76</td>\n",
       "      <td>539.49</td>\n",
       "      <td>9.88</td>\n",
       "      <td>690.09</td>\n",
       "      <td>28.92</td>\n",
       "      <td>38.80</td>\n",
       "      <td>728.90</td>\n",
       "      <td>727.86</td>\n",
       "      <td>97.98</td>\n",
       "      <td>-256.07</td>\n",
       "      <td>17.37</td>\n",
       "      <td>-13.43</td>\n",
       "      <td>84.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.10</td>\n",
       "      <td>29.77</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.11</td>\n",
       "      <td>43.05</td>\n",
       "      <td>22.95</td>\n",
       "      <td>20.11</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>71.52</td>\n",
       "      <td>17.30</td>\n",
       "      <td>7.25</td>\n",
       "      <td>62.38</td>\n",
       "      <td>2.11</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2008-12-27</td>\n",
       "      <td>2009</td>\n",
       "      <td>Q4</td>\n",
       "      <td>3,278.51</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.03</td>\n",
       "      <td>501.40</td>\n",
       "      <td>289.58</td>\n",
       "      <td>230.85</td>\n",
       "      <td>29.46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>185.30</td>\n",
       "      <td>214.76</td>\n",
       "      <td>273.49</td>\n",
       "      <td>16.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.75</td>\n",
       "      <td>0.03</td>\n",
       "      <td>483.83</td>\n",
       "      <td>266.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,068.56</td>\n",
       "      <td>26.59</td>\n",
       "      <td>411.26</td>\n",
       "      <td>29.99</td>\n",
       "      <td>1,479.82</td>\n",
       "      <td>16.38</td>\n",
       "      <td>583.76</td>\n",
       "      <td>10.26</td>\n",
       "      <td>766.97</td>\n",
       "      <td>20.11</td>\n",
       "      <td>30.37</td>\n",
       "      <td>797.34</td>\n",
       "      <td>671.78</td>\n",
       "      <td>75.53</td>\n",
       "      <td>10.71</td>\n",
       "      <td>14.35</td>\n",
       "      <td>-12.23</td>\n",
       "      <td>63.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.39</td>\n",
       "      <td>82.84</td>\n",
       "      <td>25.10</td>\n",
       "      <td>57.75</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>59.60</td>\n",
       "      <td>11.32</td>\n",
       "      <td>4.88</td>\n",
       "      <td>51.80</td>\n",
       "      <td>1.49</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2008-09-27</td>\n",
       "      <td>2009</td>\n",
       "      <td>Q3</td>\n",
       "      <td>3,765.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.02</td>\n",
       "      <td>500.53</td>\n",
       "      <td>276.49</td>\n",
       "      <td>220.14</td>\n",
       "      <td>26.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>177.74</td>\n",
       "      <td>204.01</td>\n",
       "      <td>260.35</td>\n",
       "      <td>16.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.12</td>\n",
       "      <td>0.02</td>\n",
       "      <td>382.31</td>\n",
       "      <td>157.68</td>\n",
       "      <td>0.00</td>\n",
       "      <td>848.56</td>\n",
       "      <td>36.26</td>\n",
       "      <td>427.17</td>\n",
       "      <td>31.95</td>\n",
       "      <td>1,275.73</td>\n",
       "      <td>20.88</td>\n",
       "      <td>458.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>615.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.47</td>\n",
       "      <td>643.92</td>\n",
       "      <td>618.39</td>\n",
       "      <td>17.12</td>\n",
       "      <td>-85.91</td>\n",
       "      <td>24.02</td>\n",
       "      <td>-11.61</td>\n",
       "      <td>5.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.38</td>\n",
       "      <td>51.33</td>\n",
       "      <td>33.34</td>\n",
       "      <td>17.98</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>92.99</td>\n",
       "      <td>13.62</td>\n",
       "      <td>6.09</td>\n",
       "      <td>683.82</td>\n",
       "      <td>6,463.50</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2008-06-28</td>\n",
       "      <td>2009</td>\n",
       "      <td>Q2</td>\n",
       "      <td>7,709.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.02</td>\n",
       "      <td>502.50</td>\n",
       "      <td>263.08</td>\n",
       "      <td>208.99</td>\n",
       "      <td>24.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>168.85</td>\n",
       "      <td>192.89</td>\n",
       "      <td>246.98</td>\n",
       "      <td>16.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>427.04</td>\n",
       "      <td>146.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>802.13</td>\n",
       "      <td>34.99</td>\n",
       "      <td>401.42</td>\n",
       "      <td>24.22</td>\n",
       "      <td>1,203.54</td>\n",
       "      <td>14.43</td>\n",
       "      <td>466.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>599.83</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.87</td>\n",
       "      <td>625.70</td>\n",
       "      <td>565.98</td>\n",
       "      <td>53.08</td>\n",
       "      <td>-38.15</td>\n",
       "      <td>34.37</td>\n",
       "      <td>-13.04</td>\n",
       "      <td>40.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.34</td>\n",
       "      <td>50.28</td>\n",
       "      <td>24.01</td>\n",
       "      <td>26.28</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>192.82</td>\n",
       "      <td>29.31</td>\n",
       "      <td>13.62</td>\n",
       "      <td>192.56</td>\n",
       "      <td>13,317.27</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2008-03-29</td>\n",
       "      <td>2009</td>\n",
       "      <td>Q1</td>\n",
       "      <td>7,992.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.02</td>\n",
       "      <td>497.66</td>\n",
       "      <td>247.62</td>\n",
       "      <td>196.32</td>\n",
       "      <td>19.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>161.14</td>\n",
       "      <td>180.90</td>\n",
       "      <td>232.20</td>\n",
       "      <td>15.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.55</td>\n",
       "      <td>0.02</td>\n",
       "      <td>378.55</td>\n",
       "      <td>143.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>713.41</td>\n",
       "      <td>32.30</td>\n",
       "      <td>406.18</td>\n",
       "      <td>24.35</td>\n",
       "      <td>1,119.59</td>\n",
       "      <td>19.32</td>\n",
       "      <td>457.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>580.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.09</td>\n",
       "      <td>606.07</td>\n",
       "      <td>503.07</td>\n",
       "      <td>83.83</td>\n",
       "      <td>-7.64</td>\n",
       "      <td>24.18</td>\n",
       "      <td>-24.18</td>\n",
       "      <td>59.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.23</td>\n",
       "      <td>52.30</td>\n",
       "      <td>33.89</td>\n",
       "      <td>18.42</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>209.13</td>\n",
       "      <td>32.28</td>\n",
       "      <td>15.89</td>\n",
       "      <td>133.98</td>\n",
       "      <td>6.27</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2007-12-29</td>\n",
       "      <td>2008</td>\n",
       "      <td>Q4</td>\n",
       "      <td>6,217.68</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.02</td>\n",
       "      <td>497.66</td>\n",
       "      <td>216.91</td>\n",
       "      <td>170.18</td>\n",
       "      <td>17.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>141.74</td>\n",
       "      <td>159.44</td>\n",
       "      <td>206.18</td>\n",
       "      <td>10.73</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.38</td>\n",
       "      <td>0.01</td>\n",
       "      <td>279.10</td>\n",
       "      <td>220.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>740.81</td>\n",
       "      <td>26.51</td>\n",
       "      <td>348.78</td>\n",
       "      <td>24.57</td>\n",
       "      <td>1,089.59</td>\n",
       "      <td>7.48</td>\n",
       "      <td>468.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>605.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.67</td>\n",
       "      <td>628.59</td>\n",
       "      <td>452.06</td>\n",
       "      <td>80.79</td>\n",
       "      <td>13.90</td>\n",
       "      <td>24.09</td>\n",
       "      <td>-8.37</td>\n",
       "      <td>72.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.22</td>\n",
       "      <td>91.31</td>\n",
       "      <td>14.40</td>\n",
       "      <td>76.91</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>210.65</td>\n",
       "      <td>28.67</td>\n",
       "      <td>13.75</td>\n",
       "      <td>85.85</td>\n",
       "      <td>14,418.15</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2007-09-29</td>\n",
       "      <td>2008</td>\n",
       "      <td>Q3</td>\n",
       "      <td>6,615.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.01</td>\n",
       "      <td>488.68</td>\n",
       "      <td>192.80</td>\n",
       "      <td>148.52</td>\n",
       "      <td>16.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>125.51</td>\n",
       "      <td>142.40</td>\n",
       "      <td>186.69</td>\n",
       "      <td>6.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.51</td>\n",
       "      <td>0.01</td>\n",
       "      <td>160.76</td>\n",
       "      <td>121.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>554.95</td>\n",
       "      <td>22.27</td>\n",
       "      <td>310.16</td>\n",
       "      <td>23.79</td>\n",
       "      <td>865.11</td>\n",
       "      <td>12.62</td>\n",
       "      <td>340.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>449.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.71</td>\n",
       "      <td>456.65</td>\n",
       "      <td>401.30</td>\n",
       "      <td>52.00</td>\n",
       "      <td>-42.60</td>\n",
       "      <td>29.88</td>\n",
       "      <td>-9.12</td>\n",
       "      <td>42.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.23</td>\n",
       "      <td>56.93</td>\n",
       "      <td>25.65</td>\n",
       "      <td>31.29</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>253.98</td>\n",
       "      <td>34.31</td>\n",
       "      <td>16.49</td>\n",
       "      <td>154.30</td>\n",
       "      <td>2.54</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2007-06-30</td>\n",
       "      <td>2008</td>\n",
       "      <td>Q2</td>\n",
       "      <td>4,519.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.01</td>\n",
       "      <td>485.33</td>\n",
       "      <td>176.58</td>\n",
       "      <td>135.17</td>\n",
       "      <td>15.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>116.72</td>\n",
       "      <td>131.82</td>\n",
       "      <td>173.23</td>\n",
       "      <td>3.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.73</td>\n",
       "      <td>0.01</td>\n",
       "      <td>122.95</td>\n",
       "      <td>114.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>477.17</td>\n",
       "      <td>22.62</td>\n",
       "      <td>298.61</td>\n",
       "      <td>24.66</td>\n",
       "      <td>775.78</td>\n",
       "      <td>7.21</td>\n",
       "      <td>321.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>412.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.38</td>\n",
       "      <td>418.49</td>\n",
       "      <td>351.06</td>\n",
       "      <td>34.65</td>\n",
       "      <td>-23.84</td>\n",
       "      <td>24.32</td>\n",
       "      <td>-10.10</td>\n",
       "      <td>24.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.16</td>\n",
       "      <td>58.13</td>\n",
       "      <td>15.68</td>\n",
       "      <td>42.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>302.49</td>\n",
       "      <td>25.59</td>\n",
       "      <td>12.87</td>\n",
       "      <td>184.08</td>\n",
       "      <td>0.81</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2007-03-31</td>\n",
       "      <td>2008</td>\n",
       "      <td>Q1</td>\n",
       "      <td>4,829.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>482.54</td>\n",
       "      <td>162.41</td>\n",
       "      <td>123.25</td>\n",
       "      <td>14.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>109.01</td>\n",
       "      <td>123.13</td>\n",
       "      <td>162.30</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.00</td>\n",
       "      <td>87.49</td>\n",
       "      <td>105.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>400.13</td>\n",
       "      <td>19.50</td>\n",
       "      <td>297.84</td>\n",
       "      <td>22.23</td>\n",
       "      <td>697.97</td>\n",
       "      <td>11.61</td>\n",
       "      <td>295.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>377.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.99</td>\n",
       "      <td>383.31</td>\n",
       "      <td>309.28</td>\n",
       "      <td>36.83</td>\n",
       "      <td>-50.17</td>\n",
       "      <td>14.43</td>\n",
       "      <td>-15.96</td>\n",
       "      <td>20.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.06</td>\n",
       "      <td>58.19</td>\n",
       "      <td>26.67</td>\n",
       "      <td>31.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,653.92</td>\n",
       "      <td>29.74</td>\n",
       "      <td>15.62</td>\n",
       "      <td>231.37</td>\n",
       "      <td>37.35</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2006-12-30</td>\n",
       "      <td>2007</td>\n",
       "      <td>Q4</td>\n",
       "      <td>5,039.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>482.54</td>\n",
       "      <td>144.22</td>\n",
       "      <td>110.38</td>\n",
       "      <td>13.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>99.13</td>\n",
       "      <td>112.46</td>\n",
       "      <td>146.30</td>\n",
       "      <td>-2.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>86.61</td>\n",
       "      <td>128.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>419.10</td>\n",
       "      <td>20.62</td>\n",
       "      <td>245.74</td>\n",
       "      <td>11.49</td>\n",
       "      <td>664.83</td>\n",
       "      <td>8.87</td>\n",
       "      <td>284.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>377.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1.41</td>\n",
       "      <td>378.41</td>\n",
       "      <td>281.79</td>\n",
       "      <td>38.16</td>\n",
       "      <td>-35.44</td>\n",
       "      <td>13.65</td>\n",
       "      <td>-7.62</td>\n",
       "      <td>30.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.77</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.11</td>\n",
       "      <td>80.31</td>\n",
       "      <td>23.59</td>\n",
       "      <td>56.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>2,441.80</td>\n",
       "      <td>34.95</td>\n",
       "      <td>17.89</td>\n",
       "      <td>165.06</td>\n",
       "      <td>52.49</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2006-09-30</td>\n",
       "      <td>2007</td>\n",
       "      <td>Q3</td>\n",
       "      <td>4,404.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>481.12</td>\n",
       "      <td>130.05</td>\n",
       "      <td>98.69</td>\n",
       "      <td>11.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>87.37</td>\n",
       "      <td>98.82</td>\n",
       "      <td>130.18</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>70.32</td>\n",
       "      <td>82.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>355.93</td>\n",
       "      <td>20.85</td>\n",
       "      <td>199.75</td>\n",
       "      <td>9.17</td>\n",
       "      <td>555.69</td>\n",
       "      <td>5.66</td>\n",
       "      <td>219.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>294.29</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1.10</td>\n",
       "      <td>295.39</td>\n",
       "      <td>256.38</td>\n",
       "      <td>30.63</td>\n",
       "      <td>-125.29</td>\n",
       "      <td>14.87</td>\n",
       "      <td>-9.09</td>\n",
       "      <td>21.54</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.76</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.21</td>\n",
       "      <td>57.31</td>\n",
       "      <td>16.24</td>\n",
       "      <td>41.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>3,248.36</td>\n",
       "      <td>33.87</td>\n",
       "      <td>17.18</td>\n",
       "      <td>204.47</td>\n",
       "      <td>9.80</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2006-07-01</td>\n",
       "      <td>2007</td>\n",
       "      <td>Q2</td>\n",
       "      <td>2,874.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.26</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>447.35</td>\n",
       "      <td>118.14</td>\n",
       "      <td>89.01</td>\n",
       "      <td>11.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>79.28</td>\n",
       "      <td>90.28</td>\n",
       "      <td>119.42</td>\n",
       "      <td>-1.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>149.99</td>\n",
       "      <td>75.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>369.66</td>\n",
       "      <td>17.51</td>\n",
       "      <td>131.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>501.35</td>\n",
       "      <td>6.03</td>\n",
       "      <td>202.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>266.72</td>\n",
       "      <td>0.02</td>\n",
       "      <td>1.16</td>\n",
       "      <td>267.87</td>\n",
       "      <td>230.12</td>\n",
       "      <td>30.02</td>\n",
       "      <td>-16.97</td>\n",
       "      <td>8.55</td>\n",
       "      <td>-2.82</td>\n",
       "      <td>27.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.75</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.39</td>\n",
       "      <td>57.67</td>\n",
       "      <td>18.62</td>\n",
       "      <td>39.06</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-4,955.58</td>\n",
       "      <td>24.33</td>\n",
       "      <td>12.49</td>\n",
       "      <td>105.65</td>\n",
       "      <td>-133.29</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2006-04-01</td>\n",
       "      <td>2007</td>\n",
       "      <td>Q1</td>\n",
       "      <td>3,885.71</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.24</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>443.83</td>\n",
       "      <td>104.69</td>\n",
       "      <td>80.13</td>\n",
       "      <td>8.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>71.42</td>\n",
       "      <td>80.25</td>\n",
       "      <td>104.81</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>128.57</td>\n",
       "      <td>72.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>328.62</td>\n",
       "      <td>17.46</td>\n",
       "      <td>128.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>457.46</td>\n",
       "      <td>7.72</td>\n",
       "      <td>182.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>238.96</td>\n",
       "      <td>0.03</td>\n",
       "      <td>3.72</td>\n",
       "      <td>242.68</td>\n",
       "      <td>211.88</td>\n",
       "      <td>12.42</td>\n",
       "      <td>9.11</td>\n",
       "      <td>7.95</td>\n",
       "      <td>-2.60</td>\n",
       "      <td>9.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.77</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.38</td>\n",
       "      <td>62.19</td>\n",
       "      <td>28.29</td>\n",
       "      <td>33.90</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-4,242.05</td>\n",
       "      <td>37.12</td>\n",
       "      <td>18.34</td>\n",
       "      <td>395.65</td>\n",
       "      <td>40.80</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2005-12-31</td>\n",
       "      <td>2006</td>\n",
       "      <td>Q4</td>\n",
       "      <td>4,554.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.01</td>\n",
       "      <td>443.83</td>\n",
       "      <td>91.06</td>\n",
       "      <td>69.72</td>\n",
       "      <td>6.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>57.80</td>\n",
       "      <td>64.47</td>\n",
       "      <td>85.81</td>\n",
       "      <td>5.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.96</td>\n",
       "      <td>0.01</td>\n",
       "      <td>99.84</td>\n",
       "      <td>76.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>303.22</td>\n",
       "      <td>10.42</td>\n",
       "      <td>131.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>434.75</td>\n",
       "      <td>10.21</td>\n",
       "      <td>169.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>234.62</td>\n",
       "      <td>0.18</td>\n",
       "      <td>1.34</td>\n",
       "      <td>235.96</td>\n",
       "      <td>196.37</td>\n",
       "      <td>39.34</td>\n",
       "      <td>-32.89</td>\n",
       "      <td>5.93</td>\n",
       "      <td>-5.61</td>\n",
       "      <td>33.73</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.29</td>\n",
       "      <td>75.24</td>\n",
       "      <td>43.07</td>\n",
       "      <td>32.17</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>191.15</td>\n",
       "      <td>50.02</td>\n",
       "      <td>23.19</td>\n",
       "      <td>135.05</td>\n",
       "      <td>-3.37</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2005-09-24</td>\n",
       "      <td>2006</td>\n",
       "      <td>Q3</td>\n",
       "      <td>2,693.45</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.03</td>\n",
       "      <td>474.62</td>\n",
       "      <td>82.67</td>\n",
       "      <td>63.09</td>\n",
       "      <td>6.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>50.10</td>\n",
       "      <td>56.70</td>\n",
       "      <td>76.29</td>\n",
       "      <td>6.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.10</td>\n",
       "      <td>0.03</td>\n",
       "      <td>87.36</td>\n",
       "      <td>53.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>244.86</td>\n",
       "      <td>0.00</td>\n",
       "      <td>114.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>359.44</td>\n",
       "      <td>5.87</td>\n",
       "      <td>127.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>173.86</td>\n",
       "      <td>1.45</td>\n",
       "      <td>1.45</td>\n",
       "      <td>175.31</td>\n",
       "      <td>181.98</td>\n",
       "      <td>24.57</td>\n",
       "      <td>35.77</td>\n",
       "      <td>2.06</td>\n",
       "      <td>-5.29</td>\n",
       "      <td>19.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.41</td>\n",
       "      <td>58.14</td>\n",
       "      <td>26.97</td>\n",
       "      <td>31.17</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.03</td>\n",
       "      <td>51.41</td>\n",
       "      <td>32.58</td>\n",
       "      <td>14.80</td>\n",
       "      <td>139.70</td>\n",
       "      <td>0.37</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2005-06-25</td>\n",
       "      <td>2006</td>\n",
       "      <td>Q2</td>\n",
       "      <td>2,568.33</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.01</td>\n",
       "      <td>471.90</td>\n",
       "      <td>71.94</td>\n",
       "      <td>55.71</td>\n",
       "      <td>5.47</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46.04</td>\n",
       "      <td>51.51</td>\n",
       "      <td>67.75</td>\n",
       "      <td>4.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>25.14</td>\n",
       "      <td>50.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>199.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>123.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>323.68</td>\n",
       "      <td>3.94</td>\n",
       "      <td>117.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>154.81</td>\n",
       "      <td>1.66</td>\n",
       "      <td>1.66</td>\n",
       "      <td>156.47</td>\n",
       "      <td>165.40</td>\n",
       "      <td>14.07</td>\n",
       "      <td>-34.91</td>\n",
       "      <td>5.09</td>\n",
       "      <td>-3.37</td>\n",
       "      <td>10.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.29</td>\n",
       "      <td>62.78</td>\n",
       "      <td>21.84</td>\n",
       "      <td>40.94</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>127.40</td>\n",
       "      <td>35.70</td>\n",
       "      <td>15.53</td>\n",
       "      <td>240.03</td>\n",
       "      <td>5.10</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2005-03-26</td>\n",
       "      <td>2006</td>\n",
       "      <td>Q1</td>\n",
       "      <td>1,518.34</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.01</td>\n",
       "      <td>465.47</td>\n",
       "      <td>64.18</td>\n",
       "      <td>52.21</td>\n",
       "      <td>4.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43.92</td>\n",
       "      <td>47.94</td>\n",
       "      <td>59.91</td>\n",
       "      <td>4.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.38</td>\n",
       "      <td>0.01</td>\n",
       "      <td>40.60</td>\n",
       "      <td>42.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>180.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>114.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>294.63</td>\n",
       "      <td>3.63</td>\n",
       "      <td>104.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>138.22</td>\n",
       "      <td>1.81</td>\n",
       "      <td>1.82</td>\n",
       "      <td>140.03</td>\n",
       "      <td>153.00</td>\n",
       "      <td>17.91</td>\n",
       "      <td>-15.77</td>\n",
       "      <td>2.73</td>\n",
       "      <td>-9.16</td>\n",
       "      <td>8.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.31</td>\n",
       "      <td>59.44</td>\n",
       "      <td>27.34</td>\n",
       "      <td>32.09</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>86.66</td>\n",
       "      <td>23.66</td>\n",
       "      <td>9.92</td>\n",
       "      <td>173.46</td>\n",
       "      <td>4.91</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2004-12-25</td>\n",
       "      <td>2005</td>\n",
       "      <td>Q4</td>\n",
       "      <td>1,441.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.01</td>\n",
       "      <td>465.47</td>\n",
       "      <td>54.59</td>\n",
       "      <td>44.59</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.21</td>\n",
       "      <td>41.37</td>\n",
       "      <td>51.37</td>\n",
       "      <td>3.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.59</td>\n",
       "      <td>0.01</td>\n",
       "      <td>35.73</td>\n",
       "      <td>48.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>178.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>101.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>280.50</td>\n",
       "      <td>2.52</td>\n",
       "      <td>95.90</td>\n",
       "      <td>0.00</td>\n",
       "      <td>131.67</td>\n",
       "      <td>0.72</td>\n",
       "      <td>2.32</td>\n",
       "      <td>133.99</td>\n",
       "      <td>145.13</td>\n",
       "      <td>21.13</td>\n",
       "      <td>-11.23</td>\n",
       "      <td>3.46</td>\n",
       "      <td>-2.27</td>\n",
       "      <td>18.86</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.36</td>\n",
       "      <td>80.57</td>\n",
       "      <td>22.72</td>\n",
       "      <td>57.85</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>100.50</td>\n",
       "      <td>26.40</td>\n",
       "      <td>9.93</td>\n",
       "      <td>76.42</td>\n",
       "      <td>1.44</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2004-09-25</td>\n",
       "      <td>2005</td>\n",
       "      <td>Q3</td>\n",
       "      <td>2,220.71</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.01</td>\n",
       "      <td>464.70</td>\n",
       "      <td>46.36</td>\n",
       "      <td>37.46</td>\n",
       "      <td>2.46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.22</td>\n",
       "      <td>35.68</td>\n",
       "      <td>44.59</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.15</td>\n",
       "      <td>0.01</td>\n",
       "      <td>22.76</td>\n",
       "      <td>37.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>162.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>83.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>246.70</td>\n",
       "      <td>3.84</td>\n",
       "      <td>74.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>105.81</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2.50</td>\n",
       "      <td>108.32</td>\n",
       "      <td>137.35</td>\n",
       "      <td>13.15</td>\n",
       "      <td>-51.77</td>\n",
       "      <td>0.11</td>\n",
       "      <td>-1.28</td>\n",
       "      <td>11.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.54</td>\n",
       "      <td>72.87</td>\n",
       "      <td>38.85</td>\n",
       "      <td>34.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>257.86</td>\n",
       "      <td>47.90</td>\n",
       "      <td>16.17</td>\n",
       "      <td>187.10</td>\n",
       "      <td>15,079.36</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2004-06-26</td>\n",
       "      <td>2005</td>\n",
       "      <td>Q2</td>\n",
       "      <td>839.46</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>431.00</td>\n",
       "      <td>40.58</td>\n",
       "      <td>32.40</td>\n",
       "      <td>2.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.16</td>\n",
       "      <td>31.23</td>\n",
       "      <td>39.42</td>\n",
       "      <td>1.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.17</td>\n",
       "      <td>0.01</td>\n",
       "      <td>61.09</td>\n",
       "      <td>29.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>156.97</td>\n",
       "      <td>0.00</td>\n",
       "      <td>69.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>226.51</td>\n",
       "      <td>1.95</td>\n",
       "      <td>61.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>89.68</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.69</td>\n",
       "      <td>92.37</td>\n",
       "      <td>133.19</td>\n",
       "      <td>14.94</td>\n",
       "      <td>-73.08</td>\n",
       "      <td>113.74</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>14.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.75</td>\n",
       "      <td>66.41</td>\n",
       "      <td>21.42</td>\n",
       "      <td>44.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>179.37</td>\n",
       "      <td>20.69</td>\n",
       "      <td>6.30</td>\n",
       "      <td>58.09</td>\n",
       "      <td>1.79</td>\n",
       "      <td>CRM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "    Unnamed: 0  Calendar_Year Quarter   Mkt Cap  Debt to Equity  \\\n",
       "0   2022-06-25           2023      Q2  4,166.88            0.09   \n",
       "1   2022-03-26           2023      Q1  3,747.72            0.10   \n",
       "2   2021-12-25           2022      Q4  3,919.77            0.00   \n",
       "3   2021-09-25           2022      Q3  8,428.99            0.00   \n",
       "0   2022-06-25           2022      Q2 14,375.58            0.82   \n",
       "..         ...            ...     ...       ...             ...   \n",
       "68  2005-06-25           2006      Q2  2,568.33            0.01   \n",
       "69  2005-03-26           2006      Q1  1,518.34            0.01   \n",
       "70  2004-12-25           2005      Q4  1,441.53            0.00   \n",
       "71  2004-09-25           2005      Q3  2,220.71            0.02   \n",
       "72  2004-06-26           2005      Q2    839.46            0.01   \n",
       "\n",
       "    Debt to Assets  Revenue per Share  NI per Share  outstandingShares  \\\n",
       "0             0.33               0.92         -0.35              94.10   \n",
       "1             0.32               0.83         -0.42              93.25   \n",
       "2             0.24               0.90         -0.55              78.36   \n",
       "3             0.68               0.71         -0.10              90.26   \n",
       "0             0.62               8.82         -1.18              47.81   \n",
       "..             ...                ...           ...                ...   \n",
       "68            0.48               0.17          0.01             471.90   \n",
       "69            0.48               0.15          0.01             465.47   \n",
       "70            0.48               0.13          0.01             465.47   \n",
       "71            0.44               0.11          0.01             464.70   \n",
       "72            0.41               0.16          0.00             431.00   \n",
       "\n",
       "    Revenue  Gross Profit  R&D Expenses  G&A Expenses  \\\n",
       "0     86.13         58.78         23.34         20.54   \n",
       "1     77.50         51.59         21.62         23.57   \n",
       "2     70.43         45.66         22.90         19.62   \n",
       "3     63.97         44.79         12.74         12.94   \n",
       "0    421.75        342.82        118.91         51.90   \n",
       "..      ...           ...           ...           ...   \n",
       "68    71.94         55.71          5.47          0.00   \n",
       "69    64.18         52.21          4.30          0.00   \n",
       "70    54.59         44.59          3.16          0.00   \n",
       "71    46.36         37.46          2.46          0.00   \n",
       "72    40.58         32.40          2.07          0.00   \n",
       "\n",
       "    Sales and Marketing Expenses  SG&A Expenses  Op Expenses  \\\n",
       "0                          50.01          70.55        93.89   \n",
       "1                          46.04          69.62        91.24   \n",
       "2                          45.73          65.34        88.25   \n",
       "3                          29.57          42.50        55.24   \n",
       "0                         224.26         276.16       395.07   \n",
       "..                           ...            ...          ...   \n",
       "68                          0.00          46.04        51.51   \n",
       "69                          0.00          43.92        47.94   \n",
       "70                          0.00          38.21        41.37   \n",
       "71                          0.00          33.22        35.68   \n",
       "72                          0.00          29.16        31.23   \n",
       "\n",
       "    Cost and Expenses  Op Income  Interest Income  Interest Expense  \\\n",
       "0              121.24     -35.11             0.00              0.00   \n",
       "1              117.14     -39.65             0.00              0.00   \n",
       "2              113.02     -42.59             0.09              0.06   \n",
       "3               74.42     -10.45             0.00              0.00   \n",
       "0              474.00     -52.25             2.05              0.95   \n",
       "..                ...        ...              ...               ...   \n",
       "68              67.75       4.19             0.00              0.00   \n",
       "69              59.91       4.27             0.00              0.00   \n",
       "70              51.37       3.22             0.00              0.00   \n",
       "71              44.59       1.77             0.00              0.00   \n",
       "72              39.42       1.17             0.00              0.00   \n",
       "\n",
       "    Net Income   EPS   Cash  Receivables  Inventory  Cur Assets  Tax Assets  \\\n",
       "0       -32.89 -0.35  80.88        52.93       0.00      580.90        0.00   \n",
       "1       -39.27 -0.42  90.61        42.66       0.00      598.76        0.00   \n",
       "2       -42.94 -0.55 478.94        64.50       0.00      608.18        0.00   \n",
       "3        -9.06 -0.10  41.98        36.03       0.00      130.60        0.00   \n",
       "0       -56.36 -1.18 305.66       165.95       0.00    1,531.78        0.00   \n",
       "..         ...   ...    ...          ...        ...         ...         ...   \n",
       "68        5.04  0.01  25.14        50.18       0.00      199.82        0.00   \n",
       "69        4.38  0.01  40.60        42.38       0.00      180.60        0.00   \n",
       "70        3.59  0.01  35.73        48.87       0.00      178.72        0.00   \n",
       "71        2.15  0.01  22.76        37.53       0.00      162.92        0.00   \n",
       "72        1.17  0.01  61.09        29.94       0.00      156.97        0.00   \n",
       "\n",
       "    LT Assets  Int Assets  Total Assets  Payables  Deferred Revenue Current  \\\n",
       "0      121.19        0.00        702.09      2.89                    135.79   \n",
       "1      117.53        0.00        716.30      2.68                    139.44   \n",
       "2       58.08        0.00        666.26      2.08                    126.26   \n",
       "3       53.49        0.00        184.09      1.20                     98.43   \n",
       "0      742.18       69.00      2,273.96     11.82                    469.58   \n",
       "..        ...         ...           ...       ...                       ...   \n",
       "68     123.85        0.00        323.68      3.94                    117.31   \n",
       "69     114.03        0.00        294.63      3.63                    104.64   \n",
       "70     101.78        0.00        280.50      2.52                     95.90   \n",
       "71      83.78        0.00        246.70      3.84                     74.24   \n",
       "72      69.55        0.00        226.51      1.95                     61.56   \n",
       "\n",
       "    Deferred Revenue LongTerm  Cur Liab  LT Debt  LT Liab  Total Liab  \\\n",
       "0                        0.00    184.31    44.39    44.89      229.20   \n",
       "1                        0.00    180.98    47.39    47.77      228.75   \n",
       "2                        0.00    159.97     0.00     1.48      161.44   \n",
       "3                        0.00    122.44     0.00     2.26      124.70   \n",
       "0                        4.51    662.16   717.47   740.33    1,402.49   \n",
       "..                        ...       ...      ...      ...         ...   \n",
       "68                       0.00    154.81     1.66     1.66      156.47   \n",
       "69                       0.00    138.22     1.81     1.82      140.03   \n",
       "70                       0.00    131.67     0.72     2.32      133.99   \n",
       "71                       0.00    105.81     2.50     2.50      108.32   \n",
       "72                       0.00     89.68     1.00     2.69       92.37   \n",
       "\n",
       "    SH Equity  cash_flow Operations  cash_flow Investing  cash_flow Financing  \\\n",
       "0      470.55                -16.32                 4.00                 2.78   \n",
       "1      484.67                 17.92              -407.80                 2.63   \n",
       "2      501.58                -24.53                -1.75               463.31   \n",
       "3     -118.49                 -2.45                 0.90                 2.02   \n",
       "0      871.47                 40.92              -120.98               -14.89   \n",
       "..        ...                   ...                  ...                  ...   \n",
       "68     165.40                 14.07               -34.91                 5.09   \n",
       "69     153.00                 17.91               -15.77                 2.73   \n",
       "70     145.13                 21.13               -11.23                 3.46   \n",
       "71     137.35                 13.15               -51.77                 0.11   \n",
       "72     133.19                 14.94               -73.08               113.74   \n",
       "\n",
       "    CAPEX    FCF  Dividends Paid  Gross Profit Margin  Op Margin  \\\n",
       "0   -8.36 -24.68            0.00                 0.68      -0.41   \n",
       "1   -2.27  15.65            0.00                 0.67      -0.51   \n",
       "2   -1.42 -25.95            0.00                 0.65      -0.60   \n",
       "3   -1.02  -3.48            0.00                 0.70      -0.16   \n",
       "0  -28.54  12.38            0.00                 0.81      -0.12   \n",
       "..    ...    ...             ...                  ...        ...   \n",
       "68  -3.37  10.70            0.00                 0.77       0.06   \n",
       "69  -9.16   8.75            0.00                 0.81       0.07   \n",
       "70  -2.27  18.86            0.00                 0.82       0.06   \n",
       "71  -1.28  11.87            0.00                 0.81       0.04   \n",
       "72  -0.48  14.45            0.00                 0.80       0.03   \n",
       "\n",
       "    Int Coverage  Net Profit Margin  Dividend Yield  Current Ratio  \\\n",
       "0            NaN              -0.38             NaN           3.15   \n",
       "1            NaN              -0.51             NaN           3.31   \n",
       "2        -760.50              -0.61             NaN           3.80   \n",
       "3            NaN              -0.14             NaN           1.07   \n",
       "0         -55.06              -0.13             NaN           2.31   \n",
       "..           ...                ...             ...            ...   \n",
       "68           NaN               0.07             NaN           1.29   \n",
       "69           NaN               0.07             NaN           1.31   \n",
       "70           NaN               0.07             NaN           1.36   \n",
       "71           NaN               0.05             NaN           1.54   \n",
       "72           NaN               0.03             NaN           1.75   \n",
       "\n",
       "    Operating Cycle  Days of AP Outstanding  Cash Conversion Cycle   ROA  \\\n",
       "0             55.31                    9.51                  45.80 -0.05   \n",
       "1             49.55                    9.31                  40.24 -0.05   \n",
       "2             82.42                    7.57                  74.86 -0.06   \n",
       "3             50.69                    5.65                  45.04 -0.05   \n",
       "0             35.41                   13.48                  21.93 -0.02   \n",
       "..              ...                     ...                    ...   ...   \n",
       "68            62.78                   21.84                  40.94  0.02   \n",
       "69            59.44                   27.34                  32.09  0.01   \n",
       "70            80.57                   22.72                  57.85  0.01   \n",
       "71            72.87                   38.85                  34.02  0.01   \n",
       "72            66.41                   21.42                  44.99  0.01   \n",
       "\n",
       "     ROE  ROCE      PE     PS     PB  Price To FCF       PEG Ticker  \n",
       "0  -0.07 -0.07  -31.68  48.38   8.86       -168.82     -1.90   BRZE  \n",
       "1  -0.08 -0.07  -23.86  48.36   7.73        239.39     -1.01   BRZE  \n",
       "2  -0.09 -0.08  -22.82  55.65   7.81       -151.03      0.05   BRZE  \n",
       "3   0.08 -0.17 -232.64 131.77 -71.14     -2,422.82   -225.13   BRZE  \n",
       "0  -0.06 -0.03  -63.77  34.09  16.50      1,161.29      0.13   HUBS  \n",
       "..   ...   ...     ...    ...    ...           ...       ...    ...  \n",
       "68  0.03  0.02  127.40  35.70  15.53        240.03      5.10    CRM  \n",
       "69  0.03  0.03   86.66  23.66   9.92        173.46      4.91    CRM  \n",
       "70  0.02  0.02  100.50  26.40   9.93         76.42      1.44    CRM  \n",
       "71  0.02  0.01  257.86  47.90  16.17        187.10 15,079.36    CRM  \n",
       "72  0.01  0.01  179.37  20.69   6.30         58.09      1.79    CRM  \n",
       "\n",
       "[1521 rows x 62 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4ca2db86",
   "metadata": {},
   "outputs": [],
   "source": [
    "twlo_df_ = master_df[master_df['Ticker']=='TWLO']\n",
    "twlo_df = twlo_df_.copy()\n",
    "twlo_df['R&D % of Rev'] = twlo_df['R&D Expenses']/twlo_df['Revenue']*100\n",
    "twlo_df['G&A % of Rev'] = twlo_df['G&A Expenses']/twlo_df['Revenue']*100\n",
    "twlo_df['Sales and Marketing % of Rev'] = twlo_df['Sales and Marketing Expenses']/twlo_df['Revenue']*100\n",
    "twlo_df['SG&A % of Rev'] = twlo_df['SG&A Expenses']/twlo_df['Revenue']*100\n",
    "twlo_df['OpEx % of Rev'] = twlo_df['Op Expenses']/twlo_df['Revenue']*100\n",
    "twlo_df['OpEx & Costs % of Rev'] = twlo_df['Cost and Expenses']/twlo_df['Revenue']*100\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c0b57c2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div id=8a40c9cb-7e86-43e0-9db9-994b4fd42d6a style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('8a40c9cb-7e86-43e0-9db9-994b4fd42d6a').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Calendar_Year</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Mkt Cap</th>\n",
       "      <th>Debt to Equity</th>\n",
       "      <th>Debt to Assets</th>\n",
       "      <th>Revenue per Share</th>\n",
       "      <th>NI per Share</th>\n",
       "      <th>outstandingShares</th>\n",
       "      <th>Revenue</th>\n",
       "      <th>Gross Profit</th>\n",
       "      <th>R&amp;D Expenses</th>\n",
       "      <th>G&amp;A Expenses</th>\n",
       "      <th>Sales and Marketing Expenses</th>\n",
       "      <th>SG&amp;A Expenses</th>\n",
       "      <th>Op Expenses</th>\n",
       "      <th>Cost and Expenses</th>\n",
       "      <th>Op Income</th>\n",
       "      <th>Interest Income</th>\n",
       "      <th>Interest Expense</th>\n",
       "      <th>Net Income</th>\n",
       "      <th>EPS</th>\n",
       "      <th>Cash</th>\n",
       "      <th>Receivables</th>\n",
       "      <th>Inventory</th>\n",
       "      <th>Cur Assets</th>\n",
       "      <th>Tax Assets</th>\n",
       "      <th>LT Assets</th>\n",
       "      <th>Int Assets</th>\n",
       "      <th>Total Assets</th>\n",
       "      <th>Payables</th>\n",
       "      <th>Deferred Revenue Current</th>\n",
       "      <th>Deferred Revenue LongTerm</th>\n",
       "      <th>Cur Liab</th>\n",
       "      <th>LT Debt</th>\n",
       "      <th>LT Liab</th>\n",
       "      <th>Total Liab</th>\n",
       "      <th>SH Equity</th>\n",
       "      <th>cash_flow Operations</th>\n",
       "      <th>cash_flow Investing</th>\n",
       "      <th>cash_flow Financing</th>\n",
       "      <th>CAPEX</th>\n",
       "      <th>FCF</th>\n",
       "      <th>Dividends Paid</th>\n",
       "      <th>Gross Profit Margin</th>\n",
       "      <th>Op Margin</th>\n",
       "      <th>Int Coverage</th>\n",
       "      <th>Net Profit Margin</th>\n",
       "      <th>Dividend Yield</th>\n",
       "      <th>Current Ratio</th>\n",
       "      <th>Operating Cycle</th>\n",
       "      <th>Days of AP Outstanding</th>\n",
       "      <th>Cash Conversion Cycle</th>\n",
       "      <th>ROA</th>\n",
       "      <th>ROE</th>\n",
       "      <th>ROCE</th>\n",
       "      <th>PE</th>\n",
       "      <th>PS</th>\n",
       "      <th>PB</th>\n",
       "      <th>Price To FCF</th>\n",
       "      <th>PEG</th>\n",
       "      <th>Ticker</th>\n",
       "      <th>R&amp;D % of Rev</th>\n",
       "      <th>G&amp;A % of Rev</th>\n",
       "      <th>Sales and Marketing % of Rev</th>\n",
       "      <th>SG&amp;A % of Rev</th>\n",
       "      <th>OpEx % of Rev</th>\n",
       "      <th>OpEx &amp; Costs % of Rev</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-06-25</td>\n",
       "      <td>2022</td>\n",
       "      <td>Q2</td>\n",
       "      <td>15,282.57</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.16</td>\n",
       "      <td>5.17</td>\n",
       "      <td>-1.77</td>\n",
       "      <td>182.35</td>\n",
       "      <td>943.35</td>\n",
       "      <td>445.29</td>\n",
       "      <td>279.64</td>\n",
       "      <td>142.63</td>\n",
       "      <td>334.96</td>\n",
       "      <td>477.58</td>\n",
       "      <td>757.23</td>\n",
       "      <td>1,255.29</td>\n",
       "      <td>-311.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-322.77</td>\n",
       "      <td>-1.77</td>\n",
       "      <td>798.62</td>\n",
       "      <td>471.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5,104.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7,764.84</td>\n",
       "      <td>953.52</td>\n",
       "      <td>12,869.23</td>\n",
       "      <td>102.04</td>\n",
       "      <td>137.73</td>\n",
       "      <td>0.00</td>\n",
       "      <td>795.32</td>\n",
       "      <td>1,194.62</td>\n",
       "      <td>1,231.91</td>\n",
       "      <td>2,027.23</td>\n",
       "      <td>10,842.00</td>\n",
       "      <td>-62.57</td>\n",
       "      <td>-786.60</td>\n",
       "      <td>30.30</td>\n",
       "      <td>-15.91</td>\n",
       "      <td>-78.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.47</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.42</td>\n",
       "      <td>45.02</td>\n",
       "      <td>18.44</td>\n",
       "      <td>26.58</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-11.84</td>\n",
       "      <td>16.20</td>\n",
       "      <td>1.41</td>\n",
       "      <td>-194.74</td>\n",
       "      <td>0.27</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>29.64</td>\n",
       "      <td>15.12</td>\n",
       "      <td>35.51</td>\n",
       "      <td>50.63</td>\n",
       "      <td>80.27</td>\n",
       "      <td>133.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-03-26</td>\n",
       "      <td>2022</td>\n",
       "      <td>Q1</td>\n",
       "      <td>29,813.92</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.15</td>\n",
       "      <td>4.84</td>\n",
       "      <td>-1.23</td>\n",
       "      <td>180.90</td>\n",
       "      <td>875.36</td>\n",
       "      <td>425.07</td>\n",
       "      <td>240.61</td>\n",
       "      <td>114.36</td>\n",
       "      <td>287.91</td>\n",
       "      <td>402.27</td>\n",
       "      <td>642.88</td>\n",
       "      <td>1,093.17</td>\n",
       "      <td>-217.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-221.63</td>\n",
       "      <td>-1.23</td>\n",
       "      <td>1,617.02</td>\n",
       "      <td>406.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5,831.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7,059.61</td>\n",
       "      <td>1,006.69</td>\n",
       "      <td>12,890.80</td>\n",
       "      <td>93.39</td>\n",
       "      <td>139.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>719.82</td>\n",
       "      <td>1,209.65</td>\n",
       "      <td>1,253.55</td>\n",
       "      <td>1,973.37</td>\n",
       "      <td>10,917.43</td>\n",
       "      <td>-17.57</td>\n",
       "      <td>150.97</td>\n",
       "      <td>4.11</td>\n",
       "      <td>-17.23</td>\n",
       "      <td>-34.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.49</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.10</td>\n",
       "      <td>41.82</td>\n",
       "      <td>18.67</td>\n",
       "      <td>23.15</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-33.63</td>\n",
       "      <td>34.06</td>\n",
       "      <td>2.73</td>\n",
       "      <td>-856.60</td>\n",
       "      <td>-1.37</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>27.49</td>\n",
       "      <td>13.06</td>\n",
       "      <td>32.89</td>\n",
       "      <td>45.95</td>\n",
       "      <td>73.44</td>\n",
       "      <td>124.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-12-25</td>\n",
       "      <td>2021</td>\n",
       "      <td>Q4</td>\n",
       "      <td>47,120.66</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.15</td>\n",
       "      <td>4.71</td>\n",
       "      <td>-1.63</td>\n",
       "      <td>178.93</td>\n",
       "      <td>842.74</td>\n",
       "      <td>396.55</td>\n",
       "      <td>223.25</td>\n",
       "      <td>125.50</td>\n",
       "      <td>331.42</td>\n",
       "      <td>456.92</td>\n",
       "      <td>680.17</td>\n",
       "      <td>1,126.37</td>\n",
       "      <td>-283.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-291.40</td>\n",
       "      <td>-1.63</td>\n",
       "      <td>1,479.45</td>\n",
       "      <td>388.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5,932.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7,066.37</td>\n",
       "      <td>1,050.01</td>\n",
       "      <td>12,998.60</td>\n",
       "      <td>93.33</td>\n",
       "      <td>140.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>703.55</td>\n",
       "      <td>1,222.29</td>\n",
       "      <td>1,263.58</td>\n",
       "      <td>1,967.13</td>\n",
       "      <td>11,031.47</td>\n",
       "      <td>-38.24</td>\n",
       "      <td>-38.26</td>\n",
       "      <td>57.02</td>\n",
       "      <td>-20.52</td>\n",
       "      <td>-58.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.47</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.43</td>\n",
       "      <td>41.46</td>\n",
       "      <td>18.83</td>\n",
       "      <td>22.63</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-40.43</td>\n",
       "      <td>55.91</td>\n",
       "      <td>4.27</td>\n",
       "      <td>-801.88</td>\n",
       "      <td>1.38</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>26.49</td>\n",
       "      <td>14.89</td>\n",
       "      <td>39.33</td>\n",
       "      <td>54.22</td>\n",
       "      <td>80.71</td>\n",
       "      <td>133.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2021</td>\n",
       "      <td>Q3</td>\n",
       "      <td>56,545.64</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.15</td>\n",
       "      <td>4.18</td>\n",
       "      <td>-1.26</td>\n",
       "      <td>177.23</td>\n",
       "      <td>740.18</td>\n",
       "      <td>364.62</td>\n",
       "      <td>209.89</td>\n",
       "      <td>122.52</td>\n",
       "      <td>264.55</td>\n",
       "      <td>387.07</td>\n",
       "      <td>596.96</td>\n",
       "      <td>972.52</td>\n",
       "      <td>-232.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-224.11</td>\n",
       "      <td>-1.26</td>\n",
       "      <td>1,497.50</td>\n",
       "      <td>345.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5,905.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7,071.04</td>\n",
       "      <td>1,102.60</td>\n",
       "      <td>12,976.85</td>\n",
       "      <td>76.29</td>\n",
       "      <td>121.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>617.07</td>\n",
       "      <td>1,228.83</td>\n",
       "      <td>1,278.03</td>\n",
       "      <td>1,895.10</td>\n",
       "      <td>11,081.75</td>\n",
       "      <td>-46.17</td>\n",
       "      <td>-270.25</td>\n",
       "      <td>14.44</td>\n",
       "      <td>-35.52</td>\n",
       "      <td>-81.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.49</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.57</td>\n",
       "      <td>42.05</td>\n",
       "      <td>18.28</td>\n",
       "      <td>23.76</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-63.08</td>\n",
       "      <td>76.39</td>\n",
       "      <td>5.10</td>\n",
       "      <td>-692.17</td>\n",
       "      <td>-16.53</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>28.36</td>\n",
       "      <td>16.55</td>\n",
       "      <td>35.74</td>\n",
       "      <td>52.29</td>\n",
       "      <td>80.65</td>\n",
       "      <td>131.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-06-26</td>\n",
       "      <td>2021</td>\n",
       "      <td>Q2</td>\n",
       "      <td>68,350.18</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.15</td>\n",
       "      <td>3.86</td>\n",
       "      <td>-1.31</td>\n",
       "      <td>173.41</td>\n",
       "      <td>668.93</td>\n",
       "      <td>331.25</td>\n",
       "      <td>181.28</td>\n",
       "      <td>114.18</td>\n",
       "      <td>238.06</td>\n",
       "      <td>352.24</td>\n",
       "      <td>533.52</td>\n",
       "      <td>871.21</td>\n",
       "      <td>-202.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-227.85</td>\n",
       "      <td>-1.31</td>\n",
       "      <td>1,799.60</td>\n",
       "      <td>301.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6,373.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6,159.90</td>\n",
       "      <td>913.31</td>\n",
       "      <td>12,533.58</td>\n",
       "      <td>106.00</td>\n",
       "      <td>98.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>583.28</td>\n",
       "      <td>1,209.02</td>\n",
       "      <td>1,256.19</td>\n",
       "      <td>1,839.47</td>\n",
       "      <td>10,694.11</td>\n",
       "      <td>21.72</td>\n",
       "      <td>-815.47</td>\n",
       "      <td>265.41</td>\n",
       "      <td>-18.56</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.93</td>\n",
       "      <td>40.57</td>\n",
       "      <td>28.25</td>\n",
       "      <td>12.32</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-74.99</td>\n",
       "      <td>102.18</td>\n",
       "      <td>6.39</td>\n",
       "      <td>21,643.50</td>\n",
       "      <td>13.28</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>27.10</td>\n",
       "      <td>17.07</td>\n",
       "      <td>35.59</td>\n",
       "      <td>52.66</td>\n",
       "      <td>79.76</td>\n",
       "      <td>130.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-03-27</td>\n",
       "      <td>2021</td>\n",
       "      <td>Q1</td>\n",
       "      <td>56,961.60</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.16</td>\n",
       "      <td>3.53</td>\n",
       "      <td>-1.24</td>\n",
       "      <td>167.16</td>\n",
       "      <td>589.99</td>\n",
       "      <td>298.30</td>\n",
       "      <td>174.80</td>\n",
       "      <td>110.25</td>\n",
       "      <td>210.59</td>\n",
       "      <td>320.84</td>\n",
       "      <td>495.64</td>\n",
       "      <td>787.33</td>\n",
       "      <td>-197.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-206.54</td>\n",
       "      <td>-1.24</td>\n",
       "      <td>2,331.77</td>\n",
       "      <td>257.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6,093.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6,148.21</td>\n",
       "      <td>951.88</td>\n",
       "      <td>12,242.18</td>\n",
       "      <td>66.51</td>\n",
       "      <td>93.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>499.92</td>\n",
       "      <td>1,452.44</td>\n",
       "      <td>1,495.06</td>\n",
       "      <td>1,994.98</td>\n",
       "      <td>10,247.20</td>\n",
       "      <td>4.50</td>\n",
       "      <td>-1,366.02</td>\n",
       "      <td>2,759.45</td>\n",
       "      <td>-15.42</td>\n",
       "      <td>-10.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.51</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.19</td>\n",
       "      <td>39.33</td>\n",
       "      <td>20.52</td>\n",
       "      <td>18.81</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-68.95</td>\n",
       "      <td>96.55</td>\n",
       "      <td>5.56</td>\n",
       "      <td>-5,218.65</td>\n",
       "      <td>7.08</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>29.63</td>\n",
       "      <td>18.69</td>\n",
       "      <td>35.69</td>\n",
       "      <td>54.38</td>\n",
       "      <td>84.01</td>\n",
       "      <td>133.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-12-26</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q4</td>\n",
       "      <td>53,612.53</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.11</td>\n",
       "      <td>3.46</td>\n",
       "      <td>-1.13</td>\n",
       "      <td>158.38</td>\n",
       "      <td>548.09</td>\n",
       "      <td>282.12</td>\n",
       "      <td>158.86</td>\n",
       "      <td>128.57</td>\n",
       "      <td>179.99</td>\n",
       "      <td>308.56</td>\n",
       "      <td>467.41</td>\n",
       "      <td>733.38</td>\n",
       "      <td>-185.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-179.35</td>\n",
       "      <td>-1.13</td>\n",
       "      <td>933.88</td>\n",
       "      <td>251.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,372.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6,115.10</td>\n",
       "      <td>966.57</td>\n",
       "      <td>9,487.43</td>\n",
       "      <td>60.04</td>\n",
       "      <td>87.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>448.31</td>\n",
       "      <td>549.83</td>\n",
       "      <td>586.46</td>\n",
       "      <td>1,034.77</td>\n",
       "      <td>8,452.67</td>\n",
       "      <td>14.90</td>\n",
       "      <td>-224.91</td>\n",
       "      <td>16.75</td>\n",
       "      <td>-13.77</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.51</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.52</td>\n",
       "      <td>41.24</td>\n",
       "      <td>20.32</td>\n",
       "      <td>20.93</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-74.73</td>\n",
       "      <td>97.82</td>\n",
       "      <td>6.34</td>\n",
       "      <td>47,277.37</td>\n",
       "      <td>1.74</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>28.98</td>\n",
       "      <td>23.46</td>\n",
       "      <td>32.84</td>\n",
       "      <td>56.30</td>\n",
       "      <td>85.28</td>\n",
       "      <td>133.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-09-26</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q3</td>\n",
       "      <td>36,446.04</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.14</td>\n",
       "      <td>3.04</td>\n",
       "      <td>-0.79</td>\n",
       "      <td>147.50</td>\n",
       "      <td>447.97</td>\n",
       "      <td>230.87</td>\n",
       "      <td>136.65</td>\n",
       "      <td>65.62</td>\n",
       "      <td>140.88</td>\n",
       "      <td>206.49</td>\n",
       "      <td>343.14</td>\n",
       "      <td>560.24</td>\n",
       "      <td>-112.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-116.91</td>\n",
       "      <td>-0.79</td>\n",
       "      <td>1,127.10</td>\n",
       "      <td>203.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,569.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,154.68</td>\n",
       "      <td>404.42</td>\n",
       "      <td>6,723.70</td>\n",
       "      <td>39.88</td>\n",
       "      <td>33.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>326.35</td>\n",
       "      <td>432.70</td>\n",
       "      <td>635.09</td>\n",
       "      <td>961.43</td>\n",
       "      <td>5,762.27</td>\n",
       "      <td>3.84</td>\n",
       "      <td>-765.71</td>\n",
       "      <td>1,413.27</td>\n",
       "      <td>-14.92</td>\n",
       "      <td>-11.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.94</td>\n",
       "      <td>40.95</td>\n",
       "      <td>16.53</td>\n",
       "      <td>24.42</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-77.93</td>\n",
       "      <td>81.36</td>\n",
       "      <td>6.32</td>\n",
       "      <td>-3,290.54</td>\n",
       "      <td>6.92</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>30.50</td>\n",
       "      <td>14.65</td>\n",
       "      <td>31.45</td>\n",
       "      <td>46.10</td>\n",
       "      <td>76.60</td>\n",
       "      <td>125.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-06-27</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q2</td>\n",
       "      <td>31,073.94</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.18</td>\n",
       "      <td>2.83</td>\n",
       "      <td>-0.71</td>\n",
       "      <td>141.62</td>\n",
       "      <td>400.85</td>\n",
       "      <td>209.13</td>\n",
       "      <td>120.70</td>\n",
       "      <td>61.25</td>\n",
       "      <td>129.82</td>\n",
       "      <td>191.07</td>\n",
       "      <td>311.77</td>\n",
       "      <td>503.49</td>\n",
       "      <td>-102.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-99.92</td>\n",
       "      <td>-0.71</td>\n",
       "      <td>475.70</td>\n",
       "      <td>194.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,160.68</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,129.89</td>\n",
       "      <td>424.74</td>\n",
       "      <td>5,290.57</td>\n",
       "      <td>27.53</td>\n",
       "      <td>29.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>296.37</td>\n",
       "      <td>470.55</td>\n",
       "      <td>672.61</td>\n",
       "      <td>968.98</td>\n",
       "      <td>4,321.59</td>\n",
       "      <td>-1.62</td>\n",
       "      <td>73.12</td>\n",
       "      <td>58.69</td>\n",
       "      <td>-15.50</td>\n",
       "      <td>-17.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.29</td>\n",
       "      <td>43.68</td>\n",
       "      <td>12.92</td>\n",
       "      <td>30.76</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-77.74</td>\n",
       "      <td>77.52</td>\n",
       "      <td>7.19</td>\n",
       "      <td>-1,814.32</td>\n",
       "      <td>17.62</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>30.11</td>\n",
       "      <td>15.28</td>\n",
       "      <td>32.39</td>\n",
       "      <td>47.67</td>\n",
       "      <td>77.78</td>\n",
       "      <td>125.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-03-28</td>\n",
       "      <td>2020</td>\n",
       "      <td>Q1</td>\n",
       "      <td>12,459.84</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.18</td>\n",
       "      <td>2.62</td>\n",
       "      <td>-0.68</td>\n",
       "      <td>139.23</td>\n",
       "      <td>364.87</td>\n",
       "      <td>193.53</td>\n",
       "      <td>114.34</td>\n",
       "      <td>55.17</td>\n",
       "      <td>116.72</td>\n",
       "      <td>171.89</td>\n",
       "      <td>286.23</td>\n",
       "      <td>457.56</td>\n",
       "      <td>-92.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-94.79</td>\n",
       "      <td>-0.68</td>\n",
       "      <td>345.52</td>\n",
       "      <td>172.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,077.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,088.61</td>\n",
       "      <td>445.15</td>\n",
       "      <td>5,166.27</td>\n",
       "      <td>18.45</td>\n",
       "      <td>26.71</td>\n",
       "      <td>0.00</td>\n",
       "      <td>277.04</td>\n",
       "      <td>464.37</td>\n",
       "      <td>632.70</td>\n",
       "      <td>909.74</td>\n",
       "      <td>4,256.52</td>\n",
       "      <td>15.54</td>\n",
       "      <td>71.64</td>\n",
       "      <td>4.60</td>\n",
       "      <td>-14.95</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.53</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.50</td>\n",
       "      <td>42.64</td>\n",
       "      <td>9.69</td>\n",
       "      <td>32.95</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-32.86</td>\n",
       "      <td>34.15</td>\n",
       "      <td>2.93</td>\n",
       "      <td>21,118.36</td>\n",
       "      <td>10.84</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>31.34</td>\n",
       "      <td>15.12</td>\n",
       "      <td>31.99</td>\n",
       "      <td>47.11</td>\n",
       "      <td>78.45</td>\n",
       "      <td>125.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019-12-28</td>\n",
       "      <td>2019</td>\n",
       "      <td>Q4</td>\n",
       "      <td>13,535.96</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.17</td>\n",
       "      <td>2.40</td>\n",
       "      <td>-0.66</td>\n",
       "      <td>137.73</td>\n",
       "      <td>331.22</td>\n",
       "      <td>174.69</td>\n",
       "      <td>110.24</td>\n",
       "      <td>51.86</td>\n",
       "      <td>106.39</td>\n",
       "      <td>158.25</td>\n",
       "      <td>268.49</td>\n",
       "      <td>425.02</td>\n",
       "      <td>-93.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-90.25</td>\n",
       "      <td>-0.66</td>\n",
       "      <td>253.66</td>\n",
       "      <td>154.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,061.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,089.18</td>\n",
       "      <td>460.85</td>\n",
       "      <td>5,150.52</td>\n",
       "      <td>39.10</td>\n",
       "      <td>26.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>247.22</td>\n",
       "      <td>458.19</td>\n",
       "      <td>623.88</td>\n",
       "      <td>871.11</td>\n",
       "      <td>4,279.41</td>\n",
       "      <td>12.02</td>\n",
       "      <td>-103.08</td>\n",
       "      <td>14.12</td>\n",
       "      <td>-31.49</td>\n",
       "      <td>-19.46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.53</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.34</td>\n",
       "      <td>41.86</td>\n",
       "      <td>22.48</td>\n",
       "      <td>19.38</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-37.50</td>\n",
       "      <td>40.87</td>\n",
       "      <td>3.16</td>\n",
       "      <td>-695.47</td>\n",
       "      <td>12.00</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>33.28</td>\n",
       "      <td>15.66</td>\n",
       "      <td>32.12</td>\n",
       "      <td>47.78</td>\n",
       "      <td>81.06</td>\n",
       "      <td>128.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-09-28</td>\n",
       "      <td>2019</td>\n",
       "      <td>Q3</td>\n",
       "      <td>14,998.63</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.16</td>\n",
       "      <td>2.16</td>\n",
       "      <td>-0.64</td>\n",
       "      <td>136.40</td>\n",
       "      <td>295.07</td>\n",
       "      <td>158.16</td>\n",
       "      <td>104.48</td>\n",
       "      <td>47.69</td>\n",
       "      <td>100.66</td>\n",
       "      <td>148.35</td>\n",
       "      <td>252.83</td>\n",
       "      <td>389.73</td>\n",
       "      <td>-94.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-87.73</td>\n",
       "      <td>-0.64</td>\n",
       "      <td>330.60</td>\n",
       "      <td>131.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,068.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,041.74</td>\n",
       "      <td>465.25</td>\n",
       "      <td>5,110.17</td>\n",
       "      <td>25.95</td>\n",
       "      <td>26.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>216.23</td>\n",
       "      <td>452.18</td>\n",
       "      <td>609.45</td>\n",
       "      <td>825.68</td>\n",
       "      <td>4,284.49</td>\n",
       "      <td>15.84</td>\n",
       "      <td>-220.85</td>\n",
       "      <td>-1.09</td>\n",
       "      <td>-17.40</td>\n",
       "      <td>-1.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.57</td>\n",
       "      <td>40.02</td>\n",
       "      <td>17.06</td>\n",
       "      <td>22.96</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-42.74</td>\n",
       "      <td>50.83</td>\n",
       "      <td>3.50</td>\n",
       "      <td>-9,626.85</td>\n",
       "      <td>-3.85</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>35.41</td>\n",
       "      <td>16.16</td>\n",
       "      <td>34.11</td>\n",
       "      <td>50.28</td>\n",
       "      <td>85.69</td>\n",
       "      <td>132.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-06-29</td>\n",
       "      <td>2019</td>\n",
       "      <td>Q2</td>\n",
       "      <td>17,697.45</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.16</td>\n",
       "      <td>2.13</td>\n",
       "      <td>-0.72</td>\n",
       "      <td>129.31</td>\n",
       "      <td>275.04</td>\n",
       "      <td>150.01</td>\n",
       "      <td>98.78</td>\n",
       "      <td>54.54</td>\n",
       "      <td>90.42</td>\n",
       "      <td>144.96</td>\n",
       "      <td>243.75</td>\n",
       "      <td>368.77</td>\n",
       "      <td>-93.73</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-92.58</td>\n",
       "      <td>-0.72</td>\n",
       "      <td>535.91</td>\n",
       "      <td>126.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,059.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,049.59</td>\n",
       "      <td>485.41</td>\n",
       "      <td>5,109.10</td>\n",
       "      <td>29.36</td>\n",
       "      <td>24.90</td>\n",
       "      <td>0.00</td>\n",
       "      <td>201.78</td>\n",
       "      <td>448.41</td>\n",
       "      <td>610.46</td>\n",
       "      <td>812.25</td>\n",
       "      <td>4,296.86</td>\n",
       "      <td>-4.71</td>\n",
       "      <td>-831.66</td>\n",
       "      <td>994.31</td>\n",
       "      <td>-10.40</td>\n",
       "      <td>-15.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.55</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.21</td>\n",
       "      <td>41.49</td>\n",
       "      <td>21.14</td>\n",
       "      <td>20.35</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-47.79</td>\n",
       "      <td>64.35</td>\n",
       "      <td>4.12</td>\n",
       "      <td>-1,171.71</td>\n",
       "      <td>0.36</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>35.92</td>\n",
       "      <td>19.83</td>\n",
       "      <td>32.88</td>\n",
       "      <td>52.71</td>\n",
       "      <td>88.62</td>\n",
       "      <td>134.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-03-30</td>\n",
       "      <td>2019</td>\n",
       "      <td>Q1</td>\n",
       "      <td>14,885.11</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.19</td>\n",
       "      <td>2.00</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>116.59</td>\n",
       "      <td>233.14</td>\n",
       "      <td>126.05</td>\n",
       "      <td>77.86</td>\n",
       "      <td>64.18</td>\n",
       "      <td>71.61</td>\n",
       "      <td>135.78</td>\n",
       "      <td>213.64</td>\n",
       "      <td>320.73</td>\n",
       "      <td>-87.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-36.50</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>377.73</td>\n",
       "      <td>105.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,063.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,056.95</td>\n",
       "      <td>503.95</td>\n",
       "      <td>4,120.07</td>\n",
       "      <td>22.42</td>\n",
       "      <td>23.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>182.34</td>\n",
       "      <td>443.11</td>\n",
       "      <td>610.22</td>\n",
       "      <td>792.56</td>\n",
       "      <td>3,327.51</td>\n",
       "      <td>-9.11</td>\n",
       "      <td>-130.20</td>\n",
       "      <td>12.81</td>\n",
       "      <td>-8.00</td>\n",
       "      <td>-17.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.83</td>\n",
       "      <td>40.59</td>\n",
       "      <td>18.84</td>\n",
       "      <td>21.75</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-101.94</td>\n",
       "      <td>63.85</td>\n",
       "      <td>4.47</td>\n",
       "      <td>-869.61</td>\n",
       "      <td>-2.99</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>33.39</td>\n",
       "      <td>27.53</td>\n",
       "      <td>30.71</td>\n",
       "      <td>58.24</td>\n",
       "      <td>91.64</td>\n",
       "      <td>137.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018-12-29</td>\n",
       "      <td>2018</td>\n",
       "      <td>Q4</td>\n",
       "      <td>8,878.02</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.57</td>\n",
       "      <td>2.05</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>99.42</td>\n",
       "      <td>204.30</td>\n",
       "      <td>108.01</td>\n",
       "      <td>51.63</td>\n",
       "      <td>34.21</td>\n",
       "      <td>59.03</td>\n",
       "      <td>93.25</td>\n",
       "      <td>144.88</td>\n",
       "      <td>241.17</td>\n",
       "      <td>-43.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-47.16</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>487.21</td>\n",
       "      <td>97.71</td>\n",
       "      <td>0.00</td>\n",
       "      <td>872.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>155.76</td>\n",
       "      <td>27.56</td>\n",
       "      <td>1,028.71</td>\n",
       "      <td>18.50</td>\n",
       "      <td>19.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>137.81</td>\n",
       "      <td>434.50</td>\n",
       "      <td>452.67</td>\n",
       "      <td>590.48</td>\n",
       "      <td>438.24</td>\n",
       "      <td>-4.85</td>\n",
       "      <td>8.98</td>\n",
       "      <td>11.83</td>\n",
       "      <td>-5.95</td>\n",
       "      <td>-10.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.53</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.33</td>\n",
       "      <td>43.04</td>\n",
       "      <td>17.29</td>\n",
       "      <td>25.76</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-47.07</td>\n",
       "      <td>43.46</td>\n",
       "      <td>20.26</td>\n",
       "      <td>-821.96</td>\n",
       "      <td>0.69</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>25.27</td>\n",
       "      <td>16.75</td>\n",
       "      <td>28.90</td>\n",
       "      <td>45.64</td>\n",
       "      <td>70.91</td>\n",
       "      <td>118.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018</td>\n",
       "      <td>Q3</td>\n",
       "      <td>8,209.14</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.72</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>98.02</td>\n",
       "      <td>168.90</td>\n",
       "      <td>91.86</td>\n",
       "      <td>42.34</td>\n",
       "      <td>28.61</td>\n",
       "      <td>45.95</td>\n",
       "      <td>74.56</td>\n",
       "      <td>116.90</td>\n",
       "      <td>193.93</td>\n",
       "      <td>-25.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-27.06</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>469.13</td>\n",
       "      <td>80.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>850.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>153.05</td>\n",
       "      <td>29.78</td>\n",
       "      <td>1,003.80</td>\n",
       "      <td>12.84</td>\n",
       "      <td>18.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>125.43</td>\n",
       "      <td>428.78</td>\n",
       "      <td>444.02</td>\n",
       "      <td>569.44</td>\n",
       "      <td>434.35</td>\n",
       "      <td>-6.39</td>\n",
       "      <td>-10.29</td>\n",
       "      <td>7.69</td>\n",
       "      <td>-6.43</td>\n",
       "      <td>-12.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.78</td>\n",
       "      <td>42.71</td>\n",
       "      <td>15.00</td>\n",
       "      <td>27.71</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-75.85</td>\n",
       "      <td>48.61</td>\n",
       "      <td>18.90</td>\n",
       "      <td>-640.19</td>\n",
       "      <td>6.32</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>25.07</td>\n",
       "      <td>16.94</td>\n",
       "      <td>27.21</td>\n",
       "      <td>44.14</td>\n",
       "      <td>69.21</td>\n",
       "      <td>114.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2018</td>\n",
       "      <td>Q2</td>\n",
       "      <td>5,397.43</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.53</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>96.35</td>\n",
       "      <td>147.75</td>\n",
       "      <td>79.81</td>\n",
       "      <td>39.81</td>\n",
       "      <td>24.21</td>\n",
       "      <td>37.75</td>\n",
       "      <td>61.96</td>\n",
       "      <td>101.77</td>\n",
       "      <td>169.71</td>\n",
       "      <td>-21.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-24.01</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>493.51</td>\n",
       "      <td>67.57</td>\n",
       "      <td>0.00</td>\n",
       "      <td>884.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>101.82</td>\n",
       "      <td>17.11</td>\n",
       "      <td>985.85</td>\n",
       "      <td>23.77</td>\n",
       "      <td>16.90</td>\n",
       "      <td>0.00</td>\n",
       "      <td>122.83</td>\n",
       "      <td>423.10</td>\n",
       "      <td>433.34</td>\n",
       "      <td>556.18</td>\n",
       "      <td>429.67</td>\n",
       "      <td>2.29</td>\n",
       "      <td>-117.18</td>\n",
       "      <td>489.99</td>\n",
       "      <td>-6.43</td>\n",
       "      <td>-4.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.20</td>\n",
       "      <td>41.16</td>\n",
       "      <td>31.48</td>\n",
       "      <td>9.68</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-56.21</td>\n",
       "      <td>36.53</td>\n",
       "      <td>12.56</td>\n",
       "      <td>-1,304.67</td>\n",
       "      <td>97.74</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>26.94</td>\n",
       "      <td>16.39</td>\n",
       "      <td>25.55</td>\n",
       "      <td>41.94</td>\n",
       "      <td>68.88</td>\n",
       "      <td>114.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>2018</td>\n",
       "      <td>Q1</td>\n",
       "      <td>3,469.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.36</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>94.67</td>\n",
       "      <td>129.12</td>\n",
       "      <td>69.53</td>\n",
       "      <td>37.58</td>\n",
       "      <td>23.39</td>\n",
       "      <td>32.82</td>\n",
       "      <td>56.22</td>\n",
       "      <td>93.79</td>\n",
       "      <td>153.37</td>\n",
       "      <td>-24.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-23.73</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>117.74</td>\n",
       "      <td>57.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>382.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.69</td>\n",
       "      <td>18.98</td>\n",
       "      <td>482.80</td>\n",
       "      <td>17.92</td>\n",
       "      <td>14.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>109.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.95</td>\n",
       "      <td>120.25</td>\n",
       "      <td>362.54</td>\n",
       "      <td>16.94</td>\n",
       "      <td>-20.94</td>\n",
       "      <td>6.31</td>\n",
       "      <td>-5.85</td>\n",
       "      <td>11.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.50</td>\n",
       "      <td>39.95</td>\n",
       "      <td>27.07</td>\n",
       "      <td>12.87</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-36.56</td>\n",
       "      <td>26.87</td>\n",
       "      <td>9.57</td>\n",
       "      <td>312.90</td>\n",
       "      <td>1.46</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>29.10</td>\n",
       "      <td>18.12</td>\n",
       "      <td>25.42</td>\n",
       "      <td>43.54</td>\n",
       "      <td>72.64</td>\n",
       "      <td>118.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2017-12-30</td>\n",
       "      <td>2017</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2,340.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.24</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>93.25</td>\n",
       "      <td>115.24</td>\n",
       "      <td>60.21</td>\n",
       "      <td>32.83</td>\n",
       "      <td>18.81</td>\n",
       "      <td>27.62</td>\n",
       "      <td>46.43</td>\n",
       "      <td>79.26</td>\n",
       "      <td>134.28</td>\n",
       "      <td>-20.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-18.92</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>115.29</td>\n",
       "      <td>43.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>353.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>96.52</td>\n",
       "      <td>20.06</td>\n",
       "      <td>449.78</td>\n",
       "      <td>11.12</td>\n",
       "      <td>13.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>78.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.41</td>\n",
       "      <td>89.94</td>\n",
       "      <td>359.85</td>\n",
       "      <td>3.79</td>\n",
       "      <td>12.16</td>\n",
       "      <td>7.43</td>\n",
       "      <td>-5.72</td>\n",
       "      <td>-1.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.50</td>\n",
       "      <td>33.67</td>\n",
       "      <td>18.18</td>\n",
       "      <td>15.49</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-30.93</td>\n",
       "      <td>20.31</td>\n",
       "      <td>6.50</td>\n",
       "      <td>-1,216.48</td>\n",
       "      <td>-1.55</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>28.49</td>\n",
       "      <td>16.32</td>\n",
       "      <td>23.97</td>\n",
       "      <td>40.29</td>\n",
       "      <td>68.78</td>\n",
       "      <td>116.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-09-30</td>\n",
       "      <td>2017</td>\n",
       "      <td>Q3</td>\n",
       "      <td>2,750.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.09</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>92.16</td>\n",
       "      <td>100.54</td>\n",
       "      <td>52.29</td>\n",
       "      <td>31.67</td>\n",
       "      <td>18.87</td>\n",
       "      <td>25.78</td>\n",
       "      <td>44.65</td>\n",
       "      <td>76.32</td>\n",
       "      <td>124.57</td>\n",
       "      <td>-24.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-23.45</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>91.91</td>\n",
       "      <td>37.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>347.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>95.93</td>\n",
       "      <td>21.27</td>\n",
       "      <td>443.55</td>\n",
       "      <td>7.12</td>\n",
       "      <td>13.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>76.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.55</td>\n",
       "      <td>88.55</td>\n",
       "      <td>355.00</td>\n",
       "      <td>-3.00</td>\n",
       "      <td>-1.50</td>\n",
       "      <td>4.18</td>\n",
       "      <td>-6.17</td>\n",
       "      <td>-9.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.57</td>\n",
       "      <td>33.35</td>\n",
       "      <td>13.27</td>\n",
       "      <td>20.08</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-29.32</td>\n",
       "      <td>27.36</td>\n",
       "      <td>7.75</td>\n",
       "      <td>-299.69</td>\n",
       "      <td>0.14</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>31.50</td>\n",
       "      <td>18.77</td>\n",
       "      <td>25.64</td>\n",
       "      <td>44.40</td>\n",
       "      <td>75.91</td>\n",
       "      <td>123.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-07-01</td>\n",
       "      <td>2017</td>\n",
       "      <td>Q2</td>\n",
       "      <td>2,645.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.18</td>\n",
       "      <td>1.05</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>90.87</td>\n",
       "      <td>95.87</td>\n",
       "      <td>53.54</td>\n",
       "      <td>29.71</td>\n",
       "      <td>4.74</td>\n",
       "      <td>26.15</td>\n",
       "      <td>30.89</td>\n",
       "      <td>60.61</td>\n",
       "      <td>102.94</td>\n",
       "      <td>-7.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-7.11</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>92.18</td>\n",
       "      <td>37.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>345.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>92.30</td>\n",
       "      <td>22.32</td>\n",
       "      <td>437.95</td>\n",
       "      <td>4.27</td>\n",
       "      <td>12.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>67.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.44</td>\n",
       "      <td>79.84</td>\n",
       "      <td>358.11</td>\n",
       "      <td>-6.49</td>\n",
       "      <td>-32.27</td>\n",
       "      <td>12.47</td>\n",
       "      <td>-6.30</td>\n",
       "      <td>-12.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.56</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.13</td>\n",
       "      <td>35.04</td>\n",
       "      <td>9.07</td>\n",
       "      <td>25.96</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-93.03</td>\n",
       "      <td>27.59</td>\n",
       "      <td>7.39</td>\n",
       "      <td>-206.88</td>\n",
       "      <td>-1.86</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>30.99</td>\n",
       "      <td>4.94</td>\n",
       "      <td>27.28</td>\n",
       "      <td>32.22</td>\n",
       "      <td>63.22</td>\n",
       "      <td>107.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>2017</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2,558.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.99</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>88.61</td>\n",
       "      <td>87.37</td>\n",
       "      <td>50.09</td>\n",
       "      <td>26.52</td>\n",
       "      <td>17.20</td>\n",
       "      <td>21.12</td>\n",
       "      <td>38.32</td>\n",
       "      <td>64.84</td>\n",
       "      <td>102.13</td>\n",
       "      <td>-14.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-14.23</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>118.44</td>\n",
       "      <td>29.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>341.71</td>\n",
       "      <td>0.00</td>\n",
       "      <td>88.05</td>\n",
       "      <td>22.76</td>\n",
       "      <td>429.77</td>\n",
       "      <td>6.23</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>79.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.31</td>\n",
       "      <td>91.91</td>\n",
       "      <td>337.86</td>\n",
       "      <td>2.44</td>\n",
       "      <td>-202.02</td>\n",
       "      <td>12.34</td>\n",
       "      <td>-8.63</td>\n",
       "      <td>-6.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.29</td>\n",
       "      <td>30.86</td>\n",
       "      <td>15.05</td>\n",
       "      <td>15.82</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-44.95</td>\n",
       "      <td>29.28</td>\n",
       "      <td>7.57</td>\n",
       "      <td>-413.42</td>\n",
       "      <td>3.61</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>30.36</td>\n",
       "      <td>19.69</td>\n",
       "      <td>24.17</td>\n",
       "      <td>43.86</td>\n",
       "      <td>74.21</td>\n",
       "      <td>116.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2016</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2,556.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.92</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>88.61</td>\n",
       "      <td>81.95</td>\n",
       "      <td>47.75</td>\n",
       "      <td>24.59</td>\n",
       "      <td>14.30</td>\n",
       "      <td>17.82</td>\n",
       "      <td>32.12</td>\n",
       "      <td>56.71</td>\n",
       "      <td>90.91</td>\n",
       "      <td>-12.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-12.61</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>305.67</td>\n",
       "      <td>26.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>353.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>59.31</td>\n",
       "      <td>10.27</td>\n",
       "      <td>412.69</td>\n",
       "      <td>4.17</td>\n",
       "      <td>10.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>73.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.54</td>\n",
       "      <td>83.25</td>\n",
       "      <td>329.45</td>\n",
       "      <td>5.67</td>\n",
       "      <td>-20.61</td>\n",
       "      <td>68.38</td>\n",
       "      <td>-12.11</td>\n",
       "      <td>-6.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.58</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.79</td>\n",
       "      <td>28.78</td>\n",
       "      <td>10.98</td>\n",
       "      <td>17.79</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-50.69</td>\n",
       "      <td>31.19</td>\n",
       "      <td>7.76</td>\n",
       "      <td>-397.03</td>\n",
       "      <td>5.37</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>30.00</td>\n",
       "      <td>17.45</td>\n",
       "      <td>21.74</td>\n",
       "      <td>39.19</td>\n",
       "      <td>69.20</td>\n",
       "      <td>110.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-09-24</td>\n",
       "      <td>2016</td>\n",
       "      <td>Q3</td>\n",
       "      <td>5,399.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.85</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>83.89</td>\n",
       "      <td>71.53</td>\n",
       "      <td>40.25</td>\n",
       "      <td>21.11</td>\n",
       "      <td>14.54</td>\n",
       "      <td>15.87</td>\n",
       "      <td>30.42</td>\n",
       "      <td>51.52</td>\n",
       "      <td>82.81</td>\n",
       "      <td>-11.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-11.25</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>252.22</td>\n",
       "      <td>29.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>299.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40.72</td>\n",
       "      <td>2.56</td>\n",
       "      <td>340.57</td>\n",
       "      <td>6.22</td>\n",
       "      <td>9.49</td>\n",
       "      <td>0.00</td>\n",
       "      <td>66.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.04</td>\n",
       "      <td>76.29</td>\n",
       "      <td>264.27</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>-6.73</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>-6.73</td>\n",
       "      <td>-7.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.56</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.53</td>\n",
       "      <td>36.93</td>\n",
       "      <td>17.88</td>\n",
       "      <td>19.04</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-119.94</td>\n",
       "      <td>75.48</td>\n",
       "      <td>20.43</td>\n",
       "      <td>-727.24</td>\n",
       "      <td>-1.69</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>29.51</td>\n",
       "      <td>20.33</td>\n",
       "      <td>22.19</td>\n",
       "      <td>42.52</td>\n",
       "      <td>72.03</td>\n",
       "      <td>115.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-06-25</td>\n",
       "      <td>2016</td>\n",
       "      <td>Q2</td>\n",
       "      <td>885.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.21</td>\n",
       "      <td>2.66</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>24.26</td>\n",
       "      <td>64.51</td>\n",
       "      <td>36.31</td>\n",
       "      <td>17.37</td>\n",
       "      <td>11.63</td>\n",
       "      <td>18.16</td>\n",
       "      <td>29.79</td>\n",
       "      <td>47.16</td>\n",
       "      <td>75.36</td>\n",
       "      <td>-10.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-10.99</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>261.39</td>\n",
       "      <td>22.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>301.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.38</td>\n",
       "      <td>2.60</td>\n",
       "      <td>336.55</td>\n",
       "      <td>8.72</td>\n",
       "      <td>8.71</td>\n",
       "      <td>0.00</td>\n",
       "      <td>59.57</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.75</td>\n",
       "      <td>69.32</td>\n",
       "      <td>267.23</td>\n",
       "      <td>-0.91</td>\n",
       "      <td>-4.23</td>\n",
       "      <td>163.20</td>\n",
       "      <td>-4.23</td>\n",
       "      <td>-5.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.56</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.06</td>\n",
       "      <td>32.06</td>\n",
       "      <td>27.83</td>\n",
       "      <td>4.23</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-20.14</td>\n",
       "      <td>13.73</td>\n",
       "      <td>3.31</td>\n",
       "      <td>-172.46</td>\n",
       "      <td>0.05</td>\n",
       "      <td>TWLO</td>\n",
       "      <td>26.92</td>\n",
       "      <td>18.04</td>\n",
       "      <td>28.14</td>\n",
       "      <td>46.18</td>\n",
       "      <td>73.10</td>\n",
       "      <td>116.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "    Unnamed: 0  Calendar_Year Quarter   Mkt Cap  Debt to Equity  \\\n",
       "0   2022-06-25           2022      Q2 15,282.57            0.11   \n",
       "1   2022-03-26           2022      Q1 29,813.92            0.11   \n",
       "2   2021-12-25           2021      Q4 47,120.66            0.11   \n",
       "3   2021-09-25           2021      Q3 56,545.64            0.11   \n",
       "4   2021-06-26           2021      Q2 68,350.18            0.11   \n",
       "5   2021-03-27           2021      Q1 56,961.60            0.14   \n",
       "6   2020-12-26           2020      Q4 53,612.53            0.07   \n",
       "7   2020-09-26           2020      Q3 36,446.04            0.08   \n",
       "8   2020-06-27           2020      Q2 31,073.94            0.11   \n",
       "9   2020-03-28           2020      Q1 12,459.84            0.11   \n",
       "10  2019-12-28           2019      Q4 13,535.96            0.11   \n",
       "11  2019-09-28           2019      Q3 14,998.63            0.11   \n",
       "12  2019-06-29           2019      Q2 17,697.45            0.10   \n",
       "13  2019-03-30           2019      Q1 14,885.11            0.13   \n",
       "14  2018-12-29           2018      Q4  8,878.02            0.99   \n",
       "15  2018-09-29           2018      Q3  8,209.14            0.99   \n",
       "16  2018-06-30           2018      Q2  5,397.43            0.98   \n",
       "17  2018-03-31           2018      Q1  3,469.79            0.00   \n",
       "18  2017-12-30           2017      Q4  2,340.50            0.00   \n",
       "19  2017-09-30           2017      Q3  2,750.88            0.00   \n",
       "20  2017-07-01           2017      Q2  2,645.32            0.00   \n",
       "21  2017-04-01           2017      Q1  2,558.25            0.00   \n",
       "22  2016-12-31           2016      Q4  2,556.48            0.00   \n",
       "23  2016-09-24           2016      Q3  5,399.03            0.00   \n",
       "24  2016-06-25           2016      Q2    885.56            0.00   \n",
       "\n",
       "    Debt to Assets  Revenue per Share  NI per Share  outstandingShares  \\\n",
       "0             0.16               5.17         -1.77             182.35   \n",
       "1             0.15               4.84         -1.23             180.90   \n",
       "2             0.15               4.71         -1.63             178.93   \n",
       "3             0.15               4.18         -1.26             177.23   \n",
       "4             0.15               3.86         -1.31             173.41   \n",
       "5             0.16               3.53         -1.24             167.16   \n",
       "6             0.11               3.46         -1.13             158.38   \n",
       "7             0.14               3.04         -0.79             147.50   \n",
       "8             0.18               2.83         -0.71             141.62   \n",
       "9             0.18               2.62         -0.68             139.23   \n",
       "10            0.17               2.40         -0.66             137.73   \n",
       "11            0.16               2.16         -0.64             136.40   \n",
       "12            0.16               2.13         -0.72             129.31   \n",
       "13            0.19               2.00         -0.31             116.59   \n",
       "14            0.57               2.05         -0.47              99.42   \n",
       "15            0.57               1.72         -0.28              98.02   \n",
       "16            0.56               1.53         -0.25              96.35   \n",
       "17            0.25               1.36         -0.25              94.67   \n",
       "18            0.20               1.24         -0.20              93.25   \n",
       "19            0.20               1.09         -0.25              92.16   \n",
       "20            0.18               1.05         -0.08              90.87   \n",
       "21            0.21               0.99         -0.16              88.61   \n",
       "22            0.20               0.92         -0.14              88.61   \n",
       "23            0.22               0.85         -0.13              83.89   \n",
       "24            0.21               2.66         -0.45              24.26   \n",
       "\n",
       "    Revenue  Gross Profit  R&D Expenses  G&A Expenses  \\\n",
       "0    943.35        445.29        279.64        142.63   \n",
       "1    875.36        425.07        240.61        114.36   \n",
       "2    842.74        396.55        223.25        125.50   \n",
       "3    740.18        364.62        209.89        122.52   \n",
       "4    668.93        331.25        181.28        114.18   \n",
       "5    589.99        298.30        174.80        110.25   \n",
       "6    548.09        282.12        158.86        128.57   \n",
       "7    447.97        230.87        136.65         65.62   \n",
       "8    400.85        209.13        120.70         61.25   \n",
       "9    364.87        193.53        114.34         55.17   \n",
       "10   331.22        174.69        110.24         51.86   \n",
       "11   295.07        158.16        104.48         47.69   \n",
       "12   275.04        150.01         98.78         54.54   \n",
       "13   233.14        126.05         77.86         64.18   \n",
       "14   204.30        108.01         51.63         34.21   \n",
       "15   168.90         91.86         42.34         28.61   \n",
       "16   147.75         79.81         39.81         24.21   \n",
       "17   129.12         69.53         37.58         23.39   \n",
       "18   115.24         60.21         32.83         18.81   \n",
       "19   100.54         52.29         31.67         18.87   \n",
       "20    95.87         53.54         29.71          4.74   \n",
       "21    87.37         50.09         26.52         17.20   \n",
       "22    81.95         47.75         24.59         14.30   \n",
       "23    71.53         40.25         21.11         14.54   \n",
       "24    64.51         36.31         17.37         11.63   \n",
       "\n",
       "    Sales and Marketing Expenses  SG&A Expenses  Op Expenses  \\\n",
       "0                         334.96         477.58       757.23   \n",
       "1                         287.91         402.27       642.88   \n",
       "2                         331.42         456.92       680.17   \n",
       "3                         264.55         387.07       596.96   \n",
       "4                         238.06         352.24       533.52   \n",
       "5                         210.59         320.84       495.64   \n",
       "6                         179.99         308.56       467.41   \n",
       "7                         140.88         206.49       343.14   \n",
       "8                         129.82         191.07       311.77   \n",
       "9                         116.72         171.89       286.23   \n",
       "10                        106.39         158.25       268.49   \n",
       "11                        100.66         148.35       252.83   \n",
       "12                         90.42         144.96       243.75   \n",
       "13                         71.61         135.78       213.64   \n",
       "14                         59.03          93.25       144.88   \n",
       "15                         45.95          74.56       116.90   \n",
       "16                         37.75          61.96       101.77   \n",
       "17                         32.82          56.22        93.79   \n",
       "18                         27.62          46.43        79.26   \n",
       "19                         25.78          44.65        76.32   \n",
       "20                         26.15          30.89        60.61   \n",
       "21                         21.12          38.32        64.84   \n",
       "22                         17.82          32.12        56.71   \n",
       "23                         15.87          30.42        51.52   \n",
       "24                         18.16          29.79        47.16   \n",
       "\n",
       "    Cost and Expenses  Op Income  Interest Income  Interest Expense  \\\n",
       "0            1,255.29    -311.94             0.00              0.00   \n",
       "1            1,093.17    -217.81             0.00              0.00   \n",
       "2            1,126.37    -283.63             0.00              0.00   \n",
       "3              972.52    -232.34             0.00              0.00   \n",
       "4              871.21    -202.27             0.00              0.00   \n",
       "5              787.33    -197.34             0.00              0.00   \n",
       "6              733.38    -185.29             0.00              0.00   \n",
       "7              560.24    -112.27             0.00              0.00   \n",
       "8              503.49    -102.64             0.00              0.00   \n",
       "9              457.56     -92.70             0.00              0.00   \n",
       "10             425.02     -93.80             0.00              0.00   \n",
       "11             389.73     -94.67             0.00              0.00   \n",
       "12             368.77     -93.73             0.00              0.00   \n",
       "13             320.73     -87.59             0.00              0.00   \n",
       "14             241.17     -43.99             0.00              0.00   \n",
       "15             193.93     -25.03             0.00              0.00   \n",
       "16             169.71     -21.96             0.00              0.00   \n",
       "17             153.37     -24.26             0.00              0.00   \n",
       "18             134.28     -20.22             0.00              0.00   \n",
       "19             124.57     -24.03             0.00              0.00   \n",
       "20             102.94      -7.07             0.00              0.00   \n",
       "21             102.13     -14.76             0.00              0.00   \n",
       "22              90.91     -12.82             0.00              0.00   \n",
       "23              82.81     -11.28             0.00              0.00   \n",
       "24              75.36     -10.85             0.00              0.00   \n",
       "\n",
       "    Net Income   EPS     Cash  Receivables  Inventory  Cur Assets  Tax Assets  \\\n",
       "0      -322.77 -1.77   798.62       471.92       0.00    5,104.39        0.00   \n",
       "1      -221.63 -1.23 1,617.02       406.74       0.00    5,831.19        0.00   \n",
       "2      -291.40 -1.63 1,479.45       388.21       0.00    5,932.23        0.00   \n",
       "3      -224.11 -1.26 1,497.50       345.79       0.00    5,905.81        0.00   \n",
       "4      -227.85 -1.31 1,799.60       301.55       0.00    6,373.69        0.00   \n",
       "5      -206.54 -1.24 2,331.77       257.85       0.00    6,093.98        0.00   \n",
       "6      -179.35 -1.13   933.88       251.17       0.00    3,372.34        0.00   \n",
       "7      -116.91 -0.79 1,127.10       203.84       0.00    3,569.02        0.00   \n",
       "8       -99.92 -0.71   475.70       194.56       0.00    2,160.68        0.00   \n",
       "9       -94.79 -0.68   345.52       172.87       0.00    2,077.66        0.00   \n",
       "10      -90.25 -0.66   253.66       154.07       0.00    2,061.33        0.00   \n",
       "11      -87.73 -0.64   330.60       131.19       0.00    2,068.42        0.00   \n",
       "12      -92.58 -0.72   535.91       126.78       0.00    2,059.51        0.00   \n",
       "13      -36.50 -0.31   377.73       105.15       0.00    1,063.13        0.00   \n",
       "14      -47.16 -0.47   487.21        97.71       0.00      872.95        0.00   \n",
       "15      -27.06 -0.28   469.13        80.16       0.00      850.75        0.00   \n",
       "16      -24.01 -0.25   493.51        67.57       0.00      884.03        0.00   \n",
       "17      -23.73 -0.25   117.74        57.31       0.00      382.11        0.00   \n",
       "18      -18.92 -0.20   115.29        43.11       0.00      353.26        0.00   \n",
       "19      -23.45 -0.25    91.91        37.26       0.00      347.62        0.00   \n",
       "20       -7.11 -0.08    92.18        37.32       0.00      345.64        0.00   \n",
       "21      -14.23 -0.16   118.44        29.96       0.00      341.71        0.00   \n",
       "22      -12.61 -0.14   305.67        26.20       0.00      353.38        0.00   \n",
       "23      -11.25 -0.13   252.22        29.35       0.00      299.84        0.00   \n",
       "24      -10.99 -0.45   261.39        22.98       0.00      301.17        0.00   \n",
       "\n",
       "    LT Assets  Int Assets  Total Assets  Payables  Deferred Revenue Current  \\\n",
       "0    7,764.84      953.52     12,869.23    102.04                    137.73   \n",
       "1    7,059.61    1,006.69     12,890.80     93.39                    139.67   \n",
       "2    7,066.37    1,050.01     12,998.60     93.33                    140.39   \n",
       "3    7,071.04    1,102.60     12,976.85     76.29                    121.34   \n",
       "4    6,159.90      913.31     12,533.58    106.00                     98.72   \n",
       "5    6,148.21      951.88     12,242.18     66.51                     93.52   \n",
       "6    6,115.10      966.57      9,487.43     60.04                     87.03   \n",
       "7    3,154.68      404.42      6,723.70     39.88                     33.92   \n",
       "8    3,129.89      424.74      5,290.57     27.53                     29.11   \n",
       "9    3,088.61      445.15      5,166.27     18.45                     26.71   \n",
       "10   3,089.18      460.85      5,150.52     39.10                     26.36   \n",
       "11   3,041.74      465.25      5,110.17     25.95                     26.02   \n",
       "12   3,049.59      485.41      5,109.10     29.36                     24.90   \n",
       "13   3,056.95      503.95      4,120.07     22.42                     23.35   \n",
       "14     155.76       27.56      1,028.71     18.50                     19.56   \n",
       "15     153.05       29.78      1,003.80     12.84                     18.69   \n",
       "16     101.82       17.11        985.85     23.77                     16.90   \n",
       "17     100.69       18.98        482.80     17.92                     14.79   \n",
       "18      96.52       20.06        449.78     11.12                     13.80   \n",
       "19      95.93       21.27        443.55      7.12                     13.60   \n",
       "20      92.30       22.32        437.95      4.27                     12.58   \n",
       "21      88.05       22.76        429.77      6.23                     11.11   \n",
       "22      59.31       10.27        412.69      4.17                     10.22   \n",
       "23      40.72        2.56        340.57      6.22                      9.49   \n",
       "24      35.38        2.60        336.55      8.72                      8.71   \n",
       "\n",
       "    Deferred Revenue LongTerm  Cur Liab  LT Debt  LT Liab  Total Liab  \\\n",
       "0                        0.00    795.32 1,194.62 1,231.91    2,027.23   \n",
       "1                        0.00    719.82 1,209.65 1,253.55    1,973.37   \n",
       "2                        0.00    703.55 1,222.29 1,263.58    1,967.13   \n",
       "3                        0.00    617.07 1,228.83 1,278.03    1,895.10   \n",
       "4                        0.00    583.28 1,209.02 1,256.19    1,839.47   \n",
       "5                        0.00    499.92 1,452.44 1,495.06    1,994.98   \n",
       "6                        0.00    448.31   549.83   586.46    1,034.77   \n",
       "7                        0.00    326.35   432.70   635.09      961.43   \n",
       "8                        0.00    296.37   470.55   672.61      968.98   \n",
       "9                        0.00    277.04   464.37   632.70      909.74   \n",
       "10                       0.00    247.22   458.19   623.88      871.11   \n",
       "11                       0.00    216.23   452.18   609.45      825.68   \n",
       "12                       0.00    201.78   448.41   610.46      812.25   \n",
       "13                       0.00    182.34   443.11   610.22      792.56   \n",
       "14                       0.00    137.81   434.50   452.67      590.48   \n",
       "15                       0.00    125.43   428.78   444.02      569.44   \n",
       "16                       0.00    122.83   423.10   433.34      556.18   \n",
       "17                       0.00    109.30     0.00    10.95      120.25   \n",
       "18                       0.00     78.53     0.00    11.41       89.94   \n",
       "19                       0.00     76.00     0.00    12.55       88.55   \n",
       "20                       0.00     67.40     0.00    12.44       79.84   \n",
       "21                       0.00     79.60     0.00    12.31       91.91   \n",
       "22                       0.00     73.70     0.00     9.54       83.25   \n",
       "23                       0.00     66.25     0.00    10.04       76.29   \n",
       "24                       0.00     59.57     0.00     9.75       69.32   \n",
       "\n",
       "    SH Equity  cash_flow Operations  cash_flow Investing  cash_flow Financing  \\\n",
       "0   10,842.00                -62.57              -786.60                30.30   \n",
       "1   10,917.43                -17.57               150.97                 4.11   \n",
       "2   11,031.47                -38.24               -38.26                57.02   \n",
       "3   11,081.75                -46.17              -270.25                14.44   \n",
       "4   10,694.11                 21.72              -815.47               265.41   \n",
       "5   10,247.20                  4.50            -1,366.02             2,759.45   \n",
       "6    8,452.67                 14.90              -224.91                16.75   \n",
       "7    5,762.27                  3.84              -765.71             1,413.27   \n",
       "8    4,321.59                 -1.62                73.12                58.69   \n",
       "9    4,256.52                 15.54                71.64                 4.60   \n",
       "10   4,279.41                 12.02              -103.08                14.12   \n",
       "11   4,284.49                 15.84              -220.85                -1.09   \n",
       "12   4,296.86                 -4.71              -831.66               994.31   \n",
       "13   3,327.51                 -9.11              -130.20                12.81   \n",
       "14     438.24                 -4.85                 8.98                11.83   \n",
       "15     434.35                 -6.39               -10.29                 7.69   \n",
       "16     429.67                  2.29              -117.18               489.99   \n",
       "17     362.54                 16.94               -20.94                 6.31   \n",
       "18     359.85                  3.79                12.16                 7.43   \n",
       "19     355.00                 -3.00                -1.50                 4.18   \n",
       "20     358.11                 -6.49               -32.27                12.47   \n",
       "21     337.86                  2.44              -202.02                12.34   \n",
       "22     329.45                  5.67               -20.61                68.38   \n",
       "23     264.27                 -0.69                -6.73                -1.74   \n",
       "24     267.23                 -0.91                -4.23               163.20   \n",
       "\n",
       "    CAPEX    FCF  Dividends Paid  Gross Profit Margin  Op Margin  \\\n",
       "0  -15.91 -78.48            0.00                 0.47      -0.33   \n",
       "1  -17.23 -34.80            0.00                 0.49      -0.25   \n",
       "2  -20.52 -58.76            0.00                 0.47      -0.34   \n",
       "3  -35.52 -81.69            0.00                 0.49      -0.31   \n",
       "4  -18.56   3.16            0.00                 0.50      -0.30   \n",
       "5  -15.42 -10.91            0.00                 0.51      -0.33   \n",
       "6  -13.77   1.13            0.00                 0.51      -0.34   \n",
       "7  -14.92 -11.08            0.00                 0.52      -0.25   \n",
       "8  -15.50 -17.13            0.00                 0.52      -0.26   \n",
       "9  -14.95   0.59            0.00                 0.53      -0.25   \n",
       "10 -31.49 -19.46            0.00                 0.53      -0.28   \n",
       "11 -17.40  -1.56            0.00                 0.54      -0.32   \n",
       "12 -10.40 -15.10            0.00                 0.55      -0.34   \n",
       "13  -8.00 -17.12            0.00                 0.54      -0.38   \n",
       "14  -5.95 -10.80            0.00                 0.53      -0.22   \n",
       "15  -6.43 -12.82            0.00                 0.54      -0.15   \n",
       "16  -6.43  -4.14            0.00                 0.54      -0.15   \n",
       "17  -5.85  11.09            0.00                 0.54      -0.19   \n",
       "18  -5.72  -1.92            0.00                 0.52      -0.18   \n",
       "19  -6.17  -9.18            0.00                 0.52      -0.24   \n",
       "20  -6.30 -12.79            0.00                 0.56      -0.07   \n",
       "21  -8.63  -6.19            0.00                 0.57      -0.17   \n",
       "22 -12.11  -6.44            0.00                 0.58      -0.16   \n",
       "23  -6.73  -7.42            0.00                 0.56      -0.16   \n",
       "24  -4.23  -5.13            0.00                 0.56      -0.17   \n",
       "\n",
       "    Int Coverage  Net Profit Margin  Dividend Yield  Current Ratio  \\\n",
       "0            NaN              -0.34             NaN           6.42   \n",
       "1            NaN              -0.25             NaN           8.10   \n",
       "2            NaN              -0.35             NaN           8.43   \n",
       "3            NaN              -0.30             NaN           9.57   \n",
       "4            NaN              -0.34             NaN          10.93   \n",
       "5            NaN              -0.35             NaN          12.19   \n",
       "6            NaN              -0.33             NaN           7.52   \n",
       "7            NaN              -0.26             NaN          10.94   \n",
       "8            NaN              -0.25             NaN           7.29   \n",
       "9            NaN              -0.26             NaN           7.50   \n",
       "10           NaN              -0.27             NaN           8.34   \n",
       "11           NaN              -0.30             NaN           9.57   \n",
       "12           NaN              -0.34             NaN          10.21   \n",
       "13           NaN              -0.16             NaN           5.83   \n",
       "14           NaN              -0.23             NaN           6.33   \n",
       "15           NaN              -0.16             NaN           6.78   \n",
       "16           NaN              -0.16             NaN           7.20   \n",
       "17           NaN              -0.18             NaN           3.50   \n",
       "18           NaN              -0.16             NaN           4.50   \n",
       "19           NaN              -0.23             NaN           4.57   \n",
       "20           NaN              -0.07             NaN           5.13   \n",
       "21           NaN              -0.16             NaN           4.29   \n",
       "22           NaN              -0.15             NaN           4.79   \n",
       "23           NaN              -0.16             NaN           4.53   \n",
       "24           NaN              -0.17             NaN           5.06   \n",
       "\n",
       "    Operating Cycle  Days of AP Outstanding  Cash Conversion Cycle   ROA  \\\n",
       "0             45.02                   18.44                  26.58 -0.03   \n",
       "1             41.82                   18.67                  23.15 -0.02   \n",
       "2             41.46                   18.83                  22.63 -0.02   \n",
       "3             42.05                   18.28                  23.76 -0.02   \n",
       "4             40.57                   28.25                  12.32 -0.02   \n",
       "5             39.33                   20.52                  18.81 -0.02   \n",
       "6             41.24                   20.32                  20.93 -0.02   \n",
       "7             40.95                   16.53                  24.42 -0.02   \n",
       "8             43.68                   12.92                  30.76 -0.02   \n",
       "9             42.64                    9.69                  32.95 -0.02   \n",
       "10            41.86                   22.48                  19.38 -0.02   \n",
       "11            40.02                   17.06                  22.96 -0.02   \n",
       "12            41.49                   21.14                  20.35 -0.02   \n",
       "13            40.59                   18.84                  21.75 -0.01   \n",
       "14            43.04                   17.29                  25.76 -0.05   \n",
       "15            42.71                   15.00                  27.71 -0.03   \n",
       "16            41.16                   31.48                   9.68 -0.02   \n",
       "17            39.95                   27.07                  12.87 -0.05   \n",
       "18            33.67                   18.18                  15.49 -0.04   \n",
       "19            33.35                   13.27                  20.08 -0.05   \n",
       "20            35.04                    9.07                  25.96 -0.02   \n",
       "21            30.86                   15.05                  15.82 -0.03   \n",
       "22            28.78                   10.98                  17.79 -0.03   \n",
       "23            36.93                   17.88                  19.04 -0.03   \n",
       "24            32.06                   27.83                   4.23 -0.03   \n",
       "\n",
       "     ROE  ROCE      PE     PS    PB  Price To FCF    PEG Ticker  R&D % of Rev  \\\n",
       "0  -0.03 -0.03  -11.84  16.20  1.41       -194.74   0.27   TWLO         29.64   \n",
       "1  -0.02 -0.02  -33.63  34.06  2.73       -856.60  -1.37   TWLO         27.49   \n",
       "2  -0.03 -0.02  -40.43  55.91  4.27       -801.88   1.38   TWLO         26.49   \n",
       "3  -0.02 -0.02  -63.08  76.39  5.10       -692.17 -16.53   TWLO         28.36   \n",
       "4  -0.02 -0.02  -74.99 102.18  6.39     21,643.50  13.28   TWLO         27.10   \n",
       "5  -0.02 -0.02  -68.95  96.55  5.56     -5,218.65   7.08   TWLO         29.63   \n",
       "6  -0.02 -0.02  -74.73  97.82  6.34     47,277.37   1.74   TWLO         28.98   \n",
       "7  -0.02 -0.02  -77.93  81.36  6.32     -3,290.54   6.92   TWLO         30.50   \n",
       "8  -0.02 -0.02  -77.74  77.52  7.19     -1,814.32  17.62   TWLO         30.11   \n",
       "9  -0.02 -0.02  -32.86  34.15  2.93     21,118.36  10.84   TWLO         31.34   \n",
       "10 -0.02 -0.02  -37.50  40.87  3.16       -695.47  12.00   TWLO         33.28   \n",
       "11 -0.02 -0.02  -42.74  50.83  3.50     -9,626.85  -3.85   TWLO         35.41   \n",
       "12 -0.02 -0.02  -47.79  64.35  4.12     -1,171.71   0.36   TWLO         35.92   \n",
       "13 -0.01 -0.02 -101.94  63.85  4.47       -869.61  -2.99   TWLO         33.39   \n",
       "14 -0.11 -0.05  -47.07  43.46 20.26       -821.96   0.69   TWLO         25.27   \n",
       "15 -0.06 -0.03  -75.85  48.61 18.90       -640.19   6.32   TWLO         25.07   \n",
       "16 -0.06 -0.03  -56.21  36.53 12.56     -1,304.67  97.74   TWLO         26.94   \n",
       "17 -0.07 -0.06  -36.56  26.87  9.57        312.90   1.46   TWLO         29.10   \n",
       "18 -0.05 -0.05  -30.93  20.31  6.50     -1,216.48  -1.55   TWLO         28.49   \n",
       "19 -0.07 -0.07  -29.32  27.36  7.75       -299.69   0.14   TWLO         31.50   \n",
       "20 -0.02 -0.02  -93.03  27.59  7.39       -206.88  -1.86   TWLO         30.99   \n",
       "21 -0.04 -0.04  -44.95  29.28  7.57       -413.42   3.61   TWLO         30.36   \n",
       "22 -0.04 -0.04  -50.69  31.19  7.76       -397.03   5.37   TWLO         30.00   \n",
       "23 -0.04 -0.04 -119.94  75.48 20.43       -727.24  -1.69   TWLO         29.51   \n",
       "24 -0.04 -0.04  -20.14  13.73  3.31       -172.46   0.05   TWLO         26.92   \n",
       "\n",
       "    G&A % of Rev  Sales and Marketing % of Rev  SG&A % of Rev  OpEx % of Rev  \\\n",
       "0          15.12                         35.51          50.63          80.27   \n",
       "1          13.06                         32.89          45.95          73.44   \n",
       "2          14.89                         39.33          54.22          80.71   \n",
       "3          16.55                         35.74          52.29          80.65   \n",
       "4          17.07                         35.59          52.66          79.76   \n",
       "5          18.69                         35.69          54.38          84.01   \n",
       "6          23.46                         32.84          56.30          85.28   \n",
       "7          14.65                         31.45          46.10          76.60   \n",
       "8          15.28                         32.39          47.67          77.78   \n",
       "9          15.12                         31.99          47.11          78.45   \n",
       "10         15.66                         32.12          47.78          81.06   \n",
       "11         16.16                         34.11          50.28          85.69   \n",
       "12         19.83                         32.88          52.71          88.62   \n",
       "13         27.53                         30.71          58.24          91.64   \n",
       "14         16.75                         28.90          45.64          70.91   \n",
       "15         16.94                         27.21          44.14          69.21   \n",
       "16         16.39                         25.55          41.94          68.88   \n",
       "17         18.12                         25.42          43.54          72.64   \n",
       "18         16.32                         23.97          40.29          68.78   \n",
       "19         18.77                         25.64          44.40          75.91   \n",
       "20          4.94                         27.28          32.22          63.22   \n",
       "21         19.69                         24.17          43.86          74.21   \n",
       "22         17.45                         21.74          39.19          69.20   \n",
       "23         20.33                         22.19          42.52          72.03   \n",
       "24         18.04                         28.14          46.18          73.10   \n",
       "\n",
       "    OpEx & Costs % of Rev  \n",
       "0                  133.07  \n",
       "1                  124.88  \n",
       "2                  133.66  \n",
       "3                  131.39  \n",
       "4                  130.24  \n",
       "5                  133.45  \n",
       "6                  133.81  \n",
       "7                  125.06  \n",
       "8                  125.61  \n",
       "9                  125.41  \n",
       "10                 128.32  \n",
       "11                 132.08  \n",
       "12                 134.08  \n",
       "13                 137.57  \n",
       "14                 118.04  \n",
       "15                 114.82  \n",
       "16                 114.86  \n",
       "17                 118.79  \n",
       "18                 116.53  \n",
       "19                 123.90  \n",
       "20                 107.37  \n",
       "21                 116.89  \n",
       "22                 110.93  \n",
       "23                 115.76  \n",
       "24                 116.82  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twlo_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "286c98a6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "02d8ad6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://towardsdatascience.com/stacked-bar-charts-with-pythons-matplotlib-f4020e4eb4a7'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'https://towardsdatascience.com/stacked-bar-charts-with-pythons-matplotlib-f4020e4eb4a7'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "023e4f21",
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.plotting import figure, show\n",
    "\n",
    "quarters = ['Q1', 'Q2', 'Q3', 'Q4']\n",
    "years = [\"2017\", \"2018\", \"2019\", \"2020\", \"2021\"]\n",
    "colors = [\"#c9d9d3\", \"#718dbf\", \"#e84d60\"]\n",
    "\n",
    "data = {'quarters' : quarters,\n",
    "        '2017'   : [2, 1, 4, 3, 2, 4],\n",
    "        '2018'   : [5, 3, 4, 2, 4, 6],\n",
    "        '2019'   : [3, 2, 4, 4, 5, 3],\n",
    "        '2020'   : [],\n",
    "        '2021'   : []}\n",
    "\n",
    "p = figure(x_range=fruits, height=250, title=\"Fruit Counts by Year\",\n",
    "           toolbar_location=None, tools=\"hover\", tooltips=\"$name @fruits: @$name\")\n",
    "\n",
    "p.vbar_stack(years, x='fruits', width=0.9, color=colors, source=data,\n",
    "             legend_label=years)\n",
    "\n",
    "p.y_range.start = 0\n",
    "p.x_range.range_padding = 0.1\n",
    "p.xgrid.grid_line_color = None\n",
    "p.axis.minor_tick_line_color = None\n",
    "p.outline_line_color = None\n",
    "p.legend.location = \"top_left\"\n",
    "p.legend.orientation = \"horizontal\"\n",
    "\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "436f073a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'fruits': ['Apples',\n",
       "  'Pears',\n",
       "  'Nectarines',\n",
       "  'Plums',\n",
       "  'Grapes',\n",
       "  'Strawberries'],\n",
       " '2015': [2, 1, 4, 3, 2, 4],\n",
       " '2016': [5, 3, 4, 2, 4, 6],\n",
       " '2017': [3, 2, 4, 4, 5, 3]}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25503675",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "language_info": {
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