intrinsic_value.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Intrinsic Value Calculation based on the Graham-Buffett 'Value Investing' Methodology\n",
    "\n",
    "#### Data source: [Financial Modeling Prep API](https://financialmodelingprep.com/developer/docs)"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as datetime\n",
    "from datetime import datetime\n",
    "import requests\n",
    "import os\n",
    "import json\n",
    "from dotenv import load_dotenv\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "source": [
    "load_dotenv()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "metadata": {},
     "execution_count": 40
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Pull Annual Financial Statements"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "source": [
    "# Specify stock ticker\n",
    "ticker = 'TSM'"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "source": [
    "# Read in API key from env file\n",
    "FMP_API_KEY = os.getenv('FMP_API_KEY')"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Income Statement"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "source": [
    "# Pull 10-year income statement history\n",
    "url = f'https://financialmodelingprep.com/api/v3/income-statement/{ticker}?limit=10&apikey={FMP_API_KEY}'\n",
    "income = requests.get(url).json()\n",
    "income = pd.DataFrame(income)\n",
    "income['date'] = pd.to_datetime(income['date'])\n",
    "income = income.set_index('date')\n",
    "income.T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2020-12-31</th>\n",
       "      <th>2019-12-31</th>\n",
       "      <th>2018-12-31</th>\n",
       "      <th>2017-12-31</th>\n",
       "      <th>2016-12-31</th>\n",
       "      <th>2015-12-31</th>\n",
       "      <th>2014-12-31</th>\n",
       "      <th>2013-12-31</th>\n",
       "      <th>2012-12-31</th>\n",
       "      <th>2011-12-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reportedCurrency</th>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fillingDate</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>2013-12-31</td>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>2011-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acceptedDate</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>2013-12-31</td>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>2011-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>period</th>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue</th>\n",
       "      <td>1339238429000</td>\n",
       "      <td>1069988800000</td>\n",
       "      <td>1031361800000</td>\n",
       "      <td>977442600000</td>\n",
       "      <td>947909200000</td>\n",
       "      <td>843512500000</td>\n",
       "      <td>762835000000</td>\n",
       "      <td>597003300000</td>\n",
       "      <td>506223600000</td>\n",
       "      <td>427080600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>costOfRevenue</th>\n",
       "      <td>628108309000</td>\n",
       "      <td>577286900000</td>\n",
       "      <td>533487500000</td>\n",
       "      <td>482616200000</td>\n",
       "      <td>473077100000</td>\n",
       "      <td>433117600000</td>\n",
       "      <td>385113000000</td>\n",
       "      <td>315642500000</td>\n",
       "      <td>262628700000</td>\n",
       "      <td>233011400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grossProfit</th>\n",
       "      <td>711130120000</td>\n",
       "      <td>492701900000</td>\n",
       "      <td>497874300000</td>\n",
       "      <td>494826400000</td>\n",
       "      <td>474832100000</td>\n",
       "      <td>410394900000</td>\n",
       "      <td>377722000000</td>\n",
       "      <td>281360800000</td>\n",
       "      <td>243594900000</td>\n",
       "      <td>194069200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grossProfitRatio</th>\n",
       "      <td>0.53</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>researchAndDevelopmentExpenses</th>\n",
       "      <td>109486089000</td>\n",
       "      <td>91418700000</td>\n",
       "      <td>85895600000</td>\n",
       "      <td>80732500000</td>\n",
       "      <td>71207700000</td>\n",
       "      <td>65544600000</td>\n",
       "      <td>56828800000</td>\n",
       "      <td>47952000000</td>\n",
       "      <td>40402100000</td>\n",
       "      <td>33829900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>generalAndAdministrativeExpenses</th>\n",
       "      <td>28457593000</td>\n",
       "      <td>21737200000</td>\n",
       "      <td>20265900000</td>\n",
       "      <td>21196700000</td>\n",
       "      <td>19795600000</td>\n",
       "      <td>17257200000</td>\n",
       "      <td>18933400000</td>\n",
       "      <td>18881800000</td>\n",
       "      <td>17638100000</td>\n",
       "      <td>14164100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sellingAndMarketingExpenses</th>\n",
       "      <td>7112867000</td>\n",
       "      <td>6348600000</td>\n",
       "      <td>5987800000</td>\n",
       "      <td>5972500000</td>\n",
       "      <td>5900800000</td>\n",
       "      <td>5664700000</td>\n",
       "      <td>5087400000</td>\n",
       "      <td>4505200000</td>\n",
       "      <td>4497500000</td>\n",
       "      <td>4517800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sellingGeneralAndAdministrativeExpenses</th>\n",
       "      <td>34860333000</td>\n",
       "      <td>27933500000</td>\n",
       "      <td>26926100000</td>\n",
       "      <td>27436800000</td>\n",
       "      <td>25713100000</td>\n",
       "      <td>23120400000</td>\n",
       "      <td>24073400000</td>\n",
       "      <td>23412100000</td>\n",
       "      <td>22135600000</td>\n",
       "      <td>18681900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherExpenses</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingExpenses</th>\n",
       "      <td>144346422000</td>\n",
       "      <td>119352200000</td>\n",
       "      <td>112821700000</td>\n",
       "      <td>108169300000</td>\n",
       "      <td>96920800000</td>\n",
       "      <td>88665000000</td>\n",
       "      <td>80902200000</td>\n",
       "      <td>71364100000</td>\n",
       "      <td>62537700000</td>\n",
       "      <td>52511800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>costAndExpenses</th>\n",
       "      <td>772454731000</td>\n",
       "      <td>696639100000</td>\n",
       "      <td>646309200000</td>\n",
       "      <td>590785500000</td>\n",
       "      <td>569997900000</td>\n",
       "      <td>521782600000</td>\n",
       "      <td>466015200000</td>\n",
       "      <td>387006600000</td>\n",
       "      <td>325166400000</td>\n",
       "      <td>285523200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interestExpense</th>\n",
       "      <td>2081500000</td>\n",
       "      <td>3250900000</td>\n",
       "      <td>3051100000</td>\n",
       "      <td>3330300000</td>\n",
       "      <td>3306100000</td>\n",
       "      <td>3190300000</td>\n",
       "      <td>3236300000</td>\n",
       "      <td>2646800000</td>\n",
       "      <td>1020400000</td>\n",
       "      <td>626700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depreciationAndAmortization</th>\n",
       "      <td>331724691000</td>\n",
       "      <td>286884200000</td>\n",
       "      <td>292546300000</td>\n",
       "      <td>260142700000</td>\n",
       "      <td>223828400000</td>\n",
       "      <td>222505600000</td>\n",
       "      <td>24900000</td>\n",
       "      <td>25100000</td>\n",
       "      <td>131349300000</td>\n",
       "      <td>107681500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebitda</th>\n",
       "      <td>918310676000</td>\n",
       "      <td>679918200000</td>\n",
       "      <td>693087000000</td>\n",
       "      <td>659594200000</td>\n",
       "      <td>612972600000</td>\n",
       "      <td>576191500000</td>\n",
       "      <td>305452500000</td>\n",
       "      <td>218761300000</td>\n",
       "      <td>314118800000</td>\n",
       "      <td>253203900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebitdaratio</th>\n",
       "      <td>0.69</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingIncome</th>\n",
       "      <td>566783698000</td>\n",
       "      <td>373349700000</td>\n",
       "      <td>385052600000</td>\n",
       "      <td>386657100000</td>\n",
       "      <td>377911300000</td>\n",
       "      <td>321729900000</td>\n",
       "      <td>296819800000</td>\n",
       "      <td>209996700000</td>\n",
       "      <td>181057200000</td>\n",
       "      <td>141557400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingIncomeRatio</th>\n",
       "      <td>0.42</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalOtherIncomeExpensesNet</th>\n",
       "      <td>-17993482000</td>\n",
       "      <td>-16512400000</td>\n",
       "      <td>-12490500000</td>\n",
       "      <td>-9504800000</td>\n",
       "      <td>-8010400000</td>\n",
       "      <td>-28747700000</td>\n",
       "      <td>-5253700000</td>\n",
       "      <td>-5964800000</td>\n",
       "      <td>-496800000</td>\n",
       "      <td>-3590300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incomeBeforeTax</th>\n",
       "      <td>584777180000</td>\n",
       "      <td>389862100000</td>\n",
       "      <td>397543100000</td>\n",
       "      <td>396161900000</td>\n",
       "      <td>385921700000</td>\n",
       "      <td>350477600000</td>\n",
       "      <td>302073500000</td>\n",
       "      <td>215961500000</td>\n",
       "      <td>181554000000</td>\n",
       "      <td>145147700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incomeBeforeTaxRatio</th>\n",
       "      <td>0.44</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incomeTaxExpense</th>\n",
       "      <td>66619098000</td>\n",
       "      <td>35835100000</td>\n",
       "      <td>34436900000</td>\n",
       "      <td>51122900000</td>\n",
       "      <td>54124400000</td>\n",
       "      <td>47644700000</td>\n",
       "      <td>47889900000</td>\n",
       "      <td>32111800000</td>\n",
       "      <td>15590300000</td>\n",
       "      <td>10694400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncome</th>\n",
       "      <td>517885387000</td>\n",
       "      <td>353948000000</td>\n",
       "      <td>363052700000</td>\n",
       "      <td>344998300000</td>\n",
       "      <td>331713700000</td>\n",
       "      <td>302850900000</td>\n",
       "      <td>254301400000</td>\n",
       "      <td>183977600000</td>\n",
       "      <td>166158800000</td>\n",
       "      <td>134201300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncomeRatio</th>\n",
       "      <td>0.39</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eps</th>\n",
       "      <td>99.86</td>\n",
       "      <td>66.60</td>\n",
       "      <td>67.70</td>\n",
       "      <td>66.15</td>\n",
       "      <td>64.45</td>\n",
       "      <td>58.40</td>\n",
       "      <td>49.04</td>\n",
       "      <td>35.48</td>\n",
       "      <td>32.05</td>\n",
       "      <td>25.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>epsdiluted</th>\n",
       "      <td>99.86</td>\n",
       "      <td>66.60</td>\n",
       "      <td>67.70</td>\n",
       "      <td>66.15</td>\n",
       "      <td>64.45</td>\n",
       "      <td>58.40</td>\n",
       "      <td>49.04</td>\n",
       "      <td>35.48</td>\n",
       "      <td>32.04</td>\n",
       "      <td>25.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weightedAverageShsOut</th>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186057600</td>\n",
       "      <td>5185854600</td>\n",
       "      <td>5185555600</td>\n",
       "      <td>5184147000</td>\n",
       "      <td>5182815200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weightedAverageShsOutDil</th>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186020800</td>\n",
       "      <td>5185920600</td>\n",
       "      <td>5185587200</td>\n",
       "      <td>5184936400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>link</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>finalLink</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                                        2020-12-31     2019-12-31  \\\n",
       "symbol                                             TSM            TSM   \n",
       "reportedCurrency                                   TWD            TWD   \n",
       "fillingDate                                 2020-12-31     2019-12-31   \n",
       "acceptedDate                                2020-12-31     2019-12-31   \n",
       "period                                              FY             FY   \n",
       "revenue                                  1339238429000  1069988800000   \n",
       "costOfRevenue                             628108309000   577286900000   \n",
       "grossProfit                               711130120000   492701900000   \n",
       "grossProfitRatio                                  0.53           0.46   \n",
       "researchAndDevelopmentExpenses            109486089000    91418700000   \n",
       "generalAndAdministrativeExpenses           28457593000    21737200000   \n",
       "sellingAndMarketingExpenses                 7112867000     6348600000   \n",
       "sellingGeneralAndAdministrativeExpenses    34860333000    27933500000   \n",
       "otherExpenses                                     0.00           0.00   \n",
       "operatingExpenses                         144346422000   119352200000   \n",
       "costAndExpenses                           772454731000   696639100000   \n",
       "interestExpense                             2081500000     3250900000   \n",
       "depreciationAndAmortization               331724691000   286884200000   \n",
       "ebitda                                    918310676000   679918200000   \n",
       "ebitdaratio                                       0.69           0.64   \n",
       "operatingIncome                           566783698000   373349700000   \n",
       "operatingIncomeRatio                              0.42           0.35   \n",
       "totalOtherIncomeExpensesNet               -17993482000   -16512400000   \n",
       "incomeBeforeTax                           584777180000   389862100000   \n",
       "incomeBeforeTaxRatio                              0.44           0.36   \n",
       "incomeTaxExpense                           66619098000    35835100000   \n",
       "netIncome                                 517885387000   353948000000   \n",
       "netIncomeRatio                                    0.39           0.33   \n",
       "eps                                              99.86          66.60   \n",
       "epsdiluted                                       99.86          66.60   \n",
       "weightedAverageShsOut                       5186076000     5186076000   \n",
       "weightedAverageShsOutDil                    5186076000     5186076000   \n",
       "link                                                                    \n",
       "finalLink                                                               \n",
       "\n",
       "date                                        2018-12-31    2017-12-31  \\\n",
       "symbol                                             TSM           TSM   \n",
       "reportedCurrency                                   TWD           TWD   \n",
       "fillingDate                                 2018-12-31    2017-12-31   \n",
       "acceptedDate                                2018-12-31    2017-12-31   \n",
       "period                                              FY            FY   \n",
       "revenue                                  1031361800000  977442600000   \n",
       "costOfRevenue                             533487500000  482616200000   \n",
       "grossProfit                               497874300000  494826400000   \n",
       "grossProfitRatio                                  0.48          0.51   \n",
       "researchAndDevelopmentExpenses             85895600000   80732500000   \n",
       "generalAndAdministrativeExpenses           20265900000   21196700000   \n",
       "sellingAndMarketingExpenses                 5987800000    5972500000   \n",
       "sellingGeneralAndAdministrativeExpenses    26926100000   27436800000   \n",
       "otherExpenses                                     0.00          0.00   \n",
       "operatingExpenses                         112821700000  108169300000   \n",
       "costAndExpenses                           646309200000  590785500000   \n",
       "interestExpense                             3051100000    3330300000   \n",
       "depreciationAndAmortization               292546300000  260142700000   \n",
       "ebitda                                    693087000000  659594200000   \n",
       "ebitdaratio                                       0.67          0.67   \n",
       "operatingIncome                           385052600000  386657100000   \n",
       "operatingIncomeRatio                              0.37          0.40   \n",
       "totalOtherIncomeExpensesNet               -12490500000   -9504800000   \n",
       "incomeBeforeTax                           397543100000  396161900000   \n",
       "incomeBeforeTaxRatio                              0.39          0.41   \n",
       "incomeTaxExpense                           34436900000   51122900000   \n",
       "netIncome                                 363052700000  344998300000   \n",
       "netIncomeRatio                                    0.35          0.35   \n",
       "eps                                              67.70         66.15   \n",
       "epsdiluted                                       67.70         66.15   \n",
       "weightedAverageShsOut                       5186076000    5186076000   \n",
       "weightedAverageShsOutDil                    5186076000    5186076000   \n",
       "link                                                                   \n",
       "finalLink                                                              \n",
       "\n",
       "date                                       2016-12-31    2015-12-31  \\\n",
       "symbol                                            TSM           TSM   \n",
       "reportedCurrency                                  TWD           TWD   \n",
       "fillingDate                                2016-12-31    2015-12-31   \n",
       "acceptedDate                               2016-12-31    2015-12-31   \n",
       "period                                             FY            FY   \n",
       "revenue                                  947909200000  843512500000   \n",
       "costOfRevenue                            473077100000  433117600000   \n",
       "grossProfit                              474832100000  410394900000   \n",
       "grossProfitRatio                                 0.50          0.49   \n",
       "researchAndDevelopmentExpenses            71207700000   65544600000   \n",
       "generalAndAdministrativeExpenses          19795600000   17257200000   \n",
       "sellingAndMarketingExpenses                5900800000    5664700000   \n",
       "sellingGeneralAndAdministrativeExpenses   25713100000   23120400000   \n",
       "otherExpenses                                    0.00          0.00   \n",
       "operatingExpenses                         96920800000   88665000000   \n",
       "costAndExpenses                          569997900000  521782600000   \n",
       "interestExpense                            3306100000    3190300000   \n",
       "depreciationAndAmortization              223828400000  222505600000   \n",
       "ebitda                                   612972600000  576191500000   \n",
       "ebitdaratio                                      0.65          0.68   \n",
       "operatingIncome                          377911300000  321729900000   \n",
       "operatingIncomeRatio                             0.40          0.38   \n",
       "totalOtherIncomeExpensesNet               -8010400000  -28747700000   \n",
       "incomeBeforeTax                          385921700000  350477600000   \n",
       "incomeBeforeTaxRatio                             0.41          0.42   \n",
       "incomeTaxExpense                          54124400000   47644700000   \n",
       "netIncome                                331713700000  302850900000   \n",
       "netIncomeRatio                                   0.35          0.36   \n",
       "eps                                             64.45         58.40   \n",
       "epsdiluted                                      64.45         58.40   \n",
       "weightedAverageShsOut                      5186076000    5186057600   \n",
       "weightedAverageShsOutDil                   5186076000    5186076000   \n",
       "link                                                                  \n",
       "finalLink                                                             \n",
       "\n",
       "date                                       2014-12-31    2013-12-31  \\\n",
       "symbol                                            TSM           TSM   \n",
       "reportedCurrency                                  TWD           TWD   \n",
       "fillingDate                                2014-12-31    2013-12-31   \n",
       "acceptedDate                               2014-12-31    2013-12-31   \n",
       "period                                             FY            FY   \n",
       "revenue                                  762835000000  597003300000   \n",
       "costOfRevenue                            385113000000  315642500000   \n",
       "grossProfit                              377722000000  281360800000   \n",
       "grossProfitRatio                                 0.50          0.47   \n",
       "researchAndDevelopmentExpenses            56828800000   47952000000   \n",
       "generalAndAdministrativeExpenses          18933400000   18881800000   \n",
       "sellingAndMarketingExpenses                5087400000    4505200000   \n",
       "sellingGeneralAndAdministrativeExpenses   24073400000   23412100000   \n",
       "otherExpenses                                    0.00          0.00   \n",
       "operatingExpenses                         80902200000   71364100000   \n",
       "costAndExpenses                          466015200000  387006600000   \n",
       "interestExpense                            3236300000    2646800000   \n",
       "depreciationAndAmortization                  24900000      25100000   \n",
       "ebitda                                   305452500000  218761300000   \n",
       "ebitdaratio                                      0.40          0.37   \n",
       "operatingIncome                          296819800000  209996700000   \n",
       "operatingIncomeRatio                             0.39          0.35   \n",
       "totalOtherIncomeExpensesNet               -5253700000   -5964800000   \n",
       "incomeBeforeTax                          302073500000  215961500000   \n",
       "incomeBeforeTaxRatio                             0.40          0.36   \n",
       "incomeTaxExpense                          47889900000   32111800000   \n",
       "netIncome                                254301400000  183977600000   \n",
       "netIncomeRatio                                   0.33          0.31   \n",
       "eps                                             49.04         35.48   \n",
       "epsdiluted                                      49.04         35.48   \n",
       "weightedAverageShsOut                      5185854600    5185555600   \n",
       "weightedAverageShsOutDil                   5186020800    5185920600   \n",
       "link                                                                  \n",
       "finalLink                                                             \n",
       "\n",
       "date                                       2012-12-31    2011-12-31  \n",
       "symbol                                            TSM           TSM  \n",
       "reportedCurrency                                  TWD           TWD  \n",
       "fillingDate                                2012-12-31    2011-12-31  \n",
       "acceptedDate                               2012-12-31    2011-12-31  \n",
       "period                                             FY            FY  \n",
       "revenue                                  506223600000  427080600000  \n",
       "costOfRevenue                            262628700000  233011400000  \n",
       "grossProfit                              243594900000  194069200000  \n",
       "grossProfitRatio                                 0.48          0.45  \n",
       "researchAndDevelopmentExpenses            40402100000   33829900000  \n",
       "generalAndAdministrativeExpenses          17638100000   14164100000  \n",
       "sellingAndMarketingExpenses                4497500000    4517800000  \n",
       "sellingGeneralAndAdministrativeExpenses   22135600000   18681900000  \n",
       "otherExpenses                                    0.00          0.00  \n",
       "operatingExpenses                         62537700000   52511800000  \n",
       "costAndExpenses                          325166400000  285523200000  \n",
       "interestExpense                            1020400000     626700000  \n",
       "depreciationAndAmortization              131349300000  107681500000  \n",
       "ebitda                                   314118800000  253203900000  \n",
       "ebitdaratio                                      0.62          0.59  \n",
       "operatingIncome                          181057200000  141557400000  \n",
       "operatingIncomeRatio                             0.36          0.33  \n",
       "totalOtherIncomeExpensesNet                -496800000   -3590300000  \n",
       "incomeBeforeTax                          181554000000  145147700000  \n",
       "incomeBeforeTaxRatio                             0.36          0.34  \n",
       "incomeTaxExpense                          15590300000   10694400000  \n",
       "netIncome                                166158800000  134201300000  \n",
       "netIncomeRatio                                   0.33          0.31  \n",
       "eps                                             32.05         25.89  \n",
       "epsdiluted                                      32.04         25.88  \n",
       "weightedAverageShsOut                      5184147000    5182815200  \n",
       "weightedAverageShsOutDil                   5185587200    5184936400  \n",
       "link                                                                 \n",
       "finalLink                                                            "
      ]
     },
     "metadata": {},
     "execution_count": 43
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Balance Sheet"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "source": [
    "# Pull 10-year balance sheet history\n",
    "url = f'https://financialmodelingprep.com/api/v3/balance-sheet-statement/{ticker}?limit=10&apikey={FMP_API_KEY}'\n",
    "balance = requests.get(url).json()\n",
    "balance = pd.DataFrame(balance)\n",
    "balance['date'] = pd.to_datetime(balance['date'])\n",
    "balance = balance.set_index('date')\n",
    "balance.T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2020-12-31</th>\n",
       "      <th>2019-12-31</th>\n",
       "      <th>2018-12-31</th>\n",
       "      <th>2017-12-31</th>\n",
       "      <th>2016-12-31</th>\n",
       "      <th>2015-12-31</th>\n",
       "      <th>2014-12-31</th>\n",
       "      <th>2013-12-31</th>\n",
       "      <th>2012-12-31</th>\n",
       "      <th>2011-12-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reportedCurrency</th>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fillingDate</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>2013-12-31</td>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>2011-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acceptedDate</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>2013-12-31</td>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>2011-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>period</th>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashAndCashEquivalents</th>\n",
       "      <td>660170647000</td>\n",
       "      <td>455399300000</td>\n",
       "      <td>577814600000</td>\n",
       "      <td>553391700000</td>\n",
       "      <td>541253800000</td>\n",
       "      <td>562688900000</td>\n",
       "      <td>358449000000</td>\n",
       "      <td>242695400000</td>\n",
       "      <td>143410600000</td>\n",
       "      <td>143472300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shortTermInvestments</th>\n",
       "      <td>141981968000</td>\n",
       "      <td>139064400000</td>\n",
       "      <td>135941400000</td>\n",
       "      <td>103185500000</td>\n",
       "      <td>94950500000</td>\n",
       "      <td>27777300000</td>\n",
       "      <td>81952000000</td>\n",
       "      <td>3149000000</td>\n",
       "      <td>7980900000</td>\n",
       "      <td>7767000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashAndShortTermInvestments</th>\n",
       "      <td>802152615000</td>\n",
       "      <td>594463700000</td>\n",
       "      <td>713756000000</td>\n",
       "      <td>656577200000</td>\n",
       "      <td>636204300000</td>\n",
       "      <td>590466200000</td>\n",
       "      <td>440401000000</td>\n",
       "      <td>245844400000</td>\n",
       "      <td>151391500000</td>\n",
       "      <td>151239300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netReceivables</th>\n",
       "      <td>146089048000</td>\n",
       "      <td>139822300000</td>\n",
       "      <td>129262800000</td>\n",
       "      <td>122488400000</td>\n",
       "      <td>129451600000</td>\n",
       "      <td>85690400000</td>\n",
       "      <td>115226300000</td>\n",
       "      <td>72163200000</td>\n",
       "      <td>52279000000</td>\n",
       "      <td>41070000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventory</th>\n",
       "      <td>137353407000</td>\n",
       "      <td>82981200000</td>\n",
       "      <td>103231000000</td>\n",
       "      <td>73880700000</td>\n",
       "      <td>48682200000</td>\n",
       "      <td>67052300000</td>\n",
       "      <td>66338000000</td>\n",
       "      <td>37494900000</td>\n",
       "      <td>37830500000</td>\n",
       "      <td>24840600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherCurrentAssets</th>\n",
       "      <td>6590238000</td>\n",
       "      <td>5346700000</td>\n",
       "      <td>5429900000</td>\n",
       "      <td>4256800000</td>\n",
       "      <td>3391000000</td>\n",
       "      <td>3535100000</td>\n",
       "      <td>4600300000</td>\n",
       "      <td>2984200000</td>\n",
       "      <td>10787600000</td>\n",
       "      <td>8110500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalCurrentAssets</th>\n",
       "      <td>1092185308000</td>\n",
       "      <td>822613900000</td>\n",
       "      <td>951679700000</td>\n",
       "      <td>857203100000</td>\n",
       "      <td>817729100000</td>\n",
       "      <td>746744000000</td>\n",
       "      <td>626565600000</td>\n",
       "      <td>358486700000</td>\n",
       "      <td>252288600000</td>\n",
       "      <td>225260400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propertyPlantEquipmentNet</th>\n",
       "      <td>1583317502000</td>\n",
       "      <td>1369609800000</td>\n",
       "      <td>1072050300000</td>\n",
       "      <td>1062542300000</td>\n",
       "      <td>997777700000</td>\n",
       "      <td>853470300000</td>\n",
       "      <td>818198800000</td>\n",
       "      <td>792665900000</td>\n",
       "      <td>617529500000</td>\n",
       "      <td>490374900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>goodwill</th>\n",
       "      <td>5436602000</td>\n",
       "      <td>5693400000</td>\n",
       "      <td>5795500000</td>\n",
       "      <td>5648700000</td>\n",
       "      <td>6008000000</td>\n",
       "      <td>6104800000</td>\n",
       "      <td>5888800000</td>\n",
       "      <td>5627500000</td>\n",
       "      <td>5523700000</td>\n",
       "      <td>5694000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>intangibleAssets</th>\n",
       "      <td>20331577000</td>\n",
       "      <td>14959600000</td>\n",
       "      <td>11206600000</td>\n",
       "      <td>8526500000</td>\n",
       "      <td>8606800000</td>\n",
       "      <td>7961100000</td>\n",
       "      <td>7642700000</td>\n",
       "      <td>5862900000</td>\n",
       "      <td>5435900000</td>\n",
       "      <td>5167600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>goodwillAndIntangibleAssets</th>\n",
       "      <td>25768179000</td>\n",
       "      <td>20653000000</td>\n",
       "      <td>17002100000</td>\n",
       "      <td>14175200000</td>\n",
       "      <td>14614800000</td>\n",
       "      <td>14065900000</td>\n",
       "      <td>13531500000</td>\n",
       "      <td>11490400000</td>\n",
       "      <td>10959600000</td>\n",
       "      <td>10861600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longTermInvestments</th>\n",
       "      <td>27617300000</td>\n",
       "      <td>30092000000</td>\n",
       "      <td>29208000000</td>\n",
       "      <td>41439400000</td>\n",
       "      <td>45995400000</td>\n",
       "      <td>34872800000</td>\n",
       "      <td>29860200000</td>\n",
       "      <td>89024100000</td>\n",
       "      <td>65786300000</td>\n",
       "      <td>34458500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taxAssets</th>\n",
       "      <td>25958184000</td>\n",
       "      <td>17928400000</td>\n",
       "      <td>16806400000</td>\n",
       "      <td>12105500000</td>\n",
       "      <td>8271400000</td>\n",
       "      <td>6385000000</td>\n",
       "      <td>5138800000</td>\n",
       "      <td>7145000000</td>\n",
       "      <td>4776000000</td>\n",
       "      <td>7436700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherNonCurrentAssets</th>\n",
       "      <td>5864932000</td>\n",
       "      <td>3827900000</td>\n",
       "      <td>3284700000</td>\n",
       "      <td>4266500000</td>\n",
       "      <td>1908300000</td>\n",
       "      <td>1859400000</td>\n",
       "      <td>1558100000</td>\n",
       "      <td>3988600000</td>\n",
       "      <td>3694600000</td>\n",
       "      <td>5872800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalNonCurrentAssets</th>\n",
       "      <td>1668526097000</td>\n",
       "      <td>1442111100000</td>\n",
       "      <td>1138351500000</td>\n",
       "      <td>1134528900000</td>\n",
       "      <td>1068567600000</td>\n",
       "      <td>910653400000</td>\n",
       "      <td>868287400000</td>\n",
       "      <td>904314000000</td>\n",
       "      <td>702746000000</td>\n",
       "      <td>549004500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherAssets</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalAssets</th>\n",
       "      <td>2760711405000</td>\n",
       "      <td>2264725000000</td>\n",
       "      <td>2090031200000</td>\n",
       "      <td>1991732000000</td>\n",
       "      <td>1886296700000</td>\n",
       "      <td>1657397400000</td>\n",
       "      <td>1494853000000</td>\n",
       "      <td>1262800700000</td>\n",
       "      <td>955034600000</td>\n",
       "      <td>774264900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accountPayables</th>\n",
       "      <td>196792245000</td>\n",
       "      <td>179581800000</td>\n",
       "      <td>76114600000</td>\n",
       "      <td>84136600000</td>\n",
       "      <td>89216800000</td>\n",
       "      <td>44587500000</td>\n",
       "      <td>48859300000</td>\n",
       "      <td>104480500000</td>\n",
       "      <td>59322200000</td>\n",
       "      <td>10530500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shortTermDebt</th>\n",
       "      <td>91159000000</td>\n",
       "      <td>150322300000</td>\n",
       "      <td>123654700000</td>\n",
       "      <td>63766800000</td>\n",
       "      <td>57958200000</td>\n",
       "      <td>39474000000</td>\n",
       "      <td>36158500000</td>\n",
       "      <td>15645000000</td>\n",
       "      <td>34843000000</td>\n",
       "      <td>30489000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taxPayables</th>\n",
       "      <td>68656700000</td>\n",
       "      <td>40094300000</td>\n",
       "      <td>55281600000</td>\n",
       "      <td>61662800000</td>\n",
       "      <td>70352800000</td>\n",
       "      <td>60444700000</td>\n",
       "      <td>52388100000</td>\n",
       "      <td>36759400000</td>\n",
       "      <td>15635600000</td>\n",
       "      <td>10656100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deferredRevenue</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherCurrentLiabilities</th>\n",
       "      <td>329199803000</td>\n",
       "      <td>268459700000</td>\n",
       "      <td>157067800000</td>\n",
       "      <td>238986800000</td>\n",
       "      <td>201111000000</td>\n",
       "      <td>155710600000</td>\n",
       "      <td>139767400000</td>\n",
       "      <td>83848500000</td>\n",
       "      <td>48270700000</td>\n",
       "      <td>75987200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalCurrentLiabilities</th>\n",
       "      <td>617151048000</td>\n",
       "      <td>598363800000</td>\n",
       "      <td>356837100000</td>\n",
       "      <td>386890200000</td>\n",
       "      <td>348286000000</td>\n",
       "      <td>239772100000</td>\n",
       "      <td>224785200000</td>\n",
       "      <td>203974000000</td>\n",
       "      <td>142435900000</td>\n",
       "      <td>117006700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longTermDebt</th>\n",
       "      <td>256072695000</td>\n",
       "      <td>25100000000</td>\n",
       "      <td>56900000000</td>\n",
       "      <td>91800000000</td>\n",
       "      <td>153115400000</td>\n",
       "      <td>191997600000</td>\n",
       "      <td>213713800000</td>\n",
       "      <td>210807600000</td>\n",
       "      <td>81359400000</td>\n",
       "      <td>19587500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deferredRevenueNonCurrent</th>\n",
       "      <td>265599000.00</td>\n",
       "      <td>176900000.00</td>\n",
       "      <td>3353300000.00</td>\n",
       "      <td>7586800000.00</td>\n",
       "      <td>14670400000.00</td>\n",
       "      <td>21564800000.00</td>\n",
       "      <td>25538500000.00</td>\n",
       "      <td>151700000.00</td>\n",
       "      <td>203900000.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deferredTaxLiabilitiesNonCurrent</th>\n",
       "      <td>1729941000.00</td>\n",
       "      <td>344400000.00</td>\n",
       "      <td>233300000.00</td>\n",
       "      <td>302200000.00</td>\n",
       "      <td>141200000.00</td>\n",
       "      <td>31300000.00</td>\n",
       "      <td>199700000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherNonCurrentLiabilities</th>\n",
       "      <td>34870123000</td>\n",
       "      <td>26352600000</td>\n",
       "      <td>11602400000</td>\n",
       "      <td>10706300000</td>\n",
       "      <td>10237900000</td>\n",
       "      <td>9061500000</td>\n",
       "      <td>8255100000</td>\n",
       "      <td>13754400000</td>\n",
       "      <td>5281700000</td>\n",
       "      <td>5627200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalNonCurrentLiabilities</th>\n",
       "      <td>292938358000</td>\n",
       "      <td>51973900000</td>\n",
       "      <td>72089000000</td>\n",
       "      <td>110395300000</td>\n",
       "      <td>178164900000</td>\n",
       "      <td>222655200000</td>\n",
       "      <td>247707100000</td>\n",
       "      <td>224713700000</td>\n",
       "      <td>86845000000</td>\n",
       "      <td>25214700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherLiabilities</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalLiabilities</th>\n",
       "      <td>910089406000</td>\n",
       "      <td>650337700000</td>\n",
       "      <td>428926100000</td>\n",
       "      <td>497285500000</td>\n",
       "      <td>526450900000</td>\n",
       "      <td>462427300000</td>\n",
       "      <td>472492300000</td>\n",
       "      <td>428687700000</td>\n",
       "      <td>229280900000</td>\n",
       "      <td>142221400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commonStock</th>\n",
       "      <td>259303805000</td>\n",
       "      <td>259303800000</td>\n",
       "      <td>259303800000</td>\n",
       "      <td>259303800000</td>\n",
       "      <td>259303800000</td>\n",
       "      <td>259303800000</td>\n",
       "      <td>259296600000</td>\n",
       "      <td>259286200000</td>\n",
       "      <td>259244400000</td>\n",
       "      <td>259162200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>retainedEarnings</th>\n",
       "      <td>1588686081000</td>\n",
       "      <td>1325630400000</td>\n",
       "      <td>1360258900000</td>\n",
       "      <td>1205051300000</td>\n",
       "      <td>1041810700000</td>\n",
       "      <td>866629600000</td>\n",
       "      <td>681224200000</td>\n",
       "      <td>504531200000</td>\n",
       "      <td>410601300000</td>\n",
       "      <td>322191200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accumulatedOtherComprehensiveIncomeLoss</th>\n",
       "      <td>0.00</td>\n",
       "      <td>321822000000.00</td>\n",
       "      <td>-2300728800000.00</td>\n",
       "      <td>-2018072800000.00</td>\n",
       "      <td>-1775473100000.00</td>\n",
       "      <td>-1563707200000.00</td>\n",
       "      <td>-1347308800000.00</td>\n",
       "      <td>-1149463800000.00</td>\n",
       "      <td>-2785800000.00</td>\n",
       "      <td>-7606300000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>othertotalStockholdersEquity</th>\n",
       "      <td>1667370000</td>\n",
       "      <td>2588552900000</td>\n",
       "      <td>2341594900000</td>\n",
       "      <td>2047464500000</td>\n",
       "      <td>1833409300000</td>\n",
       "      <td>1631781500000</td>\n",
       "      <td>1429021500000</td>\n",
       "      <td>1219492700000</td>\n",
       "      <td>1053636500000</td>\n",
       "      <td>924492300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalStockholdersEquity</th>\n",
       "      <td>1849657256000</td>\n",
       "      <td>1613705600000</td>\n",
       "      <td>1660428800000</td>\n",
       "      <td>1493746800000</td>\n",
       "      <td>1359050700000</td>\n",
       "      <td>1194007700000</td>\n",
       "      <td>1022233500000</td>\n",
       "      <td>833846300000</td>\n",
       "      <td>723197700000</td>\n",
       "      <td>629593500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalLiabilitiesAndStockholdersEquity</th>\n",
       "      <td>2759746662000</td>\n",
       "      <td>2264043300000</td>\n",
       "      <td>2089354900000</td>\n",
       "      <td>1991032300000</td>\n",
       "      <td>1885501600000</td>\n",
       "      <td>1656435000000</td>\n",
       "      <td>1494725800000</td>\n",
       "      <td>1262534000000</td>\n",
       "      <td>952478600000</td>\n",
       "      <td>771814900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalInvestments</th>\n",
       "      <td>169599268000</td>\n",
       "      <td>169156400000</td>\n",
       "      <td>165149400000</td>\n",
       "      <td>144624900000</td>\n",
       "      <td>140945900000</td>\n",
       "      <td>62650100000</td>\n",
       "      <td>111812200000</td>\n",
       "      <td>92173100000</td>\n",
       "      <td>73767200000</td>\n",
       "      <td>42225500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalDebt</th>\n",
       "      <td>347231695000</td>\n",
       "      <td>175422300000</td>\n",
       "      <td>180554700000</td>\n",
       "      <td>155566800000</td>\n",
       "      <td>211073600000</td>\n",
       "      <td>231471600000</td>\n",
       "      <td>249872300000</td>\n",
       "      <td>226452600000</td>\n",
       "      <td>116202400000</td>\n",
       "      <td>50076500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netDebt</th>\n",
       "      <td>-312938952000</td>\n",
       "      <td>-279977000000</td>\n",
       "      <td>-397259900000</td>\n",
       "      <td>-397824900000</td>\n",
       "      <td>-330180200000</td>\n",
       "      <td>-331217300000</td>\n",
       "      <td>-108576700000</td>\n",
       "      <td>-16242800000</td>\n",
       "      <td>-27208200000</td>\n",
       "      <td>-93395800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>link</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>finalLink</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                                        2020-12-31      2019-12-31  \\\n",
       "symbol                                             TSM             TSM   \n",
       "reportedCurrency                                   TWD             TWD   \n",
       "fillingDate                                 2020-12-31      2019-12-31   \n",
       "acceptedDate                                2020-12-31      2019-12-31   \n",
       "period                                              FY              FY   \n",
       "cashAndCashEquivalents                    660170647000    455399300000   \n",
       "shortTermInvestments                      141981968000    139064400000   \n",
       "cashAndShortTermInvestments               802152615000    594463700000   \n",
       "netReceivables                            146089048000    139822300000   \n",
       "inventory                                 137353407000     82981200000   \n",
       "otherCurrentAssets                          6590238000      5346700000   \n",
       "totalCurrentAssets                       1092185308000    822613900000   \n",
       "propertyPlantEquipmentNet                1583317502000   1369609800000   \n",
       "goodwill                                    5436602000      5693400000   \n",
       "intangibleAssets                           20331577000     14959600000   \n",
       "goodwillAndIntangibleAssets                25768179000     20653000000   \n",
       "longTermInvestments                        27617300000     30092000000   \n",
       "taxAssets                                  25958184000     17928400000   \n",
       "otherNonCurrentAssets                       5864932000      3827900000   \n",
       "totalNonCurrentAssets                    1668526097000   1442111100000   \n",
       "otherAssets                                       0.00            0.00   \n",
       "totalAssets                              2760711405000   2264725000000   \n",
       "accountPayables                           196792245000    179581800000   \n",
       "shortTermDebt                              91159000000    150322300000   \n",
       "taxPayables                                68656700000     40094300000   \n",
       "deferredRevenue                                   0.00            0.00   \n",
       "otherCurrentLiabilities                   329199803000    268459700000   \n",
       "totalCurrentLiabilities                   617151048000    598363800000   \n",
       "longTermDebt                              256072695000     25100000000   \n",
       "deferredRevenueNonCurrent                 265599000.00    176900000.00   \n",
       "deferredTaxLiabilitiesNonCurrent         1729941000.00    344400000.00   \n",
       "otherNonCurrentLiabilities                 34870123000     26352600000   \n",
       "totalNonCurrentLiabilities                292938358000     51973900000   \n",
       "otherLiabilities                                  0.00            0.00   \n",
       "totalLiabilities                          910089406000    650337700000   \n",
       "commonStock                               259303805000    259303800000   \n",
       "retainedEarnings                         1588686081000   1325630400000   \n",
       "accumulatedOtherComprehensiveIncomeLoss           0.00 321822000000.00   \n",
       "othertotalStockholdersEquity                1667370000   2588552900000   \n",
       "totalStockholdersEquity                  1849657256000   1613705600000   \n",
       "totalLiabilitiesAndStockholdersEquity    2759746662000   2264043300000   \n",
       "totalInvestments                          169599268000    169156400000   \n",
       "totalDebt                                 347231695000    175422300000   \n",
       "netDebt                                  -312938952000   -279977000000   \n",
       "link                                                                     \n",
       "finalLink                                                                \n",
       "\n",
       "date                                           2018-12-31        2017-12-31  \\\n",
       "symbol                                                TSM               TSM   \n",
       "reportedCurrency                                      TWD               TWD   \n",
       "fillingDate                                    2018-12-31        2017-12-31   \n",
       "acceptedDate                                   2018-12-31        2017-12-31   \n",
       "period                                                 FY                FY   \n",
       "cashAndCashEquivalents                       577814600000      553391700000   \n",
       "shortTermInvestments                         135941400000      103185500000   \n",
       "cashAndShortTermInvestments                  713756000000      656577200000   \n",
       "netReceivables                               129262800000      122488400000   \n",
       "inventory                                    103231000000       73880700000   \n",
       "otherCurrentAssets                             5429900000        4256800000   \n",
       "totalCurrentAssets                           951679700000      857203100000   \n",
       "propertyPlantEquipmentNet                   1072050300000     1062542300000   \n",
       "goodwill                                       5795500000        5648700000   \n",
       "intangibleAssets                              11206600000        8526500000   \n",
       "goodwillAndIntangibleAssets                   17002100000       14175200000   \n",
       "longTermInvestments                           29208000000       41439400000   \n",
       "taxAssets                                     16806400000       12105500000   \n",
       "otherNonCurrentAssets                          3284700000        4266500000   \n",
       "totalNonCurrentAssets                       1138351500000     1134528900000   \n",
       "otherAssets                                          0.00              0.00   \n",
       "totalAssets                                 2090031200000     1991732000000   \n",
       "accountPayables                               76114600000       84136600000   \n",
       "shortTermDebt                                123654700000       63766800000   \n",
       "taxPayables                                   55281600000       61662800000   \n",
       "deferredRevenue                                      0.00              0.00   \n",
       "otherCurrentLiabilities                      157067800000      238986800000   \n",
       "totalCurrentLiabilities                      356837100000      386890200000   \n",
       "longTermDebt                                  56900000000       91800000000   \n",
       "deferredRevenueNonCurrent                   3353300000.00     7586800000.00   \n",
       "deferredTaxLiabilitiesNonCurrent             233300000.00      302200000.00   \n",
       "otherNonCurrentLiabilities                    11602400000       10706300000   \n",
       "totalNonCurrentLiabilities                    72089000000      110395300000   \n",
       "otherLiabilities                                     0.00              0.00   \n",
       "totalLiabilities                             428926100000      497285500000   \n",
       "commonStock                                  259303800000      259303800000   \n",
       "retainedEarnings                            1360258900000     1205051300000   \n",
       "accumulatedOtherComprehensiveIncomeLoss -2300728800000.00 -2018072800000.00   \n",
       "othertotalStockholdersEquity                2341594900000     2047464500000   \n",
       "totalStockholdersEquity                     1660428800000     1493746800000   \n",
       "totalLiabilitiesAndStockholdersEquity       2089354900000     1991032300000   \n",
       "totalInvestments                             165149400000      144624900000   \n",
       "totalDebt                                    180554700000      155566800000   \n",
       "netDebt                                     -397259900000     -397824900000   \n",
       "link                                                                          \n",
       "finalLink                                                                     \n",
       "\n",
       "date                                           2016-12-31        2015-12-31  \\\n",
       "symbol                                                TSM               TSM   \n",
       "reportedCurrency                                      TWD               TWD   \n",
       "fillingDate                                    2016-12-31        2015-12-31   \n",
       "acceptedDate                                   2016-12-31        2015-12-31   \n",
       "period                                                 FY                FY   \n",
       "cashAndCashEquivalents                       541253800000      562688900000   \n",
       "shortTermInvestments                          94950500000       27777300000   \n",
       "cashAndShortTermInvestments                  636204300000      590466200000   \n",
       "netReceivables                               129451600000       85690400000   \n",
       "inventory                                     48682200000       67052300000   \n",
       "otherCurrentAssets                             3391000000        3535100000   \n",
       "totalCurrentAssets                           817729100000      746744000000   \n",
       "propertyPlantEquipmentNet                    997777700000      853470300000   \n",
       "goodwill                                       6008000000        6104800000   \n",
       "intangibleAssets                               8606800000        7961100000   \n",
       "goodwillAndIntangibleAssets                   14614800000       14065900000   \n",
       "longTermInvestments                           45995400000       34872800000   \n",
       "taxAssets                                      8271400000        6385000000   \n",
       "otherNonCurrentAssets                          1908300000        1859400000   \n",
       "totalNonCurrentAssets                       1068567600000      910653400000   \n",
       "otherAssets                                          0.00              0.00   \n",
       "totalAssets                                 1886296700000     1657397400000   \n",
       "accountPayables                               89216800000       44587500000   \n",
       "shortTermDebt                                 57958200000       39474000000   \n",
       "taxPayables                                   70352800000       60444700000   \n",
       "deferredRevenue                                      0.00              0.00   \n",
       "otherCurrentLiabilities                      201111000000      155710600000   \n",
       "totalCurrentLiabilities                      348286000000      239772100000   \n",
       "longTermDebt                                 153115400000      191997600000   \n",
       "deferredRevenueNonCurrent                  14670400000.00    21564800000.00   \n",
       "deferredTaxLiabilitiesNonCurrent             141200000.00       31300000.00   \n",
       "otherNonCurrentLiabilities                    10237900000        9061500000   \n",
       "totalNonCurrentLiabilities                   178164900000      222655200000   \n",
       "otherLiabilities                                     0.00              0.00   \n",
       "totalLiabilities                             526450900000      462427300000   \n",
       "commonStock                                  259303800000      259303800000   \n",
       "retainedEarnings                            1041810700000      866629600000   \n",
       "accumulatedOtherComprehensiveIncomeLoss -1775473100000.00 -1563707200000.00   \n",
       "othertotalStockholdersEquity                1833409300000     1631781500000   \n",
       "totalStockholdersEquity                     1359050700000     1194007700000   \n",
       "totalLiabilitiesAndStockholdersEquity       1885501600000     1656435000000   \n",
       "totalInvestments                             140945900000       62650100000   \n",
       "totalDebt                                    211073600000      231471600000   \n",
       "netDebt                                     -330180200000     -331217300000   \n",
       "link                                                                          \n",
       "finalLink                                                                     \n",
       "\n",
       "date                                           2014-12-31        2013-12-31  \\\n",
       "symbol                                                TSM               TSM   \n",
       "reportedCurrency                                      TWD               TWD   \n",
       "fillingDate                                    2014-12-31        2013-12-31   \n",
       "acceptedDate                                   2014-12-31        2013-12-31   \n",
       "period                                                 FY                FY   \n",
       "cashAndCashEquivalents                       358449000000      242695400000   \n",
       "shortTermInvestments                          81952000000        3149000000   \n",
       "cashAndShortTermInvestments                  440401000000      245844400000   \n",
       "netReceivables                               115226300000       72163200000   \n",
       "inventory                                     66338000000       37494900000   \n",
       "otherCurrentAssets                             4600300000        2984200000   \n",
       "totalCurrentAssets                           626565600000      358486700000   \n",
       "propertyPlantEquipmentNet                    818198800000      792665900000   \n",
       "goodwill                                       5888800000        5627500000   \n",
       "intangibleAssets                               7642700000        5862900000   \n",
       "goodwillAndIntangibleAssets                   13531500000       11490400000   \n",
       "longTermInvestments                           29860200000       89024100000   \n",
       "taxAssets                                      5138800000        7145000000   \n",
       "otherNonCurrentAssets                          1558100000        3988600000   \n",
       "totalNonCurrentAssets                        868287400000      904314000000   \n",
       "otherAssets                                          0.00              0.00   \n",
       "totalAssets                                 1494853000000     1262800700000   \n",
       "accountPayables                               48859300000      104480500000   \n",
       "shortTermDebt                                 36158500000       15645000000   \n",
       "taxPayables                                   52388100000       36759400000   \n",
       "deferredRevenue                                      0.00              0.00   \n",
       "otherCurrentLiabilities                      139767400000       83848500000   \n",
       "totalCurrentLiabilities                      224785200000      203974000000   \n",
       "longTermDebt                                 213713800000      210807600000   \n",
       "deferredRevenueNonCurrent                  25538500000.00      151700000.00   \n",
       "deferredTaxLiabilitiesNonCurrent             199700000.00              0.00   \n",
       "otherNonCurrentLiabilities                     8255100000       13754400000   \n",
       "totalNonCurrentLiabilities                   247707100000      224713700000   \n",
       "otherLiabilities                                     0.00              0.00   \n",
       "totalLiabilities                             472492300000      428687700000   \n",
       "commonStock                                  259296600000      259286200000   \n",
       "retainedEarnings                             681224200000      504531200000   \n",
       "accumulatedOtherComprehensiveIncomeLoss -1347308800000.00 -1149463800000.00   \n",
       "othertotalStockholdersEquity                1429021500000     1219492700000   \n",
       "totalStockholdersEquity                     1022233500000      833846300000   \n",
       "totalLiabilitiesAndStockholdersEquity       1494725800000     1262534000000   \n",
       "totalInvestments                             111812200000       92173100000   \n",
       "totalDebt                                    249872300000      226452600000   \n",
       "netDebt                                     -108576700000      -16242800000   \n",
       "link                                                                          \n",
       "finalLink                                                                     \n",
       "\n",
       "date                                        2012-12-31     2011-12-31  \n",
       "symbol                                             TSM            TSM  \n",
       "reportedCurrency                                   TWD            TWD  \n",
       "fillingDate                                 2012-12-31     2011-12-31  \n",
       "acceptedDate                                2012-12-31     2011-12-31  \n",
       "period                                              FY             FY  \n",
       "cashAndCashEquivalents                    143410600000   143472300000  \n",
       "shortTermInvestments                        7980900000     7767000000  \n",
       "cashAndShortTermInvestments               151391500000   151239300000  \n",
       "netReceivables                             52279000000    41070000000  \n",
       "inventory                                  37830500000    24840600000  \n",
       "otherCurrentAssets                         10787600000     8110500000  \n",
       "totalCurrentAssets                        252288600000   225260400000  \n",
       "propertyPlantEquipmentNet                 617529500000   490374900000  \n",
       "goodwill                                    5523700000     5694000000  \n",
       "intangibleAssets                            5435900000     5167600000  \n",
       "goodwillAndIntangibleAssets                10959600000    10861600000  \n",
       "longTermInvestments                        65786300000    34458500000  \n",
       "taxAssets                                   4776000000     7436700000  \n",
       "otherNonCurrentAssets                       3694600000     5872800000  \n",
       "totalNonCurrentAssets                     702746000000   549004500000  \n",
       "otherAssets                                       0.00           0.00  \n",
       "totalAssets                               955034600000   774264900000  \n",
       "accountPayables                            59322200000    10530500000  \n",
       "shortTermDebt                              34843000000    30489000000  \n",
       "taxPayables                                15635600000    10656100000  \n",
       "deferredRevenue                                   0.00           0.00  \n",
       "otherCurrentLiabilities                    48270700000    75987200000  \n",
       "totalCurrentLiabilities                   142435900000   117006700000  \n",
       "longTermDebt                               81359400000    19587500000  \n",
       "deferredRevenueNonCurrent                 203900000.00           0.00  \n",
       "deferredTaxLiabilitiesNonCurrent                  0.00           0.00  \n",
       "otherNonCurrentLiabilities                  5281700000     5627200000  \n",
       "totalNonCurrentLiabilities                 86845000000    25214700000  \n",
       "otherLiabilities                                  0.00           0.00  \n",
       "totalLiabilities                          229280900000   142221400000  \n",
       "commonStock                               259244400000   259162200000  \n",
       "retainedEarnings                          410601300000   322191200000  \n",
       "accumulatedOtherComprehensiveIncomeLoss -2785800000.00 -7606300000.00  \n",
       "othertotalStockholdersEquity             1053636500000   924492300000  \n",
       "totalStockholdersEquity                   723197700000   629593500000  \n",
       "totalLiabilitiesAndStockholdersEquity     952478600000   771814900000  \n",
       "totalInvestments                           73767200000    42225500000  \n",
       "totalDebt                                 116202400000    50076500000  \n",
       "netDebt                                   -27208200000   -93395800000  \n",
       "link                                                                   \n",
       "finalLink                                                              "
      ]
     },
     "metadata": {},
     "execution_count": 44
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Cash-Flow Statement"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "source": [
    "# Pull 10-year cash-flow history\n",
    "url = f'https://financialmodelingprep.com/api/v3/cash-flow-statement/{ticker}?limit=10&apikey={FMP_API_KEY}'\n",
    "cash = requests.get(url).json()\n",
    "cash = pd.DataFrame(cash)\n",
    "cash['date'] = pd.to_datetime(cash['date'])\n",
    "cash = cash.set_index('date')\n",
    "cash.T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2020-12-31</th>\n",
       "      <th>2019-12-31</th>\n",
       "      <th>2018-12-31</th>\n",
       "      <th>2017-12-31</th>\n",
       "      <th>2016-12-31</th>\n",
       "      <th>2015-12-31</th>\n",
       "      <th>2014-12-31</th>\n",
       "      <th>2013-12-31</th>\n",
       "      <th>2012-12-31</th>\n",
       "      <th>2011-12-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reportedCurrency</th>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fillingDate</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>2013-12-31</td>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>2011-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acceptedDate</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>2013-12-31</td>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>2011-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>period</th>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncome</th>\n",
       "      <td>517885387000</td>\n",
       "      <td>353948000000</td>\n",
       "      <td>363052700000</td>\n",
       "      <td>344998300000</td>\n",
       "      <td>331713700000</td>\n",
       "      <td>302850900000</td>\n",
       "      <td>254301400000</td>\n",
       "      <td>183977600000</td>\n",
       "      <td>166158800000</td>\n",
       "      <td>134201300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depreciationAndAmortization</th>\n",
       "      <td>331724600000</td>\n",
       "      <td>286884200000</td>\n",
       "      <td>292546300000</td>\n",
       "      <td>260142700000</td>\n",
       "      <td>223828400000</td>\n",
       "      <td>222505600000</td>\n",
       "      <td>200251500000</td>\n",
       "      <td>156181800000</td>\n",
       "      <td>131349300000</td>\n",
       "      <td>107681500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deferredIncomeTax</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>573200000.00</td>\n",
       "      <td>-491100000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stockBasedCompensation</th>\n",
       "      <td>6600000.00</td>\n",
       "      <td>2800000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5300000.00</td>\n",
       "      <td>6200000.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>changeInWorkingCapital</th>\n",
       "      <td>-28336500000</td>\n",
       "      <td>10822100000</td>\n",
       "      <td>-61664800000</td>\n",
       "      <td>9978600000</td>\n",
       "      <td>-15059900000</td>\n",
       "      <td>23225000000</td>\n",
       "      <td>-49649900000</td>\n",
       "      <td>-6358800000</td>\n",
       "      <td>-13052400000</td>\n",
       "      <td>3925900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accountsReceivables</th>\n",
       "      <td>-8082700000</td>\n",
       "      <td>-18119600000</td>\n",
       "      <td>-13271300000</td>\n",
       "      <td>1061800000</td>\n",
       "      <td>-49342700000</td>\n",
       "      <td>26630100000</td>\n",
       "      <td>-43090100000</td>\n",
       "      <td>-14131100000</td>\n",
       "      <td>-10971300000</td>\n",
       "      <td>1136300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventory</th>\n",
       "      <td>-54372200000</td>\n",
       "      <td>20249800000</td>\n",
       "      <td>-29370000000</td>\n",
       "      <td>-25229100000</td>\n",
       "      <td>18370100000</td>\n",
       "      <td>-655200000</td>\n",
       "      <td>-28871600000</td>\n",
       "      <td>122500000</td>\n",
       "      <td>-12989900000</td>\n",
       "      <td>2611300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accountsPayables</th>\n",
       "      <td>404600000</td>\n",
       "      <td>5860100000</td>\n",
       "      <td>4540600000</td>\n",
       "      <td>2572100000</td>\n",
       "      <td>7295400000</td>\n",
       "      <td>-2693400000</td>\n",
       "      <td>6634200000</td>\n",
       "      <td>346400000</td>\n",
       "      <td>1395900000</td>\n",
       "      <td>-1968800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherWorkingCapital</th>\n",
       "      <td>11246900000</td>\n",
       "      <td>-547200000</td>\n",
       "      <td>654100000</td>\n",
       "      <td>-4764300000</td>\n",
       "      <td>9563400000</td>\n",
       "      <td>2530000000</td>\n",
       "      <td>8211300000</td>\n",
       "      <td>2517900000</td>\n",
       "      <td>2172000000</td>\n",
       "      <td>270100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherNonCashItems</th>\n",
       "      <td>-6939700000.00</td>\n",
       "      <td>-12940600000.00</td>\n",
       "      <td>-11643200000.00</td>\n",
       "      <td>-6134400000.00</td>\n",
       "      <td>-3011400000.00</td>\n",
       "      <td>-1369000000.00</td>\n",
       "      <td>505600000.00</td>\n",
       "      <td>810800000.00</td>\n",
       "      <td>4900000.00</td>\n",
       "      <td>252000000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCashProvidedByOperatingActivities</th>\n",
       "      <td>822666200000</td>\n",
       "      <td>615138700000</td>\n",
       "      <td>573954300000</td>\n",
       "      <td>585318200000</td>\n",
       "      <td>539834600000</td>\n",
       "      <td>529879400000</td>\n",
       "      <td>421523700000</td>\n",
       "      <td>347383500000</td>\n",
       "      <td>289063800000</td>\n",
       "      <td>247587000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>investmentsInPropertyPlantAndEquipment</th>\n",
       "      <td>-507238700000</td>\n",
       "      <td>-460422200000</td>\n",
       "      <td>-315581900000</td>\n",
       "      <td>-331407900000</td>\n",
       "      <td>-328850600000</td>\n",
       "      <td>-257516800000</td>\n",
       "      <td>-288540000000</td>\n",
       "      <td>-287594800000</td>\n",
       "      <td>-246137400000</td>\n",
       "      <td>-213962500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acquisitionsNet</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-4100000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>549400000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-979900000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>purchasesOfInvestments</th>\n",
       "      <td>-267249100000</td>\n",
       "      <td>-257996800000</td>\n",
       "      <td>-99017400000</td>\n",
       "      <td>-103788100000</td>\n",
       "      <td>-117425800000</td>\n",
       "      <td>-44655700000</td>\n",
       "      <td>-6518300000</td>\n",
       "      <td>-1988400000</td>\n",
       "      <td>-31582400000</td>\n",
       "      <td>-35672700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>salesMaturitiesOfInvestments</th>\n",
       "      <td>267298200000</td>\n",
       "      <td>246776400000</td>\n",
       "      <td>89537300000</td>\n",
       "      <td>87534300000</td>\n",
       "      <td>40743600000</td>\n",
       "      <td>79836500000</td>\n",
       "      <td>7448800000</td>\n",
       "      <td>7632500000</td>\n",
       "      <td>4029500000</td>\n",
       "      <td>63916300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherInvestingActivites</th>\n",
       "      <td>1407900000</td>\n",
       "      <td>12841000000</td>\n",
       "      <td>10793100000</td>\n",
       "      <td>11500900000</td>\n",
       "      <td>10093100000</td>\n",
       "      <td>4540800000</td>\n",
       "      <td>5189000000</td>\n",
       "      <td>1876400000</td>\n",
       "      <td>494000000</td>\n",
       "      <td>3195500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCashUsedForInvestingActivites</th>\n",
       "      <td>-505781700000</td>\n",
       "      <td>-458801600000</td>\n",
       "      <td>-314268900000</td>\n",
       "      <td>-336164900000</td>\n",
       "      <td>-395439700000</td>\n",
       "      <td>-217245800000</td>\n",
       "      <td>-282420500000</td>\n",
       "      <td>-281054200000</td>\n",
       "      <td>-273196300000</td>\n",
       "      <td>-182523400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtRepayment</th>\n",
       "      <td>-73487300000</td>\n",
       "      <td>-37830600000</td>\n",
       "      <td>-58024900000</td>\n",
       "      <td>-38131400000</td>\n",
       "      <td>-23480100000</td>\n",
       "      <td>-29100000</td>\n",
       "      <td>-28400000</td>\n",
       "      <td>-19726500000</td>\n",
       "      <td>-4821300000</td>\n",
       "      <td>-1143000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commonStockIssued</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commonStockRepurchased</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-71600000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendsPaid</th>\n",
       "      <td>-259303800000</td>\n",
       "      <td>-259303800000</td>\n",
       "      <td>-207443000000</td>\n",
       "      <td>-181512700000</td>\n",
       "      <td>-155582300000</td>\n",
       "      <td>-116683500000</td>\n",
       "      <td>-77785900000</td>\n",
       "      <td>-77773300000</td>\n",
       "      <td>-77748700000</td>\n",
       "      <td>-77730200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherFinancingActivites</th>\n",
       "      <td>244176000000</td>\n",
       "      <td>27496200000</td>\n",
       "      <td>20343100000</td>\n",
       "      <td>3946500000</td>\n",
       "      <td>21262200000</td>\n",
       "      <td>-21400000</td>\n",
       "      <td>45486000000</td>\n",
       "      <td>129605700000</td>\n",
       "      <td>68759100000</td>\n",
       "      <td>11086800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCashUsedProvidedByFinancingActivities</th>\n",
       "      <td>-88615100000</td>\n",
       "      <td>-269638200000</td>\n",
       "      <td>-245124800000</td>\n",
       "      <td>-215697600000</td>\n",
       "      <td>-157800200000</td>\n",
       "      <td>-116734000000</td>\n",
       "      <td>-32328300000</td>\n",
       "      <td>32105900000</td>\n",
       "      <td>-13810900000</td>\n",
       "      <td>-67858000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>effectOfForexChangesOnCash</th>\n",
       "      <td>-23498100000</td>\n",
       "      <td>-9114200000</td>\n",
       "      <td>9862300000</td>\n",
       "      <td>-21317800000</td>\n",
       "      <td>-8029800000</td>\n",
       "      <td>8258800000</td>\n",
       "      <td>9060200000</td>\n",
       "      <td>849600000</td>\n",
       "      <td>-2118300000</td>\n",
       "      <td>-1620300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netChangeInCash</th>\n",
       "      <td>204771300000</td>\n",
       "      <td>-122415300000</td>\n",
       "      <td>24422900000</td>\n",
       "      <td>12137900000</td>\n",
       "      <td>-21435100000</td>\n",
       "      <td>204239900000</td>\n",
       "      <td>115753600000</td>\n",
       "      <td>99284800000</td>\n",
       "      <td>-61700000</td>\n",
       "      <td>-4414700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashAtEndOfPeriod</th>\n",
       "      <td>660170600000</td>\n",
       "      <td>455399300000</td>\n",
       "      <td>577814600000</td>\n",
       "      <td>553391700000</td>\n",
       "      <td>541253800000</td>\n",
       "      <td>562688900000</td>\n",
       "      <td>358449000000</td>\n",
       "      <td>242695400000</td>\n",
       "      <td>143410600000</td>\n",
       "      <td>143472300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashAtBeginningOfPeriod</th>\n",
       "      <td>455399300000</td>\n",
       "      <td>577814600000</td>\n",
       "      <td>553391700000</td>\n",
       "      <td>541253800000</td>\n",
       "      <td>562688900000</td>\n",
       "      <td>358449000000</td>\n",
       "      <td>242695400000</td>\n",
       "      <td>143410600000</td>\n",
       "      <td>143472300000</td>\n",
       "      <td>147887000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlow</th>\n",
       "      <td>822666200000</td>\n",
       "      <td>615138700000</td>\n",
       "      <td>573954300000</td>\n",
       "      <td>585318200000</td>\n",
       "      <td>539834600000</td>\n",
       "      <td>529879400000</td>\n",
       "      <td>421523700000</td>\n",
       "      <td>347383500000</td>\n",
       "      <td>289063800000</td>\n",
       "      <td>247587000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capitalExpenditure</th>\n",
       "      <td>-516781100000</td>\n",
       "      <td>-469752100000</td>\n",
       "      <td>-322682200000</td>\n",
       "      <td>-335888500000</td>\n",
       "      <td>-333093700000</td>\n",
       "      <td>-261800700000</td>\n",
       "      <td>-292399500000</td>\n",
       "      <td>-290345200000</td>\n",
       "      <td>-246137400000</td>\n",
       "      <td>-213962500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlow</th>\n",
       "      <td>305885100000</td>\n",
       "      <td>145386600000</td>\n",
       "      <td>251272100000</td>\n",
       "      <td>249429700000</td>\n",
       "      <td>206740900000</td>\n",
       "      <td>268078700000</td>\n",
       "      <td>129124200000</td>\n",
       "      <td>57038300000</td>\n",
       "      <td>42926400000</td>\n",
       "      <td>33624500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>link</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>finalLink</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                                         2020-12-31      2019-12-31  \\\n",
       "symbol                                              TSM             TSM   \n",
       "reportedCurrency                                    TWD             TWD   \n",
       "fillingDate                                  2020-12-31      2019-12-31   \n",
       "acceptedDate                                 2020-12-31      2019-12-31   \n",
       "period                                               FY              FY   \n",
       "netIncome                                  517885387000    353948000000   \n",
       "depreciationAndAmortization                331724600000    286884200000   \n",
       "deferredIncomeTax                                  0.00            0.00   \n",
       "stockBasedCompensation                       6600000.00      2800000.00   \n",
       "changeInWorkingCapital                     -28336500000     10822100000   \n",
       "accountsReceivables                         -8082700000    -18119600000   \n",
       "inventory                                  -54372200000     20249800000   \n",
       "accountsPayables                              404600000      5860100000   \n",
       "otherWorkingCapital                         11246900000      -547200000   \n",
       "otherNonCashItems                        -6939700000.00 -12940600000.00   \n",
       "netCashProvidedByOperatingActivities       822666200000    615138700000   \n",
       "investmentsInPropertyPlantAndEquipment    -507238700000   -460422200000   \n",
       "acquisitionsNet                                    0.00            0.00   \n",
       "purchasesOfInvestments                    -267249100000   -257996800000   \n",
       "salesMaturitiesOfInvestments               267298200000    246776400000   \n",
       "otherInvestingActivites                      1407900000     12841000000   \n",
       "netCashUsedForInvestingActivites          -505781700000   -458801600000   \n",
       "debtRepayment                              -73487300000    -37830600000   \n",
       "commonStockIssued                                  0.00            0.00   \n",
       "commonStockRepurchased                             0.00            0.00   \n",
       "dividendsPaid                             -259303800000   -259303800000   \n",
       "otherFinancingActivites                    244176000000     27496200000   \n",
       "netCashUsedProvidedByFinancingActivities   -88615100000   -269638200000   \n",
       "effectOfForexChangesOnCash                 -23498100000     -9114200000   \n",
       "netChangeInCash                            204771300000   -122415300000   \n",
       "cashAtEndOfPeriod                          660170600000    455399300000   \n",
       "cashAtBeginningOfPeriod                    455399300000    577814600000   \n",
       "operatingCashFlow                          822666200000    615138700000   \n",
       "capitalExpenditure                        -516781100000   -469752100000   \n",
       "freeCashFlow                               305885100000    145386600000   \n",
       "link                                                                      \n",
       "finalLink                                                                 \n",
       "\n",
       "date                                          2018-12-31     2017-12-31  \\\n",
       "symbol                                               TSM            TSM   \n",
       "reportedCurrency                                     TWD            TWD   \n",
       "fillingDate                                   2018-12-31     2017-12-31   \n",
       "acceptedDate                                  2018-12-31     2017-12-31   \n",
       "period                                                FY             FY   \n",
       "netIncome                                   363052700000   344998300000   \n",
       "depreciationAndAmortization                 292546300000   260142700000   \n",
       "deferredIncomeTax                                   0.00           0.00   \n",
       "stockBasedCompensation                              0.00           0.00   \n",
       "changeInWorkingCapital                      -61664800000     9978600000   \n",
       "accountsReceivables                         -13271300000     1061800000   \n",
       "inventory                                   -29370000000   -25229100000   \n",
       "accountsPayables                              4540600000     2572100000   \n",
       "otherWorkingCapital                            654100000    -4764300000   \n",
       "otherNonCashItems                        -11643200000.00 -6134400000.00   \n",
       "netCashProvidedByOperatingActivities        573954300000   585318200000   \n",
       "investmentsInPropertyPlantAndEquipment     -315581900000  -331407900000   \n",
       "acquisitionsNet                                     0.00    -4100000.00   \n",
       "purchasesOfInvestments                      -99017400000  -103788100000   \n",
       "salesMaturitiesOfInvestments                 89537300000    87534300000   \n",
       "otherInvestingActivites                      10793100000    11500900000   \n",
       "netCashUsedForInvestingActivites           -314268900000  -336164900000   \n",
       "debtRepayment                               -58024900000   -38131400000   \n",
       "commonStockIssued                                   0.00           0.00   \n",
       "commonStockRepurchased                              0.00           0.00   \n",
       "dividendsPaid                              -207443000000  -181512700000   \n",
       "otherFinancingActivites                      20343100000     3946500000   \n",
       "netCashUsedProvidedByFinancingActivities   -245124800000  -215697600000   \n",
       "effectOfForexChangesOnCash                    9862300000   -21317800000   \n",
       "netChangeInCash                              24422900000    12137900000   \n",
       "cashAtEndOfPeriod                           577814600000   553391700000   \n",
       "cashAtBeginningOfPeriod                     553391700000   541253800000   \n",
       "operatingCashFlow                           573954300000   585318200000   \n",
       "capitalExpenditure                         -322682200000  -335888500000   \n",
       "freeCashFlow                                251272100000   249429700000   \n",
       "link                                                                      \n",
       "finalLink                                                                 \n",
       "\n",
       "date                                         2016-12-31     2015-12-31  \\\n",
       "symbol                                              TSM            TSM   \n",
       "reportedCurrency                                    TWD            TWD   \n",
       "fillingDate                                  2016-12-31     2015-12-31   \n",
       "acceptedDate                                 2016-12-31     2015-12-31   \n",
       "period                                               FY             FY   \n",
       "netIncome                                  331713700000   302850900000   \n",
       "depreciationAndAmortization                223828400000   222505600000   \n",
       "deferredIncomeTax                                  0.00           0.00   \n",
       "stockBasedCompensation                             0.00           0.00   \n",
       "changeInWorkingCapital                     -15059900000    23225000000   \n",
       "accountsReceivables                        -49342700000    26630100000   \n",
       "inventory                                   18370100000     -655200000   \n",
       "accountsPayables                             7295400000    -2693400000   \n",
       "otherWorkingCapital                          9563400000     2530000000   \n",
       "otherNonCashItems                        -3011400000.00 -1369000000.00   \n",
       "netCashProvidedByOperatingActivities       539834600000   529879400000   \n",
       "investmentsInPropertyPlantAndEquipment    -328850600000  -257516800000   \n",
       "acquisitionsNet                                    0.00   549400000.00   \n",
       "purchasesOfInvestments                    -117425800000   -44655700000   \n",
       "salesMaturitiesOfInvestments                40743600000    79836500000   \n",
       "otherInvestingActivites                     10093100000     4540800000   \n",
       "netCashUsedForInvestingActivites          -395439700000  -217245800000   \n",
       "debtRepayment                              -23480100000      -29100000   \n",
       "commonStockIssued                                  0.00           0.00   \n",
       "commonStockRepurchased                             0.00           0.00   \n",
       "dividendsPaid                             -155582300000  -116683500000   \n",
       "otherFinancingActivites                     21262200000      -21400000   \n",
       "netCashUsedProvidedByFinancingActivities  -157800200000  -116734000000   \n",
       "effectOfForexChangesOnCash                  -8029800000     8258800000   \n",
       "netChangeInCash                            -21435100000   204239900000   \n",
       "cashAtEndOfPeriod                          541253800000   562688900000   \n",
       "cashAtBeginningOfPeriod                    562688900000   358449000000   \n",
       "operatingCashFlow                          539834600000   529879400000   \n",
       "capitalExpenditure                        -333093700000  -261800700000   \n",
       "freeCashFlow                               206740900000   268078700000   \n",
       "link                                                                     \n",
       "finalLink                                                                \n",
       "\n",
       "date                                         2014-12-31     2013-12-31  \\\n",
       "symbol                                              TSM            TSM   \n",
       "reportedCurrency                                    TWD            TWD   \n",
       "fillingDate                                  2014-12-31     2013-12-31   \n",
       "acceptedDate                                 2014-12-31     2013-12-31   \n",
       "period                                               FY             FY   \n",
       "netIncome                                  254301400000   183977600000   \n",
       "depreciationAndAmortization                200251500000   156181800000   \n",
       "deferredIncomeTax                                  0.00           0.00   \n",
       "stockBasedCompensation                             0.00     5300000.00   \n",
       "changeInWorkingCapital                     -49649900000    -6358800000   \n",
       "accountsReceivables                        -43090100000   -14131100000   \n",
       "inventory                                  -28871600000      122500000   \n",
       "accountsPayables                             6634200000      346400000   \n",
       "otherWorkingCapital                          8211300000     2517900000   \n",
       "otherNonCashItems                          505600000.00   810800000.00   \n",
       "netCashProvidedByOperatingActivities       421523700000   347383500000   \n",
       "investmentsInPropertyPlantAndEquipment    -288540000000  -287594800000   \n",
       "acquisitionsNet                                    0.00  -979900000.00   \n",
       "purchasesOfInvestments                      -6518300000    -1988400000   \n",
       "salesMaturitiesOfInvestments                 7448800000     7632500000   \n",
       "otherInvestingActivites                      5189000000     1876400000   \n",
       "netCashUsedForInvestingActivites          -282420500000  -281054200000   \n",
       "debtRepayment                                 -28400000   -19726500000   \n",
       "commonStockIssued                                  0.00           0.00   \n",
       "commonStockRepurchased                             0.00           0.00   \n",
       "dividendsPaid                              -77785900000   -77773300000   \n",
       "otherFinancingActivites                     45486000000   129605700000   \n",
       "netCashUsedProvidedByFinancingActivities   -32328300000    32105900000   \n",
       "effectOfForexChangesOnCash                   9060200000      849600000   \n",
       "netChangeInCash                            115753600000    99284800000   \n",
       "cashAtEndOfPeriod                          358449000000   242695400000   \n",
       "cashAtBeginningOfPeriod                    242695400000   143410600000   \n",
       "operatingCashFlow                          421523700000   347383500000   \n",
       "capitalExpenditure                        -292399500000  -290345200000   \n",
       "freeCashFlow                               129124200000    57038300000   \n",
       "link                                                                     \n",
       "finalLink                                                                \n",
       "\n",
       "date                                         2012-12-31     2011-12-31  \n",
       "symbol                                              TSM            TSM  \n",
       "reportedCurrency                                    TWD            TWD  \n",
       "fillingDate                                  2012-12-31     2011-12-31  \n",
       "acceptedDate                                 2012-12-31     2011-12-31  \n",
       "period                                               FY             FY  \n",
       "netIncome                                  166158800000   134201300000  \n",
       "depreciationAndAmortization                131349300000   107681500000  \n",
       "deferredIncomeTax                          573200000.00  -491100000.00  \n",
       "stockBasedCompensation                       6200000.00           0.00  \n",
       "changeInWorkingCapital                     -13052400000     3925900000  \n",
       "accountsReceivables                        -10971300000     1136300000  \n",
       "inventory                                  -12989900000     2611300000  \n",
       "accountsPayables                             1395900000    -1968800000  \n",
       "otherWorkingCapital                          2172000000      270100000  \n",
       "otherNonCashItems                            4900000.00   252000000.00  \n",
       "netCashProvidedByOperatingActivities       289063800000   247587000000  \n",
       "investmentsInPropertyPlantAndEquipment    -246137400000  -213962500000  \n",
       "acquisitionsNet                                    0.00           0.00  \n",
       "purchasesOfInvestments                     -31582400000   -35672700000  \n",
       "salesMaturitiesOfInvestments                 4029500000    63916300000  \n",
       "otherInvestingActivites                       494000000     3195500000  \n",
       "netCashUsedForInvestingActivites          -273196300000  -182523400000  \n",
       "debtRepayment                               -4821300000    -1143000000  \n",
       "commonStockIssued                                  0.00           0.00  \n",
       "commonStockRepurchased                             0.00   -71600000.00  \n",
       "dividendsPaid                              -77748700000   -77730200000  \n",
       "otherFinancingActivites                     68759100000    11086800000  \n",
       "netCashUsedProvidedByFinancingActivities   -13810900000   -67858000000  \n",
       "effectOfForexChangesOnCash                  -2118300000    -1620300000  \n",
       "netChangeInCash                               -61700000    -4414700000  \n",
       "cashAtEndOfPeriod                          143410600000   143472300000  \n",
       "cashAtBeginningOfPeriod                    143472300000   147887000000  \n",
       "operatingCashFlow                          289063800000   247587000000  \n",
       "capitalExpenditure                        -246137400000  -213962500000  \n",
       "freeCashFlow                                42926400000    33624500000  \n",
       "link                                                                    \n",
       "finalLink                                                               "
      ]
     },
     "metadata": {},
     "execution_count": 45
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Growth YOY - 10 years (or available history)"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "source": [
    "url = f'https://financialmodelingprep.com/api/v3/financial-growth/{ticker}?apikey={FMP_API_KEY}&limit=10'\n",
    "growth = requests.get(url).json()\n",
    "growth = pd.DataFrame(growth)\n",
    "growth['date'] = pd.to_datetime(growth['date'])\n",
    "growth = growth.set_index('date')\n",
    "growth.T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2020-12-31</th>\n",
       "      <th>2019-12-31</th>\n",
       "      <th>2018-12-31</th>\n",
       "      <th>2017-12-31</th>\n",
       "      <th>2016-12-31</th>\n",
       "      <th>2015-12-31</th>\n",
       "      <th>2014-12-31</th>\n",
       "      <th>2013-12-31</th>\n",
       "      <th>2012-12-31</th>\n",
       "      <th>2011-12-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>period</th>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenueGrowth</th>\n",
       "      <td>0.25</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grossProfitGrowth</th>\n",
       "      <td>0.44</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.26</td>\n",
       "      <td>-0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebitgrowth</th>\n",
       "      <td>0.52</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.28</td>\n",
       "      <td>-0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingIncomeGrowth</th>\n",
       "      <td>0.52</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.28</td>\n",
       "      <td>-0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncomeGrowth</th>\n",
       "      <td>0.46</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.24</td>\n",
       "      <td>-0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>epsgrowth</th>\n",
       "      <td>0.50</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.24</td>\n",
       "      <td>-0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>epsdilutedGrowth</th>\n",
       "      <td>0.50</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.24</td>\n",
       "      <td>-0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weightedAverageSharesGrowth</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weightedAverageSharesDilutedGrowth</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendsperShareGrowth</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlowGrowth</th>\n",
       "      <td>0.34</td>\n",
       "      <td>0.07</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlowGrowth</th>\n",
       "      <td>1.10</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.21</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>1.08</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.28</td>\n",
       "      <td>-0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYRevenueGrowthPerShare</th>\n",
       "      <td>2.19</td>\n",
       "      <td>2.60</td>\n",
       "      <td>2.10</td>\n",
       "      <td>2.11</td>\n",
       "      <td>2.02</td>\n",
       "      <td>2.14</td>\n",
       "      <td>1.91</td>\n",
       "      <td>1.88</td>\n",
       "      <td>2.02</td>\n",
       "      <td>1.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYRevenueGrowthPerShare</th>\n",
       "      <td>0.59</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1.22</td>\n",
       "      <td>1.01</td>\n",
       "      <td>1.57</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYRevenueGrowthPerShare</th>\n",
       "      <td>0.37</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYOperatingCFGrowthPerShare</th>\n",
       "      <td>2.58</td>\n",
       "      <td>2.83</td>\n",
       "      <td>1.60</td>\n",
       "      <td>2.27</td>\n",
       "      <td>1.66</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYOperatingCFGrowthPerShare</th>\n",
       "      <td>0.55</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.65</td>\n",
       "      <td>1.02</td>\n",
       "      <td>1.18</td>\n",
       "      <td>1.31</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYOperatingCFGrowthPerShare</th>\n",
       "      <td>0.41</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYNetIncomeGrowthPerShare</th>\n",
       "      <td>2.20</td>\n",
       "      <td>2.95</td>\n",
       "      <td>2.64</td>\n",
       "      <td>2.24</td>\n",
       "      <td>1.64</td>\n",
       "      <td>2.21</td>\n",
       "      <td>1.71</td>\n",
       "      <td>2.81</td>\n",
       "      <td>6.44</td>\n",
       "      <td>6.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYNetIncomeGrowthPerShare</th>\n",
       "      <td>0.71</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.97</td>\n",
       "      <td>1.08</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.87</td>\n",
       "      <td>1.84</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYNetIncomeGrowthPerShare</th>\n",
       "      <td>0.50</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYShareholdersEquityGrowthPerShare</th>\n",
       "      <td>2.22</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2.49</td>\n",
       "      <td>2.15</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.66</td>\n",
       "      <td>1.52</td>\n",
       "      <td>1.48</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYShareholdersEquityGrowthPerShare</th>\n",
       "      <td>0.55</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.06</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.08</td>\n",
       "      <td>1.06</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYShareholdersEquityGrowthPerShare</th>\n",
       "      <td>0.24</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYDividendperShareGrowthPerShare</th>\n",
       "      <td>2.33</td>\n",
       "      <td>2.36</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1.41</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.49</td>\n",
       "      <td>5.29</td>\n",
       "      <td>171.10</td>\n",
       "      <td>164.38</td>\n",
       "      <td>1623.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYDividendperShareGrowthPerShare</th>\n",
       "      <td>1.22</td>\n",
       "      <td>2.33</td>\n",
       "      <td>1.67</td>\n",
       "      <td>1.33</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYDividendperShareGrowthPerShare</th>\n",
       "      <td>0.43</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.78</td>\n",
       "      <td>1.33</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receivablesGrowth</th>\n",
       "      <td>0.04</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.06</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.51</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.27</td>\n",
       "      <td>-0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventoryGrowth</th>\n",
       "      <td>0.66</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.52</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.77</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.52</td>\n",
       "      <td>-0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>assetGrowth</th>\n",
       "      <td>0.22</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bookValueperShareGrowth</th>\n",
       "      <td>0.15</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtGrowth</th>\n",
       "      <td>0.98</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.16</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rdexpenseGrowth</th>\n",
       "      <td>0.20</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sgaexpensesGrowth</th>\n",
       "      <td>0.31</td>\n",
       "      <td>0.07</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.15</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                                   2020-12-31 2019-12-31 2018-12-31  \\\n",
       "symbol                                        TSM        TSM        TSM   \n",
       "period                                         FY         FY         FY   \n",
       "revenueGrowth                                0.25       0.04       0.06   \n",
       "grossProfitGrowth                            0.44      -0.01       0.01   \n",
       "ebitgrowth                                   0.52      -0.03      -0.00   \n",
       "operatingIncomeGrowth                        0.52      -0.03      -0.00   \n",
       "netIncomeGrowth                              0.46      -0.03       0.05   \n",
       "epsgrowth                                    0.50      -0.02       0.02   \n",
       "epsdilutedGrowth                             0.50      -0.02       0.02   \n",
       "weightedAverageSharesGrowth                  0.00       0.00       0.00   \n",
       "weightedAverageSharesDilutedGrowth           0.00       0.00       0.00   \n",
       "dividendsperShareGrowth                      0.00       0.25       0.14   \n",
       "operatingCashFlowGrowth                      0.34       0.07      -0.02   \n",
       "freeCashFlowGrowth                           1.10      -0.42       0.01   \n",
       "tenYRevenueGrowthPerShare                    2.19       2.60       2.10   \n",
       "fiveYRevenueGrowthPerShare                   0.59       0.40       0.73   \n",
       "threeYRevenueGrowthPerShare                  0.37       0.13       0.22   \n",
       "tenYOperatingCFGrowthPerShare                2.58       2.83       1.60   \n",
       "fiveYOperatingCFGrowthPerShare               0.55       0.46       0.65   \n",
       "threeYOperatingCFGrowthPerShare              0.41       0.14       0.08   \n",
       "tenYNetIncomeGrowthPerShare                  2.20       2.95       2.64   \n",
       "fiveYNetIncomeGrowthPerShare                 0.71       0.39       0.97   \n",
       "threeYNetIncomeGrowthPerShare                0.50       0.07       0.20   \n",
       "tenYShareholdersEquityGrowthPerShare         2.22       2.25       2.49   \n",
       "fiveYShareholdersEquityGrowthPerShare        0.55       0.58       0.99   \n",
       "threeYShareholdersEquityGrowthPerShare       0.24       0.19       0.39   \n",
       "tenYDividendperShareGrowthPerShare           2.33       2.36       1.71   \n",
       "fiveYDividendperShareGrowthPerShare          1.22       2.33       1.67   \n",
       "threeYDividendperShareGrowthPerShare         0.43       0.67       0.78   \n",
       "receivablesGrowth                            0.04       0.08       0.06   \n",
       "inventoryGrowth                              0.66      -0.20       0.40   \n",
       "assetGrowth                                  0.22       0.08       0.05   \n",
       "bookValueperShareGrowth                      0.15      -0.03       0.11   \n",
       "debtGrowth                                   0.98      -0.03       0.16   \n",
       "rdexpenseGrowth                              0.20       0.06       0.06   \n",
       "sgaexpensesGrowth                            0.31       0.07      -0.04   \n",
       "\n",
       "date                                   2017-12-31 2016-12-31 2015-12-31  \\\n",
       "symbol                                        TSM        TSM        TSM   \n",
       "period                                         FY         FY         FY   \n",
       "revenueGrowth                                0.03       0.12       0.11   \n",
       "grossProfitGrowth                            0.04       0.16       0.09   \n",
       "ebitgrowth                                   0.02       0.17       0.08   \n",
       "operatingIncomeGrowth                        0.02       0.17       0.08   \n",
       "netIncomeGrowth                              0.04       0.10       0.19   \n",
       "epsgrowth                                    0.03       0.10       0.19   \n",
       "epsdilutedGrowth                             0.03       0.10       0.19   \n",
       "weightedAverageSharesGrowth                  0.00       0.00       0.00   \n",
       "weightedAverageSharesDilutedGrowth           0.00       0.00       0.00   \n",
       "dividendsperShareGrowth                      0.17       0.33       0.50   \n",
       "operatingCashFlowGrowth                      0.08       0.02       0.26   \n",
       "freeCashFlowGrowth                           0.21      -0.23       1.08   \n",
       "tenYRevenueGrowthPerShare                    2.11       2.02       2.14   \n",
       "fiveYRevenueGrowthPerShare                   0.93       1.22       1.01   \n",
       "threeYRevenueGrowthPerShare                  0.28       0.59       0.67   \n",
       "tenYOperatingCFGrowthPerShare                2.27       1.66       2.35   \n",
       "fiveYOperatingCFGrowthPerShare               1.02       1.18       1.31   \n",
       "threeYOperatingCFGrowthPerShare              0.39       0.55       0.83   \n",
       "tenYNetIncomeGrowthPerShare                  2.24       1.64       2.21   \n",
       "fiveYNetIncomeGrowthPerShare                 1.08       1.47       0.87   \n",
       "threeYNetIncomeGrowthPerShare                0.36       0.80       0.82   \n",
       "tenYShareholdersEquityGrowthPerShare         2.15       1.70       1.66   \n",
       "fiveYShareholdersEquityGrowthPerShare        1.06       1.16       1.08   \n",
       "threeYShareholdersEquityGrowthPerShare       0.46       0.63       0.65   \n",
       "tenYDividendperShareGrowthPerShare           1.41       1.54       1.49   \n",
       "fiveYDividendperShareGrowthPerShare          1.33       1.00       0.50   \n",
       "threeYDividendperShareGrowthPerShare         1.33       1.00       0.50   \n",
       "receivablesGrowth                           -0.05       0.51      -0.26   \n",
       "inventoryGrowth                              0.52      -0.27       0.01   \n",
       "assetGrowth                                  0.06       0.14       0.11   \n",
       "bookValueperShareGrowth                      0.10       0.14       0.17   \n",
       "debtGrowth                                  -0.26      -0.09      -0.07   \n",
       "rdexpenseGrowth                              0.13       0.09       0.15   \n",
       "sgaexpensesGrowth                            0.07       0.15      -0.09   \n",
       "\n",
       "date                                   2014-12-31 2013-12-31 2012-12-31  \\\n",
       "symbol                                        TSM        TSM        TSM   \n",
       "period                                         FY         FY         FY   \n",
       "revenueGrowth                                0.28       0.18       0.19   \n",
       "grossProfitGrowth                            0.34       0.16       0.26   \n",
       "ebitgrowth                                   0.41       0.16       0.28   \n",
       "operatingIncomeGrowth                        0.41       0.16       0.28   \n",
       "netIncomeGrowth                              0.38       0.11       0.24   \n",
       "epsgrowth                                    0.38       0.11       0.24   \n",
       "epsdilutedGrowth                             0.38       0.11       0.24   \n",
       "weightedAverageSharesGrowth                  0.00       0.00       0.00   \n",
       "weightedAverageSharesDilutedGrowth           0.00       0.00       0.00   \n",
       "dividendsperShareGrowth                      0.00       0.00      -0.00   \n",
       "operatingCashFlowGrowth                      0.21       0.20       0.17   \n",
       "freeCashFlowGrowth                           1.26       0.33       0.28   \n",
       "tenYRevenueGrowthPerShare                    1.91       1.88       2.02   \n",
       "fiveYRevenueGrowthPerShare                   1.57       0.79       0.61   \n",
       "threeYRevenueGrowthPerShare                  0.79       0.42       0.71   \n",
       "tenYOperatingCFGrowthPerShare                1.70       1.93       1.84   \n",
       "fiveYOperatingCFGrowthPerShare               1.63       0.57       0.61   \n",
       "threeYOperatingCFGrowthPerShare              0.70       0.51       0.80   \n",
       "tenYNetIncomeGrowthPerShare                  1.71       2.81       6.44   \n",
       "fiveYNetIncomeGrowthPerShare                 1.84       0.84       0.56   \n",
       "threeYNetIncomeGrowthPerShare                0.89       0.14       0.86   \n",
       "tenYShareholdersEquityGrowthPerShare         1.52       1.48       1.37   \n",
       "fiveYShareholdersEquityGrowthPerShare        1.06       0.75       0.52   \n",
       "threeYShareholdersEquityGrowthPerShare       0.62       0.45       0.46   \n",
       "tenYDividendperShareGrowthPerShare           5.29     171.10     164.38   \n",
       "fiveYDividendperShareGrowthPerShare          0.01       0.01       0.03   \n",
       "threeYDividendperShareGrowthPerShare         0.00      -0.00       0.01   \n",
       "receivablesGrowth                            0.60       0.38       0.27   \n",
       "inventoryGrowth                              0.77      -0.01       0.52   \n",
       "assetGrowth                                  0.18       0.32       0.23   \n",
       "bookValueperShareGrowth                      0.23       0.15       0.15   \n",
       "debtGrowth                                   0.10       0.95       1.32   \n",
       "rdexpenseGrowth                              0.19       0.19       0.19   \n",
       "sgaexpensesGrowth                            0.00       0.07       0.25   \n",
       "\n",
       "date                                   2011-12-31  \n",
       "symbol                                        TSM  \n",
       "period                                         FY  \n",
       "revenueGrowth                                0.02  \n",
       "grossProfitGrowth                           -0.06  \n",
       "ebitgrowth                                  -0.11  \n",
       "operatingIncomeGrowth                       -0.11  \n",
       "netIncomeGrowth                             -0.17  \n",
       "epsgrowth                                   -0.17  \n",
       "epsdilutedGrowth                            -0.17  \n",
       "weightedAverageSharesGrowth                  0.00  \n",
       "weightedAverageSharesDilutedGrowth           0.00  \n",
       "dividendsperShareGrowth                     -0.00  \n",
       "operatingCashFlowGrowth                      0.08  \n",
       "freeCashFlowGrowth                          -0.21  \n",
       "tenYRevenueGrowthPerShare                    1.82  \n",
       "fiveYRevenueGrowthPerShare                   0.36  \n",
       "threeYRevenueGrowthPerShare                  0.28  \n",
       "tenYOperatingCFGrowthPerShare                1.97  \n",
       "fiveYOperatingCFGrowthPerShare               0.22  \n",
       "threeYOperatingCFGrowthPerShare              0.12  \n",
       "tenYNetIncomeGrowthPerShare                  6.97  \n",
       "fiveYNetIncomeGrowthPerShare                 0.07  \n",
       "threeYNetIncomeGrowthPerShare                0.35  \n",
       "tenYShareholdersEquityGrowthPerShare         0.95  \n",
       "fiveYShareholdersEquityGrowthPerShare        0.25  \n",
       "threeYShareholdersEquityGrowthPerShare       0.32  \n",
       "tenYDividendperShareGrowthPerShare        1623.48  \n",
       "fiveYDividendperShareGrowthPerShare          0.27  \n",
       "threeYDividendperShareGrowthPerShare         0.01  \n",
       "receivablesGrowth                           -0.05  \n",
       "inventoryGrowth                             -0.13  \n",
       "assetGrowth                                  0.08  \n",
       "bookValueperShareGrowth                      0.10  \n",
       "debtGrowth                                   0.38  \n",
       "rdexpenseGrowth                              0.14  \n",
       "sgaexpensesGrowth                            0.11  "
      ]
     },
     "metadata": {},
     "execution_count": 46
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Growth Stats"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "source": [
    "growth.describe().T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>revenueGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grossProfitGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.16</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebitgrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.20</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingIncomeGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.20</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncomeGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.19</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>epsgrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.20</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>epsdilutedGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.20</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weightedAverageSharesGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weightedAverageSharesDilutedGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendsperShareGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.18</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlowGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.11</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlowGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.61</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.89</td>\n",
       "      <td>1.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYRevenueGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1.94</td>\n",
       "      <td>2.06</td>\n",
       "      <td>2.13</td>\n",
       "      <td>2.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYRevenueGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYRevenueGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYOperatingCFGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>2.07</td>\n",
       "      <td>0.42</td>\n",
       "      <td>1.60</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2.33</td>\n",
       "      <td>2.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYOperatingCFGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.63</td>\n",
       "      <td>1.14</td>\n",
       "      <td>1.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYOperatingCFGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYNetIncomeGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>3.18</td>\n",
       "      <td>1.91</td>\n",
       "      <td>1.64</td>\n",
       "      <td>2.20</td>\n",
       "      <td>2.44</td>\n",
       "      <td>2.92</td>\n",
       "      <td>6.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYNetIncomeGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.86</td>\n",
       "      <td>1.05</td>\n",
       "      <td>1.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYNetIncomeGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYShareholdersEquityGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>1.78</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.49</td>\n",
       "      <td>1.68</td>\n",
       "      <td>2.20</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYShareholdersEquityGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.87</td>\n",
       "      <td>1.06</td>\n",
       "      <td>1.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYShareholdersEquityGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenYDividendperShareGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>197.51</td>\n",
       "      <td>505.74</td>\n",
       "      <td>1.41</td>\n",
       "      <td>1.58</td>\n",
       "      <td>2.35</td>\n",
       "      <td>124.61</td>\n",
       "      <td>1623.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiveYDividendperShareGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.31</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threeYDividendperShareGrowthPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.47</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receivablesGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.27</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventoryGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.39</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>assetGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bookValueperShareGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.07</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.55</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rdexpenseGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sgaexpensesGrowth</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.12</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        count   mean    std   min   25%  50%  \\\n",
       "revenueGrowth                           10.00   0.13   0.09  0.02  0.04 0.11   \n",
       "grossProfitGrowth                       10.00   0.14   0.16 -0.06  0.02 0.12   \n",
       "ebitgrowth                              10.00   0.15   0.20 -0.11  0.00 0.12   \n",
       "operatingIncomeGrowth                   10.00   0.15   0.20 -0.11  0.00 0.12   \n",
       "netIncomeGrowth                         10.00   0.14   0.19 -0.17  0.04 0.10   \n",
       "epsgrowth                               10.00   0.14   0.20 -0.17  0.02 0.11   \n",
       "epsdilutedGrowth                        10.00   0.14   0.20 -0.17  0.02 0.11   \n",
       "weightedAverageSharesGrowth             10.00   0.00   0.00  0.00  0.00 0.00   \n",
       "weightedAverageSharesDilutedGrowth      10.00   0.00   0.00  0.00  0.00 0.00   \n",
       "dividendsperShareGrowth                 10.00   0.14   0.18 -0.00  0.00 0.07   \n",
       "operatingCashFlowGrowth                 10.00   0.14   0.11 -0.02  0.07 0.13   \n",
       "freeCashFlowGrowth                      10.00   0.34   0.61 -0.42 -0.16 0.24   \n",
       "tenYRevenueGrowthPerShare               10.00   2.08   0.22  1.82  1.94 2.06   \n",
       "fiveYRevenueGrowthPerShare              10.00   0.82   0.37  0.36  0.59 0.76   \n",
       "threeYRevenueGrowthPerShare             10.00   0.45   0.23  0.13  0.28 0.40   \n",
       "tenYOperatingCFGrowthPerShare           10.00   2.07   0.42  1.60  1.74 1.95   \n",
       "fiveYOperatingCFGrowthPerShare          10.00   0.82   0.44  0.22  0.56 0.63   \n",
       "threeYOperatingCFGrowthPerShare         10.00   0.45   0.28  0.08  0.20 0.46   \n",
       "tenYNetIncomeGrowthPerShare             10.00   3.18   1.91  1.64  2.20 2.44   \n",
       "fiveYNetIncomeGrowthPerShare            10.00   0.88   0.51  0.07  0.60 0.86   \n",
       "threeYNetIncomeGrowthPerShare           10.00   0.50   0.32  0.07  0.24 0.43   \n",
       "tenYShareholdersEquityGrowthPerShare    10.00   1.78   0.48  0.95  1.49 1.68   \n",
       "fiveYShareholdersEquityGrowthPerShare   10.00   0.80   0.31  0.25  0.56 0.87   \n",
       "threeYShareholdersEquityGrowthPerShare  10.00   0.44   0.16  0.19  0.34 0.45   \n",
       "tenYDividendperShareGrowthPerShare      10.00 197.51 505.74  1.41  1.58 2.35   \n",
       "fiveYDividendperShareGrowthPerShare     10.00   0.84   0.80  0.01  0.09 0.75   \n",
       "threeYDividendperShareGrowthPerShare    10.00   0.47   0.47 -0.00  0.01 0.46   \n",
       "receivablesGrowth                       10.00   0.16   0.27 -0.26 -0.02 0.07   \n",
       "inventoryGrowth                         10.00   0.23   0.39 -0.27 -0.10 0.20   \n",
       "assetGrowth                             10.00   0.15   0.09  0.05  0.08 0.12   \n",
       "bookValueperShareGrowth                 10.00   0.13   0.07 -0.03  0.10 0.14   \n",
       "debtGrowth                              10.00   0.34   0.55 -0.26 -0.06 0.13   \n",
       "rdexpenseGrowth                         10.00   0.14   0.05  0.06  0.10 0.15   \n",
       "sgaexpensesGrowth                       10.00   0.09   0.12 -0.09  0.02 0.07   \n",
       "\n",
       "                                          75%     max  \n",
       "revenueGrowth                            0.18    0.28  \n",
       "grossProfitGrowth                        0.23    0.44  \n",
       "ebitgrowth                               0.25    0.52  \n",
       "operatingIncomeGrowth                    0.25    0.52  \n",
       "netIncomeGrowth                          0.23    0.46  \n",
       "epsgrowth                                0.23    0.50  \n",
       "epsdilutedGrowth                         0.23    0.50  \n",
       "weightedAverageSharesGrowth              0.00    0.00  \n",
       "weightedAverageSharesDilutedGrowth       0.00    0.00  \n",
       "dividendsperShareGrowth                  0.23    0.50  \n",
       "operatingCashFlowGrowth                  0.21    0.34  \n",
       "freeCashFlowGrowth                       0.89    1.26  \n",
       "tenYRevenueGrowthPerShare                2.13    2.60  \n",
       "fiveYRevenueGrowthPerShare               0.99    1.57  \n",
       "threeYRevenueGrowthPerShare              0.65    0.79  \n",
       "tenYOperatingCFGrowthPerShare            2.33    2.83  \n",
       "fiveYOperatingCFGrowthPerShare           1.14    1.63  \n",
       "threeYOperatingCFGrowthPerShare          0.66    0.83  \n",
       "tenYNetIncomeGrowthPerShare              2.92    6.97  \n",
       "fiveYNetIncomeGrowthPerShare             1.05    1.84  \n",
       "threeYNetIncomeGrowthPerShare            0.82    0.89  \n",
       "tenYShareholdersEquityGrowthPerShare     2.20    2.49  \n",
       "fiveYShareholdersEquityGrowthPerShare    1.06    1.16  \n",
       "threeYShareholdersEquityGrowthPerShare   0.58    0.65  \n",
       "tenYDividendperShareGrowthPerShare     124.61 1623.48  \n",
       "fiveYDividendperShareGrowthPerShare      1.31    2.33  \n",
       "threeYDividendperShareGrowthPerShare     0.75    1.33  \n",
       "receivablesGrowth                        0.35    0.60  \n",
       "inventoryGrowth                          0.52    0.77  \n",
       "assetGrowth                              0.21    0.32  \n",
       "bookValueperShareGrowth                  0.15    0.23  \n",
       "debtGrowth                               0.81    1.32  \n",
       "rdexpenseGrowth                          0.19    0.20  \n",
       "sgaexpensesGrowth                        0.14    0.31  "
      ]
     },
     "metadata": {},
     "execution_count": 47
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Company Key Metrics - 10 Years (or available history)"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "source": [
    "url = f'https://financialmodelingprep.com/api/v3/key-metrics/{ticker}?apikey={FMP_API_KEY}&limit=10'\n",
    "key_metrics = requests.get(url).json()\n",
    "key_metrics = pd.DataFrame(key_metrics)\n",
    "key_metrics['date'] = pd.to_datetime(key_metrics['date'])\n",
    "key_metrics = key_metrics.set_index('date')\n",
    "key_metrics.T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2020-12-31</th>\n",
       "      <th>2019-12-31</th>\n",
       "      <th>2018-12-31</th>\n",
       "      <th>2017-12-31</th>\n",
       "      <th>2016-12-31</th>\n",
       "      <th>2015-12-31</th>\n",
       "      <th>2014-12-31</th>\n",
       "      <th>2013-12-31</th>\n",
       "      <th>2012-12-31</th>\n",
       "      <th>2011-12-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>period</th>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "      <td>FY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenuePerShare</th>\n",
       "      <td>258.24</td>\n",
       "      <td>206.32</td>\n",
       "      <td>198.87</td>\n",
       "      <td>188.47</td>\n",
       "      <td>182.78</td>\n",
       "      <td>162.65</td>\n",
       "      <td>147.10</td>\n",
       "      <td>115.13</td>\n",
       "      <td>97.65</td>\n",
       "      <td>82.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncomePerShare</th>\n",
       "      <td>99.86</td>\n",
       "      <td>68.25</td>\n",
       "      <td>70.01</td>\n",
       "      <td>66.52</td>\n",
       "      <td>63.96</td>\n",
       "      <td>58.40</td>\n",
       "      <td>49.04</td>\n",
       "      <td>35.48</td>\n",
       "      <td>32.05</td>\n",
       "      <td>25.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlowPerShare</th>\n",
       "      <td>158.63</td>\n",
       "      <td>118.61</td>\n",
       "      <td>110.67</td>\n",
       "      <td>112.86</td>\n",
       "      <td>104.09</td>\n",
       "      <td>102.17</td>\n",
       "      <td>81.28</td>\n",
       "      <td>66.99</td>\n",
       "      <td>55.76</td>\n",
       "      <td>47.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlowPerShare</th>\n",
       "      <td>58.98</td>\n",
       "      <td>28.03</td>\n",
       "      <td>48.45</td>\n",
       "      <td>48.10</td>\n",
       "      <td>39.86</td>\n",
       "      <td>51.69</td>\n",
       "      <td>24.90</td>\n",
       "      <td>11.00</td>\n",
       "      <td>8.28</td>\n",
       "      <td>6.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashPerShare</th>\n",
       "      <td>154.67</td>\n",
       "      <td>114.63</td>\n",
       "      <td>137.63</td>\n",
       "      <td>126.60</td>\n",
       "      <td>122.68</td>\n",
       "      <td>113.86</td>\n",
       "      <td>84.92</td>\n",
       "      <td>47.41</td>\n",
       "      <td>29.20</td>\n",
       "      <td>29.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bookValuePerShare</th>\n",
       "      <td>356.66</td>\n",
       "      <td>311.16</td>\n",
       "      <td>320.17</td>\n",
       "      <td>288.03</td>\n",
       "      <td>262.06</td>\n",
       "      <td>230.23</td>\n",
       "      <td>197.12</td>\n",
       "      <td>160.80</td>\n",
       "      <td>139.50</td>\n",
       "      <td>121.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tangibleBookValuePerShare</th>\n",
       "      <td>351.88</td>\n",
       "      <td>307.31</td>\n",
       "      <td>317.02</td>\n",
       "      <td>285.43</td>\n",
       "      <td>259.39</td>\n",
       "      <td>227.71</td>\n",
       "      <td>194.53</td>\n",
       "      <td>158.64</td>\n",
       "      <td>137.88</td>\n",
       "      <td>119.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shareholdersEquityPerShare</th>\n",
       "      <td>356.66</td>\n",
       "      <td>311.16</td>\n",
       "      <td>320.17</td>\n",
       "      <td>288.03</td>\n",
       "      <td>262.06</td>\n",
       "      <td>230.23</td>\n",
       "      <td>197.12</td>\n",
       "      <td>160.80</td>\n",
       "      <td>139.50</td>\n",
       "      <td>121.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interestDebtPerShare</th>\n",
       "      <td>67.36</td>\n",
       "      <td>34.45</td>\n",
       "      <td>35.40</td>\n",
       "      <td>30.64</td>\n",
       "      <td>41.34</td>\n",
       "      <td>45.25</td>\n",
       "      <td>48.81</td>\n",
       "      <td>44.18</td>\n",
       "      <td>22.61</td>\n",
       "      <td>9.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>marketCap</th>\n",
       "      <td>630211939961.77</td>\n",
       "      <td>289383035613.92</td>\n",
       "      <td>193855526066.08</td>\n",
       "      <td>232751096066.08</td>\n",
       "      <td>161753715626.08</td>\n",
       "      <td>115908387360.00</td>\n",
       "      <td>117770752780.15</td>\n",
       "      <td>88880417798.44</td>\n",
       "      <td>92277811415.85</td>\n",
       "      <td>72455756496.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>enterpriseValue</th>\n",
       "      <td>317272987961.77</td>\n",
       "      <td>9406035613.92</td>\n",
       "      <td>-203404373933.92</td>\n",
       "      <td>-165073803933.92</td>\n",
       "      <td>-168426484373.92</td>\n",
       "      <td>-215308912640.00</td>\n",
       "      <td>9194052780.15</td>\n",
       "      <td>72637617798.44</td>\n",
       "      <td>65069611415.85</td>\n",
       "      <td>-20940043504.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>peRatio</th>\n",
       "      <td>34.83</td>\n",
       "      <td>23.40</td>\n",
       "      <td>15.28</td>\n",
       "      <td>19.31</td>\n",
       "      <td>13.96</td>\n",
       "      <td>10.95</td>\n",
       "      <td>13.25</td>\n",
       "      <td>13.83</td>\n",
       "      <td>15.89</td>\n",
       "      <td>15.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceToSalesRatio</th>\n",
       "      <td>13.47</td>\n",
       "      <td>7.74</td>\n",
       "      <td>5.38</td>\n",
       "      <td>6.82</td>\n",
       "      <td>4.88</td>\n",
       "      <td>3.93</td>\n",
       "      <td>4.42</td>\n",
       "      <td>4.26</td>\n",
       "      <td>5.22</td>\n",
       "      <td>4.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pocfratio</th>\n",
       "      <td>21.92</td>\n",
       "      <td>13.46</td>\n",
       "      <td>9.67</td>\n",
       "      <td>11.38</td>\n",
       "      <td>8.58</td>\n",
       "      <td>6.26</td>\n",
       "      <td>8.00</td>\n",
       "      <td>7.32</td>\n",
       "      <td>9.14</td>\n",
       "      <td>8.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pfcfRatio</th>\n",
       "      <td>2.06</td>\n",
       "      <td>1.99</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.91</td>\n",
       "      <td>1.56</td>\n",
       "      <td>2.15</td>\n",
       "      <td>2.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pbRatio</th>\n",
       "      <td>9.75</td>\n",
       "      <td>5.13</td>\n",
       "      <td>3.34</td>\n",
       "      <td>4.46</td>\n",
       "      <td>3.41</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.30</td>\n",
       "      <td>3.05</td>\n",
       "      <td>3.65</td>\n",
       "      <td>3.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ptbRatio</th>\n",
       "      <td>9.75</td>\n",
       "      <td>5.13</td>\n",
       "      <td>3.34</td>\n",
       "      <td>4.46</td>\n",
       "      <td>3.41</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.30</td>\n",
       "      <td>3.05</td>\n",
       "      <td>3.65</td>\n",
       "      <td>3.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evToSales</th>\n",
       "      <td>0.24</td>\n",
       "      <td>0.01</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>enterpriseValueOverEBITDA</th>\n",
       "      <td>0.35</td>\n",
       "      <td>0.01</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.21</td>\n",
       "      <td>-0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evToOperatingCashFlow</th>\n",
       "      <td>0.39</td>\n",
       "      <td>0.02</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.23</td>\n",
       "      <td>-0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evToFreeCashFlow</th>\n",
       "      <td>1.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>-0.81</td>\n",
       "      <td>-0.66</td>\n",
       "      <td>-0.81</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>0.07</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1.52</td>\n",
       "      <td>-0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>earningsYield</th>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlowYield</th>\n",
       "      <td>0.49</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.07</td>\n",
       "      <td>1.28</td>\n",
       "      <td>2.31</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtToEquity</th>\n",
       "      <td>0.14</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtToAssets</th>\n",
       "      <td>0.33</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netDebtToEBITDA</th>\n",
       "      <td>-0.34</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>-0.36</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>currentRatio</th>\n",
       "      <td>1.77</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.22</td>\n",
       "      <td>2.35</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2.79</td>\n",
       "      <td>1.76</td>\n",
       "      <td>1.77</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interestCoverage</th>\n",
       "      <td>272.30</td>\n",
       "      <td>114.85</td>\n",
       "      <td>126.20</td>\n",
       "      <td>116.10</td>\n",
       "      <td>114.31</td>\n",
       "      <td>100.85</td>\n",
       "      <td>91.72</td>\n",
       "      <td>79.34</td>\n",
       "      <td>177.44</td>\n",
       "      <td>225.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incomeQuality</th>\n",
       "      <td>1.59</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.63</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.66</td>\n",
       "      <td>1.89</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendYield</th>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payoutRatio</th>\n",
       "      <td>0.50</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>salesGeneralAndAdministrativeToRevenue</th>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>researchAndDdevelopementToRevenue</th>\n",
       "      <td>0.08</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>intangiblesToTotalAssets</th>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capexToOperatingCashFlow</th>\n",
       "      <td>-0.63</td>\n",
       "      <td>-0.76</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>-0.62</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>-0.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capexToRevenue</th>\n",
       "      <td>-0.39</td>\n",
       "      <td>-0.44</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capexToDepreciation</th>\n",
       "      <td>-1.56</td>\n",
       "      <td>-1.64</td>\n",
       "      <td>-1.10</td>\n",
       "      <td>-1.29</td>\n",
       "      <td>-1.49</td>\n",
       "      <td>-1.18</td>\n",
       "      <td>-1.46</td>\n",
       "      <td>-1.86</td>\n",
       "      <td>-1.87</td>\n",
       "      <td>-1.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stockBasedCompensationToRevenue</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grahamNumber</th>\n",
       "      <td>895.19</td>\n",
       "      <td>691.25</td>\n",
       "      <td>710.15</td>\n",
       "      <td>656.60</td>\n",
       "      <td>614.12</td>\n",
       "      <td>550.01</td>\n",
       "      <td>466.36</td>\n",
       "      <td>358.28</td>\n",
       "      <td>317.18</td>\n",
       "      <td>266.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>roic</th>\n",
       "      <td>0.26</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>returnOnTangibleAssets</th>\n",
       "      <td>0.19</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grahamNetNet</th>\n",
       "      <td>13.56</td>\n",
       "      <td>17.45</td>\n",
       "      <td>83.57</td>\n",
       "      <td>55.55</td>\n",
       "      <td>44.58</td>\n",
       "      <td>43.55</td>\n",
       "      <td>16.87</td>\n",
       "      <td>-21.21</td>\n",
       "      <td>-3.81</td>\n",
       "      <td>10.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>workingCapital</th>\n",
       "      <td>475034260000</td>\n",
       "      <td>224250100000</td>\n",
       "      <td>594842600000</td>\n",
       "      <td>470312900000</td>\n",
       "      <td>469443100000</td>\n",
       "      <td>506971900000</td>\n",
       "      <td>401780400000</td>\n",
       "      <td>154512700000</td>\n",
       "      <td>109852700000</td>\n",
       "      <td>108253700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tangibleAssetValue</th>\n",
       "      <td>1824853820000</td>\n",
       "      <td>1593734300000</td>\n",
       "      <td>1644103000000</td>\n",
       "      <td>1480271300000</td>\n",
       "      <td>1345231000000</td>\n",
       "      <td>1180904200000</td>\n",
       "      <td>1008829200000</td>\n",
       "      <td>822622600000</td>\n",
       "      <td>714794100000</td>\n",
       "      <td>621181900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCurrentAssetValue</th>\n",
       "      <td>182095902000</td>\n",
       "      <td>172276200000</td>\n",
       "      <td>522753600000</td>\n",
       "      <td>359917600000</td>\n",
       "      <td>291278200000</td>\n",
       "      <td>284316700000</td>\n",
       "      <td>154073300000</td>\n",
       "      <td>-70201000000</td>\n",
       "      <td>23007700000</td>\n",
       "      <td>83039000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>investedCapital</th>\n",
       "      <td>0.19</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>averageReceivables</th>\n",
       "      <td>142955674000</td>\n",
       "      <td>139822300000</td>\n",
       "      <td>134542550000</td>\n",
       "      <td>131155350000</td>\n",
       "      <td>134636950000</td>\n",
       "      <td>112756350000</td>\n",
       "      <td>127524300000</td>\n",
       "      <td>105992750000</td>\n",
       "      <td>96050650000</td>\n",
       "      <td>90446150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>averagePayables</th>\n",
       "      <td>188187022500</td>\n",
       "      <td>179581800000</td>\n",
       "      <td>127848200000</td>\n",
       "      <td>131859200000</td>\n",
       "      <td>134399300000</td>\n",
       "      <td>112084650000</td>\n",
       "      <td>114220550000</td>\n",
       "      <td>142031150000</td>\n",
       "      <td>119452000000</td>\n",
       "      <td>95056150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>averageInventory</th>\n",
       "      <td>110167303500</td>\n",
       "      <td>82981200000</td>\n",
       "      <td>93106100000</td>\n",
       "      <td>78430950000</td>\n",
       "      <td>65831700000</td>\n",
       "      <td>75016750000</td>\n",
       "      <td>74659600000</td>\n",
       "      <td>60238050000</td>\n",
       "      <td>60405850000</td>\n",
       "      <td>53910900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daysSalesOutstanding</th>\n",
       "      <td>39.82</td>\n",
       "      <td>47.70</td>\n",
       "      <td>45.75</td>\n",
       "      <td>45.74</td>\n",
       "      <td>49.85</td>\n",
       "      <td>37.08</td>\n",
       "      <td>55.13</td>\n",
       "      <td>44.12</td>\n",
       "      <td>37.69</td>\n",
       "      <td>35.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daysPayablesOutstanding</th>\n",
       "      <td>114.36</td>\n",
       "      <td>113.54</td>\n",
       "      <td>52.08</td>\n",
       "      <td>63.63</td>\n",
       "      <td>68.83</td>\n",
       "      <td>37.58</td>\n",
       "      <td>46.31</td>\n",
       "      <td>120.82</td>\n",
       "      <td>82.45</td>\n",
       "      <td>16.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daysOfInventoryOnHand</th>\n",
       "      <td>79.82</td>\n",
       "      <td>52.47</td>\n",
       "      <td>70.63</td>\n",
       "      <td>55.88</td>\n",
       "      <td>37.56</td>\n",
       "      <td>56.51</td>\n",
       "      <td>62.87</td>\n",
       "      <td>43.36</td>\n",
       "      <td>52.58</td>\n",
       "      <td>38.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receivablesTurnover</th>\n",
       "      <td>9.17</td>\n",
       "      <td>7.65</td>\n",
       "      <td>7.98</td>\n",
       "      <td>7.98</td>\n",
       "      <td>7.32</td>\n",
       "      <td>9.84</td>\n",
       "      <td>6.62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>9.68</td>\n",
       "      <td>10.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payablesTurnover</th>\n",
       "      <td>3.19</td>\n",
       "      <td>3.21</td>\n",
       "      <td>7.01</td>\n",
       "      <td>5.74</td>\n",
       "      <td>5.30</td>\n",
       "      <td>9.71</td>\n",
       "      <td>7.88</td>\n",
       "      <td>3.02</td>\n",
       "      <td>4.43</td>\n",
       "      <td>22.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventoryTurnover</th>\n",
       "      <td>4.57</td>\n",
       "      <td>6.96</td>\n",
       "      <td>5.17</td>\n",
       "      <td>6.53</td>\n",
       "      <td>9.72</td>\n",
       "      <td>6.46</td>\n",
       "      <td>5.81</td>\n",
       "      <td>8.42</td>\n",
       "      <td>6.94</td>\n",
       "      <td>9.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>roe</th>\n",
       "      <td>0.28</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capexPerShare</th>\n",
       "      <td>-99.65</td>\n",
       "      <td>-90.58</td>\n",
       "      <td>-62.22</td>\n",
       "      <td>-64.77</td>\n",
       "      <td>-64.23</td>\n",
       "      <td>-50.48</td>\n",
       "      <td>-56.38</td>\n",
       "      <td>-55.99</td>\n",
       "      <td>-47.48</td>\n",
       "      <td>-41.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                                        2020-12-31      2019-12-31  \\\n",
       "symbol                                             TSM             TSM   \n",
       "period                                              FY              FY   \n",
       "revenuePerShare                                 258.24          206.32   \n",
       "netIncomePerShare                                99.86           68.25   \n",
       "operatingCashFlowPerShare                       158.63          118.61   \n",
       "freeCashFlowPerShare                             58.98           28.03   \n",
       "cashPerShare                                    154.67          114.63   \n",
       "bookValuePerShare                               356.66          311.16   \n",
       "tangibleBookValuePerShare                       351.88          307.31   \n",
       "shareholdersEquityPerShare                      356.66          311.16   \n",
       "interestDebtPerShare                             67.36           34.45   \n",
       "marketCap                              630211939961.77 289383035613.92   \n",
       "enterpriseValue                        317272987961.77   9406035613.92   \n",
       "peRatio                                          34.83           23.40   \n",
       "priceToSalesRatio                                13.47            7.74   \n",
       "pocfratio                                        21.92           13.46   \n",
       "pfcfRatio                                         2.06            1.99   \n",
       "pbRatio                                           9.75            5.13   \n",
       "ptbRatio                                          9.75            5.13   \n",
       "evToSales                                         0.24            0.01   \n",
       "enterpriseValueOverEBITDA                         0.35            0.01   \n",
       "evToOperatingCashFlow                             0.39            0.02   \n",
       "evToFreeCashFlow                                  1.04            0.06   \n",
       "earningsYield                                     0.03            0.04   \n",
       "freeCashFlowYield                                 0.49            0.50   \n",
       "debtToEquity                                      0.14            0.02   \n",
       "debtToAssets                                      0.33            0.29   \n",
       "netDebtToEBITDA                                  -0.34           -0.41   \n",
       "currentRatio                                      1.77            1.37   \n",
       "interestCoverage                                272.30          114.85   \n",
       "incomeQuality                                     1.59            1.74   \n",
       "dividendYield                                     0.01            0.03   \n",
       "payoutRatio                                       0.50            0.73   \n",
       "salesGeneralAndAdministrativeToRevenue            0.02            0.02   \n",
       "researchAndDdevelopementToRevenue                 0.08            0.09   \n",
       "intangiblesToTotalAssets                          0.01            0.01   \n",
       "capexToOperatingCashFlow                         -0.63           -0.76   \n",
       "capexToRevenue                                   -0.39           -0.44   \n",
       "capexToDepreciation                              -1.56           -1.64   \n",
       "stockBasedCompensationToRevenue                   0.00            0.00   \n",
       "grahamNumber                                    895.19          691.25   \n",
       "roic                                              0.26            0.22   \n",
       "returnOnTangibleAssets                            0.19            0.16   \n",
       "grahamNetNet                                     13.56           17.45   \n",
       "workingCapital                            475034260000    224250100000   \n",
       "tangibleAssetValue                       1824853820000   1593734300000   \n",
       "netCurrentAssetValue                      182095902000    172276200000   \n",
       "investedCapital                                   0.19            0.11   \n",
       "averageReceivables                        142955674000    139822300000   \n",
       "averagePayables                           188187022500    179581800000   \n",
       "averageInventory                          110167303500     82981200000   \n",
       "daysSalesOutstanding                             39.82           47.70   \n",
       "daysPayablesOutstanding                         114.36          113.54   \n",
       "daysOfInventoryOnHand                            79.82           52.47   \n",
       "receivablesTurnover                               9.17            7.65   \n",
       "payablesTurnover                                  3.19            3.21   \n",
       "inventoryTurnover                                 4.57            6.96   \n",
       "roe                                               0.28            0.22   \n",
       "capexPerShare                                   -99.65          -90.58   \n",
       "\n",
       "date                                         2018-12-31       2017-12-31  \\\n",
       "symbol                                              TSM              TSM   \n",
       "period                                               FY               FY   \n",
       "revenuePerShare                                  198.87           188.47   \n",
       "netIncomePerShare                                 70.01            66.52   \n",
       "operatingCashFlowPerShare                        110.67           112.86   \n",
       "freeCashFlowPerShare                              48.45            48.10   \n",
       "cashPerShare                                     137.63           126.60   \n",
       "bookValuePerShare                                320.17           288.03   \n",
       "tangibleBookValuePerShare                        317.02           285.43   \n",
       "shareholdersEquityPerShare                       320.17           288.03   \n",
       "interestDebtPerShare                              35.40            30.64   \n",
       "marketCap                               193855526066.08  232751096066.08   \n",
       "enterpriseValue                        -203404373933.92 -165073803933.92   \n",
       "peRatio                                           15.28            19.31   \n",
       "priceToSalesRatio                                  5.38             6.82   \n",
       "pocfratio                                          9.67            11.38   \n",
       "pfcfRatio                                          0.77             0.93   \n",
       "pbRatio                                            3.34             4.46   \n",
       "ptbRatio                                           3.34             4.46   \n",
       "evToSales                                         -0.20            -0.17   \n",
       "enterpriseValueOverEBITDA                         -0.29            -0.25   \n",
       "evToOperatingCashFlow                             -0.35            -0.28   \n",
       "evToFreeCashFlow                                  -0.81            -0.66   \n",
       "earningsYield                                      0.07             0.05   \n",
       "freeCashFlowYield                                  1.30             1.07   \n",
       "debtToEquity                                       0.03             0.06   \n",
       "debtToAssets                                       0.21             0.25   \n",
       "netDebtToEBITDA                                   -0.57            -0.60   \n",
       "currentRatio                                       2.67             2.22   \n",
       "interestCoverage                                 126.20           116.10   \n",
       "incomeQuality                                      1.58             1.70   \n",
       "dividendYield                                      0.04             0.03   \n",
       "payoutRatio                                        0.57             0.53   \n",
       "salesGeneralAndAdministrativeToRevenue             0.02             0.02   \n",
       "researchAndDdevelopementToRevenue                  0.08             0.08   \n",
       "intangiblesToTotalAssets                           0.01             0.01   \n",
       "capexToOperatingCashFlow                          -0.56            -0.57   \n",
       "capexToRevenue                                    -0.31            -0.34   \n",
       "capexToDepreciation                               -1.10            -1.29   \n",
       "stockBasedCompensationToRevenue                    0.00             0.00   \n",
       "grahamNumber                                     710.15           656.60   \n",
       "roic                                               0.22             0.24   \n",
       "returnOnTangibleAssets                             0.18             0.17   \n",
       "grahamNetNet                                      83.57            55.55   \n",
       "workingCapital                             594842600000     470312900000   \n",
       "tangibleAssetValue                        1644103000000    1480271300000   \n",
       "netCurrentAssetValue                       522753600000     359917600000   \n",
       "investedCapital                                    0.11             0.10   \n",
       "averageReceivables                         134542550000     131155350000   \n",
       "averagePayables                            127848200000     131859200000   \n",
       "averageInventory                            93106100000      78430950000   \n",
       "daysSalesOutstanding                              45.75            45.74   \n",
       "daysPayablesOutstanding                           52.08            63.63   \n",
       "daysOfInventoryOnHand                             70.63            55.88   \n",
       "receivablesTurnover                                7.98             7.98   \n",
       "payablesTurnover                                   7.01             5.74   \n",
       "inventoryTurnover                                  5.17             6.53   \n",
       "roe                                                0.22             0.23   \n",
       "capexPerShare                                    -62.22           -64.77   \n",
       "\n",
       "date                                         2016-12-31       2015-12-31  \\\n",
       "symbol                                              TSM              TSM   \n",
       "period                                               FY               FY   \n",
       "revenuePerShare                                  182.78           162.65   \n",
       "netIncomePerShare                                 63.96            58.40   \n",
       "operatingCashFlowPerShare                        104.09           102.17   \n",
       "freeCashFlowPerShare                              39.86            51.69   \n",
       "cashPerShare                                     122.68           113.86   \n",
       "bookValuePerShare                                262.06           230.23   \n",
       "tangibleBookValuePerShare                        259.39           227.71   \n",
       "shareholdersEquityPerShare                       262.06           230.23   \n",
       "interestDebtPerShare                              41.34            45.25   \n",
       "marketCap                               161753715626.08  115908387360.00   \n",
       "enterpriseValue                        -168426484373.92 -215308912640.00   \n",
       "peRatio                                           13.96            10.95   \n",
       "priceToSalesRatio                                  4.88             3.93   \n",
       "pocfratio                                          8.58             6.26   \n",
       "pfcfRatio                                          0.78             0.43   \n",
       "pbRatio                                            3.41             2.78   \n",
       "ptbRatio                                           3.41             2.78   \n",
       "evToSales                                         -0.18            -0.26   \n",
       "enterpriseValueOverEBITDA                         -0.27            -0.37   \n",
       "evToOperatingCashFlow                             -0.31            -0.41   \n",
       "evToFreeCashFlow                                  -0.81            -0.80   \n",
       "earningsYield                                      0.07             0.09   \n",
       "freeCashFlowYield                                  1.28             2.31   \n",
       "debtToEquity                                       0.11             0.16   \n",
       "debtToAssets                                       0.28             0.28   \n",
       "netDebtToEBITDA                                   -0.54            -0.57   \n",
       "currentRatio                                       2.35             3.11   \n",
       "interestCoverage                                 114.31           100.85   \n",
       "incomeQuality                                      1.63             1.75   \n",
       "dividendYield                                      0.03             0.04   \n",
       "payoutRatio                                        0.47             0.39   \n",
       "salesGeneralAndAdministrativeToRevenue             0.02             0.02   \n",
       "researchAndDdevelopementToRevenue                  0.08             0.08   \n",
       "intangiblesToTotalAssets                           0.01             0.01   \n",
       "capexToOperatingCashFlow                          -0.62            -0.49   \n",
       "capexToRevenue                                    -0.35            -0.31   \n",
       "capexToDepreciation                               -1.49            -1.18   \n",
       "stockBasedCompensationToRevenue                    0.00             0.00   \n",
       "grahamNumber                                     614.12           550.01   \n",
       "roic                                               0.25             0.23   \n",
       "returnOnTangibleAssets                             0.18             0.18   \n",
       "grahamNetNet                                      44.58            43.55   \n",
       "workingCapital                             469443100000     506971900000   \n",
       "tangibleAssetValue                        1345231000000    1180904200000   \n",
       "netCurrentAssetValue                       291278200000     284316700000   \n",
       "investedCapital                                    0.16             0.19   \n",
       "averageReceivables                         134636950000     112756350000   \n",
       "averagePayables                            134399300000     112084650000   \n",
       "averageInventory                            65831700000      75016750000   \n",
       "daysSalesOutstanding                              49.85            37.08   \n",
       "daysPayablesOutstanding                           68.83            37.58   \n",
       "daysOfInventoryOnHand                             37.56            56.51   \n",
       "receivablesTurnover                                7.32             9.84   \n",
       "payablesTurnover                                   5.30             9.71   \n",
       "inventoryTurnover                                  9.72             6.46   \n",
       "roe                                                0.24             0.25   \n",
       "capexPerShare                                    -64.23           -50.48   \n",
       "\n",
       "date                                        2014-12-31     2013-12-31  \\\n",
       "symbol                                             TSM            TSM   \n",
       "period                                              FY             FY   \n",
       "revenuePerShare                                 147.10         115.13   \n",
       "netIncomePerShare                                49.04          35.48   \n",
       "operatingCashFlowPerShare                        81.28          66.99   \n",
       "freeCashFlowPerShare                             24.90          11.00   \n",
       "cashPerShare                                     84.92          47.41   \n",
       "bookValuePerShare                               197.12         160.80   \n",
       "tangibleBookValuePerShare                       194.53         158.64   \n",
       "shareholdersEquityPerShare                      197.12         160.80   \n",
       "interestDebtPerShare                             48.81          44.18   \n",
       "marketCap                              117770752780.15 88880417798.44   \n",
       "enterpriseValue                          9194052780.15 72637617798.44   \n",
       "peRatio                                          13.25          13.83   \n",
       "priceToSalesRatio                                 4.42           4.26   \n",
       "pocfratio                                         8.00           7.32   \n",
       "pfcfRatio                                         0.91           1.56   \n",
       "pbRatio                                           3.30           3.05   \n",
       "ptbRatio                                          3.30           3.05   \n",
       "evToSales                                         0.01           0.12   \n",
       "enterpriseValueOverEBITDA                         0.03           0.33   \n",
       "evToOperatingCashFlow                             0.02           0.21   \n",
       "evToFreeCashFlow                                  0.07           1.27   \n",
       "earningsYield                                     0.08           0.07   \n",
       "freeCashFlowYield                                 1.10           0.64   \n",
       "debtToEquity                                      0.21           0.25   \n",
       "debtToAssets                                      0.32           0.34   \n",
       "netDebtToEBITDA                                  -0.36          -0.07   \n",
       "currentRatio                                      2.79           1.76   \n",
       "interestCoverage                                 91.72          79.34   \n",
       "incomeQuality                                     1.66           1.89   \n",
       "dividendYield                                     0.02           0.03   \n",
       "payoutRatio                                       0.31           0.42   \n",
       "salesGeneralAndAdministrativeToRevenue            0.02           0.03   \n",
       "researchAndDdevelopementToRevenue                 0.07           0.08   \n",
       "intangiblesToTotalAssets                          0.01           0.01   \n",
       "capexToOperatingCashFlow                         -0.69          -0.84   \n",
       "capexToRevenue                                   -0.38          -0.49   \n",
       "capexToDepreciation                              -1.46          -1.86   \n",
       "stockBasedCompensationToRevenue                   0.00           0.00   \n",
       "grahamNumber                                    466.36         358.28   \n",
       "roic                                              0.23           0.20   \n",
       "returnOnTangibleAssets                            0.17           0.15   \n",
       "grahamNetNet                                     16.87         -21.21   \n",
       "workingCapital                            401780400000   154512700000   \n",
       "tangibleAssetValue                       1008829200000   822622600000   \n",
       "netCurrentAssetValue                      154073300000   -70201000000   \n",
       "investedCapital                                   0.24           0.27   \n",
       "averageReceivables                        127524300000   105992750000   \n",
       "averagePayables                           114220550000   142031150000   \n",
       "averageInventory                           74659600000    60238050000   \n",
       "daysSalesOutstanding                             55.13          44.12   \n",
       "daysPayablesOutstanding                          46.31         120.82   \n",
       "daysOfInventoryOnHand                            62.87          43.36   \n",
       "receivablesTurnover                               6.62           8.27   \n",
       "payablesTurnover                                  7.88           3.02   \n",
       "inventoryTurnover                                 5.81           8.42   \n",
       "roe                                               0.25           0.22   \n",
       "capexPerShare                                   -56.38         -55.99   \n",
       "\n",
       "date                                       2012-12-31      2011-12-31  \n",
       "symbol                                            TSM             TSM  \n",
       "period                                             FY              FY  \n",
       "revenuePerShare                                 97.65           82.40  \n",
       "netIncomePerShare                               32.05           25.89  \n",
       "operatingCashFlowPerShare                       55.76           47.77  \n",
       "freeCashFlowPerShare                             8.28            6.49  \n",
       "cashPerShare                                    29.20           29.18  \n",
       "bookValuePerShare                              139.50          121.48  \n",
       "tangibleBookValuePerShare                      137.88          119.85  \n",
       "shareholdersEquityPerShare                     139.50          121.48  \n",
       "interestDebtPerShare                            22.61            9.78  \n",
       "marketCap                              92277811415.85  72455756496.00  \n",
       "enterpriseValue                        65069611415.85 -20940043504.00  \n",
       "peRatio                                         15.89           15.45  \n",
       "priceToSalesRatio                                5.22            4.86  \n",
       "pocfratio                                        9.14            8.38  \n",
       "pfcfRatio                                        2.15            2.15  \n",
       "pbRatio                                          3.65            3.29  \n",
       "ptbRatio                                         3.65            3.29  \n",
       "evToSales                                        0.13           -0.05  \n",
       "enterpriseValueOverEBITDA                        0.21           -0.08  \n",
       "evToOperatingCashFlow                            0.23           -0.08  \n",
       "evToFreeCashFlow                                 1.52           -0.62  \n",
       "earningsYield                                    0.06            0.06  \n",
       "freeCashFlowYield                                0.47            0.46  \n",
       "debtToEquity                                     0.11            0.03  \n",
       "debtToAssets                                     0.24            0.18  \n",
       "netDebtToEBITDA                                 -0.09           -0.37  \n",
       "currentRatio                                     1.77            1.93  \n",
       "interestCoverage                               177.44          225.88  \n",
       "incomeQuality                                    1.74            1.84  \n",
       "dividendYield                                    0.03            0.04  \n",
       "payoutRatio                                      0.47            0.58  \n",
       "salesGeneralAndAdministrativeToRevenue           0.03            0.03  \n",
       "researchAndDdevelopementToRevenue                0.08            0.08  \n",
       "intangiblesToTotalAssets                         0.01            0.01  \n",
       "capexToOperatingCashFlow                        -0.85           -0.86  \n",
       "capexToRevenue                                  -0.49           -0.50  \n",
       "capexToDepreciation                             -1.87           -1.99  \n",
       "stockBasedCompensationToRevenue                  0.00            0.00  \n",
       "grahamNumber                                   317.18          266.03  \n",
       "roic                                             0.22            0.22  \n",
       "returnOnTangibleAssets                           0.18            0.18  \n",
       "grahamNetNet                                    -3.81           10.08  \n",
       "workingCapital                           109852700000    108253700000  \n",
       "tangibleAssetValue                       714794100000    621181900000  \n",
       "netCurrentAssetValue                      23007700000     83039000000  \n",
       "investedCapital                                  0.16            0.08  \n",
       "averageReceivables                        96050650000     90446150000  \n",
       "averagePayables                          119452000000     95056150000  \n",
       "averageInventory                          60405850000     53910900000  \n",
       "daysSalesOutstanding                            37.69           35.10  \n",
       "daysPayablesOutstanding                         82.45           16.50  \n",
       "daysOfInventoryOnHand                           52.58           38.91  \n",
       "receivablesTurnover                              9.68           10.40  \n",
       "payablesTurnover                                 4.43           22.13  \n",
       "inventoryTurnover                                6.94            9.38  \n",
       "roe                                              0.23            0.21  \n",
       "capexPerShare                                  -47.48          -41.28  "
      ]
     },
     "metadata": {},
     "execution_count": 48
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Annual Financial Ratios Stats"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "source": [
    "url = f'https://financialmodelingprep.com/api/v3/ratios/{ticker}?apikey={FMP_API_KEY}&limit=10'\n",
    "annual_ratios = requests.get(url).json()\n",
    "annual_ratios = pd.DataFrame(annual_ratios)\n",
    "annual_ratios['date'] = pd.to_datetime(annual_ratios['date'])\n",
    "annual_ratios = annual_ratios.set_index('date')\n",
    "annual_ratios.describe().T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>currentRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>2.17</td>\n",
       "      <td>0.55</td>\n",
       "      <td>1.37</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2.07</td>\n",
       "      <td>2.59</td>\n",
       "      <td>3.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quickRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>1.93</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.23</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.83</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.10</td>\n",
       "      <td>1.33</td>\n",
       "      <td>1.58</td>\n",
       "      <td>2.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daysOfSalesOutstanding</th>\n",
       "      <td>10.00</td>\n",
       "      <td>43.80</td>\n",
       "      <td>6.34</td>\n",
       "      <td>35.10</td>\n",
       "      <td>38.22</td>\n",
       "      <td>44.93</td>\n",
       "      <td>47.21</td>\n",
       "      <td>55.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daysOfInventoryOutstanding</th>\n",
       "      <td>10.00</td>\n",
       "      <td>55.06</td>\n",
       "      <td>13.48</td>\n",
       "      <td>37.56</td>\n",
       "      <td>45.64</td>\n",
       "      <td>54.23</td>\n",
       "      <td>61.28</td>\n",
       "      <td>79.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCycle</th>\n",
       "      <td>10.00</td>\n",
       "      <td>98.85</td>\n",
       "      <td>15.25</td>\n",
       "      <td>74.01</td>\n",
       "      <td>88.18</td>\n",
       "      <td>96.87</td>\n",
       "      <td>112.68</td>\n",
       "      <td>119.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daysOfPayablesOutstanding</th>\n",
       "      <td>10.00</td>\n",
       "      <td>71.61</td>\n",
       "      <td>35.61</td>\n",
       "      <td>16.50</td>\n",
       "      <td>47.75</td>\n",
       "      <td>66.23</td>\n",
       "      <td>105.77</td>\n",
       "      <td>120.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashConversionCycle</th>\n",
       "      <td>10.00</td>\n",
       "      <td>27.25</td>\n",
       "      <td>35.69</td>\n",
       "      <td>-33.34</td>\n",
       "      <td>5.91</td>\n",
       "      <td>28.28</td>\n",
       "      <td>57.14</td>\n",
       "      <td>71.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grossProfitMargin</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingProfitMargin</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pretaxProfitMargin</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netProfitMargin</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>effectiveTaxRate</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>returnOnAssets</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>returnOnEquity</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>returnOnCapitalEmployed</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncomePerEBT</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebtPerEbit</th>\n",
       "      <td>10.00</td>\n",
       "      <td>1.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.02</td>\n",
       "      <td>1.03</td>\n",
       "      <td>1.03</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebitPerRevenue</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtEquityRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longTermDebtToCapitalization</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalDebtToCapitalization</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interestCoverage</th>\n",
       "      <td>10.00</td>\n",
       "      <td>141.90</td>\n",
       "      <td>63.11</td>\n",
       "      <td>79.34</td>\n",
       "      <td>104.21</td>\n",
       "      <td>115.47</td>\n",
       "      <td>164.63</td>\n",
       "      <td>272.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashFlowToDebtRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>2.83</td>\n",
       "      <td>1.03</td>\n",
       "      <td>1.53</td>\n",
       "      <td>2.31</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.42</td>\n",
       "      <td>4.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>companyEquityMultiplier</th>\n",
       "      <td>10.00</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.09</td>\n",
       "      <td>1.23</td>\n",
       "      <td>1.32</td>\n",
       "      <td>1.39</td>\n",
       "      <td>1.45</td>\n",
       "      <td>1.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receivablesTurnover</th>\n",
       "      <td>10.00</td>\n",
       "      <td>8.49</td>\n",
       "      <td>1.22</td>\n",
       "      <td>6.62</td>\n",
       "      <td>7.73</td>\n",
       "      <td>8.13</td>\n",
       "      <td>9.55</td>\n",
       "      <td>10.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payablesTurnover</th>\n",
       "      <td>10.00</td>\n",
       "      <td>7.16</td>\n",
       "      <td>5.70</td>\n",
       "      <td>3.02</td>\n",
       "      <td>3.52</td>\n",
       "      <td>5.52</td>\n",
       "      <td>7.66</td>\n",
       "      <td>22.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventoryTurnover</th>\n",
       "      <td>10.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1.71</td>\n",
       "      <td>4.57</td>\n",
       "      <td>5.97</td>\n",
       "      <td>6.74</td>\n",
       "      <td>8.05</td>\n",
       "      <td>9.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fixedAssetTurnover</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>assetTurnover</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlowPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>95.88</td>\n",
       "      <td>33.40</td>\n",
       "      <td>47.77</td>\n",
       "      <td>70.56</td>\n",
       "      <td>103.13</td>\n",
       "      <td>112.32</td>\n",
       "      <td>158.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlowPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>32.58</td>\n",
       "      <td>19.51</td>\n",
       "      <td>6.49</td>\n",
       "      <td>14.47</td>\n",
       "      <td>33.95</td>\n",
       "      <td>48.36</td>\n",
       "      <td>58.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashPerShare</th>\n",
       "      <td>10.00</td>\n",
       "      <td>96.08</td>\n",
       "      <td>45.83</td>\n",
       "      <td>29.18</td>\n",
       "      <td>56.79</td>\n",
       "      <td>114.24</td>\n",
       "      <td>125.62</td>\n",
       "      <td>154.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payoutRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlowSalesRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlowOperatingCashFlowRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashFlowCoverageRatios</th>\n",
       "      <td>10.00</td>\n",
       "      <td>2.83</td>\n",
       "      <td>1.03</td>\n",
       "      <td>1.53</td>\n",
       "      <td>2.31</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.42</td>\n",
       "      <td>4.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shortTermCoverageRatios</th>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>5.12</td>\n",
       "      <td>4.09</td>\n",
       "      <td>8.16</td>\n",
       "      <td>9.10</td>\n",
       "      <td>11.07</td>\n",
       "      <td>22.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capitalExpenditureCoverageRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>-1.50</td>\n",
       "      <td>0.30</td>\n",
       "      <td>-2.02</td>\n",
       "      <td>-1.71</td>\n",
       "      <td>-1.52</td>\n",
       "      <td>-1.22</td>\n",
       "      <td>-1.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendPaidAndCapexCoverageRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>-2.87</td>\n",
       "      <td>1.10</td>\n",
       "      <td>-4.98</td>\n",
       "      <td>-3.54</td>\n",
       "      <td>-2.98</td>\n",
       "      <td>-1.85</td>\n",
       "      <td>-1.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendPayoutRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceBookValueRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>4.22</td>\n",
       "      <td>2.07</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.37</td>\n",
       "      <td>4.26</td>\n",
       "      <td>9.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceToBookRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>4.22</td>\n",
       "      <td>2.07</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.37</td>\n",
       "      <td>4.26</td>\n",
       "      <td>9.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceToSalesRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>6.10</td>\n",
       "      <td>2.84</td>\n",
       "      <td>3.93</td>\n",
       "      <td>4.53</td>\n",
       "      <td>5.05</td>\n",
       "      <td>6.46</td>\n",
       "      <td>13.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceEarningsRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>17.62</td>\n",
       "      <td>6.97</td>\n",
       "      <td>10.95</td>\n",
       "      <td>13.86</td>\n",
       "      <td>15.37</td>\n",
       "      <td>18.45</td>\n",
       "      <td>34.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceToFreeCashFlowsRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1.25</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceToOperatingCashFlowsRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>10.41</td>\n",
       "      <td>4.54</td>\n",
       "      <td>6.26</td>\n",
       "      <td>8.09</td>\n",
       "      <td>8.86</td>\n",
       "      <td>10.95</td>\n",
       "      <td>21.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceCashFlowRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>10.41</td>\n",
       "      <td>4.54</td>\n",
       "      <td>6.26</td>\n",
       "      <td>8.09</td>\n",
       "      <td>8.86</td>\n",
       "      <td>10.95</td>\n",
       "      <td>21.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceEarningsToGrowthRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.35</td>\n",
       "      <td>5.85</td>\n",
       "      <td>-14.40</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.68</td>\n",
       "      <td>1.33</td>\n",
       "      <td>7.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceSalesRatio</th>\n",
       "      <td>10.00</td>\n",
       "      <td>6.10</td>\n",
       "      <td>2.84</td>\n",
       "      <td>3.93</td>\n",
       "      <td>4.53</td>\n",
       "      <td>5.05</td>\n",
       "      <td>6.46</td>\n",
       "      <td>13.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendYield</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>enterpriseValueMultiple</th>\n",
       "      <td>10.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.27</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceFairValue</th>\n",
       "      <td>10.00</td>\n",
       "      <td>4.22</td>\n",
       "      <td>2.07</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.37</td>\n",
       "      <td>4.26</td>\n",
       "      <td>9.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    count   mean   std    min    25%    50%  \\\n",
       "currentRatio                        10.00   2.17  0.55   1.37   1.77   2.07   \n",
       "quickRatio                          10.00   1.93  0.52   1.23   1.54   1.83   \n",
       "cashRatio                           10.00   1.38  0.44   0.76   1.10   1.33   \n",
       "daysOfSalesOutstanding              10.00  43.80  6.34  35.10  38.22  44.93   \n",
       "daysOfInventoryOutstanding          10.00  55.06 13.48  37.56  45.64  54.23   \n",
       "operatingCycle                      10.00  98.85 15.25  74.01  88.18  96.87   \n",
       "daysOfPayablesOutstanding           10.00  71.61 35.61  16.50  47.75  66.23   \n",
       "cashConversionCycle                 10.00  27.25 35.69 -33.34   5.91  28.28   \n",
       "grossProfitMargin                   10.00   0.49  0.02   0.45   0.47   0.48   \n",
       "operatingProfitMargin               10.00   0.38  0.03   0.33   0.35   0.38   \n",
       "pretaxProfitMargin                  10.00   0.39  0.03   0.34   0.36   0.39   \n",
       "netProfitMargin                     10.00   0.34  0.02   0.31   0.33   0.34   \n",
       "effectiveTaxRate                    10.00   0.12  0.03   0.07   0.09   0.12   \n",
       "returnOnAssets                      10.00   0.17  0.01   0.15   0.17   0.17   \n",
       "returnOnEquity                      10.00   0.24  0.02   0.21   0.22   0.23   \n",
       "returnOnCapitalEmployed             10.00   0.23  0.02   0.20   0.22   0.23   \n",
       "netIncomePerEBT                     10.00   0.88  0.03   0.84   0.86   0.88   \n",
       "ebtPerEbit                          10.00   1.03  0.02   1.00   1.02   1.03   \n",
       "ebitPerRevenue                      10.00   0.38  0.03   0.33   0.35   0.38   \n",
       "debtRatio                           10.00   0.27  0.05   0.18   0.24   0.28   \n",
       "debtEquityRatio                     10.00   0.38  0.10   0.23   0.32   0.39   \n",
       "longTermDebtToCapitalization        10.00   0.10  0.06   0.02   0.04   0.10   \n",
       "totalDebtToCapitalization           10.00   0.14  0.05   0.07   0.10   0.14   \n",
       "interestCoverage                    10.00 141.90 63.11  79.34 104.21 115.47   \n",
       "cashFlowToDebtRatio                 10.00   2.83  1.03   1.53   2.31   2.52   \n",
       "companyEquityMultiplier             10.00   1.38  0.09   1.23   1.32   1.39   \n",
       "receivablesTurnover                 10.00   8.49  1.22   6.62   7.73   8.13   \n",
       "payablesTurnover                    10.00   7.16  5.70   3.02   3.52   5.52   \n",
       "inventoryTurnover                   10.00   7.00  1.71   4.57   5.97   6.74   \n",
       "fixedAssetTurnover                  10.00   0.88  0.08   0.75   0.83   0.90   \n",
       "assetTurnover                       10.00   0.50  0.02   0.47   0.49   0.50   \n",
       "operatingCashFlowPerShare           10.00  95.88 33.40  47.77  70.56 103.13   \n",
       "freeCashFlowPerShare                10.00  32.58 19.51   6.49  14.47  33.95   \n",
       "cashPerShare                        10.00  96.08 45.83  29.18  56.79 114.24   \n",
       "payoutRatio                         10.00   0.50  0.12   0.31   0.43   0.48   \n",
       "operatingCashFlowSalesRatio         10.00   0.58  0.02   0.55   0.57   0.58   \n",
       "freeCashFlowOperatingCashFlowRatio  10.00   0.31  0.13   0.14   0.18   0.34   \n",
       "cashFlowCoverageRatios              10.00   2.83  1.03   1.53   2.31   2.52   \n",
       "shortTermCoverageRatios             10.00  10.00  5.12   4.09   8.16   9.10   \n",
       "capitalExpenditureCoverageRatio     10.00  -1.50  0.30  -2.02  -1.71  -1.52   \n",
       "dividendPaidAndCapexCoverageRatio   10.00  -2.87  1.10  -4.98  -3.54  -2.98   \n",
       "dividendPayoutRatio                 10.00   0.50  0.12   0.31   0.43   0.48   \n",
       "priceBookValueRatio                 10.00   4.22  2.07   2.78   3.29   3.37   \n",
       "priceToBookRatio                    10.00   4.22  2.07   2.78   3.29   3.37   \n",
       "priceToSalesRatio                   10.00   6.10  2.84   3.93   4.53   5.05   \n",
       "priceEarningsRatio                  10.00  17.62  6.97  10.95  13.86  15.37   \n",
       "priceToFreeCashFlowsRatio           10.00   1.37  0.68   0.43   0.81   1.25   \n",
       "priceToOperatingCashFlowsRatio      10.00  10.41  4.54   6.26   8.09   8.86   \n",
       "priceCashFlowRatio                  10.00  10.41  4.54   6.26   8.09   8.86   \n",
       "priceEarningsToGrowthRatio          10.00   0.35  5.85 -14.40   0.40   0.68   \n",
       "priceSalesRatio                     10.00   6.10  2.84   3.93   4.53   5.05   \n",
       "dividendYield                       10.00   0.03  0.01   0.01   0.03   0.03   \n",
       "enterpriseValueMultiple             10.00  -0.03  0.27  -0.37  -0.27  -0.03   \n",
       "priceFairValue                      10.00   4.22  2.07   2.78   3.29   3.37   \n",
       "\n",
       "                                      75%    max  \n",
       "currentRatio                         2.59   3.11  \n",
       "quickRatio                           2.32   2.82  \n",
       "cashRatio                            1.58   2.35  \n",
       "daysOfSalesOutstanding              47.21  55.13  \n",
       "daysOfInventoryOutstanding          61.28  79.82  \n",
       "operatingCycle                     112.68 119.63  \n",
       "daysOfPayablesOutstanding          105.77 120.82  \n",
       "cashConversionCycle                 57.14  71.70  \n",
       "grossProfitMargin                    0.50   0.53  \n",
       "operatingProfitMargin                0.39   0.42  \n",
       "pretaxProfitMargin                   0.41   0.44  \n",
       "netProfitMargin                      0.35   0.39  \n",
       "effectiveTaxRate                     0.14   0.16  \n",
       "returnOnAssets                       0.18   0.19  \n",
       "returnOnEquity                       0.25   0.28  \n",
       "returnOnCapitalEmployed              0.24   0.26  \n",
       "netIncomePerEBT                      0.91   0.92  \n",
       "ebtPerEbit                           1.03   1.09  \n",
       "ebitPerRevenue                       0.39   0.42  \n",
       "debtRatio                            0.31   0.34  \n",
       "debtEquityRatio                      0.45   0.51  \n",
       "longTermDebtToCapitalization         0.13   0.20  \n",
       "totalDebtToCapitalization            0.16   0.21  \n",
       "interestCoverage                   164.63 272.30  \n",
       "cashFlowToDebtRatio                  3.42   4.94  \n",
       "companyEquityMultiplier              1.45   1.51  \n",
       "receivablesTurnover                  9.55  10.40  \n",
       "payablesTurnover                     7.66  22.13  \n",
       "inventoryTurnover                    8.05   9.72  \n",
       "fixedAssetTurnover                   0.95   0.99  \n",
       "assetTurnover                        0.51   0.55  \n",
       "operatingCashFlowPerShare          112.32 158.63  \n",
       "freeCashFlowPerShare                48.36  58.98  \n",
       "cashPerShare                       125.62 154.67  \n",
       "payoutRatio                          0.56   0.73  \n",
       "operatingCashFlowSalesRatio          0.59   0.63  \n",
       "freeCashFlowOperatingCashFlowRatio   0.42   0.51  \n",
       "cashFlowCoverageRatios               3.42   4.94  \n",
       "shortTermCoverageRatios             11.07  22.20  \n",
       "capitalExpenditureCoverageRatio     -1.22  -1.16  \n",
       "dividendPaidAndCapexCoverageRatio   -1.85  -1.63  \n",
       "dividendPayoutRatio                  0.56   0.73  \n",
       "priceBookValueRatio                  4.26   9.75  \n",
       "priceToBookRatio                     4.26   9.75  \n",
       "priceToSalesRatio                    6.46  13.47  \n",
       "priceEarningsRatio                  18.45  34.83  \n",
       "priceToFreeCashFlowsRatio            2.04   2.15  \n",
       "priceToOperatingCashFlowsRatio      10.95  21.92  \n",
       "priceCashFlowRatio                  10.95  21.92  \n",
       "priceEarningsToGrowthRatio           1.33   7.32  \n",
       "priceSalesRatio                      6.46  13.47  \n",
       "dividendYield                        0.03   0.04  \n",
       "enterpriseValueMultiple              0.16   0.35  \n",
       "priceFairValue                       4.26   9.75  "
      ]
     },
     "metadata": {},
     "execution_count": 49
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Plot Key Financial Trends"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Revenue"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "source": [
    "income['revenue'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} Revenue',ylabel='revenue ($)')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM Revenue'}, xlabel='date', ylabel='revenue ($)'>"
      ]
     },
     "metadata": {},
     "execution_count": 50
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Operating Profit Margin"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "source": [
    "annual_ratios['operatingProfitMargin'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} Operating Profit Margin',ylabel='oper prof margin (%)')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM Operating Profit Margin'}, xlabel='date', ylabel='oper prof margin (%)'>"
      ]
     },
     "metadata": {},
     "execution_count": 51
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## ROIC"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "source": [
    "key_metrics['roic'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} ROIC',ylabel='roic')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM ROIC'}, xlabel='date', ylabel='roic'>"
      ]
     },
     "metadata": {},
     "execution_count": 52
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## ROE"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "source": [
    "key_metrics['roe'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} ROE',ylabel='roe')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM ROE'}, xlabel='date', ylabel='roe'>"
      ]
     },
     "metadata": {},
     "execution_count": 53
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Current Ratio"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "source": [
    "annual_ratios['currentRatio'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} Current Ratio',ylabel='current ratio')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM Current Ratio'}, xlabel='date', ylabel='current ratio'>"
      ]
     },
     "metadata": {},
     "execution_count": 54
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## D/E"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "source": [
    "key_metrics['debtToEquity'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} D/E',ylabel='d/e')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM D/E'}, xlabel='date', ylabel='d/e'>"
      ]
     },
     "metadata": {},
     "execution_count": 55
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## P/B"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "source": [
    "key_metrics['pbRatio'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} P/B Ratio',ylabel='p/b')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM P/B Ratio'}, xlabel='date', ylabel='p/b'>"
      ]
     },
     "metadata": {},
     "execution_count": 56
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Book Value per Share"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "source": [
    "key_metrics['bookValuePerShare'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} Book Value per Share',ylabel='book value')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM Book Value per Share'}, xlabel='date', ylabel='book value'>"
      ]
     },
     "metadata": {},
     "execution_count": 57
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## P/E"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "source": [
    "key_metrics['peRatio'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} P/E Ratio',ylabel='p/e')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM P/E Ratio'}, xlabel='date', ylabel='p/e'>"
      ]
     },
     "metadata": {},
     "execution_count": 58
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Net Income per Share"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "source": [
    "key_metrics['netIncomePerShare'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} Net Income per Share',ylabel='net income')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM Net Income per Share'}, xlabel='date', ylabel='net income'>"
      ]
     },
     "metadata": {},
     "execution_count": 59
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## FCF per Share"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "source": [
    "key_metrics['freeCashFlowPerShare'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} FCF per Share',ylabel='fcf')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM FCF per Share'}, xlabel='date', ylabel='fcf'>"
      ]
     },
     "metadata": {},
     "execution_count": 60
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Weighted Average Share Growth"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "source": [
    "growth['weightedAverageSharesDilutedGrowth'].astype('float').plot(figsize= (12,7), grid=True,title=f'{ticker} Weighted Avg Share Growth',ylabel='avg share growth (%)')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'TSM Weighted Avg Share Growth'}, xlabel='date', ylabel='avg share growth (%)'>"
      ]
     },
     "metadata": {},
     "execution_count": 61
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Pull latest Quarterly FCF, Market Cap and Shares Outstanding and Key Ratios"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Quarterly Cash-Flow Statements"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "source": [
    "url = f'https://financialmodelingprep.com/api/v3/cash-flow-statement/{ticker}?period=quarter&limit=2&apikey={FMP_API_KEY}'\n",
    "quarterly_cash = requests.get(url).json()\n",
    "quarterly_cash = pd.DataFrame(quarterly_cash)\n",
    "quarterly_cash['date'] = pd.to_datetime(quarterly_cash['date'])\n",
    "quarterly_cash = quarterly_cash.set_index('date')\n",
    "quarterly_cash.T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2021-06-30</th>\n",
       "      <th>2021-03-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reportedCurrency</th>\n",
       "      <td>TWD</td>\n",
       "      <td>TWD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fillingDate</th>\n",
       "      <td>2021-06-30</td>\n",
       "      <td>2021-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acceptedDate</th>\n",
       "      <td>2021-06-30</td>\n",
       "      <td>2021-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>period</th>\n",
       "      <td>Q2</td>\n",
       "      <td>Q1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncome</th>\n",
       "      <td>134358942000</td>\n",
       "      <td>139690493000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depreciationAndAmortization</th>\n",
       "      <td>103805158000</td>\n",
       "      <td>100900318000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deferredIncomeTax</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stockBasedCompensation</th>\n",
       "      <td>1750000.00</td>\n",
       "      <td>1704000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>changeInWorkingCapital</th>\n",
       "      <td>-7363729000</td>\n",
       "      <td>-20918695000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accountsReceivables</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventory</th>\n",
       "      <td>-15871118000</td>\n",
       "      <td>-17214161000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accountsPayables</th>\n",
       "      <td>3072642000</td>\n",
       "      <td>-2334169000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherWorkingCapital</th>\n",
       "      <td>8170362000</td>\n",
       "      <td>7848978000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherNonCashItems</th>\n",
       "      <td>-450151000</td>\n",
       "      <td>-816647000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCashProvidedByOperatingActivities</th>\n",
       "      <td>187439492000</td>\n",
       "      <td>227815706000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>investmentsInPropertyPlantAndEquipment</th>\n",
       "      <td>-166971104000</td>\n",
       "      <td>-248028725000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acquisitionsNet</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>purchasesOfInvestments</th>\n",
       "      <td>-73923002000</td>\n",
       "      <td>-77662402000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>salesMaturitiesOfInvestments</th>\n",
       "      <td>74038379000</td>\n",
       "      <td>81342761000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherInvestingActivites</th>\n",
       "      <td>-2895271000</td>\n",
       "      <td>96952000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCashUsedForInvestingActivites</th>\n",
       "      <td>-169750998000</td>\n",
       "      <td>-244251414000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtRepayment</th>\n",
       "      <td>-452731000</td>\n",
       "      <td>-3132552000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commonStockIssued</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commonStockRepurchased</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendsPaid</th>\n",
       "      <td>-64825951000</td>\n",
       "      <td>-64825951000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherFinancingActivites</th>\n",
       "      <td>140309364000</td>\n",
       "      <td>82576960000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCashUsedProvidedByFinancingActivities</th>\n",
       "      <td>75030682000</td>\n",
       "      <td>14618457000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>effectOfForexChangesOnCash</th>\n",
       "      <td>-9464951000</td>\n",
       "      <td>6374461000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netChangeInCash</th>\n",
       "      <td>83254225000</td>\n",
       "      <td>4557210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashAtEndOfPeriod</th>\n",
       "      <td>747982082000</td>\n",
       "      <td>664727857000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashAtBeginningOfPeriod</th>\n",
       "      <td>664727857000</td>\n",
       "      <td>660170647000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlow</th>\n",
       "      <td>187439492000</td>\n",
       "      <td>227815706000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capitalExpenditure</th>\n",
       "      <td>-170513976000</td>\n",
       "      <td>-248609419000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlow</th>\n",
       "      <td>16925516000</td>\n",
       "      <td>-20793713000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>link</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>finalLink</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                                         2021-06-30     2021-03-31\n",
       "symbol                                              TSM            TSM\n",
       "reportedCurrency                                    TWD            TWD\n",
       "fillingDate                                  2021-06-30     2021-03-31\n",
       "acceptedDate                                 2021-06-30     2021-03-31\n",
       "period                                               Q2             Q1\n",
       "netIncome                                  134358942000   139690493000\n",
       "depreciationAndAmortization                103805158000   100900318000\n",
       "deferredIncomeTax                                  0.00           0.00\n",
       "stockBasedCompensation                       1750000.00     1704000.00\n",
       "changeInWorkingCapital                      -7363729000   -20918695000\n",
       "accountsReceivables                                0.00           0.00\n",
       "inventory                                  -15871118000   -17214161000\n",
       "accountsPayables                             3072642000    -2334169000\n",
       "otherWorkingCapital                          8170362000     7848978000\n",
       "otherNonCashItems                            -450151000     -816647000\n",
       "netCashProvidedByOperatingActivities       187439492000   227815706000\n",
       "investmentsInPropertyPlantAndEquipment    -166971104000  -248028725000\n",
       "acquisitionsNet                                    0.00           0.00\n",
       "purchasesOfInvestments                     -73923002000   -77662402000\n",
       "salesMaturitiesOfInvestments                74038379000    81342761000\n",
       "otherInvestingActivites                     -2895271000       96952000\n",
       "netCashUsedForInvestingActivites          -169750998000  -244251414000\n",
       "debtRepayment                                -452731000    -3132552000\n",
       "commonStockIssued                                  0.00           0.00\n",
       "commonStockRepurchased                             0.00           0.00\n",
       "dividendsPaid                              -64825951000   -64825951000\n",
       "otherFinancingActivites                    140309364000    82576960000\n",
       "netCashUsedProvidedByFinancingActivities    75030682000    14618457000\n",
       "effectOfForexChangesOnCash                  -9464951000     6374461000\n",
       "netChangeInCash                             83254225000     4557210000\n",
       "cashAtEndOfPeriod                          747982082000   664727857000\n",
       "cashAtBeginningOfPeriod                    664727857000   660170647000\n",
       "operatingCashFlow                          187439492000   227815706000\n",
       "capitalExpenditure                        -170513976000  -248609419000\n",
       "freeCashFlow                                16925516000   -20793713000\n",
       "link                                                                  \n",
       "finalLink                                                             "
      ]
     },
     "metadata": {},
     "execution_count": 62
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Quarterly Enterprise Values"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "source": [
    "url = f'https://financialmodelingprep.com/api/v3/enterprise-values/{ticker}?period=quarter&limit=2&apikey={FMP_API_KEY}'\n",
    "quarterly_value = requests.get(url).json()\n",
    "quarterly_value = pd.DataFrame(quarterly_value)\n",
    "quarterly_value['date'] = pd.to_datetime(quarterly_value['date'])\n",
    "quarterly_value = quarterly_value.set_index('date')\n",
    "quarterly_value.T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2021-06-30</th>\n",
       "      <th>2021-03-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stockPrice</th>\n",
       "      <td>120.16</td>\n",
       "      <td>118.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>numberOfShares</th>\n",
       "      <td>5186076000</td>\n",
       "      <td>5186076000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>marketCapitalization</th>\n",
       "      <td>623158912904.30</td>\n",
       "      <td>613409064093.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>minusCashAndCashEquivalents</th>\n",
       "      <td>747982082000</td>\n",
       "      <td>664727857000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>addTotalDebt</th>\n",
       "      <td>574047539000</td>\n",
       "      <td>416585875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>enterpriseValue</th>\n",
       "      <td>449224369904.30</td>\n",
       "      <td>365267082093.92</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                             2021-06-30      2021-03-31\n",
       "symbol                                  TSM             TSM\n",
       "stockPrice                           120.16          118.28\n",
       "numberOfShares                   5186076000      5186076000\n",
       "marketCapitalization        623158912904.30 613409064093.92\n",
       "minusCashAndCashEquivalents    747982082000    664727857000\n",
       "addTotalDebt                   574047539000    416585875000\n",
       "enterpriseValue             449224369904.30 365267082093.92"
      ]
     },
     "metadata": {},
     "execution_count": 63
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Quarterly Financial Ratios"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "source": [
    "url = f'https://financialmodelingprep.com/api/v3/ratios/{ticker}?period=quarter&limit=2&apikey={FMP_API_KEY}'\n",
    "quarterly_ratios = requests.get(url).json()\n",
    "quarterly_ratios = pd.DataFrame(quarterly_ratios)\n",
    "quarterly_ratios['date'] = pd.to_datetime(quarterly_ratios['date'])\n",
    "quarterly_ratios = quarterly_ratios.set_index('date')\n",
    "quarterly_ratios.T"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2021-06-30</th>\n",
       "      <th>2021-03-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>TSM</td>\n",
       "      <td>TSM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>period</th>\n",
       "      <td>Q2</td>\n",
       "      <td>Q1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>currentRatio</th>\n",
       "      <td>1.92</td>\n",
       "      <td>1.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quickRatio</th>\n",
       "      <td>1.64</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashRatio</th>\n",
       "      <td>1.15</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daysOfSalesOutstanding</th>\n",
       "      <td>176.53</td>\n",
       "      <td>168.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daysOfInventoryOutstanding</th>\n",
       "      <td>82.51</td>\n",
       "      <td>80.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCycle</th>\n",
       "      <td>126.04</td>\n",
       "      <td>122.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daysOfPayablesOutstanding</th>\n",
       "      <td>71.10</td>\n",
       "      <td>75.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashConversionCycle</th>\n",
       "      <td>54.94</td>\n",
       "      <td>46.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grossProfitMargin</th>\n",
       "      <td>0.50</td>\n",
       "      <td>0.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingProfitMargin</th>\n",
       "      <td>0.39</td>\n",
       "      <td>0.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pretaxProfitMargin</th>\n",
       "      <td>0.40</td>\n",
       "      <td>0.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netProfitMargin</th>\n",
       "      <td>0.36</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>effectiveTaxRate</th>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>returnOnAssets</th>\n",
       "      <td>0.04</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>returnOnEquity</th>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>returnOnCapitalEmployed</th>\n",
       "      <td>0.06</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncomePerEBT</th>\n",
       "      <td>0.90</td>\n",
       "      <td>0.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebtPerEbit</th>\n",
       "      <td>1.03</td>\n",
       "      <td>1.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebitPerRevenue</th>\n",
       "      <td>0.39</td>\n",
       "      <td>0.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtRatio</th>\n",
       "      <td>0.36</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtEquityRatio</th>\n",
       "      <td>0.55</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longTermDebtToCapitalization</th>\n",
       "      <td>0.18</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalDebtToCapitalization</th>\n",
       "      <td>0.22</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interestCoverage</th>\n",
       "      <td>128.41</td>\n",
       "      <td>194.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashFlowToDebtRatio</th>\n",
       "      <td>0.33</td>\n",
       "      <td>0.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>companyEquityMultiplier</th>\n",
       "      <td>1.55</td>\n",
       "      <td>1.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receivablesTurnover</th>\n",
       "      <td>2.07</td>\n",
       "      <td>2.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payablesTurnover</th>\n",
       "      <td>1.27</td>\n",
       "      <td>1.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventoryTurnover</th>\n",
       "      <td>1.09</td>\n",
       "      <td>1.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fixedAssetTurnover</th>\n",
       "      <td>0.21</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>assetTurnover</th>\n",
       "      <td>0.12</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlowPerShare</th>\n",
       "      <td>36.14</td>\n",
       "      <td>43.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlowPerShare</th>\n",
       "      <td>3.26</td>\n",
       "      <td>-4.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashPerShare</th>\n",
       "      <td>170.32</td>\n",
       "      <td>156.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payoutRatio</th>\n",
       "      <td>0.48</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlowSalesRatio</th>\n",
       "      <td>0.50</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlowOperatingCashFlowRatio</th>\n",
       "      <td>0.09</td>\n",
       "      <td>-0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashFlowCoverageRatios</th>\n",
       "      <td>0.33</td>\n",
       "      <td>0.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shortTermCoverageRatios</th>\n",
       "      <td>1.34</td>\n",
       "      <td>1.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capitalExpenditureCoverageRatio</th>\n",
       "      <td>-1.10</td>\n",
       "      <td>-0.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendPaidAndCapexCoverageRatio</th>\n",
       "      <td>-1.77</td>\n",
       "      <td>-1.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendPayoutRatio</th>\n",
       "      <td>0.48</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceBookValueRatio</th>\n",
       "      <td>8.94</td>\n",
       "      <td>9.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceToBookRatio</th>\n",
       "      <td>8.94</td>\n",
       "      <td>9.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceToSalesRatio</th>\n",
       "      <td>47.93</td>\n",
       "      <td>48.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceEarningsRatio</th>\n",
       "      <td>33.19</td>\n",
       "      <td>31.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceToFreeCashFlowsRatio</th>\n",
       "      <td>36.82</td>\n",
       "      <td>-29.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceToOperatingCashFlowsRatio</th>\n",
       "      <td>95.15</td>\n",
       "      <td>77.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceCashFlowRatio</th>\n",
       "      <td>95.15</td>\n",
       "      <td>77.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceEarningsToGrowthRatio</th>\n",
       "      <td>-8.52</td>\n",
       "      <td>-14.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceSalesRatio</th>\n",
       "      <td>47.93</td>\n",
       "      <td>48.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendYield</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>enterpriseValueMultiple</th>\n",
       "      <td>1.77</td>\n",
       "      <td>1.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>priceFairValue</th>\n",
       "      <td>8.94</td>\n",
       "      <td>9.05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                               2021-06-30 2021-03-31\n",
       "symbol                                    TSM        TSM\n",
       "period                                     Q2         Q1\n",
       "currentRatio                             1.92       1.72\n",
       "quickRatio                               1.64       1.48\n",
       "cashRatio                                1.15       1.00\n",
       "daysOfSalesOutstanding                 176.53     168.70\n",
       "daysOfInventoryOutstanding              82.51      80.58\n",
       "operatingCycle                         126.04     122.18\n",
       "daysOfPayablesOutstanding               71.10      75.95\n",
       "cashConversionCycle                     54.94      46.22\n",
       "grossProfitMargin                        0.50       0.52\n",
       "operatingProfitMargin                    0.39       0.42\n",
       "pretaxProfitMargin                       0.40       0.43\n",
       "netProfitMargin                          0.36       0.39\n",
       "effectiveTaxRate                         0.10       0.10\n",
       "returnOnAssets                           0.04       0.05\n",
       "returnOnEquity                           0.07       0.07\n",
       "returnOnCapitalEmployed                  0.06       0.07\n",
       "netIncomePerEBT                          0.90       0.90\n",
       "ebtPerEbit                               1.03       1.03\n",
       "ebitPerRevenue                           0.39       0.42\n",
       "debtRatio                                0.36       0.34\n",
       "debtEquityRatio                          0.55       0.50\n",
       "longTermDebtToCapitalization             0.18       0.13\n",
       "totalDebtToCapitalization                0.22       0.18\n",
       "interestCoverage                       128.41     194.97\n",
       "cashFlowToDebtRatio                      0.33       0.55\n",
       "companyEquityMultiplier                  1.55       1.51\n",
       "receivablesTurnover                      2.07       2.16\n",
       "payablesTurnover                         1.27       1.18\n",
       "inventoryTurnover                        1.09       1.12\n",
       "fixedAssetTurnover                       0.21       0.21\n",
       "assetTurnover                            0.12       0.12\n",
       "operatingCashFlowPerShare               36.14      43.93\n",
       "freeCashFlowPerShare                     3.26      -4.01\n",
       "cashPerShare                           170.32     156.53\n",
       "payoutRatio                              0.48       0.46\n",
       "operatingCashFlowSalesRatio              0.50       0.63\n",
       "freeCashFlowOperatingCashFlowRatio       0.09      -0.09\n",
       "cashFlowCoverageRatios                   0.33       0.55\n",
       "shortTermCoverageRatios                  1.34       1.66\n",
       "capitalExpenditureCoverageRatio         -1.10      -0.92\n",
       "dividendPaidAndCapexCoverageRatio       -1.77      -1.24\n",
       "dividendPayoutRatio                      0.48       0.46\n",
       "priceBookValueRatio                      8.94       9.05\n",
       "priceToBookRatio                         8.94       9.05\n",
       "priceToSalesRatio                       47.93      48.43\n",
       "priceEarningsRatio                      33.19      31.42\n",
       "priceToFreeCashFlowsRatio               36.82     -29.50\n",
       "priceToOperatingCashFlowsRatio          95.15      77.06\n",
       "priceCashFlowRatio                      95.15      77.06\n",
       "priceEarningsToGrowthRatio              -8.52     -14.94\n",
       "priceSalesRatio                         47.93      48.43\n",
       "dividendYield                            0.00       0.00\n",
       "enterpriseValueMultiple                  1.77       1.42\n",
       "priceFairValue                           8.94       9.05"
      ]
     },
     "metadata": {},
     "execution_count": 64
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# FMP Intrinsic Value - [FMP DCF API Calculation](https://financialmodelingprep.com/developer/docs/dcf-formula) "
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "source": [
    "url = f'https://financialmodelingprep.com/api/v3/discounted-cash-flow/{ticker}?&apikey={FMP_API_KEY}&limit=10'\n",
    "dcf = requests.get(url).json()\n",
    "dcf = pd.DataFrame(dcf)\n",
    "dcf = dcf.rename(columns={'Stock Price':'stock_price'})\n",
    "dcf['date'] = pd.to_datetime(dcf['date'])\n",
    "dcf = dcf.set_index('date')\n",
    "dcf['margin_fmp'] = (dcf['dcf'] - dcf['stock_price']) / dcf['stock_price']\n",
    "pd.options.display.float_format = '{:.2f}'.format\n",
    "dcf"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>dcf</th>\n",
       "      <th>stock_price</th>\n",
       "      <th>margin_fmp</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-09-28</th>\n",
       "      <td>TSM</td>\n",
       "      <td>239.75</td>\n",
       "      <td>112.45</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           symbol    dcf  stock_price  margin_fmp\n",
       "date                                             \n",
       "2021-09-28    TSM 239.75       112.45        1.13"
      ]
     },
     "metadata": {},
     "execution_count": 93
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "source": [
    "margin_of_safety = 0.30\n",
    "\n",
    "if len(dcf[dcf['margin_fmp'] >= margin_of_safety]):\n",
    "\n",
    "    print('Seems like a viable investment option!')\n",
    "\n",
    "else:\n",
    "\n",
    "    print('Insufficient margin, keep searching!')"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Seems like a viable investment option!\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Intrinsic Value - Manual DCF Method - Value as of date of the latest Q data available\n",
    "\n",
    "## Variables:\n",
    "\n",
    " * Free Cash Flow (FCF) = Operating cash flow - Total CapEx (more conservative because it includes both growth and maintenance CapEx)\n",
    "\n",
    " * FCF Growth Rate 10 years (g) - 10-year average or make a judgement call what is a realistic growth rate to continue into the future\n",
    " \n",
    " * Personal Required Rate of Return (r) - use S&P historical avg return or specify your own requred rate\n",
    "\n",
    " * Long Term Growth Rate (lgr) - discretionary rate for earnings to grow indefinitely (recommended 2%-3% to avoid overly optimistic valuation) past ten years\n",
    "\n",
    "\n",
    "* DFCFn = Discounted Free Cash Flow for year n\n",
    "* FCFn = FV Free Cash Flow for year n\n",
    "* r = Discount Factor for year n\n",
    "* g = Growth Rate for FCF for year n\n",
    "* lgr = Long Term Growth Rate\n",
    "* n = Number of Periods\n",
    "\n",
    "## Calculate FCF Discounted Cash Flow for n years:\n",
    "\n",
    "* FCFn = BYFCF * (1+g)**n\n",
    "* DFCFn = FCFn / (1+r)**n\n",
    "\n",
    "## Calculate terminal (perpetual) value after n years:\n",
    "\n",
    "* DPCF = (BYFCF * ((1+g)**(n+1))) * (1+lgr) / (r-lgr) * (1/((1+r)**(n+1)))\n",
    "\n",
    "## Calculate Intrinsic value:\n",
    "\n",
    "* Intrinsic Value = DFCF + DPCF\n",
    "\n",
    "* Intrinsic Value per Share = Intrinsic Value / Average Weighted Shares Outstanding Diluted"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "source": [
    "# Specify variables for DCF model\n",
    "\n",
    "n = 10 # period ten years\n",
    "r = 0.10 # discretionary factor based on the riskiness of investment\n",
    "#g = growth['freeCashFlowGrowth'].mean() # average growth of earnings first ten years (if not sustainable consider more conservative net income growth or assign manually)\n",
    "g = growth['netIncomeGrowth'].mean() # realistic long term earnings growth rate if FCF growth too optimistic\n",
    "lgr = 0.02 # long term growth rate to last indefinitely (do not use higher than 2%-3% to avoid overly optimistic terminal (perpetual) value)\n",
    "BYFCF = (quarterly_cash['freeCashFlow'][0]) * 4 # base year FCF annualized from the latest Q or use average if negative\n",
    "shares_outstanding = quarterly_value['numberOfShares'][0]"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "source": [
    "# FCF future value for period ten years\n",
    "FCF  = BYFCF * ((1+g)**n) \n",
    "\n",
    "# Calculate discounted free cash flow for period of ten years\n",
    "DFCF = FCF / ((1+r)**n)\n",
    "DFCF"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "94642178143.75076"
      ]
     },
     "metadata": {},
     "execution_count": 87
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "source": [
    "# Calculate terminal (perpetual) value past ten years\n",
    "DPCF = (BYFCF * ((1+g)**(n+1))) * (1+lgr) / (r-lgr) * (1/((1+r)**(n+1)))\n",
    "DPCF"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "1247794862982.6853"
      ]
     },
     "metadata": {},
     "execution_count": 88
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "source": [
    "# Calculate intrinsic value\n",
    "intrinsic_value = DFCF + DPCF\n",
    "intrinsic_value"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "1342437041126.436"
      ]
     },
     "metadata": {},
     "execution_count": 89
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "source": [
    "# Calculate intrinsic value per share\n",
    "intrinsic_value_per_share = intrinsic_value / shares_outstanding\n",
    "intrinsic_value_per_share.round(2)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "258.85"
      ]
     },
     "metadata": {},
     "execution_count": 90
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "source": [
    "# Calculate margin of safety\n",
    "market_cap = quarterly_value['marketCapitalization'][0]\n",
    "market_cap_per_share = market_cap / shares_outstanding\n",
    "\n",
    "print(f'Current Market Value = ${market_cap_per_share:.2f}')\n",
    "print(f'Intrinsic Value = ${intrinsic_value_per_share:.2f}')\n",
    "\n",
    "# Calculate current margin\n",
    "margin = (intrinsic_value_per_share - market_cap_per_share) / market_cap_per_share \n",
    "print(f'Margin = {margin:.2f}')\n",
    "\n",
    "# Specify margin of safety\n",
    "margin_of_safety = 0.30\n",
    "\n",
    "if margin >= margin_of_safety:\n",
    "\n",
    "    print('Seems like a viable investment option!')\n",
    "\n",
    "else:\n",
    "\n",
    "    print('Insufficient margin, keep searching!')"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Current Market Value = $120.16\n",
      "Intrinsic Value = $258.85\n",
      "Margin = 1.15\n",
      "Seems like a viable investment option!\n"
     ]
    }
   ],
   "metadata": {}
  }
 ],
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