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": 209,
   "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": 176,
   "source": [
    "load_dotenv()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "metadata": {},
     "execution_count": 176
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Pull Annual Financial Statements"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "source": [
    "# Specify stock ticker\n",
    "ticker = 'AAPL'"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "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": 213,
   "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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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2020-09-26</th>\n",
       "      <th>2019-09-28</th>\n",
       "      <th>2018-09-29</th>\n",
       "      <th>2017-09-30</th>\n",
       "      <th>2016-09-24</th>\n",
       "      <th>2015-09-26</th>\n",
       "      <th>2014-09-27</th>\n",
       "      <th>2013-09-28</th>\n",
       "      <th>2012-09-29</th>\n",
       "      <th>2011-09-24</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reportedCurrency</th>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fillingDate</th>\n",
       "      <td>2020-10-30</td>\n",
       "      <td>2019-10-31 00:00:00</td>\n",
       "      <td>2018-11-05 00:00:00</td>\n",
       "      <td>2017-11-03 00:00:00</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "      <td>2015-10-28 00:00:00</td>\n",
       "      <td>2014-10-27 00:00:00</td>\n",
       "      <td>2013-10-30 00:00:00</td>\n",
       "      <td>2012-10-31 00:00:00</td>\n",
       "      <td>2011-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acceptedDate</th>\n",
       "      <td>2020-10-29 18:06:25</td>\n",
       "      <td>2019-10-30 18:12:36</td>\n",
       "      <td>2018-11-05 08:01:40</td>\n",
       "      <td>2017-11-03 08:01:37</td>\n",
       "      <td>2016-10-26 16:42:16</td>\n",
       "      <td>2015-10-28 16:31:09</td>\n",
       "      <td>2014-10-27 17:11:55</td>\n",
       "      <td>2013-10-29 20:38:28</td>\n",
       "      <td>2012-10-31 17:07:19</td>\n",
       "      <td>2011-10-26 16:35:25</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>274515000000</td>\n",
       "      <td>260174000000</td>\n",
       "      <td>265595000000</td>\n",
       "      <td>229234000000</td>\n",
       "      <td>215639000000</td>\n",
       "      <td>233715000000</td>\n",
       "      <td>182795000000</td>\n",
       "      <td>170910000000</td>\n",
       "      <td>156508000000</td>\n",
       "      <td>108249000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>costOfRevenue</th>\n",
       "      <td>169559000000</td>\n",
       "      <td>161782000000</td>\n",
       "      <td>163756000000</td>\n",
       "      <td>141048000000</td>\n",
       "      <td>131376000000</td>\n",
       "      <td>140089000000</td>\n",
       "      <td>112258000000</td>\n",
       "      <td>106606000000</td>\n",
       "      <td>87846000000</td>\n",
       "      <td>64431000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grossProfit</th>\n",
       "      <td>104956000000</td>\n",
       "      <td>98392000000</td>\n",
       "      <td>101839000000</td>\n",
       "      <td>88186000000</td>\n",
       "      <td>84263000000</td>\n",
       "      <td>93626000000</td>\n",
       "      <td>70537000000</td>\n",
       "      <td>64304000000</td>\n",
       "      <td>68662000000</td>\n",
       "      <td>43818000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grossProfitRatio</th>\n",
       "      <td>0.38</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>researchAndDevelopmentExpenses</th>\n",
       "      <td>18752000000</td>\n",
       "      <td>16217000000</td>\n",
       "      <td>14236000000</td>\n",
       "      <td>11581000000</td>\n",
       "      <td>10045000000</td>\n",
       "      <td>8067000000</td>\n",
       "      <td>6041000000</td>\n",
       "      <td>4475000000</td>\n",
       "      <td>3381000000</td>\n",
       "      <td>2429000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>generalAndAdministrativeExpenses</th>\n",
       "      <td>19916000000</td>\n",
       "      <td>18245000000</td>\n",
       "      <td>16705000000</td>\n",
       "      <td>15261000000</td>\n",
       "      <td>14194000000</td>\n",
       "      <td>14329000000</td>\n",
       "      <td>11993000000</td>\n",
       "      <td>10830000000</td>\n",
       "      <td>10040000000</td>\n",
       "      <td>7599000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sellingAndMarketingExpenses</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>sellingGeneralAndAdministrativeExpenses</th>\n",
       "      <td>19916000000</td>\n",
       "      <td>18245000000</td>\n",
       "      <td>16705000000</td>\n",
       "      <td>15261000000</td>\n",
       "      <td>14194000000</td>\n",
       "      <td>14329000000</td>\n",
       "      <td>11993000000</td>\n",
       "      <td>10830000000</td>\n",
       "      <td>10040000000</td>\n",
       "      <td>7599000000</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>38668000000</td>\n",
       "      <td>34462000000</td>\n",
       "      <td>30941000000</td>\n",
       "      <td>26842000000</td>\n",
       "      <td>24239000000</td>\n",
       "      <td>22396000000</td>\n",
       "      <td>18034000000</td>\n",
       "      <td>15305000000</td>\n",
       "      <td>13421000000</td>\n",
       "      <td>10028000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>costAndExpenses</th>\n",
       "      <td>208227000000</td>\n",
       "      <td>196244000000</td>\n",
       "      <td>194697000000</td>\n",
       "      <td>167890000000</td>\n",
       "      <td>155615000000</td>\n",
       "      <td>162485000000</td>\n",
       "      <td>130292000000</td>\n",
       "      <td>121911000000</td>\n",
       "      <td>101267000000</td>\n",
       "      <td>74459000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interestExpense</th>\n",
       "      <td>2,873,000,000.00</td>\n",
       "      <td>3,576,000,000.00</td>\n",
       "      <td>3,240,000,000.00</td>\n",
       "      <td>2,323,000,000.00</td>\n",
       "      <td>1,456,000,000.00</td>\n",
       "      <td>733,000,000.00</td>\n",
       "      <td>384,000,000.00</td>\n",
       "      <td>136,000,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depreciationAndAmortization</th>\n",
       "      <td>11056000000</td>\n",
       "      <td>12547000000</td>\n",
       "      <td>10903000000</td>\n",
       "      <td>10157000000</td>\n",
       "      <td>10505000000</td>\n",
       "      <td>11257000000</td>\n",
       "      <td>7946000000</td>\n",
       "      <td>6757000000</td>\n",
       "      <td>3277000000</td>\n",
       "      <td>1814000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebitda</th>\n",
       "      <td>81020000000</td>\n",
       "      <td>81860000000</td>\n",
       "      <td>87046000000</td>\n",
       "      <td>76569000000</td>\n",
       "      <td>73333000000</td>\n",
       "      <td>84505000000</td>\n",
       "      <td>61813000000</td>\n",
       "      <td>57048000000</td>\n",
       "      <td>59040000000</td>\n",
       "      <td>36019000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebitdaratio</th>\n",
       "      <td>0.30</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingIncome</th>\n",
       "      <td>66288000000</td>\n",
       "      <td>63930000000</td>\n",
       "      <td>70898000000</td>\n",
       "      <td>61344000000</td>\n",
       "      <td>60024000000</td>\n",
       "      <td>71230000000</td>\n",
       "      <td>52503000000</td>\n",
       "      <td>48999000000</td>\n",
       "      <td>55241000000</td>\n",
       "      <td>33790000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingIncomeRatio</th>\n",
       "      <td>0.24</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalOtherIncomeExpensesNet</th>\n",
       "      <td>-803000000</td>\n",
       "      <td>-1807000000</td>\n",
       "      <td>-2005000000</td>\n",
       "      <td>-2745000000</td>\n",
       "      <td>-1348000000</td>\n",
       "      <td>-1285000000</td>\n",
       "      <td>-980000000</td>\n",
       "      <td>-1156000000</td>\n",
       "      <td>-522000000</td>\n",
       "      <td>-415000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incomeBeforeTax</th>\n",
       "      <td>67091000000</td>\n",
       "      <td>65737000000</td>\n",
       "      <td>72903000000</td>\n",
       "      <td>64089000000</td>\n",
       "      <td>61372000000</td>\n",
       "      <td>72515000000</td>\n",
       "      <td>53483000000</td>\n",
       "      <td>50155000000</td>\n",
       "      <td>55763000000</td>\n",
       "      <td>34205000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incomeBeforeTaxRatio</th>\n",
       "      <td>0.24</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incomeTaxExpense</th>\n",
       "      <td>9680000000</td>\n",
       "      <td>10481000000</td>\n",
       "      <td>13372000000</td>\n",
       "      <td>15738000000</td>\n",
       "      <td>15685000000</td>\n",
       "      <td>19121000000</td>\n",
       "      <td>13973000000</td>\n",
       "      <td>13118000000</td>\n",
       "      <td>14030000000</td>\n",
       "      <td>8283000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncome</th>\n",
       "      <td>57411000000</td>\n",
       "      <td>55256000000</td>\n",
       "      <td>59531000000</td>\n",
       "      <td>48351000000</td>\n",
       "      <td>45687000000</td>\n",
       "      <td>53394000000</td>\n",
       "      <td>39510000000</td>\n",
       "      <td>37037000000</td>\n",
       "      <td>41733000000</td>\n",
       "      <td>25922000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netIncomeRatio</th>\n",
       "      <td>0.21</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eps</th>\n",
       "      <td>3.31</td>\n",
       "      <td>2.99</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2.09</td>\n",
       "      <td>2.32</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.43</td>\n",
       "      <td>1.59</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>epsdiluted</th>\n",
       "      <td>3.28</td>\n",
       "      <td>2.97</td>\n",
       "      <td>2.98</td>\n",
       "      <td>2.30</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.31</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.42</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weightedAverageShsOut</th>\n",
       "      <td>17352119000</td>\n",
       "      <td>18471336000</td>\n",
       "      <td>19821508000</td>\n",
       "      <td>20868968000</td>\n",
       "      <td>21883280000</td>\n",
       "      <td>23013684000</td>\n",
       "      <td>24342288000</td>\n",
       "      <td>25909268000</td>\n",
       "      <td>26174904000</td>\n",
       "      <td>25879224000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weightedAverageShsOutDil</th>\n",
       "      <td>17528214000</td>\n",
       "      <td>18595652000</td>\n",
       "      <td>20000436000</td>\n",
       "      <td>21006768000</td>\n",
       "      <td>22001124000</td>\n",
       "      <td>23172276000</td>\n",
       "      <td>24490652000</td>\n",
       "      <td>26086536000</td>\n",
       "      <td>26469940000</td>\n",
       "      <td>26226060000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>link</th>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>finalLink</th>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                                                                            2020-09-26  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2020-10-30   \n",
       "acceptedDate                                                           2020-10-29 18:06:25   \n",
       "period                                                                                  FY   \n",
       "revenue                                                                       274515000000   \n",
       "costOfRevenue                                                                 169559000000   \n",
       "grossProfit                                                                   104956000000   \n",
       "grossProfitRatio                                                                      0.38   \n",
       "researchAndDevelopmentExpenses                                                 18752000000   \n",
       "generalAndAdministrativeExpenses                                               19916000000   \n",
       "sellingAndMarketingExpenses                                                           0.00   \n",
       "sellingGeneralAndAdministrativeExpenses                                        19916000000   \n",
       "otherExpenses                                                                         0.00   \n",
       "operatingExpenses                                                              38668000000   \n",
       "costAndExpenses                                                               208227000000   \n",
       "interestExpense                                                           2,873,000,000.00   \n",
       "depreciationAndAmortization                                                    11056000000   \n",
       "ebitda                                                                         81020000000   \n",
       "ebitdaratio                                                                           0.30   \n",
       "operatingIncome                                                                66288000000   \n",
       "operatingIncomeRatio                                                                  0.24   \n",
       "totalOtherIncomeExpensesNet                                                     -803000000   \n",
       "incomeBeforeTax                                                                67091000000   \n",
       "incomeBeforeTaxRatio                                                                  0.24   \n",
       "incomeTaxExpense                                                                9680000000   \n",
       "netIncome                                                                      57411000000   \n",
       "netIncomeRatio                                                                        0.21   \n",
       "eps                                                                                   3.31   \n",
       "epsdiluted                                                                            3.28   \n",
       "weightedAverageShsOut                                                          17352119000   \n",
       "weightedAverageShsOutDil                                                       17528214000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2019-09-28  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                            2019-10-31 00:00:00   \n",
       "acceptedDate                                                           2019-10-30 18:12:36   \n",
       "period                                                                                  FY   \n",
       "revenue                                                                       260174000000   \n",
       "costOfRevenue                                                                 161782000000   \n",
       "grossProfit                                                                    98392000000   \n",
       "grossProfitRatio                                                                      0.38   \n",
       "researchAndDevelopmentExpenses                                                 16217000000   \n",
       "generalAndAdministrativeExpenses                                               18245000000   \n",
       "sellingAndMarketingExpenses                                                           0.00   \n",
       "sellingGeneralAndAdministrativeExpenses                                        18245000000   \n",
       "otherExpenses                                                                         0.00   \n",
       "operatingExpenses                                                              34462000000   \n",
       "costAndExpenses                                                               196244000000   \n",
       "interestExpense                                                           3,576,000,000.00   \n",
       "depreciationAndAmortization                                                    12547000000   \n",
       "ebitda                                                                         81860000000   \n",
       "ebitdaratio                                                                           0.31   \n",
       "operatingIncome                                                                63930000000   \n",
       "operatingIncomeRatio                                                                  0.25   \n",
       "totalOtherIncomeExpensesNet                                                    -1807000000   \n",
       "incomeBeforeTax                                                                65737000000   \n",
       "incomeBeforeTaxRatio                                                                  0.25   \n",
       "incomeTaxExpense                                                               10481000000   \n",
       "netIncome                                                                      55256000000   \n",
       "netIncomeRatio                                                                        0.21   \n",
       "eps                                                                                   2.99   \n",
       "epsdiluted                                                                            2.97   \n",
       "weightedAverageShsOut                                                          18471336000   \n",
       "weightedAverageShsOutDil                                                       18595652000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2018-09-29  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                            2018-11-05 00:00:00   \n",
       "acceptedDate                                                           2018-11-05 08:01:40   \n",
       "period                                                                                  FY   \n",
       "revenue                                                                       265595000000   \n",
       "costOfRevenue                                                                 163756000000   \n",
       "grossProfit                                                                   101839000000   \n",
       "grossProfitRatio                                                                      0.38   \n",
       "researchAndDevelopmentExpenses                                                 14236000000   \n",
       "generalAndAdministrativeExpenses                                               16705000000   \n",
       "sellingAndMarketingExpenses                                                           0.00   \n",
       "sellingGeneralAndAdministrativeExpenses                                        16705000000   \n",
       "otherExpenses                                                                         0.00   \n",
       "operatingExpenses                                                              30941000000   \n",
       "costAndExpenses                                                               194697000000   \n",
       "interestExpense                                                           3,240,000,000.00   \n",
       "depreciationAndAmortization                                                    10903000000   \n",
       "ebitda                                                                         87046000000   \n",
       "ebitdaratio                                                                           0.33   \n",
       "operatingIncome                                                                70898000000   \n",
       "operatingIncomeRatio                                                                  0.27   \n",
       "totalOtherIncomeExpensesNet                                                    -2005000000   \n",
       "incomeBeforeTax                                                                72903000000   \n",
       "incomeBeforeTaxRatio                                                                  0.27   \n",
       "incomeTaxExpense                                                               13372000000   \n",
       "netIncome                                                                      59531000000   \n",
       "netIncomeRatio                                                                        0.22   \n",
       "eps                                                                                   3.00   \n",
       "epsdiluted                                                                            2.98   \n",
       "weightedAverageShsOut                                                          19821508000   \n",
       "weightedAverageShsOutDil                                                       20000436000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2017-09-30  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                            2017-11-03 00:00:00   \n",
       "acceptedDate                                                           2017-11-03 08:01:37   \n",
       "period                                                                                  FY   \n",
       "revenue                                                                       229234000000   \n",
       "costOfRevenue                                                                 141048000000   \n",
       "grossProfit                                                                    88186000000   \n",
       "grossProfitRatio                                                                      0.38   \n",
       "researchAndDevelopmentExpenses                                                 11581000000   \n",
       "generalAndAdministrativeExpenses                                               15261000000   \n",
       "sellingAndMarketingExpenses                                                           0.00   \n",
       "sellingGeneralAndAdministrativeExpenses                                        15261000000   \n",
       "otherExpenses                                                                         0.00   \n",
       "operatingExpenses                                                              26842000000   \n",
       "costAndExpenses                                                               167890000000   \n",
       "interestExpense                                                           2,323,000,000.00   \n",
       "depreciationAndAmortization                                                    10157000000   \n",
       "ebitda                                                                         76569000000   \n",
       "ebitdaratio                                                                           0.33   \n",
       "operatingIncome                                                                61344000000   \n",
       "operatingIncomeRatio                                                                  0.27   \n",
       "totalOtherIncomeExpensesNet                                                    -2745000000   \n",
       "incomeBeforeTax                                                                64089000000   \n",
       "incomeBeforeTaxRatio                                                                  0.28   \n",
       "incomeTaxExpense                                                               15738000000   \n",
       "netIncome                                                                      48351000000   \n",
       "netIncomeRatio                                                                        0.21   \n",
       "eps                                                                                   2.32   \n",
       "epsdiluted                                                                            2.30   \n",
       "weightedAverageShsOut                                                          20868968000   \n",
       "weightedAverageShsOutDil                                                       21006768000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2016-09-24  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                            2016-10-26 00:00:00   \n",
       "acceptedDate                                                           2016-10-26 16:42:16   \n",
       "period                                                                                  FY   \n",
       "revenue                                                                       215639000000   \n",
       "costOfRevenue                                                                 131376000000   \n",
       "grossProfit                                                                    84263000000   \n",
       "grossProfitRatio                                                                      0.39   \n",
       "researchAndDevelopmentExpenses                                                 10045000000   \n",
       "generalAndAdministrativeExpenses                                               14194000000   \n",
       "sellingAndMarketingExpenses                                                           0.00   \n",
       "sellingGeneralAndAdministrativeExpenses                                        14194000000   \n",
       "otherExpenses                                                                         0.00   \n",
       "operatingExpenses                                                              24239000000   \n",
       "costAndExpenses                                                               155615000000   \n",
       "interestExpense                                                           1,456,000,000.00   \n",
       "depreciationAndAmortization                                                    10505000000   \n",
       "ebitda                                                                         73333000000   \n",
       "ebitdaratio                                                                           0.34   \n",
       "operatingIncome                                                                60024000000   \n",
       "operatingIncomeRatio                                                                  0.28   \n",
       "totalOtherIncomeExpensesNet                                                    -1348000000   \n",
       "incomeBeforeTax                                                                61372000000   \n",
       "incomeBeforeTaxRatio                                                                  0.28   \n",
       "incomeTaxExpense                                                               15685000000   \n",
       "netIncome                                                                      45687000000   \n",
       "netIncomeRatio                                                                        0.21   \n",
       "eps                                                                                   2.09   \n",
       "epsdiluted                                                                            2.08   \n",
       "weightedAverageShsOut                                                          21883280000   \n",
       "weightedAverageShsOutDil                                                       22001124000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2015-09-26  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                            2015-10-28 00:00:00   \n",
       "acceptedDate                                                           2015-10-28 16:31:09   \n",
       "period                                                                                  FY   \n",
       "revenue                                                                       233715000000   \n",
       "costOfRevenue                                                                 140089000000   \n",
       "grossProfit                                                                    93626000000   \n",
       "grossProfitRatio                                                                      0.40   \n",
       "researchAndDevelopmentExpenses                                                  8067000000   \n",
       "generalAndAdministrativeExpenses                                               14329000000   \n",
       "sellingAndMarketingExpenses                                                           0.00   \n",
       "sellingGeneralAndAdministrativeExpenses                                        14329000000   \n",
       "otherExpenses                                                                         0.00   \n",
       "operatingExpenses                                                              22396000000   \n",
       "costAndExpenses                                                               162485000000   \n",
       "interestExpense                                                             733,000,000.00   \n",
       "depreciationAndAmortization                                                    11257000000   \n",
       "ebitda                                                                         84505000000   \n",
       "ebitdaratio                                                                           0.36   \n",
       "operatingIncome                                                                71230000000   \n",
       "operatingIncomeRatio                                                                  0.30   \n",
       "totalOtherIncomeExpensesNet                                                    -1285000000   \n",
       "incomeBeforeTax                                                                72515000000   \n",
       "incomeBeforeTaxRatio                                                                  0.31   \n",
       "incomeTaxExpense                                                               19121000000   \n",
       "netIncome                                                                      53394000000   \n",
       "netIncomeRatio                                                                        0.23   \n",
       "eps                                                                                   2.32   \n",
       "epsdiluted                                                                            2.31   \n",
       "weightedAverageShsOut                                                          23013684000   \n",
       "weightedAverageShsOutDil                                                       23172276000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2014-09-27  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                            2014-10-27 00:00:00   \n",
       "acceptedDate                                                           2014-10-27 17:11:55   \n",
       "period                                                                                  FY   \n",
       "revenue                                                                       182795000000   \n",
       "costOfRevenue                                                                 112258000000   \n",
       "grossProfit                                                                    70537000000   \n",
       "grossProfitRatio                                                                      0.39   \n",
       "researchAndDevelopmentExpenses                                                  6041000000   \n",
       "generalAndAdministrativeExpenses                                               11993000000   \n",
       "sellingAndMarketingExpenses                                                           0.00   \n",
       "sellingGeneralAndAdministrativeExpenses                                        11993000000   \n",
       "otherExpenses                                                                         0.00   \n",
       "operatingExpenses                                                              18034000000   \n",
       "costAndExpenses                                                               130292000000   \n",
       "interestExpense                                                             384,000,000.00   \n",
       "depreciationAndAmortization                                                     7946000000   \n",
       "ebitda                                                                         61813000000   \n",
       "ebitdaratio                                                                           0.34   \n",
       "operatingIncome                                                                52503000000   \n",
       "operatingIncomeRatio                                                                  0.29   \n",
       "totalOtherIncomeExpensesNet                                                     -980000000   \n",
       "incomeBeforeTax                                                                53483000000   \n",
       "incomeBeforeTaxRatio                                                                  0.29   \n",
       "incomeTaxExpense                                                               13973000000   \n",
       "netIncome                                                                      39510000000   \n",
       "netIncomeRatio                                                                        0.22   \n",
       "eps                                                                                   1.62   \n",
       "epsdiluted                                                                            1.61   \n",
       "weightedAverageShsOut                                                          24342288000   \n",
       "weightedAverageShsOutDil                                                       24490652000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2013-09-28  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                            2013-10-30 00:00:00   \n",
       "acceptedDate                                                           2013-10-29 20:38:28   \n",
       "period                                                                                  FY   \n",
       "revenue                                                                       170910000000   \n",
       "costOfRevenue                                                                 106606000000   \n",
       "grossProfit                                                                    64304000000   \n",
       "grossProfitRatio                                                                      0.38   \n",
       "researchAndDevelopmentExpenses                                                  4475000000   \n",
       "generalAndAdministrativeExpenses                                               10830000000   \n",
       "sellingAndMarketingExpenses                                                           0.00   \n",
       "sellingGeneralAndAdministrativeExpenses                                        10830000000   \n",
       "otherExpenses                                                                         0.00   \n",
       "operatingExpenses                                                              15305000000   \n",
       "costAndExpenses                                                               121911000000   \n",
       "interestExpense                                                             136,000,000.00   \n",
       "depreciationAndAmortization                                                     6757000000   \n",
       "ebitda                                                                         57048000000   \n",
       "ebitdaratio                                                                           0.33   \n",
       "operatingIncome                                                                48999000000   \n",
       "operatingIncomeRatio                                                                  0.29   \n",
       "totalOtherIncomeExpensesNet                                                    -1156000000   \n",
       "incomeBeforeTax                                                                50155000000   \n",
       "incomeBeforeTaxRatio                                                                  0.29   \n",
       "incomeTaxExpense                                                               13118000000   \n",
       "netIncome                                                                      37037000000   \n",
       "netIncomeRatio                                                                        0.22   \n",
       "eps                                                                                   1.43   \n",
       "epsdiluted                                                                            1.42   \n",
       "weightedAverageShsOut                                                          25909268000   \n",
       "weightedAverageShsOutDil                                                       26086536000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2012-09-29  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                            2012-10-31 00:00:00   \n",
       "acceptedDate                                                           2012-10-31 17:07:19   \n",
       "period                                                                                  FY   \n",
       "revenue                                                                       156508000000   \n",
       "costOfRevenue                                                                  87846000000   \n",
       "grossProfit                                                                    68662000000   \n",
       "grossProfitRatio                                                                      0.44   \n",
       "researchAndDevelopmentExpenses                                                  3381000000   \n",
       "generalAndAdministrativeExpenses                                               10040000000   \n",
       "sellingAndMarketingExpenses                                                           0.00   \n",
       "sellingGeneralAndAdministrativeExpenses                                        10040000000   \n",
       "otherExpenses                                                                         0.00   \n",
       "operatingExpenses                                                              13421000000   \n",
       "costAndExpenses                                                               101267000000   \n",
       "interestExpense                                                                       0.00   \n",
       "depreciationAndAmortization                                                     3277000000   \n",
       "ebitda                                                                         59040000000   \n",
       "ebitdaratio                                                                           0.38   \n",
       "operatingIncome                                                                55241000000   \n",
       "operatingIncomeRatio                                                                  0.35   \n",
       "totalOtherIncomeExpensesNet                                                     -522000000   \n",
       "incomeBeforeTax                                                                55763000000   \n",
       "incomeBeforeTaxRatio                                                                  0.36   \n",
       "incomeTaxExpense                                                               14030000000   \n",
       "netIncome                                                                      41733000000   \n",
       "netIncomeRatio                                                                        0.27   \n",
       "eps                                                                                   1.59   \n",
       "epsdiluted                                                                            1.58   \n",
       "weightedAverageShsOut                                                          26174904000   \n",
       "weightedAverageShsOutDil                                                       26469940000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2011-09-24  \n",
       "symbol                                                                                AAPL  \n",
       "reportedCurrency                                                                       USD  \n",
       "fillingDate                                                            2011-10-26 00:00:00  \n",
       "acceptedDate                                                           2011-10-26 16:35:25  \n",
       "period                                                                                  FY  \n",
       "revenue                                                                       108249000000  \n",
       "costOfRevenue                                                                  64431000000  \n",
       "grossProfit                                                                    43818000000  \n",
       "grossProfitRatio                                                                      0.40  \n",
       "researchAndDevelopmentExpenses                                                  2429000000  \n",
       "generalAndAdministrativeExpenses                                                7599000000  \n",
       "sellingAndMarketingExpenses                                                           0.00  \n",
       "sellingGeneralAndAdministrativeExpenses                                         7599000000  \n",
       "otherExpenses                                                                         0.00  \n",
       "operatingExpenses                                                              10028000000  \n",
       "costAndExpenses                                                                74459000000  \n",
       "interestExpense                                                                       0.00  \n",
       "depreciationAndAmortization                                                     1814000000  \n",
       "ebitda                                                                         36019000000  \n",
       "ebitdaratio                                                                           0.33  \n",
       "operatingIncome                                                                33790000000  \n",
       "operatingIncomeRatio                                                                  0.31  \n",
       "totalOtherIncomeExpensesNet                                                     -415000000  \n",
       "incomeBeforeTax                                                                34205000000  \n",
       "incomeBeforeTaxRatio                                                                  0.32  \n",
       "incomeTaxExpense                                                                8283000000  \n",
       "netIncome                                                                      25922000000  \n",
       "netIncomeRatio                                                                        0.24  \n",
       "eps                                                                                   1.00  \n",
       "epsdiluted                                                                            0.99  \n",
       "weightedAverageShsOut                                                          25879224000  \n",
       "weightedAverageShsOutDil                                                       26226060000  \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...  \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...  "
      ]
     },
     "metadata": {},
     "execution_count": 213
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Balance Sheet"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "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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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>2020-09-26</th>\n",
       "      <th>2019-09-28</th>\n",
       "      <th>2018-09-29</th>\n",
       "      <th>2017-09-30</th>\n",
       "      <th>2016-09-24</th>\n",
       "      <th>2015-09-26</th>\n",
       "      <th>2014-09-27</th>\n",
       "      <th>2013-09-28</th>\n",
       "      <th>2012-09-29</th>\n",
       "      <th>2011-09-24</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reportedCurrency</th>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fillingDate</th>\n",
       "      <td>2020-10-30</td>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>2018-11-05</td>\n",
       "      <td>2017-11-03</td>\n",
       "      <td>2016-10-26</td>\n",
       "      <td>2015-10-28</td>\n",
       "      <td>2014-10-27</td>\n",
       "      <td>2013-10-30</td>\n",
       "      <td>2012-10-31</td>\n",
       "      <td>2011-10-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acceptedDate</th>\n",
       "      <td>2020-10-29 18:06:25</td>\n",
       "      <td>2019-10-30 18:12:36</td>\n",
       "      <td>2018-11-05 08:01:40</td>\n",
       "      <td>2017-11-03 08:01:37</td>\n",
       "      <td>2016-10-26 16:42:16</td>\n",
       "      <td>2015-10-28 16:31:09</td>\n",
       "      <td>2014-10-27 17:11:55</td>\n",
       "      <td>2013-10-29 20:38:28</td>\n",
       "      <td>2012-10-31 17:07:19</td>\n",
       "      <td>2011-10-26 16:35:25</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>38016000000</td>\n",
       "      <td>48844000000</td>\n",
       "      <td>25913000000</td>\n",
       "      <td>20289000000</td>\n",
       "      <td>20484000000</td>\n",
       "      <td>21120000000</td>\n",
       "      <td>13844000000</td>\n",
       "      <td>14259000000</td>\n",
       "      <td>10746000000</td>\n",
       "      <td>9815000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shortTermInvestments</th>\n",
       "      <td>52927000000</td>\n",
       "      <td>51713000000</td>\n",
       "      <td>40388000000</td>\n",
       "      <td>53892000000</td>\n",
       "      <td>46671000000</td>\n",
       "      <td>20481000000</td>\n",
       "      <td>11233000000</td>\n",
       "      <td>26287000000</td>\n",
       "      <td>18383000000</td>\n",
       "      <td>16137000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashAndShortTermInvestments</th>\n",
       "      <td>90943000000</td>\n",
       "      <td>100557000000</td>\n",
       "      <td>66301000000</td>\n",
       "      <td>74181000000</td>\n",
       "      <td>67155000000</td>\n",
       "      <td>41601000000</td>\n",
       "      <td>25077000000</td>\n",
       "      <td>40546000000</td>\n",
       "      <td>29129000000</td>\n",
       "      <td>25952000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netReceivables</th>\n",
       "      <td>37445000000</td>\n",
       "      <td>45804000000</td>\n",
       "      <td>48995000000</td>\n",
       "      <td>35673000000</td>\n",
       "      <td>15754000000</td>\n",
       "      <td>16849000000</td>\n",
       "      <td>17460000000</td>\n",
       "      <td>13102000000</td>\n",
       "      <td>10930000000</td>\n",
       "      <td>5369000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventory</th>\n",
       "      <td>4061000000</td>\n",
       "      <td>4106000000</td>\n",
       "      <td>3956000000</td>\n",
       "      <td>4855000000</td>\n",
       "      <td>2132000000</td>\n",
       "      <td>2349000000</td>\n",
       "      <td>2111000000</td>\n",
       "      <td>1764000000</td>\n",
       "      <td>791000000</td>\n",
       "      <td>776000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherCurrentAssets</th>\n",
       "      <td>11264000000</td>\n",
       "      <td>12352000000</td>\n",
       "      <td>12087000000</td>\n",
       "      <td>13936000000</td>\n",
       "      <td>21828000000</td>\n",
       "      <td>28579000000</td>\n",
       "      <td>23883000000</td>\n",
       "      <td>17874000000</td>\n",
       "      <td>16803000000</td>\n",
       "      <td>12891000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalCurrentAssets</th>\n",
       "      <td>143713000000</td>\n",
       "      <td>162819000000</td>\n",
       "      <td>131339000000</td>\n",
       "      <td>128645000000</td>\n",
       "      <td>106869000000</td>\n",
       "      <td>89378000000</td>\n",
       "      <td>68531000000</td>\n",
       "      <td>73286000000</td>\n",
       "      <td>57653000000</td>\n",
       "      <td>44988000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propertyPlantEquipmentNet</th>\n",
       "      <td>36766000000</td>\n",
       "      <td>37378000000</td>\n",
       "      <td>41304000000</td>\n",
       "      <td>33783000000</td>\n",
       "      <td>27010000000</td>\n",
       "      <td>22471000000</td>\n",
       "      <td>20624000000</td>\n",
       "      <td>16597000000</td>\n",
       "      <td>15452000000</td>\n",
       "      <td>7777000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>goodwill</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5,717,000,000.00</td>\n",
       "      <td>5,414,000,000.00</td>\n",
       "      <td>5,116,000,000.00</td>\n",
       "      <td>4,616,000,000.00</td>\n",
       "      <td>1,577,000,000.00</td>\n",
       "      <td>1,135,000,000.00</td>\n",
       "      <td>896,000,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>intangibleAssets</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,298,000,000.00</td>\n",
       "      <td>3,206,000,000.00</td>\n",
       "      <td>3,893,000,000.00</td>\n",
       "      <td>4,142,000,000.00</td>\n",
       "      <td>4,179,000,000.00</td>\n",
       "      <td>4,224,000,000.00</td>\n",
       "      <td>3,536,000,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>goodwillAndIntangibleAssets</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8,015,000,000.00</td>\n",
       "      <td>8,620,000,000.00</td>\n",
       "      <td>9,009,000,000.00</td>\n",
       "      <td>8,758,000,000.00</td>\n",
       "      <td>5,756,000,000.00</td>\n",
       "      <td>5,359,000,000.00</td>\n",
       "      <td>4,432,000,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longTermInvestments</th>\n",
       "      <td>100887000000</td>\n",
       "      <td>105341000000</td>\n",
       "      <td>170799000000</td>\n",
       "      <td>194714000000</td>\n",
       "      <td>170430000000</td>\n",
       "      <td>164065000000</td>\n",
       "      <td>130162000000</td>\n",
       "      <td>106215000000</td>\n",
       "      <td>92122000000</td>\n",
       "      <td>55618000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taxAssets</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26,019,000,000.00</td>\n",
       "      <td>24,062,000,000.00</td>\n",
       "      <td>20,259,000,000.00</td>\n",
       "      <td>16,489,000,000.00</td>\n",
       "      <td>13,847,000,000.00</td>\n",
       "      <td>8,159,000,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherNonCurrentAssets</th>\n",
       "      <td>42522000000</td>\n",
       "      <td>32978000000</td>\n",
       "      <td>22283000000</td>\n",
       "      <td>10162000000</td>\n",
       "      <td>-17262000000</td>\n",
       "      <td>-18640000000</td>\n",
       "      <td>-16495000000</td>\n",
       "      <td>-11343000000</td>\n",
       "      <td>-8369000000</td>\n",
       "      <td>-4603000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalNonCurrentAssets</th>\n",
       "      <td>180175000000</td>\n",
       "      <td>175697000000</td>\n",
       "      <td>234386000000</td>\n",
       "      <td>246674000000</td>\n",
       "      <td>214817000000</td>\n",
       "      <td>200967000000</td>\n",
       "      <td>163308000000</td>\n",
       "      <td>133714000000</td>\n",
       "      <td>118411000000</td>\n",
       "      <td>71383000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherAssets</th>\n",
       "      <td>90,482,000,000.00</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>323888000000</td>\n",
       "      <td>338516000000</td>\n",
       "      <td>365725000000</td>\n",
       "      <td>375319000000</td>\n",
       "      <td>321686000000</td>\n",
       "      <td>290345000000</td>\n",
       "      <td>231839000000</td>\n",
       "      <td>207000000000</td>\n",
       "      <td>176064000000</td>\n",
       "      <td>116371000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accountPayables</th>\n",
       "      <td>42296000000</td>\n",
       "      <td>46236000000</td>\n",
       "      <td>55888000000</td>\n",
       "      <td>49049000000</td>\n",
       "      <td>37294000000</td>\n",
       "      <td>35490000000</td>\n",
       "      <td>30196000000</td>\n",
       "      <td>22367000000</td>\n",
       "      <td>21175000000</td>\n",
       "      <td>14632000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shortTermDebt</th>\n",
       "      <td>13,769,000,000.00</td>\n",
       "      <td>16,240,000,000.00</td>\n",
       "      <td>20,748,000,000.00</td>\n",
       "      <td>18,473,000,000.00</td>\n",
       "      <td>11,605,000,000.00</td>\n",
       "      <td>10,999,000,000.00</td>\n",
       "      <td>6,308,000,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taxPayables</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>1,209,000,000.00</td>\n",
       "      <td>1,200,000,000.00</td>\n",
       "      <td>1,535,000,000.00</td>\n",
       "      <td>1,140,000,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deferredRevenue</th>\n",
       "      <td>6643000000</td>\n",
       "      <td>5522000000</td>\n",
       "      <td>7543000000</td>\n",
       "      <td>7548000000</td>\n",
       "      <td>8080000000</td>\n",
       "      <td>8940000000</td>\n",
       "      <td>8491000000</td>\n",
       "      <td>7435000000</td>\n",
       "      <td>5953000000</td>\n",
       "      <td>4091000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherCurrentLiabilities</th>\n",
       "      <td>42684000000</td>\n",
       "      <td>37720000000</td>\n",
       "      <td>32687000000</td>\n",
       "      <td>25744000000</td>\n",
       "      <td>22027000000</td>\n",
       "      <td>25181000000</td>\n",
       "      <td>18453000000</td>\n",
       "      <td>13856000000</td>\n",
       "      <td>11414000000</td>\n",
       "      <td>9247000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalCurrentLiabilities</th>\n",
       "      <td>105392000000</td>\n",
       "      <td>105718000000</td>\n",
       "      <td>116866000000</td>\n",
       "      <td>100814000000</td>\n",
       "      <td>79006000000</td>\n",
       "      <td>80610000000</td>\n",
       "      <td>63448000000</td>\n",
       "      <td>43658000000</td>\n",
       "      <td>38542000000</td>\n",
       "      <td>27970000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longTermDebt</th>\n",
       "      <td>98,667,000,000.00</td>\n",
       "      <td>91,807,000,000.00</td>\n",
       "      <td>93,735,000,000.00</td>\n",
       "      <td>97,207,000,000.00</td>\n",
       "      <td>75,427,000,000.00</td>\n",
       "      <td>53,329,000,000.00</td>\n",
       "      <td>28,987,000,000.00</td>\n",
       "      <td>16,960,000,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deferredRevenueNonCurrent</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,797,000,000.00</td>\n",
       "      <td>2,836,000,000.00</td>\n",
       "      <td>2,930,000,000.00</td>\n",
       "      <td>3,624,000,000.00</td>\n",
       "      <td>3,031,000,000.00</td>\n",
       "      <td>2,625,000,000.00</td>\n",
       "      <td>2,648,000,000.00</td>\n",
       "      <td>1,686,000,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deferredTaxLiabilitiesNonCurrent</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>426,000,000.00</td>\n",
       "      <td>31,504,000,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4,318,000,000.00</td>\n",
       "      <td>3,453,000,000.00</td>\n",
       "      <td>2,583,000,000.00</td>\n",
       "      <td>2,014,000,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherNonCurrentLiabilities</th>\n",
       "      <td>54490000000</td>\n",
       "      <td>50503000000</td>\n",
       "      <td>44754000000</td>\n",
       "      <td>8911000000</td>\n",
       "      <td>36074000000</td>\n",
       "      <td>33427000000</td>\n",
       "      <td>20508000000</td>\n",
       "      <td>16755000000</td>\n",
       "      <td>14081000000</td>\n",
       "      <td>8086000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalNonCurrentLiabilities</th>\n",
       "      <td>153157000000</td>\n",
       "      <td>142310000000</td>\n",
       "      <td>141712000000</td>\n",
       "      <td>140458000000</td>\n",
       "      <td>114431000000</td>\n",
       "      <td>90380000000</td>\n",
       "      <td>56844000000</td>\n",
       "      <td>39793000000</td>\n",
       "      <td>19312000000</td>\n",
       "      <td>11786000000</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>258549000000</td>\n",
       "      <td>248028000000</td>\n",
       "      <td>258578000000</td>\n",
       "      <td>241272000000</td>\n",
       "      <td>193437000000</td>\n",
       "      <td>170990000000</td>\n",
       "      <td>120292000000</td>\n",
       "      <td>83451000000</td>\n",
       "      <td>57854000000</td>\n",
       "      <td>39756000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commonStock</th>\n",
       "      <td>50779000000</td>\n",
       "      <td>45174000000</td>\n",
       "      <td>40201000000</td>\n",
       "      <td>35867000000</td>\n",
       "      <td>31251000000</td>\n",
       "      <td>27416000000</td>\n",
       "      <td>23313000000</td>\n",
       "      <td>19764000000</td>\n",
       "      <td>16422000000</td>\n",
       "      <td>13331000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>retainedEarnings</th>\n",
       "      <td>14966000000</td>\n",
       "      <td>45898000000</td>\n",
       "      <td>70400000000</td>\n",
       "      <td>98330000000</td>\n",
       "      <td>96364000000</td>\n",
       "      <td>92284000000</td>\n",
       "      <td>87152000000</td>\n",
       "      <td>104256000000</td>\n",
       "      <td>101289000000</td>\n",
       "      <td>62841000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accumulatedOtherComprehensiveIncomeLoss</th>\n",
       "      <td>-406000000</td>\n",
       "      <td>-584000000</td>\n",
       "      <td>-3454000000</td>\n",
       "      <td>-150000000</td>\n",
       "      <td>634000000</td>\n",
       "      <td>-345000000</td>\n",
       "      <td>1082000000</td>\n",
       "      <td>-471000000</td>\n",
       "      <td>499000000</td>\n",
       "      <td>443000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>othertotalStockholdersEquity</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>totalStockholdersEquity</th>\n",
       "      <td>65339000000</td>\n",
       "      <td>90488000000</td>\n",
       "      <td>107147000000</td>\n",
       "      <td>134047000000</td>\n",
       "      <td>128249000000</td>\n",
       "      <td>119355000000</td>\n",
       "      <td>111547000000</td>\n",
       "      <td>123549000000</td>\n",
       "      <td>118210000000</td>\n",
       "      <td>76615000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalLiabilitiesAndStockholdersEquity</th>\n",
       "      <td>323888000000</td>\n",
       "      <td>338516000000</td>\n",
       "      <td>365725000000</td>\n",
       "      <td>375319000000</td>\n",
       "      <td>321686000000</td>\n",
       "      <td>290345000000</td>\n",
       "      <td>231839000000</td>\n",
       "      <td>207000000000</td>\n",
       "      <td>176064000000</td>\n",
       "      <td>116371000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalInvestments</th>\n",
       "      <td>153814000000</td>\n",
       "      <td>157054000000</td>\n",
       "      <td>211187000000</td>\n",
       "      <td>248606000000</td>\n",
       "      <td>217101000000</td>\n",
       "      <td>184546000000</td>\n",
       "      <td>141395000000</td>\n",
       "      <td>132502000000</td>\n",
       "      <td>110505000000</td>\n",
       "      <td>71755000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalDebt</th>\n",
       "      <td>112,436,000,000.00</td>\n",
       "      <td>108,047,000,000.00</td>\n",
       "      <td>114,483,000,000.00</td>\n",
       "      <td>115,680,000,000.00</td>\n",
       "      <td>87,032,000,000.00</td>\n",
       "      <td>64,328,000,000.00</td>\n",
       "      <td>35,295,000,000.00</td>\n",
       "      <td>16,960,000,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netDebt</th>\n",
       "      <td>74420000000</td>\n",
       "      <td>59203000000</td>\n",
       "      <td>88570000000</td>\n",
       "      <td>95391000000</td>\n",
       "      <td>66548000000</td>\n",
       "      <td>43208000000</td>\n",
       "      <td>21451000000</td>\n",
       "      <td>2701000000</td>\n",
       "      <td>-10746000000</td>\n",
       "      <td>-9815000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>link</th>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>finalLink</th>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                                                                            2020-09-26  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2020-10-30   \n",
       "acceptedDate                                                           2020-10-29 18:06:25   \n",
       "period                                                                                  FY   \n",
       "cashAndCashEquivalents                                                         38016000000   \n",
       "shortTermInvestments                                                           52927000000   \n",
       "cashAndShortTermInvestments                                                    90943000000   \n",
       "netReceivables                                                                 37445000000   \n",
       "inventory                                                                       4061000000   \n",
       "otherCurrentAssets                                                             11264000000   \n",
       "totalCurrentAssets                                                            143713000000   \n",
       "propertyPlantEquipmentNet                                                      36766000000   \n",
       "goodwill                                                                              0.00   \n",
       "intangibleAssets                                                                      0.00   \n",
       "goodwillAndIntangibleAssets                                                           0.00   \n",
       "longTermInvestments                                                           100887000000   \n",
       "taxAssets                                                                             0.00   \n",
       "otherNonCurrentAssets                                                          42522000000   \n",
       "totalNonCurrentAssets                                                         180175000000   \n",
       "otherAssets                                                              90,482,000,000.00   \n",
       "totalAssets                                                                   323888000000   \n",
       "accountPayables                                                                42296000000   \n",
       "shortTermDebt                                                            13,769,000,000.00   \n",
       "taxPayables                                                                           0.00   \n",
       "deferredRevenue                                                                 6643000000   \n",
       "otherCurrentLiabilities                                                        42684000000   \n",
       "totalCurrentLiabilities                                                       105392000000   \n",
       "longTermDebt                                                             98,667,000,000.00   \n",
       "deferredRevenueNonCurrent                                                             0.00   \n",
       "deferredTaxLiabilitiesNonCurrent                                                      0.00   \n",
       "otherNonCurrentLiabilities                                                     54490000000   \n",
       "totalNonCurrentLiabilities                                                    153157000000   \n",
       "otherLiabilities                                                                      0.00   \n",
       "totalLiabilities                                                              258549000000   \n",
       "commonStock                                                                    50779000000   \n",
       "retainedEarnings                                                               14966000000   \n",
       "accumulatedOtherComprehensiveIncomeLoss                                         -406000000   \n",
       "othertotalStockholdersEquity                                                          0.00   \n",
       "totalStockholdersEquity                                                        65339000000   \n",
       "totalLiabilitiesAndStockholdersEquity                                         323888000000   \n",
       "totalInvestments                                                              153814000000   \n",
       "totalDebt                                                               112,436,000,000.00   \n",
       "netDebt                                                                        74420000000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2019-09-28  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2019-10-31   \n",
       "acceptedDate                                                           2019-10-30 18:12:36   \n",
       "period                                                                                  FY   \n",
       "cashAndCashEquivalents                                                         48844000000   \n",
       "shortTermInvestments                                                           51713000000   \n",
       "cashAndShortTermInvestments                                                   100557000000   \n",
       "netReceivables                                                                 45804000000   \n",
       "inventory                                                                       4106000000   \n",
       "otherCurrentAssets                                                             12352000000   \n",
       "totalCurrentAssets                                                            162819000000   \n",
       "propertyPlantEquipmentNet                                                      37378000000   \n",
       "goodwill                                                                              0.00   \n",
       "intangibleAssets                                                                      0.00   \n",
       "goodwillAndIntangibleAssets                                                           0.00   \n",
       "longTermInvestments                                                           105341000000   \n",
       "taxAssets                                                                             0.00   \n",
       "otherNonCurrentAssets                                                          32978000000   \n",
       "totalNonCurrentAssets                                                         175697000000   \n",
       "otherAssets                                                                           0.00   \n",
       "totalAssets                                                                   338516000000   \n",
       "accountPayables                                                                46236000000   \n",
       "shortTermDebt                                                            16,240,000,000.00   \n",
       "taxPayables                                                                           0.00   \n",
       "deferredRevenue                                                                 5522000000   \n",
       "otherCurrentLiabilities                                                        37720000000   \n",
       "totalCurrentLiabilities                                                       105718000000   \n",
       "longTermDebt                                                             91,807,000,000.00   \n",
       "deferredRevenueNonCurrent                                                             0.00   \n",
       "deferredTaxLiabilitiesNonCurrent                                                      0.00   \n",
       "otherNonCurrentLiabilities                                                     50503000000   \n",
       "totalNonCurrentLiabilities                                                    142310000000   \n",
       "otherLiabilities                                                                      0.00   \n",
       "totalLiabilities                                                              248028000000   \n",
       "commonStock                                                                    45174000000   \n",
       "retainedEarnings                                                               45898000000   \n",
       "accumulatedOtherComprehensiveIncomeLoss                                         -584000000   \n",
       "othertotalStockholdersEquity                                                          0.00   \n",
       "totalStockholdersEquity                                                        90488000000   \n",
       "totalLiabilitiesAndStockholdersEquity                                         338516000000   \n",
       "totalInvestments                                                              157054000000   \n",
       "totalDebt                                                               108,047,000,000.00   \n",
       "netDebt                                                                        59203000000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2018-09-29  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2018-11-05   \n",
       "acceptedDate                                                           2018-11-05 08:01:40   \n",
       "period                                                                                  FY   \n",
       "cashAndCashEquivalents                                                         25913000000   \n",
       "shortTermInvestments                                                           40388000000   \n",
       "cashAndShortTermInvestments                                                    66301000000   \n",
       "netReceivables                                                                 48995000000   \n",
       "inventory                                                                       3956000000   \n",
       "otherCurrentAssets                                                             12087000000   \n",
       "totalCurrentAssets                                                            131339000000   \n",
       "propertyPlantEquipmentNet                                                      41304000000   \n",
       "goodwill                                                                              0.00   \n",
       "intangibleAssets                                                                      0.00   \n",
       "goodwillAndIntangibleAssets                                                           0.00   \n",
       "longTermInvestments                                                           170799000000   \n",
       "taxAssets                                                                             0.00   \n",
       "otherNonCurrentAssets                                                          22283000000   \n",
       "totalNonCurrentAssets                                                         234386000000   \n",
       "otherAssets                                                                           0.00   \n",
       "totalAssets                                                                   365725000000   \n",
       "accountPayables                                                                55888000000   \n",
       "shortTermDebt                                                            20,748,000,000.00   \n",
       "taxPayables                                                                           0.00   \n",
       "deferredRevenue                                                                 7543000000   \n",
       "otherCurrentLiabilities                                                        32687000000   \n",
       "totalCurrentLiabilities                                                       116866000000   \n",
       "longTermDebt                                                             93,735,000,000.00   \n",
       "deferredRevenueNonCurrent                                                 2,797,000,000.00   \n",
       "deferredTaxLiabilitiesNonCurrent                                            426,000,000.00   \n",
       "otherNonCurrentLiabilities                                                     44754000000   \n",
       "totalNonCurrentLiabilities                                                    141712000000   \n",
       "otherLiabilities                                                                      0.00   \n",
       "totalLiabilities                                                              258578000000   \n",
       "commonStock                                                                    40201000000   \n",
       "retainedEarnings                                                               70400000000   \n",
       "accumulatedOtherComprehensiveIncomeLoss                                        -3454000000   \n",
       "othertotalStockholdersEquity                                                          0.00   \n",
       "totalStockholdersEquity                                                       107147000000   \n",
       "totalLiabilitiesAndStockholdersEquity                                         365725000000   \n",
       "totalInvestments                                                              211187000000   \n",
       "totalDebt                                                               114,483,000,000.00   \n",
       "netDebt                                                                        88570000000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2017-09-30  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2017-11-03   \n",
       "acceptedDate                                                           2017-11-03 08:01:37   \n",
       "period                                                                                  FY   \n",
       "cashAndCashEquivalents                                                         20289000000   \n",
       "shortTermInvestments                                                           53892000000   \n",
       "cashAndShortTermInvestments                                                    74181000000   \n",
       "netReceivables                                                                 35673000000   \n",
       "inventory                                                                       4855000000   \n",
       "otherCurrentAssets                                                             13936000000   \n",
       "totalCurrentAssets                                                            128645000000   \n",
       "propertyPlantEquipmentNet                                                      33783000000   \n",
       "goodwill                                                                  5,717,000,000.00   \n",
       "intangibleAssets                                                          2,298,000,000.00   \n",
       "goodwillAndIntangibleAssets                                               8,015,000,000.00   \n",
       "longTermInvestments                                                           194714000000   \n",
       "taxAssets                                                                             0.00   \n",
       "otherNonCurrentAssets                                                          10162000000   \n",
       "totalNonCurrentAssets                                                         246674000000   \n",
       "otherAssets                                                                           0.00   \n",
       "totalAssets                                                                   375319000000   \n",
       "accountPayables                                                                49049000000   \n",
       "shortTermDebt                                                            18,473,000,000.00   \n",
       "taxPayables                                                                           0.00   \n",
       "deferredRevenue                                                                 7548000000   \n",
       "otherCurrentLiabilities                                                        25744000000   \n",
       "totalCurrentLiabilities                                                       100814000000   \n",
       "longTermDebt                                                             97,207,000,000.00   \n",
       "deferredRevenueNonCurrent                                                 2,836,000,000.00   \n",
       "deferredTaxLiabilitiesNonCurrent                                         31,504,000,000.00   \n",
       "otherNonCurrentLiabilities                                                      8911000000   \n",
       "totalNonCurrentLiabilities                                                    140458000000   \n",
       "otherLiabilities                                                                      0.00   \n",
       "totalLiabilities                                                              241272000000   \n",
       "commonStock                                                                    35867000000   \n",
       "retainedEarnings                                                               98330000000   \n",
       "accumulatedOtherComprehensiveIncomeLoss                                         -150000000   \n",
       "othertotalStockholdersEquity                                                          0.00   \n",
       "totalStockholdersEquity                                                       134047000000   \n",
       "totalLiabilitiesAndStockholdersEquity                                         375319000000   \n",
       "totalInvestments                                                              248606000000   \n",
       "totalDebt                                                               115,680,000,000.00   \n",
       "netDebt                                                                        95391000000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2016-09-24  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2016-10-26   \n",
       "acceptedDate                                                           2016-10-26 16:42:16   \n",
       "period                                                                                  FY   \n",
       "cashAndCashEquivalents                                                         20484000000   \n",
       "shortTermInvestments                                                           46671000000   \n",
       "cashAndShortTermInvestments                                                    67155000000   \n",
       "netReceivables                                                                 15754000000   \n",
       "inventory                                                                       2132000000   \n",
       "otherCurrentAssets                                                             21828000000   \n",
       "totalCurrentAssets                                                            106869000000   \n",
       "propertyPlantEquipmentNet                                                      27010000000   \n",
       "goodwill                                                                  5,414,000,000.00   \n",
       "intangibleAssets                                                          3,206,000,000.00   \n",
       "goodwillAndIntangibleAssets                                               8,620,000,000.00   \n",
       "longTermInvestments                                                           170430000000   \n",
       "taxAssets                                                                26,019,000,000.00   \n",
       "otherNonCurrentAssets                                                         -17262000000   \n",
       "totalNonCurrentAssets                                                         214817000000   \n",
       "otherAssets                                                                           0.00   \n",
       "totalAssets                                                                   321686000000   \n",
       "accountPayables                                                                37294000000   \n",
       "shortTermDebt                                                            11,605,000,000.00   \n",
       "taxPayables                                                                           0.00   \n",
       "deferredRevenue                                                                 8080000000   \n",
       "otherCurrentLiabilities                                                        22027000000   \n",
       "totalCurrentLiabilities                                                        79006000000   \n",
       "longTermDebt                                                             75,427,000,000.00   \n",
       "deferredRevenueNonCurrent                                                 2,930,000,000.00   \n",
       "deferredTaxLiabilitiesNonCurrent                                                      0.00   \n",
       "otherNonCurrentLiabilities                                                     36074000000   \n",
       "totalNonCurrentLiabilities                                                    114431000000   \n",
       "otherLiabilities                                                                      0.00   \n",
       "totalLiabilities                                                              193437000000   \n",
       "commonStock                                                                    31251000000   \n",
       "retainedEarnings                                                               96364000000   \n",
       "accumulatedOtherComprehensiveIncomeLoss                                          634000000   \n",
       "othertotalStockholdersEquity                                                          0.00   \n",
       "totalStockholdersEquity                                                       128249000000   \n",
       "totalLiabilitiesAndStockholdersEquity                                         321686000000   \n",
       "totalInvestments                                                              217101000000   \n",
       "totalDebt                                                                87,032,000,000.00   \n",
       "netDebt                                                                        66548000000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2015-09-26  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2015-10-28   \n",
       "acceptedDate                                                           2015-10-28 16:31:09   \n",
       "period                                                                                  FY   \n",
       "cashAndCashEquivalents                                                         21120000000   \n",
       "shortTermInvestments                                                           20481000000   \n",
       "cashAndShortTermInvestments                                                    41601000000   \n",
       "netReceivables                                                                 16849000000   \n",
       "inventory                                                                       2349000000   \n",
       "otherCurrentAssets                                                             28579000000   \n",
       "totalCurrentAssets                                                             89378000000   \n",
       "propertyPlantEquipmentNet                                                      22471000000   \n",
       "goodwill                                                                  5,116,000,000.00   \n",
       "intangibleAssets                                                          3,893,000,000.00   \n",
       "goodwillAndIntangibleAssets                                               9,009,000,000.00   \n",
       "longTermInvestments                                                           164065000000   \n",
       "taxAssets                                                                24,062,000,000.00   \n",
       "otherNonCurrentAssets                                                         -18640000000   \n",
       "totalNonCurrentAssets                                                         200967000000   \n",
       "otherAssets                                                                           0.00   \n",
       "totalAssets                                                                   290345000000   \n",
       "accountPayables                                                                35490000000   \n",
       "shortTermDebt                                                            10,999,000,000.00   \n",
       "taxPayables                                                                           0.00   \n",
       "deferredRevenue                                                                 8940000000   \n",
       "otherCurrentLiabilities                                                        25181000000   \n",
       "totalCurrentLiabilities                                                        80610000000   \n",
       "longTermDebt                                                             53,329,000,000.00   \n",
       "deferredRevenueNonCurrent                                                 3,624,000,000.00   \n",
       "deferredTaxLiabilitiesNonCurrent                                                      0.00   \n",
       "otherNonCurrentLiabilities                                                     33427000000   \n",
       "totalNonCurrentLiabilities                                                     90380000000   \n",
       "otherLiabilities                                                                      0.00   \n",
       "totalLiabilities                                                              170990000000   \n",
       "commonStock                                                                    27416000000   \n",
       "retainedEarnings                                                               92284000000   \n",
       "accumulatedOtherComprehensiveIncomeLoss                                         -345000000   \n",
       "othertotalStockholdersEquity                                                          0.00   \n",
       "totalStockholdersEquity                                                       119355000000   \n",
       "totalLiabilitiesAndStockholdersEquity                                         290345000000   \n",
       "totalInvestments                                                              184546000000   \n",
       "totalDebt                                                                64,328,000,000.00   \n",
       "netDebt                                                                        43208000000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2014-09-27  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2014-10-27   \n",
       "acceptedDate                                                           2014-10-27 17:11:55   \n",
       "period                                                                                  FY   \n",
       "cashAndCashEquivalents                                                         13844000000   \n",
       "shortTermInvestments                                                           11233000000   \n",
       "cashAndShortTermInvestments                                                    25077000000   \n",
       "netReceivables                                                                 17460000000   \n",
       "inventory                                                                       2111000000   \n",
       "otherCurrentAssets                                                             23883000000   \n",
       "totalCurrentAssets                                                             68531000000   \n",
       "propertyPlantEquipmentNet                                                      20624000000   \n",
       "goodwill                                                                  4,616,000,000.00   \n",
       "intangibleAssets                                                          4,142,000,000.00   \n",
       "goodwillAndIntangibleAssets                                               8,758,000,000.00   \n",
       "longTermInvestments                                                           130162000000   \n",
       "taxAssets                                                                20,259,000,000.00   \n",
       "otherNonCurrentAssets                                                         -16495000000   \n",
       "totalNonCurrentAssets                                                         163308000000   \n",
       "otherAssets                                                                           0.00   \n",
       "totalAssets                                                                   231839000000   \n",
       "accountPayables                                                                30196000000   \n",
       "shortTermDebt                                                             6,308,000,000.00   \n",
       "taxPayables                                                               1,209,000,000.00   \n",
       "deferredRevenue                                                                 8491000000   \n",
       "otherCurrentLiabilities                                                        18453000000   \n",
       "totalCurrentLiabilities                                                        63448000000   \n",
       "longTermDebt                                                             28,987,000,000.00   \n",
       "deferredRevenueNonCurrent                                                 3,031,000,000.00   \n",
       "deferredTaxLiabilitiesNonCurrent                                          4,318,000,000.00   \n",
       "otherNonCurrentLiabilities                                                     20508000000   \n",
       "totalNonCurrentLiabilities                                                     56844000000   \n",
       "otherLiabilities                                                                      0.00   \n",
       "totalLiabilities                                                              120292000000   \n",
       "commonStock                                                                    23313000000   \n",
       "retainedEarnings                                                               87152000000   \n",
       "accumulatedOtherComprehensiveIncomeLoss                                         1082000000   \n",
       "othertotalStockholdersEquity                                                          0.00   \n",
       "totalStockholdersEquity                                                       111547000000   \n",
       "totalLiabilitiesAndStockholdersEquity                                         231839000000   \n",
       "totalInvestments                                                              141395000000   \n",
       "totalDebt                                                                35,295,000,000.00   \n",
       "netDebt                                                                        21451000000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2013-09-28  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2013-10-30   \n",
       "acceptedDate                                                           2013-10-29 20:38:28   \n",
       "period                                                                                  FY   \n",
       "cashAndCashEquivalents                                                         14259000000   \n",
       "shortTermInvestments                                                           26287000000   \n",
       "cashAndShortTermInvestments                                                    40546000000   \n",
       "netReceivables                                                                 13102000000   \n",
       "inventory                                                                       1764000000   \n",
       "otherCurrentAssets                                                             17874000000   \n",
       "totalCurrentAssets                                                             73286000000   \n",
       "propertyPlantEquipmentNet                                                      16597000000   \n",
       "goodwill                                                                  1,577,000,000.00   \n",
       "intangibleAssets                                                          4,179,000,000.00   \n",
       "goodwillAndIntangibleAssets                                               5,756,000,000.00   \n",
       "longTermInvestments                                                           106215000000   \n",
       "taxAssets                                                                16,489,000,000.00   \n",
       "otherNonCurrentAssets                                                         -11343000000   \n",
       "totalNonCurrentAssets                                                         133714000000   \n",
       "otherAssets                                                                           0.00   \n",
       "totalAssets                                                                   207000000000   \n",
       "accountPayables                                                                22367000000   \n",
       "shortTermDebt                                                                         0.00   \n",
       "taxPayables                                                               1,200,000,000.00   \n",
       "deferredRevenue                                                                 7435000000   \n",
       "otherCurrentLiabilities                                                        13856000000   \n",
       "totalCurrentLiabilities                                                        43658000000   \n",
       "longTermDebt                                                             16,960,000,000.00   \n",
       "deferredRevenueNonCurrent                                                 2,625,000,000.00   \n",
       "deferredTaxLiabilitiesNonCurrent                                          3,453,000,000.00   \n",
       "otherNonCurrentLiabilities                                                     16755000000   \n",
       "totalNonCurrentLiabilities                                                     39793000000   \n",
       "otherLiabilities                                                                      0.00   \n",
       "totalLiabilities                                                               83451000000   \n",
       "commonStock                                                                    19764000000   \n",
       "retainedEarnings                                                              104256000000   \n",
       "accumulatedOtherComprehensiveIncomeLoss                                         -471000000   \n",
       "othertotalStockholdersEquity                                                          0.00   \n",
       "totalStockholdersEquity                                                       123549000000   \n",
       "totalLiabilitiesAndStockholdersEquity                                         207000000000   \n",
       "totalInvestments                                                              132502000000   \n",
       "totalDebt                                                                16,960,000,000.00   \n",
       "netDebt                                                                         2701000000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2012-09-29  \\\n",
       "symbol                                                                                AAPL   \n",
       "reportedCurrency                                                                       USD   \n",
       "fillingDate                                                                     2012-10-31   \n",
       "acceptedDate                                                           2012-10-31 17:07:19   \n",
       "period                                                                                  FY   \n",
       "cashAndCashEquivalents                                                         10746000000   \n",
       "shortTermInvestments                                                           18383000000   \n",
       "cashAndShortTermInvestments                                                    29129000000   \n",
       "netReceivables                                                                 10930000000   \n",
       "inventory                                                                        791000000   \n",
       "otherCurrentAssets                                                             16803000000   \n",
       "totalCurrentAssets                                                             57653000000   \n",
       "propertyPlantEquipmentNet                                                      15452000000   \n",
       "goodwill                                                                  1,135,000,000.00   \n",
       "intangibleAssets                                                          4,224,000,000.00   \n",
       "goodwillAndIntangibleAssets                                               5,359,000,000.00   \n",
       "longTermInvestments                                                            92122000000   \n",
       "taxAssets                                                                13,847,000,000.00   \n",
       "otherNonCurrentAssets                                                          -8369000000   \n",
       "totalNonCurrentAssets                                                         118411000000   \n",
       "otherAssets                                                                           0.00   \n",
       "totalAssets                                                                   176064000000   \n",
       "accountPayables                                                                21175000000   \n",
       "shortTermDebt                                                                         0.00   \n",
       "taxPayables                                                               1,535,000,000.00   \n",
       "deferredRevenue                                                                 5953000000   \n",
       "otherCurrentLiabilities                                                        11414000000   \n",
       "totalCurrentLiabilities                                                        38542000000   \n",
       "longTermDebt                                                                          0.00   \n",
       "deferredRevenueNonCurrent                                                 2,648,000,000.00   \n",
       "deferredTaxLiabilitiesNonCurrent                                          2,583,000,000.00   \n",
       "otherNonCurrentLiabilities                                                     14081000000   \n",
       "totalNonCurrentLiabilities                                                     19312000000   \n",
       "otherLiabilities                                                                      0.00   \n",
       "totalLiabilities                                                               57854000000   \n",
       "commonStock                                                                    16422000000   \n",
       "retainedEarnings                                                              101289000000   \n",
       "accumulatedOtherComprehensiveIncomeLoss                                          499000000   \n",
       "othertotalStockholdersEquity                                                          0.00   \n",
       "totalStockholdersEquity                                                       118210000000   \n",
       "totalLiabilitiesAndStockholdersEquity                                         176064000000   \n",
       "totalInvestments                                                              110505000000   \n",
       "totalDebt                                                                             0.00   \n",
       "netDebt                                                                       -10746000000   \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                            2011-09-24  \n",
       "symbol                                                                                AAPL  \n",
       "reportedCurrency                                                                       USD  \n",
       "fillingDate                                                                     2011-10-26  \n",
       "acceptedDate                                                           2011-10-26 16:35:25  \n",
       "period                                                                                  FY  \n",
       "cashAndCashEquivalents                                                          9815000000  \n",
       "shortTermInvestments                                                           16137000000  \n",
       "cashAndShortTermInvestments                                                    25952000000  \n",
       "netReceivables                                                                  5369000000  \n",
       "inventory                                                                        776000000  \n",
       "otherCurrentAssets                                                             12891000000  \n",
       "totalCurrentAssets                                                             44988000000  \n",
       "propertyPlantEquipmentNet                                                       7777000000  \n",
       "goodwill                                                                    896,000,000.00  \n",
       "intangibleAssets                                                          3,536,000,000.00  \n",
       "goodwillAndIntangibleAssets                                               4,432,000,000.00  \n",
       "longTermInvestments                                                            55618000000  \n",
       "taxAssets                                                                 8,159,000,000.00  \n",
       "otherNonCurrentAssets                                                          -4603000000  \n",
       "totalNonCurrentAssets                                                          71383000000  \n",
       "otherAssets                                                                           0.00  \n",
       "totalAssets                                                                   116371000000  \n",
       "accountPayables                                                                14632000000  \n",
       "shortTermDebt                                                                         0.00  \n",
       "taxPayables                                                               1,140,000,000.00  \n",
       "deferredRevenue                                                                 4091000000  \n",
       "otherCurrentLiabilities                                                         9247000000  \n",
       "totalCurrentLiabilities                                                        27970000000  \n",
       "longTermDebt                                                                          0.00  \n",
       "deferredRevenueNonCurrent                                                 1,686,000,000.00  \n",
       "deferredTaxLiabilitiesNonCurrent                                          2,014,000,000.00  \n",
       "otherNonCurrentLiabilities                                                      8086000000  \n",
       "totalNonCurrentLiabilities                                                     11786000000  \n",
       "otherLiabilities                                                                      0.00  \n",
       "totalLiabilities                                                               39756000000  \n",
       "commonStock                                                                    13331000000  \n",
       "retainedEarnings                                                               62841000000  \n",
       "accumulatedOtherComprehensiveIncomeLoss                                          443000000  \n",
       "othertotalStockholdersEquity                                                          0.00  \n",
       "totalStockholdersEquity                                                        76615000000  \n",
       "totalLiabilitiesAndStockholdersEquity                                         116371000000  \n",
       "totalInvestments                                                               71755000000  \n",
       "totalDebt                                                                             0.00  \n",
       "netDebt                                                                        -9815000000  \n",
       "link                                     https://www.sec.gov/Archives/edgar/data/320193...  \n",
       "finalLink                                https://www.sec.gov/Archives/edgar/data/320193...  "
      ]
     },
     "metadata": {},
     "execution_count": 215
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Cash-Flow Statement"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "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>2020-09-26</th>\n",
       "      <th>2019-09-28</th>\n",
       "      <th>2018-09-29</th>\n",
       "      <th>2017-09-30</th>\n",
       "      <th>2016-09-24</th>\n",
       "      <th>2015-09-26</th>\n",
       "      <th>2014-09-27</th>\n",
       "      <th>2013-09-28</th>\n",
       "      <th>2012-09-29</th>\n",
       "      <th>2011-09-24</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>AAPL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reportedCurrency</th>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "      <td>USD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fillingDate</th>\n",
       "      <td>2020-10-30</td>\n",
       "      <td>2019-10-31 00:00:00</td>\n",
       "      <td>2018-11-05 00:00:00</td>\n",
       "      <td>2017-11-03 00:00:00</td>\n",
       "      <td>2016-10-26 00:00:00</td>\n",
       "      <td>2015-10-28 00:00:00</td>\n",
       "      <td>2014-10-27 00:00:00</td>\n",
       "      <td>2013-10-30 00:00:00</td>\n",
       "      <td>2012-10-31 00:00:00</td>\n",
       "      <td>2011-10-26 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acceptedDate</th>\n",
       "      <td>2020-10-29 18:06:25</td>\n",
       "      <td>2019-10-30 18:12:36</td>\n",
       "      <td>2018-11-05 08:01:40</td>\n",
       "      <td>2017-11-03 08:01:37</td>\n",
       "      <td>2016-10-26 16:42:16</td>\n",
       "      <td>2015-10-28 16:31:09</td>\n",
       "      <td>2014-10-27 17:11:55</td>\n",
       "      <td>2013-10-29 20:38:28</td>\n",
       "      <td>2012-10-31 17:07:19</td>\n",
       "      <td>2011-10-26 16:35:25</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>57411000000</td>\n",
       "      <td>55256000000</td>\n",
       "      <td>59531000000</td>\n",
       "      <td>48351000000</td>\n",
       "      <td>45687000000</td>\n",
       "      <td>53394000000</td>\n",
       "      <td>39510000000</td>\n",
       "      <td>37037000000</td>\n",
       "      <td>41733000000</td>\n",
       "      <td>25922000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depreciationAndAmortization</th>\n",
       "      <td>11056000000</td>\n",
       "      <td>12547000000</td>\n",
       "      <td>10903000000</td>\n",
       "      <td>10157000000</td>\n",
       "      <td>10505000000</td>\n",
       "      <td>11257000000</td>\n",
       "      <td>7946000000</td>\n",
       "      <td>6757000000</td>\n",
       "      <td>3277000000</td>\n",
       "      <td>1814000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deferredIncomeTax</th>\n",
       "      <td>-215000000</td>\n",
       "      <td>-340000000</td>\n",
       "      <td>-32590000000</td>\n",
       "      <td>5966000000</td>\n",
       "      <td>4938000000</td>\n",
       "      <td>1382000000</td>\n",
       "      <td>2347000000</td>\n",
       "      <td>1141000000</td>\n",
       "      <td>4405000000</td>\n",
       "      <td>2868000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stockBasedCompensation</th>\n",
       "      <td>6829000000</td>\n",
       "      <td>6068000000</td>\n",
       "      <td>5340000000</td>\n",
       "      <td>4840000000</td>\n",
       "      <td>4210000000</td>\n",
       "      <td>3586000000</td>\n",
       "      <td>2863000000</td>\n",
       "      <td>2253000000</td>\n",
       "      <td>1740000000</td>\n",
       "      <td>1168000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>changeInWorkingCapital</th>\n",
       "      <td>5690000000</td>\n",
       "      <td>-3488000000</td>\n",
       "      <td>34694000000</td>\n",
       "      <td>-5550000000</td>\n",
       "      <td>484000000</td>\n",
       "      <td>11647000000</td>\n",
       "      <td>7047000000</td>\n",
       "      <td>6478000000</td>\n",
       "      <td>-299000000</td>\n",
       "      <td>5757000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accountsReceivables</th>\n",
       "      <td>6917000000</td>\n",
       "      <td>245000000</td>\n",
       "      <td>-5322000000</td>\n",
       "      <td>-2093000000</td>\n",
       "      <td>1095000000</td>\n",
       "      <td>611000000</td>\n",
       "      <td>-4232000000</td>\n",
       "      <td>-2172000000</td>\n",
       "      <td>-5551000000</td>\n",
       "      <td>143000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inventory</th>\n",
       "      <td>-127000000</td>\n",
       "      <td>-289000000</td>\n",
       "      <td>828000000</td>\n",
       "      <td>-2723000000</td>\n",
       "      <td>217000000</td>\n",
       "      <td>-238000000</td>\n",
       "      <td>-76000000</td>\n",
       "      <td>-973000000</td>\n",
       "      <td>-15000000</td>\n",
       "      <td>275000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accountsPayables</th>\n",
       "      <td>-4062000000</td>\n",
       "      <td>-1923000000</td>\n",
       "      <td>9175000000</td>\n",
       "      <td>9618000000</td>\n",
       "      <td>1791000000</td>\n",
       "      <td>5400000000</td>\n",
       "      <td>5938000000</td>\n",
       "      <td>2340000000</td>\n",
       "      <td>4467000000</td>\n",
       "      <td>2515000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherWorkingCapital</th>\n",
       "      <td>2081000000</td>\n",
       "      <td>-625000000</td>\n",
       "      <td>-44000000</td>\n",
       "      <td>-626000000</td>\n",
       "      <td>-1554000000</td>\n",
       "      <td>1042000000</td>\n",
       "      <td>1460000000</td>\n",
       "      <td>1459000000</td>\n",
       "      <td>2824000000</td>\n",
       "      <td>1654000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherNonCashItems</th>\n",
       "      <td>-97000000</td>\n",
       "      <td>-652000000</td>\n",
       "      <td>-444000000</td>\n",
       "      <td>-166000000</td>\n",
       "      <td>4696000000</td>\n",
       "      <td>3586000000</td>\n",
       "      <td>2863000000</td>\n",
       "      <td>2253000000</td>\n",
       "      <td>1740000000</td>\n",
       "      <td>1168000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCashProvidedByOperatingActivities</th>\n",
       "      <td>80674000000</td>\n",
       "      <td>69391000000</td>\n",
       "      <td>77434000000</td>\n",
       "      <td>63598000000</td>\n",
       "      <td>66231000000</td>\n",
       "      <td>81266000000</td>\n",
       "      <td>59713000000</td>\n",
       "      <td>53666000000</td>\n",
       "      <td>50856000000</td>\n",
       "      <td>37529000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>investmentsInPropertyPlantAndEquipment</th>\n",
       "      <td>-7309000000</td>\n",
       "      <td>-10495000000</td>\n",
       "      <td>-13313000000</td>\n",
       "      <td>-12451000000</td>\n",
       "      <td>-12734000000</td>\n",
       "      <td>-11247000000</td>\n",
       "      <td>-9571000000</td>\n",
       "      <td>-8165000000</td>\n",
       "      <td>-8295000000</td>\n",
       "      <td>-4260000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acquisitionsNet</th>\n",
       "      <td>-1524000000</td>\n",
       "      <td>-624000000</td>\n",
       "      <td>-721000000</td>\n",
       "      <td>-329000000</td>\n",
       "      <td>-297000000</td>\n",
       "      <td>-343000000</td>\n",
       "      <td>-3765000000</td>\n",
       "      <td>-496000000</td>\n",
       "      <td>-350000000</td>\n",
       "      <td>-244000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>purchasesOfInvestments</th>\n",
       "      <td>-115148000000</td>\n",
       "      <td>-40631000000</td>\n",
       "      <td>-73227000000</td>\n",
       "      <td>-159881000000</td>\n",
       "      <td>-31110000000</td>\n",
       "      <td>-35253000000</td>\n",
       "      <td>-45000000000</td>\n",
       "      <td>-22860000000</td>\n",
       "      <td>-151232000000</td>\n",
       "      <td>-102317000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>salesMaturitiesOfInvestments</th>\n",
       "      <td>120483000000</td>\n",
       "      <td>98724000000</td>\n",
       "      <td>104072000000</td>\n",
       "      <td>126339000000</td>\n",
       "      <td>21258000000</td>\n",
       "      <td>14538000000</td>\n",
       "      <td>18810000000</td>\n",
       "      <td>20317000000</td>\n",
       "      <td>13035000000</td>\n",
       "      <td>20437000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherInvestingActivites</th>\n",
       "      <td>-791000000</td>\n",
       "      <td>-1078000000</td>\n",
       "      <td>-745000000</td>\n",
       "      <td>-124000000</td>\n",
       "      <td>-23094000000</td>\n",
       "      <td>-23969000000</td>\n",
       "      <td>16947000000</td>\n",
       "      <td>-22570000000</td>\n",
       "      <td>98615000000</td>\n",
       "      <td>45965000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCashUsedForInvestingActivites</th>\n",
       "      <td>-4289000000</td>\n",
       "      <td>45896000000</td>\n",
       "      <td>16066000000</td>\n",
       "      <td>-46446000000</td>\n",
       "      <td>-45977000000</td>\n",
       "      <td>-56274000000</td>\n",
       "      <td>-22579000000</td>\n",
       "      <td>-33774000000</td>\n",
       "      <td>-48227000000</td>\n",
       "      <td>-40419000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debtRepayment</th>\n",
       "      <td>-12629000000</td>\n",
       "      <td>-8805000000</td>\n",
       "      <td>-6500000000</td>\n",
       "      <td>-3500000000</td>\n",
       "      <td>-2500000000</td>\n",
       "      <td>-1499000000</td>\n",
       "      <td>-1158000000</td>\n",
       "      <td>-1082000000</td>\n",
       "      <td>-1226000000</td>\n",
       "      <td>-520000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commonStockIssued</th>\n",
       "      <td>880000000</td>\n",
       "      <td>781000000</td>\n",
       "      <td>669000000</td>\n",
       "      <td>555000000</td>\n",
       "      <td>495000000</td>\n",
       "      <td>543000000</td>\n",
       "      <td>730000000</td>\n",
       "      <td>530000000</td>\n",
       "      <td>665000000</td>\n",
       "      <td>831000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>commonStockRepurchased</th>\n",
       "      <td>-72358000000</td>\n",
       "      <td>-66897000000</td>\n",
       "      <td>-72738000000</td>\n",
       "      <td>-32900000000</td>\n",
       "      <td>-29227000000</td>\n",
       "      <td>-34710000000</td>\n",
       "      <td>-44270000000</td>\n",
       "      <td>-22330000000</td>\n",
       "      <td>665000000</td>\n",
       "      <td>831000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dividendsPaid</th>\n",
       "      <td>-14,081,000,000.00</td>\n",
       "      <td>-14,119,000,000.00</td>\n",
       "      <td>-13,712,000,000.00</td>\n",
       "      <td>-12,769,000,000.00</td>\n",
       "      <td>-12,150,000,000.00</td>\n",
       "      <td>-11,561,000,000.00</td>\n",
       "      <td>-11,126,000,000.00</td>\n",
       "      <td>-10,564,000,000.00</td>\n",
       "      <td>-2,488,000,000.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherFinancingActivites</th>\n",
       "      <td>11368000000</td>\n",
       "      <td>-1936000000</td>\n",
       "      <td>4405000000</td>\n",
       "      <td>31267000000</td>\n",
       "      <td>22492000000</td>\n",
       "      <td>29511000000</td>\n",
       "      <td>18275000000</td>\n",
       "      <td>17067000000</td>\n",
       "      <td>686000000</td>\n",
       "      <td>302000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>netCashUsedProvidedByFinancingActivities</th>\n",
       "      <td>-86820000000</td>\n",
       "      <td>-90976000000</td>\n",
       "      <td>-87876000000</td>\n",
       "      <td>-17347000000</td>\n",
       "      <td>-20890000000</td>\n",
       "      <td>-17716000000</td>\n",
       "      <td>-37549000000</td>\n",
       "      <td>-16379000000</td>\n",
       "      <td>-1698000000</td>\n",
       "      <td>1444000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>effectOfForexChangesOnCash</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>netChangeInCash</th>\n",
       "      <td>-10435000000</td>\n",
       "      <td>24311000000</td>\n",
       "      <td>5624000000</td>\n",
       "      <td>-195000000</td>\n",
       "      <td>-636000000</td>\n",
       "      <td>7276000000</td>\n",
       "      <td>-415000000</td>\n",
       "      <td>3513000000</td>\n",
       "      <td>931000000</td>\n",
       "      <td>-1446000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashAtEndOfPeriod</th>\n",
       "      <td>39789000000</td>\n",
       "      <td>50224000000</td>\n",
       "      <td>25913000000</td>\n",
       "      <td>20289000000</td>\n",
       "      <td>20484000000</td>\n",
       "      <td>21120000000</td>\n",
       "      <td>13844000000</td>\n",
       "      <td>14259000000</td>\n",
       "      <td>10746000000</td>\n",
       "      <td>9815000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cashAtBeginningOfPeriod</th>\n",
       "      <td>50224000000</td>\n",
       "      <td>25913000000</td>\n",
       "      <td>20289000000</td>\n",
       "      <td>20484000000</td>\n",
       "      <td>21120000000</td>\n",
       "      <td>13844000000</td>\n",
       "      <td>14259000000</td>\n",
       "      <td>10746000000</td>\n",
       "      <td>9815000000</td>\n",
       "      <td>11261000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>operatingCashFlow</th>\n",
       "      <td>80674000000</td>\n",
       "      <td>69391000000</td>\n",
       "      <td>77434000000</td>\n",
       "      <td>63598000000</td>\n",
       "      <td>66231000000</td>\n",
       "      <td>81266000000</td>\n",
       "      <td>59713000000</td>\n",
       "      <td>53666000000</td>\n",
       "      <td>50856000000</td>\n",
       "      <td>37529000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>capitalExpenditure</th>\n",
       "      <td>-7309000000</td>\n",
       "      <td>-10495000000</td>\n",
       "      <td>-13313000000</td>\n",
       "      <td>-12795000000</td>\n",
       "      <td>-12734000000</td>\n",
       "      <td>-11247000000</td>\n",
       "      <td>-9571000000</td>\n",
       "      <td>-8165000000</td>\n",
       "      <td>-8295000000</td>\n",
       "      <td>-4260000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freeCashFlow</th>\n",
       "      <td>73365000000</td>\n",
       "      <td>58896000000</td>\n",
       "      <td>64121000000</td>\n",
       "      <td>50803000000</td>\n",
       "      <td>53497000000</td>\n",
       "      <td>69778000000</td>\n",
       "      <td>49900000000</td>\n",
       "      <td>44590000000</td>\n",
       "      <td>41454000000</td>\n",
       "      <td>30077000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>link</th>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>finalLink</th>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "      <td>https://www.sec.gov/Archives/edgar/data/320193...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "date                                                                             2020-09-26  \\\n",
       "symbol                                                                                 AAPL   \n",
       "reportedCurrency                                                                        USD   \n",
       "fillingDate                                                                      2020-10-30   \n",
       "acceptedDate                                                            2020-10-29 18:06:25   \n",
       "period                                                                                   FY   \n",
       "netIncome                                                                       57411000000   \n",
       "depreciationAndAmortization                                                     11056000000   \n",
       "deferredIncomeTax                                                                -215000000   \n",
       "stockBasedCompensation                                                           6829000000   \n",
       "changeInWorkingCapital                                                           5690000000   \n",
       "accountsReceivables                                                              6917000000   \n",
       "inventory                                                                        -127000000   \n",
       "accountsPayables                                                                -4062000000   \n",
       "otherWorkingCapital                                                              2081000000   \n",
       "otherNonCashItems                                                                 -97000000   \n",
       "netCashProvidedByOperatingActivities                                            80674000000   \n",
       "investmentsInPropertyPlantAndEquipment                                          -7309000000   \n",
       "acquisitionsNet                                                                 -1524000000   \n",
       "purchasesOfInvestments                                                        -115148000000   \n",
       "salesMaturitiesOfInvestments                                                   120483000000   \n",
       "otherInvestingActivites                                                          -791000000   \n",
       "netCashUsedForInvestingActivites                                                -4289000000   \n",
       "debtRepayment                                                                  -12629000000   \n",
       "commonStockIssued                                                                 880000000   \n",
       "commonStockRepurchased                                                         -72358000000   \n",
       "dividendsPaid                                                            -14,081,000,000.00   \n",
       "otherFinancingActivites                                                         11368000000   \n",
       "netCashUsedProvidedByFinancingActivities                                       -86820000000   \n",
       "effectOfForexChangesOnCash                                                             0.00   \n",
       "netChangeInCash                                                                -10435000000   \n",
       "cashAtEndOfPeriod                                                               39789000000   \n",
       "cashAtBeginningOfPeriod                                                         50224000000   \n",
       "operatingCashFlow                                                               80674000000   \n",
       "capitalExpenditure                                                              -7309000000   \n",
       "freeCashFlow                                                                    73365000000   \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                             2019-09-28  \\\n",
       "symbol                                                                                 AAPL   \n",
       "reportedCurrency                                                                        USD   \n",
       "fillingDate                                                             2019-10-31 00:00:00   \n",
       "acceptedDate                                                            2019-10-30 18:12:36   \n",
       "period                                                                                   FY   \n",
       "netIncome                                                                       55256000000   \n",
       "depreciationAndAmortization                                                     12547000000   \n",
       "deferredIncomeTax                                                                -340000000   \n",
       "stockBasedCompensation                                                           6068000000   \n",
       "changeInWorkingCapital                                                          -3488000000   \n",
       "accountsReceivables                                                               245000000   \n",
       "inventory                                                                        -289000000   \n",
       "accountsPayables                                                                -1923000000   \n",
       "otherWorkingCapital                                                              -625000000   \n",
       "otherNonCashItems                                                                -652000000   \n",
       "netCashProvidedByOperatingActivities                                            69391000000   \n",
       "investmentsInPropertyPlantAndEquipment                                         -10495000000   \n",
       "acquisitionsNet                                                                  -624000000   \n",
       "purchasesOfInvestments                                                         -40631000000   \n",
       "salesMaturitiesOfInvestments                                                    98724000000   \n",
       "otherInvestingActivites                                                         -1078000000   \n",
       "netCashUsedForInvestingActivites                                                45896000000   \n",
       "debtRepayment                                                                   -8805000000   \n",
       "commonStockIssued                                                                 781000000   \n",
       "commonStockRepurchased                                                         -66897000000   \n",
       "dividendsPaid                                                            -14,119,000,000.00   \n",
       "otherFinancingActivites                                                         -1936000000   \n",
       "netCashUsedProvidedByFinancingActivities                                       -90976000000   \n",
       "effectOfForexChangesOnCash                                                             0.00   \n",
       "netChangeInCash                                                                 24311000000   \n",
       "cashAtEndOfPeriod                                                               50224000000   \n",
       "cashAtBeginningOfPeriod                                                         25913000000   \n",
       "operatingCashFlow                                                               69391000000   \n",
       "capitalExpenditure                                                             -10495000000   \n",
       "freeCashFlow                                                                    58896000000   \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                             2018-09-29  \\\n",
       "symbol                                                                                 AAPL   \n",
       "reportedCurrency                                                                        USD   \n",
       "fillingDate                                                             2018-11-05 00:00:00   \n",
       "acceptedDate                                                            2018-11-05 08:01:40   \n",
       "period                                                                                   FY   \n",
       "netIncome                                                                       59531000000   \n",
       "depreciationAndAmortization                                                     10903000000   \n",
       "deferredIncomeTax                                                              -32590000000   \n",
       "stockBasedCompensation                                                           5340000000   \n",
       "changeInWorkingCapital                                                          34694000000   \n",
       "accountsReceivables                                                             -5322000000   \n",
       "inventory                                                                         828000000   \n",
       "accountsPayables                                                                 9175000000   \n",
       "otherWorkingCapital                                                               -44000000   \n",
       "otherNonCashItems                                                                -444000000   \n",
       "netCashProvidedByOperatingActivities                                            77434000000   \n",
       "investmentsInPropertyPlantAndEquipment                                         -13313000000   \n",
       "acquisitionsNet                                                                  -721000000   \n",
       "purchasesOfInvestments                                                         -73227000000   \n",
       "salesMaturitiesOfInvestments                                                   104072000000   \n",
       "otherInvestingActivites                                                          -745000000   \n",
       "netCashUsedForInvestingActivites                                                16066000000   \n",
       "debtRepayment                                                                   -6500000000   \n",
       "commonStockIssued                                                                 669000000   \n",
       "commonStockRepurchased                                                         -72738000000   \n",
       "dividendsPaid                                                            -13,712,000,000.00   \n",
       "otherFinancingActivites                                                          4405000000   \n",
       "netCashUsedProvidedByFinancingActivities                                       -87876000000   \n",
       "effectOfForexChangesOnCash                                                             0.00   \n",
       "netChangeInCash                                                                  5624000000   \n",
       "cashAtEndOfPeriod                                                               25913000000   \n",
       "cashAtBeginningOfPeriod                                                         20289000000   \n",
       "operatingCashFlow                                                               77434000000   \n",
       "capitalExpenditure                                                             -13313000000   \n",
       "freeCashFlow                                                                    64121000000   \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                             2017-09-30  \\\n",
       "symbol                                                                                 AAPL   \n",
       "reportedCurrency                                                                        USD   \n",
       "fillingDate                                                             2017-11-03 00:00:00   \n",
       "acceptedDate                                                            2017-11-03 08:01:37   \n",
       "period                                                                                   FY   \n",
       "netIncome                                                                       48351000000   \n",
       "depreciationAndAmortization                                                     10157000000   \n",
       "deferredIncomeTax                                                                5966000000   \n",
       "stockBasedCompensation                                                           4840000000   \n",
       "changeInWorkingCapital                                                          -5550000000   \n",
       "accountsReceivables                                                             -2093000000   \n",
       "inventory                                                                       -2723000000   \n",
       "accountsPayables                                                                 9618000000   \n",
       "otherWorkingCapital                                                              -626000000   \n",
       "otherNonCashItems                                                                -166000000   \n",
       "netCashProvidedByOperatingActivities                                            63598000000   \n",
       "investmentsInPropertyPlantAndEquipment                                         -12451000000   \n",
       "acquisitionsNet                                                                  -329000000   \n",
       "purchasesOfInvestments                                                        -159881000000   \n",
       "salesMaturitiesOfInvestments                                                   126339000000   \n",
       "otherInvestingActivites                                                          -124000000   \n",
       "netCashUsedForInvestingActivites                                               -46446000000   \n",
       "debtRepayment                                                                   -3500000000   \n",
       "commonStockIssued                                                                 555000000   \n",
       "commonStockRepurchased                                                         -32900000000   \n",
       "dividendsPaid                                                            -12,769,000,000.00   \n",
       "otherFinancingActivites                                                         31267000000   \n",
       "netCashUsedProvidedByFinancingActivities                                       -17347000000   \n",
       "effectOfForexChangesOnCash                                                             0.00   \n",
       "netChangeInCash                                                                  -195000000   \n",
       "cashAtEndOfPeriod                                                               20289000000   \n",
       "cashAtBeginningOfPeriod                                                         20484000000   \n",
       "operatingCashFlow                                                               63598000000   \n",
       "capitalExpenditure                                                             -12795000000   \n",
       "freeCashFlow                                                                    50803000000   \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                             2016-09-24  \\\n",
       "symbol                                                                                 AAPL   \n",
       "reportedCurrency                                                                        USD   \n",
       "fillingDate                                                             2016-10-26 00:00:00   \n",
       "acceptedDate                                                            2016-10-26 16:42:16   \n",
       "period                                                                                   FY   \n",
       "netIncome                                                                       45687000000   \n",
       "depreciationAndAmortization                                                     10505000000   \n",
       "deferredIncomeTax                                                                4938000000   \n",
       "stockBasedCompensation                                                           4210000000   \n",
       "changeInWorkingCapital                                                            484000000   \n",
       "accountsReceivables                                                              1095000000   \n",
       "inventory                                                                         217000000   \n",
       "accountsPayables                                                                 1791000000   \n",
       "otherWorkingCapital                                                             -1554000000   \n",
       "otherNonCashItems                                                                4696000000   \n",
       "netCashProvidedByOperatingActivities                                            66231000000   \n",
       "investmentsInPropertyPlantAndEquipment                                         -12734000000   \n",
       "acquisitionsNet                                                                  -297000000   \n",
       "purchasesOfInvestments                                                         -31110000000   \n",
       "salesMaturitiesOfInvestments                                                    21258000000   \n",
       "otherInvestingActivites                                                        -23094000000   \n",
       "netCashUsedForInvestingActivites                                               -45977000000   \n",
       "debtRepayment                                                                   -2500000000   \n",
       "commonStockIssued                                                                 495000000   \n",
       "commonStockRepurchased                                                         -29227000000   \n",
       "dividendsPaid                                                            -12,150,000,000.00   \n",
       "otherFinancingActivites                                                         22492000000   \n",
       "netCashUsedProvidedByFinancingActivities                                       -20890000000   \n",
       "effectOfForexChangesOnCash                                                             0.00   \n",
       "netChangeInCash                                                                  -636000000   \n",
       "cashAtEndOfPeriod                                                               20484000000   \n",
       "cashAtBeginningOfPeriod                                                         21120000000   \n",
       "operatingCashFlow                                                               66231000000   \n",
       "capitalExpenditure                                                             -12734000000   \n",
       "freeCashFlow                                                                    53497000000   \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                             2015-09-26  \\\n",
       "symbol                                                                                 AAPL   \n",
       "reportedCurrency                                                                        USD   \n",
       "fillingDate                                                             2015-10-28 00:00:00   \n",
       "acceptedDate                                                            2015-10-28 16:31:09   \n",
       "period                                                                                   FY   \n",
       "netIncome                                                                       53394000000   \n",
       "depreciationAndAmortization                                                     11257000000   \n",
       "deferredIncomeTax                                                                1382000000   \n",
       "stockBasedCompensation                                                           3586000000   \n",
       "changeInWorkingCapital                                                          11647000000   \n",
       "accountsReceivables                                                               611000000   \n",
       "inventory                                                                        -238000000   \n",
       "accountsPayables                                                                 5400000000   \n",
       "otherWorkingCapital                                                              1042000000   \n",
       "otherNonCashItems                                                                3586000000   \n",
       "netCashProvidedByOperatingActivities                                            81266000000   \n",
       "investmentsInPropertyPlantAndEquipment                                         -11247000000   \n",
       "acquisitionsNet                                                                  -343000000   \n",
       "purchasesOfInvestments                                                         -35253000000   \n",
       "salesMaturitiesOfInvestments                                                    14538000000   \n",
       "otherInvestingActivites                                                        -23969000000   \n",
       "netCashUsedForInvestingActivites                                               -56274000000   \n",
       "debtRepayment                                                                   -1499000000   \n",
       "commonStockIssued                                                                 543000000   \n",
       "commonStockRepurchased                                                         -34710000000   \n",
       "dividendsPaid                                                            -11,561,000,000.00   \n",
       "otherFinancingActivites                                                         29511000000   \n",
       "netCashUsedProvidedByFinancingActivities                                       -17716000000   \n",
       "effectOfForexChangesOnCash                                                             0.00   \n",
       "netChangeInCash                                                                  7276000000   \n",
       "cashAtEndOfPeriod                                                               21120000000   \n",
       "cashAtBeginningOfPeriod                                                         13844000000   \n",
       "operatingCashFlow                                                               81266000000   \n",
       "capitalExpenditure                                                             -11247000000   \n",
       "freeCashFlow                                                                    69778000000   \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                             2014-09-27  \\\n",
       "symbol                                                                                 AAPL   \n",
       "reportedCurrency                                                                        USD   \n",
       "fillingDate                                                             2014-10-27 00:00:00   \n",
       "acceptedDate                                                            2014-10-27 17:11:55   \n",
       "period                                                                                   FY   \n",
       "netIncome                                                                       39510000000   \n",
       "depreciationAndAmortization                                                      7946000000   \n",
       "deferredIncomeTax                                                                2347000000   \n",
       "stockBasedCompensation                                                           2863000000   \n",
       "changeInWorkingCapital                                                           7047000000   \n",
       "accountsReceivables                                                             -4232000000   \n",
       "inventory                                                                         -76000000   \n",
       "accountsPayables                                                                 5938000000   \n",
       "otherWorkingCapital                                                              1460000000   \n",
       "otherNonCashItems                                                                2863000000   \n",
       "netCashProvidedByOperatingActivities                                            59713000000   \n",
       "investmentsInPropertyPlantAndEquipment                                          -9571000000   \n",
       "acquisitionsNet                                                                 -3765000000   \n",
       "purchasesOfInvestments                                                         -45000000000   \n",
       "salesMaturitiesOfInvestments                                                    18810000000   \n",
       "otherInvestingActivites                                                         16947000000   \n",
       "netCashUsedForInvestingActivites                                               -22579000000   \n",
       "debtRepayment                                                                   -1158000000   \n",
       "commonStockIssued                                                                 730000000   \n",
       "commonStockRepurchased                                                         -44270000000   \n",
       "dividendsPaid                                                            -11,126,000,000.00   \n",
       "otherFinancingActivites                                                         18275000000   \n",
       "netCashUsedProvidedByFinancingActivities                                       -37549000000   \n",
       "effectOfForexChangesOnCash                                                             0.00   \n",
       "netChangeInCash                                                                  -415000000   \n",
       "cashAtEndOfPeriod                                                               13844000000   \n",
       "cashAtBeginningOfPeriod                                                         14259000000   \n",
       "operatingCashFlow                                                               59713000000   \n",
       "capitalExpenditure                                                              -9571000000   \n",
       "freeCashFlow                                                                    49900000000   \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                             2013-09-28  \\\n",
       "symbol                                                                                 AAPL   \n",
       "reportedCurrency                                                                        USD   \n",
       "fillingDate                                                             2013-10-30 00:00:00   \n",
       "acceptedDate                                                            2013-10-29 20:38:28   \n",
       "period                                                                                   FY   \n",
       "netIncome                                                                       37037000000   \n",
       "depreciationAndAmortization                                                      6757000000   \n",
       "deferredIncomeTax                                                                1141000000   \n",
       "stockBasedCompensation                                                           2253000000   \n",
       "changeInWorkingCapital                                                           6478000000   \n",
       "accountsReceivables                                                             -2172000000   \n",
       "inventory                                                                        -973000000   \n",
       "accountsPayables                                                                 2340000000   \n",
       "otherWorkingCapital                                                              1459000000   \n",
       "otherNonCashItems                                                                2253000000   \n",
       "netCashProvidedByOperatingActivities                                            53666000000   \n",
       "investmentsInPropertyPlantAndEquipment                                          -8165000000   \n",
       "acquisitionsNet                                                                  -496000000   \n",
       "purchasesOfInvestments                                                         -22860000000   \n",
       "salesMaturitiesOfInvestments                                                    20317000000   \n",
       "otherInvestingActivites                                                        -22570000000   \n",
       "netCashUsedForInvestingActivites                                               -33774000000   \n",
       "debtRepayment                                                                   -1082000000   \n",
       "commonStockIssued                                                                 530000000   \n",
       "commonStockRepurchased                                                         -22330000000   \n",
       "dividendsPaid                                                            -10,564,000,000.00   \n",
       "otherFinancingActivites                                                         17067000000   \n",
       "netCashUsedProvidedByFinancingActivities                                       -16379000000   \n",
       "effectOfForexChangesOnCash                                                             0.00   \n",
       "netChangeInCash                                                                  3513000000   \n",
       "cashAtEndOfPeriod                                                               14259000000   \n",
       "cashAtBeginningOfPeriod                                                         10746000000   \n",
       "operatingCashFlow                                                               53666000000   \n",
       "capitalExpenditure                                                              -8165000000   \n",
       "freeCashFlow                                                                    44590000000   \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                             2012-09-29  \\\n",
       "symbol                                                                                 AAPL   \n",
       "reportedCurrency                                                                        USD   \n",
       "fillingDate                                                             2012-10-31 00:00:00   \n",
       "acceptedDate                                                            2012-10-31 17:07:19   \n",
       "period                                                                                   FY   \n",
       "netIncome                                                                       41733000000   \n",
       "depreciationAndAmortization                                                      3277000000   \n",
       "deferredIncomeTax                                                                4405000000   \n",
       "stockBasedCompensation                                                           1740000000   \n",
       "changeInWorkingCapital                                                           -299000000   \n",
       "accountsReceivables                                                             -5551000000   \n",
       "inventory                                                                         -15000000   \n",
       "accountsPayables                                                                 4467000000   \n",
       "otherWorkingCapital                                                              2824000000   \n",
       "otherNonCashItems                                                                1740000000   \n",
       "netCashProvidedByOperatingActivities                                            50856000000   \n",
       "investmentsInPropertyPlantAndEquipment                                          -8295000000   \n",
       "acquisitionsNet                                                                  -350000000   \n",
       "purchasesOfInvestments                                                        -151232000000   \n",
       "salesMaturitiesOfInvestments                                                    13035000000   \n",
       "otherInvestingActivites                                                         98615000000   \n",
       "netCashUsedForInvestingActivites                                               -48227000000   \n",
       "debtRepayment                                                                   -1226000000   \n",
       "commonStockIssued                                                                 665000000   \n",
       "commonStockRepurchased                                                            665000000   \n",
       "dividendsPaid                                                             -2,488,000,000.00   \n",
       "otherFinancingActivites                                                           686000000   \n",
       "netCashUsedProvidedByFinancingActivities                                        -1698000000   \n",
       "effectOfForexChangesOnCash                                                             0.00   \n",
       "netChangeInCash                                                                   931000000   \n",
       "cashAtEndOfPeriod                                                               10746000000   \n",
       "cashAtBeginningOfPeriod                                                          9815000000   \n",
       "operatingCashFlow                                                               50856000000   \n",
       "capitalExpenditure                                                              -8295000000   \n",
       "freeCashFlow                                                                    41454000000   \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...   \n",
       "\n",
       "date                                                                             2011-09-24  \n",
       "symbol                                                                                 AAPL  \n",
       "reportedCurrency                                                                        USD  \n",
       "fillingDate                                                             2011-10-26 00:00:00  \n",
       "acceptedDate                                                            2011-10-26 16:35:25  \n",
       "period                                                                                   FY  \n",
       "netIncome                                                                       25922000000  \n",
       "depreciationAndAmortization                                                      1814000000  \n",
       "deferredIncomeTax                                                                2868000000  \n",
       "stockBasedCompensation                                                           1168000000  \n",
       "changeInWorkingCapital                                                           5757000000  \n",
       "accountsReceivables                                                               143000000  \n",
       "inventory                                                                         275000000  \n",
       "accountsPayables                                                                 2515000000  \n",
       "otherWorkingCapital                                                              1654000000  \n",
       "otherNonCashItems                                                                1168000000  \n",
       "netCashProvidedByOperatingActivities                                            37529000000  \n",
       "investmentsInPropertyPlantAndEquipment                                          -4260000000  \n",
       "acquisitionsNet                                                                  -244000000  \n",
       "purchasesOfInvestments                                                        -102317000000  \n",
       "salesMaturitiesOfInvestments                                                    20437000000  \n",
       "otherInvestingActivites                                                         45965000000  \n",
       "netCashUsedForInvestingActivites                                               -40419000000  \n",
       "debtRepayment                                                                    -520000000  \n",
       "commonStockIssued                                                                 831000000  \n",
       "commonStockRepurchased                                                            831000000  \n",
       "dividendsPaid                                                                          0.00  \n",
       "otherFinancingActivites                                                           302000000  \n",
       "netCashUsedProvidedByFinancingActivities                                         1444000000  \n",
       "effectOfForexChangesOnCash                                                             0.00  \n",
       "netChangeInCash                                                                 -1446000000  \n",
       "cashAtEndOfPeriod                                                                9815000000  \n",
       "cashAtBeginningOfPeriod                                                         11261000000  \n",
       "operatingCashFlow                                                               37529000000  \n",
       "capitalExpenditure                                                              -4260000000  \n",
       "freeCashFlow                                                                    30077000000  \n",
       "link                                      https://www.sec.gov/Archives/edgar/data/320193...  \n",
       "finalLink                                 https://www.sec.gov/Archives/edgar/data/320193...  "
      ]
     },
     "metadata": {},
     "execution_count": 216
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Plot Key Financial Trends"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "source": [
    "# Plot revenues\n",
    "income['revenue'].astype('float').plot(figsize= (12,7), grid=True, title=f'{ticker} Revenue',ylabel='Revenue ($)')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'AAPL Revenue'}, xlabel='date', ylabel='Revenue ($)'>"
      ]
     },
     "metadata": {},
     "execution_count": 241
    },
    {
     "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": "code",
   "execution_count": 240,
   "source": [
    "income['netIncome'].astype('float').plot(figsize= (12,7), grid=True, title=f'{ticker} Net Income',ylabel='Net Income ($)')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'AAPL Net Income'}, xlabel='date', ylabel='Net Income ($)'>"
      ]
     },
     "metadata": {},
     "execution_count": 240
    },
    {
     "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": "code",
   "execution_count": 231,
   "source": [
    "cash['freeCashFlow'].plot(figsize= (12,7), grid=True, title=f'{ticker} Free Cash Flow',ylabel='FCF ($)')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'AAPL Free Cash Flow'}, xlabel='date', ylabel='FCF ($)'>"
      ]
     },
     "metadata": {},
     "execution_count": 231
    },
    {
     "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": "code",
   "execution_count": 242,
   "source": [
    "income['eps'].astype('float').plot(figsize= (12,7), grid=True, title=f'{ticker} EPS',ylabel='EPS ($)')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'AAPL EPS'}, xlabel='date', ylabel='EPS ($)'>"
      ]
     },
     "metadata": {},
     "execution_count": 242
    },
    {
     "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": "code",
   "execution_count": 244,
   "source": [
    "(income['netIncome']/balance['totalStockholdersEquity']).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':'AAPL ROE'}, xlabel='date', ylabel='ROE (%)'>"
      ]
     },
     "metadata": {},
     "execution_count": 244
    },
    {
     "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": "code",
   "execution_count": 245,
   "source": [
    "(balance['totalLiabilities']/balance['totalStockholdersEquity']).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':'AAPL D/E'}, xlabel='date', ylabel='D/E (%)'>"
      ]
     },
     "metadata": {},
     "execution_count": 245
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.7.9",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.7.9 64-bit ('algotrading': conda)"
  },
  "interpreter": {
   "hash": "1d1365bc7bea9ca53bbaaff2a498c5cc15b63a6fcc47bade387e2edfe7e7b068"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}