QuickSBCComparison.ipynb

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      "text/plain": [
       "datetime.datetime(2023, 2, 6, 16, 33, 0, 631716)"
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   "source": [
    "#SBC script\n",
    "\n",
    "\n",
    "import os\n",
    "import io\n",
    "import sys\n",
    "import warnings\n",
    "import datetime\n",
    "import numpy as np\n",
    "import base64\n",
    "import dotenv\n",
    "import yfinance\n",
    "from yfinance.utils import _parse_user_dt\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib_inline.backend_inline\n",
    "\n",
    "from IPython.display import HTML\n",
    "\n",
    "from openbb_terminal.reports import widget_helpers as widgets\n",
    "from openbb_terminal.sdk import openbb\n",
    "from openbb_terminal import config_terminal as cfg\n",
    "from openbb_terminal.helper_classes import TerminalStyle\n",
    "from openbb_terminal.core.config.paths import USER_ENV_FILE, REPOSITORY_DIRECTORY\n",
    "import yfinance as yf\n",
    "import pandas as pd\n",
    "\n",
    "from jinja2 import Template\n",
    "\n",
    "%matplotlib inline\n",
    "matplotlib_inline.backend_inline.set_matplotlib_formats(\"svg\")\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "datetime.datetime.now() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "18496901",
   "metadata": {},
   "outputs": [],
   "source": [
    "tickers = [\"TSLA\",\"SNAP\",\"GOOG\",\"GTLB\", \"MSFT\",\"AAPL\", \"META\", \"PINS\", \"MTCH\"]\n",
    "# tickers = [\"TSLA\",\"SNAP\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "308d7dcc",
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     "name": "stdout",
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     "text": [
      "1560000000.0\n",
      "Done with  TSLA\n",
      "1387787000.0\n",
      "Done with  SNAP\n",
      "18216000000.0\n",
      "Done with  GOOG\n",
      "101693000.0\n",
      "Done with  GTLB\n",
      "8633000000.0\n",
      "Done with  MSFT\n",
      "9038000000.0\n",
      "Done with  AAPL\n",
      "11391000000.0\n",
      "Done with  META\n",
      "466211000.0\n",
      "Done with  PINS\n",
      "203880000.0\n",
      "Done with  MTCH\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(columns=[\"Ticker\", \"SBC\"])\n",
    "\n",
    "for ticker in tickers:\n",
    "    cash_flow = openbb.stocks.fa.cash(ticker, source=\"YahooFinance\")\n",
    "    SBC = cash_flow.loc[\"Stock-based compensation\"].iloc[0]\n",
    "    print(SBC)\n",
    "    \n",
    "    tickerinfo = yf.Ticker(ticker)\n",
    "    info = tickerinfo.fast_info\n",
    "    market_cap = info[\"market_cap\"]\n",
    "    market_cap\n",
    "    \n",
    "    df = df.append({\"Ticker\": ticker, \"SBC\": SBC, \"Market Cap\": market_cap}, ignore_index=True)\n",
    "\n",
    "    print(\"Done with \", ticker)\n",
    "\n",
    "df['SBC/Market Cap'] = df['SBC'] / df['Market Cap']    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "2e41963a",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ticker</th>\n",
       "      <th>SBC</th>\n",
       "      <th>Market Cap</th>\n",
       "      <th>SBC/Market Cap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>1,560,000</td>\n",
       "      <td>616,240,117</td>\n",
       "      <td>0.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SNAP</td>\n",
       "      <td>1,387,787</td>\n",
       "      <td>19,086,774</td>\n",
       "      <td>7.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GOOG</td>\n",
       "      <td>18,216,000</td>\n",
       "      <td>1,322,181,037</td>\n",
       "      <td>1.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GTLB</td>\n",
       "      <td>101,693</td>\n",
       "      <td>7,519,431</td>\n",
       "      <td>1.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MSFT</td>\n",
       "      <td>8,633,000</td>\n",
       "      <td>1,911,344,461</td>\n",
       "      <td>0.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AAPL</td>\n",
       "      <td>9,038,000</td>\n",
       "      <td>2,400,656,785</td>\n",
       "      <td>0.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>META</td>\n",
       "      <td>11,391,000</td>\n",
       "      <td>482,386,592</td>\n",
       "      <td>2.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>PINS</td>\n",
       "      <td>466,211</td>\n",
       "      <td>18,915,862</td>\n",
       "      <td>2.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>MTCH</td>\n",
       "      <td>203,880</td>\n",
       "      <td>13,255,862</td>\n",
       "      <td>1.5%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Ticker         SBC     Market Cap SBC/Market Cap\n",
       "0   TSLA   1,560,000    616,240,117           0.3%\n",
       "1   SNAP   1,387,787     19,086,774           7.3%\n",
       "2   GOOG  18,216,000  1,322,181,037           1.4%\n",
       "3   GTLB     101,693      7,519,431           1.4%\n",
       "4   MSFT   8,633,000  1,911,344,461           0.5%\n",
       "5   AAPL   9,038,000  2,400,656,785           0.4%\n",
       "6   META  11,391,000    482,386,592           2.4%\n",
       "7   PINS     466,211     18,915,862           2.5%\n",
       "8   MTCH     203,880     13,255,862           1.5%"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df['SBC'] = df['SBC'].apply(lambda x: '{:,.0f}'.format(x/1000))\n",
    "df['Market Cap'] = df['Market Cap'].apply(lambda x: '{:,.0f}'.format(x/1000))\n",
    "df['SBC/Market Cap'] = df['SBC/Market Cap'].apply(lambda x: '{:,.1%}'.format(x))\n",
    "df"
   ]
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   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Remove the '%' sign from each value in the list\n",
    "sbc_market_cap = [float(x.strip('%')) for x in df['SBC/Market Cap']]\n",
    "\n",
    "# Plot the data\n",
    "plt.bar(df['Ticker'], sbc_market_cap)\n",
    "plt.xlabel('Ticker')\n",
    "plt.ylabel('SBC/Market Cap %')\n",
    "plt.ylim(0, max(sbc_market_cap) + 1)\n",
    "\n",
    "# Add the value on top of each bar\n",
    "for i, v in enumerate(sbc_market_cap):\n",
    "    plt.text(i - 0.3, v + 0.3, str(v) + '%')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "28ab6d9e",
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     "metadata": {},
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   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "y = df['SBC'].apply(lambda x: int(x.replace(',', '')))\n",
    "x = df['Ticker']\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.bar(x, y)\n",
    "\n",
    "# Add the value labels on top of the bars\n",
    "for i, v in enumerate(y):\n",
    "    ax.text(i, v, f'${v:,.0f}', ha='center', fontsize=11)\n",
    "\n",
    "# Set the x-axis label\n",
    "ax.set_xlabel('Ticker')\n",
    "\n",
    "plt.show()\n"
   ]
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