OpenBB/examples/v3/optionsChains.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Options Chains Analysis\n",
    "\n",
    "Version 3.1 of the OpenBB SDK provides a suite of enhancements to the Options module.  This notebook will highlight the changes and demonstrate how to get started using the new tools.\n",
    "\n",
    "## What's Changed\n",
    "\n",
    "- There's a new way to  `load`\n",
    "  \n",
    "        `openbb.stocks.options.load_options_chains()`\n",
    "\n",
    "    The legacy method (`openbb.stocks.options.chains()`) remains in service, but some minor changes to existing scripts will be required to take advantage of the new functionality.  Don't worry, it's nothing that `Find & Replace` can't easily handle.  Let's compare below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select the `obb` Python environment as the session's kernel, then import the OpenBB SDK.\n",
    "\n",
    "from openbb_terminal.sdk import openbb\n",
    "import pandas as pd\n",
    "from openbb_terminal.economy.plot_view import show_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>optionType</th>\n",
       "      <th>expiration</th>\n",
       "      <th>strike</th>\n",
       "      <th>lastPrice</th>\n",
       "      <th>bid</th>\n",
       "      <th>ask</th>\n",
       "      <th>openInterest</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>call</td>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>275.0</td>\n",
       "      <td>158.44</td>\n",
       "      <td>159.31</td>\n",
       "      <td>159.45</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>put</td>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>275.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1007</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  optionType  expiration  strike  lastPrice     bid     ask  openInterest  \\\n",
       "0       call  2023-06-23   275.0     158.44  159.31  159.45             0   \n",
       "1        put  2023-06-23   275.0       0.01    0.00    0.01          1007   \n",
       "\n",
       "   volume  \n",
       "0       2  \n",
       "1       1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The legacy method\n",
    "\n",
    "spy_chains = openbb.stocks.options.chains(\"SPY\")\n",
    "spy_chains.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>optionType</th>\n",
       "      <th>expiration</th>\n",
       "      <th>strike</th>\n",
       "      <th>lastPrice</th>\n",
       "      <th>bid</th>\n",
       "      <th>ask</th>\n",
       "      <th>openInterest</th>\n",
       "      <th>volume</th>\n",
       "      <th>dte</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>call</td>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>275.0</td>\n",
       "      <td>158.44</td>\n",
       "      <td>159.31</td>\n",
       "      <td>159.45</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>put</td>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>275.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1007</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  optionType  expiration  strike  lastPrice     bid     ask  openInterest  \\\n",
       "0       call  2023-06-23   275.0     158.44  159.31  159.45             0   \n",
       "1        put  2023-06-23   275.0       0.01    0.00    0.01          1007   \n",
       "\n",
       "   volume  dte  \n",
       "0       2    0  \n",
       "1       1    0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The new method\n",
    "\n",
    "spy = openbb.stocks.options.load_options_chains(\"SPY\", \"Nasdaq\")\n",
    "spy.chains.head(2)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The same response (the options chains) is in both variables, but the new method contains more than just the chains data previously fetched."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['source', 'SYMBOLS', 'symbol', 'chains', 'expirations', 'strikes', 'underlying_price', 'last_price', 'underlying_name', 'hasIV', 'hasGreeks', 'get_available_greeks', 'date'])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spy.__dict__.keys()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The new object eliminates the need to make an additional request for the price of the underlying asset, or the list of expirations and strikes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "434.3"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Instead of:\n",
    "\n",
    "last_price = openbb.stocks.options.price(\"SPY\")\n",
    "\n",
    "last_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "434.3"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use the Options data object:\n",
    "\n",
    "spy.last_price"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- There are new sources of data\n",
    "\n",
    "    Two additional data sources have been added, `CBOE` and `TMX`, with the latter covering the Canadian market.  The new default source is `CBOE`.  The DataFrame has been transposed below to better illustrate the additional columns available by default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>186</th>\n",
       "      <th>187</th>\n",
       "      <th>456</th>\n",
       "      <th>457</th>\n",
       "      <th>636</th>\n",
       "      <th>637</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>expiration</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>2023-06-26</td>\n",
       "      <td>2023-06-26</td>\n",
       "      <td>2023-06-27</td>\n",
       "      <td>2023-06-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>strike</th>\n",
       "      <td>435.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>435.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>optionType</th>\n",
       "      <td>call</td>\n",
       "      <td>put</td>\n",
       "      <td>call</td>\n",
       "      <td>put</td>\n",
       "      <td>call</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>contractSymbol</th>\n",
       "      <td>SPY230623C00435000</td>\n",
       "      <td>SPY230623P00435000</td>\n",
       "      <td>SPY230626C00435000</td>\n",
       "      <td>SPY230626P00435000</td>\n",
       "      <td>SPY230627C00435000</td>\n",
       "      <td>SPY230627P00435000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bid</th>\n",
       "      <td>0.28</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.51</td>\n",
       "      <td>1.36</td>\n",
       "      <td>1.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bidSize</th>\n",
       "      <td>829</td>\n",
       "      <td>211</td>\n",
       "      <td>112</td>\n",
       "      <td>58</td>\n",
       "      <td>97</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ask</th>\n",
       "      <td>0.29</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.96</td>\n",
       "      <td>1.52</td>\n",
       "      <td>1.37</td>\n",
       "      <td>1.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>askSize</th>\n",
       "      <td>387</td>\n",
       "      <td>11</td>\n",
       "      <td>201</td>\n",
       "      <td>150</td>\n",
       "      <td>168</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>impliedVolatility</th>\n",
       "      <td>0.145</td>\n",
       "      <td>0.148</td>\n",
       "      <td>0.0743</td>\n",
       "      <td>0.0748</td>\n",
       "      <td>0.0863</td>\n",
       "      <td>0.0862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>openInterest</th>\n",
       "      <td>27779</td>\n",
       "      <td>24957</td>\n",
       "      <td>7187</td>\n",
       "      <td>8872</td>\n",
       "      <td>1820</td>\n",
       "      <td>5341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>volume</th>\n",
       "      <td>239793</td>\n",
       "      <td>57155</td>\n",
       "      <td>66936</td>\n",
       "      <td>11268</td>\n",
       "      <td>9232</td>\n",
       "      <td>5067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delta</th>\n",
       "      <td>0.3365</td>\n",
       "      <td>-0.6636</td>\n",
       "      <td>0.4295</td>\n",
       "      <td>-0.5728</td>\n",
       "      <td>0.4534</td>\n",
       "      <td>-0.5502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gamma</th>\n",
       "      <td>0.2537</td>\n",
       "      <td>0.2537</td>\n",
       "      <td>0.1304</td>\n",
       "      <td>0.1314</td>\n",
       "      <td>0.0991</td>\n",
       "      <td>0.1004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theta</th>\n",
       "      <td>-0.3203</td>\n",
       "      <td>-0.3203</td>\n",
       "      <td>-0.2032</td>\n",
       "      <td>-0.2046</td>\n",
       "      <td>-0.2018</td>\n",
       "      <td>-0.2041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rho</th>\n",
       "      <td>0.0007</td>\n",
       "      <td>-0.0014</td>\n",
       "      <td>0.016</td>\n",
       "      <td>-0.018</td>\n",
       "      <td>0.0222</td>\n",
       "      <td>-0.0227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vega</th>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.159</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>0.1839</td>\n",
       "      <td>0.1834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theoretical</th>\n",
       "      <td>0.3203</td>\n",
       "      <td>0.9303</td>\n",
       "      <td>0.9436</td>\n",
       "      <td>1.4949</td>\n",
       "      <td>1.3566</td>\n",
       "      <td>1.8531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>change</th>\n",
       "      <td>-1.45</td>\n",
       "      <td>0.275</td>\n",
       "      <td>-1.22</td>\n",
       "      <td>0.515</td>\n",
       "      <td>-1.155</td>\n",
       "      <td>0.555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open</th>\n",
       "      <td>0.29</td>\n",
       "      <td>2.02</td>\n",
       "      <td>0.71</td>\n",
       "      <td>2.72</td>\n",
       "      <td>1.03</td>\n",
       "      <td>2.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>high</th>\n",
       "      <td>0.49</td>\n",
       "      <td>2.51</td>\n",
       "      <td>1.11</td>\n",
       "      <td>2.85</td>\n",
       "      <td>1.52</td>\n",
       "      <td>3.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>low</th>\n",
       "      <td>0.11</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.54</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.87</td>\n",
       "      <td>1.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tick</th>\n",
       "      <td>no_change</td>\n",
       "      <td>down</td>\n",
       "      <td>up</td>\n",
       "      <td>no_change</td>\n",
       "      <td>no_change</td>\n",
       "      <td>no_change</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lastTradePrice</th>\n",
       "      <td>0.28</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.94</td>\n",
       "      <td>1.51</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lastTradeTimestamp</th>\n",
       "      <td>2023-06-23T12:41:18</td>\n",
       "      <td>2023-06-23T12:41:18</td>\n",
       "      <td>2023-06-23T12:40:59</td>\n",
       "      <td>2023-06-23T12:41:12</td>\n",
       "      <td>2023-06-23T12:41:07</td>\n",
       "      <td>2023-06-23T12:38:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>changePercent</th>\n",
       "      <td>-83.82</td>\n",
       "      <td>44.72</td>\n",
       "      <td>-56.48</td>\n",
       "      <td>51.76</td>\n",
       "      <td>-46.11</td>\n",
       "      <td>44.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>previousClose</th>\n",
       "      <td>1.73</td>\n",
       "      <td>0.62</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dte</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    186                  187  \\\n",
       "expiration                   2023-06-23           2023-06-23   \n",
       "strike                            435.0                435.0   \n",
       "optionType                         call                  put   \n",
       "contractSymbol       SPY230623C00435000   SPY230623P00435000   \n",
       "bid                                0.28                 0.89   \n",
       "bidSize                             829                  211   \n",
       "ask                                0.29                  0.9   \n",
       "askSize                             387                   11   \n",
       "impliedVolatility                 0.145                0.148   \n",
       "openInterest                      27779                24957   \n",
       "volume                           239793                57155   \n",
       "delta                            0.3365              -0.6636   \n",
       "gamma                            0.2537               0.2537   \n",
       "theta                           -0.3203              -0.3203   \n",
       "rho                              0.0007              -0.0014   \n",
       "vega                             0.0333               0.0333   \n",
       "theoretical                      0.3203               0.9303   \n",
       "change                            -1.45                0.275   \n",
       "open                               0.29                 2.02   \n",
       "high                               0.49                 2.51   \n",
       "low                                0.11                 0.66   \n",
       "tick                          no_change                 down   \n",
       "lastTradePrice                     0.28                 0.89   \n",
       "lastTradeTimestamp  2023-06-23T12:41:18  2023-06-23T12:41:18   \n",
       "changePercent                    -83.82                44.72   \n",
       "previousClose                      1.73                 0.62   \n",
       "dte                                   0                    0   \n",
       "\n",
       "                                    456                  457  \\\n",
       "expiration                   2023-06-26           2023-06-26   \n",
       "strike                            435.0                435.0   \n",
       "optionType                         call                  put   \n",
       "contractSymbol       SPY230626C00435000   SPY230626P00435000   \n",
       "bid                                0.95                 1.51   \n",
       "bidSize                             112                   58   \n",
       "ask                                0.96                 1.52   \n",
       "askSize                             201                  150   \n",
       "impliedVolatility                0.0743               0.0748   \n",
       "openInterest                       7187                 8872   \n",
       "volume                            66936                11268   \n",
       "delta                            0.4295              -0.5728   \n",
       "gamma                            0.1304               0.1314   \n",
       "theta                           -0.2032              -0.2046   \n",
       "rho                               0.016               -0.018   \n",
       "vega                              0.159               0.1587   \n",
       "theoretical                      0.9436               1.4949   \n",
       "change                            -1.22                0.515   \n",
       "open                               0.71                 2.72   \n",
       "high                               1.11                 2.85   \n",
       "low                                0.54                 1.31   \n",
       "tick                                 up            no_change   \n",
       "lastTradePrice                     0.94                 1.51   \n",
       "lastTradeTimestamp  2023-06-23T12:40:59  2023-06-23T12:41:12   \n",
       "changePercent                    -56.48                51.76   \n",
       "previousClose                      2.16                  1.0   \n",
       "dte                                   3                    3   \n",
       "\n",
       "                                    636                  637  \n",
       "expiration                   2023-06-27           2023-06-27  \n",
       "strike                            435.0                435.0  \n",
       "optionType                         call                  put  \n",
       "contractSymbol       SPY230627C00435000   SPY230627P00435000  \n",
       "bid                                1.36                 1.86  \n",
       "bidSize                              97                  113  \n",
       "ask                                1.37                 1.87  \n",
       "askSize                             168                  150  \n",
       "impliedVolatility                0.0863               0.0862  \n",
       "openInterest                       1820                 5341  \n",
       "volume                             9232                 5067  \n",
       "delta                            0.4534              -0.5502  \n",
       "gamma                            0.0991               0.1004  \n",
       "theta                           -0.2018              -0.2041  \n",
       "rho                              0.0222              -0.0227  \n",
       "vega                             0.1839               0.1834  \n",
       "theoretical                      1.3566               1.8531  \n",
       "change                           -1.155                0.555  \n",
       "open                               1.03                 2.96  \n",
       "high                               1.52                  3.1  \n",
       "low                                0.87                 1.67  \n",
       "tick                          no_change            no_change  \n",
       "lastTradePrice                     1.35                 1.81  \n",
       "lastTradeTimestamp  2023-06-23T12:41:07  2023-06-23T12:38:51  \n",
       "changePercent                    -46.11                44.22  \n",
       "previousClose                       2.5                 1.25  \n",
       "dte                                   4                    4  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spy = openbb.stocks.options.load_options_chains(\"SPY\")\n",
    "\n",
    "spy.chains.query(\"`strike` == 435\").head(6).transpose()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`TMX` provides historical EOD chains data, beginning in 2009.  Notably, this data contains implied volatility, the current quotes do not."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The closing price of XIU on, 2009-07-02, was: $15.59\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "      <th>64</th>\n",
       "      <th>65</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>expiration</th>\n",
       "      <td>2009-07-17 00:00:00</td>\n",
       "      <td>2009-07-17 00:00:00</td>\n",
       "      <td>2009-08-21 00:00:00</td>\n",
       "      <td>2009-08-21 00:00:00</td>\n",
       "      <td>2009-09-18 00:00:00</td>\n",
       "      <td>2009-09-18 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>strike</th>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>optionType</th>\n",
       "      <td>call</td>\n",
       "      <td>put</td>\n",
       "      <td>call</td>\n",
       "      <td>put</td>\n",
       "      <td>call</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <td>2009-07-02</td>\n",
       "      <td>2009-07-02</td>\n",
       "      <td>2009-07-02</td>\n",
       "      <td>2009-07-02</td>\n",
       "      <td>2009-07-02</td>\n",
       "      <td>2009-07-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bid</th>\n",
       "      <td>0.68</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.34</td>\n",
       "      <td>1.14</td>\n",
       "      <td>0.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ask</th>\n",
       "      <td>0.77</td>\n",
       "      <td>0.15</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bidSize</th>\n",
       "      <td>510</td>\n",
       "      <td>500</td>\n",
       "      <td>510</td>\n",
       "      <td>800</td>\n",
       "      <td>510</td>\n",
       "      <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>askSize</th>\n",
       "      <td>52</td>\n",
       "      <td>2</td>\n",
       "      <td>330</td>\n",
       "      <td>300</td>\n",
       "      <td>300</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lastPrice</th>\n",
       "      <td>0.77</td>\n",
       "      <td>0.15</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>volume</th>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>previousClose</th>\n",
       "      <td>0.96</td>\n",
       "      <td>0.17</td>\n",
       "      <td>1.19</td>\n",
       "      <td>0.39</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>change</th>\n",
       "      <td>-0.19</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>0.04</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>open</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>high</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>low</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalValue</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>transactions</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>settlementPrice</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>openInterest</th>\n",
       "      <td>590</td>\n",
       "      <td>19786</td>\n",
       "      <td>131</td>\n",
       "      <td>47</td>\n",
       "      <td>6782</td>\n",
       "      <td>173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>impliedVolatility</th>\n",
       "      <td>0.2782</td>\n",
       "      <td>0.2799</td>\n",
       "      <td>0.2808</td>\n",
       "      <td>0.2899</td>\n",
       "      <td>0.2978</td>\n",
       "      <td>0.3151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>contractSymbol</th>\n",
       "      <td>XIXG09C15.00</td>\n",
       "      <td>XIXS09P15.00</td>\n",
       "      <td>XIXH09C15.00</td>\n",
       "      <td>XIXT09P15.00</td>\n",
       "      <td>XIXI09C15.00</td>\n",
       "      <td>XIXU09P15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dte</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    10                   11  \\\n",
       "expiration         2009-07-17 00:00:00  2009-07-17 00:00:00   \n",
       "strike                            15.0                 15.0   \n",
       "optionType                        call                  put   \n",
       "date                        2009-07-02           2009-07-02   \n",
       "bid                               0.68                  0.1   \n",
       "ask                               0.77                 0.15   \n",
       "bidSize                            510                  500   \n",
       "askSize                             52                    2   \n",
       "lastPrice                         0.77                 0.15   \n",
       "volume                               0                   60   \n",
       "previousClose                     0.96                 0.17   \n",
       "change                           -0.19                -0.02   \n",
       "open                               0.0                 0.09   \n",
       "high                               0.0                 0.12   \n",
       "low                                0.0                 0.09   \n",
       "totalValue                           0                    5   \n",
       "transactions                         0                    2   \n",
       "settlementPrice                      0                    0   \n",
       "openInterest                       590                19786   \n",
       "impliedVolatility               0.2782               0.2799   \n",
       "contractSymbol            XIXG09C15.00         XIXS09P15.00   \n",
       "dte                                 15                   15   \n",
       "\n",
       "                                    30                   31  \\\n",
       "expiration         2009-08-21 00:00:00  2009-08-21 00:00:00   \n",
       "strike                            15.0                 15.0   \n",
       "optionType                        call                  put   \n",
       "date                        2009-07-02           2009-07-02   \n",
       "bid                               0.94                 0.34   \n",
       "ask                               1.05                 0.43   \n",
       "bidSize                            510                  800   \n",
       "askSize                            330                  300   \n",
       "lastPrice                         1.05                 0.43   \n",
       "volume                               0                    0   \n",
       "previousClose                     1.19                 0.39   \n",
       "change                           -0.14                 0.04   \n",
       "open                               0.0                  0.0   \n",
       "high                               0.0                  0.0   \n",
       "low                                0.0                  0.0   \n",
       "totalValue                           0                    0   \n",
       "transactions                         0                    0   \n",
       "settlementPrice                      0                    0   \n",
       "openInterest                       131                   47   \n",
       "impliedVolatility               0.2808               0.2899   \n",
       "contractSymbol            XIXH09C15.00         XIXT09P15.00   \n",
       "dte                                 50                   50   \n",
       "\n",
       "                                    64                   65  \n",
       "expiration         2009-09-18 00:00:00  2009-09-18 00:00:00  \n",
       "strike                            15.0                 15.0  \n",
       "optionType                        call                  put  \n",
       "date                        2009-07-02           2009-07-02  \n",
       "bid                               1.14                 0.56  \n",
       "ask                               1.26                 0.63  \n",
       "bidSize                            510                  510  \n",
       "askSize                            300                  300  \n",
       "lastPrice                         1.26                 0.63  \n",
       "volume                               0                   15  \n",
       "previousClose                     1.38                 0.58  \n",
       "change                           -0.12                 0.05  \n",
       "open                               0.0                 0.62  \n",
       "high                               0.0                 0.62  \n",
       "low                                0.0                 0.62  \n",
       "totalValue                           0                    9  \n",
       "transactions                         0                    1  \n",
       "settlementPrice                      0                    0  \n",
       "openInterest                      6782                  173  \n",
       "impliedVolatility               0.2978               0.3151  \n",
       "contractSymbol            XIXI09C15.00         XIXU09P15.00  \n",
       "dte                                 78                   78  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xiu = openbb.stocks.options.load_options_chains(\"XIU\", \"TMX\", \"2009-07-01\")\n",
    "print(\"The closing price of \", xiu.symbol,  \" on, \", xiu.date, \", was: $\", xiu.last_price, sep =\"\")\n",
    "xiu.chains.query(\"`strike` == 15\").head(6).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>expiration</th>\n",
       "      <th>strike</th>\n",
       "      <th>optionType</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>30.00</td>\n",
       "      <td>call</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>30.00</td>\n",
       "      <td>put</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>30.25</td>\n",
       "      <td>call</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>30.25</td>\n",
       "      <td>put</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>30.50</td>\n",
       "      <td>call</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>30.50</td>\n",
       "      <td>put</td>\n",
       "      <td>0.72</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>30.75</td>\n",
       "      <td>call</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>30.75</td>\n",
       "      <td>put</td>\n",
       "      <td>0.97</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>31.00</td>\n",
       "      <td>call</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2023-06-23</td>\n",
       "      <td>31.00</td>\n",
       "      <td>put</td>\n",
       "      <td>1.22</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.39</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    expiration  strike optionType   bid   ask  lastPrice  change  \\\n",
       "14  2023-06-23   30.00       call  0.00  0.05       0.07     0.0   \n",
       "15  2023-06-23   30.00        put  0.22  0.55       0.28     0.0   \n",
       "16  2023-06-23   30.25       call  0.00  0.05       0.05     0.0   \n",
       "17  2023-06-23   30.25        put  0.47  0.75       0.64     0.0   \n",
       "18  2023-06-23   30.50       call  0.00  0.05       0.05     0.0   \n",
       "19  2023-06-23   30.50        put  0.72  1.00       0.89     0.0   \n",
       "20  2023-06-23   30.75       call  0.00  0.05       0.05     0.0   \n",
       "21  2023-06-23   30.75        put  0.97  1.25       1.14     0.0   \n",
       "22  2023-06-23   31.00       call  0.00  0.05       0.05     0.0   \n",
       "23  2023-06-23   31.00        put  1.22  1.50       1.39     0.0   \n",
       "\n",
       "    openInterest  volume  dte  \n",
       "14            30       0    0  \n",
       "15             4       0    0  \n",
       "16             0       0    0  \n",
       "17             0       0    0  \n",
       "18            49       0    0  \n",
       "19             0       0    0  \n",
       "20            51       0    0  \n",
       "21             0       0    0  \n",
       "22             0       0    0  \n",
       "23             0       0    0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xiu = openbb.stocks.options.load_options_chains(\"XIU\", \"TMX\")\n",
    "xiu.chains.query(\"30 <= `strike` <= 31\").head(10)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Methods are bound to the returned object that sort and filter the data\n",
    "    Along with attributes listed above - `spy.__dict__.keys()` - methods are provided for extracting key insights from the raw data.\n",
    "\n",
    "    - `get_stats()`\n",
    "    - `get_skew()`\n",
    "    - `get_straddle()`\n",
    "    - `get_strangle()`\n",
    "    - `get_vertical_call_spread()`\n",
    "    - `get_vertical_put_spread()`\n",
    "    - `get_strategies()`\n",
    "\n",
    "`impliedVolatility` is a required field for `get_skew()`; therefore, only sources returning `hasIV` as `True` will work.  All other callables are compatible with every source.\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting Started\n",
    "\n",
    "Assign a ticker to a new variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INVESCO QQQ TR UNIT SER 1\n",
      "Symbol: QQQ\n",
      "Source: CBOE\n",
      "Last Price: 364.02\n"
     ]
    }
   ],
   "source": [
    "ticker = openbb.stocks.options.load_options_chains(\"QQQ\")\n",
    "print(ticker.underlying_name, '\\n', \"Symbol: \", ticker.symbol, '\\n', \"Source: \", ticker.source, '\\n', \"Last Price: \" , ticker.last_price, sep = \"\")"
   ]
  },
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   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at volume and open interest, by expiration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "oi = ticker.get_stats()[[\"Puts OI\", \"Calls OI\"]]\n",
    "oi[\"Puts OI\"] = oi[\"Puts OI\"] * (-1)\n",
    "vol = ticker.get_stats()[[\"Puts Volume\", \"Calls Volume\"]]\n",
    "vol[\"Puts Volume\"] = vol[\"Puts Volume\"] * (-1)"
   ]
  },
  {
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   "source": [
    "The concentration of volume is clearly at the front contract, while the open interest paints a different picture.  The same analysis can be easily applied by strike.\n"
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   "execution_count": 16,
   "metadata": {},
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    "strike_oi = ticker.get_stats(\"strike\")[[\"Puts OI\", \"Calls OI\"]]\n",
    "strike_oi[\"Puts OI\"] = strike_oi[\"Puts OI\"] * (-1)\n",
    "strike_vol = ticker.get_stats(\"strike\")[[\"Puts Volume\", \"Calls Volume\"]]\n",
    "strike_vol[\"Puts Volume\"] = strike_vol[\"Puts Volume\"] * (-1)"
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   "source": [
    "df = ticker.chains[[\"expiration\", \"dte\", \"strike\", \"optionType\", \"openInterest\", \"delta\"]]\n",
    "df[\"Delta Exposure\"] = df[\"delta\"] * df[\"openInterest\"] * (100) * ticker.last_price\n",
    "dex = pd.DataFrame()\n",
    "dex[\"Call DEX\"] = df.query(\"`optionType` == 'call'\").set_index([\"expiration\",\"strike\"])[[\"Delta Exposure\"]]\n",
    "dex[\"Put DEX\"] = df.query(\"`optionType` == 'put'\").set_index([\"expiration\",\"strike\"])[[\"Delta Exposure\"]]\n",
    "\n",
    "# By expiration date\n",
    "\n",
    "dex_by_expiry = dex.reset_index().groupby(\"expiration\")[[\"Call DEX\", \"Put DEX\"]].sum()\n",
    "\n",
    "openbb.forecast.plot(dex_by_expiry, dex_by_expiry.columns.to_list())"
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    "# By strike price\n",
    "\n",
    "dex_by_strike = dex.reset_index().groupby(\"strike\")[[\"Call DEX\", \"Put DEX\"]].sum()\n",
    "\n",
    "openbb.forecast.plot(dex_by_strike, dex_by_strike.columns.to_list())"
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   "source": [
    "itm = ticker.get_stats()[[\"ITM Percent\"]]\n",
    "pcr = ticker.get_stats()[[\"OI Ratio\"]]\n",
    "pcr_fig = show_plot(itm, pcr, external_axes = True)\n",
    "pcr_fig.update_layout(\n",
    "    xaxis = {'title': 'Expiration Date'},\n",
    "    yaxis= {'title': '% of OI ITM'},\n",
    "    yaxis2 = {'title': 'Put/Call Ratio'},\n",
    "    title =  f\"{ticker.symbol} - Put/Call Ratio vs % ITM\",\n",
    "    title_y = 0.98,\n",
    "    title_x = 0.5,\n",
    "    legend=dict(\n",
    "        yanchor=\"top\",\n",
    "        y=1,\n",
    "        xanchor=\"right\",\n",
    "        x=0.9\n",
    "    )\n",
    ")\n",
    "pcr_fig.show()"
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  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make a chart of the term structure using the implied volatility skew, or the cost of an at-the-money straddle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
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    "ticker = openbb.stocks.options.load_options_chains(\"QQQ\")\n",
    "skew = ticker.get_skew(\"2023-12-15\")\n",
    "call_skew = skew[skew[\"Option Type\"] == \"call\"].set_index(\"Strike\")[[\"Skew\"]]\n",
    "put_skew = skew[skew[\"Option Type\"] == \"put\"].set_index(\"Strike\")[[\"Skew\"]]\n",
    "skew_df[\"Call Skew\"] = call_skew[\"Skew\"]\n",
    "skew_df[\"Put Skew\"] = put_skew[\"Skew\"]\n",
    "\n",
    "openbb.forecast.plot(skew_df, columns = skew_df.columns.to_list())"
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    "skew = ticker.get_skew(moneyness=10)[[\"ATM Skew\", \"IV Skew\"]].rename(columns = {\"IV Skew\": \"10% OTM Skew\"})\n",
    "y1 = pd.DataFrame(skew[\"ATM Skew\"])\n",
    "y2 = pd.DataFrame(skew[\"10% OTM Skew\"])\n",
    "skew_fig = show_plot(y1,y2, external_axes = True)\n",
    "skew_fig.update_layout(\n",
    "    xaxis = {'title': 'Expiration Date'},\n",
    "    yaxis= {'title': 'ATM IV Skew'},\n",
    "    yaxis2 = {'title': '10% OTM IV Skew'},\n",
    "    title =  f\"{ticker.symbol} - ATM Skew vs 10% OTM Skew\",\n",
    "    title_y = 0.98,\n",
    "    title_x = 0.5,\n",
    "    legend=dict(\n",
    "        yanchor=\"bottom\",\n",
    "        y=0.1,\n",
    "        xanchor=\"right\",\n",
    "        x=0.9\n",
    "    )\n",
    ")\n",
    "skew_fig.update_yaxes(title_font=dict(size=20), tickfont=dict(size=12))\n",
    "skew_fig.show()"
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  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
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      "No strategy was selected, returning all ATM straddles.\n"
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   "source": [
    "y1 = pd.DataFrame(ticker.get_strategies().set_index(\"Expiration\")[\"Cost Percent\"])\n",
    "y2 = pd.DataFrame(skew[[\"10% OTM Skew\"]])\n",
    "skew_fig2 = show_plot(y1,y2, external_axes = True)\n",
    "skew_fig2.update_layout(\n",
    "    xaxis = {'title': 'Expiration Date'},\n",
    "    yaxis= {'title': 'Cost as % of Stock Price'},\n",
    "    yaxis2 = {'title': '10% OTM IV Skew'},\n",
    "    title =  f\"{ticker.symbol} - Cost of ATM Straddle vs 10% OTM Skew\",\n",
    "    title_y = 0.98,\n",
    "    title_x = 0.5,\n",
    "    legend=dict(\n",
    "        yanchor=\"bottom\",\n",
    "        y=0.1,\n",
    "        xanchor=\"right\",\n",
    "        x=0.9\n",
    "    )\n",
    ")\n",
    "skew_fig2.update_yaxes(title_font=dict(size=16))\n",
    "skew_fig2.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Basic single-leg strategies can be screened via `get_strategies()`.  Values entered for each argument return the closest match.  With no parameters specified, all ATM straddles are returned."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Expiration</th>\n",
       "      <th>DTE</th>\n",
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       "      <th>Strike 1</th>\n",
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       "      <td>2023-06-28</td>\n",
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       "      <td>2023-06-28</td>\n",
       "      <td>5</td>\n",
       "      <td>Bull Put Spread</td>\n",
       "      <td>364.05</td>\n",
       "      <td>360.0</td>\n",
       "      <td>358.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-0.4</td>\n",
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       "      <td>28</td>\n",
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       "      <td>2023-07-21</td>\n",
       "      <td>28</td>\n",
       "      <td>Bear Call Spread</td>\n",
       "      <td>364.05</td>\n",
       "      <td>365.0</td>\n",
       "      <td>367.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>6.12</td>\n",
       "      <td>-1.02</td>\n",
       "      <td>-0.2802</td>\n",
       "      <td>366.02</td>\n",
       "      <td>0.5301</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.02</td>\n",
       "      <td>-0.98</td>\n",
       "      <td>1.0408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2023-07-21</td>\n",
       "      <td>28</td>\n",
       "      <td>Bull Put Spread</td>\n",
       "      <td>364.05</td>\n",
       "      <td>360.0</td>\n",
       "      <td>358.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.18</td>\n",
       "      <td>-0.62</td>\n",
       "      <td>0.1703</td>\n",
       "      <td>359.38</td>\n",
       "      <td>1.2828</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.62</td>\n",
       "      <td>-1.38</td>\n",
       "      <td>0.4493</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Expiration  DTE          Strategy Underlying Price Strike 1 Strike 2  \\\n",
       "0  2023-06-28    5     Long Straddle           364.05    364.0    364.0   \n",
       "1  2023-06-28    5     Long Strangle           364.05    400.0    330.0   \n",
       "2  2023-06-28    5  Bear Call Spread           364.05    365.0    367.0   \n",
       "3  2023-06-28    5   Bull Put Spread           364.05    360.0    358.0   \n",
       "4  2023-07-21   28     Long Straddle           364.05    364.0    364.0   \n",
       "5  2023-07-21   28     Long Strangle           364.05    400.0    327.0   \n",
       "6  2023-07-21   28    Short Strangle           364.05    435.0    291.0   \n",
       "7  2023-07-21   28  Bear Call Spread           364.05    365.0    367.0   \n",
       "8  2023-07-21   28   Bull Put Spread           364.05    360.0    358.0   \n",
       "\n",
       "  Strike 1 Premium Strike 2 Premium   Cost Cost Percent Breakeven Upper  \\\n",
       "0             2.79             2.65   5.44       1.4943          369.44   \n",
       "1             0.02             0.03   0.05       0.0137          400.05   \n",
       "2             2.28             1.51  -0.77      -0.2115          365.77   \n",
       "3              1.2              0.8   -0.4       0.1099           359.6   \n",
       "4             7.72             6.37  14.09       3.8703          378.09   \n",
       "5             0.19             0.51    0.7       0.1923           400.7   \n",
       "6             0.01             0.07  -0.08        0.022          435.08   \n",
       "7             7.14             6.12  -1.02      -0.2802          366.02   \n",
       "8              4.8             4.18  -0.62       0.1703          359.38   \n",
       "\n",
       "  Breakeven Upper Percent Breakeven Lower Breakeven Lower Percent Max Profit  \\\n",
       "0                  1.4806          358.56                  -1.508        inf   \n",
       "1                  9.8888          329.95                 -9.3668        inf   \n",
       "2                  0.5988             NaN                     NaN       0.77   \n",
       "3                  1.2224             NaN                     NaN        0.4   \n",
       "4                  3.8566          349.91                 -3.8841        inf   \n",
       "5                 10.0673           326.3                -10.3695        inf   \n",
       "6                 19.5111          290.92                -20.0879       0.08   \n",
       "7                  0.5301             NaN                     NaN       1.02   \n",
       "8                  1.2828             NaN                     NaN       0.62   \n",
       "\n",
       "  Max Loss Payoff Ratio  \n",
       "0    -5.44          inf  \n",
       "1    -0.05          inf  \n",
       "2    -1.23        0.626  \n",
       "3     -1.6         0.25  \n",
       "4   -14.09          inf  \n",
       "5     -0.7          inf  \n",
       "6      inf          0.0  \n",
       "7    -0.98       1.0408  \n",
       "8    -1.38       0.4493  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ticker.get_strategies(days = [5,30], straddle_strike = ticker.last_price, strangle_moneyness = [10,-20] , vertical_calls = [365,367], vertical_puts = [360,358])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No strategy was selected, returning all ATM straddles.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Expiration</th>\n",
       "      <th>DTE</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>Underlying Price</th>\n",
       "      <th>Strike 1</th>\n",
       "      <th>Strike 2</th>\n",
       "      <th>Strike 1 Premium</th>\n",
       "      <th>Strike 2 Premium</th>\n",
       "      <th>Cost</th>\n",
       "      <th>Cost Percent</th>\n",
       "      <th>Breakeven Upper</th>\n",
       "      <th>Breakeven Upper Percent</th>\n",
       "      <th>Breakeven Lower</th>\n",
       "      <th>Breakeven Lower Percent</th>\n",
       "      <th>Max Profit</th>\n",
       "      <th>Max Loss</th>\n",
       "      <th>Payoff Ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-06-26</td>\n",
       "      <td>3</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>1.76</td>\n",
       "      <td>1.71</td>\n",
       "      <td>3.47</td>\n",
       "      <td>0.9532</td>\n",
       "      <td>367.47</td>\n",
       "      <td>0.9394</td>\n",
       "      <td>360.53</td>\n",
       "      <td>-0.9669</td>\n",
       "      <td>inf</td>\n",
       "      <td>-3.47</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-06-27</td>\n",
       "      <td>4</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>2.31</td>\n",
       "      <td>2.21</td>\n",
       "      <td>4.52</td>\n",
       "      <td>1.2416</td>\n",
       "      <td>368.52</td>\n",
       "      <td>1.2279</td>\n",
       "      <td>359.48</td>\n",
       "      <td>-1.2553</td>\n",
       "      <td>inf</td>\n",
       "      <td>-4.52</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-06-28</td>\n",
       "      <td>5</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>2.79</td>\n",
       "      <td>2.65</td>\n",
       "      <td>5.44</td>\n",
       "      <td>1.4943</td>\n",
       "      <td>369.44</td>\n",
       "      <td>1.4806</td>\n",
       "      <td>358.56</td>\n",
       "      <td>-1.508</td>\n",
       "      <td>inf</td>\n",
       "      <td>-5.44</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-06-29</td>\n",
       "      <td>6</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>3.23</td>\n",
       "      <td>2.95</td>\n",
       "      <td>6.18</td>\n",
       "      <td>1.6976</td>\n",
       "      <td>370.18</td>\n",
       "      <td>1.6838</td>\n",
       "      <td>357.82</td>\n",
       "      <td>-1.7113</td>\n",
       "      <td>inf</td>\n",
       "      <td>-6.18</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-06-30</td>\n",
       "      <td>7</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>3.66</td>\n",
       "      <td>3.28</td>\n",
       "      <td>6.94</td>\n",
       "      <td>1.9063</td>\n",
       "      <td>370.94</td>\n",
       "      <td>1.8926</td>\n",
       "      <td>357.06</td>\n",
       "      <td>-1.9201</td>\n",
       "      <td>inf</td>\n",
       "      <td>-6.94</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2023-07-03</td>\n",
       "      <td>10</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.57</td>\n",
       "      <td>7.57</td>\n",
       "      <td>2.0794</td>\n",
       "      <td>371.57</td>\n",
       "      <td>2.0657</td>\n",
       "      <td>356.43</td>\n",
       "      <td>-2.0931</td>\n",
       "      <td>inf</td>\n",
       "      <td>-7.57</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2023-07-05</td>\n",
       "      <td>12</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>4.41</td>\n",
       "      <td>3.92</td>\n",
       "      <td>8.33</td>\n",
       "      <td>2.2881</td>\n",
       "      <td>372.33</td>\n",
       "      <td>2.2744</td>\n",
       "      <td>355.67</td>\n",
       "      <td>-2.3019</td>\n",
       "      <td>inf</td>\n",
       "      <td>-8.33</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2023-07-06</td>\n",
       "      <td>13</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>4.77</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.92</td>\n",
       "      <td>2.4502</td>\n",
       "      <td>372.92</td>\n",
       "      <td>2.4365</td>\n",
       "      <td>355.08</td>\n",
       "      <td>-2.4639</td>\n",
       "      <td>inf</td>\n",
       "      <td>-8.92</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>5.15</td>\n",
       "      <td>4.46</td>\n",
       "      <td>9.61</td>\n",
       "      <td>2.6397</td>\n",
       "      <td>373.61</td>\n",
       "      <td>2.626</td>\n",
       "      <td>354.39</td>\n",
       "      <td>-2.6535</td>\n",
       "      <td>inf</td>\n",
       "      <td>-9.61</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2023-07-14</td>\n",
       "      <td>21</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>6.54</td>\n",
       "      <td>5.52</td>\n",
       "      <td>12.06</td>\n",
       "      <td>3.3127</td>\n",
       "      <td>376.06</td>\n",
       "      <td>3.299</td>\n",
       "      <td>351.94</td>\n",
       "      <td>-3.3265</td>\n",
       "      <td>inf</td>\n",
       "      <td>-12.06</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2023-07-21</td>\n",
       "      <td>28</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>7.72</td>\n",
       "      <td>6.37</td>\n",
       "      <td>14.09</td>\n",
       "      <td>3.8703</td>\n",
       "      <td>378.09</td>\n",
       "      <td>3.8566</td>\n",
       "      <td>349.91</td>\n",
       "      <td>-3.8841</td>\n",
       "      <td>inf</td>\n",
       "      <td>-14.09</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2023-07-21</td>\n",
       "      <td>28</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>7.72</td>\n",
       "      <td>6.37</td>\n",
       "      <td>14.09</td>\n",
       "      <td>3.8703</td>\n",
       "      <td>378.09</td>\n",
       "      <td>3.8566</td>\n",
       "      <td>349.91</td>\n",
       "      <td>-3.8841</td>\n",
       "      <td>inf</td>\n",
       "      <td>-14.09</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2023-07-28</td>\n",
       "      <td>35</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>9.35</td>\n",
       "      <td>7.62</td>\n",
       "      <td>16.97</td>\n",
       "      <td>4.6614</td>\n",
       "      <td>380.97</td>\n",
       "      <td>4.6477</td>\n",
       "      <td>347.03</td>\n",
       "      <td>-4.6752</td>\n",
       "      <td>inf</td>\n",
       "      <td>-16.97</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2023-08-04</td>\n",
       "      <td>42</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>10.41</td>\n",
       "      <td>8.35</td>\n",
       "      <td>18.76</td>\n",
       "      <td>5.1531</td>\n",
       "      <td>382.76</td>\n",
       "      <td>5.1394</td>\n",
       "      <td>345.24</td>\n",
       "      <td>-5.1669</td>\n",
       "      <td>inf</td>\n",
       "      <td>-18.76</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2023-08-18</td>\n",
       "      <td>56</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>12.28</td>\n",
       "      <td>9.56</td>\n",
       "      <td>21.84</td>\n",
       "      <td>5.9992</td>\n",
       "      <td>385.84</td>\n",
       "      <td>5.9854</td>\n",
       "      <td>342.16</td>\n",
       "      <td>-6.0129</td>\n",
       "      <td>inf</td>\n",
       "      <td>-21.84</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2023-09-15</td>\n",
       "      <td>84</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>15.73</td>\n",
       "      <td>11.66</td>\n",
       "      <td>27.39</td>\n",
       "      <td>7.5237</td>\n",
       "      <td>391.39</td>\n",
       "      <td>7.51</td>\n",
       "      <td>336.61</td>\n",
       "      <td>-7.5374</td>\n",
       "      <td>inf</td>\n",
       "      <td>-27.39</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2023-09-29</td>\n",
       "      <td>98</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>17.17</td>\n",
       "      <td>12.81</td>\n",
       "      <td>29.98</td>\n",
       "      <td>8.2351</td>\n",
       "      <td>393.98</td>\n",
       "      <td>8.2214</td>\n",
       "      <td>334.02</td>\n",
       "      <td>-8.2489</td>\n",
       "      <td>inf</td>\n",
       "      <td>-29.98</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2023-10-20</td>\n",
       "      <td>119</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>19.53</td>\n",
       "      <td>14.15</td>\n",
       "      <td>33.68</td>\n",
       "      <td>9.2515</td>\n",
       "      <td>397.68</td>\n",
       "      <td>9.2377</td>\n",
       "      <td>330.32</td>\n",
       "      <td>-9.2652</td>\n",
       "      <td>inf</td>\n",
       "      <td>-33.68</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2023-11-17</td>\n",
       "      <td>147</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>22.58</td>\n",
       "      <td>15.86</td>\n",
       "      <td>38.44</td>\n",
       "      <td>10.559</td>\n",
       "      <td>402.44</td>\n",
       "      <td>10.5453</td>\n",
       "      <td>325.56</td>\n",
       "      <td>-10.5727</td>\n",
       "      <td>inf</td>\n",
       "      <td>-38.44</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2023-12-15</td>\n",
       "      <td>175</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>25.25</td>\n",
       "      <td>17.26</td>\n",
       "      <td>42.51</td>\n",
       "      <td>11.677</td>\n",
       "      <td>406.51</td>\n",
       "      <td>11.6632</td>\n",
       "      <td>321.49</td>\n",
       "      <td>-11.6907</td>\n",
       "      <td>inf</td>\n",
       "      <td>-42.51</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2023-12-29</td>\n",
       "      <td>189</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>26.29</td>\n",
       "      <td>17.98</td>\n",
       "      <td>44.27</td>\n",
       "      <td>12.1604</td>\n",
       "      <td>408.27</td>\n",
       "      <td>12.1467</td>\n",
       "      <td>319.73</td>\n",
       "      <td>-12.1742</td>\n",
       "      <td>inf</td>\n",
       "      <td>-44.27</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2024-01-19</td>\n",
       "      <td>210</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>28.07</td>\n",
       "      <td>18.79</td>\n",
       "      <td>46.86</td>\n",
       "      <td>12.8719</td>\n",
       "      <td>410.86</td>\n",
       "      <td>12.8581</td>\n",
       "      <td>317.14</td>\n",
       "      <td>-12.8856</td>\n",
       "      <td>inf</td>\n",
       "      <td>-46.86</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2024-03-15</td>\n",
       "      <td>266</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>33.19</td>\n",
       "      <td>21.26</td>\n",
       "      <td>54.45</td>\n",
       "      <td>14.9567</td>\n",
       "      <td>418.45</td>\n",
       "      <td>14.943</td>\n",
       "      <td>309.55</td>\n",
       "      <td>-14.9705</td>\n",
       "      <td>inf</td>\n",
       "      <td>-54.45</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2024-03-28</td>\n",
       "      <td>279</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>365.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>33.43</td>\n",
       "      <td>22.27</td>\n",
       "      <td>55.7</td>\n",
       "      <td>15.3001</td>\n",
       "      <td>420.7</td>\n",
       "      <td>15.561</td>\n",
       "      <td>309.3</td>\n",
       "      <td>-15.0391</td>\n",
       "      <td>inf</td>\n",
       "      <td>-55.7</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2024-06-21</td>\n",
       "      <td>364</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>364.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>40.73</td>\n",
       "      <td>24.74</td>\n",
       "      <td>65.47</td>\n",
       "      <td>17.9838</td>\n",
       "      <td>429.47</td>\n",
       "      <td>17.9701</td>\n",
       "      <td>298.53</td>\n",
       "      <td>-17.9975</td>\n",
       "      <td>inf</td>\n",
       "      <td>-65.47</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2024-09-20</td>\n",
       "      <td>455</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>365.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>46.39</td>\n",
       "      <td>27.89</td>\n",
       "      <td>74.28</td>\n",
       "      <td>20.4038</td>\n",
       "      <td>439.28</td>\n",
       "      <td>20.6647</td>\n",
       "      <td>290.72</td>\n",
       "      <td>-20.1428</td>\n",
       "      <td>inf</td>\n",
       "      <td>-74.28</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2024-12-20</td>\n",
       "      <td>546</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>365.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>51.73</td>\n",
       "      <td>30.34</td>\n",
       "      <td>82.07</td>\n",
       "      <td>22.5436</td>\n",
       "      <td>447.07</td>\n",
       "      <td>22.8046</td>\n",
       "      <td>282.93</td>\n",
       "      <td>-22.2827</td>\n",
       "      <td>inf</td>\n",
       "      <td>-82.07</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2025-01-17</td>\n",
       "      <td>574</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>365.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>52.95</td>\n",
       "      <td>30.96</td>\n",
       "      <td>83.91</td>\n",
       "      <td>23.049</td>\n",
       "      <td>448.91</td>\n",
       "      <td>23.31</td>\n",
       "      <td>281.09</td>\n",
       "      <td>-22.7881</td>\n",
       "      <td>inf</td>\n",
       "      <td>-83.91</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2025-06-20</td>\n",
       "      <td>728</td>\n",
       "      <td>Long Straddle</td>\n",
       "      <td>364.05</td>\n",
       "      <td>365.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>62.81</td>\n",
       "      <td>36.5</td>\n",
       "      <td>99.31</td>\n",
       "      <td>27.2792</td>\n",
       "      <td>464.31</td>\n",
       "      <td>27.5402</td>\n",
       "      <td>265.69</td>\n",
       "      <td>-27.0183</td>\n",
       "      <td>inf</td>\n",
       "      <td>-99.31</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Expiration  DTE       Strategy Underlying Price Strike 1 Strike 2  \\\n",
       "0   2023-06-26    3  Long Straddle           364.05    364.0    364.0   \n",
       "1   2023-06-27    4  Long Straddle           364.05    364.0    364.0   \n",
       "2   2023-06-28    5  Long Straddle           364.05    364.0    364.0   \n",
       "3   2023-06-29    6  Long Straddle           364.05    364.0    364.0   \n",
       "4   2023-06-30    7  Long Straddle           364.05    364.0    364.0   \n",
       "5   2023-07-03   10  Long Straddle           364.05    364.0    364.0   \n",
       "6   2023-07-05   12  Long Straddle           364.05    364.0    364.0   \n",
       "7   2023-07-06   13  Long Straddle           364.05    364.0    364.0   \n",
       "8   2023-07-07   14  Long Straddle           364.05    364.0    364.0   \n",
       "9   2023-07-14   21  Long Straddle           364.05    364.0    364.0   \n",
       "10  2023-07-21   28  Long Straddle           364.05    364.0    364.0   \n",
       "11  2023-07-21   28  Long Straddle           364.05    364.0    364.0   \n",
       "12  2023-07-28   35  Long Straddle           364.05    364.0    364.0   \n",
       "13  2023-08-04   42  Long Straddle           364.05    364.0    364.0   \n",
       "14  2023-08-18   56  Long Straddle           364.05    364.0    364.0   \n",
       "15  2023-09-15   84  Long Straddle           364.05    364.0    364.0   \n",
       "16  2023-09-29   98  Long Straddle           364.05    364.0    364.0   \n",
       "17  2023-10-20  119  Long Straddle           364.05    364.0    364.0   \n",
       "18  2023-11-17  147  Long Straddle           364.05    364.0    364.0   \n",
       "19  2023-12-15  175  Long Straddle           364.05    364.0    364.0   \n",
       "20  2023-12-29  189  Long Straddle           364.05    364.0    364.0   \n",
       "21  2024-01-19  210  Long Straddle           364.05    364.0    364.0   \n",
       "22  2024-03-15  266  Long Straddle           364.05    364.0    364.0   \n",
       "23  2024-03-28  279  Long Straddle           364.05    365.0    365.0   \n",
       "24  2024-06-21  364  Long Straddle           364.05    364.0    364.0   \n",
       "25  2024-09-20  455  Long Straddle           364.05    365.0    365.0   \n",
       "26  2024-12-20  546  Long Straddle           364.05    365.0    365.0   \n",
       "27  2025-01-17  574  Long Straddle           364.05    365.0    365.0   \n",
       "28  2025-06-20  728  Long Straddle           364.05    365.0    365.0   \n",
       "\n",
       "   Strike 1 Premium Strike 2 Premium   Cost Cost Percent Breakeven Upper  \\\n",
       "0              1.76             1.71   3.47       0.9532          367.47   \n",
       "1              2.31             2.21   4.52       1.2416          368.52   \n",
       "2              2.79             2.65   5.44       1.4943          369.44   \n",
       "3              3.23             2.95   6.18       1.6976          370.18   \n",
       "4              3.66             3.28   6.94       1.9063          370.94   \n",
       "5               4.0             3.57   7.57       2.0794          371.57   \n",
       "6              4.41             3.92   8.33       2.2881          372.33   \n",
       "7              4.77             4.15   8.92       2.4502          372.92   \n",
       "8              5.15             4.46   9.61       2.6397          373.61   \n",
       "9              6.54             5.52  12.06       3.3127          376.06   \n",
       "10             7.72             6.37  14.09       3.8703          378.09   \n",
       "11             7.72             6.37  14.09       3.8703          378.09   \n",
       "12             9.35             7.62  16.97       4.6614          380.97   \n",
       "13            10.41             8.35  18.76       5.1531          382.76   \n",
       "14            12.28             9.56  21.84       5.9992          385.84   \n",
       "15            15.73            11.66  27.39       7.5237          391.39   \n",
       "16            17.17            12.81  29.98       8.2351          393.98   \n",
       "17            19.53            14.15  33.68       9.2515          397.68   \n",
       "18            22.58            15.86  38.44       10.559          402.44   \n",
       "19            25.25            17.26  42.51       11.677          406.51   \n",
       "20            26.29            17.98  44.27      12.1604          408.27   \n",
       "21            28.07            18.79  46.86      12.8719          410.86   \n",
       "22            33.19            21.26  54.45      14.9567          418.45   \n",
       "23            33.43            22.27   55.7      15.3001           420.7   \n",
       "24            40.73            24.74  65.47      17.9838          429.47   \n",
       "25            46.39            27.89  74.28      20.4038          439.28   \n",
       "26            51.73            30.34  82.07      22.5436          447.07   \n",
       "27            52.95            30.96  83.91       23.049          448.91   \n",
       "28            62.81             36.5  99.31      27.2792          464.31   \n",
       "\n",
       "   Breakeven Upper Percent Breakeven Lower Breakeven Lower Percent Max Profit  \\\n",
       "0                   0.9394          360.53                 -0.9669        inf   \n",
       "1                   1.2279          359.48                 -1.2553        inf   \n",
       "2                   1.4806          358.56                  -1.508        inf   \n",
       "3                   1.6838          357.82                 -1.7113        inf   \n",
       "4                   1.8926          357.06                 -1.9201        inf   \n",
       "5                   2.0657          356.43                 -2.0931        inf   \n",
       "6                   2.2744          355.67                 -2.3019        inf   \n",
       "7                   2.4365          355.08                 -2.4639        inf   \n",
       "8                    2.626          354.39                 -2.6535        inf   \n",
       "9                    3.299          351.94                 -3.3265        inf   \n",
       "10                  3.8566          349.91                 -3.8841        inf   \n",
       "11                  3.8566          349.91                 -3.8841        inf   \n",
       "12                  4.6477          347.03                 -4.6752        inf   \n",
       "13                  5.1394          345.24                 -5.1669        inf   \n",
       "14                  5.9854          342.16                 -6.0129        inf   \n",
       "15                    7.51          336.61                 -7.5374        inf   \n",
       "16                  8.2214          334.02                 -8.2489        inf   \n",
       "17                  9.2377          330.32                 -9.2652        inf   \n",
       "18                 10.5453          325.56                -10.5727        inf   \n",
       "19                 11.6632          321.49                -11.6907        inf   \n",
       "20                 12.1467          319.73                -12.1742        inf   \n",
       "21                 12.8581          317.14                -12.8856        inf   \n",
       "22                  14.943          309.55                -14.9705        inf   \n",
       "23                  15.561           309.3                -15.0391        inf   \n",
       "24                 17.9701          298.53                -17.9975        inf   \n",
       "25                 20.6647          290.72                -20.1428        inf   \n",
       "26                 22.8046          282.93                -22.2827        inf   \n",
       "27                   23.31          281.09                -22.7881        inf   \n",
       "28                 27.5402          265.69                -27.0183        inf   \n",
       "\n",
       "   Max Loss Payoff Ratio  \n",
       "0     -3.47          inf  \n",
       "1     -4.52          inf  \n",
       "2     -5.44          inf  \n",
       "3     -6.18          inf  \n",
       "4     -6.94          inf  \n",
       "5     -7.57          inf  \n",
       "6     -8.33          inf  \n",
       "7     -8.92          inf  \n",
       "8     -9.61          inf  \n",
       "9    -12.06          inf  \n",
       "10   -14.09          inf  \n",
       "11   -14.09          inf  \n",
       "12   -16.97          inf  \n",
       "13   -18.76          inf  \n",
       "14   -21.84          inf  \n",
       "15   -27.39          inf  \n",
       "16   -29.98          inf  \n",
       "17   -33.68          inf  \n",
       "18   -38.44          inf  \n",
       "19   -42.51          inf  \n",
       "20   -44.27          inf  \n",
       "21   -46.86          inf  \n",
       "22   -54.45          inf  \n",
       "23    -55.7          inf  \n",
       "24   -65.47          inf  \n",
       "25   -74.28          inf  \n",
       "26   -82.07          inf  \n",
       "27   -83.91          inf  \n",
       "28   -99.31          inf  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ticker.get_strategies()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's now easier than ever to analyze equity options.  See the introduction guide [here](https://docs.openbb.co/sdk/usage/intros/stocks/options-chains) for more information on using these functions."
   ]
  }
 ],
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