{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note:**\n",
    "    \n",
    "You can run this Notebook in Google Colab: https://colab.research.google.com/github/MiniXC/simple-back/blob/master/docs/intro/slippage.ipynb\n",
    "\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Strategy Objects & Slippage\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/MiniXC/simple-back/blob/master/docs/intro/slippage.ipynb)\n",
    "\n",
    "**simple-back** backtests might be too optimistic, in reality you will hardly ever purchase securities at the exact open or close price. To help with this, you can use `slippage`. But first, let's turn our backtest from before into its own object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "nbsphinx": "hidden"
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "!pip install --upgrade simple_back"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from simple_back.strategy import Strategy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Strategy Object for our Moving Average from Before"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MAStrategy(Strategy):\n",
    "    def __init__(self, ticker, ma_days, cool_days=60, no_log=False):\n",
    "        self.ticker = ticker\n",
    "        self.ma_days = ma_days # length of the MA\n",
    "        self.cool_days = cool_days # length of the cooldown period\n",
    "        self.no_log = no_log\n",
    "        \n",
    "    @property\n",
    "    def name(self):\n",
    "        return f\"{self.ticker} - MA ({self.ma_days} days), CD ({self.cool_days} days)\"\n",
    "        \n",
    "    def run(self, day, event, b):\n",
    "        if event == 'open':\n",
    "            ma = b.prices[self.ticker,-self.ma_days:]['close'].mean()\n",
    "            b.add_metric('Price', b.price(self.ticker))\n",
    "            b.add_metric(f'MA ({self.ma_days} Days)', ma)\n",
    "\n",
    "            last_pos_date = b.portfolio.attr('date')\n",
    "            if last_pos_date is None:\n",
    "                date_diff = self.cool_days\n",
    "            else:\n",
    "                date_diff = (day - last_pos_date).days\n",
    "\n",
    "            if date_diff >= self.cool_days and b.portfolio.total_value >= 0:\n",
    "                if b.price(self.ticker) > ma:\n",
    "                    if not b.portfolio[self.ticker].long: # check if we already are long\n",
    "                        if not self.no_log:\n",
    "                            b.log(f'long {self.ticker}')\n",
    "                        b.portfolio[self.ticker].short.liquidate() # liquidate any/all short positions\n",
    "                        b.long(self.ticker, percent=1) # long\n",
    "\n",
    "                if b.price(self.ticker) < ma:\n",
    "                    if not b.portfolio[self.ticker].short: # check if we already are short\n",
    "                        if not self.no_log:\n",
    "                            b.log(f'short {self.ticker}')\n",
    "                        b.portfolio[self.ticker].long.liquidate() # liquidate any/all long positions\n",
    "                        b.short(self.ticker, percent=1) # short"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can use our strategy from before, but can easily compare how it performs with different tickers, MA lengths or different lengths of the cooldown period."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running Strategies\n",
    "We can run several strategies without iterating using ``run``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from simple_back.backtester import BacktesterBuilder\n",
    "\n",
    "builder = (\n",
    "   BacktesterBuilder()\n",
    "   .balance(10_000)\n",
    "   .calendar('NYSE')\n",
    "   .strategies([\n",
    "       MAStrategy('JNUG',10),\n",
    "       MAStrategy('JNUG',50),\n",
    "       MAStrategy('JNUG',100),\n",
    "    ]) # strategies to run\n",
    "   .live_progress() # show a progress bar using tqdm\n",
    "   .live_plot() # we assume we are running this in a Jupyter Notebook\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x468 with 2 Axes>"
      ]
     },
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     },
     "output_type": "display_data"
    },
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      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373f\" style='display:inline'><caption>JNUG - MA (10 days), CD (60 days)</caption><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >log</th>    </tr>    <tr>        <th class=\"index_name level0\" >date</th>        <th class=\"index_name level1\" >event</th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel0_row0\" class=\"row_heading level0 row0\" >2019-01-02 00:00:00</th>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel1_row0\" class=\"row_heading level1 row0\" >open</th>\n",
       "                        <td id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373frow0_col0\" class=\"data row0 col0\" >long JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel0_row1\" class=\"row_heading level0 row1\" >2019-03-04 00:00:00</th>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel1_row1\" class=\"row_heading level1 row1\" >open</th>\n",
       "                        <td id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373frow1_col0\" class=\"data row1 col0\" >short JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel0_row2\" class=\"row_heading level0 row2\" >2019-05-08 00:00:00</th>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel1_row2\" class=\"row_heading level1 row2\" >open</th>\n",
       "                        <td id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373frow2_col0\" class=\"data row2 col0\" >long JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel0_row3\" class=\"row_heading level0 row3\" >2019-07-09 00:00:00</th>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel1_row3\" class=\"row_heading level1 row3\" >open</th>\n",
       "                        <td id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373frow3_col0\" class=\"data row3 col0\" >short JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel0_row4\" class=\"row_heading level0 row4\" >2019-09-17 00:00:00</th>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel1_row4\" class=\"row_heading level1 row4\" >open</th>\n",
       "                        <td id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373frow4_col0\" class=\"data row4 col0\" >long JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel0_row5\" class=\"row_heading level0 row5\" >2019-11-22 00:00:00</th>\n",
       "                        <th id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373flevel1_row5\" class=\"row_heading level1 row5\" >open</th>\n",
       "                        <td id=\"T_4a7cf210_b53f_11ea_9a30_4d9edfb2373frow5_col0\" class=\"data row5 col0\" >short JNUG</td>\n",
       "            </tr>\n",
       "    </tbody></table><style  type=\"text/css\" >\n",
       "</style><table id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373f\" style='display:inline'><caption>JNUG - MA (50 days), CD (60 days)</caption><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >log</th>    </tr>    <tr>        <th class=\"index_name level0\" >date</th>        <th class=\"index_name level1\" >event</th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel0_row0\" class=\"row_heading level0 row0\" >2019-01-02 00:00:00</th>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel1_row0\" class=\"row_heading level1 row0\" >open</th>\n",
       "                        <td id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373frow0_col0\" class=\"data row0 col0\" >long JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel0_row1\" class=\"row_heading level0 row1\" >2019-03-04 00:00:00</th>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel1_row1\" class=\"row_heading level1 row1\" >open</th>\n",
       "                        <td id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373frow1_col0\" class=\"data row1 col0\" >short JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel0_row2\" class=\"row_heading level0 row2\" >2019-06-03 00:00:00</th>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel1_row2\" class=\"row_heading level1 row2\" >open</th>\n",
       "                        <td id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373frow2_col0\" class=\"data row2 col0\" >long JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel0_row3\" class=\"row_heading level0 row3\" >2019-08-19 00:00:00</th>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel1_row3\" class=\"row_heading level1 row3\" >open</th>\n",
       "                        <td id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373frow3_col0\" class=\"data row3 col0\" >short JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel0_row4\" class=\"row_heading level0 row4\" >2019-10-25 00:00:00</th>\n",
       "                        <th id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373flevel1_row4\" class=\"row_heading level1 row4\" >open</th>\n",
       "                        <td id=\"T_4a7e6334_b53f_11ea_9a30_4d9edfb2373frow4_col0\" class=\"data row4 col0\" >long JNUG</td>\n",
       "            </tr>\n",
       "    </tbody></table><style  type=\"text/css\" >\n",
       "</style><table id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373f\" style='display:inline'><caption>JNUG - MA (100 days), CD (60 days)</caption><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >log</th>    </tr>    <tr>        <th class=\"index_name level0\" >date</th>        <th class=\"index_name level1\" >event</th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel0_row0\" class=\"row_heading level0 row0\" >2019-01-02 00:00:00</th>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel1_row0\" class=\"row_heading level1 row0\" >open</th>\n",
       "                        <td id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373frow0_col0\" class=\"data row0 col0\" >long JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel0_row1\" class=\"row_heading level0 row1\" >2019-03-07 00:00:00</th>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel1_row1\" class=\"row_heading level1 row1\" >open</th>\n",
       "                        <td id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373frow1_col0\" class=\"data row1 col0\" >short JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel0_row2\" class=\"row_heading level0 row2\" >2019-06-05 00:00:00</th>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel1_row2\" class=\"row_heading level1 row2\" >open</th>\n",
       "                        <td id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373frow2_col0\" class=\"data row2 col0\" >long JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel0_row3\" class=\"row_heading level0 row3\" >2019-09-10 00:00:00</th>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel1_row3\" class=\"row_heading level1 row3\" >open</th>\n",
       "                        <td id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373frow3_col0\" class=\"data row3 col0\" >short JNUG</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel0_row4\" class=\"row_heading level0 row4\" >2019-12-03 00:00:00</th>\n",
       "                        <th id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373flevel1_row4\" class=\"row_heading level1 row4\" >open</th>\n",
       "                        <td id=\"T_4a7fc2ba_b53f_11ea_9a30_4d9edfb2373frow4_col0\" class=\"data row4 col0\" >long JNUG</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bt = builder.build()\n",
    "bt['2019-1-1':'2020-1-1'].run()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note:**\n",
    "    \n",
    "The dataframes below the plot are generated because we now use ``.log`` instead of ``.add_line`` as the lines of the different backtests would just overlap.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Slippage\n",
    "The more often trades are executed, the more slippage can become a problem. To visualize this, we can simply use `.slippage`, now with just one strategy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note:**\n",
    "    \n",
    "Slippage is set to 0.05% per default, which is [the same quantopian uses for US Equities](https://www.quantopian.com/posts/changes-coming-to-the-default-slippage-model) (as of 06-2020).\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "bt = builder.strategies([MAStrategy('JNUG',10)]).no_live_progress().no_live_plot().slippage().build()\n",
    "bt['2019-1-1':'2020-1-1'].run()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is not a display error, we just trade so little that slippage is hardly noticeable. To get the exact difference, we can look at the *summary* again, where we can spot that slippage only causes 1% less in total return."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "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>Max Drawdown (%)</th>\n",
       "      <th>Annual Return</th>\n",
       "      <th>Portfolio Value (Last Value)</th>\n",
       "      <th>Total Value (Last Value)</th>\n",
       "      <th>Total Return (%) (Last Value)</th>\n",
       "      <th>Daily Profit/Loss (Last Value)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Backtest</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>JNUG - MA (10 days), CD (60 days) (lower bound)</th>\n",
       "      <td>-80.370444</td>\n",
       "      <td>0.767375</td>\n",
       "      <td>7386.879668</td>\n",
       "      <td>7686.275872</td>\n",
       "      <td>-23.137241</td>\n",
       "      <td>88.579424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JNUG - MA (10 days), CD (60 days)</th>\n",
       "      <td>-80.125384</td>\n",
       "      <td>0.775959</td>\n",
       "      <td>7410.557799</td>\n",
       "      <td>7771.721211</td>\n",
       "      <td>-22.282788</td>\n",
       "      <td>88.535156</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Max Drawdown (%)  \\\n",
       "Backtest                                                            \n",
       "JNUG - MA (10 days), CD (60 days) (lower bound)        -80.370444   \n",
       "JNUG - MA (10 days), CD (60 days)                      -80.125384   \n",
       "\n",
       "                                                 Annual Return  \\\n",
       "Backtest                                                         \n",
       "JNUG - MA (10 days), CD (60 days) (lower bound)       0.767375   \n",
       "JNUG - MA (10 days), CD (60 days)                     0.775959   \n",
       "\n",
       "                                                 Portfolio Value (Last Value)  \\\n",
       "Backtest                                                                        \n",
       "JNUG - MA (10 days), CD (60 days) (lower bound)                   7386.879668   \n",
       "JNUG - MA (10 days), CD (60 days)                                 7410.557799   \n",
       "\n",
       "                                                 Total Value (Last Value)  \\\n",
       "Backtest                                                                    \n",
       "JNUG - MA (10 days), CD (60 days) (lower bound)               7686.275872   \n",
       "JNUG - MA (10 days), CD (60 days)                             7771.721211   \n",
       "\n",
       "                                                 Total Return (%) (Last Value)  \\\n",
       "Backtest                                                                         \n",
       "JNUG - MA (10 days), CD (60 days) (lower bound)                     -23.137241   \n",
       "JNUG - MA (10 days), CD (60 days)                                   -22.282788   \n",
       "\n",
       "                                                 Daily Profit/Loss (Last Value)  \n",
       "Backtest                                                                         \n",
       "JNUG - MA (10 days), CD (60 days) (lower bound)                       88.579424  \n",
       "JNUG - MA (10 days), CD (60 days)                                     88.535156  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bt.summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But what if we trade more often? Let's set the cooldown period to 0, MA to 1 and test over a longer period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bt = builder.strategies([MAStrategy('^GSPC',1,0,no_log=True)]).slippage().build()\n",
    "bt['2015-1-1':'2020-1-1'].run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "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>Max Drawdown (%)</th>\n",
       "      <th>Annual Return</th>\n",
       "      <th>Portfolio Value (Last Value)</th>\n",
       "      <th>Total Value (Last Value)</th>\n",
       "      <th>Total Return (%) (Last Value)</th>\n",
       "      <th>Daily Profit/Loss (Last Value)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Backtest</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>^GSPC - MA (1 days), CD (0 days) (lower bound)</th>\n",
       "      <td>-27.266620</td>\n",
       "      <td>1.128103</td>\n",
       "      <td>15973.746320</td>\n",
       "      <td>18256.626462</td>\n",
       "      <td>82.566265</td>\n",
       "      <td>-124.650650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>^GSPC - MA (1 days), CD (0 days)</th>\n",
       "      <td>-16.081719</td>\n",
       "      <td>1.230159</td>\n",
       "      <td>25596.638672</td>\n",
       "      <td>28135.337158</td>\n",
       "      <td>181.353372</td>\n",
       "      <td>-173.681641</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Max Drawdown (%)  \\\n",
       "Backtest                                                           \n",
       "^GSPC - MA (1 days), CD (0 days) (lower bound)        -27.266620   \n",
       "^GSPC - MA (1 days), CD (0 days)                      -16.081719   \n",
       "\n",
       "                                                Annual Return  \\\n",
       "Backtest                                                        \n",
       "^GSPC - MA (1 days), CD (0 days) (lower bound)       1.128103   \n",
       "^GSPC - MA (1 days), CD (0 days)                     1.230159   \n",
       "\n",
       "                                                Portfolio Value (Last Value)  \\\n",
       "Backtest                                                                       \n",
       "^GSPC - MA (1 days), CD (0 days) (lower bound)                  15973.746320   \n",
       "^GSPC - MA (1 days), CD (0 days)                                25596.638672   \n",
       "\n",
       "                                                Total Value (Last Value)  \\\n",
       "Backtest                                                                   \n",
       "^GSPC - MA (1 days), CD (0 days) (lower bound)              18256.626462   \n",
       "^GSPC - MA (1 days), CD (0 days)                            28135.337158   \n",
       "\n",
       "                                                Total Return (%) (Last Value)  \\\n",
       "Backtest                                                                        \n",
       "^GSPC - MA (1 days), CD (0 days) (lower bound)                      82.566265   \n",
       "^GSPC - MA (1 days), CD (0 days)                                   181.353372   \n",
       "\n",
       "                                                Daily Profit/Loss (Last Value)  \n",
       "Backtest                                                                        \n",
       "^GSPC - MA (1 days), CD (0 days) (lower bound)                     -124.650650  \n",
       "^GSPC - MA (1 days), CD (0 days)                                   -173.681641  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bt.summary"
   ]
  }
 ],
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