{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Debugging a Strategy\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/debugging.ipynb)\n",
    "\n",
    "Our [crossover strategy from before](https://simple-back.readthedocs.io/en/latest/intro/quickstart.html) does not seem to work. To improve upon your strategies, it can be helpful to visualize them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we create our `builder` object again."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "nbsphinx": "hidden"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exception reporting mode: Minimal\n"
     ]
    }
   ],
   "source": [
    "%xmode Minimal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "nbsphinx": "hidden"
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "!pip install --upgrade simple_back"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from simple_back.backtester import BacktesterBuilder\n",
    "\n",
    "builder = (\n",
    "   BacktesterBuilder()\n",
    "   .name('JNUG 20-Day Crossover')\n",
    "   .balance(10_000)\n",
    "   .calendar('NYSE')\n",
    "   .compare(['JNUG']) # strategies to compare with\n",
    "   .live_progress() # show a progress bar using tqdm\n",
    "   .live_plot(metric='Total Return (%)', min_y=None) # we assume we are running this in a Jupyter Notebook\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting Additional Metrics\n",
    "Now, we can start by logging the moving average and price of **JNUG** with `.Backtester.add_metric`{.interpreted-text role=\"meth\"}."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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.build()\n",
    "\n",
    "for day, event, b in bt['2019-1-1':'2020-1-1']:\n",
    "    if event == 'open':\n",
    "        jnug_ma = b.prices['JNUG',-20:]['close'].mean()\n",
    "        b.add_metric('Price', b.price('JNUG'))\n",
    "        b.add_metric('MA (20 Days)', jnug_ma)\n",
    "\n",
    "        if b.price('JNUG') > jnug_ma:\n",
    "            if not b.portfolio['JNUG'].long: # check if we already are long JNUG\n",
    "                b.portfolio['JNUG'].short.liquidate() # liquidate any/all short JNUG positions\n",
    "                b.long('JNUG', percent=1) # long JNUG\n",
    "\n",
    "        if b.price('JNUG') < jnug_ma:\n",
    "            if not b.portfolio['JNUG'].short: # check if we already are short JNUG\n",
    "                b.portfolio['JNUG'].long.liquidate() # liquidate any/all long JNUG positions\n",
    "                b.short('JNUG', percent=1) # short JNUG"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting Lines\n",
    "We can see that the moving average crosses the price many times, causing buy and sell signals just because of noise. We will try to calculate the average of 60 instead of 20 days instead, in the hope of crossover events being fewer and more meaningful. We will also use `.Backtester.add_line`{.interpreted-text role=\"meth\"} to draw a *green line* when we go long and a *red line* when we short."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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.build()\n",
    "for day, event, b in bt['2019-1-1':'2020-1-1']:\n",
    "    if event == 'open':\n",
    "        jnug_ma = b.prices['JNUG',-60:]['close'].mean()\n",
    "        b.add_metric('Price', b.price('JNUG'))\n",
    "        b.add_metric('MA (100 Days)', jnug_ma)\n",
    "\n",
    "        if b.price('JNUG') > jnug_ma:\n",
    "            if not b.portfolio['JNUG'].long: # check if we already are long JNUG\n",
    "                b.add_line(c='green')\n",
    "                b.portfolio['JNUG'].short.liquidate() # liquidate any/all short JNUG positions\n",
    "                b.long('JNUG', percent=1) # long JNUG\n",
    "\n",
    "        if b.price('JNUG') < jnug_ma:\n",
    "            if not b.portfolio['JNUG'].short: # check if we already are short JNUG\n",
    "                b.add_line(c='red')\n",
    "                b.portfolio['JNUG'].long.liquidate() # liquidate any/all long JNUG positions\n",
    "                b.short('JNUG', percent=1) # short JNUG"
   ]
  },
  {
   "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>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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>JNUG 20-Day Crossover</th>\n",
       "      <td>-3932.812380</td>\n",
       "      <td>2.481914</td>\n",
       "      <td>24133.862305</td>\n",
       "      <td>24680.546328</td>\n",
       "      <td>-106.979980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JNUG (Buy &amp; Hold)</th>\n",
       "      <td>-3441.210832</td>\n",
       "      <td>1.799052</td>\n",
       "      <td>17476.245117</td>\n",
       "      <td>17925.556025</td>\n",
       "      <td>-77.468262</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Max Drawdown  Annual Return  \\\n",
       "Backtest                                             \n",
       "JNUG 20-Day Crossover  -3932.812380       2.481914   \n",
       "JNUG (Buy & Hold)      -3441.210832       1.799052   \n",
       "\n",
       "                       Portfolio Value (Last Value)  Total Value (Last Value)  \\\n",
       "Backtest                                                                        \n",
       "JNUG 20-Day Crossover                  24133.862305              24680.546328   \n",
       "JNUG (Buy & Hold)                      17476.245117              17925.556025   \n",
       "\n",
       "                       Daily Profit/Loss (Last Value)  \n",
       "Backtest                                               \n",
       "JNUG 20-Day Crossover                     -106.979980  \n",
       "JNUG (Buy & Hold)                          -77.468262  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bt.summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The strategy does now slightly outperform just buying and holding **JNUG**. But thanks to `add_line`, we see that it is very likely for many signals to be triggered in a row. Let's try to implement a \"cooldown\" after a signal is triggered. Whenever we long/short due to a signal, we will wait 60 days before considering other signals."
   ]
  },
  {
   "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.build()\n",
    "for day, event, b in bt['2019-1-1':'2020-1-1']:\n",
    "    if event == 'open':\n",
    "        jnug_ma = b.prices['JNUG',-60:]['close'].mean()\n",
    "        b.add_metric('Price', b.price('JNUG'))\n",
    "        b.add_metric('MA (100 Days)', jnug_ma)\n",
    "\n",
    "        last_pos_date = b.portfolio.attr('date')\n",
    "        if last_pos_date is None:\n",
    "            date_diff = 60\n",
    "        else:\n",
    "            date_diff = (day - last_pos_date).days\n",
    "        \n",
    "        if date_diff >= 60:\n",
    "            if b.price('JNUG') > jnug_ma:\n",
    "                if not b.portfolio['JNUG'].long: # check if we already are long JNUG\n",
    "                    b.add_line(c='green')\n",
    "                    b.portfolio['JNUG'].short.liquidate() # liquidate any/all short JNUG positions\n",
    "                    b.long('JNUG', percent=1) # long JNUG\n",
    "\n",
    "            if b.price('JNUG') < jnug_ma:\n",
    "                if not b.portfolio['JNUG'].short: # check if we already are short JNUG\n",
    "                    b.add_line(c='red')\n",
    "                    b.portfolio['JNUG'].long.liquidate() # liquidate any/all long JNUG positions\n",
    "                    b.short('JNUG', percent=1) # short JNUG"
   ]
  },
  {
   "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>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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>JNUG 20-Day Crossover</th>\n",
       "      <td>-4916.015475</td>\n",
       "      <td>2.987039</td>\n",
       "      <td>29127.075195</td>\n",
       "      <td>29669.710315</td>\n",
       "      <td>-129.113770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JNUG (Buy &amp; Hold)</th>\n",
       "      <td>-3441.210832</td>\n",
       "      <td>1.799052</td>\n",
       "      <td>17476.245117</td>\n",
       "      <td>17925.556025</td>\n",
       "      <td>-77.468262</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Max Drawdown  Annual Return  \\\n",
       "Backtest                                             \n",
       "JNUG 20-Day Crossover  -4916.015475       2.987039   \n",
       "JNUG (Buy & Hold)      -3441.210832       1.799052   \n",
       "\n",
       "                       Portfolio Value (Last Value)  Total Value (Last Value)  \\\n",
       "Backtest                                                                        \n",
       "JNUG 20-Day Crossover                  29127.075195              29669.710315   \n",
       "JNUG (Buy & Hold)                      17476.245117              17925.556025   \n",
       "\n",
       "                       Daily Profit/Loss (Last Value)  \n",
       "Backtest                                               \n",
       "JNUG 20-Day Crossover                     -129.113770  \n",
       "JNUG (Buy & Hold)                          -77.468262  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bt.summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Negative Portfolio\n",
    "Now the strategy is even more profitable! Of course we are overfitting to our time period here, so let's backtest all the way back to 2015 and forward to 2020 to include the market crash due to coronavirus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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"
    },
    {
     "ename": "NegativeValueError",
     "evalue": "Tried to liquidate position resulting in negative capital -2483.530529785243.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31mNegativeValueError\u001b[0m\u001b[0;31m:\u001b[0m Tried to liquidate position resulting in negative capital -2483.530529785243.\n"
     ]
    }
   ],
   "source": [
    "bt = builder.build()\n",
    "for day, event, b in bt['2015-1-1':'2020-5-1']:\n",
    "    if event == 'open':\n",
    "        jnug_ma = b.prices['JNUG',-60:]['close'].mean()\n",
    "        b.add_metric('Price', b.price('JNUG'))\n",
    "        b.add_metric('MA (100 Days)', jnug_ma)\n",
    "\n",
    "        last_pos_date = b.portfolio.attr('date')\n",
    "        if last_pos_date is None:\n",
    "            date_diff = 60\n",
    "        else:\n",
    "            date_diff = (day - last_pos_date).days\n",
    "        \n",
    "        if date_diff >= 60:\n",
    "            if b.price('JNUG') > jnug_ma:\n",
    "                if not b.portfolio['JNUG'].long: # check if we already are long JNUG\n",
    "                    b.add_line(c='green')\n",
    "                    b.portfolio['JNUG'].short.liquidate() # liquidate any/all short JNUG positions\n",
    "                    b.long('JNUG', percent=1) # long JNUG\n",
    "\n",
    "            if b.price('JNUG') < jnug_ma:\n",
    "                if not b.portfolio['JNUG'].short: # check if we already are short JNUG\n",
    "                    b.add_line(c='red')\n",
    "                    b.portfolio['JNUG'].long.liquidate() # liquidate any/all long JNUG positions\n",
    "                    b.short('JNUG', percent=1) # short JNUG"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seems like our portfolio dips into the negative mid-2016. We can awoid this error by not liquidating when our short position is negative."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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.build()\n",
    "for day, event, b in bt['2015-1-1':'2020-5-1']:\n",
    "    if event == 'open':\n",
    "        jnug_ma = b.prices['JNUG',-60:]['close'].mean()\n",
    "        b.add_metric('Price', b.price('JNUG'))\n",
    "        b.add_metric('MA (60 Days)', jnug_ma)\n",
    "\n",
    "        last_pos_date = b.portfolio.attr('date')\n",
    "        if last_pos_date is None:\n",
    "            date_diff = 60\n",
    "        else:\n",
    "            date_diff = (day - last_pos_date).days\n",
    "        \n",
    "        if date_diff >= 60 and b.portfolio.total_value >= 0:\n",
    "            if b.price('JNUG') > jnug_ma:\n",
    "                if not b.portfolio['JNUG'].long: # check if we already are long JNUG\n",
    "                    b.add_line(c='green')\n",
    "                    b.portfolio['JNUG'].short.liquidate() # liquidate any/all short JNUG positions\n",
    "                    b.long('JNUG', percent=1) # long JNUG\n",
    "\n",
    "            if b.price('JNUG') < jnug_ma:\n",
    "                if not b.portfolio['JNUG'].short: # check if we already are short JNUG\n",
    "                    b.add_line(c='red')\n",
    "                    b.portfolio['JNUG'].long.liquidate() # liquidate any/all long JNUG positions\n",
    "                    b.short('JNUG', percent=1) # short JNUG"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Zooming in\n",
    "The strategy does not fail anymore, but the drawdown seems significant. We can have a look at the period the plot is negative using `.Backtester.show`{.interpreted-text role=\"meth\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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.show('2016-1-1','2017-1-1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Accessing Metrics\n",
    "We can also check the minimum value of the backtest. There are two main ways of accessing an individual Backtests' metrics, either by using `.StrategySequence`{.interpreted-text role=\"class\"} or by selecting its index in the full `.Backtester.metrics`{.interpreted-text role=\"obj\"} dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-33452.41876081888"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bt.metrics.loc['JNUG 20-Day Crossover']['Total Value'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-33452.41876081888"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bt.strategies[0].metrics['Total Value'].min()"
   ]
  },
  {
   "cell_type": "markdown",
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