11_backtesting_trading_strategies.ipynb

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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import bt\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import mplfinance as mpf\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pandas_ta\n",
    "import seaborn as sns\n",
    "import talib\n",
    "import yfinance as yf\n",
    "from backtesting import Backtest, Strategy\n",
    "from backtesting.lib import crossover\n",
    "from skopt.plots import plot_evaluations, plot_objective"
   ]
  },
  {
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   "execution_count": 2,
   "metadata": {
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    "outputId": "a481b535-3039-4926-ca95-5e6655ea5da9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    },
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       "        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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</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>2021-07-26 09:55:00</th>\n",
       "      <td>5.12</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-26 10:00:00</th>\n",
       "      <td>5.12</td>\n",
       "      <td>5.13</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.13</td>\n",
       "      <td>835087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-26 10:05:00</th>\n",
       "      <td>5.13</td>\n",
       "      <td>5.13</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.13</td>\n",
       "      <td>170274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-26 10:10:00</th>\n",
       "      <td>5.13</td>\n",
       "      <td>5.13</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.12</td>\n",
       "      <td>327272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-26 10:15:00</th>\n",
       "      <td>5.12</td>\n",
       "      <td>5.13</td>\n",
       "      <td>5.11</td>\n",
       "      <td>5.12</td>\n",
       "      <td>863521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-03 17:05:00</th>\n",
       "      <td>5.68</td>\n",
       "      <td>5.69</td>\n",
       "      <td>5.67</td>\n",
       "      <td>5.69</td>\n",
       "      <td>330852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-03 17:10:00</th>\n",
       "      <td>5.69</td>\n",
       "      <td>5.69</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.69</td>\n",
       "      <td>292943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-03 17:15:00</th>\n",
       "      <td>5.69</td>\n",
       "      <td>5.69</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.68</td>\n",
       "      <td>202552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-03 17:20:00</th>\n",
       "      <td>5.68</td>\n",
       "      <td>5.69</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.69</td>\n",
       "      <td>8417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-03 17:25:00</th>\n",
       "      <td>5.69</td>\n",
       "      <td>5.69</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.69</td>\n",
       "      <td>18024</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2639 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Open  High   Low  Close  Volume\n",
       "Date                                                \n",
       "2021-07-26 09:55:00  5.12  5.12  5.12   5.12       0\n",
       "2021-07-26 10:00:00  5.12  5.13  5.12   5.13  835087\n",
       "2021-07-26 10:05:00  5.13  5.13  5.12   5.13  170274\n",
       "2021-07-26 10:10:00  5.13  5.13  5.12   5.12  327272\n",
       "2021-07-26 10:15:00  5.12  5.13  5.11   5.12  863521\n",
       "...                   ...   ...   ...    ...     ...\n",
       "2021-09-03 17:05:00  5.68  5.69  5.67   5.69  330852\n",
       "2021-09-03 17:10:00  5.69  5.69  5.68   5.69  292943\n",
       "2021-09-03 17:15:00  5.69  5.69  5.68   5.68  202552\n",
       "2021-09-03 17:20:00  5.68  5.69  5.68   5.69    8417\n",
       "2021-09-03 17:25:00  5.69  5.69  5.68   5.69   18024\n",
       "\n",
       "[2639 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = yf.download(tickers=\"ISCTR.IS\", period=\"max\", interval=\"5m\", start=\"2021-07-20\")\n",
    "data.drop([\"Close\"], axis=1, inplace=True)\n",
    "data.rename(columns={\"Adj Close\": \"Close\"}, inplace=True)\n",
    "data.index = pd.DatetimeIndex(data.index.strftime(\"%Y-%m-%d %H:%M:%S\"))\n",
    "data.index.name = \"Date\"\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 576,
     "referenced_widgets": [
      "7c68e1f1e9604df6920d8e9fcddcf6ce",
      "b4aec37ca0554fe88637991a3a1365b8",
      "c835bb64f8664d68a868a3806dd43cd3",
      "c6428743629b48c993bd5238e5c3fc11",
      "a8bb4dfca63b424aa44b01322c4f77c9",
      "301a1e95bdc5459e842ea720f9d0225c",
      "5ed51ed2c81c43119af8990c02930fc4",
      "da686585a42148af9e83e1096a4c9cc4",
      "dc0b6fc6967f462a893c943b0d699c28",
      "68c515a9611848208d4de4ba40823ee6",
      "3faee29c141344a19ff4fd6b0ee6a200"
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    },
    "id": "LLogz9IRpMhh",
    "outputId": "f6265dd8-a2ec-48e0-9b57-54363a9b6159"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d387cbd789e74c828077925bda2a5de2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Backtest.optimize:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Start                     2021-07-26 09:55:00\n",
       "End                       2021-09-03 17:25:00\n",
       "Duration                     39 days 07:30:00\n",
       "Exposure Time [%]                   98.825313\n",
       "Equity Final [$]                  8190.810783\n",
       "Equity Peak [$]                  10058.923285\n",
       "Return [%]                         -18.091892\n",
       "Buy & Hold Return [%]               11.132816\n",
       "Return (Ann.) [%]                  -80.744733\n",
       "Volatility (Ann.) [%]                4.542613\n",
       "Sharpe Ratio                              0.0\n",
       "Sortino Ratio                             0.0\n",
       "Calmar Ratio                              0.0\n",
       "Max. Drawdown [%]                  -18.571694\n",
       "Avg. Drawdown [%]                   -4.790838\n",
       "Max. Drawdown Duration       39 days 03:35:00\n",
       "Avg. Drawdown Duration        9 days 19:13:00\n",
       "# Trades                                  166\n",
       "Win Rate [%]                        20.481928\n",
       "Best Trade [%]                       3.072549\n",
       "Worst Trade [%]                      -1.31055\n",
       "Avg. Trade [%]                      -0.120183\n",
       "Max. Trade Duration           3 days 19:00:00\n",
       "Avg. Trade Duration           0 days 05:41:00\n",
       "Profit Factor                        0.559668\n",
       "Expectancy [%]                      -0.118526\n",
       "SQN                                 -2.663466\n",
       "_strategy                 SmaCross(n1=8,n2...\n",
       "_equity_curve                             ...\n",
       "_trades                        Size  Entry...\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Simple SMA Strategy\n",
    "class SmaCross(Strategy):\n",
    "\n",
    "    n1 = 5\n",
    "    n2 = 8\n",
    "\n",
    "    def init(self):\n",
    "        self.sma1 = self.I(talib.SMA, self.data.Close, self.n1)\n",
    "        self.sma2 = self.I(talib.SMA, self.data.Close, self.n2)\n",
    "\n",
    "    def next(self):\n",
    "        if crossover(self.sma1, self.sma2):\n",
    "            self.position.close()\n",
    "            self.buy()\n",
    "        elif crossover(self.sma2, self.sma1):\n",
    "            self.position.close()\n",
    "            self.sell()\n",
    "\n",
    "\n",
    "bt = Backtest(data, SmaCross, cash=10_000, commission=0.002)\n",
    "stats, heatmap, optim_res = bt.optimize(\n",
    "    n1=range(5, 21),\n",
    "    n2=range(5, 21),\n",
    "    maximize=\"Equity Final [$]\",\n",
    "    constraint=lambda param: param.n1 < param.n2,\n",
    "    method=\"skopt\",\n",
    "    return_heatmap=True,\n",
    "    return_optimization=True,\n",
    ")\n",
    "stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 724
    },
    "id": "UQ_LhI1GqAww",
    "outputId": "87217f86-095e-4cd6-88a4-c5cfa12f20c1"
   },
   "outputs": [
    {
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       "  var render_items = [{\"docid\":\"1f3191c8-944e-46ae-8afe-071d2bcd96fc\",\"root_ids\":[\"1434\"],\"roots\":{\"1434\":\"cca09095-b7ca-4f69-b059-e5f0bffee40f\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
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       "id": "1434"
      }
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     "output_type": "display_data"
    },
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       "                           Equity  DrawdownPct DrawdownDuration\n",
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       "     Size  EntryBar  ExitBar  EntryPrice  ExitPrice        PnL  ReturnPct  \\\n",
       "0    1972        31       58     5.07012       5.08  19.483323   0.001949   \n",
       "1   -1976        58       67     5.06984       5.08 -20.076160  -0.002004   \n",
       "2    1964        67       71     5.09016       5.06 -59.234202  -0.005925   \n",
       "3   -1968        71      106     5.04988       5.06 -19.916160  -0.002004   \n",
       "4    1956       106      117     5.07012       5.07  -0.234272  -0.000024   \n",
       "..    ...       ...      ...         ...        ...        ...        ...   \n",
       "161 -1477      2593     2599     5.65866       5.68 -31.518814  -0.003771   \n",
       "162  1463      2599     2609     5.69136       5.67 -31.249317  -0.003753   \n",
       "163 -1466      2609     2617     5.65866       5.68 -31.284077  -0.003771   \n",
       "164  1452      2617     2631     5.69136       5.67 -31.014359  -0.003753   \n",
       "165 -1455      2631     2638     5.65866       5.69 -45.599672  -0.005538   \n",
       "\n",
       "              EntryTime            ExitTime        Duration  \n",
       "0   2021-07-26 12:30:00 2021-07-26 14:45:00 0 days 02:15:00  \n",
       "1   2021-07-26 14:45:00 2021-07-26 15:30:00 0 days 00:45:00  \n",
       "2   2021-07-26 15:30:00 2021-07-26 15:50:00 0 days 00:20:00  \n",
       "3   2021-07-26 15:50:00 2021-07-27 11:10:00 0 days 19:20:00  \n",
       "4   2021-07-27 11:10:00 2021-07-27 12:05:00 0 days 00:55:00  \n",
       "..                  ...                 ...             ...  \n",
       "161 2021-09-03 13:40:00 2021-09-03 14:10:00 0 days 00:30:00  \n",
       "162 2021-09-03 14:10:00 2021-09-03 15:00:00 0 days 00:50:00  \n",
       "163 2021-09-03 15:00:00 2021-09-03 15:40:00 0 days 00:40:00  \n",
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3HvroiNg797cBIyQNi4hegIg4UdJi4LfAOgOIY2Y2OMofcpkE7JLWzwWuA45O28+LiABukLReerPbLsCciFgGIGkOsDdwYaMG8vbQ/yDpzQO48F8Au9VuiIgfA18Cnh9AHDOzQVHwPPQArpZ0S5rsAdmLf5ak9aW8WNdqFFA7yWRR2tZoe0N5e+g7AodIegB4jmwaY0TEW+p+JxFHNdh+paRv5WzTzGzwDGCWS+2MvGRmmtTRZ8eIWCxpY2COpHte0lRESMVPlMyb0PcpsM1pZDdNrYsVWSFxwQHFVWkevfmjhcX66u37Fxbrw5suLSxW0Zb2/K2wWG8e80hhsbrOANJrvxl59fYvTl8fk3Qp2Rj4o5JGRsSSNKTyWDp8MTCm5vTRadtiXhyi6dt+XbPrypXQI+LBPMf1cflcMxtqiuovS1obGBYRz6T1PYFvALOBycBJ6evl6ZTZwGclXUR2A/SplPSvAr5VcyN0T7Lp4A25fK6ZGQOavbIqmwCXZrMRGQ5ckIabbwJmSZoCPAgcmI7/FdmUxflk0xYPBYiIZZJOIHtiH+AbfTdIG3H5XDMzKGyWS0QsAN5aZ/sTwMQ62wM4vEGss4Gz87bt8rlmZlD9J0XNzF4uqlCcqxMviTYzsxK4h25mBpUYchn0HnqzNx1JmirpZkk3z5zZcIqnmVnhSqjlMuhK6aG3+qYjl881s46pQMYpa8jFbzoysyGlCjdFy0rog/qmIzOztjmhN3Q8LbzpyMysU9xDb6DvTUcNNC3QbmbWEV18szOvTsxDn9aBNs3Mmiq4HnpHlDXLxdUWO2Cf1365sFiLPtW0jv6ArP6qZm8rHJj/3aO4sr7fv2e3VR+U05tHLCosFsDlC7YpLNak11a45G2RujhR5+Vqi2Zm4ITehKstmtmQ0s1DKXm52qKZGbiHbmZWFd38SH9eTuhmZuAeuplZVdSrUzLUdFU9dFdbNLOOiQEsXaqseejrkr2dej9gY7J/gsfI3nJ9UkQ8We88V1s0s06pwiyXsnros8jmoO8SERtExIbArmnbrJLaNDNrXQV66GUl9LERMT0ilvZtiIilETEd2LykNs3MWlaFF1yUldAflHSUpBce85e0iaSjAZfPNbPu4x56Qx8BNgSul7RM0jLgOmAD4ICS2jQza5mLczUQEcuBo9PyEpIOBc4po10zs5Z1caLOqxPz0KfhhP6CvdaZXFisZ3d/U2GxihwnvO/ArxUWa4erji0s1nffsLCwWNu+5qHCYgHccd+7Cov1+CPFVc7caLPFhcVauXTLwmIN33R+2zG6ueedl8vnmplBJV5w4fK5ZmYU30OXtBpwM7A4It4vaQvgIrL7i7cAH4+I5yWNAM4DtgOeAD4SEQtTjGOBKUAPcEREXNWszbJuivaVz32w37KQ7OaomVl3KX6Wy+eBu2s+TwdmRMSWZJ3dvqq0U4DlafuMdByStgIOArYG9gZOS78kGioloUfElIj4fYN9Lp9rZl1HEbmXVcaSRgPvA85MnwXsBvS9b/lcsifpASalz6T9E9Pxk4CLIuK5iHgAmA+8o1m7XVXLxcysYwbQQ6+tO5WWqf2i/SdwFC+OzG8IPBkRK9PnRUDf3epRpOdz0v6n0vEvbK9zTl2lzXKR9Fpgf2AM2fjPvcAFEfF0WW2ambVqIGPo/epOvTSO9H7gsYi4RdIuRVxbXqX00CUdAfwQeAXwdmAEWWK/YbC/QTOzPAp89P/dwL6SFpLdBN0NOBVYT1JfJ3o00DcHdDFZfiTtX5fs5ugL2+ucU1dZQy6fAvaJiG8CuwNbR8RXyQb2ZzQ6yeVzzaxjCropGhHHRsToiBhLdlPzNxHxMeBa4MPpsMlk1WcBZqfPpP2/iYhI2w+SNCLNkBkH/KlZ22U+WDScbKhlBLAOQEQ8JGn1Rie4fK6ZdcogPFh0NHCRpG8CfwbOStvPAn4iaT6wjOyXABExT9Is4C5gJXB4RPQ0a6CshH4mcJOkG4GdeHEazkbpgs3MuksJCT0iriNN1Y6IBdSZpRIR/6RBjauIOBE4MW97ZdVyOVXSr4E3AqdExD1p++PAe8po08ysHX70v4mImAfMKyu+mVmR1Dv0M7pfEm1mBpW4a+eEbmZGd7+JKC8n9AHaY1ix7+eY0/vTQuMVZavLju/0JdT19D9GFBbrXZsvKCxW0SaPK66G3T+WbFFYrN6l4wuL9deeZwuLtWkRQdxDNzOrBt8UNTOrihxFt7qdE7qZGR5DNzOrDA+5NCBpDbLHVx+JiF9L+ijwLrJi7zMjYkUZ7ZqZtcxDLg2dk2KvJWkyWS2XnwMTyR59Le7NyGZmBXAPvbE3R8RbUinIxcBmEdEj6b+B2xqdlIrETwU444wzmDq1f814M7OSOKE3NCwNu6wNrEVW33cZWeVFV1s0s67jHnpjZwH3AKsBXwV+KmkBsANZwXczs+7SM/QzelnVFmdIujitPyLpPLIXXfwoIpoWaDcz6wT30JuIiEdq1p/kxbddm5l1H89yMTOrBvfQzcyqwgl9aNhrzY8XFuv59/3LG6S6xpbf+W5hseZ/5fjCYr17ztGFxZr+lisKiwXHFxbpp/dvV1gsgANed0thsdYc+UBhsYp004K3FBbrAwXEkG+KmplVgzyGbmZWEUM/nzuhm5kBnuViZlYVnuViZlYVFeihDysjqKQjJI0pI7aZWRnUE7mXblVKQgdOAG6U9DtJh0naqKR2zMyKEQNYulRZCX0BMJossW8H3CXpSkmTJb2y0UmSpkq6WdLNM2fObHSYmVnhFJF76VZljaFHRPQCVwNXS1od2Ac4GDgZqNtjd/lcM+uYghK1pFcAvyUrFz4cuCQijpO0BVm12Q2BW4CPR8TzkkYA55F1fp8APhIRC1OsY4EpQA9wRERc1aztsnroqv0QESsiYnZEHAxsXlKbZmat6x3A0txzwG4R8VZgG2BvSTsA04EZEbElsJwsUZO+Lk/bZ6TjkLQV2as8twb2Bk6TtFqzhstK6B9ptCMini2pTTOzlhU15BKZv6WPq6clgN14sersucB+aX1S+kzaP1GS0vaLIuK5iHgAmE/2Cs+GSknoEXFvGXHNzErT25t7qb3fl5aXvC9T0mqSbgUeA+YA9wNPRsTKdMgiYFRaHwU8DJD2P0U2LPPC9jrn1OV56GZmkGco5QX97vfV298DbCNpPeBS4A1tXl0uZQ25mJkNKWXMckkv97kWeCewnqS+TvRoYHFaXwyMAUj71yW7OfrC9jrn1NW1PfS91plcWKwnPva2wmLdfOYXC4tVtJUbrej0JdT1v3tMLyzWt++6vbBYD/9l18JiHfb64srdFu2mh8YWFuvtr1lYWKyxqy8rLFYhipvlshGwIiKelLQmsAfZjc5rgQ+TzXSZDFyeTpmdPv8x7f9NRISk2cAFkr4LbAaMA5q+wrNrE7qZ2aAqbn75SODcNCNlGDArIv5H0l3ARZK+CfwZOCsdfxbwE0nzgWVkM1uIiHmSZgF3ASuBw9NQTkNO6GZmAAU90h8RtwP/MiwQEQuoM0slIv4JHNAg1onAiXnbdkI3M8MvuDAzq44KJPSyqi1uL+lVaX1NSdMk/ULSdEnrltGmmVlbeiP/0qXKmrZ4NtD3ROipZNNwpqdt55TUpplZ6yLyL12qrCGXYTVPRE2IiG3T+u/T01N1paetpgJstcYOjF59fEmXZ2bWTxcn6rzK6qHfKenQtH6bpAkAksYDDSdLR8TMiJgQEROczM1sUPX05l+6VFkJ/d+AnSXdD2wF/FHSAuBHaZ+ZWXeJ3vxLlyplyCUingIOSTdGt0jtLIqIR8toz8ysbRUYcil12mJEPA3cVmYbZmaF6OLZK3l5HrqZGbiHbmZWGRVI6Iru/SYKu7Ctj55RVChWNHzFdWuef3XTWjsDsvDTXy4s1vhLTigs1r0f/r+FxSrST+/frrBYf3hmXGGxAGZsc1Gh8Ypy/J2Tiov1pstXfVB+WvUhze0z8vDcOeeKJT9ou70yuIduZgaV6KE7oZuZgRO6mVlleJaLmVk1RBc/MJSXE7qZGXT1I/15DUpCl7Qj2Zs67oyIqwejTTOzAekd+gm9rHrof6pZ/xTwfeCVwHGSjimjTTOztlSgfG5ZxblWr1mfCuwREdOAPYGPNTpJ0lRJN0u6eebMmSVdmpnZv4re3txLtyqtHrqk9cl+YSgiHgeIiL9LWtnopIiYCfRl8u79NWhm1dPFPe+8ykro6wK3kD29FZJGRsQSSetQwBNdZmaF87TF+iJibINdvcAHy2jTzKwd0VNcGY5OGdRpixHxLPDAYLZpZpaL56GbmVVDeMjFzKwiKtBDJyKG9AJMdayhH6ubr82xqhHr5bCUNQ99ME11rErEKjqeYznWy04VErqZmeGEbmZWGVVI6EXWCHCszsUqOp5jOdbLTje/U9TMzAagCj10MzPDCd3MrDKGZEKX9HpJt9YsT0v6QhvxjpQ0T9Kdki6U9Io2Yn0+xZnXyjVJOlvSY5LurNm2gaQ5ku5LX9dvI9YB6dp6JU1o87q+I+keSbdLulTSem3EOiHFuVXS1ZI2azVWzb4vSQpJr84Tq8m1HS9pcc3P23vbuTZJn0v/bvMkfbuN67q45poWSrq1jVjbSLohxbpZ0jvaiPVWSX+UdIekX0h6Vc5YYyRdK+mu9G/z+bS9pZ//l6VOT4Qv4MGD1YClwOYtnj+KrL7MmunzLOCQFmO9CbgTWIvsKdxfA1sOMMZ7gG3J3u7Ut+3bwDFp/Rhgehux3gi8HrgOmNDmde0JDE/r09u8rlfVrB8B/LDVWGn7GOAq4EHg1W1+n8cDX27h56FerF3Tz8WI9Hnjdr7Pmv2nAF9v47quBvZJ6+8Frmsj1k3Azmn9k8AJOWONBLZN668E7gW2avXn/+W4DMkeej8Tgfsj4sE2YgwH1pQ0nCwZP9JinDcCN0bEsxGxErge2H8gASLit8CyfpsnAeem9XOB/VqNFRF3R8RfBnJNTWJdnb5PgBuA0W3Eerrm49rkrIff4N8LYAZwVN44OeINWINYnwFOiojn0jGPtXtdkgQcCFzYRqwA+nrS65Lz/4EGscYDv03rc4AP5Yy1JCLmpvVngLvJOlwt/fy/HFUhoR9Ezh/keiJiMXAy8BCwBHgqWn/v6Z3ATpI2lLQWWU9nTKvXVmOTiFiS1pcCmxQQs2ifBK5oJ4CkEyU9TPZWq6+3EWcSsDgibmvnevr5bBoSOrvNP/nHk/2M3CjpeklvL+DadgIejYj72ojxBeA76d//ZODYNmLNI0vCAAfQwv8DksYCbwNuZGj8/HeFIZ3QJa0B7Av8tI0Y65P98G0BbAasLen/tBIrIu4mG3q4GrgSuBUotMhyZH93dtVcU0lfBVYC57cTJyK+GhFjUpzPtngtawH/QRu/EOo4HXgdsA3ZL/1T2og1HNgA2AH4CjAr9bDbcTBtdGqSzwBHpn//I4Gz2oj1SeAwSbeQDZ08P5CT04twfgZ8od9fbl35899NhnRCB/YB5kbEo23E2B14ICIej4gVwM+Bd7UaLCLOiojtIuI9wHKyccB2PSppJED6muvP9MEg6RDg/cDH0v9sRTifnH+m1/E6sl/Ot0laSDYMNFfSpq1eTEQ8GhE9EdEL/AjIdcOwgUXAzyPzJ7KXvuS+adtfGibcH7i4jWsCmEz2sw9ZB6nl7zEi7omIPSNiO7JfNPfnPVfS6mTJ/PyI6Luerv357zZDPaEX0TN5CNhB0lqppzSRbOyuJZI2Tl9fQ/Y/2gVtXh/AbLL/4UhfLy8gZtsk7U02Tr1vZC8vaSfWuJqPk4B7WokTEXdExMYRMTayN2ctIrvRtrSNaxtZ8/GDZENrrbqM7MYoksYDawB/bSPe7sA9EbGojRiQjZnvnNZ3A1oevqn5f2AY8DXghznPE9lfBndHxHdrdnXlz39X6vRd2VYXshtnTwDrFhBrGlkCuRP4CWkGQouxfgfcBdwGTGzh/AvJ/qxfQZaMpgAbAteQ/U/2a2CDNmJ9MK0/BzwKXNVGrPnAw2RDS7eSf2ZKvVg/S//+twO/AEa1Gqvf/oUMbJZLvWv7CXBHurbZwMg2Yq0B/Hf6XucCu7XzfQI/Bj5dwM/YjmTvAb6NbNx6uzZifZ7sL9N7gZNIT6TniLUj2XDK7TU/U+9t9ef/5bj40X8zs4oY6kMuZmaWOKGbmVWEE7qZWUU4oZuZVYQTuplZRTih25DTapVHs6pzQrehaA7wpoh4C9lc53bqjphVhhO6dS1JYyXdLelHqT721ZLWjBarPJpVnRO6dbtxwA8iYmvgSf61xkvbVR7NqsIJ3brdAxFxa1q/BRjbt6OoKo9mVTG80xdgtgrP1az3AGvCS6o8TgzXrzADnNBtCKqp8rhztFnl0axKPORiQ9H3yV6cMCe91DhXeVazqnO1RTOzinAP3cysIpzQzcwqwgndzKwinNDNzCrCCd3MrCKc0M3MKsIJ3cysIv4/ME7vX5yyg0MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parameter heatmap\n",
    "hm = heatmap.groupby([\"n1\", \"n2\"]).mean().unstack()\n",
    "sns.heatmap(hm[::-1], cmap=\"viridis\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 709
    },
    "id": "fxEWECruyhIw",
    "outputId": "789db932-cf4f-4f63-e03c-cdcb3b8146ee"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 288x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot objective\n",
    "_ = plot_objective(optim_res, n_points=10)\n",
    "plt.show()\n",
    "\n",
    "# Plot evaluations\n",
    "_ = plot_evaluations(optim_res, bins=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "pDwT5174Wj-8"
   },
   "outputs": [],
   "source": [
    "# Mean Reversion strategy will be added later."
   ]
  }
 ],
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