analyse.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EMA"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "EMA is a technical indicator that is used to smooth out price action by filtering out the “noise” from random short-term price fluctuations. It is calculated by taking the average price of a security over a specific number of time periods. The EMA is a type of moving average that places a greater weight and significance on the most recent data points. The exponential moving average is also referred to as the exponentially weighted moving average."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Instrument</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>65.528197</td>\n",
       "      <td>61936.2617</td>\n",
       "      <td>119396.30528</td>\n",
       "      <td>-38.063738</td>\n",
       "      <td>66.529542</td>\n",
       "      <td>-9.143512</td>\n",
       "      <td>...</td>\n",
       "      <td>165 days</td>\n",
       "      <td>54 days</td>\n",
       "      <td>0.759125</td>\n",
       "      <td>-1.380037</td>\n",
       "      <td>-0.859636</td>\n",
       "      <td>Equity  DrawdownPct DrawdownD...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>COO</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>57.585385</td>\n",
       "      <td>86926.7535</td>\n",
       "      <td>125941.36544</td>\n",
       "      <td>-13.073247</td>\n",
       "      <td>-18.562470</td>\n",
       "      <td>-2.765357</td>\n",
       "      <td>...</td>\n",
       "      <td>191 days</td>\n",
       "      <td>58 days</td>\n",
       "      <td>0.982479</td>\n",
       "      <td>-0.081061</td>\n",
       "      <td>-0.281949</td>\n",
       "      <td>Equity  DrawdownPct DrawdownD...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMN</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>48.371724</td>\n",
       "      <td>132902.8306</td>\n",
       "      <td>154005.29192</td>\n",
       "      <td>32.902831</td>\n",
       "      <td>14.283423</td>\n",
       "      <td>5.858679</td>\n",
       "      <td>...</td>\n",
       "      <td>211 days</td>\n",
       "      <td>80 days</td>\n",
       "      <td>1.768393</td>\n",
       "      <td>3.933192</td>\n",
       "      <td>0.552907</td>\n",
       "      <td>Equity  DrawdownPct DrawdownD...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>CHTR</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "0           0  2018-04-04  2023-04-03  1825 days          65.528197   \n",
       "1           0  2018-04-04  2023-04-03  1825 days          57.585385   \n",
       "2           0  2018-04-04  2023-04-03  1825 days          48.371724   \n",
       "\n",
       "   Equity Final [$]  Equity Peak [$]  Return [%]  Buy & Hold Return [%]  \\\n",
       "0        61936.2617     119396.30528  -38.063738              66.529542   \n",
       "1        86926.7535     125941.36544  -13.073247             -18.562470   \n",
       "2       132902.8306     154005.29192   32.902831              14.283423   \n",
       "\n",
       "   Return (Ann.) [%]  ...  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "0          -9.143512  ...             165 days              54 days   \n",
       "1          -2.765357  ...             191 days              58 days   \n",
       "2           5.858679  ...             211 days              80 days   \n",
       "\n",
       "   Profit Factor  Expectancy [%]       SQN  \\\n",
       "0       0.759125       -1.380037 -0.859636   \n",
       "1       0.982479       -0.081061 -0.281949   \n",
       "2       1.768393        3.933192  0.552907   \n",
       "\n",
       "                                       _equity_curve  \\\n",
       "0                   Equity  DrawdownPct DrawdownD...   \n",
       "1                   Equity  DrawdownPct DrawdownD...   \n",
       "2                   Equity  DrawdownPct DrawdownD...   \n",
       "\n",
       "                                             _trades Instrument  Strategy  \\\n",
       "0      Size  EntryBar  ExitBar  EntryPrice  ExitP...        COO       EMA   \n",
       "1      Size  EntryBar  ExitBar  EntryPrice  ExitP...        EMN       EMA   \n",
       "2      Size  EntryBar  ExitBar  EntryPrice  ExitP...       CHTR       EMA   \n",
       "\n",
       "   StrategyParameters  \n",
       "0                 NaN  \n",
       "1                 NaN  \n",
       "2                 NaN  \n",
       "\n",
       "[3 rows x 33 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import glob\n",
    "# load all the csv in output raw into one pandas dataframe\n",
    "\n",
    "def load_data():\n",
    "    path = os.path.join(os.getcwd(), \"output\", \"raw\", \"EMA\")\n",
    "    files = glob.glob(os.path.join(path, \"*.csv\"))\n",
    "    return pd.concat((pd.read_csv(file) for file in files), ignore_index=True)\n",
    "\n",
    "df = load_data()\n",
    "\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Avg. Trade [%]</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Instrument</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BTCBUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1382 days</td>\n",
       "      <td>18.872017</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>293.782593</td>\n",
       "      <td>210.943940</td>\n",
       "      <td>43.581840</td>\n",
       "      <td>...</td>\n",
       "      <td>14.072717</td>\n",
       "      <td>61 days</td>\n",
       "      <td>23 days</td>\n",
       "      <td>6.421473</td>\n",
       "      <td>15.252700</td>\n",
       "      <td>2.629925</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar    EntryPrice     ...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALB</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>27.482129</td>\n",
       "      <td>305970.087320</td>\n",
       "      <td>388914.172840</td>\n",
       "      <td>205.970087</td>\n",
       "      <td>138.460699</td>\n",
       "      <td>25.087222</td>\n",
       "      <td>...</td>\n",
       "      <td>7.741782</td>\n",
       "      <td>92 days</td>\n",
       "      <td>33 days</td>\n",
       "      <td>3.644084</td>\n",
       "      <td>8.894928</td>\n",
       "      <td>1.496703</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OMGUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>5.872667</td>\n",
       "      <td>299623.079618</td>\n",
       "      <td>299623.079618</td>\n",
       "      <td>199.623080</td>\n",
       "      <td>-82.153223</td>\n",
       "      <td>24.586789</td>\n",
       "      <td>...</td>\n",
       "      <td>6.667965</td>\n",
       "      <td>20 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>2.674593</td>\n",
       "      <td>8.083346</td>\n",
       "      <td>1.641231</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BBWI</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>24.861001</td>\n",
       "      <td>296820.751865</td>\n",
       "      <td>341793.596945</td>\n",
       "      <td>196.820752</td>\n",
       "      <td>18.102277</td>\n",
       "      <td>24.329421</td>\n",
       "      <td>...</td>\n",
       "      <td>10.396978</td>\n",
       "      <td>152 days</td>\n",
       "      <td>41 days</td>\n",
       "      <td>4.199619</td>\n",
       "      <td>12.144339</td>\n",
       "      <td>1.705431</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRMN</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>43.526608</td>\n",
       "      <td>293469.383940</td>\n",
       "      <td>299578.283940</td>\n",
       "      <td>193.469384</td>\n",
       "      <td>69.762346</td>\n",
       "      <td>24.047163</td>\n",
       "      <td>...</td>\n",
       "      <td>7.443207</td>\n",
       "      <td>147 days</td>\n",
       "      <td>53 days</td>\n",
       "      <td>6.418448</td>\n",
       "      <td>8.169964</td>\n",
       "      <td>2.503081</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "BTCBUSD              0  2019-06-18  2023-03-31  1382 days          18.872017   \n",
       "ALB                  0  2018-04-04  2023-04-03  1825 days          27.482129   \n",
       "OMGUSD               0  2018-04-05  2023-03-31  1821 days           5.872667   \n",
       "BBWI                 0  2018-04-04  2023-04-03  1825 days          24.861001   \n",
       "GRMN                 0  2018-04-04  2023-04-03  1825 days          43.526608   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "BTCBUSD        393782.593444    393782.593444  293.782593   \n",
       "ALB            305970.087320    388914.172840  205.970087   \n",
       "OMGUSD         299623.079618    299623.079618  199.623080   \n",
       "BBWI           296820.751865    341793.596945  196.820752   \n",
       "GRMN           293469.383940    299578.283940  193.469384   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "BTCBUSD                210.943940          43.581840  ...       14.072717   \n",
       "ALB                    138.460699          25.087222  ...        7.741782   \n",
       "OMGUSD                 -82.153223          24.586789  ...        6.667965   \n",
       "BBWI                    18.102277          24.329421  ...       10.396978   \n",
       "GRMN                    69.762346          24.047163  ...        7.443207   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "BTCBUSD                 61 days              23 days       6.421473   \n",
       "ALB                     92 days              33 days       3.644084   \n",
       "OMGUSD                  20 days               6 days       2.674593   \n",
       "BBWI                   152 days              41 days       4.199619   \n",
       "GRMN                   147 days              53 days       6.418448   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "BTCBUSD          15.252700  2.629925   \n",
       "ALB               8.894928  1.496703   \n",
       "OMGUSD            8.083346  1.641231   \n",
       "BBWI             12.144339  1.705431   \n",
       "GRMN              8.169964  2.503081   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "BTCBUSD                        Equity  DrawdownPct Drawdow...   \n",
       "ALB                           Equity  DrawdownPct Drawdown...   \n",
       "OMGUSD                         Equity  DrawdownPct Drawdow...   \n",
       "BBWI                           Equity  DrawdownPct Drawdow...   \n",
       "GRMN                          Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "BTCBUSD         Size  EntryBar  ExitBar    EntryPrice     ...       EMA   \n",
       "ALB             Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "OMGUSD            Size  EntryBar  ExitBar  EntryPrice  Exi...       EMA   \n",
       "BBWI             Size  EntryBar  ExitBar  EntryPrice  Exit...       EMA   \n",
       "GRMN            Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "BTCBUSD                    NaN  \n",
       "ALB                        NaN  \n",
       "OMGUSD                     NaN  \n",
       "BBWI                       NaN  \n",
       "GRMN                       NaN  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the highest return for each instrument\n",
    "a = df.groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5)\n",
    "a\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Avg. Trade [%]</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Instrument</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>BTTBUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-01-31</td>\n",
       "      <td>2023-03-30</td>\n",
       "      <td>1519 days</td>\n",
       "      <td>17.171053</td>\n",
       "      <td>74.426375</td>\n",
       "      <td>205496.79663</td>\n",
       "      <td>-99.925574</td>\n",
       "      <td>30.991736</td>\n",
       "      <td>-82.266158</td>\n",
       "      <td>...</td>\n",
       "      <td>-25.033204</td>\n",
       "      <td>77 days</td>\n",
       "      <td>10 days</td>\n",
       "      <td>0.712491</td>\n",
       "      <td>-3.200965</td>\n",
       "      <td>-0.885432</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UAL</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>56.235107</td>\n",
       "      <td>17365.384923</td>\n",
       "      <td>104152.04108</td>\n",
       "      <td>-82.634615</td>\n",
       "      <td>-38.062580</td>\n",
       "      <td>-29.560526</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.861406</td>\n",
       "      <td>136 days</td>\n",
       "      <td>35 days</td>\n",
       "      <td>0.331861</td>\n",
       "      <td>-5.265116</td>\n",
       "      <td>-3.278864</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCLH</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>45.194599</td>\n",
       "      <td>18492.683300</td>\n",
       "      <td>113865.45160</td>\n",
       "      <td>-81.507317</td>\n",
       "      <td>-74.830317</td>\n",
       "      <td>-28.668141</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.286108</td>\n",
       "      <td>125 days</td>\n",
       "      <td>31 days</td>\n",
       "      <td>0.342011</td>\n",
       "      <td>-5.524847</td>\n",
       "      <td>-2.223637</td>\n",
       "      <td>Equity  DrawdownPct DrawdownD...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LNC</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>39.555203</td>\n",
       "      <td>21977.753340</td>\n",
       "      <td>101759.75844</td>\n",
       "      <td>-78.022247</td>\n",
       "      <td>-68.599102</td>\n",
       "      <td>-26.159925</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.660355</td>\n",
       "      <td>126 days</td>\n",
       "      <td>32 days</td>\n",
       "      <td>0.273592</td>\n",
       "      <td>-6.063363</td>\n",
       "      <td>-2.968761</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHRW</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>69.102462</td>\n",
       "      <td>23617.407720</td>\n",
       "      <td>101238.82948</td>\n",
       "      <td>-76.382592</td>\n",
       "      <td>2.808393</td>\n",
       "      <td>-25.088778</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.355222</td>\n",
       "      <td>135 days</td>\n",
       "      <td>57 days</td>\n",
       "      <td>0.163940</td>\n",
       "      <td>-6.081346</td>\n",
       "      <td>-3.678336</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "BTTBUSD              0  2019-01-31  2023-03-30  1519 days          17.171053   \n",
       "UAL                  0  2018-04-04  2023-04-03  1825 days          56.235107   \n",
       "NCLH                 0  2018-04-04  2023-04-03  1825 days          45.194599   \n",
       "LNC                  0  2018-04-04  2023-04-03  1825 days          39.555203   \n",
       "CHRW                 0  2018-04-04  2023-04-03  1825 days          69.102462   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "BTTBUSD            74.426375     205496.79663  -99.925574   \n",
       "UAL             17365.384923     104152.04108  -82.634615   \n",
       "NCLH            18492.683300     113865.45160  -81.507317   \n",
       "LNC             21977.753340     101759.75844  -78.022247   \n",
       "CHRW            23617.407720     101238.82948  -76.382592   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "BTTBUSD                 30.991736         -82.266158  ...      -25.033204   \n",
       "UAL                    -38.062580         -29.560526  ...       -5.861406   \n",
       "NCLH                   -74.830317         -28.668141  ...       -6.286108   \n",
       "LNC                    -68.599102         -26.159925  ...       -6.660355   \n",
       "CHRW                     2.808393         -25.088778  ...       -6.355222   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "BTTBUSD                 77 days              10 days       0.712491   \n",
       "UAL                    136 days              35 days       0.331861   \n",
       "NCLH                   125 days              31 days       0.342011   \n",
       "LNC                    126 days              32 days       0.273592   \n",
       "CHRW                   135 days              57 days       0.163940   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "BTTBUSD          -3.200965 -0.885432   \n",
       "UAL              -5.265116 -3.278864   \n",
       "NCLH             -5.524847 -2.223637   \n",
       "LNC              -6.063363 -2.968761   \n",
       "CHRW             -6.081346 -3.678336   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "BTTBUSD                        Equity  DrawdownPct Drawdow...   \n",
       "UAL                            Equity  DrawdownPct Drawdow...   \n",
       "NCLH                         Equity  DrawdownPct DrawdownD...   \n",
       "LNC                           Equity  DrawdownPct Drawdown...   \n",
       "CHRW                          Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "BTTBUSD              Size  EntryBar  ExitBar  EntryPrice  ...       EMA   \n",
       "UAL             Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "NCLH            Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "LNC             Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "CHRW            Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "BTTBUSD                    NaN  \n",
       "UAL                        NaN  \n",
       "NCLH                       NaN  \n",
       "LNC                        NaN  \n",
       "CHRW                       NaN  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get lowest return for each instrument\n",
    "df.groupby(\"Instrument\").min().sort_values(\"Return [%]\", ascending=True).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Avg. Trade [%]</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Instrument</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>OTIS</th>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-19</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1110 days</td>\n",
       "      <td>61.749347</td>\n",
       "      <td>108677.806160</td>\n",
       "      <td>124439.644200</td>\n",
       "      <td>8.677806</td>\n",
       "      <td>93.602530</td>\n",
       "      <td>2.775520</td>\n",
       "      <td>...</td>\n",
       "      <td>1.045565</td>\n",
       "      <td>190 days</td>\n",
       "      <td>86 days</td>\n",
       "      <td>1.458038</td>\n",
       "      <td>1.538884</td>\n",
       "      <td>0.280877</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitPr...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CARR</th>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-19</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1110 days</td>\n",
       "      <td>31.462141</td>\n",
       "      <td>111715.075440</td>\n",
       "      <td>138214.606080</td>\n",
       "      <td>11.715075</td>\n",
       "      <td>294.726708</td>\n",
       "      <td>3.711734</td>\n",
       "      <td>...</td>\n",
       "      <td>2.809254</td>\n",
       "      <td>144 days</td>\n",
       "      <td>87 days</td>\n",
       "      <td>1.749367</td>\n",
       "      <td>4.313187</td>\n",
       "      <td>0.259231</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitPr...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTCBUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1382 days</td>\n",
       "      <td>18.872017</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>293.782593</td>\n",
       "      <td>210.943940</td>\n",
       "      <td>43.581840</td>\n",
       "      <td>...</td>\n",
       "      <td>14.072717</td>\n",
       "      <td>61 days</td>\n",
       "      <td>23 days</td>\n",
       "      <td>6.421473</td>\n",
       "      <td>15.252700</td>\n",
       "      <td>2.629925</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar    EntryPrice     ...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LITUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-04-17</td>\n",
       "      <td>2023-02-17</td>\n",
       "      <td>1402 days</td>\n",
       "      <td>9.408411</td>\n",
       "      <td>70094.968327</td>\n",
       "      <td>100000.000000</td>\n",
       "      <td>-29.905032</td>\n",
       "      <td>653.686050</td>\n",
       "      <td>-8.829490</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.411245</td>\n",
       "      <td>22 days</td>\n",
       "      <td>5 days</td>\n",
       "      <td>0.958374</td>\n",
       "      <td>-0.299730</td>\n",
       "      <td>-0.674739</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Ex...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTVA</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-05-24</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1410 days</td>\n",
       "      <td>41.872428</td>\n",
       "      <td>64225.054580</td>\n",
       "      <td>101737.040800</td>\n",
       "      <td>-35.774945</td>\n",
       "      <td>121.576462</td>\n",
       "      <td>-10.845020</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.349208</td>\n",
       "      <td>140 days</td>\n",
       "      <td>45 days</td>\n",
       "      <td>0.379947</td>\n",
       "      <td>-3.015077</td>\n",
       "      <td>-1.445846</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "OTIS                 0  2020-03-19  2023-04-03  1110 days          61.749347   \n",
       "CARR                 0  2020-03-19  2023-04-03  1110 days          31.462141   \n",
       "BTCBUSD              0  2019-06-18  2023-03-31  1382 days          18.872017   \n",
       "LITUSD               0  2019-04-17  2023-02-17  1402 days           9.408411   \n",
       "CTVA                 0  2019-05-24  2023-04-03  1410 days          41.872428   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "OTIS           108677.806160    124439.644200    8.677806   \n",
       "CARR           111715.075440    138214.606080   11.715075   \n",
       "BTCBUSD        393782.593444    393782.593444  293.782593   \n",
       "LITUSD          70094.968327    100000.000000  -29.905032   \n",
       "CTVA            64225.054580    101737.040800  -35.774945   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "OTIS                    93.602530           2.775520  ...        1.045565   \n",
       "CARR                   294.726708           3.711734  ...        2.809254   \n",
       "BTCBUSD                210.943940          43.581840  ...       14.072717   \n",
       "LITUSD                 653.686050          -8.829490  ...       -1.411245   \n",
       "CTVA                   121.576462         -10.845020  ...       -3.349208   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "OTIS                   190 days              86 days       1.458038   \n",
       "CARR                   144 days              87 days       1.749367   \n",
       "BTCBUSD                 61 days              23 days       6.421473   \n",
       "LITUSD                  22 days               5 days       0.958374   \n",
       "CTVA                   140 days              45 days       0.379947   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "OTIS              1.538884  0.280877   \n",
       "CARR              4.313187  0.259231   \n",
       "BTCBUSD          15.252700  2.629925   \n",
       "LITUSD           -0.299730 -0.674739   \n",
       "CTVA             -3.015077 -1.445846   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "OTIS                          Equity  DrawdownPct Drawdown...   \n",
       "CARR                          Equity  DrawdownPct Drawdown...   \n",
       "BTCBUSD                        Equity  DrawdownPct Drawdow...   \n",
       "LITUSD                         Equity  DrawdownPct Drawdow...   \n",
       "CTVA                          Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "OTIS           Size  EntryBar  ExitBar  EntryPrice  ExitPr...       EMA   \n",
       "CARR           Size  EntryBar  ExitBar  EntryPrice  ExitPr...       EMA   \n",
       "BTCBUSD         Size  EntryBar  ExitBar    EntryPrice     ...       EMA   \n",
       "LITUSD             Size  EntryBar  ExitBar  EntryPrice  Ex...       EMA   \n",
       "CTVA            Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "OTIS                       NaN  \n",
       "CARR                       NaN  \n",
       "BTCBUSD                    NaN  \n",
       "LITUSD                     NaN  \n",
       "CTVA                       NaN  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the highest return for each instrument in a specific smallest duration\n",
    "df.groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).sort_values(\"Duration\", ascending=True).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Avg. Trade [%]</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Instrument</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>BTCBUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1382 days</td>\n",
       "      <td>18.872017</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>293.782593</td>\n",
       "      <td>210.943940</td>\n",
       "      <td>43.581840</td>\n",
       "      <td>...</td>\n",
       "      <td>14.072717</td>\n",
       "      <td>61 days</td>\n",
       "      <td>23 days</td>\n",
       "      <td>6.421473</td>\n",
       "      <td>15.252700</td>\n",
       "      <td>2.629925</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar    EntryPrice     ...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALB</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>27.482129</td>\n",
       "      <td>305970.087320</td>\n",
       "      <td>388914.172840</td>\n",
       "      <td>205.970087</td>\n",
       "      <td>138.460699</td>\n",
       "      <td>25.087222</td>\n",
       "      <td>...</td>\n",
       "      <td>7.741782</td>\n",
       "      <td>92 days</td>\n",
       "      <td>33 days</td>\n",
       "      <td>3.644084</td>\n",
       "      <td>8.894928</td>\n",
       "      <td>1.496703</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OMGUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>5.872667</td>\n",
       "      <td>299623.079618</td>\n",
       "      <td>299623.079618</td>\n",
       "      <td>199.623080</td>\n",
       "      <td>-82.153223</td>\n",
       "      <td>24.586789</td>\n",
       "      <td>...</td>\n",
       "      <td>6.667965</td>\n",
       "      <td>20 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>2.674593</td>\n",
       "      <td>8.083346</td>\n",
       "      <td>1.641231</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BBWI</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>24.861001</td>\n",
       "      <td>296820.751865</td>\n",
       "      <td>341793.596945</td>\n",
       "      <td>196.820752</td>\n",
       "      <td>18.102277</td>\n",
       "      <td>24.329421</td>\n",
       "      <td>...</td>\n",
       "      <td>10.396978</td>\n",
       "      <td>152 days</td>\n",
       "      <td>41 days</td>\n",
       "      <td>4.199619</td>\n",
       "      <td>12.144339</td>\n",
       "      <td>1.705431</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRMN</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>43.526608</td>\n",
       "      <td>293469.383940</td>\n",
       "      <td>299578.283940</td>\n",
       "      <td>193.469384</td>\n",
       "      <td>69.762346</td>\n",
       "      <td>24.047163</td>\n",
       "      <td>...</td>\n",
       "      <td>7.443207</td>\n",
       "      <td>147 days</td>\n",
       "      <td>53 days</td>\n",
       "      <td>6.418448</td>\n",
       "      <td>8.169964</td>\n",
       "      <td>2.503081</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "BTCBUSD              0  2019-06-18  2023-03-31  1382 days          18.872017   \n",
       "ALB                  0  2018-04-04  2023-04-03  1825 days          27.482129   \n",
       "OMGUSD               0  2018-04-05  2023-03-31  1821 days           5.872667   \n",
       "BBWI                 0  2018-04-04  2023-04-03  1825 days          24.861001   \n",
       "GRMN                 0  2018-04-04  2023-04-03  1825 days          43.526608   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "BTCBUSD        393782.593444    393782.593444  293.782593   \n",
       "ALB            305970.087320    388914.172840  205.970087   \n",
       "OMGUSD         299623.079618    299623.079618  199.623080   \n",
       "BBWI           296820.751865    341793.596945  196.820752   \n",
       "GRMN           293469.383940    299578.283940  193.469384   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "BTCBUSD                210.943940          43.581840  ...       14.072717   \n",
       "ALB                    138.460699          25.087222  ...        7.741782   \n",
       "OMGUSD                 -82.153223          24.586789  ...        6.667965   \n",
       "BBWI                    18.102277          24.329421  ...       10.396978   \n",
       "GRMN                    69.762346          24.047163  ...        7.443207   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "BTCBUSD                 61 days              23 days       6.421473   \n",
       "ALB                     92 days              33 days       3.644084   \n",
       "OMGUSD                  20 days               6 days       2.674593   \n",
       "BBWI                   152 days              41 days       4.199619   \n",
       "GRMN                   147 days              53 days       6.418448   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "BTCBUSD          15.252700  2.629925   \n",
       "ALB               8.894928  1.496703   \n",
       "OMGUSD            8.083346  1.641231   \n",
       "BBWI             12.144339  1.705431   \n",
       "GRMN              8.169964  2.503081   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "BTCBUSD                        Equity  DrawdownPct Drawdow...   \n",
       "ALB                           Equity  DrawdownPct Drawdown...   \n",
       "OMGUSD                         Equity  DrawdownPct Drawdow...   \n",
       "BBWI                           Equity  DrawdownPct Drawdow...   \n",
       "GRMN                          Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "BTCBUSD         Size  EntryBar  ExitBar    EntryPrice     ...       EMA   \n",
       "ALB             Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "OMGUSD            Size  EntryBar  ExitBar  EntryPrice  Exi...       EMA   \n",
       "BBWI             Size  EntryBar  ExitBar  EntryPrice  Exit...       EMA   \n",
       "GRMN            Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "BTCBUSD                    NaN  \n",
       "ALB                        NaN  \n",
       "OMGUSD                     NaN  \n",
       "BBWI                       NaN  \n",
       "GRMN                       NaN  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the highest return for each instrument for a strategy\n",
    "df[df[\"Strategy\"] == \"EMA\"].groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Instrument</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1382 days</td>\n",
       "      <td>18.872017</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>293.782593</td>\n",
       "      <td>210.943940</td>\n",
       "      <td>43.581840</td>\n",
       "      <td>...</td>\n",
       "      <td>61 days</td>\n",
       "      <td>23 days</td>\n",
       "      <td>6.421473</td>\n",
       "      <td>15.252700</td>\n",
       "      <td>2.629925</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar    EntryPrice     ...</td>\n",
       "      <td>BTCBUSD</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>27.482129</td>\n",
       "      <td>305970.087320</td>\n",
       "      <td>388914.172840</td>\n",
       "      <td>205.970087</td>\n",
       "      <td>138.460699</td>\n",
       "      <td>25.087222</td>\n",
       "      <td>...</td>\n",
       "      <td>92 days</td>\n",
       "      <td>33 days</td>\n",
       "      <td>3.644084</td>\n",
       "      <td>8.894928</td>\n",
       "      <td>1.496703</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>ALB</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>5.872667</td>\n",
       "      <td>299623.079618</td>\n",
       "      <td>299623.079618</td>\n",
       "      <td>199.623080</td>\n",
       "      <td>-82.153223</td>\n",
       "      <td>24.586789</td>\n",
       "      <td>...</td>\n",
       "      <td>20 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>2.674593</td>\n",
       "      <td>8.083346</td>\n",
       "      <td>1.641231</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>OMGUSD</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>24.861001</td>\n",
       "      <td>296820.751865</td>\n",
       "      <td>341793.596945</td>\n",
       "      <td>196.820752</td>\n",
       "      <td>18.102277</td>\n",
       "      <td>24.329421</td>\n",
       "      <td>...</td>\n",
       "      <td>152 days</td>\n",
       "      <td>41 days</td>\n",
       "      <td>4.199619</td>\n",
       "      <td>12.144339</td>\n",
       "      <td>1.705431</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>BBWI</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>43.526608</td>\n",
       "      <td>293469.383940</td>\n",
       "      <td>299578.283940</td>\n",
       "      <td>193.469384</td>\n",
       "      <td>69.762346</td>\n",
       "      <td>24.047163</td>\n",
       "      <td>...</td>\n",
       "      <td>147 days</td>\n",
       "      <td>53 days</td>\n",
       "      <td>6.418448</td>\n",
       "      <td>8.169964</td>\n",
       "      <td>2.503081</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>GRMN</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>69.102462</td>\n",
       "      <td>23617.407720</td>\n",
       "      <td>101238.829480</td>\n",
       "      <td>-76.382592</td>\n",
       "      <td>2.808393</td>\n",
       "      <td>-25.088778</td>\n",
       "      <td>...</td>\n",
       "      <td>135 days</td>\n",
       "      <td>57 days</td>\n",
       "      <td>0.163940</td>\n",
       "      <td>-6.081346</td>\n",
       "      <td>-3.678336</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>CHRW</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>39.555203</td>\n",
       "      <td>21977.753340</td>\n",
       "      <td>101759.758440</td>\n",
       "      <td>-78.022247</td>\n",
       "      <td>-68.599102</td>\n",
       "      <td>-26.159925</td>\n",
       "      <td>...</td>\n",
       "      <td>126 days</td>\n",
       "      <td>32 days</td>\n",
       "      <td>0.273592</td>\n",
       "      <td>-6.063363</td>\n",
       "      <td>-2.968761</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>LNC</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>45.194599</td>\n",
       "      <td>18492.683300</td>\n",
       "      <td>113865.451600</td>\n",
       "      <td>-81.507317</td>\n",
       "      <td>-74.830317</td>\n",
       "      <td>-28.668141</td>\n",
       "      <td>...</td>\n",
       "      <td>125 days</td>\n",
       "      <td>31 days</td>\n",
       "      <td>0.342011</td>\n",
       "      <td>-5.524847</td>\n",
       "      <td>-2.223637</td>\n",
       "      <td>Equity  DrawdownPct DrawdownD...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>NCLH</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>56.235107</td>\n",
       "      <td>17365.384923</td>\n",
       "      <td>104152.041080</td>\n",
       "      <td>-82.634615</td>\n",
       "      <td>-38.062580</td>\n",
       "      <td>-29.560526</td>\n",
       "      <td>...</td>\n",
       "      <td>136 days</td>\n",
       "      <td>35 days</td>\n",
       "      <td>0.331861</td>\n",
       "      <td>-5.265116</td>\n",
       "      <td>-3.278864</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>UAL</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-01-31</td>\n",
       "      <td>2023-03-30</td>\n",
       "      <td>1519 days</td>\n",
       "      <td>17.171053</td>\n",
       "      <td>74.426375</td>\n",
       "      <td>205496.796630</td>\n",
       "      <td>-99.925574</td>\n",
       "      <td>30.991736</td>\n",
       "      <td>-82.266158</td>\n",
       "      <td>...</td>\n",
       "      <td>77 days</td>\n",
       "      <td>10 days</td>\n",
       "      <td>0.712491</td>\n",
       "      <td>-3.200965</td>\n",
       "      <td>-0.885432</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ...</td>\n",
       "      <td>BTTBUSD</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>528 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "294           0  2019-06-18  2023-03-31  1382 days          18.872017   \n",
       "290           0  2018-04-04  2023-04-03  1825 days          27.482129   \n",
       "403           0  2018-04-05  2023-03-31  1821 days           5.872667   \n",
       "91            0  2018-04-04  2023-04-03  1825 days          24.861001   \n",
       "371           0  2018-04-04  2023-04-03  1825 days          43.526608   \n",
       "..          ...         ...         ...        ...                ...   \n",
       "164           0  2018-04-04  2023-04-03  1825 days          69.102462   \n",
       "74            0  2018-04-04  2023-04-03  1825 days          39.555203   \n",
       "155           0  2018-04-04  2023-04-03  1825 days          45.194599   \n",
       "323           0  2018-04-04  2023-04-03  1825 days          56.235107   \n",
       "160           0  2019-01-31  2023-03-30  1519 days          17.171053   \n",
       "\n",
       "     Equity Final [$]  Equity Peak [$]  Return [%]  Buy & Hold Return [%]  \\\n",
       "294     393782.593444    393782.593444  293.782593             210.943940   \n",
       "290     305970.087320    388914.172840  205.970087             138.460699   \n",
       "403     299623.079618    299623.079618  199.623080             -82.153223   \n",
       "91      296820.751865    341793.596945  196.820752              18.102277   \n",
       "371     293469.383940    299578.283940  193.469384              69.762346   \n",
       "..                ...              ...         ...                    ...   \n",
       "164      23617.407720    101238.829480  -76.382592               2.808393   \n",
       "74       21977.753340    101759.758440  -78.022247             -68.599102   \n",
       "155      18492.683300    113865.451600  -81.507317             -74.830317   \n",
       "323      17365.384923    104152.041080  -82.634615             -38.062580   \n",
       "160         74.426375    205496.796630  -99.925574              30.991736   \n",
       "\n",
       "     Return (Ann.) [%]  ...  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "294          43.581840  ...              61 days              23 days   \n",
       "290          25.087222  ...              92 days              33 days   \n",
       "403          24.586789  ...              20 days               6 days   \n",
       "91           24.329421  ...             152 days              41 days   \n",
       "371          24.047163  ...             147 days              53 days   \n",
       "..                 ...  ...                  ...                  ...   \n",
       "164         -25.088778  ...             135 days              57 days   \n",
       "74          -26.159925  ...             126 days              32 days   \n",
       "155         -28.668141  ...             125 days              31 days   \n",
       "323         -29.560526  ...             136 days              35 days   \n",
       "160         -82.266158  ...              77 days              10 days   \n",
       "\n",
       "     Profit Factor  Expectancy [%]       SQN  \\\n",
       "294       6.421473       15.252700  2.629925   \n",
       "290       3.644084        8.894928  1.496703   \n",
       "403       2.674593        8.083346  1.641231   \n",
       "91        4.199619       12.144339  1.705431   \n",
       "371       6.418448        8.169964  2.503081   \n",
       "..             ...             ...       ...   \n",
       "164       0.163940       -6.081346 -3.678336   \n",
       "74        0.273592       -6.063363 -2.968761   \n",
       "155       0.342011       -5.524847 -2.223637   \n",
       "323       0.331861       -5.265116 -3.278864   \n",
       "160       0.712491       -3.200965 -0.885432   \n",
       "\n",
       "                                         _equity_curve  \\\n",
       "294                     Equity  DrawdownPct Drawdow...   \n",
       "290                    Equity  DrawdownPct Drawdown...   \n",
       "403                     Equity  DrawdownPct Drawdow...   \n",
       "91                      Equity  DrawdownPct Drawdow...   \n",
       "371                    Equity  DrawdownPct Drawdown...   \n",
       "..                                                 ...   \n",
       "164                    Equity  DrawdownPct Drawdown...   \n",
       "74                     Equity  DrawdownPct Drawdown...   \n",
       "155                   Equity  DrawdownPct DrawdownD...   \n",
       "323                     Equity  DrawdownPct Drawdow...   \n",
       "160                     Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                               _trades Instrument  Strategy  \\\n",
       "294      Size  EntryBar  ExitBar    EntryPrice     ...    BTCBUSD       EMA   \n",
       "290      Size  EntryBar  ExitBar  EntryPrice  ExitP...        ALB       EMA   \n",
       "403        Size  EntryBar  ExitBar  EntryPrice  Exi...     OMGUSD       EMA   \n",
       "91        Size  EntryBar  ExitBar  EntryPrice  Exit...       BBWI       EMA   \n",
       "371      Size  EntryBar  ExitBar  EntryPrice  ExitP...       GRMN       EMA   \n",
       "..                                                 ...        ...       ...   \n",
       "164      Size  EntryBar  ExitBar  EntryPrice  ExitP...       CHRW       EMA   \n",
       "74       Size  EntryBar  ExitBar  EntryPrice  ExitP...        LNC       EMA   \n",
       "155      Size  EntryBar  ExitBar  EntryPrice  ExitP...       NCLH       EMA   \n",
       "323      Size  EntryBar  ExitBar  EntryPrice  ExitP...        UAL       EMA   \n",
       "160           Size  EntryBar  ExitBar  EntryPrice  ...    BTTBUSD       EMA   \n",
       "\n",
       "     StrategyParameters  \n",
       "294                 NaN  \n",
       "290                 NaN  \n",
       "403                 NaN  \n",
       "91                  NaN  \n",
       "371                 NaN  \n",
       "..                  ...  \n",
       "164                 NaN  \n",
       "74                  NaN  \n",
       "155                 NaN  \n",
       "323                 NaN  \n",
       "160                 NaN  \n",
       "\n",
       "[528 rows x 33 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "         0\n",
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       "..     ...\n",
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       "\n",
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      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sorted = df.sort_values(\"Return [%]\", ascending=False)\n",
    "display(df_sorted.groupby(\"Instrument\").head(5))\n",
    "pd.DataFrame(df_sorted[\"Buy & Hold Return [%]\"] > df_sorted[\"Return [%]\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the highest return for each instrument for a strategy vs buy and hold in matplotlib bar chart 2 subplots\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "# add more space between subplots\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5), sharey=True, gridspec_kw={'width_ratios': [3, 2]})\n",
    "\n",
    "df[df[\"Strategy\"] == \"EMA\"].groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5).plot.bar(y=\"Return [%]\", ax=ax1)\n",
    "df[df[\"Strategy\"] == \"EMA\"].groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5).plot.bar(y=\"Buy & Hold Return [%]\", ax=ax2)\n",
    "\n",
    "ax1.set_title(\"Highest Return for EMA Strategy\")\n",
    "ax2.set_title(\"Highest Buy & Hold Return for EMA Strategy\")\n",
    "\n",
    "ax1.yaxis.set_major_formatter(ticker.PercentFormatter())\n",
    "ax2.yaxis.set_major_formatter(ticker.PercentFormatter())\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In conclusion, the EMA is a trend-following indicator that shows the average price of a security over a specific period of time. The EMA reacts more significantly to recent price changes than a simple moving average (SMA), which applies an equal weight to all observations in the period."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RSI"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RSI is a momentum indicator that measures the magnitude of recent price changes to evaluate overbought or oversold conditions in the price of a stock or other asset. The RSI is displayed as an oscillator (a line graph that moves between two extremes) and can have a reading from 0 to 100. The RSI is considered overbought when above 70 and oversold when below 30."
   ]
  },
  {
   "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>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Instrument</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>90.468626</td>\n",
       "      <td>116550.53214</td>\n",
       "      <td>150158.12114</td>\n",
       "      <td>16.550532</td>\n",
       "      <td>66.529542</td>\n",
       "      <td>3.112999</td>\n",
       "      <td>...</td>\n",
       "      <td>60 days</td>\n",
       "      <td>11 days</td>\n",
       "      <td>1.149201</td>\n",
       "      <td>0.191401</td>\n",
       "      <td>0.306996</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>COO</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>85.544083</td>\n",
       "      <td>82650.17030</td>\n",
       "      <td>170614.97776</td>\n",
       "      <td>-17.349830</td>\n",
       "      <td>-18.562470</td>\n",
       "      <td>-3.742273</td>\n",
       "      <td>...</td>\n",
       "      <td>71 days</td>\n",
       "      <td>10 days</td>\n",
       "      <td>0.996496</td>\n",
       "      <td>-0.005590</td>\n",
       "      <td>-0.230495</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>EMN</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>91.262907</td>\n",
       "      <td>87044.14840</td>\n",
       "      <td>105565.88844</td>\n",
       "      <td>-12.955852</td>\n",
       "      <td>14.283423</td>\n",
       "      <td>-2.739087</td>\n",
       "      <td>...</td>\n",
       "      <td>59 days</td>\n",
       "      <td>11 days</td>\n",
       "      <td>1.022470</td>\n",
       "      <td>0.037113</td>\n",
       "      <td>-0.286635</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>CHTR</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "0           0  2018-04-04  2023-04-03  1825 days          90.468626   \n",
       "1           0  2018-04-04  2023-04-03  1825 days          85.544083   \n",
       "2           0  2018-04-04  2023-04-03  1825 days          91.262907   \n",
       "\n",
       "   Equity Final [$]  Equity Peak [$]  Return [%]  Buy & Hold Return [%]  \\\n",
       "0      116550.53214     150158.12114   16.550532              66.529542   \n",
       "1       82650.17030     170614.97776  -17.349830             -18.562470   \n",
       "2       87044.14840     105565.88844  -12.955852              14.283423   \n",
       "\n",
       "   Return (Ann.) [%]  ...  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "0           3.112999  ...              60 days              11 days   \n",
       "1          -3.742273  ...              71 days              10 days   \n",
       "2          -2.739087  ...              59 days              11 days   \n",
       "\n",
       "   Profit Factor  Expectancy [%]       SQN  \\\n",
       "0       1.149201        0.191401  0.306996   \n",
       "1       0.996496       -0.005590 -0.230495   \n",
       "2       1.022470        0.037113 -0.286635   \n",
       "\n",
       "                                       _equity_curve  \\\n",
       "0                    Equity  DrawdownPct Drawdown...   \n",
       "1                    Equity  DrawdownPct Drawdown...   \n",
       "2                    Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                             _trades Instrument  Strategy  \\\n",
       "0       Size  EntryBar  ExitBar  EntryPrice  Exit...        COO       RSI   \n",
       "1       Size  EntryBar  ExitBar  EntryPrice  Exit...        EMN       RSI   \n",
       "2       Size  EntryBar  ExitBar  EntryPrice  Exit...       CHTR       RSI   \n",
       "\n",
       "   StrategyParameters  \n",
       "0                 NaN  \n",
       "1                 NaN  \n",
       "2                 NaN  \n",
       "\n",
       "[3 rows x 33 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def load_data():\n",
    "    path = os.path.join(os.getcwd(), \"output\", \"raw\", \"RSI\")\n",
    "    files = glob.glob(os.path.join(path, \"*.csv\"))\n",
    "    return pd.concat((pd.read_csv(file) for file in files), ignore_index=True)\n",
    "\n",
    "df = load_data()\n",
    "\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Avg. Trade [%]</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Instrument</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>XLMUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>53.896817</td>\n",
       "      <td>924681.308116</td>\n",
       "      <td>1.286656e+06</td>\n",
       "      <td>824.681308</td>\n",
       "      <td>-43.450035</td>\n",
       "      <td>56.140845</td>\n",
       "      <td>...</td>\n",
       "      <td>1.286527</td>\n",
       "      <td>25 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.601912</td>\n",
       "      <td>1.899339</td>\n",
       "      <td>0.987133</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  E...</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOGEUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>60.922064</td>\n",
       "      <td>833774.815190</td>\n",
       "      <td>9.894086e+05</td>\n",
       "      <td>733.774815</td>\n",
       "      <td>2657.148121</td>\n",
       "      <td>52.937175</td>\n",
       "      <td>...</td>\n",
       "      <td>1.159273</td>\n",
       "      <td>44 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.550112</td>\n",
       "      <td>1.769732</td>\n",
       "      <td>1.006109</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ...</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LTCUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>63.227223</td>\n",
       "      <td>566360.566877</td>\n",
       "      <td>7.413635e+05</td>\n",
       "      <td>466.360567</td>\n",
       "      <td>-24.414876</td>\n",
       "      <td>41.535897</td>\n",
       "      <td>...</td>\n",
       "      <td>0.884468</td>\n",
       "      <td>27 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.433786</td>\n",
       "      <td>1.486408</td>\n",
       "      <td>0.956862</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NVDA</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>81.413820</td>\n",
       "      <td>534094.326884</td>\n",
       "      <td>5.750062e+05</td>\n",
       "      <td>434.094327</td>\n",
       "      <td>394.430693</td>\n",
       "      <td>39.842500</td>\n",
       "      <td>...</td>\n",
       "      <td>1.195679</td>\n",
       "      <td>50 days</td>\n",
       "      <td>11 days</td>\n",
       "      <td>1.702251</td>\n",
       "      <td>1.561688</td>\n",
       "      <td>1.548783</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCLH</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>71.723590</td>\n",
       "      <td>468442.541950</td>\n",
       "      <td>4.973392e+05</td>\n",
       "      <td>368.442542</td>\n",
       "      <td>-74.830317</td>\n",
       "      <td>36.219036</td>\n",
       "      <td>...</td>\n",
       "      <td>1.243199</td>\n",
       "      <td>56 days</td>\n",
       "      <td>11 days</td>\n",
       "      <td>1.663047</td>\n",
       "      <td>1.692049</td>\n",
       "      <td>1.555022</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "XLMUSD               0  2018-04-05  2023-03-31  1821 days          53.896817   \n",
       "DOGEUSD              0  2018-04-05  2023-03-31  1821 days          60.922064   \n",
       "LTCUSD               0  2018-04-05  2023-03-31  1821 days          63.227223   \n",
       "NVDA                 0  2018-04-04  2023-04-03  1825 days          81.413820   \n",
       "NCLH                 0  2018-04-04  2023-04-03  1825 days          71.723590   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "XLMUSD         924681.308116     1.286656e+06  824.681308   \n",
       "DOGEUSD        833774.815190     9.894086e+05  733.774815   \n",
       "LTCUSD         566360.566877     7.413635e+05  466.360567   \n",
       "NVDA           534094.326884     5.750062e+05  434.094327   \n",
       "NCLH           468442.541950     4.973392e+05  368.442542   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "XLMUSD                 -43.450035          56.140845  ...        1.286527   \n",
       "DOGEUSD               2657.148121          52.937175  ...        1.159273   \n",
       "LTCUSD                 -24.414876          41.535897  ...        0.884468   \n",
       "NVDA                   394.430693          39.842500  ...        1.195679   \n",
       "NCLH                   -74.830317          36.219036  ...        1.243199   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "XLMUSD                  25 days               6 days       1.601912   \n",
       "DOGEUSD                 44 days               6 days       1.550112   \n",
       "LTCUSD                  27 days               6 days       1.433786   \n",
       "NVDA                    50 days              11 days       1.702251   \n",
       "NCLH                    56 days              11 days       1.663047   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "XLMUSD            1.899339  0.987133   \n",
       "DOGEUSD           1.769732  1.006109   \n",
       "LTCUSD            1.486408  0.956862   \n",
       "NVDA              1.561688  1.548783   \n",
       "NCLH              1.692049  1.555022   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "XLMUSD                         Equity  DrawdownPct Drawdow...   \n",
       "DOGEUSD                        Equity  DrawdownPct Drawdow...   \n",
       "LTCUSD                         Equity  DrawdownPct Drawdow...   \n",
       "NVDA                           Equity  DrawdownPct Drawdow...   \n",
       "NCLH                          Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "XLMUSD              Size  EntryBar  ExitBar  EntryPrice  E...       RSI   \n",
       "DOGEUSD              Size  EntryBar  ExitBar  EntryPrice  ...       RSI   \n",
       "LTCUSD           Size  EntryBar  ExitBar  EntryPrice  Exit...       RSI   \n",
       "NVDA             Size  EntryBar  ExitBar  EntryPrice  Exit...       RSI   \n",
       "NCLH              Size  EntryBar  ExitBar  EntryPrice  Exi...       RSI   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "XLMUSD                     NaN  \n",
       "DOGEUSD                    NaN  \n",
       "LTCUSD                     NaN  \n",
       "NVDA                       NaN  \n",
       "NCLH                       NaN  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the highest return for each instrument for a strategy\n",
    "df[df[\"Strategy\"] == \"RSI\"].groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Instrument</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>53.896817</td>\n",
       "      <td>924681.308116</td>\n",
       "      <td>1.286656e+06</td>\n",
       "      <td>824.681308</td>\n",
       "      <td>-43.450035</td>\n",
       "      <td>56.140845</td>\n",
       "      <td>...</td>\n",
       "      <td>25 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.601912</td>\n",
       "      <td>1.899339</td>\n",
       "      <td>0.987133</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  E...</td>\n",
       "      <td>XLMUSD</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>60.922064</td>\n",
       "      <td>833774.815190</td>\n",
       "      <td>9.894086e+05</td>\n",
       "      <td>733.774815</td>\n",
       "      <td>2657.148121</td>\n",
       "      <td>52.937175</td>\n",
       "      <td>...</td>\n",
       "      <td>44 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.550112</td>\n",
       "      <td>1.769732</td>\n",
       "      <td>1.006109</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ...</td>\n",
       "      <td>DOGEUSD</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>63.227223</td>\n",
       "      <td>566360.566877</td>\n",
       "      <td>7.413635e+05</td>\n",
       "      <td>466.360567</td>\n",
       "      <td>-24.414876</td>\n",
       "      <td>41.535897</td>\n",
       "      <td>...</td>\n",
       "      <td>27 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.433786</td>\n",
       "      <td>1.486408</td>\n",
       "      <td>0.956862</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>LTCUSD</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>81.413820</td>\n",
       "      <td>534094.326884</td>\n",
       "      <td>5.750062e+05</td>\n",
       "      <td>434.094327</td>\n",
       "      <td>394.430693</td>\n",
       "      <td>39.842500</td>\n",
       "      <td>...</td>\n",
       "      <td>50 days</td>\n",
       "      <td>11 days</td>\n",
       "      <td>1.702251</td>\n",
       "      <td>1.561688</td>\n",
       "      <td>1.548783</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>NVDA</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>71.723590</td>\n",
       "      <td>468442.541950</td>\n",
       "      <td>4.973392e+05</td>\n",
       "      <td>368.442542</td>\n",
       "      <td>-74.830317</td>\n",
       "      <td>36.219036</td>\n",
       "      <td>...</td>\n",
       "      <td>56 days</td>\n",
       "      <td>11 days</td>\n",
       "      <td>1.663047</td>\n",
       "      <td>1.692049</td>\n",
       "      <td>1.555022</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>NCLH</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>83.320095</td>\n",
       "      <td>10903.299680</td>\n",
       "      <td>1.146809e+05</td>\n",
       "      <td>-89.096700</td>\n",
       "      <td>37.375887</td>\n",
       "      <td>-35.826061</td>\n",
       "      <td>...</td>\n",
       "      <td>56 days</td>\n",
       "      <td>10 days</td>\n",
       "      <td>0.527511</td>\n",
       "      <td>-1.264599</td>\n",
       "      <td>-2.074708</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>META</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>65.971460</td>\n",
       "      <td>9449.289312</td>\n",
       "      <td>2.570654e+05</td>\n",
       "      <td>-90.550711</td>\n",
       "      <td>-9.929898</td>\n",
       "      <td>-37.663499</td>\n",
       "      <td>...</td>\n",
       "      <td>32 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>0.824361</td>\n",
       "      <td>-0.639819</td>\n",
       "      <td>-0.720139</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice   Exi...</td>\n",
       "      <td>XMRUSD</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>89.674345</td>\n",
       "      <td>9031.127658</td>\n",
       "      <td>1.048056e+05</td>\n",
       "      <td>-90.968872</td>\n",
       "      <td>76.720084</td>\n",
       "      <td>-38.200849</td>\n",
       "      <td>...</td>\n",
       "      <td>54 days</td>\n",
       "      <td>9 days</td>\n",
       "      <td>0.370007</td>\n",
       "      <td>-1.132924</td>\n",
       "      <td>-3.731416</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>TXN</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>86.973789</td>\n",
       "      <td>2243.073721</td>\n",
       "      <td>1.054390e+05</td>\n",
       "      <td>-97.756926</td>\n",
       "      <td>1.813510</td>\n",
       "      <td>-53.236530</td>\n",
       "      <td>...</td>\n",
       "      <td>68 days</td>\n",
       "      <td>10 days</td>\n",
       "      <td>0.307031</td>\n",
       "      <td>-1.969029</td>\n",
       "      <td>-2.649216</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>BIIB</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-01-31</td>\n",
       "      <td>2023-03-30</td>\n",
       "      <td>1519 days</td>\n",
       "      <td>50.394737</td>\n",
       "      <td>0.018955</td>\n",
       "      <td>1.143231e+05</td>\n",
       "      <td>-99.999981</td>\n",
       "      <td>30.991736</td>\n",
       "      <td>-97.569076</td>\n",
       "      <td>...</td>\n",
       "      <td>28 days</td>\n",
       "      <td>5 days</td>\n",
       "      <td>0.705940</td>\n",
       "      <td>-1.624275</td>\n",
       "      <td>-1.677469</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice ...</td>\n",
       "      <td>BTTBUSD</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>526 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "46            0  2018-04-05  2023-03-31  1821 days          53.896817   \n",
       "215           0  2018-04-05  2023-03-31  1821 days          60.922064   \n",
       "32            0  2018-04-05  2023-03-31  1821 days          63.227223   \n",
       "79            0  2018-04-04  2023-04-03  1825 days          81.413820   \n",
       "154           0  2018-04-04  2023-04-03  1825 days          71.723590   \n",
       "..          ...         ...         ...        ...                ...   \n",
       "123           0  2018-04-04  2023-04-03  1825 days          83.320095   \n",
       "138           0  2018-04-05  2023-03-31  1821 days          65.971460   \n",
       "419           0  2018-04-04  2023-04-03  1825 days          89.674345   \n",
       "160           0  2018-04-04  2023-04-03  1825 days          86.973789   \n",
       "159           0  2019-01-31  2023-03-30  1519 days          50.394737   \n",
       "\n",
       "     Equity Final [$]  Equity Peak [$]  Return [%]  Buy & Hold Return [%]  \\\n",
       "46      924681.308116     1.286656e+06  824.681308             -43.450035   \n",
       "215     833774.815190     9.894086e+05  733.774815            2657.148121   \n",
       "32      566360.566877     7.413635e+05  466.360567             -24.414876   \n",
       "79      534094.326884     5.750062e+05  434.094327             394.430693   \n",
       "154     468442.541950     4.973392e+05  368.442542             -74.830317   \n",
       "..                ...              ...         ...                    ...   \n",
       "123      10903.299680     1.146809e+05  -89.096700              37.375887   \n",
       "138       9449.289312     2.570654e+05  -90.550711              -9.929898   \n",
       "419       9031.127658     1.048056e+05  -90.968872              76.720084   \n",
       "160       2243.073721     1.054390e+05  -97.756926               1.813510   \n",
       "159          0.018955     1.143231e+05  -99.999981              30.991736   \n",
       "\n",
       "     Return (Ann.) [%]  ...  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "46           56.140845  ...              25 days               6 days   \n",
       "215          52.937175  ...              44 days               6 days   \n",
       "32           41.535897  ...              27 days               6 days   \n",
       "79           39.842500  ...              50 days              11 days   \n",
       "154          36.219036  ...              56 days              11 days   \n",
       "..                 ...  ...                  ...                  ...   \n",
       "123         -35.826061  ...              56 days              10 days   \n",
       "138         -37.663499  ...              32 days               6 days   \n",
       "419         -38.200849  ...              54 days               9 days   \n",
       "160         -53.236530  ...              68 days              10 days   \n",
       "159         -97.569076  ...              28 days               5 days   \n",
       "\n",
       "     Profit Factor  Expectancy [%]       SQN  \\\n",
       "46        1.601912        1.899339  0.987133   \n",
       "215       1.550112        1.769732  1.006109   \n",
       "32        1.433786        1.486408  0.956862   \n",
       "79        1.702251        1.561688  1.548783   \n",
       "154       1.663047        1.692049  1.555022   \n",
       "..             ...             ...       ...   \n",
       "123       0.527511       -1.264599 -2.074708   \n",
       "138       0.824361       -0.639819 -0.720139   \n",
       "419       0.370007       -1.132924 -3.731416   \n",
       "160       0.307031       -1.969029 -2.649216   \n",
       "159       0.705940       -1.624275 -1.677469   \n",
       "\n",
       "                                         _equity_curve  \\\n",
       "46                      Equity  DrawdownPct Drawdow...   \n",
       "215                     Equity  DrawdownPct Drawdow...   \n",
       "32                      Equity  DrawdownPct Drawdow...   \n",
       "79                      Equity  DrawdownPct Drawdow...   \n",
       "154                    Equity  DrawdownPct Drawdown...   \n",
       "..                                                 ...   \n",
       "123                    Equity  DrawdownPct Drawdown...   \n",
       "138                     Equity  DrawdownPct Drawdow...   \n",
       "419                     Equity  DrawdownPct Drawdow...   \n",
       "160                     Equity  DrawdownPct Drawdow...   \n",
       "159                     Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                               _trades Instrument  Strategy  \\\n",
       "46           Size  EntryBar  ExitBar  EntryPrice  E...     XLMUSD       RSI   \n",
       "215           Size  EntryBar  ExitBar  EntryPrice  ...    DOGEUSD       RSI   \n",
       "32        Size  EntryBar  ExitBar  EntryPrice  Exit...     LTCUSD       RSI   \n",
       "79        Size  EntryBar  ExitBar  EntryPrice  Exit...       NVDA       RSI   \n",
       "154        Size  EntryBar  ExitBar  EntryPrice  Exi...       NCLH       RSI   \n",
       "..                                                 ...        ...       ...   \n",
       "123       Size  EntryBar  ExitBar  EntryPrice  Exit...       META       RSI   \n",
       "138       Size  EntryBar  ExitBar  EntryPrice   Exi...     XMRUSD       RSI   \n",
       "419       Size  EntryBar  ExitBar  EntryPrice  Exit...        TXN       RSI   \n",
       "160       Size  EntryBar  ExitBar  EntryPrice  Exit...       BIIB       RSI   \n",
       "159            Size  EntryBar  ExitBar  EntryPrice ...    BTTBUSD       RSI   \n",
       "\n",
       "     StrategyParameters  \n",
       "46                  NaN  \n",
       "215                 NaN  \n",
       "32                  NaN  \n",
       "79                  NaN  \n",
       "154                 NaN  \n",
       "..                  ...  \n",
       "123                 NaN  \n",
       "138                 NaN  \n",
       "419                 NaN  \n",
       "160                 NaN  \n",
       "159                 NaN  \n",
       "\n",
       "[526 rows x 33 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "         0\n",
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       "..     ...\n",
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       "\n",
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      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sorted = df.sort_values(\"Return [%]\", ascending=False)\n",
    "display(df_sorted.groupby(\"Instrument\").head(5))\n",
    "pd.DataFrame(df_sorted[\"Buy & Hold Return [%]\"] > df_sorted[\"Return [%]\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the highest return for each instrument for a strategy vs buy and hold in matplotlib bar chart 2 subplots\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5), sharey=True, gridspec_kw={'width_ratios': [3, 2]})\n",
    "\n",
    "df[df[\"Strategy\"] == \"RSI\"].groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5).plot.bar(y=\"Return [%]\", ax=ax1)\n",
    "df[df[\"Strategy\"] == \"RSI\"].groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5).plot.bar(y=\"Buy & Hold Return [%]\", ax=ax2)\n",
    "\n",
    "ax1.set_title(\"Highest Return for RSI Strategy\")\n",
    "ax2.set_title(\"Highest Buy & Hold Return for RSI Strategy\")\n",
    "\n",
    "ax1.yaxis.set_major_formatter(ticker.PercentFormatter())\n",
    "ax2.yaxis.set_major_formatter(ticker.PercentFormatter())\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linear Regression"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Linear regression is a statistical method that allows us to summarize and study relationships between variables. In finance, linear regression is used to determine the relationship between the price of a security and a variable. The variable can be the price of another security, the price of a commodity, the price of a currency, or even the price of a stock index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Instrument</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>97.378872</td>\n",
       "      <td>57044.69118</td>\n",
       "      <td>106308.18130</td>\n",
       "      <td>-42.955309</td>\n",
       "      <td>66.529542</td>\n",
       "      <td>-10.627415</td>\n",
       "      <td>...</td>\n",
       "      <td>40 days</td>\n",
       "      <td>9 days</td>\n",
       "      <td>0.858530</td>\n",
       "      <td>-0.206187</td>\n",
       "      <td>-1.168688</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>COO</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>96.187450</td>\n",
       "      <td>141342.22128</td>\n",
       "      <td>386420.96714</td>\n",
       "      <td>41.342221</td>\n",
       "      <td>-18.562470</td>\n",
       "      <td>7.171240</td>\n",
       "      <td>...</td>\n",
       "      <td>42 days</td>\n",
       "      <td>10 days</td>\n",
       "      <td>1.196545</td>\n",
       "      <td>0.320635</td>\n",
       "      <td>0.258211</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>EMN</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>97.537728</td>\n",
       "      <td>76738.05388</td>\n",
       "      <td>111391.65960</td>\n",
       "      <td>-23.261946</td>\n",
       "      <td>14.283423</td>\n",
       "      <td>-5.161672</td>\n",
       "      <td>...</td>\n",
       "      <td>34 days</td>\n",
       "      <td>10 days</td>\n",
       "      <td>0.983218</td>\n",
       "      <td>-0.026958</td>\n",
       "      <td>-0.443599</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>CHTR</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "0           0  2018-04-04  2023-04-03  1825 days          97.378872   \n",
       "1           0  2018-04-04  2023-04-03  1825 days          96.187450   \n",
       "2           0  2018-04-04  2023-04-03  1825 days          97.537728   \n",
       "\n",
       "   Equity Final [$]  Equity Peak [$]  Return [%]  Buy & Hold Return [%]  \\\n",
       "0       57044.69118     106308.18130  -42.955309              66.529542   \n",
       "1      141342.22128     386420.96714   41.342221             -18.562470   \n",
       "2       76738.05388     111391.65960  -23.261946              14.283423   \n",
       "\n",
       "   Return (Ann.) [%]  ...  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "0         -10.627415  ...              40 days               9 days   \n",
       "1           7.171240  ...              42 days              10 days   \n",
       "2          -5.161672  ...              34 days              10 days   \n",
       "\n",
       "   Profit Factor  Expectancy [%]       SQN  \\\n",
       "0       0.858530       -0.206187 -1.168688   \n",
       "1       1.196545        0.320635  0.258211   \n",
       "2       0.983218       -0.026958 -0.443599   \n",
       "\n",
       "                                       _equity_curve  \\\n",
       "0                    Equity  DrawdownPct Drawdown...   \n",
       "1                    Equity  DrawdownPct Drawdown...   \n",
       "2                    Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                             _trades Instrument  \\\n",
       "0       Size  EntryBar  ExitBar  EntryPrice  Exit...        COO   \n",
       "1       Size  EntryBar  ExitBar  EntryPrice  Exit...        EMN   \n",
       "2       Size  EntryBar  ExitBar  EntryPrice  Exit...       CHTR   \n",
       "\n",
       "           Strategy  StrategyParameters  \n",
       "0  LinearRegression                 NaN  \n",
       "1  LinearRegression                 NaN  \n",
       "2  LinearRegression                 NaN  \n",
       "\n",
       "[3 rows x 33 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def load_data():\n",
    "    path = os.path.join(os.getcwd(), \"output\", \"raw\", \"LinearRegression\")\n",
    "    files = glob.glob(os.path.join(path, \"*.csv\"))\n",
    "    return pd.concat((pd.read_csv(file) for file in files), ignore_index=True)\n",
    "\n",
    "df = load_data()\n",
    "\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Start</th>\n",
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       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
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       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Avg. Trade [%]</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Instrument</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>XLMUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>80.241493</td>\n",
       "      <td>2.653810e+06</td>\n",
       "      <td>3.724925e+06</td>\n",
       "      <td>2553.810323</td>\n",
       "      <td>-43.450035</td>\n",
       "      <td>92.860313</td>\n",
       "      <td>...</td>\n",
       "      <td>1.244886</td>\n",
       "      <td>23 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.576115</td>\n",
       "      <td>1.795711</td>\n",
       "      <td>0.893627</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ...</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XRPUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>80.241493</td>\n",
       "      <td>2.019745e+06</td>\n",
       "      <td>4.604347e+06</td>\n",
       "      <td>1919.744609</td>\n",
       "      <td>8.983241</td>\n",
       "      <td>82.595107</td>\n",
       "      <td>...</td>\n",
       "      <td>1.195052</td>\n",
       "      <td>22 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.569680</td>\n",
       "      <td>1.740273</td>\n",
       "      <td>0.722161</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  E...</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOGEUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>76.509330</td>\n",
       "      <td>1.769805e+06</td>\n",
       "      <td>1.858788e+06</td>\n",
       "      <td>1669.804828</td>\n",
       "      <td>2657.148121</td>\n",
       "      <td>77.826314</td>\n",
       "      <td>...</td>\n",
       "      <td>1.165389</td>\n",
       "      <td>25 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.545380</td>\n",
       "      <td>1.750648</td>\n",
       "      <td>1.457249</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ...</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "XLMUSD               0  2018-04-05  2023-03-31  1821 days          80.241493   \n",
       "XRPUSD               0  2018-04-05  2023-03-31  1821 days          80.241493   \n",
       "DOGEUSD              0  2018-04-05  2023-03-31  1821 days          76.509330   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]   Return [%]  \\\n",
       "Instrument                                                   \n",
       "XLMUSD          2.653810e+06     3.724925e+06  2553.810323   \n",
       "XRPUSD          2.019745e+06     4.604347e+06  1919.744609   \n",
       "DOGEUSD         1.769805e+06     1.858788e+06  1669.804828   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "XLMUSD                 -43.450035          92.860313  ...        1.244886   \n",
       "XRPUSD                   8.983241          82.595107  ...        1.195052   \n",
       "DOGEUSD               2657.148121          77.826314  ...        1.165389   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "XLMUSD                  23 days               6 days       1.576115   \n",
       "XRPUSD                  22 days               6 days       1.569680   \n",
       "DOGEUSD                 25 days               6 days       1.545380   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "XLMUSD            1.795711  0.893627   \n",
       "XRPUSD            1.740273  0.722161   \n",
       "DOGEUSD           1.750648  1.457249   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "XLMUSD                        Equity  DrawdownPct Drawdown...   \n",
       "XRPUSD                        Equity  DrawdownPct Drawdown...   \n",
       "DOGEUSD                       Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  \\\n",
       "Instrument                                                      \n",
       "XLMUSD               Size  EntryBar  ExitBar  EntryPrice  ...   \n",
       "XRPUSD              Size  EntryBar  ExitBar  EntryPrice  E...   \n",
       "DOGEUSD              Size  EntryBar  ExitBar  EntryPrice  ...   \n",
       "\n",
       "                    Strategy  StrategyParameters  \n",
       "Instrument                                        \n",
       "XLMUSD      LinearRegression                 NaN  \n",
       "XRPUSD      LinearRegression                 NaN  \n",
       "DOGEUSD     LinearRegression                 NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the highest return for each instrument\n",
    "df.groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Start</th>\n",
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       "      <th>Duration</th>\n",
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       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
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       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Instrument</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>80.241493</td>\n",
       "      <td>2.653810e+06</td>\n",
       "      <td>3.724925e+06</td>\n",
       "      <td>2553.810323</td>\n",
       "      <td>-43.450035</td>\n",
       "      <td>92.860313</td>\n",
       "      <td>...</td>\n",
       "      <td>23 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.576115</td>\n",
       "      <td>1.795711</td>\n",
       "      <td>0.893627</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ...</td>\n",
       "      <td>XLMUSD</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>80.241493</td>\n",
       "      <td>2.019745e+06</td>\n",
       "      <td>4.604347e+06</td>\n",
       "      <td>1919.744609</td>\n",
       "      <td>8.983241</td>\n",
       "      <td>82.595107</td>\n",
       "      <td>...</td>\n",
       "      <td>22 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.569680</td>\n",
       "      <td>1.740273</td>\n",
       "      <td>0.722161</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  E...</td>\n",
       "      <td>XRPUSD</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>76.509330</td>\n",
       "      <td>1.769805e+06</td>\n",
       "      <td>1.858788e+06</td>\n",
       "      <td>1669.804828</td>\n",
       "      <td>2657.148121</td>\n",
       "      <td>77.826314</td>\n",
       "      <td>...</td>\n",
       "      <td>25 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.545380</td>\n",
       "      <td>1.750648</td>\n",
       "      <td>1.457249</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ...</td>\n",
       "      <td>DOGEUSD</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>78.924259</td>\n",
       "      <td>8.093213e+05</td>\n",
       "      <td>1.332365e+06</td>\n",
       "      <td>709.321320</td>\n",
       "      <td>49.520273</td>\n",
       "      <td>52.027883</td>\n",
       "      <td>...</td>\n",
       "      <td>17 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.393354</td>\n",
       "      <td>1.375991</td>\n",
       "      <td>1.076024</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>ETCUSD</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>74.368825</td>\n",
       "      <td>5.753174e+05</td>\n",
       "      <td>1.382664e+06</td>\n",
       "      <td>475.317354</td>\n",
       "      <td>-73.846306</td>\n",
       "      <td>41.981493</td>\n",
       "      <td>...</td>\n",
       "      <td>20 days</td>\n",
       "      <td>5 days</td>\n",
       "      <td>1.346114</td>\n",
       "      <td>1.264654</td>\n",
       "      <td>0.482553</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>NEOUSD</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>96.505163</td>\n",
       "      <td>6.066364e+03</td>\n",
       "      <td>1.003380e+05</td>\n",
       "      <td>-93.933636</td>\n",
       "      <td>41.057195</td>\n",
       "      <td>-42.932040</td>\n",
       "      <td>...</td>\n",
       "      <td>28 days</td>\n",
       "      <td>8 days</td>\n",
       "      <td>0.521247</td>\n",
       "      <td>-1.108599</td>\n",
       "      <td>-3.441286</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>QRVO</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>84.028540</td>\n",
       "      <td>5.811397e+03</td>\n",
       "      <td>2.179415e+05</td>\n",
       "      <td>-94.188603</td>\n",
       "      <td>-9.929898</td>\n",
       "      <td>-43.447844</td>\n",
       "      <td>...</td>\n",
       "      <td>21 days</td>\n",
       "      <td>5 days</td>\n",
       "      <td>0.869580</td>\n",
       "      <td>-0.496079</td>\n",
       "      <td>-0.629513</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice   Exi...</td>\n",
       "      <td>XMRUSD</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>87.609214</td>\n",
       "      <td>5.118483e+03</td>\n",
       "      <td>1.034586e+05</td>\n",
       "      <td>-94.881517</td>\n",
       "      <td>65.701699</td>\n",
       "      <td>-44.840136</td>\n",
       "      <td>...</td>\n",
       "      <td>28 days</td>\n",
       "      <td>7 days</td>\n",
       "      <td>0.678717</td>\n",
       "      <td>-1.037439</td>\n",
       "      <td>-2.751816</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>MRO</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-01-31</td>\n",
       "      <td>2023-03-30</td>\n",
       "      <td>1519 days</td>\n",
       "      <td>60.592105</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.230131e+05</td>\n",
       "      <td>-100.000000</td>\n",
       "      <td>30.991736</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24 days</td>\n",
       "      <td>5 days</td>\n",
       "      <td>0.008030</td>\n",
       "      <td>-615.387965</td>\n",
       "      <td>-0.999625</td>\n",
       "      <td>Equity  DrawdownPct DrawdownDura...</td>\n",
       "      <td>Size  EntryBar  ExitBar    EntryP...</td>\n",
       "      <td>BTTBUSD</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>47.736299</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.123269e+05</td>\n",
       "      <td>-100.000000</td>\n",
       "      <td>1200.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>27 days</td>\n",
       "      <td>7 days</td>\n",
       "      <td>0.098055</td>\n",
       "      <td>-35.278420</td>\n",
       "      <td>-0.993034</td>\n",
       "      <td>Equity  DrawdownPct DrawdownDura...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Ex...</td>\n",
       "      <td>GEN</td>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>526 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "46            0  2018-04-05  2023-03-31  1821 days          80.241493   \n",
       "190           0  2018-04-05  2023-03-31  1821 days          80.241493   \n",
       "215           0  2018-04-05  2023-03-31  1821 days          76.509330   \n",
       "390           0  2018-04-05  2023-03-31  1821 days          78.924259   \n",
       "439           0  2018-04-05  2023-03-31  1821 days          74.368825   \n",
       "..          ...         ...         ...        ...                ...   \n",
       "298           0  2018-04-04  2023-04-03  1825 days          96.505163   \n",
       "138           0  2018-04-05  2023-03-31  1821 days          84.028540   \n",
       "43            0  2018-04-04  2023-04-03  1825 days          87.609214   \n",
       "159           0  2019-01-31  2023-03-30  1519 days          60.592105   \n",
       "186           0  2018-04-04  2023-04-03  1825 days          47.736299   \n",
       "\n",
       "     Equity Final [$]  Equity Peak [$]   Return [%]  Buy & Hold Return [%]  \\\n",
       "46       2.653810e+06     3.724925e+06  2553.810323             -43.450035   \n",
       "190      2.019745e+06     4.604347e+06  1919.744609               8.983241   \n",
       "215      1.769805e+06     1.858788e+06  1669.804828            2657.148121   \n",
       "390      8.093213e+05     1.332365e+06   709.321320              49.520273   \n",
       "439      5.753174e+05     1.382664e+06   475.317354             -73.846306   \n",
       "..                ...              ...          ...                    ...   \n",
       "298      6.066364e+03     1.003380e+05   -93.933636              41.057195   \n",
       "138      5.811397e+03     2.179415e+05   -94.188603              -9.929898   \n",
       "43       5.118483e+03     1.034586e+05   -94.881517              65.701699   \n",
       "159      0.000000e+00     4.230131e+05  -100.000000              30.991736   \n",
       "186      0.000000e+00     2.123269e+05  -100.000000            1200.000000   \n",
       "\n",
       "     Return (Ann.) [%]  ...  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "46           92.860313  ...              23 days               6 days   \n",
       "190          82.595107  ...              22 days               6 days   \n",
       "215          77.826314  ...              25 days               6 days   \n",
       "390          52.027883  ...              17 days               6 days   \n",
       "439          41.981493  ...              20 days               5 days   \n",
       "..                 ...  ...                  ...                  ...   \n",
       "298         -42.932040  ...              28 days               8 days   \n",
       "138         -43.447844  ...              21 days               5 days   \n",
       "43          -44.840136  ...              28 days               7 days   \n",
       "159           0.000000  ...              24 days               5 days   \n",
       "186           0.000000  ...              27 days               7 days   \n",
       "\n",
       "     Profit Factor  Expectancy [%]       SQN  \\\n",
       "46        1.576115        1.795711  0.893627   \n",
       "190       1.569680        1.740273  0.722161   \n",
       "215       1.545380        1.750648  1.457249   \n",
       "390       1.393354        1.375991  1.076024   \n",
       "439       1.346114        1.264654  0.482553   \n",
       "..             ...             ...       ...   \n",
       "298       0.521247       -1.108599 -3.441286   \n",
       "138       0.869580       -0.496079 -0.629513   \n",
       "43        0.678717       -1.037439 -2.751816   \n",
       "159       0.008030     -615.387965 -0.999625   \n",
       "186       0.098055      -35.278420 -0.993034   \n",
       "\n",
       "                                         _equity_curve  \\\n",
       "46                     Equity  DrawdownPct Drawdown...   \n",
       "190                    Equity  DrawdownPct Drawdown...   \n",
       "215                    Equity  DrawdownPct Drawdown...   \n",
       "390                     Equity  DrawdownPct Drawdow...   \n",
       "439                     Equity  DrawdownPct Drawdow...   \n",
       "..                                                 ...   \n",
       "298                    Equity  DrawdownPct Drawdown...   \n",
       "138                     Equity  DrawdownPct Drawdow...   \n",
       "43                     Equity  DrawdownPct Drawdown...   \n",
       "159                Equity  DrawdownPct DrawdownDura...   \n",
       "186                Equity  DrawdownPct DrawdownDura...   \n",
       "\n",
       "                                               _trades Instrument  \\\n",
       "46            Size  EntryBar  ExitBar  EntryPrice  ...     XLMUSD   \n",
       "190          Size  EntryBar  ExitBar  EntryPrice  E...     XRPUSD   \n",
       "215           Size  EntryBar  ExitBar  EntryPrice  ...    DOGEUSD   \n",
       "390        Size  EntryBar  ExitBar  EntryPrice  Exi...     ETCUSD   \n",
       "439        Size  EntryBar  ExitBar  EntryPrice  Exi...     NEOUSD   \n",
       "..                                                 ...        ...   \n",
       "298       Size  EntryBar  ExitBar  EntryPrice  Exit...       QRVO   \n",
       "138       Size  EntryBar  ExitBar  EntryPrice   Exi...     XMRUSD   \n",
       "43        Size  EntryBar  ExitBar  EntryPrice  Exit...        MRO   \n",
       "159               Size  EntryBar  ExitBar    EntryP...    BTTBUSD   \n",
       "186         Size  EntryBar  ExitBar  EntryPrice  Ex...        GEN   \n",
       "\n",
       "             Strategy  StrategyParameters  \n",
       "46   LinearRegression                 NaN  \n",
       "190  LinearRegression                 NaN  \n",
       "215  LinearRegression                 NaN  \n",
       "390  LinearRegression                 NaN  \n",
       "439  LinearRegression                 NaN  \n",
       "..                ...                 ...  \n",
       "298  LinearRegression                 NaN  \n",
       "138  LinearRegression                 NaN  \n",
       "43   LinearRegression                 NaN  \n",
       "159  LinearRegression                 NaN  \n",
       "186  LinearRegression                 NaN  \n",
       "\n",
       "[526 rows x 33 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "         0\n",
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       "..     ...\n",
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       "\n",
       "[526 rows x 1 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sorted = df.sort_values(\"Return [%]\", ascending=False)\n",
    "display(df_sorted.groupby(\"Instrument\").head(5))\n",
    "pd.DataFrame(df_sorted[\"Buy & Hold Return [%]\"] > df_sorted[\"Return [%]\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the highest return for each instrument for a strategy vs buy and hold in matplotlib bar chart 2 subplots\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5), sharey=True, gridspec_kw={'width_ratios': [3, 2]})\n",
    "\n",
    "df.groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5).plot.bar(y=\"Return [%]\", ax=ax1)\n",
    "df.groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5).plot.bar(y=\"Buy & Hold Return [%]\", ax=ax2)\n",
    "\n",
    "ax1.set_title(\"Highest Return for LinearRegression Strategy\")\n",
    "ax2.set_title(\"Highest Buy & Hold Return for LinearRegression Strategy\")\n",
    "\n",
    "ax1.yaxis.set_major_formatter(ticker.PercentFormatter())\n",
    "ax2.yaxis.set_major_formatter(ticker.PercentFormatter())\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# All"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All Strategies is a combination of all the strategies above. It is used to compare the performance of all the strategies at once."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'EMA'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Avg. Trade [%]</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Strategy</th>\n",
       "      <th>StrategyParameters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Instrument</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>BTCBUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1382 days</td>\n",
       "      <td>18.872017</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>393782.593444</td>\n",
       "      <td>293.782593</td>\n",
       "      <td>210.943940</td>\n",
       "      <td>43.581840</td>\n",
       "      <td>...</td>\n",
       "      <td>14.072717</td>\n",
       "      <td>61 days</td>\n",
       "      <td>23 days</td>\n",
       "      <td>6.421473</td>\n",
       "      <td>15.252700</td>\n",
       "      <td>2.629925</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar    EntryPrice     ...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALB</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>27.482129</td>\n",
       "      <td>305970.087320</td>\n",
       "      <td>388914.172840</td>\n",
       "      <td>205.970087</td>\n",
       "      <td>138.460699</td>\n",
       "      <td>25.087222</td>\n",
       "      <td>...</td>\n",
       "      <td>7.741782</td>\n",
       "      <td>92 days</td>\n",
       "      <td>33 days</td>\n",
       "      <td>3.644084</td>\n",
       "      <td>8.894928</td>\n",
       "      <td>1.496703</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OMGUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>5.872667</td>\n",
       "      <td>299623.079618</td>\n",
       "      <td>299623.079618</td>\n",
       "      <td>199.623080</td>\n",
       "      <td>-82.153223</td>\n",
       "      <td>24.586789</td>\n",
       "      <td>...</td>\n",
       "      <td>6.667965</td>\n",
       "      <td>20 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>2.674593</td>\n",
       "      <td>8.083346</td>\n",
       "      <td>1.641231</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>EMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 32 columns</p>\n",
       "</div>"
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      "text/plain": [
       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "BTCBUSD              0  2019-06-18  2023-03-31  1382 days          18.872017   \n",
       "ALB                  0  2018-04-04  2023-04-03  1825 days          27.482129   \n",
       "OMGUSD               0  2018-04-05  2023-03-31  1821 days           5.872667   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "BTCBUSD        393782.593444    393782.593444  293.782593   \n",
       "ALB            305970.087320    388914.172840  205.970087   \n",
       "OMGUSD         299623.079618    299623.079618  199.623080   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "BTCBUSD                210.943940          43.581840  ...       14.072717   \n",
       "ALB                    138.460699          25.087222  ...        7.741782   \n",
       "OMGUSD                 -82.153223          24.586789  ...        6.667965   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "BTCBUSD                 61 days              23 days       6.421473   \n",
       "ALB                     92 days              33 days       3.644084   \n",
       "OMGUSD                  20 days               6 days       2.674593   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "BTCBUSD          15.252700  2.629925   \n",
       "ALB               8.894928  1.496703   \n",
       "OMGUSD            8.083346  1.641231   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "BTCBUSD                        Equity  DrawdownPct Drawdow...   \n",
       "ALB                           Equity  DrawdownPct Drawdown...   \n",
       "OMGUSD                         Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "BTCBUSD         Size  EntryBar  ExitBar    EntryPrice     ...       EMA   \n",
       "ALB             Size  EntryBar  ExitBar  EntryPrice  ExitP...       EMA   \n",
       "OMGUSD            Size  EntryBar  ExitBar  EntryPrice  Exi...       EMA   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "BTCBUSD                    NaN  \n",
       "ALB                        NaN  \n",
       "OMGUSD                     NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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    {
     "data": {
      "text/plain": [
       "'RSI'"
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       "      <th>Instrument</th>\n",
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       "    <tr>\n",
       "      <th>XLMUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>53.896817</td>\n",
       "      <td>924681.308116</td>\n",
       "      <td>1.286656e+06</td>\n",
       "      <td>824.681308</td>\n",
       "      <td>-43.450035</td>\n",
       "      <td>56.140845</td>\n",
       "      <td>...</td>\n",
       "      <td>1.286527</td>\n",
       "      <td>25 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.601912</td>\n",
       "      <td>1.899339</td>\n",
       "      <td>0.987133</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
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       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>DOGEUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>60.922064</td>\n",
       "      <td>833774.815190</td>\n",
       "      <td>9.894086e+05</td>\n",
       "      <td>733.774815</td>\n",
       "      <td>2657.148121</td>\n",
       "      <td>52.937175</td>\n",
       "      <td>...</td>\n",
       "      <td>1.159273</td>\n",
       "      <td>44 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.550112</td>\n",
       "      <td>1.769732</td>\n",
       "      <td>1.006109</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ...</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LTCUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>63.227223</td>\n",
       "      <td>566360.566877</td>\n",
       "      <td>7.413635e+05</td>\n",
       "      <td>466.360567</td>\n",
       "      <td>-24.414876</td>\n",
       "      <td>41.535897</td>\n",
       "      <td>...</td>\n",
       "      <td>0.884468</td>\n",
       "      <td>27 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.433786</td>\n",
       "      <td>1.486408</td>\n",
       "      <td>0.956862</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>RSI</td>\n",
       "      <td>NaN</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "XLMUSD               0  2018-04-05  2023-03-31  1821 days          53.896817   \n",
       "DOGEUSD              0  2018-04-05  2023-03-31  1821 days          60.922064   \n",
       "LTCUSD               0  2018-04-05  2023-03-31  1821 days          63.227223   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "XLMUSD         924681.308116     1.286656e+06  824.681308   \n",
       "DOGEUSD        833774.815190     9.894086e+05  733.774815   \n",
       "LTCUSD         566360.566877     7.413635e+05  466.360567   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "XLMUSD                 -43.450035          56.140845  ...        1.286527   \n",
       "DOGEUSD               2657.148121          52.937175  ...        1.159273   \n",
       "LTCUSD                 -24.414876          41.535897  ...        0.884468   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "XLMUSD                  25 days               6 days       1.601912   \n",
       "DOGEUSD                 44 days               6 days       1.550112   \n",
       "LTCUSD                  27 days               6 days       1.433786   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "XLMUSD            1.899339  0.987133   \n",
       "DOGEUSD           1.769732  1.006109   \n",
       "LTCUSD            1.486408  0.956862   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "XLMUSD                         Equity  DrawdownPct Drawdow...   \n",
       "DOGEUSD                        Equity  DrawdownPct Drawdow...   \n",
       "LTCUSD                         Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "XLMUSD              Size  EntryBar  ExitBar  EntryPrice  E...       RSI   \n",
       "DOGEUSD              Size  EntryBar  ExitBar  EntryPrice  ...       RSI   \n",
       "LTCUSD           Size  EntryBar  ExitBar  EntryPrice  Exit...       RSI   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "XLMUSD                     NaN  \n",
       "DOGEUSD                    NaN  \n",
       "LTCUSD                     NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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     "data": {
      "text/plain": [
       "'BollingerBands'"
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       "      <th>STE</th>\n",
       "      <td>0</td>\n",
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       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>84.511517</td>\n",
       "      <td>493426.265020</td>\n",
       "      <td>494849.115020</td>\n",
       "      <td>393.426265</td>\n",
       "      <td>105.124892</td>\n",
       "      <td>37.643141</td>\n",
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       "      <td>2.791850</td>\n",
       "      <td>133 days</td>\n",
       "      <td>27 days</td>\n",
       "      <td>4.132094</td>\n",
       "      <td>3.075060</td>\n",
       "      <td>2.625774</td>\n",
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       "      <td>70.293884</td>\n",
       "      <td>385956.330060</td>\n",
       "      <td>420579.586180</td>\n",
       "      <td>285.956330</td>\n",
       "      <td>78.867102</td>\n",
       "      <td>31.039072</td>\n",
       "      <td>...</td>\n",
       "      <td>2.202963</td>\n",
       "      <td>174 days</td>\n",
       "      <td>21 days</td>\n",
       "      <td>2.543002</td>\n",
       "      <td>2.605774</td>\n",
       "      <td>1.977124</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>BollingerBands</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>DXCM</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>51.628276</td>\n",
       "      <td>379963.442575</td>\n",
       "      <td>536702.352295</td>\n",
       "      <td>279.963443</td>\n",
       "      <td>538.802661</td>\n",
       "      <td>30.629258</td>\n",
       "      <td>...</td>\n",
       "      <td>2.600627</td>\n",
       "      <td>96 days</td>\n",
       "      <td>18 days</td>\n",
       "      <td>2.163181</td>\n",
       "      <td>3.250566</td>\n",
       "      <td>1.245178</td>\n",
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       "      <td>Size  EntryBar  ExitBar  EntryPrice   Exit...</td>\n",
       "      <td>BollingerBands</td>\n",
       "      <td>NaN</td>\n",
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       "</table>\n",
       "<p>3 rows × 32 columns</p>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "STE                  0  2018-04-04  2023-04-03  1825 days          84.511517   \n",
       "HLT                  0  2018-04-04  2023-04-03  1825 days          70.293884   \n",
       "DXCM                 0  2018-04-04  2023-04-03  1825 days          51.628276   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "STE            493426.265020    494849.115020  393.426265   \n",
       "HLT            385956.330060    420579.586180  285.956330   \n",
       "DXCM           379963.442575    536702.352295  279.963443   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "STE                    105.124892          37.643141  ...        2.791850   \n",
       "HLT                     78.867102          31.039072  ...        2.202963   \n",
       "DXCM                   538.802661          30.629258  ...        2.600627   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "STE                    133 days              27 days       4.132094   \n",
       "HLT                    174 days              21 days       2.543002   \n",
       "DXCM                    96 days              18 days       2.163181   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "STE               3.075060  2.625774   \n",
       "HLT               2.605774  1.977124   \n",
       "DXCM              3.250566  1.245178   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "STE                           Equity  DrawdownPct Drawdown...   \n",
       "HLT                           Equity  DrawdownPct Drawdown...   \n",
       "DXCM                           Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades        Strategy  \\\n",
       "Instrument                                                                      \n",
       "STE             Size  EntryBar  ExitBar  EntryPrice  ExitP...  BollingerBands   \n",
       "HLT             Size  EntryBar  ExitBar  EntryPrice  ExitP...  BollingerBands   \n",
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       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "STE                        NaN  \n",
       "HLT                        NaN  \n",
       "DXCM                       NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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       "      <td>1.019760e+06</td>\n",
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       "      <td>72 days</td>\n",
       "      <td>15 days</td>\n",
       "      <td>2.359086</td>\n",
       "      <td>6.415329</td>\n",
       "      <td>1.201923</td>\n",
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       "      <td>22.886937</td>\n",
       "      <td>678951.187180</td>\n",
       "      <td>1.005800e+06</td>\n",
       "      <td>578.951187</td>\n",
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       "      <td>46.771469</td>\n",
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       "      <td>5.625027</td>\n",
       "      <td>50 days</td>\n",
       "      <td>11 days</td>\n",
       "      <td>2.401907</td>\n",
       "      <td>7.026593</td>\n",
       "      <td>1.118846</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "ZECUSD               0  2018-04-05  2023-03-31  1821 days          24.533480   \n",
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       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
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       "Instrument                                                            \n",
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       "BATUSD                  50 days              11 days       2.401907   \n",
       "\n",
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       "Instrument                                                                \n",
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       "DASHUSD                    NaN  \n",
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       "      <td>6 days</td>\n",
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       "      <td>1.769805e+06</td>\n",
       "      <td>1.858788e+06</td>\n",
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       "      <td>6 days</td>\n",
       "      <td>1.545380</td>\n",
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       "      <td>1.457249</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "XLMUSD               0  2018-04-05  2023-03-31  1821 days          80.241493   \n",
       "XRPUSD               0  2018-04-05  2023-03-31  1821 days          80.241493   \n",
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       "\n",
       "            Equity Final [$]  Equity Peak [$]   Return [%]  \\\n",
       "Instrument                                                   \n",
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       "Instrument                                            ...                   \n",
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       "\n",
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       "Instrument                                                            \n",
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       "DOGEUSD                 25 days               6 days       1.545380   \n",
       "\n",
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       "Instrument                                                      \n",
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       "DOGEUSD                       Equity  DrawdownPct Drawdown...   \n",
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       "Instrument                                                      \n",
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       "XRPUSD      LinearRegression                 NaN  \n",
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       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Worst Trade [%]</th>\n",
       "      <th>Avg. Trade [%]</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Strategy</th>\n",
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       "    <tr>\n",
       "      <th>Instrument</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>UNIUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-10-21</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1257 days</td>\n",
       "      <td>99.841017</td>\n",
       "      <td>4.706757e+08</td>\n",
       "      <td>1.472537e+09</td>\n",
       "      <td>470575.693837</td>\n",
       "      <td>78214.011061</td>\n",
       "      <td>1063.094019</td>\n",
       "      <td>...</td>\n",
       "      <td>-30.866716</td>\n",
       "      <td>18.035910</td>\n",
       "      <td>1205 days</td>\n",
       "      <td>25 days</td>\n",
       "      <td>1666.377856</td>\n",
       "      <td>5164.592330</td>\n",
       "      <td>1.000171</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
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       "      <th>AIG</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-09</td>\n",
       "      <td>2023-04-06</td>\n",
       "      <td>1823 days</td>\n",
       "      <td>99.841144</td>\n",
       "      <td>2.033208e+04</td>\n",
       "      <td>1.395867e+05</td>\n",
       "      <td>-79.667920</td>\n",
       "      <td>-4.005629</td>\n",
       "      <td>-27.301331</td>\n",
       "      <td>...</td>\n",
       "      <td>-12.772869</td>\n",
       "      <td>-0.128294</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.890948</td>\n",
       "      <td>-0.096531</td>\n",
       "      <td>-1.125395</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
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       "    <tr>\n",
       "      <th>AEP</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-09</td>\n",
       "      <td>2023-04-06</td>\n",
       "      <td>1823 days</td>\n",
       "      <td>99.841144</td>\n",
       "      <td>2.025799e+04</td>\n",
       "      <td>1.114940e+05</td>\n",
       "      <td>-79.742008</td>\n",
       "      <td>37.738320</td>\n",
       "      <td>-27.354432</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.976070</td>\n",
       "      <td>-0.126831</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.801587</td>\n",
       "      <td>-0.115337</td>\n",
       "      <td>-2.116521</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "UNIUSD               0  2019-10-21  2023-03-31  1257 days          99.841017   \n",
       "AIG                  0  2018-04-09  2023-04-06  1823 days          99.841144   \n",
       "AEP                  0  2018-04-09  2023-04-06  1823 days          99.841144   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]     Return [%]  \\\n",
       "Instrument                                                     \n",
       "UNIUSD          4.706757e+08     1.472537e+09  470575.693837   \n",
       "AIG             2.033208e+04     1.395867e+05     -79.667920   \n",
       "AEP             2.025799e+04     1.114940e+05     -79.742008   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Worst Trade [%]  \\\n",
       "Instrument                                            ...                    \n",
       "UNIUSD               78214.011061        1063.094019  ...       -30.866716   \n",
       "AIG                     -4.005629         -27.301331  ...       -12.772869   \n",
       "AEP                     37.738320         -27.354432  ...        -7.976070   \n",
       "\n",
       "            Avg. Trade [%]  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "Instrument                                                             \n",
       "UNIUSD           18.035910            1205 days              25 days   \n",
       "AIG              -0.128294               4 days               2 days   \n",
       "AEP              -0.126831               4 days               2 days   \n",
       "\n",
       "            Profit Factor  Expectancy [%]       SQN  \\\n",
       "Instrument                                            \n",
       "UNIUSD        1666.377856     5164.592330  1.000171   \n",
       "AIG              0.890948       -0.096531 -1.125395   \n",
       "AEP              0.801587       -0.115337 -2.116521   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "UNIUSD                        Equity  DrawdownPct Drawdown...   \n",
       "AIG                            Equity  DrawdownPct Drawdow...   \n",
       "AEP                            Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades  Strategy  \n",
       "Instrument                                                               \n",
       "UNIUSD              Size  EntryBar  ExitBar  EntryPrice  E...       OBV  \n",
       "AIG               Size  EntryBar  ExitBar  EntryPrice  Exi...       OBV  \n",
       "AEP               Size  EntryBar  ExitBar  EntryPrice  Exi...       OBV  \n",
       "\n",
       "[3 rows x 31 columns]"
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
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       "Instrument                                                  \n",
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       "Instrument                                                            \n",
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       "      <td>46088.110480</td>\n",
       "      <td>134435.58038</td>\n",
       "      <td>-53.911890</td>\n",
       "      <td>-69.736473</td>\n",
       "      <td>-14.362429</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.058312</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.993245</td>\n",
       "      <td>-0.007100</td>\n",
       "      <td>-0.653502</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
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       "      <td>NaN</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "GEHC                 0  2022-12-15  2023-04-04   110 days          61.333333   \n",
       "GEN                  0  2018-04-05  2023-04-04  1825 days          97.696585   \n",
       "LNC                  0  2018-04-05  2023-04-04  1825 days          97.696585   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "GEHC            75172.744320     100000.00000  -24.827256   \n",
       "GEN             66393.344536     213402.97057  -33.606655   \n",
       "LNC             46088.110480     134435.58038  -53.911890   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "GEHC                    35.983333         -61.667869  ...       -0.625212   \n",
       "GEN                   1243.307087          -7.870937  ...       -0.033071   \n",
       "LNC                    -69.736473         -14.362429  ...       -0.058312   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "GEHC                     4 days               2 days       0.379758   \n",
       "GEN                      4 days               2 days       3.175401   \n",
       "LNC                      4 days               2 days       0.993245   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "GEHC             -0.610361 -2.341296   \n",
       "GEN               3.322836 -0.156849   \n",
       "LNC              -0.007100 -0.653502   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "GEHC                          Equity  DrawdownPct Drawdown...   \n",
       "GEN                            Equity  DrawdownPct Drawdow...   \n",
       "LNC                           Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "GEHC            Size  EntryBar  ExitBar  EntryPrice  ExitP...       ADX   \n",
       "GEN                Size  EntryBar  ExitBar  EntryPrice  Ex...       ADX   \n",
       "LNC               Size  EntryBar  ExitBar  EntryPrice  Exi...       ADX   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "GEHC                       NaN  \n",
       "GEN                        NaN  \n",
       "LNC                        NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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     "data": {
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       "'StandardDeviation'"
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       "      <th>Start</th>\n",
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       "      <th>BTTBUSD</th>\n",
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       "      <td>2019-01-31</td>\n",
       "      <td>2023-03-30</td>\n",
       "      <td>1519 days</td>\n",
       "      <td>6.250000</td>\n",
       "      <td>4.863009e+07</td>\n",
       "      <td>6.948629e+07</td>\n",
       "      <td>48530.087425</td>\n",
       "      <td>30.991736</td>\n",
       "      <td>341.784782</td>\n",
       "      <td>...</td>\n",
       "      <td>55.568545</td>\n",
       "      <td>20 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1438.138895</td>\n",
       "      <td>7448.965654</td>\n",
       "      <td>0.694516</td>\n",
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       "      <th>IR</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>1.906275</td>\n",
       "      <td>1.553369e+05</td>\n",
       "      <td>1.553369e+05</td>\n",
       "      <td>55.336913</td>\n",
       "      <td>-31.455786</td>\n",
       "      <td>9.215762</td>\n",
       "      <td>...</td>\n",
       "      <td>24.639101</td>\n",
       "      <td>28 days</td>\n",
       "      <td>17 days</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.640076</td>\n",
       "      <td>10.879664</td>\n",
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       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitPr...</td>\n",
       "      <td>StandardDeviation</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>CTRA</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-04</td>\n",
       "      <td>2023-04-03</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>1.032566</td>\n",
       "      <td>1.396365e+05</td>\n",
       "      <td>1.396365e+05</td>\n",
       "      <td>39.636466</td>\n",
       "      <td>5.946862</td>\n",
       "      <td>6.911101</td>\n",
       "      <td>...</td>\n",
       "      <td>18.168529</td>\n",
       "      <td>10 days</td>\n",
       "      <td>10 days</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.283381</td>\n",
       "      <td>2.937653</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "BTTBUSD              0  2019-01-31  2023-03-30  1519 days           6.250000   \n",
       "IR                   0  2018-04-04  2023-04-03  1825 days           1.906275   \n",
       "CTRA                 0  2018-04-04  2023-04-03  1825 days           1.032566   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]    Return [%]  \\\n",
       "Instrument                                                    \n",
       "BTTBUSD         4.863009e+07     6.948629e+07  48530.087425   \n",
       "IR              1.553369e+05     1.553369e+05     55.336913   \n",
       "CTRA            1.396365e+05     1.396365e+05     39.636466   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "BTTBUSD                 30.991736         341.784782  ...       55.568545   \n",
       "IR                     -31.455786           9.215762  ...       24.639101   \n",
       "CTRA                     5.946862           6.911101  ...       18.168529   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "BTTBUSD                 20 days               6 days    1438.138895   \n",
       "IR                      28 days              17 days            NaN   \n",
       "CTRA                    10 days              10 days            NaN   \n",
       "\n",
       "            Expectancy [%]        SQN  \\\n",
       "Instrument                              \n",
       "BTTBUSD        7448.965654   0.694516   \n",
       "IR               24.640076  10.879664   \n",
       "CTRA             18.283381   2.937653   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
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       "IR                           Equity  DrawdownPct DrawdownD...   \n",
       "CTRA                          Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  \\\n",
       "Instrument                                                      \n",
       "BTTBUSD                 Size  EntryBar  ExitBar    EntryPr...   \n",
       "IR             Size  EntryBar  ExitBar  EntryPrice  ExitPr...   \n",
       "CTRA            Size  EntryBar  ExitBar  EntryPrice  ExitP...   \n",
       "\n",
       "                     Strategy  StrategyParameters  \n",
       "Instrument                                         \n",
       "BTTBUSD     StandardDeviation                 NaN  \n",
       "IR          StandardDeviation                 NaN  \n",
       "CTRA        StandardDeviation                 NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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       "'EBSW'"
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       "      <th>EOSUSD</th>\n",
       "      <td>0</td>\n",
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       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>4.994512</td>\n",
       "      <td>106255.063844</td>\n",
       "      <td>106255.063844</td>\n",
       "      <td>6.255064</td>\n",
       "      <td>-81.404663</td>\n",
       "      <td>1.22286</td>\n",
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       "      <td>0.761287</td>\n",
       "      <td>38 days</td>\n",
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       "      <td>1.222789</td>\n",
       "      <td>0.235048</td>\n",
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       "      <td>100000.000000</td>\n",
       "      <td>100000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>110.429354</td>\n",
       "      <td>0.00000</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1825 days</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100000.000000</td>\n",
       "      <td>100000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.393543</td>\n",
       "      <td>0.00000</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "EOSUSD               0  2018-04-05  2023-03-31  1821 days           4.994512   \n",
       "A                    0  2018-04-05  2023-04-04  1825 days           0.000000   \n",
       "MPC                  0  2018-04-05  2023-04-04  1825 days           0.000000   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "EOSUSD         106255.063844    106255.063844    6.255064   \n",
       "A              100000.000000    100000.000000    0.000000   \n",
       "MPC            100000.000000    100000.000000    0.000000   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "EOSUSD                 -81.404663            1.22286  ...        0.761287   \n",
       "A                      110.429354            0.00000  ...             NaN   \n",
       "MPC                     71.393543            0.00000  ...             NaN   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "EOSUSD                  38 days              12 days       1.403729   \n",
       "A                           NaN                  NaN            NaN   \n",
       "MPC                         NaN                  NaN            NaN   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "EOSUSD            1.222789  0.235048   \n",
       "A                      NaN       NaN   \n",
       "MPC                    NaN       NaN   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "EOSUSD                         Equity  DrawdownPct Drawdow...   \n",
       "A                         Equity  DrawdownPct  DrawdownDur...   \n",
       "MPC                       Equity  DrawdownPct  DrawdownDur...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
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       "MPC         Empty DataFrame\\nColumns: [Size, EntryBar, Exi...      EBSW   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "EOSUSD                     NaN  \n",
       "A                          NaN  \n",
       "MPC                        NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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       "'TRIX'"
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       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
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       "      <th>GEN</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>96.822875</td>\n",
       "      <td>1.596676e+06</td>\n",
       "      <td>3.959924e+06</td>\n",
       "      <td>1496.676044</td>\n",
       "      <td>1243.307087</td>\n",
       "      <td>74.114324</td>\n",
       "      <td>...</td>\n",
       "      <td>0.227772</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>3.601087</td>\n",
       "      <td>3.604999</td>\n",
       "      <td>0.442146</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Ex...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>GEHC</th>\n",
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       "      <td>2022-12-15</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>110 days</td>\n",
       "      <td>46.666667</td>\n",
       "      <td>8.985389e+04</td>\n",
       "      <td>1.000000e+05</td>\n",
       "      <td>-10.146110</td>\n",
       "      <td>35.983333</td>\n",
       "      <td>-30.195419</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.313882</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.620926</td>\n",
       "      <td>-0.299188</td>\n",
       "      <td>-1.102436</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>TRIX</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>CEG</th>\n",
       "      <td>0</td>\n",
       "      <td>2022-01-19</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>440 days</td>\n",
       "      <td>86.842105</td>\n",
       "      <td>4.733511e+04</td>\n",
       "      <td>1.052845e+05</td>\n",
       "      <td>-52.664890</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>-46.204726</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.279164</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.781143</td>\n",
       "      <td>-0.244716</td>\n",
       "      <td>-1.701495</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "GEN                  0  2018-04-05  2023-04-04  1825 days          96.822875   \n",
       "GEHC                 0  2022-12-15  2023-04-04   110 days          46.666667   \n",
       "CEG                  0  2022-01-19  2023-04-04   440 days          86.842105   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]   Return [%]  \\\n",
       "Instrument                                                   \n",
       "GEN             1.596676e+06     3.959924e+06  1496.676044   \n",
       "GEHC            8.985389e+04     1.000000e+05   -10.146110   \n",
       "CEG             4.733511e+04     1.052845e+05   -52.664890   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "GEN                   1243.307087          74.114324  ...        0.227772   \n",
       "GEHC                    35.983333         -30.195419  ...       -0.313882   \n",
       "CEG                     81.000000         -46.204726  ...       -0.279164   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "GEN                      4 days               2 days       3.601087   \n",
       "GEHC                     4 days               2 days       0.620926   \n",
       "CEG                      4 days               2 days       0.781143   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "GEN               3.604999  0.442146   \n",
       "GEHC             -0.299188 -1.102436   \n",
       "CEG              -0.244716 -1.701495   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "GEN                           Equity  DrawdownPct Drawdown...   \n",
       "GEHC                          Equity  DrawdownPct Drawdown...   \n",
       "CEG                            Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "GEN                Size  EntryBar  ExitBar  EntryPrice  Ex...      TRIX   \n",
       "GEHC            Size  EntryBar  ExitBar  EntryPrice  ExitP...      TRIX   \n",
       "CEG              Size  EntryBar  ExitBar  EntryPrice  Exit...      TRIX   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "GEN                        NaN  \n",
       "GEHC                       NaN  \n",
       "CEG                        NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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     "data": {
      "text/plain": [
       "'Aberration'"
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       "      <td>96.428571</td>\n",
       "      <td>40162.863944</td>\n",
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       "      <td>-0.203328</td>\n",
       "      <td>4 days</td>\n",
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       "      <td>0.788703</td>\n",
       "      <td>-0.182338</td>\n",
       "      <td>-2.327232</td>\n",
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       "      <td>2023-04-04</td>\n",
       "      <td>440 days</td>\n",
       "      <td>94.407895</td>\n",
       "      <td>28228.498938</td>\n",
       "      <td>106373.84476</td>\n",
       "      <td>-71.771501</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>-64.953142</td>\n",
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       "            Unnamed: 0       Start         End  Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                    \n",
       "GEHC                 0  2022-12-15  2023-04-04  110 days          77.333333   \n",
       "OGN                  0  2021-05-14  2023-04-04  690 days          96.428571   \n",
       "CEG                  0  2022-01-19  2023-04-04  440 days          94.407895   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "GEHC            63795.544960     100000.00000  -36.204455   \n",
       "OGN             40162.863944     100000.00000  -59.837136   \n",
       "CEG             28228.498938     106373.84476  -71.771501   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "GEHC                    35.983333         -77.915093  ...       -0.777606   \n",
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       "CEG                     81.000000         -64.953142  ...       -0.442319   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "GEHC                     4 days               2 days       0.363081   \n",
       "OGN                      4 days               2 days       0.788703   \n",
       "CEG                      4 days               2 days       0.663790   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "GEHC             -0.752538 -2.426615   \n",
       "OGN              -0.182338 -2.327232   \n",
       "CEG              -0.407236 -2.766676   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
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       "OGN                            Equity  DrawdownPct Drawdow...   \n",
       "CEG                            Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades    Strategy  \\\n",
       "Instrument                                                                  \n",
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       "\n",
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       "Instrument                      \n",
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       "OGN                        NaN  \n",
       "CEG                        NaN  \n",
       "\n",
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       "'AroonOscillator'"
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       "      <td>2.022356</td>\n",
       "      <td>62 days</td>\n",
       "      <td>20 days</td>\n",
       "      <td>2.017994</td>\n",
       "      <td>2.535479</td>\n",
       "      <td>1.366934</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>AroonOscillator</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>89.118348</td>\n",
       "      <td>480386.200343</td>\n",
       "      <td>480386.200343</td>\n",
       "      <td>380.386200</td>\n",
       "      <td>283.402778</td>\n",
       "      <td>36.907229</td>\n",
       "      <td>...</td>\n",
       "      <td>2.301015</td>\n",
       "      <td>71 days</td>\n",
       "      <td>24 days</td>\n",
       "      <td>2.431094</td>\n",
       "      <td>2.671039</td>\n",
       "      <td>1.948790</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>AroonOscillator</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "MTCH                 0  2018-04-05  2023-04-04  1825 days          77.601271   \n",
       "EOG                  0  2018-04-05  2023-04-04  1825 days          87.450357   \n",
       "AAPL                 0  2018-04-05  2023-04-04  1825 days          89.118348   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "MTCH           535075.816455    661089.704385  435.075816   \n",
       "EOG            506091.202580    574467.945080  406.091203   \n",
       "AAPL           480386.200343    480386.200343  380.386200   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "MTCH                   203.201507          39.893900  ...        1.902527   \n",
       "EOG                     14.600498          38.343140  ...        2.022356   \n",
       "AAPL                   283.402778          36.907229  ...        2.301015   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "MTCH                    48 days              16 days       2.123957   \n",
       "EOG                     62 days              20 days       2.017994   \n",
       "AAPL                    71 days              24 days       2.431094   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "MTCH              4.042709  0.897437   \n",
       "EOG               2.535479  1.366934   \n",
       "AAPL              2.671039  1.948790   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "MTCH                           Equity  DrawdownPct Drawdow...   \n",
       "EOG                           Equity  DrawdownPct Drawdown...   \n",
       "AAPL                           Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades  \\\n",
       "Instrument                                                      \n",
       "MTCH             Size  EntryBar  ExitBar  EntryPrice  Exit...   \n",
       "EOG             Size  EntryBar  ExitBar  EntryPrice  ExitP...   \n",
       "AAPL            Size  EntryBar  ExitBar  EntryPrice  ExitP...   \n",
       "\n",
       "                   Strategy  StrategyParameters  \n",
       "Instrument                                       \n",
       "MTCH        AroonOscillator                 NaN  \n",
       "EOG         AroonOscillator                 NaN  \n",
       "AAPL        AroonOscillator                 NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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    {
     "data": {
      "text/plain": [
       "'SimpleMeanReversion'"
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       "      <th>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
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       "      <th>Duration</th>\n",
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       "    <tr>\n",
       "      <th>Instrument</th>\n",
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       "      <th></th>\n",
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       "      <th>OMGUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>50.109769</td>\n",
       "      <td>3.970425e+06</td>\n",
       "      <td>5.085776e+06</td>\n",
       "      <td>3870.425201</td>\n",
       "      <td>-82.153223</td>\n",
       "      <td>109.071057</td>\n",
       "      <td>...</td>\n",
       "      <td>2.032113</td>\n",
       "      <td>31 days</td>\n",
       "      <td>5 days</td>\n",
       "      <td>1.822980</td>\n",
       "      <td>2.768840</td>\n",
       "      <td>1.514000</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  E...</td>\n",
       "      <td>SimpleMeanReversion</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LTCUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>65.477497</td>\n",
       "      <td>2.118953e+06</td>\n",
       "      <td>3.134533e+06</td>\n",
       "      <td>2018.953424</td>\n",
       "      <td>-24.414876</td>\n",
       "      <td>84.357574</td>\n",
       "      <td>...</td>\n",
       "      <td>1.770701</td>\n",
       "      <td>29 days</td>\n",
       "      <td>7 days</td>\n",
       "      <td>1.791151</td>\n",
       "      <td>2.385027</td>\n",
       "      <td>1.193974</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice   Ex...</td>\n",
       "      <td>SimpleMeanReversion</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADAUSD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>60.976948</td>\n",
       "      <td>1.671439e+06</td>\n",
       "      <td>2.417806e+06</td>\n",
       "      <td>1571.438622</td>\n",
       "      <td>154.411864</td>\n",
       "      <td>75.800806</td>\n",
       "      <td>...</td>\n",
       "      <td>1.775751</td>\n",
       "      <td>32 days</td>\n",
       "      <td>7 days</td>\n",
       "      <td>1.716128</td>\n",
       "      <td>2.470475</td>\n",
       "      <td>1.149089</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  E...</td>\n",
       "      <td>SimpleMeanReversion</td>\n",
       "      <td>NaN</td>\n",
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       "</div>"
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "OMGUSD               0  2018-04-05  2023-03-31  1821 days          50.109769   \n",
       "LTCUSD               0  2018-04-05  2023-03-31  1821 days          65.477497   \n",
       "ADAUSD               0  2018-04-05  2023-03-31  1821 days          60.976948   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]   Return [%]  \\\n",
       "Instrument                                                   \n",
       "OMGUSD          3.970425e+06     5.085776e+06  3870.425201   \n",
       "LTCUSD          2.118953e+06     3.134533e+06  2018.953424   \n",
       "ADAUSD          1.671439e+06     2.417806e+06  1571.438622   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "OMGUSD                 -82.153223         109.071057  ...        2.032113   \n",
       "LTCUSD                 -24.414876          84.357574  ...        1.770701   \n",
       "ADAUSD                 154.411864          75.800806  ...        1.775751   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "OMGUSD                  31 days               5 days       1.822980   \n",
       "LTCUSD                  29 days               7 days       1.791151   \n",
       "ADAUSD                  32 days               7 days       1.716128   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "OMGUSD            2.768840  1.514000   \n",
       "LTCUSD            2.385027  1.193974   \n",
       "ADAUSD            2.470475  1.149089   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "OMGUSD                        Equity  DrawdownPct Drawdown...   \n",
       "LTCUSD                        Equity  DrawdownPct Drawdown...   \n",
       "ADAUSD                        Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  \\\n",
       "Instrument                                                      \n",
       "OMGUSD              Size  EntryBar  ExitBar  EntryPrice  E...   \n",
       "LTCUSD            Size  EntryBar  ExitBar  EntryPrice   Ex...   \n",
       "ADAUSD              Size  EntryBar  ExitBar  EntryPrice  E...   \n",
       "\n",
       "                       Strategy  StrategyParameters  \n",
       "Instrument                                           \n",
       "OMGUSD      SimpleMeanReversion                 NaN  \n",
       "LTCUSD      SimpleMeanReversion                 NaN  \n",
       "ADAUSD      SimpleMeanReversion                 NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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     "data": {
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       "'MAD'"
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       "      <th>GEHC</th>\n",
       "      <td>0</td>\n",
       "      <td>2022-12-15</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>110 days</td>\n",
       "      <td>58.666667</td>\n",
       "      <td>71275.608940</td>\n",
       "      <td>103314.369520</td>\n",
       "      <td>-28.724391</td>\n",
       "      <td>35.983333</td>\n",
       "      <td>-67.946051</td>\n",
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       "      <td>-0.751141</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.277315</td>\n",
       "      <td>-0.738809</td>\n",
       "      <td>-2.915312</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
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       "      <th>CEG</th>\n",
       "      <td>0</td>\n",
       "      <td>2022-01-19</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>440 days</td>\n",
       "      <td>89.802632</td>\n",
       "      <td>61198.961031</td>\n",
       "      <td>126237.277520</td>\n",
       "      <td>-38.801039</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>-33.438662</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.182267</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.860072</td>\n",
       "      <td>-0.147886</td>\n",
       "      <td>-0.919545</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>MAD</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>OGN</th>\n",
       "      <td>0</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>690 days</td>\n",
       "      <td>93.487395</td>\n",
       "      <td>47464.196796</td>\n",
       "      <td>101514.203636</td>\n",
       "      <td>-52.535803</td>\n",
       "      <td>-26.001924</td>\n",
       "      <td>-32.599297</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.172255</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.817344</td>\n",
       "      <td>-0.152338</td>\n",
       "      <td>-1.654911</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
       "      <td>MAD</td>\n",
       "      <td>NaN</td>\n",
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       "            Unnamed: 0       Start         End  Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                    \n",
       "GEHC                 0  2022-12-15  2023-04-04  110 days          58.666667   \n",
       "CEG                  0  2022-01-19  2023-04-04  440 days          89.802632   \n",
       "OGN                  0  2021-05-14  2023-04-04  690 days          93.487395   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "GEHC            71275.608940    103314.369520  -28.724391   \n",
       "CEG             61198.961031    126237.277520  -38.801039   \n",
       "OGN             47464.196796    101514.203636  -52.535803   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "GEHC                    35.983333         -67.946051  ...       -0.751141   \n",
       "CEG                     81.000000         -33.438662  ...       -0.182267   \n",
       "OGN                    -26.001924         -32.599297  ...       -0.172255   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "GEHC                     4 days               2 days       0.277315   \n",
       "CEG                      4 days               2 days       0.860072   \n",
       "OGN                      4 days               2 days       0.817344   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "GEHC             -0.738809 -2.915312   \n",
       "CEG              -0.147886 -0.919545   \n",
       "OGN              -0.152338 -1.654911   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "GEHC                          Equity  DrawdownPct Drawdown...   \n",
       "CEG                            Equity  DrawdownPct Drawdow...   \n",
       "OGN                            Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "GEHC            Size  EntryBar  ExitBar  EntryPrice  ExitP...       MAD   \n",
       "CEG              Size  EntryBar  ExitBar  EntryPrice  Exit...       MAD   \n",
       "OGN              Size  EntryBar  ExitBar  EntryPrice  Exit...       MAD   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "GEHC                       NaN  \n",
       "CEG                        NaN  \n",
       "OGN                        NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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       "      <td>6.519259</td>\n",
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       "      <td>0.426700</td>\n",
       "      <td>-0.515443</td>\n",
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       "      <td>93.487395</td>\n",
       "      <td>66374.190236</td>\n",
       "      <td>100000.000000</td>\n",
       "      <td>-33.625810</td>\n",
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       "      <td>-0.097000</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
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       "OGN                  0  2021-05-14  2023-04-04   690 days          93.487395   \n",
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       "Instrument                                                            \n",
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       "\n",
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       "\n",
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       "Instrument                                                                \n",
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       "      <td>-0.093751</td>\n",
       "      <td>-0.334962</td>\n",
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       "      <td>72377.383607</td>\n",
       "      <td>118386.662467</td>\n",
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       "      <td>-0.809124</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
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       "\n",
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       "Instrument                                                  \n",
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       "GEHC            92496.671020    123760.403220   -7.503329   \n",
       "OGN             72377.383607    118386.662467  -27.622616   \n",
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       "Instrument                                            ...                   \n",
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       "GEHC                    35.983333         -23.054415  ...       -0.128621   \n",
       "OGN                    -26.001924         -15.730171  ...       -0.074566   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "GEN                      5 days               2 days       3.289518   \n",
       "GEHC                     4 days               2 days       0.898565   \n",
       "OGN                      4 days               2 days       0.936946   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "GEN               3.432856  0.165170   \n",
       "GEHC             -0.093751 -0.334962   \n",
       "OGN              -0.051493 -0.809124   \n",
       "\n",
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       "Instrument                                                      \n",
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       "GEHC                          Equity  DrawdownPct Drawdown...   \n",
       "OGN                            Equity  DrawdownPct Drawdow...   \n",
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       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
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       "            StrategyParameters  \n",
       "Instrument                      \n",
       "GEN                        NaN  \n",
       "GEHC                       NaN  \n",
       "OGN                        NaN  \n",
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       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>99.126291</td>\n",
       "      <td>74050.157802</td>\n",
       "      <td>961082.913837</td>\n",
       "      <td>-25.949842</td>\n",
       "      <td>4.803671</td>\n",
       "      <td>-5.836093</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.023625</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>1.123381</td>\n",
       "      <td>0.186913</td>\n",
       "      <td>-0.036045</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>FWMA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CEG</th>\n",
       "      <td>0</td>\n",
       "      <td>2022-01-19</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>440 days</td>\n",
       "      <td>96.381579</td>\n",
       "      <td>66813.336884</td>\n",
       "      <td>162619.972120</td>\n",
       "      <td>-33.186663</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>-28.415206</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.139807</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.902133</td>\n",
       "      <td>-0.104182</td>\n",
       "      <td>-0.639358</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exit...</td>\n",
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       "      <td>NaN</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "OGN                  0  2021-05-14  2023-04-04   690 days          97.689076   \n",
       "CTRA                 0  2018-04-05  2023-04-04  1825 days          99.126291   \n",
       "CEG                  0  2022-01-19  2023-04-04   440 days          96.381579   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "OGN            135247.529244    137373.598264   35.247529   \n",
       "CTRA            74050.157802    961082.913837  -25.949842   \n",
       "CEG             66813.336884    162619.972120  -33.186663   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Avg. Trade [%]  \\\n",
       "Instrument                                            ...                   \n",
       "OGN                    -26.001924          17.333335  ...        0.060245   \n",
       "CTRA                     4.803671          -5.836093  ...       -0.023625   \n",
       "CEG                     81.000000         -28.415206  ...       -0.139807   \n",
       "\n",
       "            Max. Trade Duration  Avg. Trade Duration  Profit Factor  \\\n",
       "Instrument                                                            \n",
       "OGN                      4 days               2 days       1.110874   \n",
       "CTRA                     4 days               2 days       1.123381   \n",
       "CEG                      4 days               2 days       0.902133   \n",
       "\n",
       "            Expectancy [%]       SQN  \\\n",
       "Instrument                             \n",
       "OGN               0.083253  0.723981   \n",
       "CTRA              0.186913 -0.036045   \n",
       "CEG              -0.104182 -0.639358   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "OGN                            Equity  DrawdownPct Drawdow...   \n",
       "CTRA                           Equity  DrawdownPct Drawdow...   \n",
       "CEG                            Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades  Strategy  \\\n",
       "Instrument                                                                \n",
       "OGN              Size  EntryBar  ExitBar  EntryPrice  Exit...      FWMA   \n",
       "CTRA              Size  EntryBar  ExitBar  EntryPrice  Exi...      FWMA   \n",
       "CEG              Size  EntryBar  ExitBar  EntryPrice  Exit...      FWMA   \n",
       "\n",
       "            StrategyParameters  \n",
       "Instrument                      \n",
       "OGN                        NaN  \n",
       "CTRA                       NaN  \n",
       "CEG                        NaN  \n",
       "\n",
       "[3 rows x 32 columns]"
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       "'DEMA'"
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       "      <td>1825 days</td>\n",
       "      <td>88.165210</td>\n",
       "      <td>1.811251e+06</td>\n",
       "      <td>2.213171e+06</td>\n",
       "      <td>1711.250788</td>\n",
       "      <td>4.803671</td>\n",
       "      <td>78.564678</td>\n",
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       "      <td>1.017962</td>\n",
       "      <td>28 days</td>\n",
       "      <td>6 days</td>\n",
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       "      <td>89.956092</td>\n",
       "      <td>1.090064e+06</td>\n",
       "      <td>2.156138e+06</td>\n",
       "      <td>990.063828</td>\n",
       "      <td>-43.450035</td>\n",
       "      <td>61.373429</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.591463</td>\n",
       "      <td>0.524087</td>\n",
       "      <td>17 days</td>\n",
       "      <td>4 days</td>\n",
       "      <td>1.343807</td>\n",
       "      <td>0.898152</td>\n",
       "      <td>0.601694</td>\n",
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       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>88.529089</td>\n",
       "      <td>3.998395e+05</td>\n",
       "      <td>1.153360e+06</td>\n",
       "      <td>299.839484</td>\n",
       "      <td>62.623082</td>\n",
       "      <td>32.000429</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.477183</td>\n",
       "      <td>0.325857</td>\n",
       "      <td>22 days</td>\n",
       "      <td>4 days</td>\n",
       "      <td>1.259420</td>\n",
       "      <td>0.691379</td>\n",
       "      <td>0.373542</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "CTRA                 0  2018-04-05  2023-04-04  1825 days          88.165210   \n",
       "XLMUSD               0  2018-04-05  2023-03-31  1821 days          89.956092   \n",
       "TRXUSD               0  2018-04-05  2023-03-31  1821 days          88.529089   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]   Return [%]  \\\n",
       "Instrument                                                   \n",
       "CTRA            1.811251e+06     2.213171e+06  1711.250788   \n",
       "XLMUSD          1.090064e+06     2.156138e+06   990.063828   \n",
       "TRXUSD          3.998395e+05     1.153360e+06   299.839484   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Worst Trade [%]  \\\n",
       "Instrument                                            ...                    \n",
       "CTRA                     4.803671          78.564678  ...       -14.117123   \n",
       "XLMUSD                 -43.450035          61.373429  ...       -10.591463   \n",
       "TRXUSD                  62.623082          32.000429  ...       -10.477183   \n",
       "\n",
       "            Avg. Trade [%]  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "Instrument                                                             \n",
       "CTRA              1.017962              28 days               6 days   \n",
       "XLMUSD            0.524087              17 days               4 days   \n",
       "TRXUSD            0.325857              22 days               4 days   \n",
       "\n",
       "            Profit Factor  Expectancy [%]       SQN  \\\n",
       "Instrument                                            \n",
       "CTRA             1.846884        1.717939  1.248689   \n",
       "XLMUSD           1.343807        0.898152  0.601694   \n",
       "TRXUSD           1.259420        0.691379  0.373542   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "CTRA                          Equity  DrawdownPct Drawdown...   \n",
       "XLMUSD                        Equity  DrawdownPct Drawdown...   \n",
       "TRXUSD                         Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades  Strategy  \n",
       "Instrument                                                               \n",
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       "XLMUSD               Size  EntryBar  ExitBar  EntryPrice  ...      DEMA  \n",
       "TRXUSD              Size  EntryBar  ExitBar  EntryPrice  E...      DEMA  \n",
       "\n",
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       "'ALMA'"
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       "      <th>XLMUSD</th>\n",
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       "      <td>1821 days</td>\n",
       "      <td>71.844127</td>\n",
       "      <td>8.129621e+06</td>\n",
       "      <td>1.091922e+07</td>\n",
       "      <td>8029.621049</td>\n",
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       "      <td>-11.021155</td>\n",
       "      <td>2.019253</td>\n",
       "      <td>34 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.860584</td>\n",
       "      <td>2.668975</td>\n",
       "      <td>1.231128</td>\n",
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       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>77.716795</td>\n",
       "      <td>1.076733e+06</td>\n",
       "      <td>1.213403e+06</td>\n",
       "      <td>976.733111</td>\n",
       "      <td>-24.414876</td>\n",
       "      <td>60.976135</td>\n",
       "      <td>...</td>\n",
       "      <td>-13.037979</td>\n",
       "      <td>1.025238</td>\n",
       "      <td>22 days</td>\n",
       "      <td>6 days</td>\n",
       "      <td>1.469380</td>\n",
       "      <td>1.627270</td>\n",
       "      <td>1.205460</td>\n",
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       "      <td>2018-04-05</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>1821 days</td>\n",
       "      <td>62.678375</td>\n",
       "      <td>8.032806e+05</td>\n",
       "      <td>1.805912e+06</td>\n",
       "      <td>703.280646</td>\n",
       "      <td>-82.153223</td>\n",
       "      <td>51.799885</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.660961</td>\n",
       "      <td>0.906063</td>\n",
       "      <td>22 days</td>\n",
       "      <td>5 days</td>\n",
       "      <td>1.397533</td>\n",
       "      <td>1.694086</td>\n",
       "      <td>0.471769</td>\n",
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       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "XLMUSD               0  2018-04-05  2023-03-31  1821 days          71.844127   \n",
       "LTCUSD               0  2018-04-05  2023-03-31  1821 days          77.716795   \n",
       "OMGUSD               0  2018-04-05  2023-03-31  1821 days          62.678375   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]   Return [%]  \\\n",
       "Instrument                                                   \n",
       "XLMUSD          8.129621e+06     1.091922e+07  8029.621049   \n",
       "LTCUSD          1.076733e+06     1.213403e+06   976.733111   \n",
       "OMGUSD          8.032806e+05     1.805912e+06   703.280646   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Worst Trade [%]  \\\n",
       "Instrument                                            ...                    \n",
       "XLMUSD                 -43.450035         141.347643  ...       -11.021155   \n",
       "LTCUSD                 -24.414876          60.976135  ...       -13.037979   \n",
       "OMGUSD                 -82.153223          51.799885  ...       -10.660961   \n",
       "\n",
       "            Avg. Trade [%]  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "Instrument                                                             \n",
       "XLMUSD            2.019253              34 days               6 days   \n",
       "LTCUSD            1.025238              22 days               6 days   \n",
       "OMGUSD            0.906063              22 days               5 days   \n",
       "\n",
       "            Profit Factor  Expectancy [%]       SQN  \\\n",
       "Instrument                                            \n",
       "XLMUSD           1.860584        2.668975  1.231128   \n",
       "LTCUSD           1.469380        1.627270  1.205460   \n",
       "OMGUSD           1.397533        1.694086  0.471769   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "XLMUSD                        Equity  DrawdownPct Drawdown...   \n",
       "LTCUSD                        Equity  DrawdownPct Drawdown...   \n",
       "OMGUSD                         Equity  DrawdownPct Drawdow...   \n",
       "\n",
       "                                                      _trades  Strategy  \n",
       "Instrument                                                               \n",
       "XLMUSD               Size  EntryBar  ExitBar  EntryPrice  ...      ALMA  \n",
       "LTCUSD            Size  EntryBar  ExitBar  EntryPrice   Ex...      ALMA  \n",
       "OMGUSD             Size  EntryBar  ExitBar  EntryPrice  Ex...      ALMA  \n",
       "\n",
       "[3 rows x 31 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "-4.85285719551317"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "75.57973277548646"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'RVGI'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>Unnamed: 0</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Exposure Time [%]</th>\n",
       "      <th>Equity Final [$]</th>\n",
       "      <th>Equity Peak [$]</th>\n",
       "      <th>Return [%]</th>\n",
       "      <th>Buy &amp; Hold Return [%]</th>\n",
       "      <th>Return (Ann.) [%]</th>\n",
       "      <th>...</th>\n",
       "      <th>Worst Trade [%]</th>\n",
       "      <th>Avg. Trade [%]</th>\n",
       "      <th>Max. Trade Duration</th>\n",
       "      <th>Avg. Trade Duration</th>\n",
       "      <th>Profit Factor</th>\n",
       "      <th>Expectancy [%]</th>\n",
       "      <th>SQN</th>\n",
       "      <th>_equity_curve</th>\n",
       "      <th>_trades</th>\n",
       "      <th>Strategy</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Instrument</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>PODD</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-05</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>1825 days</td>\n",
       "      <td>98.332010</td>\n",
       "      <td>115413.280636</td>\n",
       "      <td>166306.077636</td>\n",
       "      <td>15.413281</td>\n",
       "      <td>271.642658</td>\n",
       "      <td>2.910822</td>\n",
       "      <td>...</td>\n",
       "      <td>-16.950091</td>\n",
       "      <td>0.011662</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>1.051116</td>\n",
       "      <td>0.052247</td>\n",
       "      <td>0.181233</td>\n",
       "      <td>Equity  DrawdownPct Drawdow...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>RVGI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEHC</th>\n",
       "      <td>0</td>\n",
       "      <td>2022-12-15</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>110 days</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>92834.848860</td>\n",
       "      <td>101574.856000</td>\n",
       "      <td>-7.165151</td>\n",
       "      <td>35.983333</td>\n",
       "      <td>-22.105091</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.511210</td>\n",
       "      <td>-0.143241</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.840449</td>\n",
       "      <td>-0.124214</td>\n",
       "      <td>-0.541498</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  ExitP...</td>\n",
       "      <td>RVGI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOXA</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-02-26</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>1498 days</td>\n",
       "      <td>97.971014</td>\n",
       "      <td>75855.772060</td>\n",
       "      <td>142289.407140</td>\n",
       "      <td>-24.144228</td>\n",
       "      <td>-33.405427</td>\n",
       "      <td>-6.506840</td>\n",
       "      <td>...</td>\n",
       "      <td>-12.137169</td>\n",
       "      <td>-0.028181</td>\n",
       "      <td>4 days</td>\n",
       "      <td>2 days</td>\n",
       "      <td>0.998072</td>\n",
       "      <td>-0.001584</td>\n",
       "      <td>-0.338816</td>\n",
       "      <td>Equity  DrawdownPct Drawdown...</td>\n",
       "      <td>Size  EntryBar  ExitBar  EntryPrice  Exi...</td>\n",
       "      <td>RVGI</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0       Start         End   Duration  Exposure Time [%]  \\\n",
       "Instrument                                                                     \n",
       "PODD                 0  2018-04-05  2023-04-04  1825 days          98.332010   \n",
       "GEHC                 0  2022-12-15  2023-04-04   110 days          72.000000   \n",
       "FOXA                 0  2019-02-26  2023-04-04  1498 days          97.971014   \n",
       "\n",
       "            Equity Final [$]  Equity Peak [$]  Return [%]  \\\n",
       "Instrument                                                  \n",
       "PODD           115413.280636    166306.077636   15.413281   \n",
       "GEHC            92834.848860    101574.856000   -7.165151   \n",
       "FOXA            75855.772060    142289.407140  -24.144228   \n",
       "\n",
       "            Buy & Hold Return [%]  Return (Ann.) [%]  ...  Worst Trade [%]  \\\n",
       "Instrument                                            ...                    \n",
       "PODD                   271.642658           2.910822  ...       -16.950091   \n",
       "GEHC                    35.983333         -22.105091  ...        -5.511210   \n",
       "FOXA                   -33.405427          -6.506840  ...       -12.137169   \n",
       "\n",
       "            Avg. Trade [%]  Max. Trade Duration  Avg. Trade Duration  \\\n",
       "Instrument                                                             \n",
       "PODD              0.011662               4 days               2 days   \n",
       "GEHC             -0.143241               4 days               2 days   \n",
       "FOXA             -0.028181               4 days               2 days   \n",
       "\n",
       "            Profit Factor  Expectancy [%]       SQN  \\\n",
       "Instrument                                            \n",
       "PODD             1.051116        0.052247  0.181233   \n",
       "GEHC             0.840449       -0.124214 -0.541498   \n",
       "FOXA             0.998072       -0.001584 -0.338816   \n",
       "\n",
       "                                                _equity_curve  \\\n",
       "Instrument                                                      \n",
       "PODD                           Equity  DrawdownPct Drawdow...   \n",
       "GEHC                          Equity  DrawdownPct Drawdown...   \n",
       "FOXA                          Equity  DrawdownPct Drawdown...   \n",
       "\n",
       "                                                      _trades  Strategy  \n",
       "Instrument                                                               \n",
       "PODD              Size  EntryBar  ExitBar  EntryPrice  Exi...      RVGI  \n",
       "GEHC            Size  EntryBar  ExitBar  EntryPrice  ExitP...      RVGI  \n",
       "FOXA              Size  EntryBar  ExitBar  EntryPrice  Exi...      RVGI  \n",
       "\n",
       "[3 rows x 31 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "-87.28109823383336"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "77.90768619780869"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import glob\n",
    "from IPython.display import display\n",
    "# load all the csv in output raw into one pandas dataframe\n",
    "\n",
    "from src.strategies import STRATEGIES_STR\n",
    "\n",
    "def load_data(strategies: str=STRATEGIES_STR):\n",
    "    path = os.path.join(os.getcwd(), \"output\", \"raw\", strategies)\n",
    "    files = glob.glob(os.path.join(path, \"*.csv\"))\n",
    "    return pd.concat((pd.read_csv(file) for file in files), ignore_index=True)\n",
    "\n",
    "for strategy in STRATEGIES_STR:\n",
    "    df = load_data(strategy)\n",
    "    display(strategy)\n",
    "    display(df.groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(3))\n",
    "    # mean of Return [%] all instruments\n",
    "    display(df[\"Return [%]\"].mean())\n",
    "    display(df[\"Buy & Hold Return [%]\"].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the highest return for each instrument for a strategy vs buy and hold in matplotlib bar chart 2 subplots for all strategies\n",
    "# strategies with highest return and highest buy and hold return for each instrument\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5), sharey=True, gridspec_kw={'width_ratios': [5, 3]})\n",
    "for strategy in STRATEGIES_STR:\n",
    "    df = load_data(strategy)\n",
    "    df.groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5).plot.bar(y=\"Return [%]\", ax=ax1)\n",
    "    df.groupby(\"Instrument\").max().sort_values(\"Return [%]\", ascending=False).head(5).plot.bar(y=\"Buy & Hold Return [%]\", ax=ax2)\n",
    "\n",
    "ax1.set_title(\"Highest Return for Strategies\")\n",
    "ax2.set_title(\"Highest Buy & Hold Return for Strategies\")\n",
    "\n",
    "ax1.yaxis.set_major_formatter(ticker.PercentFormatter())\n",
    "ax2.yaxis.set_major_formatter(ticker.PercentFormatter())\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
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  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}