backtest_parameter_tuning.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple Moving Average Cross Over Strategy on Minute Bar Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import talib\n",
    "from jupyterbacktest import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "STOCK = 'SPY'\n",
    "FAST_MA_RANGE = (10, 50, 200, )\n",
    "SLOW_MA_RANGE = (100, 500, 2000,)\n",
    "CONSEC_RANGE = (5, 15, )\n",
    "RBFQ_RANGE = (5, 15, 60)\n",
    "START_DATE = '2020-10-01'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def MA_Strategy(stock, fast=50, slow=200, consec=5, rbfq=5):\n",
    "    class Strg(Strategy):\n",
    "        _name = f'macross({fast},{slow})_consec({consec})_rbfq({rbfq})'\n",
    "        def step(self, i, today, broker):\n",
    "            if i==0:\n",
    "                self._signal = 0\n",
    "                broker.trade_stock_target_weight(stock, 0.5)\n",
    "            elif i%rbfq==0:\n",
    "                ohlcv = self.market.get_stock_ohlcv_window_at(stock, today, slow+20)\n",
    "                mafast = talib.MA(ohlcv.close, fast).dropna() \n",
    "                maslow = talib.MA(ohlcv.close, slow).dropna()\n",
    "                madiff = mafast - maslow\n",
    "                above, below = madiff > 0, madiff < 0\n",
    "                if above[-consec:].all():                    \n",
    "                    if self._signal == 0:\n",
    "                        # up trend, full position\n",
    "                        broker.trade_stock_target_weight(stock, +1.0)\n",
    "                        self._signal = 1\n",
    "                elif below[-consec:].all():\n",
    "                    if self._signal == 1:\n",
    "                        # down trend, empty position\n",
    "                        broker.close_all_stocks()\n",
    "                        self._signal = 0\n",
    "    return Strg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Altogether will run 49 strategies\n"
     ]
    }
   ],
   "source": [
    "bt0 = Backtest([\n",
    "    long(f'{STOCK} 1.0'),\n",
    "],[\n",
    "    *(MA_Strategy(STOCK, fast=f, slow=s, consec=c, rbfq=r)\n",
    "      for f in FAST_MA_RANGE\n",
    "      for s in SLOW_MA_RANGE\n",
    "      for c in CONSEC_RANGE\n",
    "      for r in RBFQ_RANGE\n",
    "      if f<s)\n",
    "],\n",
    "    barsize='5min',\n",
    "    window=2500,\n",
    "    start=START_DATE\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2020-11-21, 20:42:49] Total 49 backtests started\t(2020-10-01 - 2020-11-19)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2020-11-21 20:42:50,703\tINFO services.py:1090 -- View the Ray dashboard at \u001b[1m\u001b[32mhttp://127.0.0.1:8265\u001b[39m\u001b[22m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:03] RUNNING\t| #1 : macross(10,100)_consec(5)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:03] RUNNING\t| #0 : P('SPY +1.0', rbfq=10)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:03] RUNNING\t| #2 : macross(10,100)_consec(5)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:05] RUNNING\t| #3 : macross(10,100)_consec(5)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:06] RUNNING\t| #4 : macross(10,100)_consec(15)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:06] RUNNING\t| #5 : macross(10,100)_consec(15)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:08] RUNNING\t| #6 : macross(10,100)_consec(15)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:08] RUNNING\t| #7 : macross(10,500)_consec(5)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:10] RUNNING\t| #8 : macross(10,500)_consec(5)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:11] RUNNING\t| #9 : macross(10,500)_consec(5)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:12] RUNNING\t| #10: macross(10,500)_consec(15)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:12] RUNNING\t| #11: macross(10,500)_consec(15)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:14] RUNNING\t| #12: macross(10,500)_consec(15)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:15] RUNNING\t| #13: macross(10,2000)_consec(5)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:15] RUNNING\t| #14: macross(10,2000)_consec(5)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:17] RUNNING\t| #15: macross(10,2000)_consec(5)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:17] RUNNING\t| #16: macross(10,2000)_consec(15)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:19] RUNNING\t| #17: macross(10,2000)_consec(15)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:20] RUNNING\t| #18: macross(10,2000)_consec(15)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:21] RUNNING\t| #19: macross(50,100)_consec(5)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:21] RUNNING\t| #20: macross(50,100)_consec(5)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:23] RUNNING\t| #21: macross(50,100)_consec(5)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:24] RUNNING\t| #22: macross(50,100)_consec(15)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:24] RUNNING\t| #23: macross(50,100)_consec(15)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:26] RUNNING\t| #24: macross(50,100)_consec(15)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:26] RUNNING\t| #25: macross(50,500)_consec(5)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:27] RUNNING\t| #26: macross(50,500)_consec(5)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:28] RUNNING\t| #27: macross(50,500)_consec(5)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:30] RUNNING\t| #28: macross(50,500)_consec(15)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:30] RUNNING\t| #29: macross(50,500)_consec(15)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:31] RUNNING\t| #30: macross(50,500)_consec(15)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:32] RUNNING\t| #31: macross(50,2000)_consec(5)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:32] RUNNING\t| #32: macross(50,2000)_consec(5)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:35] RUNNING\t| #33: macross(50,2000)_consec(5)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:35] RUNNING\t| #34: macross(50,2000)_consec(15)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:36] RUNNING\t| #35: macross(50,2000)_consec(15)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:37] RUNNING\t| #36: macross(50,2000)_consec(15)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:38] RUNNING\t| #37: macross(200,500)_consec(5)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:39] RUNNING\t| #38: macross(200,500)_consec(5)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:40] RUNNING\t| #39: macross(200,500)_consec(5)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:41] RUNNING\t| #40: macross(200,500)_consec(15)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:41] RUNNING\t| #41: macross(200,500)_consec(15)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:43] RUNNING\t| #42: macross(200,500)_consec(15)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:44] RUNNING\t| #43: macross(200,2000)_consec(5)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:45] RUNNING\t| #44: macross(200,2000)_consec(5)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:46] RUNNING\t| #45: macross(200,2000)_consec(5)_rbfq(60)\n",
      "\u001b[2m\u001b[36m(pid=15596)\u001b[0m \t[2020-11-21, 20:43:47] RUNNING\t| #46: macross(200,2000)_consec(15)_rbfq(5)\n",
      "\u001b[2m\u001b[36m(pid=17460)\u001b[0m \t[2020-11-21, 20:43:47] RUNNING\t| #47: macross(200,2000)_consec(15)_rbfq(15)\n",
      "\u001b[2m\u001b[36m(pid=17704)\u001b[0m \t[2020-11-21, 20:43:48] RUNNING\t| #48: macross(200,2000)_consec(15)_rbfq(60)\n",
      "[2020-11-21, 20:43:57] Total 49 backtests completed\t(2020-10-01 - 2020-11-19)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "bt0.run(parallel=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "rslt0 = bt0.result(top=10, by='Sharpe')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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       "            background-color:  #553622;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col1{\n",
       "            background-color:  #4d301f;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col2{\n",
       "            background-color:  #563723;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col3{\n",
       "            background-color:  #7272ff;\n",
       "            color:  #000000;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col4{\n",
       "            background-color:  #fed07e;\n",
       "            color:  #000000;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col5{\n",
       "            background-color:  #fca55d;\n",
       "            color:  #000000;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col0{\n",
       "            background-color:  #503320;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col1{\n",
       "            background-color:  #482d1d;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col2{\n",
       "            background-color:  #523421;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col4,#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col4{\n",
       "            background-color:  #fece7c;\n",
       "            color:  #000000;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col5{\n",
       "            background-color:  #fba05b;\n",
       "            color:  #000000;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col0{\n",
       "            background-color:  #41291a;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col1{\n",
       "            background-color:  #3a2517;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col2,#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col0{\n",
       "            background-color:  #432a1b;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col3{\n",
       "            background-color:  #3838ff;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col5{\n",
       "            background-color:  #f7814c;\n",
       "            color:  #000000;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col6{\n",
       "            background-color:  #b3df72;\n",
       "            color:  #000000;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col1{\n",
       "            background-color:  #3d2618;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col2{\n",
       "            background-color:  #442b1b;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col5{\n",
       "            background-color:  #fa9857;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2a\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Return</th>        <th class=\"col_heading level0 col1\" >CAGR</th>        <th class=\"col_heading level0 col2\" >Mu</th>        <th class=\"col_heading level0 col3\" >Std</th>        <th class=\"col_heading level0 col4\" >Sharpe</th>        <th class=\"col_heading level0 col5\" >Calmar</th>        <th class=\"col_heading level0 col6\" >MDD</th>        <th class=\"col_heading level0 col7\" >MDDdur</th>        <th class=\"col_heading level0 col8\" >MDDloc</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row0\" class=\"row_heading level0 row0\" >P('SPY +1.0', rbfq=10)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow0_col0\" class=\"data row0 col0\" >+5.3%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow0_col1\" class=\"data row0 col1\" >+45.9%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow0_col2\" class=\"data row0 col2\" >+38.3%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow0_col3\" class=\"data row0 col3\" >22.8%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow0_col4\" class=\"data row0 col4\" >+1.679</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow0_col5\" class=\"data row0 col5\" >+4.361</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow0_col6\" class=\"data row0 col6\" >-8.8%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow0_col7\" class=\"data row0 col7\" >2674d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow0_col8\" class=\"data row0 col8\" >2020-10-12 - 2020-10-30</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row1\" class=\"row_heading level0 row1\" >macross(50,100)_consec(5)_rbfq(60)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow1_col0\" class=\"data row1 col0\" >+9.8%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow1_col1\" class=\"data row1 col1\" >+99.3%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow1_col2\" class=\"data row1 col2\" >+69.9%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow1_col3\" class=\"data row1 col3\" >16.5%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow1_col4\" class=\"data row1 col4\" >+4.229</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow1_col5\" class=\"data row1 col5\" >+27.982</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow1_col6\" class=\"data row1 col6\" >-2.5%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow1_col7\" class=\"data row1 col7\" >355d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow1_col8\" class=\"data row1 col8\" >2020-10-16 - 2020-10-20</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row2\" class=\"row_heading level0 row2\" >macross(200,2000)_consec(5)_rbfq(5)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow2_col0\" class=\"data row2 col0\" >+7.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow2_col1\" class=\"data row2 col1\" >+66.9%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow2_col2\" class=\"data row2 col2\" >+51.9%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow2_col3\" class=\"data row2 col3\" >17.8%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow2_col4\" class=\"data row2 col4\" >+2.918</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow2_col5\" class=\"data row2 col5\" >+12.299</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow2_col6\" class=\"data row2 col6\" >-4.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow2_col7\" class=\"data row2 col7\" >219d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow2_col8\" class=\"data row2 col8\" >2020-11-09 - 2020-11-10</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row3\" class=\"row_heading level0 row3\" >macross(200,2000)_consec(5)_rbfq(15)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow3_col0\" class=\"data row3 col0\" >+6.8%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow3_col1\" class=\"data row3 col1\" >+62.0%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow3_col2\" class=\"data row3 col2\" >+48.9%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow3_col3\" class=\"data row3 col3\" >17.8%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow3_col4\" class=\"data row3 col4\" >+2.752</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow3_col5\" class=\"data row3 col5\" >+11.572</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow3_col6\" class=\"data row3 col6\" >-4.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow3_col7\" class=\"data row3 col7\" >219d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow3_col8\" class=\"data row3 col8\" >2020-11-09 - 2020-11-10</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row4\" class=\"row_heading level0 row4\" >macross(200,2000)_consec(15)_rbfq(5)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow4_col0\" class=\"data row4 col0\" >+6.7%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow4_col1\" class=\"data row4 col1\" >+61.0%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow4_col2\" class=\"data row4 col2\" >+48.3%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow4_col3\" class=\"data row4 col3\" >17.8%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow4_col4\" class=\"data row4 col4\" >+2.717</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow4_col5\" class=\"data row4 col5\" >+11.430</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow4_col6\" class=\"data row4 col6\" >-4.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow4_col7\" class=\"data row4 col7\" >219d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow4_col8\" class=\"data row4 col8\" >2020-11-09 - 2020-11-10</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row5\" class=\"row_heading level0 row5\" >macross(10,2000)_consec(5)_rbfq(15)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow5_col0\" class=\"data row5 col0\" >+6.8%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow5_col1\" class=\"data row5 col1\" >+62.5%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow5_col2\" class=\"data row5 col2\" >+49.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow5_col3\" class=\"data row5 col3\" >18.4%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow5_col4\" class=\"data row5 col4\" >+2.669</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow5_col5\" class=\"data row5 col5\" >+11.656</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow5_col6\" class=\"data row5 col6\" >-4.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow5_col7\" class=\"data row5 col7\" >219d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow5_col8\" class=\"data row5 col8\" >2020-11-09 - 2020-11-10</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row6\" class=\"row_heading level0 row6\" >macross(50,2000)_consec(15)_rbfq(15)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col0\" class=\"data row6 col0\" >+6.5%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col1\" class=\"data row6 col1\" >+59.0%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col2\" class=\"data row6 col2\" >+47.0%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col3\" class=\"data row6 col3\" >17.9%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col4\" class=\"data row6 col4\" >+2.621</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col5\" class=\"data row6 col5\" >+11.129</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col6\" class=\"data row6 col6\" >-4.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col7\" class=\"data row6 col7\" >219d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow6_col8\" class=\"data row6 col8\" >2020-11-09 - 2020-11-10</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row7\" class=\"row_heading level0 row7\" >macross(200,2000)_consec(15)_rbfq(15)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col0\" class=\"data row7 col0\" >+6.4%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col1\" class=\"data row7 col1\" >+58.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col2\" class=\"data row7 col2\" >+46.5%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col3\" class=\"data row7 col3\" >17.8%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col4\" class=\"data row7 col4\" >+2.614</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col5\" class=\"data row7 col5\" >+11.003</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col6\" class=\"data row7 col6\" >-4.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col7\" class=\"data row7 col7\" >219d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow7_col8\" class=\"data row7 col8\" >2020-11-09 - 2020-11-10</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row8\" class=\"row_heading level0 row8\" >macross(10,500)_consec(15)_rbfq(5)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col0\" class=\"data row8 col0\" >+6.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col1\" class=\"data row8 col1\" >+55.9%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col2\" class=\"data row8 col2\" >+45.0%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col3\" class=\"data row8 col3\" >17.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col4\" class=\"data row8 col4\" >+2.613</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col5\" class=\"data row8 col5\" >+9.892</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col6\" class=\"data row8 col6\" >-4.5%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col7\" class=\"data row8 col7\" >634d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow8_col8\" class=\"data row8 col8\" >2020-11-09 - 2020-11-12</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2alevel0_row9\" class=\"row_heading level0 row9\" >macross(50,2000)_consec(15)_rbfq(60)</th>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col0\" class=\"data row9 col0\" >+6.3%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col1\" class=\"data row9 col1\" >+56.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col2\" class=\"data row9 col2\" >+45.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col3\" class=\"data row9 col3\" >17.7%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col4\" class=\"data row9 col4\" >+2.545</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col5\" class=\"data row9 col5\" >+10.697</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col6\" class=\"data row9 col6\" >-4.2%</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col7\" class=\"data row9 col7\" >219d</td>\n",
       "                        <td id=\"T_38f32dfb_2bf7_11eb_9cea_00155df9fd2arow9_col8\" class=\"data row9 col8\" >2020-11-09 - 2020-11-10</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1a7f8673a00>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rslt0.metrics(formatted=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rslt0.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rslt0.plot_new_high(1)"
   ]
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}