UX_3_3_DT.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "UX_3_3_DT.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "c8tQMXXN_8my"
      },
      "outputs": [],
      "source": [
        "from datetime import date, datetime\n",
        "import pandas as pd \n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import warnings"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn import tree\n",
        "import random, numpy\n",
        "from numpy.random import seed\n",
        "\n",
        "SEED = 12345678"
      ],
      "metadata": {
        "id": "ndg3B4_bLG4m"
      },
      "execution_count": 80,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Simple Moving Average**"
      ],
      "metadata": {
        "id": "FAGStRGxQRQl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def SMA(data,n):\n",
        "    \n",
        "    #додаємо NaN на початку\n",
        "\tsma_list=[np.nan for k in range(n-1)]\n",
        "    \n",
        "\tfor i in range(len(data)-n+1):\n",
        "\t\tsum_n = 0\n",
        "\t\tfor j in range(n):\n",
        "\t\t\tsum_n = sum_n + data[i+j]\n",
        "\t\tsma=sum_n/n\n",
        "\t\tsma_list.append(round(sma, 2))\n",
        "        \n",
        "\treturn sma_list"
      ],
      "metadata": {
        "id": "EkdtzE6UQLYO"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Linear Weighted Moving Average**"
      ],
      "metadata": {
        "id": "5etv44l1QazH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def LWMA(data,n):\n",
        "    \n",
        "\tlma_list=[np.nan for k in range(n-1)]\n",
        "\n",
        "\tfor i in range(len(data)-n+1):\n",
        "\t\tsum_n, sum_j = 0, 0\n",
        "\t\tfor j in range(n):\n",
        "\t\t\tsum_n = sum_n + (j+1)*data[i+j]\n",
        "\t\t\tsum_j = sum_j + (j+1)\n",
        "\t\tlma=sum_n/sum_j\n",
        "\t\tlma_list.append(lma)\n",
        "\n",
        "\treturn lma_list"
      ],
      "metadata": {
        "id": "j6U7YwTyQe5E"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def EMA(data, n, a=0):\n",
        "\tema_list=[data[0]]\n",
        "\tif a==0:\n",
        "\t\ta=2/(n+1)\n",
        "\n",
        "\tfor i in range (1,len(data)):\n",
        "\t\tema = 0\n",
        "\t\tema = (1-a)*ema_list[i-1]+a*data[i]\n",
        "\t\tema_list.append(ema)\n",
        "\n",
        "\treturn ema_list"
      ],
      "metadata": {
        "id": "5c442wnTQi50"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**SO**"
      ],
      "metadata": {
        "id": "c_8JRJwkQlBX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def SO(data_close, data_high, data_low, n):\n",
        "\tK, D = [np.nan for k in range(n-1)], [np.nan for k in range(n-1)]\n",
        "\thighest_high, lowest_low = [np.nan for k in range(n-1)], [np.nan for k in range(n-1)]\n",
        "\n",
        "\tfor i in range(len(data_close)-n+1):\n",
        "\t\tlist_n_high, list_n_low = [], []\n",
        "\t\tfor j in range(0, n):\n",
        "\t\t\tlist_n_high.append(data_high[i+j])\n",
        "\t\t\tlist_n_low.append(data_low[i+j])\n",
        "\t\thighest_high.append(max(list_n_high))\n",
        "\t\tlowest_low.append(min(list_n_low))\n",
        "\n",
        "\tfor i in range(n-1, len(highest_high)):\n",
        "\t\tK.append(100*(data_close[i]-lowest_low[i])/(highest_high[i]-lowest_low[i]))\n",
        "\tD = SMA(K, n)\n",
        "\n",
        "\treturn K, D"
      ],
      "metadata": {
        "id": "HaI1nXycQnKV"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**CCI**"
      ],
      "metadata": {
        "id": "-pFB551sQ5BI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def CCI(data_close, data_high, data_low, n):\n",
        "\tp_typical = []\n",
        "\n",
        "\tfor i in range(len(data_close)):\n",
        "\t\tp_typical.append((data_close[i]+data_low[i]+data_high[i])/3)\n",
        "\tsma = SMA(p_typical,n)\n",
        "\n",
        "\tMAD = [np.nan for k in range(n-1)]\n",
        "\tfor j in range(n-1, len(data_close)):\n",
        "\t\tmad = 0\n",
        "\t\tfor s in range(n):\n",
        "\t\t\tmad = mad +  abs(p_typical[j-s]-sma[j])\n",
        "\t\tMAD.append(mad/n)\n",
        "\n",
        "\tCCI = [np.nan for n in range(n-1)]\n",
        "\tfor t in range(n-1, len(data_close)):\n",
        "\t\tcci = (p_typical[t]-sma[t])/(0.015*MAD[t])\n",
        "\t\tCCI.append(cci)\n",
        "\n",
        "\treturn CCI"
      ],
      "metadata": {
        "id": "or1TLwu5Q-9t"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Disparsity Index**"
      ],
      "metadata": {
        "id": "UeCoKKAEREis"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def DI(data, n, MA_type):\n",
        "    if MA_type == \"EMA\":\n",
        "        MA = EMA(data, n)\n",
        "    elif MA_type == \"LWMA\":\n",
        "        MA = LWMA(data, n)\n",
        "    else:\n",
        "        MA = SMA(data, n)\n",
        "    \n",
        "    di_list = []\n",
        "    for i in range(len(MA)):\n",
        "        if (np.isnan(MA[i])):\n",
        "            di_list.append(np.nan)\n",
        "        else:\n",
        "            di_list.append((data[i]-MA[i])/(100*MA[i]))\n",
        "        \n",
        "    return di_list"
      ],
      "metadata": {
        "id": "f7u6F_4iQ_nv"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Elder-Ray Index**"
      ],
      "metadata": {
        "id": "Qxx4w--KRHqc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def ERI(data_close, data_high, data_low, n):\n",
        "    MA = EMA(data_close, n)\n",
        "    \n",
        "    BuP, BeP = [], []\n",
        "    for i in range(len(data_close)):\n",
        "        BuP.append(data_high[i] - MA[i])\n",
        "        BeP.append(data_low[i] - MA[i])\n",
        "    return BuP, BeP"
      ],
      "metadata": {
        "id": "WER9MGV8RLW1"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Strategy with moving averages**\n",
        "\n",
        "Сигнали - перетин ціни і плинного середнього\n",
        "\n",
        "P - list of Close prices\n",
        "\n",
        "n1 - к-ть періодів для середнього\n",
        "\n",
        "MA_type - тип середнього (\"SMA\", \"EMA\", \"LWMA\")"
      ],
      "metadata": {
        "id": "--dvS2dkRXt8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def strategy_MA_1(P, n1, MA_type, n2=26, n3=9):\n",
        "\tMA= []\n",
        "\tif MA_type == \"SMA\":\n",
        "\t\tMA = SMA(P, n1)\n",
        "\telif MA_type == \"EMA\":\n",
        "\t\tMA = EMA(P, n1)\n",
        "\telif MA_type == \"LWMA\":\n",
        "\t\tMA = LWMA(P, n1)\n",
        "\n",
        "\tif MA_type != \"EMA\":\n",
        "\t\ts=[np.nan for k in range(n1)]\n",
        "\t\tfor i in range(n1, len(MA)):\n",
        "\t\t\tif (P[i-1]<MA[i-1]) and (P[i]>MA[i]):\n",
        "\t\t\t\ts.append(1)\n",
        "\t\t\telif (P[i-1]>MA[i-1]) and (P[i]<MA[i]):\n",
        "\t\t\t\ts.append(-1)\n",
        "\t\t\telse:\n",
        "\t\t\t\ts.append(0)\n",
        "\telif MA_type == \"EMA\":\n",
        "\t\ts=[np.nan]\n",
        "\t\tfor i in range(1,len(MA)):\n",
        "\t\t\tif (P[i-1]<MA[i-1]) and (P[i]>MA[i]):\n",
        "\t\t\t\ts.append(1)\n",
        "\t\t\telif (P[i-1]>MA[i-1]) and (P[i]<MA[i]):\n",
        "\t\t\t\ts.append(-1)\n",
        "\t\t\telse:\n",
        "\t\t\t\ts.append(0)\n",
        "\treturn s"
      ],
      "metadata": {
        "id": "Nu2LbJeERaLN"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Strategy SO**"
      ],
      "metadata": {
        "id": "YucvKZibRdGn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def strategy_SO(P_close, P_high, P_low, n):\n",
        "\tK, D = SO(P_close, P_high, P_low, n)\n",
        "\ts=[np.nan for k in range(n)]\n",
        "\tfor i in range(n, len(P_close)):\n",
        "\t\tif (K[i]>D[i]) and (K[i-1]<D[i-1]):\n",
        "\t\t\ts.append(-1)\n",
        "\t\telif (K[i]<D[i]) and (K[i-1]>D[i-1]):\n",
        "\t\t\ts.append(1)\n",
        "\t\telse:\n",
        "\t\t\ts.append(0)\n",
        "\treturn s"
      ],
      "metadata": {
        "id": "5M6hGv1TRfAJ"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Strategy CCI**"
      ],
      "metadata": {
        "id": "K63-kEMrRmXG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def strategy_CCI(data_close, data_high, data_low, n):\n",
        "\tcci = CCI(data_close, data_high, data_low, n)\n",
        "\ts=[]\n",
        "\tfor i in range(len(data_close)):\n",
        "\t\tif ((cci[i]>0) and (cci[i-1]<0)):\n",
        "\t\t\ts.append(1)\n",
        "\t\telif ((cci[i]<0) and (cci[i-1]>0)):\n",
        "\t\t\ts.append(-1)\n",
        "\t\telse:\n",
        "\t\t\ts.append(0)\n",
        "\treturn s"
      ],
      "metadata": {
        "id": "xzzLOQ6WRoh0"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Strategy DI**"
      ],
      "metadata": {
        "id": "Zuwa8SyjRuFE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def strategy_DI(P_close, n):\n",
        "    DI_ = DI(P_close, n, MA_type=\"SMA\")\n",
        "    \n",
        "    s=[np.nan]\n",
        "    for i in range(1,len(DI_)):\n",
        "        if np.isnan(DI_[i]):\n",
        "            s.append(np.nan)\n",
        "        elif ((DI_[i]>0)&(DI_[i-1]<0)):\n",
        "            s.append(1)\n",
        "        elif ((DI_[i]<0)&(DI_[i-1]>0)):\n",
        "            s.append(-1)\n",
        "        else:\n",
        "            s.append(0)\n",
        "            \n",
        "    return s"
      ],
      "metadata": {
        "id": "agMkpNZnRu92"
      },
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Strategy ERI**"
      ],
      "metadata": {
        "id": "JfNwESPnRwha"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def strategy_ERI(P_close, P_high, P_low, n=13):\n",
        "    BuP_ = ERI(P_close, P_high, P_low, n)[0]\n",
        "    BeP_ = ERI(P_close, P_high, P_low, n)[1]\n",
        "    \n",
        "    s=[np.nan]\n",
        "    for i in range(1, len(BuP_)):\n",
        "        if ((BeP_[i]>0)&(BeP_[i-1]<0)):\n",
        "            s.append(1)\n",
        "        elif ((BuP_[i]<0)&(BuP_[i-1]>0)):\n",
        "\n",
        "            s.append(-1)\n",
        "        else:\n",
        "            s.append(0)\n",
        "            \n",
        "    return s"
      ],
      "metadata": {
        "id": "1UBPEhCTRyed"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Strategy MAE**"
      ],
      "metadata": {
        "id": "Vu8QKb3jUfrX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def strategy_MAE(P, upper, lower, n1, MA_type, MAE_type=\"LL\"):\n",
        "\tif n1 >= 0:\n",
        "\t\tUL, LL, MA = [], [], []\n",
        "\t\tif MA_type == \"SMA\":\n",
        "\t\t\tMA = SMA(P, n1)\n",
        "\t\telif MA_type == \"EMA\":\n",
        "\t\t\tMA = EMA(P, n1)\n",
        "\t\telif MA_type == \"LWMA\":\n",
        "\t\t\tMA = LWMA(P, n1)\n",
        "\n",
        "\t\tfor i in range(len(P)):\n",
        "\t\t\tUL.append((1+upper)*MA[i])\n",
        "\t\t\tLL.append((1-lower)*MA[i])\n",
        "\t\tif MA_type != \"EMA\":\n",
        "\t\t\ts=[np.nan for k in range(n1)]\n",
        "\t\t\tif MAE_type == \"UL\":\n",
        "\t\t\t\tfor i in range(n1, len(MA)):\n",
        "\t\t\t\t\tif (P[i-1]<UL[i-1]) and (P[i]>UL[i]):\n",
        "\t\t\t\t\t\ts.append(1)\n",
        "\t\t\t\t\telif (P[i-1]>UL[i-1]) and (P[i]<UL[i]):\n",
        "\t\t\t\t\t\ts.append(-1)\n",
        "\t\t\t\t\telse:\n",
        "\t\t\t\t\t\ts.append(0)\n",
        "\t\t\telif MAE_type == \"LL\":\n",
        "\t\t\t\tfor i in range(n1, len(MA)):\n",
        "\t\t\t\t\tif (P[i-1]<LL[i-1]) and (P[i]>LL[i]):\n",
        "\t\t\t\t\t\ts.append(1)\n",
        "\t\t\t\t\telif (P[i-1]>LL[i-1]) and (P[i]<LL[i]):\n",
        "\t\t\t\t\t\ts.append(-1)\n",
        "\t\t\t\t\telse:\n",
        "\t\t\t\t\t\ts.append(0)\n",
        "\t\telif MA_type == \"EMA\":\n",
        "\t\t\ts=[np.nan]\n",
        "\t\t\tif MAE_type == \"UL\":\n",
        "\t\t\t\tfor i in range(1, len(MA)):\n",
        "\t\t\t\t\tif (P[i-1]<UL[i-1]) and (P[i]>UL[i]):\n",
        "\t\t\t\t\t\ts.append(1)\n",
        "\t\t\t\t\telif (P[i-1]>UL[i-1]) and (P[i]<UL[i]):\n",
        "\t\t\t\t\t\ts.append(-1)\n",
        "\t\t\t\t\telse:\n",
        "\t\t\t\t\t\ts.append(0)\n",
        "\t\t\telif MAE_type == \"LL\":\n",
        "\t\t\t\tfor i in range(1, len(MA)):\n",
        "\t\t\t\t\tif (P[i-1]<LL[i-1]) and (P[i]>LL[i]):\n",
        "\t\t\t\t\t\ts.append(1)\n",
        "\t\t\t\t\telif (P[i-1]>LL[i-1]) and (P[i]<LL[i]):\n",
        "\t\t\t\t\t\ts.append(-1)\n",
        "\t\t\t\t\telse:\n",
        "\t\t\t\t\t\ts.append(0)\n",
        "\t\treturn s\n",
        "\telse:\n",
        "\t\treturn [\"nan\", \"nan\"]"
      ],
      "metadata": {
        "id": "_d23hydZUf8L"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def signal_convertation(signals):\n",
        "    non_zero_element = 0\n",
        "    converted_signals = []\n",
        "    #елементи на початку ряду можуть бути нулями, ми їх не змінюємо до появи першого сигналу\n",
        "    \n",
        "    for i in range(len(signals)):\n",
        "        if np.isnan(signals[i]):\n",
        "            converted_signals.append(np.nan)\n",
        "        else:\n",
        "            if signals[i] != 0:\n",
        "                non_zero_element = signals[i]\n",
        "                converted_signals.append(signals[i])\n",
        "            else:\n",
        "                converted_signals.append(non_zero_element)\n",
        "                \n",
        "    return converted_signals"
      ],
      "metadata": {
        "id": "CtWg8RPNTn4O"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def trading_results(price, signal):\n",
        "    results=[\"n/a\" for i in range(len(price))]\n",
        "    open_short, close_short, open_long, close_long = 0, 0, 0, 0\n",
        "    \n",
        "    \n",
        "    for i in range(1,len(signal)):\n",
        "        \n",
        "        if signal[i] == 0 and signal[i-1] == 1:\n",
        "            open_short = i\n",
        "            close_long = i\n",
        "            #рахуємо прибутковість довгої позиції\n",
        "            #result = (price[close_long] - price[open_long])/price[open_long]\n",
        "            result = (price[close_long] - price[open_long])/price[open_long] - 0.4/100\n",
        "            results[i] = result\n",
        "            \n",
        "        if signal[i] == 1 and signal[i-1] == 0:\n",
        "            close_short = i\n",
        "            open_long = i\n",
        "            #рахуємо прибутковість короткої позиції\n",
        "            #result = -(price[close_short] - price[open_short])/price[open_short]\n",
        "            result = -(price[close_short] - price[open_short])/price[open_short] - 0.4/100\n",
        "            results[i] = result\n",
        "            \n",
        "    return(results)"
      ],
      "metadata": {
        "id": "NiDTQwOyYsvO"
      },
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "columns = ['Date', 'Open', 'High', 'Low', 'Close', 'Volume']\n",
        "df = pd.read_excel('UX-dailyhistory.xlsx', header = None, skiprows = 1, names = columns)"
      ],
      "metadata": {
        "id": "ibHbJxUC8oVx"
      },
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.index = df[\"Date\"]\n",
        "df.index = pd.to_datetime(df.index)\n",
        "df.drop(['Date', 'Volume'], axis='columns', inplace=True)\n",
        "df = df.sort_index()\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "Xum0MvW095CP",
        "outputId": "da020b86-5b7b-46cd-9a2a-4c5de8bd0d54"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Open    High     Low   Close\n",
              "Date                                      \n",
              "2009-03-26  500.00  500.00  500.00  500.00\n",
              "2009-03-27  557.04  567.24  508.31  509.86\n",
              "2009-03-30  509.35  509.87  502.22  509.87\n",
              "2009-03-31  509.70  511.46  509.70  511.46\n",
              "2009-04-01  508.05  521.66  508.05  521.66"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-17f563de-e03b-426c-8daf-1e6e6f5c18de\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2009-03-26</th>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-27</th>\n",
              "      <td>557.04</td>\n",
              "      <td>567.24</td>\n",
              "      <td>508.31</td>\n",
              "      <td>509.86</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-30</th>\n",
              "      <td>509.35</td>\n",
              "      <td>509.87</td>\n",
              "      <td>502.22</td>\n",
              "      <td>509.87</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-31</th>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-04-01</th>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-17f563de-e03b-426c-8daf-1e6e6f5c18de')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-17f563de-e03b-426c-8daf-1e6e6f5c18de button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-17f563de-e03b-426c-8daf-1e6e6f5c18de');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "qIjgtxyd7E7W"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import missingno as msno"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "msno.bar(df, color = (138/225,43/225,225/225))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 686
        },
        "id": "AL_v3cI9AqF7",
        "outputId": "81743708-4720-4e2c-dd81-eba17796e692"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fde54263410>"
            ]
          },
          "metadata": {},
          "execution_count": 39
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x720 with 3 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "xMHYLtSeA23e",
        "outputId": "0777d661-1fdb-45e3-d42b-19a23b23a4e0"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Open     High      Low    Close\n",
              "Date                                          \n",
              "2009-03-26   500.00   500.00   500.00   500.00\n",
              "2009-03-27   557.04   567.24   508.31   509.86\n",
              "2009-03-30   509.35   509.87   502.22   509.87\n",
              "2009-03-31   509.70   511.46   509.70   511.46\n",
              "2009-04-01   508.05   521.66   508.05   521.66\n",
              "...             ...      ...      ...      ...\n",
              "2022-02-18  1785.48  1796.03  1765.74  1774.84\n",
              "2022-02-21  1774.84  1803.77  1766.02  1766.02\n",
              "2022-02-22  1766.02  1787.89  1718.72  1759.73\n",
              "2022-02-23  1759.73  1792.64  1718.50  1718.50\n",
              "2022-02-25  1718.50  1718.50  1718.50  1718.50\n",
              "\n",
              "[3187 rows x 4 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5ca2fc3c-8272-4607-98b5-def098bcbf7a\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2009-03-26</th>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-27</th>\n",
              "      <td>557.04</td>\n",
              "      <td>567.24</td>\n",
              "      <td>508.31</td>\n",
              "      <td>509.86</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-30</th>\n",
              "      <td>509.35</td>\n",
              "      <td>509.87</td>\n",
              "      <td>502.22</td>\n",
              "      <td>509.87</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-31</th>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-04-01</th>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-18</th>\n",
              "      <td>1785.48</td>\n",
              "      <td>1796.03</td>\n",
              "      <td>1765.74</td>\n",
              "      <td>1774.84</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-21</th>\n",
              "      <td>1774.84</td>\n",
              "      <td>1803.77</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1766.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-22</th>\n",
              "      <td>1766.02</td>\n",
              "      <td>1787.89</td>\n",
              "      <td>1718.72</td>\n",
              "      <td>1759.73</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-23</th>\n",
              "      <td>1759.73</td>\n",
              "      <td>1792.64</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-25</th>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3187 rows × 4 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5ca2fc3c-8272-4607-98b5-def098bcbf7a')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5ca2fc3c-8272-4607-98b5-def098bcbf7a button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-5ca2fc3c-8272-4607-98b5-def098bcbf7a');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#якщо ціна наступного дня зросла - ставимо 1\n",
        "to_predict = []\n",
        "for i in range(0,len(df.Close)-1):\n",
        "    if df.Close[i+1] > df.Close[i]:\n",
        "        to_predict.append(1)\n",
        "    else:\n",
        "        to_predict.append(0)\n",
        "\n",
        "to_predict.append(np.nan)"
      ],
      "metadata": {
        "id": "5t_og0lVA_UJ"
      },
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"DI\"] = signal_convertation(strategy_DI(P_close=df.Close, n=12))\n",
        "df[\"ERI\"] = signal_convertation(strategy_ERI(P_close=df.Close, P_high=df.High, P_low=df.Low, n=13))\n",
        "df[\"SMA_1\"] = signal_convertation(strategy_MA_1(P = df.Close, n1 = 12, MA_type = \"SMA\"))\n",
        "df[\"EMA_1\"] = signal_convertation(strategy_MA_1(P = df.Close, n1 = 7, MA_type = \"EMA\"))\n",
        "df[\"LWMA_1\"] = signal_convertation(strategy_MA_1(P = df.Close, n1 = 15, MA_type = \"LWMA\"))\n",
        "df[\"MAE_1\"] = signal_convertation(strategy_MAE(P=df.Close, upper=0, lower=0.01, n1=34, MA_type=\"SMA\", MAE_type=\"LL\"))\n",
        "df[\"MAE_2\"] = signal_convertation(strategy_MAE(P=df.Close, upper=0, lower=0.01, n1=6, MA_type=\"EMA\", MAE_type=\"LL\"))\n",
        "df[\"MAE_3\"] = signal_convertation(strategy_MAE(P=df.Close, upper=0, lower=0.01, n1=17, MA_type=\"LWMA\", MAE_type=\"LL\"))\n",
        "df[\"MAE_4\"] = signal_convertation(strategy_MAE(P=df.Close, upper=0.015, lower=0, n1=21, MA_type=\"SMA\", MAE_type=\"UL\"))\n",
        "df[\"MAE_5\"] = signal_convertation(strategy_MAE(P=df.Close, upper=0.01, lower=0, n1=13, MA_type=\"EMA\", MAE_type=\"UL\"))\n",
        "df[\"MAE_6\"] = signal_convertation(strategy_MAE(P=df.Close, upper=0.01, lower=0, n1=22, MA_type=\"LWMA\", MAE_type=\"UL\"))\n",
        "#df[\"SO_1\"] = strategy_SO(P_close=df.Close, P_high=df.High, P_low=df.Low, n=47)"
      ],
      "metadata": {
        "id": "xJBsos8EvkdW"
      },
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "iduOf-_H1EBM",
        "outputId": "453e7a6d-82ea-4557-decd-82fabc55e5ee"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Open     High      Low    Close   DI  ERI  SMA_1  EMA_1  \\\n",
              "Date                                                                     \n",
              "2009-03-26   500.00   500.00   500.00   500.00  NaN  NaN    NaN    NaN   \n",
              "2009-03-27   557.04   567.24   508.31   509.86  NaN  0.0    NaN    0.0   \n",
              "2009-03-30   509.35   509.87   502.22   509.87  NaN  0.0    NaN    0.0   \n",
              "2009-03-31   509.70   511.46   509.70   511.46  NaN  1.0    NaN    0.0   \n",
              "2009-04-01   508.05   521.66   508.05   521.66  NaN  1.0    NaN    0.0   \n",
              "...             ...      ...      ...      ...  ...  ...    ...    ...   \n",
              "2022-02-18  1785.48  1796.03  1765.74  1774.84  1.0  1.0    1.0    1.0   \n",
              "2022-02-21  1774.84  1803.77  1766.02  1766.02  1.0  1.0    1.0    1.0   \n",
              "2022-02-22  1766.02  1787.89  1718.72  1759.73  1.0  1.0    1.0    1.0   \n",
              "2022-02-23  1759.73  1792.64  1718.50  1718.50 -1.0  1.0   -1.0   -1.0   \n",
              "2022-02-25  1718.50  1718.50  1718.50  1718.50 -1.0 -1.0   -1.0   -1.0   \n",
              "\n",
              "            LWMA_1  MAE_1  MAE_2  MAE_3  MAE_4  MAE_5  MAE_6  \n",
              "Date                                                          \n",
              "2009-03-26     NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
              "2009-03-27     NaN    NaN    0.0    NaN    NaN    1.0    NaN  \n",
              "2009-03-30     NaN    NaN    0.0    NaN    NaN    1.0    NaN  \n",
              "2009-03-31     NaN    NaN    0.0    NaN    NaN    1.0    NaN  \n",
              "2009-04-01     NaN    NaN    0.0    NaN    NaN    1.0    NaN  \n",
              "...            ...    ...    ...    ...    ...    ...    ...  \n",
              "2022-02-18     1.0    1.0    1.0    1.0    1.0    1.0    1.0  \n",
              "2022-02-21     1.0    1.0    1.0    1.0    1.0    1.0    1.0  \n",
              "2022-02-22     1.0    1.0    1.0    1.0    1.0    1.0    1.0  \n",
              "2022-02-23    -1.0    1.0   -1.0    1.0   -1.0   -1.0   -1.0  \n",
              "2022-02-25    -1.0    1.0   -1.0    1.0   -1.0   -1.0   -1.0  \n",
              "\n",
              "[3187 rows x 15 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2ebe7639-88a8-4cd9-9254-b5ff61d75d97\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>DI</th>\n",
              "      <th>ERI</th>\n",
              "      <th>SMA_1</th>\n",
              "      <th>EMA_1</th>\n",
              "      <th>LWMA_1</th>\n",
              "      <th>MAE_1</th>\n",
              "      <th>MAE_2</th>\n",
              "      <th>MAE_3</th>\n",
              "      <th>MAE_4</th>\n",
              "      <th>MAE_5</th>\n",
              "      <th>MAE_6</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <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>2009-03-26</th>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-27</th>\n",
              "      <td>557.04</td>\n",
              "      <td>567.24</td>\n",
              "      <td>508.31</td>\n",
              "      <td>509.86</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-30</th>\n",
              "      <td>509.35</td>\n",
              "      <td>509.87</td>\n",
              "      <td>502.22</td>\n",
              "      <td>509.87</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-31</th>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-04-01</th>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-18</th>\n",
              "      <td>1785.48</td>\n",
              "      <td>1796.03</td>\n",
              "      <td>1765.74</td>\n",
              "      <td>1774.84</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-21</th>\n",
              "      <td>1774.84</td>\n",
              "      <td>1803.77</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-22</th>\n",
              "      <td>1766.02</td>\n",
              "      <td>1787.89</td>\n",
              "      <td>1718.72</td>\n",
              "      <td>1759.73</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-23</th>\n",
              "      <td>1759.73</td>\n",
              "      <td>1792.64</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-25</th>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3187 rows × 15 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2ebe7639-88a8-4cd9-9254-b5ff61d75d97')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-2ebe7639-88a8-4cd9-9254-b5ff61d75d97 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-2ebe7639-88a8-4cd9-9254-b5ff61d75d97');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#прибираэмо нулы на початку при розрахунку методів ТА - для кожного методу окремо (один раз)\n",
        "df = df.replace(0, np.nan)"
      ],
      "metadata": {
        "id": "HIQZq4z6vp78"
      },
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"Percent change 1\"] = 100*df[\"Close\"].pct_change(periods=1)\n",
        "df[\"Percent change 5\"] = 100*df[\"Close\"].pct_change(periods=5)\n",
        "df[\"Percent change 30\"] = 100*df[\"Close\"].pct_change(periods=30)\n",
        "df[\"Percent change Open\"] = 100*df[\"Open\"].pct_change(periods=1)\n",
        "df[\"Percent change High\"] = 100*df[\"High\"].pct_change(periods=1)\n",
        "df[\"Percent change Low\"] = 100*df[\"Low\"].pct_change(periods=1)"
      ],
      "metadata": {
        "id": "8zBhla5mvlAs"
      },
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"Y\"] = to_predict\n",
        "df.tail()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "lnsK1gKOBPGU",
        "outputId": "3acf248c-1b39-4739-a3f1-ea87d179da24"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Open     High      Low    Close   DI  ERI  SMA_1  EMA_1  \\\n",
              "Date                                                                     \n",
              "2022-02-18  1785.48  1796.03  1765.74  1774.84  1.0  1.0    1.0    1.0   \n",
              "2022-02-21  1774.84  1803.77  1766.02  1766.02  1.0  1.0    1.0    1.0   \n",
              "2022-02-22  1766.02  1787.89  1718.72  1759.73  1.0  1.0    1.0    1.0   \n",
              "2022-02-23  1759.73  1792.64  1718.50  1718.50 -1.0  1.0   -1.0   -1.0   \n",
              "2022-02-25  1718.50  1718.50  1718.50  1718.50 -1.0 -1.0   -1.0   -1.0   \n",
              "\n",
              "            LWMA_1  MAE_1  ...  MAE_4  MAE_5  MAE_6  Percent change 1  \\\n",
              "Date                       ...                                          \n",
              "2022-02-18     1.0    1.0  ...    1.0    1.0    1.0         -0.595918   \n",
              "2022-02-21     1.0    1.0  ...    1.0    1.0    1.0         -0.496946   \n",
              "2022-02-22     1.0    1.0  ...    1.0    1.0    1.0         -0.356168   \n",
              "2022-02-23    -1.0    1.0  ...   -1.0   -1.0   -1.0         -2.342973   \n",
              "2022-02-25    -1.0    1.0  ...   -1.0   -1.0   -1.0          0.000000   \n",
              "\n",
              "            Percent change 5  Percent change 30  Percent change Open  \\\n",
              "Date                                                                   \n",
              "2022-02-18          3.565906           2.278569             3.967159   \n",
              "2022-02-21          4.124854           1.770299            -0.595918   \n",
              "2022-02-22          2.926244           0.735597            -0.496946   \n",
              "2022-02-23          0.066964          -0.354283            -0.356168   \n",
              "2022-02-25         -3.751372          -2.764025            -2.342973   \n",
              "\n",
              "            Percent change High  Percent change Low    Y  \n",
              "Date                                                      \n",
              "2022-02-18             0.590878            3.149864  0.0  \n",
              "2022-02-21             0.430950            0.015857  0.0  \n",
              "2022-02-22            -0.880378           -2.678339  0.0  \n",
              "2022-02-23             0.265676           -0.012800  0.0  \n",
              "2022-02-25            -4.135800            0.000000  NaN  \n",
              "\n",
              "[5 rows x 22 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-7df84ebf-544f-49d8-a8a1-8d3b7df7e31d\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>DI</th>\n",
              "      <th>ERI</th>\n",
              "      <th>SMA_1</th>\n",
              "      <th>EMA_1</th>\n",
              "      <th>LWMA_1</th>\n",
              "      <th>MAE_1</th>\n",
              "      <th>...</th>\n",
              "      <th>MAE_4</th>\n",
              "      <th>MAE_5</th>\n",
              "      <th>MAE_6</th>\n",
              "      <th>Percent change 1</th>\n",
              "      <th>Percent change 5</th>\n",
              "      <th>Percent change 30</th>\n",
              "      <th>Percent change Open</th>\n",
              "      <th>Percent change High</th>\n",
              "      <th>Percent change Low</th>\n",
              "      <th>Y</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <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>2022-02-18</th>\n",
              "      <td>1785.48</td>\n",
              "      <td>1796.03</td>\n",
              "      <td>1765.74</td>\n",
              "      <td>1774.84</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.595918</td>\n",
              "      <td>3.565906</td>\n",
              "      <td>2.278569</td>\n",
              "      <td>3.967159</td>\n",
              "      <td>0.590878</td>\n",
              "      <td>3.149864</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-21</th>\n",
              "      <td>1774.84</td>\n",
              "      <td>1803.77</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.496946</td>\n",
              "      <td>4.124854</td>\n",
              "      <td>1.770299</td>\n",
              "      <td>-0.595918</td>\n",
              "      <td>0.430950</td>\n",
              "      <td>0.015857</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-22</th>\n",
              "      <td>1766.02</td>\n",
              "      <td>1787.89</td>\n",
              "      <td>1718.72</td>\n",
              "      <td>1759.73</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.356168</td>\n",
              "      <td>2.926244</td>\n",
              "      <td>0.735597</td>\n",
              "      <td>-0.496946</td>\n",
              "      <td>-0.880378</td>\n",
              "      <td>-2.678339</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-23</th>\n",
              "      <td>1759.73</td>\n",
              "      <td>1792.64</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-2.342973</td>\n",
              "      <td>0.066964</td>\n",
              "      <td>-0.354283</td>\n",
              "      <td>-0.356168</td>\n",
              "      <td>0.265676</td>\n",
              "      <td>-0.012800</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-25</th>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-3.751372</td>\n",
              "      <td>-2.764025</td>\n",
              "      <td>-2.342973</td>\n",
              "      <td>-4.135800</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 22 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7df84ebf-544f-49d8-a8a1-8d3b7df7e31d')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-7df84ebf-544f-49d8-a8a1-8d3b7df7e31d button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-7df84ebf-544f-49d8-a8a1-8d3b7df7e31d');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "_mQPsmrp1ik7",
        "outputId": "2ec1ef10-e2af-4984-e2b3-d93181c72829"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Open    High     Low   Close  DI  ERI  SMA_1  EMA_1  LWMA_1  \\\n",
              "Date                                                                        \n",
              "2009-03-26  500.00  500.00  500.00  500.00 NaN  NaN    NaN    NaN     NaN   \n",
              "2009-03-27  557.04  567.24  508.31  509.86 NaN  NaN    NaN    NaN     NaN   \n",
              "2009-03-30  509.35  509.87  502.22  509.87 NaN  NaN    NaN    NaN     NaN   \n",
              "2009-03-31  509.70  511.46  509.70  511.46 NaN  1.0    NaN    NaN     NaN   \n",
              "2009-04-01  508.05  521.66  508.05  521.66 NaN  1.0    NaN    NaN     NaN   \n",
              "\n",
              "            MAE_1  ...  MAE_4  MAE_5  MAE_6  Percent change 1  \\\n",
              "Date               ...                                          \n",
              "2009-03-26    NaN  ...    NaN    NaN    NaN               NaN   \n",
              "2009-03-27    NaN  ...    NaN    1.0    NaN          1.972000   \n",
              "2009-03-30    NaN  ...    NaN    1.0    NaN          0.001961   \n",
              "2009-03-31    NaN  ...    NaN    1.0    NaN          0.311844   \n",
              "2009-04-01    NaN  ...    NaN    1.0    NaN          1.994291   \n",
              "\n",
              "            Percent change 5  Percent change 30  Percent change Open  \\\n",
              "Date                                                                   \n",
              "2009-03-26               NaN                NaN                  NaN   \n",
              "2009-03-27               NaN                NaN            11.408000   \n",
              "2009-03-30               NaN                NaN            -8.561324   \n",
              "2009-03-31               NaN                NaN             0.068715   \n",
              "2009-04-01               NaN                NaN            -0.323720   \n",
              "\n",
              "            Percent change High  Percent change Low    Y  \n",
              "Date                                                      \n",
              "2009-03-26                  NaN                 NaN  1.0  \n",
              "2009-03-27            13.448000            1.662000  1.0  \n",
              "2009-03-30           -10.113885           -1.198088  1.0  \n",
              "2009-03-31             0.311844            1.489387  1.0  \n",
              "2009-04-01             1.994291           -0.323720  1.0  \n",
              "\n",
              "[5 rows x 22 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-cc765baf-2323-4b54-ada3-0dd51b83a31f\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>DI</th>\n",
              "      <th>ERI</th>\n",
              "      <th>SMA_1</th>\n",
              "      <th>EMA_1</th>\n",
              "      <th>LWMA_1</th>\n",
              "      <th>MAE_1</th>\n",
              "      <th>...</th>\n",
              "      <th>MAE_4</th>\n",
              "      <th>MAE_5</th>\n",
              "      <th>MAE_6</th>\n",
              "      <th>Percent change 1</th>\n",
              "      <th>Percent change 5</th>\n",
              "      <th>Percent change 30</th>\n",
              "      <th>Percent change Open</th>\n",
              "      <th>Percent change High</th>\n",
              "      <th>Percent change Low</th>\n",
              "      <th>Y</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <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>2009-03-26</th>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-27</th>\n",
              "      <td>557.04</td>\n",
              "      <td>567.24</td>\n",
              "      <td>508.31</td>\n",
              "      <td>509.86</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.972000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.408000</td>\n",
              "      <td>13.448000</td>\n",
              "      <td>1.662000</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-30</th>\n",
              "      <td>509.35</td>\n",
              "      <td>509.87</td>\n",
              "      <td>502.22</td>\n",
              "      <td>509.87</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.001961</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-8.561324</td>\n",
              "      <td>-10.113885</td>\n",
              "      <td>-1.198088</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-31</th>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.311844</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.068715</td>\n",
              "      <td>0.311844</td>\n",
              "      <td>1.489387</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-04-01</th>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.994291</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.323720</td>\n",
              "      <td>1.994291</td>\n",
              "      <td>-0.323720</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 22 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cc765baf-2323-4b54-ada3-0dd51b83a31f')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-cc765baf-2323-4b54-ada3-0dd51b83a31f button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-cc765baf-2323-4b54-ada3-0dd51b83a31f');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X = df.copy()\n",
        "X_train, X_valid = train_test_split(X, train_size=0.8, random_state=42, shuffle=False)"
      ],
      "metadata": {
        "id": "bjHjVnE31wfj"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        },
        "id": "JyoXJM9b5w1f",
        "outputId": "37526d12-7640-4ef7-e585-1b6ba3232710"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Open     High      Low    Close   DI  ERI  SMA_1  EMA_1  \\\n",
              "Date                                                                     \n",
              "2009-03-26   500.00   500.00   500.00   500.00  NaN  NaN    NaN    NaN   \n",
              "2009-03-27   557.04   567.24   508.31   509.86  NaN  NaN    NaN    NaN   \n",
              "2009-03-30   509.35   509.87   502.22   509.87  NaN  NaN    NaN    NaN   \n",
              "2009-03-31   509.70   511.46   509.70   511.46  NaN  1.0    NaN    NaN   \n",
              "2009-04-01   508.05   521.66   508.05   521.66  NaN  1.0    NaN    NaN   \n",
              "...             ...      ...      ...      ...  ...  ...    ...    ...   \n",
              "2019-07-22  1593.63  1593.63  1587.99  1587.99 -1.0 -1.0   -1.0   -1.0   \n",
              "2019-07-23  1587.99  1604.56  1587.99  1597.37 -1.0 -1.0   -1.0    1.0   \n",
              "2019-07-24  1597.37  1598.31  1587.52  1587.52 -1.0 -1.0   -1.0   -1.0   \n",
              "2019-07-25  1587.52  1587.52  1587.52  1587.52 -1.0 -1.0   -1.0   -1.0   \n",
              "2019-07-26  1587.52  1587.52  1587.52  1587.52 -1.0 -1.0   -1.0   -1.0   \n",
              "\n",
              "            LWMA_1  MAE_1  ...  MAE_4  MAE_5  MAE_6  Percent change 1  \\\n",
              "Date                       ...                                          \n",
              "2009-03-26     NaN    NaN  ...    NaN    NaN    NaN               NaN   \n",
              "2009-03-27     NaN    NaN  ...    NaN    1.0    NaN          1.972000   \n",
              "2009-03-30     NaN    NaN  ...    NaN    1.0    NaN          0.001961   \n",
              "2009-03-31     NaN    NaN  ...    NaN    1.0    NaN          0.311844   \n",
              "2009-04-01     NaN    NaN  ...    NaN    1.0    NaN          1.994291   \n",
              "...            ...    ...  ...    ...    ...    ...               ...   \n",
              "2019-07-22    -1.0   -1.0  ...   -1.0   -1.0   -1.0         -0.353909   \n",
              "2019-07-23    -1.0   -1.0  ...   -1.0   -1.0   -1.0          0.590684   \n",
              "2019-07-24    -1.0   -1.0  ...   -1.0   -1.0   -1.0         -0.616639   \n",
              "2019-07-25    -1.0   -1.0  ...   -1.0   -1.0   -1.0          0.000000   \n",
              "2019-07-26    -1.0   -1.0  ...   -1.0   -1.0   -1.0          0.000000   \n",
              "\n",
              "            Percent change 5  Percent change 30  Percent change Open  \\\n",
              "Date                                                                   \n",
              "2009-03-26               NaN                NaN                  NaN   \n",
              "2009-03-27               NaN                NaN            11.408000   \n",
              "2009-03-30               NaN                NaN            -8.561324   \n",
              "2009-03-31               NaN                NaN             0.068715   \n",
              "2009-04-01               NaN                NaN            -0.323720   \n",
              "...                      ...                ...                  ...   \n",
              "2019-07-22         -0.402657          -8.052413            -0.048921   \n",
              "2019-07-23          0.185649          -6.610580            -0.353909   \n",
              "2019-07-24         -0.383401          -5.737053             0.590684   \n",
              "2019-07-25         -0.432135          -3.620778            -0.616639   \n",
              "2019-07-26         -0.383401          -3.620778             0.000000   \n",
              "\n",
              "            Percent change High  Percent change Low    Y  \n",
              "Date                                                      \n",
              "2009-03-26                  NaN                 NaN  1.0  \n",
              "2009-03-27            13.448000            1.662000  1.0  \n",
              "2009-03-30           -10.113885           -1.198088  1.0  \n",
              "2009-03-31             0.311844            1.489387  1.0  \n",
              "2009-04-01             1.994291           -0.323720  1.0  \n",
              "...                         ...                 ...  ...  \n",
              "2019-07-22            -0.244751            0.783808  1.0  \n",
              "2019-07-23             0.685856            0.000000  0.0  \n",
              "2019-07-24            -0.389515           -0.029597  0.0  \n",
              "2019-07-25            -0.675088            0.000000  0.0  \n",
              "2019-07-26             0.000000            0.000000  1.0  \n",
              "\n",
              "[2549 rows x 22 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5266eaff-fa32-4f2b-a602-087cd1a7b2d5\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>DI</th>\n",
              "      <th>ERI</th>\n",
              "      <th>SMA_1</th>\n",
              "      <th>EMA_1</th>\n",
              "      <th>LWMA_1</th>\n",
              "      <th>MAE_1</th>\n",
              "      <th>...</th>\n",
              "      <th>MAE_4</th>\n",
              "      <th>MAE_5</th>\n",
              "      <th>MAE_6</th>\n",
              "      <th>Percent change 1</th>\n",
              "      <th>Percent change 5</th>\n",
              "      <th>Percent change 30</th>\n",
              "      <th>Percent change Open</th>\n",
              "      <th>Percent change High</th>\n",
              "      <th>Percent change Low</th>\n",
              "      <th>Y</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <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>2009-03-26</th>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>500.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-27</th>\n",
              "      <td>557.04</td>\n",
              "      <td>567.24</td>\n",
              "      <td>508.31</td>\n",
              "      <td>509.86</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.972000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.408000</td>\n",
              "      <td>13.448000</td>\n",
              "      <td>1.662000</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-30</th>\n",
              "      <td>509.35</td>\n",
              "      <td>509.87</td>\n",
              "      <td>502.22</td>\n",
              "      <td>509.87</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.001961</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-8.561324</td>\n",
              "      <td>-10.113885</td>\n",
              "      <td>-1.198088</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-03-31</th>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "      <td>509.70</td>\n",
              "      <td>511.46</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.311844</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.068715</td>\n",
              "      <td>0.311844</td>\n",
              "      <td>1.489387</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-04-01</th>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "      <td>508.05</td>\n",
              "      <td>521.66</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.994291</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-0.323720</td>\n",
              "      <td>1.994291</td>\n",
              "      <td>-0.323720</td>\n",
              "      <td>1.0</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>2019-07-22</th>\n",
              "      <td>1593.63</td>\n",
              "      <td>1593.63</td>\n",
              "      <td>1587.99</td>\n",
              "      <td>1587.99</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-0.353909</td>\n",
              "      <td>-0.402657</td>\n",
              "      <td>-8.052413</td>\n",
              "      <td>-0.048921</td>\n",
              "      <td>-0.244751</td>\n",
              "      <td>0.783808</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-23</th>\n",
              "      <td>1587.99</td>\n",
              "      <td>1604.56</td>\n",
              "      <td>1587.99</td>\n",
              "      <td>1597.37</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.590684</td>\n",
              "      <td>0.185649</td>\n",
              "      <td>-6.610580</td>\n",
              "      <td>-0.353909</td>\n",
              "      <td>0.685856</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-24</th>\n",
              "      <td>1597.37</td>\n",
              "      <td>1598.31</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-0.616639</td>\n",
              "      <td>-0.383401</td>\n",
              "      <td>-5.737053</td>\n",
              "      <td>0.590684</td>\n",
              "      <td>-0.389515</td>\n",
              "      <td>-0.029597</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-25</th>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.432135</td>\n",
              "      <td>-3.620778</td>\n",
              "      <td>-0.616639</td>\n",
              "      <td>-0.675088</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-26</th>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.383401</td>\n",
              "      <td>-3.620778</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2549 rows × 22 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5266eaff-fa32-4f2b-a602-087cd1a7b2d5')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5266eaff-fa32-4f2b-a602-087cd1a7b2d5 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-5266eaff-fa32-4f2b-a602-087cd1a7b2d5');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_valid"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        },
        "id": "PLznzOyp5w-q",
        "outputId": "8508d488-5527-404c-95f9-a9ad16562da8"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Open     High      Low    Close   DI  ERI  SMA_1  EMA_1  \\\n",
              "Date                                                                     \n",
              "2019-07-29  1587.52  1614.96  1587.52  1614.96  1.0 -1.0    1.0    1.0   \n",
              "2019-07-30  1614.96  1614.96  1603.24  1603.24  1.0  1.0    1.0    1.0   \n",
              "2019-07-31  1603.24  1610.91  1601.91  1601.91  1.0  1.0    1.0    1.0   \n",
              "2019-08-01  1601.91  1601.91  1601.91  1601.91  1.0  1.0    1.0    1.0   \n",
              "2019-08-02  1601.91  1601.91  1583.93  1583.93 -1.0  1.0   -1.0   -1.0   \n",
              "...             ...      ...      ...      ...  ...  ...    ...    ...   \n",
              "2022-02-18  1785.48  1796.03  1765.74  1774.84  1.0  1.0    1.0    1.0   \n",
              "2022-02-21  1774.84  1803.77  1766.02  1766.02  1.0  1.0    1.0    1.0   \n",
              "2022-02-22  1766.02  1787.89  1718.72  1759.73  1.0  1.0    1.0    1.0   \n",
              "2022-02-23  1759.73  1792.64  1718.50  1718.50 -1.0  1.0   -1.0   -1.0   \n",
              "2022-02-25  1718.50  1718.50  1718.50  1718.50 -1.0 -1.0   -1.0   -1.0   \n",
              "\n",
              "            LWMA_1  MAE_1  ...  MAE_4  MAE_5  MAE_6  Percent change 1  \\\n",
              "Date                       ...                                          \n",
              "2019-07-29     1.0    1.0  ...   -1.0   -1.0    1.0          1.728482   \n",
              "2019-07-30     1.0    1.0  ...   -1.0   -1.0   -1.0         -0.725715   \n",
              "2019-07-31     1.0    1.0  ...   -1.0   -1.0   -1.0         -0.082957   \n",
              "2019-08-01     1.0    1.0  ...   -1.0   -1.0   -1.0          0.000000   \n",
              "2019-08-02    -1.0   -1.0  ...   -1.0   -1.0   -1.0         -1.122410   \n",
              "...            ...    ...  ...    ...    ...    ...               ...   \n",
              "2022-02-18     1.0    1.0  ...    1.0    1.0    1.0         -0.595918   \n",
              "2022-02-21     1.0    1.0  ...    1.0    1.0    1.0         -0.496946   \n",
              "2022-02-22     1.0    1.0  ...    1.0    1.0    1.0         -0.356168   \n",
              "2022-02-23    -1.0    1.0  ...   -1.0   -1.0   -1.0         -2.342973   \n",
              "2022-02-25    -1.0    1.0  ...   -1.0   -1.0   -1.0          0.000000   \n",
              "\n",
              "            Percent change 5  Percent change 30  Percent change Open  \\\n",
              "Date                                                                   \n",
              "2019-07-29          1.698373          -1.954880             0.000000   \n",
              "2019-07-30          0.367479          -2.666408             1.728482   \n",
              "2019-07-31          0.906445          -2.515746            -0.725715   \n",
              "2019-08-01          0.906445          -0.488269            -0.082957   \n",
              "2019-08-02         -0.226139          -1.605198             0.000000   \n",
              "...                      ...                ...                  ...   \n",
              "2022-02-18          3.565906           2.278569             3.967159   \n",
              "2022-02-21          4.124854           1.770299            -0.595918   \n",
              "2022-02-22          2.926244           0.735597            -0.496946   \n",
              "2022-02-23          0.066964          -0.354283            -0.356168   \n",
              "2022-02-25         -3.751372          -2.764025            -2.342973   \n",
              "\n",
              "            Percent change High  Percent change Low    Y  \n",
              "Date                                                      \n",
              "2019-07-29             1.728482            0.000000  0.0  \n",
              "2019-07-30             0.000000            0.990224  0.0  \n",
              "2019-07-31            -0.250780           -0.082957  0.0  \n",
              "2019-08-01            -0.558690            0.000000  0.0  \n",
              "2019-08-02             0.000000           -1.122410  1.0  \n",
              "...                         ...                 ...  ...  \n",
              "2022-02-18             0.590878            3.149864  0.0  \n",
              "2022-02-21             0.430950            0.015857  0.0  \n",
              "2022-02-22            -0.880378           -2.678339  0.0  \n",
              "2022-02-23             0.265676           -0.012800  0.0  \n",
              "2022-02-25            -4.135800            0.000000  NaN  \n",
              "\n",
              "[638 rows x 22 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-85ef4751-cf85-4e54-9504-424598e5e02a\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>DI</th>\n",
              "      <th>ERI</th>\n",
              "      <th>SMA_1</th>\n",
              "      <th>EMA_1</th>\n",
              "      <th>LWMA_1</th>\n",
              "      <th>MAE_1</th>\n",
              "      <th>...</th>\n",
              "      <th>MAE_4</th>\n",
              "      <th>MAE_5</th>\n",
              "      <th>MAE_6</th>\n",
              "      <th>Percent change 1</th>\n",
              "      <th>Percent change 5</th>\n",
              "      <th>Percent change 30</th>\n",
              "      <th>Percent change Open</th>\n",
              "      <th>Percent change High</th>\n",
              "      <th>Percent change Low</th>\n",
              "      <th>Y</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <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>2019-07-29</th>\n",
              "      <td>1587.52</td>\n",
              "      <td>1614.96</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1614.96</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.728482</td>\n",
              "      <td>1.698373</td>\n",
              "      <td>-1.954880</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.728482</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-30</th>\n",
              "      <td>1614.96</td>\n",
              "      <td>1614.96</td>\n",
              "      <td>1603.24</td>\n",
              "      <td>1603.24</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-0.725715</td>\n",
              "      <td>0.367479</td>\n",
              "      <td>-2.666408</td>\n",
              "      <td>1.728482</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.990224</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-31</th>\n",
              "      <td>1603.24</td>\n",
              "      <td>1610.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-0.082957</td>\n",
              "      <td>0.906445</td>\n",
              "      <td>-2.515746</td>\n",
              "      <td>-0.725715</td>\n",
              "      <td>-0.250780</td>\n",
              "      <td>-0.082957</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-01</th>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.906445</td>\n",
              "      <td>-0.488269</td>\n",
              "      <td>-0.082957</td>\n",
              "      <td>-0.558690</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-02</th>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1583.93</td>\n",
              "      <td>1583.93</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.122410</td>\n",
              "      <td>-0.226139</td>\n",
              "      <td>-1.605198</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-1.122410</td>\n",
              "      <td>1.0</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>2022-02-18</th>\n",
              "      <td>1785.48</td>\n",
              "      <td>1796.03</td>\n",
              "      <td>1765.74</td>\n",
              "      <td>1774.84</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.595918</td>\n",
              "      <td>3.565906</td>\n",
              "      <td>2.278569</td>\n",
              "      <td>3.967159</td>\n",
              "      <td>0.590878</td>\n",
              "      <td>3.149864</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-21</th>\n",
              "      <td>1774.84</td>\n",
              "      <td>1803.77</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.496946</td>\n",
              "      <td>4.124854</td>\n",
              "      <td>1.770299</td>\n",
              "      <td>-0.595918</td>\n",
              "      <td>0.430950</td>\n",
              "      <td>0.015857</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-22</th>\n",
              "      <td>1766.02</td>\n",
              "      <td>1787.89</td>\n",
              "      <td>1718.72</td>\n",
              "      <td>1759.73</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.356168</td>\n",
              "      <td>2.926244</td>\n",
              "      <td>0.735597</td>\n",
              "      <td>-0.496946</td>\n",
              "      <td>-0.880378</td>\n",
              "      <td>-2.678339</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-23</th>\n",
              "      <td>1759.73</td>\n",
              "      <td>1792.64</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-2.342973</td>\n",
              "      <td>0.066964</td>\n",
              "      <td>-0.354283</td>\n",
              "      <td>-0.356168</td>\n",
              "      <td>0.265676</td>\n",
              "      <td>-0.012800</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-25</th>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-3.751372</td>\n",
              "      <td>-2.764025</td>\n",
              "      <td>-2.342973</td>\n",
              "      <td>-4.135800</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>638 rows × 22 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-85ef4751-cf85-4e54-9504-424598e5e02a')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-85ef4751-cf85-4e54-9504-424598e5e02a button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-85ef4751-cf85-4e54-9504-424598e5e02a');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train = X_train.dropna()\n",
        "X_valid = X_valid.dropna()\n",
        "y_train = X_train.pop('Y')\n",
        "y_valid = X_valid.pop('Y')"
      ],
      "metadata": {
        "id": "MlUCMmkf15AB"
      },
      "execution_count": 51,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train"
      ],
      "metadata": {
        "id": "wA8_ljMeFLgl",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        },
        "outputId": "26889f7a-58a9-416d-86d0-4ba672def668"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Open     High      Low    Close   DI  ERI  SMA_1  EMA_1  \\\n",
              "Date                                                                     \n",
              "2009-06-17  1059.69  1059.69  1024.47  1025.18 -1.0 -1.0   -1.0   -1.0   \n",
              "2009-06-18  1026.92  1031.08   994.05  1008.52 -1.0 -1.0   -1.0   -1.0   \n",
              "2009-06-19  1009.33  1030.27  1009.33  1025.47 -1.0 -1.0   -1.0   -1.0   \n",
              "2009-06-22  1025.47  1025.47   977.64   977.64 -1.0 -1.0   -1.0   -1.0   \n",
              "2009-06-23   975.62   975.62   938.97   956.65 -1.0 -1.0   -1.0   -1.0   \n",
              "...             ...      ...      ...      ...  ...  ...    ...    ...   \n",
              "2019-07-22  1593.63  1593.63  1587.99  1587.99 -1.0 -1.0   -1.0   -1.0   \n",
              "2019-07-23  1587.99  1604.56  1587.99  1597.37 -1.0 -1.0   -1.0    1.0   \n",
              "2019-07-24  1597.37  1598.31  1587.52  1587.52 -1.0 -1.0   -1.0   -1.0   \n",
              "2019-07-25  1587.52  1587.52  1587.52  1587.52 -1.0 -1.0   -1.0   -1.0   \n",
              "2019-07-26  1587.52  1587.52  1587.52  1587.52 -1.0 -1.0   -1.0   -1.0   \n",
              "\n",
              "            LWMA_1  MAE_1  ...  MAE_3  MAE_4  MAE_5  MAE_6  Percent change 1  \\\n",
              "Date                       ...                                                 \n",
              "2009-06-17    -1.0   -1.0  ...   -1.0   -1.0   -1.0   -1.0         -3.064515   \n",
              "2009-06-18    -1.0   -1.0  ...   -1.0   -1.0   -1.0   -1.0         -1.625080   \n",
              "2009-06-19    -1.0   -1.0  ...   -1.0   -1.0   -1.0   -1.0          1.680681   \n",
              "2009-06-22    -1.0   -1.0  ...   -1.0   -1.0   -1.0   -1.0         -4.664203   \n",
              "2009-06-23    -1.0   -1.0  ...   -1.0   -1.0   -1.0   -1.0         -2.147007   \n",
              "...            ...    ...  ...    ...    ...    ...    ...               ...   \n",
              "2019-07-22    -1.0   -1.0  ...    1.0   -1.0   -1.0   -1.0         -0.353909   \n",
              "2019-07-23    -1.0   -1.0  ...    1.0   -1.0   -1.0   -1.0          0.590684   \n",
              "2019-07-24    -1.0   -1.0  ...    1.0   -1.0   -1.0   -1.0         -0.616639   \n",
              "2019-07-25    -1.0   -1.0  ...    1.0   -1.0   -1.0   -1.0          0.000000   \n",
              "2019-07-26    -1.0   -1.0  ...    1.0   -1.0   -1.0   -1.0          0.000000   \n",
              "\n",
              "            Percent change 5  Percent change 30  Percent change Open  \\\n",
              "Date                                                                   \n",
              "2009-06-17         -8.154453          28.439700             2.044373   \n",
              "2009-06-18         -9.233926          18.782168            -3.092414   \n",
              "2009-06-19         -7.501150          15.480856            -1.712889   \n",
              "2009-06-22         -5.964507           1.730471             1.599081   \n",
              "2009-06-23         -9.544341          -4.961305            -4.861186   \n",
              "...                      ...                ...                  ...   \n",
              "2019-07-22         -0.402657          -8.052413            -0.048921   \n",
              "2019-07-23          0.185649          -6.610580            -0.353909   \n",
              "2019-07-24         -0.383401          -5.737053             0.590684   \n",
              "2019-07-25         -0.432135          -3.620778            -0.616639   \n",
              "2019-07-26         -0.383401          -3.620778             0.000000   \n",
              "\n",
              "            Percent change High  Percent change Low  \n",
              "Date                                                 \n",
              "2009-06-17            -0.927441            0.669182  \n",
              "2009-06-18            -2.699846           -2.969340  \n",
              "2009-06-19            -0.078558            1.537146  \n",
              "2009-06-22            -0.465897           -3.139707  \n",
              "2009-06-23            -4.861186           -3.955444  \n",
              "...                         ...                 ...  \n",
              "2019-07-22            -0.244751            0.783808  \n",
              "2019-07-23             0.685856            0.000000  \n",
              "2019-07-24            -0.389515           -0.029597  \n",
              "2019-07-25            -0.675088            0.000000  \n",
              "2019-07-26             0.000000            0.000000  \n",
              "\n",
              "[2495 rows x 21 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e17d8621-1550-492b-aa78-cfba60548f64\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>DI</th>\n",
              "      <th>ERI</th>\n",
              "      <th>SMA_1</th>\n",
              "      <th>EMA_1</th>\n",
              "      <th>LWMA_1</th>\n",
              "      <th>MAE_1</th>\n",
              "      <th>...</th>\n",
              "      <th>MAE_3</th>\n",
              "      <th>MAE_4</th>\n",
              "      <th>MAE_5</th>\n",
              "      <th>MAE_6</th>\n",
              "      <th>Percent change 1</th>\n",
              "      <th>Percent change 5</th>\n",
              "      <th>Percent change 30</th>\n",
              "      <th>Percent change Open</th>\n",
              "      <th>Percent change High</th>\n",
              "      <th>Percent change Low</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <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>2009-06-17</th>\n",
              "      <td>1059.69</td>\n",
              "      <td>1059.69</td>\n",
              "      <td>1024.47</td>\n",
              "      <td>1025.18</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-3.064515</td>\n",
              "      <td>-8.154453</td>\n",
              "      <td>28.439700</td>\n",
              "      <td>2.044373</td>\n",
              "      <td>-0.927441</td>\n",
              "      <td>0.669182</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-06-18</th>\n",
              "      <td>1026.92</td>\n",
              "      <td>1031.08</td>\n",
              "      <td>994.05</td>\n",
              "      <td>1008.52</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.625080</td>\n",
              "      <td>-9.233926</td>\n",
              "      <td>18.782168</td>\n",
              "      <td>-3.092414</td>\n",
              "      <td>-2.699846</td>\n",
              "      <td>-2.969340</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-06-19</th>\n",
              "      <td>1009.33</td>\n",
              "      <td>1030.27</td>\n",
              "      <td>1009.33</td>\n",
              "      <td>1025.47</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.680681</td>\n",
              "      <td>-7.501150</td>\n",
              "      <td>15.480856</td>\n",
              "      <td>-1.712889</td>\n",
              "      <td>-0.078558</td>\n",
              "      <td>1.537146</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-06-22</th>\n",
              "      <td>1025.47</td>\n",
              "      <td>1025.47</td>\n",
              "      <td>977.64</td>\n",
              "      <td>977.64</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-4.664203</td>\n",
              "      <td>-5.964507</td>\n",
              "      <td>1.730471</td>\n",
              "      <td>1.599081</td>\n",
              "      <td>-0.465897</td>\n",
              "      <td>-3.139707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-06-23</th>\n",
              "      <td>975.62</td>\n",
              "      <td>975.62</td>\n",
              "      <td>938.97</td>\n",
              "      <td>956.65</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-2.147007</td>\n",
              "      <td>-9.544341</td>\n",
              "      <td>-4.961305</td>\n",
              "      <td>-4.861186</td>\n",
              "      <td>-4.861186</td>\n",
              "      <td>-3.955444</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>2019-07-22</th>\n",
              "      <td>1593.63</td>\n",
              "      <td>1593.63</td>\n",
              "      <td>1587.99</td>\n",
              "      <td>1587.99</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-0.353909</td>\n",
              "      <td>-0.402657</td>\n",
              "      <td>-8.052413</td>\n",
              "      <td>-0.048921</td>\n",
              "      <td>-0.244751</td>\n",
              "      <td>0.783808</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-23</th>\n",
              "      <td>1587.99</td>\n",
              "      <td>1604.56</td>\n",
              "      <td>1587.99</td>\n",
              "      <td>1597.37</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.590684</td>\n",
              "      <td>0.185649</td>\n",
              "      <td>-6.610580</td>\n",
              "      <td>-0.353909</td>\n",
              "      <td>0.685856</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-24</th>\n",
              "      <td>1597.37</td>\n",
              "      <td>1598.31</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-0.616639</td>\n",
              "      <td>-0.383401</td>\n",
              "      <td>-5.737053</td>\n",
              "      <td>0.590684</td>\n",
              "      <td>-0.389515</td>\n",
              "      <td>-0.029597</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-25</th>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.432135</td>\n",
              "      <td>-3.620778</td>\n",
              "      <td>-0.616639</td>\n",
              "      <td>-0.675088</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-26</th>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.383401</td>\n",
              "      <td>-3.620778</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2495 rows × 21 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e17d8621-1550-492b-aa78-cfba60548f64')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e17d8621-1550-492b-aa78-cfba60548f64 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e17d8621-1550-492b-aa78-cfba60548f64');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_valid"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        },
        "id": "P-JY6Eku2Jbt",
        "outputId": "c80dfcbc-c63a-42cf-e713-1e4d8a47a94f"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Open     High      Low    Close   DI  ERI  SMA_1  EMA_1  \\\n",
              "Date                                                                     \n",
              "2019-07-29  1587.52  1614.96  1587.52  1614.96  1.0 -1.0    1.0    1.0   \n",
              "2019-07-30  1614.96  1614.96  1603.24  1603.24  1.0  1.0    1.0    1.0   \n",
              "2019-07-31  1603.24  1610.91  1601.91  1601.91  1.0  1.0    1.0    1.0   \n",
              "2019-08-01  1601.91  1601.91  1601.91  1601.91  1.0  1.0    1.0    1.0   \n",
              "2019-08-02  1601.91  1601.91  1583.93  1583.93 -1.0  1.0   -1.0   -1.0   \n",
              "...             ...      ...      ...      ...  ...  ...    ...    ...   \n",
              "2022-02-17  1717.35  1785.48  1711.82  1785.48  1.0 -1.0    1.0    1.0   \n",
              "2022-02-18  1785.48  1796.03  1765.74  1774.84  1.0  1.0    1.0    1.0   \n",
              "2022-02-21  1774.84  1803.77  1766.02  1766.02  1.0  1.0    1.0    1.0   \n",
              "2022-02-22  1766.02  1787.89  1718.72  1759.73  1.0  1.0    1.0    1.0   \n",
              "2022-02-23  1759.73  1792.64  1718.50  1718.50 -1.0  1.0   -1.0   -1.0   \n",
              "\n",
              "            LWMA_1  MAE_1  ...  MAE_3  MAE_4  MAE_5  MAE_6  Percent change 1  \\\n",
              "Date                       ...                                                 \n",
              "2019-07-29     1.0    1.0  ...    1.0   -1.0   -1.0    1.0          1.728482   \n",
              "2019-07-30     1.0    1.0  ...    1.0   -1.0   -1.0   -1.0         -0.725715   \n",
              "2019-07-31     1.0    1.0  ...    1.0   -1.0   -1.0   -1.0         -0.082957   \n",
              "2019-08-01     1.0    1.0  ...    1.0   -1.0   -1.0   -1.0          0.000000   \n",
              "2019-08-02    -1.0   -1.0  ...    1.0   -1.0   -1.0   -1.0         -1.122410   \n",
              "...            ...    ...  ...    ...    ...    ...    ...               ...   \n",
              "2022-02-17     1.0    1.0  ...    1.0    1.0    1.0    1.0          3.967159   \n",
              "2022-02-18     1.0    1.0  ...    1.0    1.0    1.0    1.0         -0.595918   \n",
              "2022-02-21     1.0    1.0  ...    1.0    1.0    1.0    1.0         -0.496946   \n",
              "2022-02-22     1.0    1.0  ...    1.0    1.0    1.0    1.0         -0.356168   \n",
              "2022-02-23    -1.0    1.0  ...    1.0   -1.0   -1.0   -1.0         -2.342973   \n",
              "\n",
              "            Percent change 5  Percent change 30  Percent change Open  \\\n",
              "Date                                                                   \n",
              "2019-07-29          1.698373          -1.954880             0.000000   \n",
              "2019-07-30          0.367479          -2.666408             1.728482   \n",
              "2019-07-31          0.906445          -2.515746            -0.725715   \n",
              "2019-08-01          0.906445          -0.488269            -0.082957   \n",
              "2019-08-02         -0.226139          -1.605198             0.000000   \n",
              "...                      ...                ...                  ...   \n",
              "2022-02-17          5.402725           3.710502             0.447447   \n",
              "2022-02-18          3.565906           2.278569             3.967159   \n",
              "2022-02-21          4.124854           1.770299            -0.595918   \n",
              "2022-02-22          2.926244           0.735597            -0.496946   \n",
              "2022-02-23          0.066964          -0.354283            -0.356168   \n",
              "\n",
              "            Percent change High  Percent change Low  \n",
              "Date                                                 \n",
              "2019-07-29             1.728482            0.000000  \n",
              "2019-07-30             0.000000            0.990224  \n",
              "2019-07-31            -0.250780           -0.082957  \n",
              "2019-08-01            -0.558690            0.000000  \n",
              "2019-08-02             0.000000           -1.122410  \n",
              "...                         ...                 ...  \n",
              "2022-02-17             3.614807            1.761394  \n",
              "2022-02-18             0.590878            3.149864  \n",
              "2022-02-21             0.430950            0.015857  \n",
              "2022-02-22            -0.880378           -2.678339  \n",
              "2022-02-23             0.265676           -0.012800  \n",
              "\n",
              "[637 rows x 21 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-6f35c5e1-8696-4992-a724-d6fc45b6100e\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>DI</th>\n",
              "      <th>ERI</th>\n",
              "      <th>SMA_1</th>\n",
              "      <th>EMA_1</th>\n",
              "      <th>LWMA_1</th>\n",
              "      <th>MAE_1</th>\n",
              "      <th>...</th>\n",
              "      <th>MAE_3</th>\n",
              "      <th>MAE_4</th>\n",
              "      <th>MAE_5</th>\n",
              "      <th>MAE_6</th>\n",
              "      <th>Percent change 1</th>\n",
              "      <th>Percent change 5</th>\n",
              "      <th>Percent change 30</th>\n",
              "      <th>Percent change Open</th>\n",
              "      <th>Percent change High</th>\n",
              "      <th>Percent change Low</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <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>2019-07-29</th>\n",
              "      <td>1587.52</td>\n",
              "      <td>1614.96</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>1614.96</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.728482</td>\n",
              "      <td>1.698373</td>\n",
              "      <td>-1.954880</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.728482</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-30</th>\n",
              "      <td>1614.96</td>\n",
              "      <td>1614.96</td>\n",
              "      <td>1603.24</td>\n",
              "      <td>1603.24</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-0.725715</td>\n",
              "      <td>0.367479</td>\n",
              "      <td>-2.666408</td>\n",
              "      <td>1.728482</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.990224</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-31</th>\n",
              "      <td>1603.24</td>\n",
              "      <td>1610.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-0.082957</td>\n",
              "      <td>0.906445</td>\n",
              "      <td>-2.515746</td>\n",
              "      <td>-0.725715</td>\n",
              "      <td>-0.250780</td>\n",
              "      <td>-0.082957</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-01</th>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.906445</td>\n",
              "      <td>-0.488269</td>\n",
              "      <td>-0.082957</td>\n",
              "      <td>-0.558690</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-02</th>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>1583.93</td>\n",
              "      <td>1583.93</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.122410</td>\n",
              "      <td>-0.226139</td>\n",
              "      <td>-1.605198</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-1.122410</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>2022-02-17</th>\n",
              "      <td>1717.35</td>\n",
              "      <td>1785.48</td>\n",
              "      <td>1711.82</td>\n",
              "      <td>1785.48</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.967159</td>\n",
              "      <td>5.402725</td>\n",
              "      <td>3.710502</td>\n",
              "      <td>0.447447</td>\n",
              "      <td>3.614807</td>\n",
              "      <td>1.761394</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-18</th>\n",
              "      <td>1785.48</td>\n",
              "      <td>1796.03</td>\n",
              "      <td>1765.74</td>\n",
              "      <td>1774.84</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.595918</td>\n",
              "      <td>3.565906</td>\n",
              "      <td>2.278569</td>\n",
              "      <td>3.967159</td>\n",
              "      <td>0.590878</td>\n",
              "      <td>3.149864</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-21</th>\n",
              "      <td>1774.84</td>\n",
              "      <td>1803.77</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.496946</td>\n",
              "      <td>4.124854</td>\n",
              "      <td>1.770299</td>\n",
              "      <td>-0.595918</td>\n",
              "      <td>0.430950</td>\n",
              "      <td>0.015857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-22</th>\n",
              "      <td>1766.02</td>\n",
              "      <td>1787.89</td>\n",
              "      <td>1718.72</td>\n",
              "      <td>1759.73</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.356168</td>\n",
              "      <td>2.926244</td>\n",
              "      <td>0.735597</td>\n",
              "      <td>-0.496946</td>\n",
              "      <td>-0.880378</td>\n",
              "      <td>-2.678339</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-23</th>\n",
              "      <td>1759.73</td>\n",
              "      <td>1792.64</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>1718.50</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-2.342973</td>\n",
              "      <td>0.066964</td>\n",
              "      <td>-0.354283</td>\n",
              "      <td>-0.356168</td>\n",
              "      <td>0.265676</td>\n",
              "      <td>-0.012800</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>637 rows × 21 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6f35c5e1-8696-4992-a724-d6fc45b6100e')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-6f35c5e1-8696-4992-a724-d6fc45b6100e button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-6f35c5e1-8696-4992-a724-d6fc45b6100e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_train"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zIv1X86f2Jka",
        "outputId": "92da14a4-8297-408e-e28e-065de9733ee0"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date\n",
              "2009-06-17    0.0\n",
              "2009-06-18    1.0\n",
              "2009-06-19    0.0\n",
              "2009-06-22    0.0\n",
              "2009-06-23    1.0\n",
              "             ... \n",
              "2019-07-22    1.0\n",
              "2019-07-23    0.0\n",
              "2019-07-24    0.0\n",
              "2019-07-25    0.0\n",
              "2019-07-26    1.0\n",
              "Name: Y, Length: 2495, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_valid"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3kJ0ALYR2JsM",
        "outputId": "bc43676c-647e-4b02-b53c-8c0f4bfc634e"
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date\n",
              "2019-07-29    0.0\n",
              "2019-07-30    0.0\n",
              "2019-07-31    0.0\n",
              "2019-08-01    0.0\n",
              "2019-08-02    1.0\n",
              "             ... \n",
              "2022-02-17    0.0\n",
              "2022-02-18    0.0\n",
              "2022-02-21    0.0\n",
              "2022-02-22    0.0\n",
              "2022-02-23    0.0\n",
              "Name: Y, Length: 637, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class Normalizer:\n",
        "    def fit(self, X: np.array) -> None:\n",
        "        self.mu = X.mean(axis=0)\n",
        "        self.sigma = X.std(axis=0)\n",
        "        \n",
        "    def transform(self, X: np.array) -> np.array:\n",
        "        return (X - self.mu[np.newaxis, :]) / self.sigma[np.newaxis, :]"
      ],
      "metadata": {
        "id": "jt6Yf2cJPNeU"
      },
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "normalizer = Normalizer()\n",
        "normalizer.fit(X_train)\n",
        "X_train_transformed = normalizer.transform(X_train)\n",
        "X_test_transformed = normalizer.transform(X_valid)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1BfNQw39PeRt",
        "outputId": "bbee08ac-b0cb-4446-d965-68afc7b8daeb"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:7: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
            "  import sys\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train_transformed"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 707
        },
        "id": "JMt6iQIYPiy8",
        "outputId": "3157db9d-d5bb-4175-a7cf-f21d7c22fa6e"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                Open      High       Low     Close        DI       ERI  \\\n",
              "Date                                                                     \n",
              "2009-06-17 -0.497473 -0.518744 -0.542088 -0.564172 -1.072567 -1.086495   \n",
              "2009-06-18 -0.560485 -0.573347 -0.601106 -0.596222 -1.072567 -1.086495   \n",
              "2009-06-19 -0.594308 -0.574893 -0.571461 -0.563614 -1.072567 -1.086495   \n",
              "2009-06-22 -0.563273 -0.584054 -0.632943 -0.655628 -1.072567 -1.086495   \n",
              "2009-06-23 -0.659128 -0.679194 -0.707967 -0.696008 -1.072567 -1.086495   \n",
              "...              ...       ...       ...       ...       ...       ...   \n",
              "2019-07-22  0.529216  0.500291  0.551198  0.518546 -1.072567 -1.086495   \n",
              "2019-07-23  0.518371  0.521151  0.551198  0.536591 -1.072567 -1.086495   \n",
              "2019-07-24  0.536408  0.509223  0.550286  0.517642 -1.072567 -1.086495   \n",
              "2019-07-25  0.517468  0.488630  0.550286  0.517642 -1.072567 -1.086495   \n",
              "2019-07-26  0.517468  0.488630  0.550286  0.517642 -1.072567 -1.086495   \n",
              "\n",
              "               SMA_1     EMA_1    LWMA_1     MAE_1  ...     MAE_3     MAE_4  \\\n",
              "Date                                                ...                       \n",
              "2009-06-17 -1.072567 -1.079505 -1.056292 -1.304783  ... -1.548619 -0.765445   \n",
              "2009-06-18 -1.072567 -1.079505 -1.056292 -1.304783  ... -1.548619 -0.765445   \n",
              "2009-06-19 -1.072567 -1.079505 -1.056292 -1.304783  ... -1.548619 -0.765445   \n",
              "2009-06-22 -1.072567 -1.079505 -1.056292 -1.304783  ... -1.548619 -0.765445   \n",
              "2009-06-23 -1.072567 -1.079505 -1.056292 -1.304783  ... -1.548619 -0.765445   \n",
              "...              ...       ...       ...       ...  ...       ...       ...   \n",
              "2019-07-22 -1.072567 -1.079505 -1.056292 -1.304783  ...  0.645478 -0.765445   \n",
              "2019-07-23 -1.072567  0.925979 -1.056292 -1.304783  ...  0.645478 -0.765445   \n",
              "2019-07-24 -1.072567 -1.079505 -1.056292 -1.304783  ...  0.645478 -0.765445   \n",
              "2019-07-25 -1.072567 -1.079505 -1.056292 -1.304783  ...  0.645478 -0.765445   \n",
              "2019-07-26 -1.072567 -1.079505 -1.056292 -1.304783  ...  0.645478 -0.765445   \n",
              "\n",
              "               MAE_5     MAE_6  Percent change 1  Percent change 5  \\\n",
              "Date                                                                 \n",
              "2009-06-17 -0.747113 -0.786658         -1.717798         -1.908294   \n",
              "2009-06-18 -0.747113 -0.786658         -0.919394         -2.155682   \n",
              "2009-06-19 -0.747113 -0.786658          0.914198         -1.758574   \n",
              "2009-06-22 -0.747113 -0.786658         -2.605090         -1.406414   \n",
              "2009-06-23 -0.747113 -0.786658         -1.208888         -2.226821   \n",
              "...              ...       ...               ...               ...   \n",
              "2019-07-22 -0.747113 -0.786658         -0.214319         -0.131778   \n",
              "2019-07-23 -0.747113 -0.786658          0.309614          0.003046   \n",
              "2019-07-24 -0.747113 -0.786658         -0.360046         -0.127365   \n",
              "2019-07-25 -0.747113 -0.786658         -0.018018         -0.138534   \n",
              "2019-07-26 -0.747113 -0.786658         -0.018018         -0.127365   \n",
              "\n",
              "            Percent change 30  Percent change Open  Percent change High  \\\n",
              "Date                                                                      \n",
              "2009-06-17           2.346694             1.118445            -0.568257   \n",
              "2009-06-18           1.515164            -1.738106            -1.620261   \n",
              "2009-06-19           1.230916            -0.970957            -0.064406   \n",
              "2009-06-22           0.046985             0.870819            -0.294309   \n",
              "2009-06-23          -0.529187            -2.721715            -2.903115   \n",
              "...                       ...                  ...                  ...   \n",
              "2019-07-22          -0.795337            -0.045629            -0.163049   \n",
              "2019-07-23          -0.671193            -0.215232             0.389309   \n",
              "2019-07-24          -0.595981             0.310053            -0.248973   \n",
              "2019-07-25          -0.413766            -0.361335            -0.418474   \n",
              "2019-07-26          -0.413766            -0.018425            -0.017778   \n",
              "\n",
              "            Percent change Low  \n",
              "Date                            \n",
              "2009-06-17            0.341857  \n",
              "2009-06-18           -1.619822  \n",
              "2009-06-19            0.809813  \n",
              "2009-06-22           -1.711673  \n",
              "2009-06-23           -2.151471  \n",
              "...                        ...  \n",
              "2019-07-22            0.403657  \n",
              "2019-07-23           -0.018927  \n",
              "2019-07-24           -0.034884  \n",
              "2019-07-25           -0.018927  \n",
              "2019-07-26           -0.018927  \n",
              "\n",
              "[2495 rows x 21 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-24c2bb70-462d-4de5-966e-471be4e615d7\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>DI</th>\n",
              "      <th>ERI</th>\n",
              "      <th>SMA_1</th>\n",
              "      <th>EMA_1</th>\n",
              "      <th>LWMA_1</th>\n",
              "      <th>MAE_1</th>\n",
              "      <th>...</th>\n",
              "      <th>MAE_3</th>\n",
              "      <th>MAE_4</th>\n",
              "      <th>MAE_5</th>\n",
              "      <th>MAE_6</th>\n",
              "      <th>Percent change 1</th>\n",
              "      <th>Percent change 5</th>\n",
              "      <th>Percent change 30</th>\n",
              "      <th>Percent change Open</th>\n",
              "      <th>Percent change High</th>\n",
              "      <th>Percent change Low</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <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>2009-06-17</th>\n",
              "      <td>-0.497473</td>\n",
              "      <td>-0.518744</td>\n",
              "      <td>-0.542088</td>\n",
              "      <td>-0.564172</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.548619</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-1.717798</td>\n",
              "      <td>-1.908294</td>\n",
              "      <td>2.346694</td>\n",
              "      <td>1.118445</td>\n",
              "      <td>-0.568257</td>\n",
              "      <td>0.341857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-06-18</th>\n",
              "      <td>-0.560485</td>\n",
              "      <td>-0.573347</td>\n",
              "      <td>-0.601106</td>\n",
              "      <td>-0.596222</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.548619</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-0.919394</td>\n",
              "      <td>-2.155682</td>\n",
              "      <td>1.515164</td>\n",
              "      <td>-1.738106</td>\n",
              "      <td>-1.620261</td>\n",
              "      <td>-1.619822</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-06-19</th>\n",
              "      <td>-0.594308</td>\n",
              "      <td>-0.574893</td>\n",
              "      <td>-0.571461</td>\n",
              "      <td>-0.563614</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.548619</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>0.914198</td>\n",
              "      <td>-1.758574</td>\n",
              "      <td>1.230916</td>\n",
              "      <td>-0.970957</td>\n",
              "      <td>-0.064406</td>\n",
              "      <td>0.809813</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-06-22</th>\n",
              "      <td>-0.563273</td>\n",
              "      <td>-0.584054</td>\n",
              "      <td>-0.632943</td>\n",
              "      <td>-0.655628</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.548619</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-2.605090</td>\n",
              "      <td>-1.406414</td>\n",
              "      <td>0.046985</td>\n",
              "      <td>0.870819</td>\n",
              "      <td>-0.294309</td>\n",
              "      <td>-1.711673</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2009-06-23</th>\n",
              "      <td>-0.659128</td>\n",
              "      <td>-0.679194</td>\n",
              "      <td>-0.707967</td>\n",
              "      <td>-0.696008</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.548619</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-1.208888</td>\n",
              "      <td>-2.226821</td>\n",
              "      <td>-0.529187</td>\n",
              "      <td>-2.721715</td>\n",
              "      <td>-2.903115</td>\n",
              "      <td>-2.151471</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>2019-07-22</th>\n",
              "      <td>0.529216</td>\n",
              "      <td>0.500291</td>\n",
              "      <td>0.551198</td>\n",
              "      <td>0.518546</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-0.214319</td>\n",
              "      <td>-0.131778</td>\n",
              "      <td>-0.795337</td>\n",
              "      <td>-0.045629</td>\n",
              "      <td>-0.163049</td>\n",
              "      <td>0.403657</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-23</th>\n",
              "      <td>0.518371</td>\n",
              "      <td>0.521151</td>\n",
              "      <td>0.551198</td>\n",
              "      <td>0.536591</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>0.925979</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>0.309614</td>\n",
              "      <td>0.003046</td>\n",
              "      <td>-0.671193</td>\n",
              "      <td>-0.215232</td>\n",
              "      <td>0.389309</td>\n",
              "      <td>-0.018927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-24</th>\n",
              "      <td>0.536408</td>\n",
              "      <td>0.509223</td>\n",
              "      <td>0.550286</td>\n",
              "      <td>0.517642</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-0.360046</td>\n",
              "      <td>-0.127365</td>\n",
              "      <td>-0.595981</td>\n",
              "      <td>0.310053</td>\n",
              "      <td>-0.248973</td>\n",
              "      <td>-0.034884</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-25</th>\n",
              "      <td>0.517468</td>\n",
              "      <td>0.488630</td>\n",
              "      <td>0.550286</td>\n",
              "      <td>0.517642</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-0.018018</td>\n",
              "      <td>-0.138534</td>\n",
              "      <td>-0.413766</td>\n",
              "      <td>-0.361335</td>\n",
              "      <td>-0.418474</td>\n",
              "      <td>-0.018927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-26</th>\n",
              "      <td>0.517468</td>\n",
              "      <td>0.488630</td>\n",
              "      <td>0.550286</td>\n",
              "      <td>0.517642</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-0.018018</td>\n",
              "      <td>-0.127365</td>\n",
              "      <td>-0.413766</td>\n",
              "      <td>-0.018425</td>\n",
              "      <td>-0.017778</td>\n",
              "      <td>-0.018927</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2495 rows × 21 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-24c2bb70-462d-4de5-966e-471be4e615d7')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-24c2bb70-462d-4de5-966e-471be4e615d7 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-24c2bb70-462d-4de5-966e-471be4e615d7');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 58
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_test_transformed"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 707
        },
        "id": "WbQFBSx2PjPF",
        "outputId": "99aa2071-dc27-40a6-af79-62a70fb6c5af"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                Open      High       Low     Close        DI       ERI  \\\n",
              "Date                                                                     \n",
              "2019-07-29  0.517468  0.541000  0.550286  0.570430  0.931969 -1.086495   \n",
              "2019-07-30  0.570231  0.541000  0.580785  0.547884  0.931969  0.920022   \n",
              "2019-07-31  0.547695  0.533270  0.578204  0.545325  0.931969  0.920022   \n",
              "2019-08-01  0.545138  0.516094  0.578204  0.545325  0.931969  0.920022   \n",
              "2019-08-02  0.545138  0.516094  0.543321  0.510736 -1.072567  0.920022   \n",
              "...              ...       ...       ...       ...       ...       ...   \n",
              "2022-02-17  0.767112  0.866441  0.791441  0.898472  0.931969 -1.086495   \n",
              "2022-02-18  0.898116  0.886576  0.896051  0.878003  0.931969  0.920022   \n",
              "2022-02-21  0.877657  0.901347  0.896594  0.861035  0.931969  0.920022   \n",
              "2022-02-22  0.860697  0.871040  0.804828  0.848934  0.931969  0.920022   \n",
              "2022-02-23  0.848603  0.880106  0.804401  0.769617 -1.072567  0.920022   \n",
              "\n",
              "               SMA_1     EMA_1    LWMA_1     MAE_1  ...     MAE_3     MAE_4  \\\n",
              "Date                                                ...                       \n",
              "2019-07-29  0.931969  0.925979  0.946328  0.766104  ...  0.645478 -0.765445   \n",
              "2019-07-30  0.931969  0.925979  0.946328  0.766104  ...  0.645478 -0.765445   \n",
              "2019-07-31  0.931969  0.925979  0.946328  0.766104  ...  0.645478 -0.765445   \n",
              "2019-08-01  0.931969  0.925979  0.946328  0.766104  ...  0.645478 -0.765445   \n",
              "2019-08-02 -1.072567 -1.079505 -1.056292 -1.304783  ...  0.645478 -0.765445   \n",
              "...              ...       ...       ...       ...  ...       ...       ...   \n",
              "2022-02-17  0.931969  0.925979  0.946328  0.766104  ...  0.645478  1.305906   \n",
              "2022-02-18  0.931969  0.925979  0.946328  0.766104  ...  0.645478  1.305906   \n",
              "2022-02-21  0.931969  0.925979  0.946328  0.766104  ...  0.645478  1.305906   \n",
              "2022-02-22  0.931969  0.925979  0.946328  0.766104  ...  0.645478  1.305906   \n",
              "2022-02-23 -1.072567 -1.079505 -1.056292  0.766104  ...  0.645478 -0.765445   \n",
              "\n",
              "               MAE_5     MAE_6  Percent change 1  Percent change 5  \\\n",
              "Date                                                                 \n",
              "2019-07-29 -0.747113  1.270691          0.940712          0.349725   \n",
              "2019-07-30 -0.747113 -0.786658         -0.420546          0.044717   \n",
              "2019-07-31 -0.747113 -0.786658         -0.064031          0.168235   \n",
              "2019-08-01 -0.747113 -0.786658         -0.018018          0.168235   \n",
              "2019-08-02 -0.747113 -0.786658         -0.640580         -0.091325   \n",
              "...              ...       ...               ...               ...   \n",
              "2022-02-17  1.337950  1.270691          2.182428          1.198669   \n",
              "2022-02-18  1.337950  1.270691         -0.348553          0.777716   \n",
              "2022-02-21  1.337950  1.270691         -0.293657          0.905813   \n",
              "2022-02-22  1.337950  1.270691         -0.215572          0.631122   \n",
              "2022-02-23 -0.747113 -0.786658         -1.317584         -0.024153   \n",
              "\n",
              "            Percent change 30  Percent change Open  Percent change High  \\\n",
              "Date                                                                      \n",
              "2019-07-29          -0.270329            -0.018425             1.008155   \n",
              "2019-07-30          -0.331593             0.942779            -0.017778   \n",
              "2019-07-31          -0.318621            -0.421992            -0.166628   \n",
              "2019-08-01          -0.144052            -0.064557            -0.349386   \n",
              "2019-08-02          -0.240221            -0.018425            -0.017778   \n",
              "...                       ...                  ...                  ...   \n",
              "2022-02-17           0.217469             0.230399             2.127776   \n",
              "2022-02-18           0.094177             2.187700             0.332935   \n",
              "2022-02-21           0.050415            -0.349813             0.238011   \n",
              "2022-02-22          -0.038675            -0.294775            -0.540323   \n",
              "2022-02-23          -0.132515            -0.216489             0.139913   \n",
              "\n",
              "            Percent change Low  \n",
              "Date                            \n",
              "2019-07-29           -0.018927  \n",
              "2019-07-30            0.514944  \n",
              "2019-07-31           -0.063652  \n",
              "2019-08-01           -0.018927  \n",
              "2019-08-02           -0.624065  \n",
              "...                        ...  \n",
              "2022-02-17            0.930714  \n",
              "2022-02-18            1.679296  \n",
              "2022-02-21           -0.010377  \n",
              "2022-02-22           -1.462931  \n",
              "2022-02-23           -0.025828  \n",
              "\n",
              "[637 rows x 21 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9ed8cbf2-917e-4fb3-b672-6edcb8d67676\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>DI</th>\n",
              "      <th>ERI</th>\n",
              "      <th>SMA_1</th>\n",
              "      <th>EMA_1</th>\n",
              "      <th>LWMA_1</th>\n",
              "      <th>MAE_1</th>\n",
              "      <th>...</th>\n",
              "      <th>MAE_3</th>\n",
              "      <th>MAE_4</th>\n",
              "      <th>MAE_5</th>\n",
              "      <th>MAE_6</th>\n",
              "      <th>Percent change 1</th>\n",
              "      <th>Percent change 5</th>\n",
              "      <th>Percent change 30</th>\n",
              "      <th>Percent change Open</th>\n",
              "      <th>Percent change High</th>\n",
              "      <th>Percent change Low</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <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>2019-07-29</th>\n",
              "      <td>0.517468</td>\n",
              "      <td>0.541000</td>\n",
              "      <td>0.550286</td>\n",
              "      <td>0.570430</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.925979</td>\n",
              "      <td>0.946328</td>\n",
              "      <td>0.766104</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>1.270691</td>\n",
              "      <td>0.940712</td>\n",
              "      <td>0.349725</td>\n",
              "      <td>-0.270329</td>\n",
              "      <td>-0.018425</td>\n",
              "      <td>1.008155</td>\n",
              "      <td>-0.018927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-30</th>\n",
              "      <td>0.570231</td>\n",
              "      <td>0.541000</td>\n",
              "      <td>0.580785</td>\n",
              "      <td>0.547884</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.920022</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.925979</td>\n",
              "      <td>0.946328</td>\n",
              "      <td>0.766104</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-0.420546</td>\n",
              "      <td>0.044717</td>\n",
              "      <td>-0.331593</td>\n",
              "      <td>0.942779</td>\n",
              "      <td>-0.017778</td>\n",
              "      <td>0.514944</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-31</th>\n",
              "      <td>0.547695</td>\n",
              "      <td>0.533270</td>\n",
              "      <td>0.578204</td>\n",
              "      <td>0.545325</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.920022</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.925979</td>\n",
              "      <td>0.946328</td>\n",
              "      <td>0.766104</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-0.064031</td>\n",
              "      <td>0.168235</td>\n",
              "      <td>-0.318621</td>\n",
              "      <td>-0.421992</td>\n",
              "      <td>-0.166628</td>\n",
              "      <td>-0.063652</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-01</th>\n",
              "      <td>0.545138</td>\n",
              "      <td>0.516094</td>\n",
              "      <td>0.578204</td>\n",
              "      <td>0.545325</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.920022</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.925979</td>\n",
              "      <td>0.946328</td>\n",
              "      <td>0.766104</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-0.018018</td>\n",
              "      <td>0.168235</td>\n",
              "      <td>-0.144052</td>\n",
              "      <td>-0.064557</td>\n",
              "      <td>-0.349386</td>\n",
              "      <td>-0.018927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-02</th>\n",
              "      <td>0.545138</td>\n",
              "      <td>0.516094</td>\n",
              "      <td>0.543321</td>\n",
              "      <td>0.510736</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>0.920022</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>-1.304783</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-0.640580</td>\n",
              "      <td>-0.091325</td>\n",
              "      <td>-0.240221</td>\n",
              "      <td>-0.018425</td>\n",
              "      <td>-0.017778</td>\n",
              "      <td>-0.624065</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>2022-02-17</th>\n",
              "      <td>0.767112</td>\n",
              "      <td>0.866441</td>\n",
              "      <td>0.791441</td>\n",
              "      <td>0.898472</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>-1.086495</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.925979</td>\n",
              "      <td>0.946328</td>\n",
              "      <td>0.766104</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>1.305906</td>\n",
              "      <td>1.337950</td>\n",
              "      <td>1.270691</td>\n",
              "      <td>2.182428</td>\n",
              "      <td>1.198669</td>\n",
              "      <td>0.217469</td>\n",
              "      <td>0.230399</td>\n",
              "      <td>2.127776</td>\n",
              "      <td>0.930714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-18</th>\n",
              "      <td>0.898116</td>\n",
              "      <td>0.886576</td>\n",
              "      <td>0.896051</td>\n",
              "      <td>0.878003</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.920022</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.925979</td>\n",
              "      <td>0.946328</td>\n",
              "      <td>0.766104</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>1.305906</td>\n",
              "      <td>1.337950</td>\n",
              "      <td>1.270691</td>\n",
              "      <td>-0.348553</td>\n",
              "      <td>0.777716</td>\n",
              "      <td>0.094177</td>\n",
              "      <td>2.187700</td>\n",
              "      <td>0.332935</td>\n",
              "      <td>1.679296</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-21</th>\n",
              "      <td>0.877657</td>\n",
              "      <td>0.901347</td>\n",
              "      <td>0.896594</td>\n",
              "      <td>0.861035</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.920022</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.925979</td>\n",
              "      <td>0.946328</td>\n",
              "      <td>0.766104</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>1.305906</td>\n",
              "      <td>1.337950</td>\n",
              "      <td>1.270691</td>\n",
              "      <td>-0.293657</td>\n",
              "      <td>0.905813</td>\n",
              "      <td>0.050415</td>\n",
              "      <td>-0.349813</td>\n",
              "      <td>0.238011</td>\n",
              "      <td>-0.010377</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-22</th>\n",
              "      <td>0.860697</td>\n",
              "      <td>0.871040</td>\n",
              "      <td>0.804828</td>\n",
              "      <td>0.848934</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.920022</td>\n",
              "      <td>0.931969</td>\n",
              "      <td>0.925979</td>\n",
              "      <td>0.946328</td>\n",
              "      <td>0.766104</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>1.305906</td>\n",
              "      <td>1.337950</td>\n",
              "      <td>1.270691</td>\n",
              "      <td>-0.215572</td>\n",
              "      <td>0.631122</td>\n",
              "      <td>-0.038675</td>\n",
              "      <td>-0.294775</td>\n",
              "      <td>-0.540323</td>\n",
              "      <td>-1.462931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-23</th>\n",
              "      <td>0.848603</td>\n",
              "      <td>0.880106</td>\n",
              "      <td>0.804401</td>\n",
              "      <td>0.769617</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>0.920022</td>\n",
              "      <td>-1.072567</td>\n",
              "      <td>-1.079505</td>\n",
              "      <td>-1.056292</td>\n",
              "      <td>0.766104</td>\n",
              "      <td>...</td>\n",
              "      <td>0.645478</td>\n",
              "      <td>-0.765445</td>\n",
              "      <td>-0.747113</td>\n",
              "      <td>-0.786658</td>\n",
              "      <td>-1.317584</td>\n",
              "      <td>-0.024153</td>\n",
              "      <td>-0.132515</td>\n",
              "      <td>-0.216489</td>\n",
              "      <td>0.139913</td>\n",
              "      <td>-0.025828</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>637 rows × 21 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9ed8cbf2-917e-4fb3-b672-6edcb8d67676')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-9ed8cbf2-917e-4fb3-b672-6edcb8d67676 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-9ed8cbf2-917e-4fb3-b672-6edcb8d67676');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **DT**"
      ],
      "metadata": {
        "id": "9pzadO18YxPt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "clf = tree.DecisionTreeClassifier(max_depth=15, min_samples_leaf=35, criterion = 'entropy', random_state=SEED) # defining decision tree classifier\n",
        "clf=clf.fit(X_train_transformed,y_train) # train data on new data and new target\n",
        "\n",
        "y_predicted_train = clf.predict(X_train_transformed)\n",
        "\n",
        "y_predicted_test = clf.predict(X_test_transformed)"
      ],
      "metadata": {
        "id": "pV18zsxpYwZN"
      },
      "execution_count": 203,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "len(y_predicted_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lzGAaWhhZHBa",
        "outputId": "e7180bf9-e007-49b5-c4f8-b43b5dbf0991"
      },
      "execution_count": 204,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2495"
            ]
          },
          "metadata": {},
          "execution_count": 204
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(y_predicted_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LSxHYln6Zdul",
        "outputId": "25054343-f435-4688-8cba-94817433a1ab"
      },
      "execution_count": 205,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "637"
            ]
          },
          "metadata": {},
          "execution_count": 205
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "acc_train = np.mean(y_predicted_train==y_train)\n",
        "print(acc_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kkORcrsvZIXs",
        "outputId": "f1314ef9-1a15-4617-8273-c7b138d8c77b"
      },
      "execution_count": 206,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.6400801603206413\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "acc_test = np.mean(y_predicted_test==y_valid)\n",
        "print(acc_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "96x0vA0-Zoy1",
        "outputId": "950d1988-be2d-48f1-c94b-b1d2d4a5797e"
      },
      "execution_count": 207,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.4976452119309262\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tree.plot_tree(clf) "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "a5CWhCDkZtm_",
        "outputId": "0710b60d-4818-4c9c-8725-a62aad9e3eac"
      },
      "execution_count": 208,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Text(0.6458333333333334, 0.95, 'X[13] <= 0.295\\nentropy = 1.0\\nsamples = 2495\\nvalue = [1267, 1228]'),\n",
              " Text(0.4140625, 0.85, 'X[3] <= 0.621\\nentropy = 0.995\\nsamples = 1601\\nvalue = [864, 737]'),\n",
              " Text(0.234375, 0.75, 'X[15] <= -0.081\\nentropy = 1.0\\nsamples = 1216\\nvalue = [620, 596]'),\n",
              " Text(0.09375, 0.65, 'X[20] <= -1.526\\nentropy = 0.992\\nsamples = 654\\nvalue = [361, 293]'),\n",
              " Text(0.041666666666666664, 0.55, 'X[17] <= -0.672\\nentropy = 0.951\\nsamples = 81\\nvalue = [30, 51]'),\n",
              " Text(0.020833333333333332, 0.45, 'entropy = 1.0\\nsamples = 46\\nvalue = [23, 23]'),\n",
              " Text(0.0625, 0.45, 'entropy = 0.722\\nsamples = 35\\nvalue = [7, 28]'),\n",
              " Text(0.14583333333333334, 0.55, 'X[18] <= -0.042\\nentropy = 0.983\\nsamples = 573\\nvalue = [331, 242]'),\n",
              " Text(0.10416666666666667, 0.45, 'X[1] <= 0.266\\nentropy = 0.996\\nsamples = 336\\nvalue = [180, 156]'),\n",
              " Text(0.08333333333333333, 0.35, 'entropy = 0.989\\nsamples = 290\\nvalue = [163, 127]'),\n",
              " Text(0.125, 0.35, 'entropy = 0.95\\nsamples = 46\\nvalue = [17, 29]'),\n",
              " Text(0.1875, 0.45, 'X[16] <= -0.717\\nentropy = 0.945\\nsamples = 237\\nvalue = [151, 86]'),\n",
              " Text(0.16666666666666666, 0.35, 'entropy = 0.996\\nsamples = 56\\nvalue = [26, 30]'),\n",
              " Text(0.20833333333333334, 0.35, 'X[2] <= -0.802\\nentropy = 0.892\\nsamples = 181\\nvalue = [125, 56]'),\n",
              " Text(0.1875, 0.25, 'entropy = 0.992\\nsamples = 67\\nvalue = [37, 30]'),\n",
              " Text(0.22916666666666666, 0.25, 'X[18] <= 0.115\\nentropy = 0.775\\nsamples = 114\\nvalue = [88, 26]'),\n",
              " Text(0.20833333333333334, 0.15, 'entropy = 0.513\\nsamples = 35\\nvalue = [31, 4]'),\n",
              " Text(0.25, 0.15, 'X[16] <= -0.138\\nentropy = 0.853\\nsamples = 79\\nvalue = [57, 22]'),\n",
              " Text(0.22916666666666666, 0.05, 'entropy = 0.971\\nsamples = 35\\nvalue = [21, 14]'),\n",
              " Text(0.2708333333333333, 0.05, 'entropy = 0.684\\nsamples = 44\\nvalue = [36, 8]'),\n",
              " Text(0.375, 0.65, 'X[15] <= -0.05\\nentropy = 0.996\\nsamples = 562\\nvalue = [259, 303]'),\n",
              " Text(0.3541666666666667, 0.55, 'entropy = 0.79\\nsamples = 38\\nvalue = [9, 29]'),\n",
              " Text(0.3958333333333333, 0.55, 'X[3] <= -0.792\\nentropy = 0.998\\nsamples = 524\\nvalue = [250, 274]'),\n",
              " Text(0.3541666666666667, 0.45, 'X[20] <= 0.569\\nentropy = 0.965\\nsamples = 182\\nvalue = [71, 111]'),\n",
              " Text(0.3333333333333333, 0.35, 'X[20] <= 0.141\\nentropy = 0.984\\nsamples = 146\\nvalue = [62, 84]'),\n",
              " Text(0.3125, 0.25, 'X[2] <= -0.952\\nentropy = 0.942\\nsamples = 103\\nvalue = [37, 66]'),\n",
              " Text(0.2916666666666667, 0.15, 'entropy = 1.0\\nsamples = 55\\nvalue = [27, 28]'),\n",
              " Text(0.3333333333333333, 0.15, 'entropy = 0.738\\nsamples = 48\\nvalue = [10, 38]'),\n",
              " Text(0.3541666666666667, 0.25, 'entropy = 0.981\\nsamples = 43\\nvalue = [25, 18]'),\n",
              " Text(0.375, 0.35, 'entropy = 0.811\\nsamples = 36\\nvalue = [9, 27]'),\n",
              " Text(0.4375, 0.45, 'X[16] <= -0.832\\nentropy = 0.998\\nsamples = 342\\nvalue = [179, 163]'),\n",
              " Text(0.4166666666666667, 0.35, 'entropy = 0.932\\nsamples = 46\\nvalue = [30, 16]'),\n",
              " Text(0.4583333333333333, 0.35, 'X[20] <= -0.049\\nentropy = 1.0\\nsamples = 296\\nvalue = [149, 147]'),\n",
              " Text(0.4166666666666667, 0.25, 'X[19] <= -0.242\\nentropy = 0.958\\nsamples = 71\\nvalue = [27, 44]'),\n",
              " Text(0.3958333333333333, 0.15, 'entropy = 0.811\\nsamples = 36\\nvalue = [9, 27]'),\n",
              " Text(0.4375, 0.15, 'entropy = 0.999\\nsamples = 35\\nvalue = [18, 17]'),\n",
              " Text(0.5, 0.25, 'X[19] <= 0.071\\nentropy = 0.995\\nsamples = 225\\nvalue = [122, 103]'),\n",
              " Text(0.4791666666666667, 0.15, 'entropy = 0.911\\nsamples = 89\\nvalue = [60, 29]'),\n",
              " Text(0.5208333333333334, 0.15, 'X[16] <= -0.022\\nentropy = 0.994\\nsamples = 136\\nvalue = [62, 74]'),\n",
              " Text(0.5, 0.05, 'entropy = 0.938\\nsamples = 79\\nvalue = [28, 51]'),\n",
              " Text(0.5416666666666666, 0.05, 'entropy = 0.973\\nsamples = 57\\nvalue = [34, 23]'),\n",
              " Text(0.59375, 0.75, 'X[1] <= 0.906\\nentropy = 0.948\\nsamples = 385\\nvalue = [244, 141]'),\n",
              " Text(0.5416666666666666, 0.65, 'X[3] <= 0.734\\nentropy = 0.834\\nsamples = 166\\nvalue = [122, 44]'),\n",
              " Text(0.5, 0.55, 'X[2] <= 0.73\\nentropy = 0.976\\nsamples = 71\\nvalue = [42, 29]'),\n",
              " Text(0.4791666666666667, 0.45, 'entropy = 0.852\\nsamples = 36\\nvalue = [26, 10]'),\n",
              " Text(0.5208333333333334, 0.45, 'entropy = 0.995\\nsamples = 35\\nvalue = [16, 19]'),\n",
              " Text(0.5833333333333334, 0.55, 'X[17] <= -0.082\\nentropy = 0.629\\nsamples = 95\\nvalue = [80, 15]'),\n",
              " Text(0.5625, 0.45, 'entropy = 0.419\\nsamples = 59\\nvalue = [54, 5]'),\n",
              " Text(0.6041666666666666, 0.45, 'entropy = 0.852\\nsamples = 36\\nvalue = [26, 10]'),\n",
              " Text(0.6458333333333334, 0.65, 'X[1] <= 1.098\\nentropy = 0.991\\nsamples = 219\\nvalue = [122, 97]'),\n",
              " Text(0.625, 0.55, 'entropy = 0.952\\nsamples = 43\\nvalue = [16, 27]'),\n",
              " Text(0.6666666666666666, 0.55, 'entropy = 0.97\\nsamples = 176\\nvalue = [106, 70]'),\n",
              " Text(0.8776041666666666, 0.85, 'X[16] <= 1.417\\nentropy = 0.993\\nsamples = 894\\nvalue = [403, 491]'),\n",
              " Text(0.8072916666666666, 0.75, 'X[16] <= 0.268\\nentropy = 0.983\\nsamples = 740\\nvalue = [313, 427]'),\n",
              " Text(0.7291666666666666, 0.65, 'X[20] <= 0.226\\nentropy = 0.999\\nsamples = 236\\nvalue = [114, 122]'),\n",
              " Text(0.7083333333333334, 0.55, 'X[3] <= -0.682\\nentropy = 0.981\\nsamples = 136\\nvalue = [57, 79]'),\n",
              " Text(0.6875, 0.45, 'entropy = 0.811\\nsamples = 36\\nvalue = [9, 27]'),\n",
              " Text(0.7291666666666666, 0.45, 'X[0] <= 0.529\\nentropy = 0.999\\nsamples = 100\\nvalue = [48, 52]'),\n",
              " Text(0.7083333333333334, 0.35, 'entropy = 0.95\\nsamples = 46\\nvalue = [29, 17]'),\n",
              " Text(0.75, 0.35, 'entropy = 0.936\\nsamples = 54\\nvalue = [19, 35]'),\n",
              " Text(0.75, 0.55, 'entropy = 0.986\\nsamples = 100\\nvalue = [57, 43]'),\n",
              " Text(0.8854166666666666, 0.65, 'X[17] <= 1.405\\nentropy = 0.968\\nsamples = 504\\nvalue = [199, 305]'),\n",
              " Text(0.8645833333333334, 0.55, 'X[16] <= 0.436\\nentropy = 0.981\\nsamples = 438\\nvalue = [184, 254]'),\n",
              " Text(0.8125, 0.45, 'X[19] <= 0.018\\nentropy = 0.872\\nsamples = 99\\nvalue = [29, 70]'),\n",
              " Text(0.7916666666666666, 0.35, 'entropy = 0.995\\nsamples = 35\\nvalue = [16, 19]'),\n",
              " Text(0.8333333333333334, 0.35, 'entropy = 0.728\\nsamples = 64\\nvalue = [13, 51]'),\n",
              " Text(0.9166666666666666, 0.45, 'X[17] <= 0.698\\nentropy = 0.995\\nsamples = 339\\nvalue = [155, 184]'),\n",
              " Text(0.875, 0.35, 'X[19] <= -0.253\\nentropy = 0.98\\nsamples = 223\\nvalue = [93, 130]'),\n",
              " Text(0.8541666666666666, 0.25, 'entropy = 0.821\\nsamples = 39\\nvalue = [10, 29]'),\n",
              " Text(0.8958333333333334, 0.25, 'X[18] <= -0.007\\nentropy = 0.993\\nsamples = 184\\nvalue = [83, 101]'),\n",
              " Text(0.875, 0.15, 'entropy = 0.964\\nsamples = 36\\nvalue = [22, 14]'),\n",
              " Text(0.9166666666666666, 0.15, 'entropy = 0.978\\nsamples = 148\\nvalue = [61, 87]'),\n",
              " Text(0.9583333333333334, 0.35, 'X[16] <= 0.623\\nentropy = 0.997\\nsamples = 116\\nvalue = [62, 54]'),\n",
              " Text(0.9375, 0.25, 'entropy = 0.811\\nsamples = 36\\nvalue = [27, 9]'),\n",
              " Text(0.9791666666666666, 0.25, 'entropy = 0.989\\nsamples = 80\\nvalue = [35, 45]'),\n",
              " Text(0.90625, 0.55, 'entropy = 0.773\\nsamples = 66\\nvalue = [15, 51]'),\n",
              " Text(0.9479166666666666, 0.75, 'X[18] <= 0.545\\nentropy = 0.979\\nsamples = 154\\nvalue = [90, 64]'),\n",
              " Text(0.9270833333333334, 0.65, 'entropy = 0.995\\nsamples = 61\\nvalue = [28, 33]'),\n",
              " Text(0.96875, 0.65, 'entropy = 0.918\\nsamples = 93\\nvalue = [62, 31]')]"
            ]
          },
          "metadata": {},
          "execution_count": 208
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import graphviz\n",
        "dot_data = tree.export_graphviz(clf, out_file=None,feature_names=X_train_transformed.columns,filled=True)\n",
        "\n",
        "graph = graphviz.Source(dot_data, format=\"png\") \n",
        "graph"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "iuyTa-0TaAwW",
        "outputId": "3155aa6a-2a31-4055-e8bd-13754afd485e"
      },
      "execution_count": 209,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<graphviz.files.Source at 0x7fde4e6cd650>"
            ],
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n -->\n<!-- Title: Tree Pages: 1 -->\n<svg width=\"2958pt\" height=\"997pt\"\n viewBox=\"0.00 0.00 2958.00 997.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 993)\">\n<title>Tree</title>\n<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-993 2954,-993 2954,4 -4,4\"/>\n<!-- 0 -->\n<g id=\"node1\" class=\"node\">\n<title>0</title>\n<polygon fill=\"#fefbf9\" stroke=\"#000000\" points=\"2000.5,-989 1851.5,-989 1851.5,-921 2000.5,-921 2000.5,-989\"/>\n<text text-anchor=\"middle\" x=\"1926\" y=\"-973.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">MAE_5 &lt;= 0.295</text>\n<text text-anchor=\"middle\" x=\"1926\" y=\"-958.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"1926\" y=\"-943.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2495</text>\n<text text-anchor=\"middle\" x=\"1926\" y=\"-928.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1267, 1228]</text>\n</g>\n<!-- 1 -->\n<g id=\"node2\" class=\"node\">\n<title>1</title>\n<polygon fill=\"#fbece2\" stroke=\"#000000\" points=\"1720,-885 1588,-885 1588,-817 1720,-817 1720,-885\"/>\n<text text-anchor=\"middle\" x=\"1654\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Close &lt;= 0.621</text>\n<text text-anchor=\"middle\" x=\"1654\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.995</text>\n<text text-anchor=\"middle\" x=\"1654\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1601</text>\n<text text-anchor=\"middle\" x=\"1654\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [864, 737]</text>\n</g>\n<!-- 0&#45;&gt;1 -->\n<g id=\"edge1\" class=\"edge\">\n<title>0&#45;&gt;1</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1851.315,-926.444C1813.4741,-911.9754 1767.6234,-894.4442 1729.648,-879.9242\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1730.7631,-876.6035 1720.1725,-876.3013 1728.2631,-883.1419 1730.7631,-876.6035\"/>\n<text text-anchor=\"middle\" x=\"1730.371\" y=\"-895.4265\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">True</text>\n</g>\n<!-- 2 -->\n<g id=\"node53\" class=\"node\">\n<title>2</title>\n<polygon fill=\"#dcedfa\" stroke=\"#000000\" points=\"2293,-885 2101,-885 2101,-817 2293,-817 2293,-885\"/>\n<text text-anchor=\"middle\" x=\"2197\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 5 &lt;= 1.417</text>\n<text text-anchor=\"middle\" x=\"2197\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.993</text>\n<text text-anchor=\"middle\" x=\"2197\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 894</text>\n<text text-anchor=\"middle\" x=\"2197\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [403, 491]</text>\n</g>\n<!-- 0&#45;&gt;2 -->\n<g id=\"edge52\" class=\"edge\">\n<title>0&#45;&gt;2</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2000.7693,-926.3062C2030.999,-914.7052 2066.3135,-901.1527 2098.5869,-888.7674\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2099.9654,-891.9873 2108.0475,-885.1367 2097.4574,-885.452 2099.9654,-891.9873\"/>\n<text text-anchor=\"middle\" x=\"2097.8771\" y=\"-904.2745\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">False</text>\n</g>\n<!-- 3 -->\n<g id=\"node3\" class=\"node\">\n<title>3</title>\n<polygon fill=\"#fefaf7\" stroke=\"#000000\" points=\"1034.5,-781 837.5,-781 837.5,-713 1034.5,-713 1034.5,-781\"/>\n<text text-anchor=\"middle\" x=\"936\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 1 &lt;= &#45;0.081</text>\n<text text-anchor=\"middle\" x=\"936\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"936\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1216</text>\n<text text-anchor=\"middle\" x=\"936\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [620, 596]</text>\n</g>\n<!-- 1&#45;&gt;3 -->\n<g id=\"edge2\" class=\"edge\">\n<title>1&#45;&gt;3</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1587.7393,-841.4023C1463.7863,-823.4482 1195.7679,-784.6265 1044.8927,-762.7728\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1045.0799,-759.2634 1034.6814,-761.2937 1044.0764,-766.1911 1045.0799,-759.2634\"/>\n</g>\n<!-- 4 -->\n<g id=\"node42\" class=\"node\">\n<title>4</title>\n<polygon fill=\"#f4caab\" stroke=\"#000000\" points=\"1720,-781 1588,-781 1588,-713 1720,-713 1720,-781\"/>\n<text text-anchor=\"middle\" x=\"1654\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">High &lt;= 0.906</text>\n<text text-anchor=\"middle\" x=\"1654\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.948</text>\n<text text-anchor=\"middle\" x=\"1654\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 385</text>\n<text text-anchor=\"middle\" x=\"1654\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [244, 141]</text>\n</g>\n<!-- 1&#45;&gt;4 -->\n<g id=\"edge41\" class=\"edge\">\n<title>1&#45;&gt;4</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1654,-816.9465C1654,-808.776 1654,-799.9318 1654,-791.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1657.5001,-791.13 1654,-781.13 1650.5001,-791.13 1657.5001,-791.13\"/>\n</g>\n<!-- 11 -->\n<g id=\"node4\" class=\"node\">\n<title>11</title>\n<polygon fill=\"#fae7da\" stroke=\"#000000\" points=\"579.5,-677 364.5,-677 364.5,-609 579.5,-609 579.5,-677\"/>\n<text text-anchor=\"middle\" x=\"472\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change Low &lt;= &#45;1.526</text>\n<text text-anchor=\"middle\" x=\"472\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.992</text>\n<text text-anchor=\"middle\" x=\"472\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 654</text>\n<text text-anchor=\"middle\" x=\"472\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [361, 293]</text>\n</g>\n<!-- 3&#45;&gt;11 -->\n<g id=\"edge3\" class=\"edge\">\n<title>3&#45;&gt;11</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M837.3136,-724.8806C764.9915,-708.6705 666.5069,-686.5964 590.0176,-669.4522\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"590.3757,-665.9457 579.8523,-667.1738 588.8447,-672.7762 590.3757,-665.9457\"/>\n</g>\n<!-- 12 -->\n<g id=\"node21\" class=\"node\">\n<title>12</title>\n<polygon fill=\"#e2f1fb\" stroke=\"#000000\" points=\"1030,-677 842,-677 842,-609 1030,-609 1030,-677\"/>\n<text text-anchor=\"middle\" x=\"936\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 1 &lt;= &#45;0.05</text>\n<text text-anchor=\"middle\" x=\"936\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.996</text>\n<text text-anchor=\"middle\" x=\"936\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 562</text>\n<text text-anchor=\"middle\" x=\"936\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [259, 303]</text>\n</g>\n<!-- 3&#45;&gt;12 -->\n<g id=\"edge20\" class=\"edge\">\n<title>3&#45;&gt;12</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M936,-712.9465C936,-704.776 936,-695.9318 936,-687.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"939.5001,-687.13 936,-677.13 932.5001,-687.13 939.5001,-687.13\"/>\n</g>\n<!-- 13 -->\n<g id=\"node5\" class=\"node\">\n<title>13</title>\n<polygon fill=\"#add7f4\" stroke=\"#000000\" points=\"295.5,-573 90.5,-573 90.5,-505 295.5,-505 295.5,-573\"/>\n<text text-anchor=\"middle\" x=\"193\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 30 &lt;= &#45;0.672</text>\n<text text-anchor=\"middle\" x=\"193\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.951</text>\n<text text-anchor=\"middle\" x=\"193\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 81</text>\n<text text-anchor=\"middle\" x=\"193\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [30, 51]</text>\n</g>\n<!-- 11&#45;&gt;13 -->\n<g id=\"edge4\" class=\"edge\">\n<title>11&#45;&gt;13</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M380.645,-608.9465C352.9453,-598.6212 322.3591,-587.2199 294.0616,-576.6717\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"295.153,-573.3433 284.5603,-573.13 292.7079,-579.9024 295.153,-573.3433\"/>\n</g>\n<!-- 14 -->\n<g id=\"node8\" class=\"node\">\n<title>14</title>\n<polygon fill=\"#f8ddca\" stroke=\"#000000\" points=\"584,-573 360,-573 360,-505 584,-505 584,-573\"/>\n<text text-anchor=\"middle\" x=\"472\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change Open &lt;= &#45;0.042</text>\n<text text-anchor=\"middle\" x=\"472\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.983</text>\n<text text-anchor=\"middle\" x=\"472\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 573</text>\n<text text-anchor=\"middle\" x=\"472\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [331, 242]</text>\n</g>\n<!-- 11&#45;&gt;14 -->\n<g id=\"edge7\" class=\"edge\">\n<title>11&#45;&gt;14</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M472,-608.9465C472,-600.776 472,-591.9318 472,-583.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"475.5001,-583.13 472,-573.13 468.5001,-583.13 475.5001,-583.13\"/>\n</g>\n<!-- 19 -->\n<g id=\"node6\" class=\"node\">\n<title>19</title>\n<polygon fill=\"#ffffff\" stroke=\"#000000\" points=\"116,-461.5 0,-461.5 0,-408.5 116,-408.5 116,-461.5\"/>\n<text text-anchor=\"middle\" x=\"58\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"58\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 46</text>\n<text text-anchor=\"middle\" x=\"58\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [23, 23]</text>\n</g>\n<!-- 13&#45;&gt;19 -->\n<g id=\"edge5\" class=\"edge\">\n<title>13&#45;&gt;19</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M148.796,-504.9465C133.3539,-493.0504 116.0578,-479.726 100.7375,-467.9237\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"102.5117,-464.8723 92.4538,-461.5422 98.2397,-470.4176 102.5117,-464.8723\"/>\n</g>\n<!-- 20 -->\n<g id=\"node7\" class=\"node\">\n<title>20</title>\n<polygon fill=\"#6ab6ec\" stroke=\"#000000\" points=\"252,-461.5 134,-461.5 134,-408.5 252,-408.5 252,-461.5\"/>\n<text text-anchor=\"middle\" x=\"193\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.722</text>\n<text text-anchor=\"middle\" x=\"193\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 35</text>\n<text text-anchor=\"middle\" x=\"193\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [7, 28]</text>\n</g>\n<!-- 13&#45;&gt;20 -->\n<g id=\"edge6\" class=\"edge\">\n<title>13&#45;&gt;20</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M193,-504.9465C193,-494.2621 193,-482.4254 193,-471.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"196.5001,-471.5421 193,-461.5422 189.5001,-471.5422 196.5001,-471.5421\"/>\n</g>\n<!-- 27 -->\n<g id=\"node9\" class=\"node\">\n<title>27</title>\n<polygon fill=\"#fceee5\" stroke=\"#000000\" points=\"402,-469 270,-469 270,-401 402,-401 402,-469\"/>\n<text text-anchor=\"middle\" x=\"336\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">High &lt;= 0.266</text>\n<text text-anchor=\"middle\" x=\"336\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.996</text>\n<text text-anchor=\"middle\" x=\"336\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 336</text>\n<text text-anchor=\"middle\" x=\"336\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [180, 156]</text>\n</g>\n<!-- 14&#45;&gt;27 -->\n<g id=\"edge8\" class=\"edge\">\n<title>14&#45;&gt;27</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M427.4685,-504.9465C415.1403,-495.519 401.6391,-485.1946 388.885,-475.4415\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"390.7012,-472.4243 380.6315,-469.13 386.449,-477.9848 390.7012,-472.4243\"/>\n</g>\n<!-- 28 -->\n<g id=\"node12\" class=\"node\">\n<title>28</title>\n<polygon fill=\"#f4c9aa\" stroke=\"#000000\" points=\"617.5,-469 420.5,-469 420.5,-401 617.5,-401 617.5,-469\"/>\n<text text-anchor=\"middle\" x=\"519\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 5 &lt;= &#45;0.717</text>\n<text text-anchor=\"middle\" x=\"519\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.945</text>\n<text text-anchor=\"middle\" x=\"519\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 237</text>\n<text text-anchor=\"middle\" x=\"519\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [151, 86]</text>\n</g>\n<!-- 14&#45;&gt;28 -->\n<g id=\"edge11\" class=\"edge\">\n<title>14&#45;&gt;28</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M487.3896,-504.9465C491.2037,-496.5067 495.3428,-487.3479 499.3306,-478.5239\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"502.647,-479.684 503.5759,-469.13 496.2682,-476.8013 502.647,-479.684\"/>\n</g>\n<!-- 33 -->\n<g id=\"node10\" class=\"node\">\n<title>33</title>\n<polygon fill=\"#f9e3d3\" stroke=\"#000000\" points=\"260,-357.5 128,-357.5 128,-304.5 260,-304.5 260,-357.5\"/>\n<text text-anchor=\"middle\" x=\"194\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.989</text>\n<text text-anchor=\"middle\" x=\"194\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 290</text>\n<text text-anchor=\"middle\" x=\"194\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [163, 127]</text>\n</g>\n<!-- 27&#45;&gt;33 -->\n<g id=\"edge9\" class=\"edge\">\n<title>27&#45;&gt;33</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M289.5039,-400.9465C273.1107,-388.9403 254.7311,-375.4791 238.5064,-363.5962\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"240.376,-360.6272 230.2403,-357.5422 236.2399,-366.2746 240.376,-360.6272\"/>\n</g>\n<!-- 34 -->\n<g id=\"node11\" class=\"node\">\n<title>34</title>\n<polygon fill=\"#add6f4\" stroke=\"#000000\" points=\"394,-357.5 278,-357.5 278,-304.5 394,-304.5 394,-357.5\"/>\n<text text-anchor=\"middle\" x=\"336\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.95</text>\n<text text-anchor=\"middle\" x=\"336\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 46</text>\n<text text-anchor=\"middle\" x=\"336\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [17, 29]</text>\n</g>\n<!-- 27&#45;&gt;34 -->\n<g id=\"edge10\" class=\"edge\">\n<title>27&#45;&gt;34</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M336,-400.9465C336,-390.2621 336,-378.4254 336,-367.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"339.5001,-367.5421 336,-357.5422 332.5001,-367.5422 339.5001,-367.5421\"/>\n</g>\n<!-- 29 -->\n<g id=\"node13\" class=\"node\">\n<title>29</title>\n<polygon fill=\"#e5f2fc\" stroke=\"#000000\" points=\"530,-357.5 412,-357.5 412,-304.5 530,-304.5 530,-357.5\"/>\n<text text-anchor=\"middle\" x=\"471\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.996</text>\n<text text-anchor=\"middle\" x=\"471\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 56</text>\n<text text-anchor=\"middle\" x=\"471\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [26, 30]</text>\n</g>\n<!-- 28&#45;&gt;29 -->\n<g id=\"edge12\" class=\"edge\">\n<title>28&#45;&gt;29</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M503.283,-400.9465C498.25,-390.0418 492.6632,-377.9368 487.5712,-366.9043\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"490.6187,-365.155 483.2502,-357.5422 484.263,-368.0885 490.6187,-365.155\"/>\n</g>\n<!-- 30 -->\n<g id=\"node14\" class=\"node\">\n<title>30</title>\n<polygon fill=\"#f1b992\" stroke=\"#000000\" points=\"672,-365 548,-365 548,-297 672,-297 672,-365\"/>\n<text text-anchor=\"middle\" x=\"610\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Low &lt;= &#45;0.802</text>\n<text text-anchor=\"middle\" x=\"610\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.892</text>\n<text text-anchor=\"middle\" x=\"610\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 181</text>\n<text text-anchor=\"middle\" x=\"610\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [125, 56]</text>\n</g>\n<!-- 28&#45;&gt;30 -->\n<g id=\"edge13\" class=\"edge\">\n<title>28&#45;&gt;30</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M548.7968,-400.9465C556.653,-391.968 565.2212,-382.1758 573.3913,-372.8385\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"576.1852,-374.9606 580.1363,-365.13 570.9171,-370.351 576.1852,-374.9606\"/>\n</g>\n<!-- 31 -->\n<g id=\"node15\" class=\"node\">\n<title>31</title>\n<polygon fill=\"#fae7da\" stroke=\"#000000\" points=\"482,-253.5 364,-253.5 364,-200.5 482,-200.5 482,-253.5\"/>\n<text text-anchor=\"middle\" x=\"423\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.992</text>\n<text text-anchor=\"middle\" x=\"423\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 67</text>\n<text text-anchor=\"middle\" x=\"423\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [37, 30]</text>\n</g>\n<!-- 30&#45;&gt;31 -->\n<g id=\"edge14\" class=\"edge\">\n<title>30&#45;&gt;31</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M548.7692,-296.9465C526.4879,-284.5547 501.4198,-270.6132 479.5613,-258.4565\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"481.1654,-255.3438 470.7249,-253.5422 477.7631,-261.4614 481.1654,-255.3438\"/>\n</g>\n<!-- 32 -->\n<g id=\"node16\" class=\"node\">\n<title>32</title>\n<polygon fill=\"#eda674\" stroke=\"#000000\" points=\"720,-261 500,-261 500,-193 720,-193 720,-261\"/>\n<text text-anchor=\"middle\" x=\"610\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change Open &lt;= 0.115</text>\n<text text-anchor=\"middle\" x=\"610\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.775</text>\n<text text-anchor=\"middle\" x=\"610\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 114</text>\n<text text-anchor=\"middle\" x=\"610\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [88, 26]</text>\n</g>\n<!-- 30&#45;&gt;32 -->\n<g id=\"edge15\" class=\"edge\">\n<title>30&#45;&gt;32</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M610,-296.9465C610,-288.776 610,-279.9318 610,-271.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"613.5001,-271.13 610,-261.13 606.5001,-271.13 613.5001,-271.13\"/>\n</g>\n<!-- 59 -->\n<g id=\"node17\" class=\"node\">\n<title>59</title>\n<polygon fill=\"#e89153\" stroke=\"#000000\" points=\"496,-149.5 378,-149.5 378,-96.5 496,-96.5 496,-149.5\"/>\n<text text-anchor=\"middle\" x=\"437\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.513</text>\n<text text-anchor=\"middle\" x=\"437\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 35</text>\n<text text-anchor=\"middle\" x=\"437\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [31, 4]</text>\n</g>\n<!-- 32&#45;&gt;59 -->\n<g id=\"edge16\" class=\"edge\">\n<title>32&#45;&gt;59</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M553.3533,-192.9465C532.9233,-180.6649 509.9609,-166.8609 489.8667,-154.7811\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"491.5257,-151.6948 481.1519,-149.5422 487.9191,-157.6942 491.5257,-151.6948\"/>\n</g>\n<!-- 60 -->\n<g id=\"node18\" class=\"node\">\n<title>60</title>\n<polygon fill=\"#efb285\" stroke=\"#000000\" points=\"711.5,-157 514.5,-157 514.5,-89 711.5,-89 711.5,-157\"/>\n<text text-anchor=\"middle\" x=\"613\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 5 &lt;= &#45;0.138</text>\n<text text-anchor=\"middle\" x=\"613\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.853</text>\n<text text-anchor=\"middle\" x=\"613\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 79</text>\n<text text-anchor=\"middle\" x=\"613\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [57, 22]</text>\n</g>\n<!-- 32&#45;&gt;60 -->\n<g id=\"edge17\" class=\"edge\">\n<title>32&#45;&gt;60</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M610.9823,-192.9465C611.218,-184.776 611.4731,-175.9318 611.7201,-167.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"615.2256,-167.2268 612.0155,-157.13 608.2285,-167.0249 615.2256,-167.2268\"/>\n</g>\n<!-- 61 -->\n<g id=\"node19\" class=\"node\">\n<title>61</title>\n<polygon fill=\"#f6d5bd\" stroke=\"#000000\" points=\"604,-53 486,-53 486,0 604,0 604,-53\"/>\n<text text-anchor=\"middle\" x=\"545\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.971</text>\n<text text-anchor=\"middle\" x=\"545\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 35</text>\n<text text-anchor=\"middle\" x=\"545\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [21, 14]</text>\n</g>\n<!-- 60&#45;&gt;61 -->\n<g id=\"edge18\" class=\"edge\">\n<title>60&#45;&gt;61</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M589.0257,-88.9777C582.7667,-80.0954 576.0099,-70.5067 569.7133,-61.5711\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"572.4699,-59.4068 563.8487,-53.2485 566.7479,-63.4389 572.4699,-59.4068\"/>\n</g>\n<!-- 62 -->\n<g id=\"node20\" class=\"node\">\n<title>62</title>\n<polygon fill=\"#eb9d65\" stroke=\"#000000\" points=\"740,-53 622,-53 622,0 740,0 740,-53\"/>\n<text text-anchor=\"middle\" x=\"681\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.684</text>\n<text text-anchor=\"middle\" x=\"681\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 44</text>\n<text text-anchor=\"middle\" x=\"681\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [36, 8]</text>\n</g>\n<!-- 60&#45;&gt;62 -->\n<g id=\"edge19\" class=\"edge\">\n<title>60&#45;&gt;62</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M636.9743,-88.9777C643.2333,-80.0954 649.9901,-70.5067 656.2867,-61.5711\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"659.2521,-63.4389 662.1513,-53.2485 653.5301,-59.4068 659.2521,-63.4389\"/>\n</g>\n<!-- 15 -->\n<g id=\"node22\" class=\"node\">\n<title>15</title>\n<polygon fill=\"#76bbed\" stroke=\"#000000\" points=\"921,-565.5 811,-565.5 811,-512.5 921,-512.5 921,-565.5\"/>\n<text text-anchor=\"middle\" x=\"866\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.79</text>\n<text text-anchor=\"middle\" x=\"866\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 38</text>\n<text text-anchor=\"middle\" x=\"866\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 29]</text>\n</g>\n<!-- 12&#45;&gt;15 -->\n<g id=\"edge21\" class=\"edge\">\n<title>12&#45;&gt;15</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M913.0794,-608.9465C905.5172,-597.7113 897.0976,-585.2021 889.4933,-573.9043\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"892.3523,-571.8837 883.8649,-565.5422 886.5452,-575.7924 892.3523,-571.8837\"/>\n</g>\n<!-- 16 -->\n<g id=\"node23\" class=\"node\">\n<title>16</title>\n<polygon fill=\"#eef6fd\" stroke=\"#000000\" points=\"1071,-573 939,-573 939,-505 1071,-505 1071,-573\"/>\n<text text-anchor=\"middle\" x=\"1005\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Close &lt;= &#45;0.792</text>\n<text text-anchor=\"middle\" x=\"1005\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.998</text>\n<text text-anchor=\"middle\" x=\"1005\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 524</text>\n<text text-anchor=\"middle\" x=\"1005\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [250, 274]</text>\n</g>\n<!-- 12&#45;&gt;16 -->\n<g id=\"edge22\" class=\"edge\">\n<title>12&#45;&gt;16</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M958.5932,-608.9465C964.3714,-600.2373 970.6575,-590.7626 976.6834,-581.6801\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"979.744,-583.3978 982.3561,-573.13 973.911,-579.5278 979.744,-583.3978\"/>\n</g>\n<!-- 17 -->\n<g id=\"node24\" class=\"node\">\n<title>17</title>\n<polygon fill=\"#b8dcf6\" stroke=\"#000000\" points=\"999.5,-469 788.5,-469 788.5,-401 999.5,-401 999.5,-469\"/>\n<text text-anchor=\"middle\" x=\"894\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change Low &lt;= 0.569</text>\n<text text-anchor=\"middle\" x=\"894\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.965</text>\n<text text-anchor=\"middle\" x=\"894\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 182</text>\n<text text-anchor=\"middle\" x=\"894\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [71, 111]</text>\n</g>\n<!-- 16&#45;&gt;17 -->\n<g id=\"edge23\" class=\"edge\">\n<title>16&#45;&gt;17</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M968.6544,-504.9465C958.7841,-495.6986 947.9925,-485.5876 937.759,-475.9994\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"940.1177,-473.4131 930.4272,-469.13 935.3316,-478.5214 940.1177,-473.4131\"/>\n</g>\n<!-- 18 -->\n<g id=\"node31\" class=\"node\">\n<title>18</title>\n<polygon fill=\"#fdf4ed\" stroke=\"#000000\" points=\"1214.5,-469 1017.5,-469 1017.5,-401 1214.5,-401 1214.5,-469\"/>\n<text text-anchor=\"middle\" x=\"1116\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 5 &lt;= &#45;0.832</text>\n<text text-anchor=\"middle\" x=\"1116\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.998</text>\n<text text-anchor=\"middle\" x=\"1116\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 342</text>\n<text text-anchor=\"middle\" x=\"1116\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [179, 163]</text>\n</g>\n<!-- 16&#45;&gt;18 -->\n<g id=\"edge30\" class=\"edge\">\n<title>16&#45;&gt;18</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1041.3456,-504.9465C1051.2159,-495.6986 1062.0075,-485.5876 1072.241,-475.9994\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1074.6684,-478.5214 1079.5728,-469.13 1069.8823,-473.4131 1074.6684,-478.5214\"/>\n</g>\n<!-- 63 -->\n<g id=\"node25\" class=\"node\">\n<title>63</title>\n<polygon fill=\"#cbe5f8\" stroke=\"#000000\" points=\"902.5,-365 691.5,-365 691.5,-297 902.5,-297 902.5,-365\"/>\n<text text-anchor=\"middle\" x=\"797\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change Low &lt;= 0.141</text>\n<text text-anchor=\"middle\" x=\"797\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.984</text>\n<text text-anchor=\"middle\" x=\"797\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 146</text>\n<text text-anchor=\"middle\" x=\"797\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [62, 84]</text>\n</g>\n<!-- 17&#45;&gt;63 -->\n<g id=\"edge24\" class=\"edge\">\n<title>17&#45;&gt;63</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M862.2386,-400.9465C853.7806,-391.8782 844.5486,-381.9799 835.7613,-372.5585\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"838.213,-370.0557 828.8328,-365.13 833.094,-374.8302 838.213,-370.0557\"/>\n</g>\n<!-- 64 -->\n<g id=\"node30\" class=\"node\">\n<title>64</title>\n<polygon fill=\"#7bbeee\" stroke=\"#000000\" points=\"1039,-357.5 921,-357.5 921,-304.5 1039,-304.5 1039,-357.5\"/>\n<text text-anchor=\"middle\" x=\"980\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.811</text>\n<text text-anchor=\"middle\" x=\"980\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n<text text-anchor=\"middle\" x=\"980\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 27]</text>\n</g>\n<!-- 17&#45;&gt;64 -->\n<g id=\"edge29\" class=\"edge\">\n<title>17&#45;&gt;64</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M922.1596,-400.9465C931.5413,-389.6012 941.9973,-376.9567 951.4113,-365.5724\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"954.3763,-367.4791 958.0517,-357.5422 948.9817,-363.0182 954.3763,-367.4791\"/>\n</g>\n<!-- 65 -->\n<g id=\"node26\" class=\"node\">\n<title>65</title>\n<polygon fill=\"#a8d4f4\" stroke=\"#000000\" points=\"856,-261 738,-261 738,-193 856,-193 856,-261\"/>\n<text text-anchor=\"middle\" x=\"797\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Low &lt;= &#45;0.952</text>\n<text text-anchor=\"middle\" x=\"797\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.942</text>\n<text text-anchor=\"middle\" x=\"797\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 103</text>\n<text text-anchor=\"middle\" x=\"797\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [37, 66]</text>\n</g>\n<!-- 63&#45;&gt;65 -->\n<g id=\"edge25\" class=\"edge\">\n<title>63&#45;&gt;65</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M797,-296.9465C797,-288.776 797,-279.9318 797,-271.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"800.5001,-271.13 797,-261.13 793.5001,-271.13 800.5001,-271.13\"/>\n</g>\n<!-- 66 -->\n<g id=\"node29\" class=\"node\">\n<title>66</title>\n<polygon fill=\"#f8dcc8\" stroke=\"#000000\" points=\"992,-253.5 874,-253.5 874,-200.5 992,-200.5 992,-253.5\"/>\n<text text-anchor=\"middle\" x=\"933\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.981</text>\n<text text-anchor=\"middle\" x=\"933\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 43</text>\n<text text-anchor=\"middle\" x=\"933\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [25, 18]</text>\n</g>\n<!-- 63&#45;&gt;66 -->\n<g id=\"edge28\" class=\"edge\">\n<title>63&#45;&gt;66</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M841.5315,-296.9465C857.0879,-285.0504 874.5121,-271.726 889.9459,-259.9237\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"892.4735,-262.397 898.291,-253.5422 888.2213,-256.8364 892.4735,-262.397\"/>\n</g>\n<!-- 67 -->\n<g id=\"node27\" class=\"node\">\n<title>67</title>\n<polygon fill=\"#f8fcfe\" stroke=\"#000000\" points=\"852,-149.5 736,-149.5 736,-96.5 852,-96.5 852,-149.5\"/>\n<text text-anchor=\"middle\" x=\"794\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"794\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 55</text>\n<text text-anchor=\"middle\" x=\"794\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [27, 28]</text>\n</g>\n<!-- 65&#45;&gt;67 -->\n<g id=\"edge26\" class=\"edge\">\n<title>65&#45;&gt;67</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M796.0177,-192.9465C795.7095,-182.2621 795.368,-170.4254 795.055,-159.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"798.5526,-159.4371 794.7656,-149.5422 791.5555,-159.639 798.5526,-159.4371\"/>\n</g>\n<!-- 68 -->\n<g id=\"node28\" class=\"node\">\n<title>68</title>\n<polygon fill=\"#6db7ec\" stroke=\"#000000\" points=\"988,-149.5 870,-149.5 870,-96.5 988,-96.5 988,-149.5\"/>\n<text text-anchor=\"middle\" x=\"929\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.738</text>\n<text text-anchor=\"middle\" x=\"929\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 48</text>\n<text text-anchor=\"middle\" x=\"929\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [10, 38]</text>\n</g>\n<!-- 65&#45;&gt;68 -->\n<g id=\"edge27\" class=\"edge\">\n<title>65&#45;&gt;68</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M840.2217,-192.9465C855.3206,-181.0504 872.2324,-167.726 887.2122,-155.9237\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"889.623,-158.4802 895.3119,-149.5422 885.2909,-152.9817 889.623,-158.4802\"/>\n</g>\n<!-- 69 -->\n<g id=\"node32\" class=\"node\">\n<title>69</title>\n<polygon fill=\"#f3c4a3\" stroke=\"#000000\" points=\"1175,-357.5 1057,-357.5 1057,-304.5 1175,-304.5 1175,-357.5\"/>\n<text text-anchor=\"middle\" x=\"1116\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.932</text>\n<text text-anchor=\"middle\" x=\"1116\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 46</text>\n<text text-anchor=\"middle\" x=\"1116\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [30, 16]</text>\n</g>\n<!-- 18&#45;&gt;69 -->\n<g id=\"edge31\" class=\"edge\">\n<title>18&#45;&gt;69</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1116,-400.9465C1116,-390.2621 1116,-378.4254 1116,-367.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1119.5001,-367.5421 1116,-357.5422 1112.5001,-367.5422 1119.5001,-367.5421\"/>\n</g>\n<!-- 70 -->\n<g id=\"node33\" class=\"node\">\n<title>70</title>\n<polygon fill=\"#fffdfc\" stroke=\"#000000\" points=\"1408.5,-365 1193.5,-365 1193.5,-297 1408.5,-297 1408.5,-365\"/>\n<text text-anchor=\"middle\" x=\"1301\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change Low &lt;= &#45;0.049</text>\n<text text-anchor=\"middle\" x=\"1301\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 1.0</text>\n<text text-anchor=\"middle\" x=\"1301\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 296</text>\n<text text-anchor=\"middle\" x=\"1301\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [149, 147]</text>\n</g>\n<!-- 18&#45;&gt;70 -->\n<g id=\"edge32\" class=\"edge\">\n<title>18&#45;&gt;70</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1176.5759,-400.9465C1194.1445,-391.0701 1213.4643,-380.2093 1231.5321,-370.0522\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1233.2861,-373.0814 1240.288,-365.13 1229.8558,-366.9795 1233.2861,-373.0814\"/>\n</g>\n<!-- 71 -->\n<g id=\"node34\" class=\"node\">\n<title>71</title>\n<polygon fill=\"#b2d9f5\" stroke=\"#000000\" points=\"1319,-261 1101,-261 1101,-193 1319,-193 1319,-261\"/>\n<text text-anchor=\"middle\" x=\"1210\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change High &lt;= &#45;0.242</text>\n<text text-anchor=\"middle\" x=\"1210\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.958</text>\n<text text-anchor=\"middle\" x=\"1210\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 71</text>\n<text text-anchor=\"middle\" x=\"1210\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [27, 44]</text>\n</g>\n<!-- 70&#45;&gt;71 -->\n<g id=\"edge33\" class=\"edge\">\n<title>70&#45;&gt;71</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1271.2032,-296.9465C1263.347,-287.968 1254.7788,-278.1758 1246.6087,-268.8385\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1249.0829,-266.351 1239.8637,-261.13 1243.8148,-270.9606 1249.0829,-266.351\"/>\n</g>\n<!-- 72 -->\n<g id=\"node37\" class=\"node\">\n<title>72</title>\n<polygon fill=\"#fbebe0\" stroke=\"#000000\" points=\"1551,-261 1337,-261 1337,-193 1551,-193 1551,-261\"/>\n<text text-anchor=\"middle\" x=\"1444\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change High &lt;= 0.071</text>\n<text text-anchor=\"middle\" x=\"1444\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.995</text>\n<text text-anchor=\"middle\" x=\"1444\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 225</text>\n<text text-anchor=\"middle\" x=\"1444\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [122, 103]</text>\n</g>\n<!-- 70&#45;&gt;72 -->\n<g id=\"edge36\" class=\"edge\">\n<title>70&#45;&gt;72</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1347.8235,-296.9465C1360.9098,-287.4293 1375.253,-276.9978 1388.7759,-267.163\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1391.0425,-269.8423 1397.0713,-261.13 1386.9253,-264.1812 1391.0425,-269.8423\"/>\n</g>\n<!-- 77 -->\n<g id=\"node35\" class=\"node\">\n<title>77</title>\n<polygon fill=\"#7bbeee\" stroke=\"#000000\" points=\"1179,-149.5 1061,-149.5 1061,-96.5 1179,-96.5 1179,-149.5\"/>\n<text text-anchor=\"middle\" x=\"1120\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.811</text>\n<text text-anchor=\"middle\" x=\"1120\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n<text text-anchor=\"middle\" x=\"1120\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 27]</text>\n</g>\n<!-- 71&#45;&gt;77 -->\n<g id=\"edge34\" class=\"edge\">\n<title>71&#45;&gt;77</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1180.5306,-192.9465C1170.6172,-181.491 1159.5576,-168.711 1149.6318,-157.2412\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1152.1596,-154.8135 1142.9692,-149.5422 1146.8664,-159.3942 1152.1596,-154.8135\"/>\n</g>\n<!-- 78 -->\n<g id=\"node36\" class=\"node\">\n<title>78</title>\n<polygon fill=\"#fef8f4\" stroke=\"#000000\" points=\"1315,-149.5 1197,-149.5 1197,-96.5 1315,-96.5 1315,-149.5\"/>\n<text text-anchor=\"middle\" x=\"1256\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.999</text>\n<text text-anchor=\"middle\" x=\"1256\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 35</text>\n<text text-anchor=\"middle\" x=\"1256\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [18, 17]</text>\n</g>\n<!-- 71&#45;&gt;78 -->\n<g id=\"edge35\" class=\"edge\">\n<title>71&#45;&gt;78</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1225.0621,-192.9465C1229.8854,-182.0418 1235.2395,-169.9368 1240.1193,-158.9043\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1243.416,-160.1033 1244.2602,-149.5422 1237.0142,-157.2717 1243.416,-160.1033\"/>\n</g>\n<!-- 73 -->\n<g id=\"node38\" class=\"node\">\n<title>73</title>\n<polygon fill=\"#f2be99\" stroke=\"#000000\" points=\"1457,-149.5 1339,-149.5 1339,-96.5 1457,-96.5 1457,-149.5\"/>\n<text text-anchor=\"middle\" x=\"1398\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.911</text>\n<text text-anchor=\"middle\" x=\"1398\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 89</text>\n<text text-anchor=\"middle\" x=\"1398\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [60, 29]</text>\n</g>\n<!-- 72&#45;&gt;73 -->\n<g id=\"edge37\" class=\"edge\">\n<title>72&#45;&gt;73</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1428.9379,-192.9465C1424.1146,-182.0418 1418.7605,-169.9368 1413.8807,-158.9043\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1416.9858,-157.2717 1409.7398,-149.5422 1410.584,-160.1033 1416.9858,-157.2717\"/>\n</g>\n<!-- 74 -->\n<g id=\"node39\" class=\"node\">\n<title>74</title>\n<polygon fill=\"#dfeffb\" stroke=\"#000000\" points=\"1672.5,-157 1475.5,-157 1475.5,-89 1672.5,-89 1672.5,-157\"/>\n<text text-anchor=\"middle\" x=\"1574\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 5 &lt;= &#45;0.022</text>\n<text text-anchor=\"middle\" x=\"1574\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.994</text>\n<text text-anchor=\"middle\" x=\"1574\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 136</text>\n<text text-anchor=\"middle\" x=\"1574\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [62, 74]</text>\n</g>\n<!-- 72&#45;&gt;74 -->\n<g id=\"edge38\" class=\"edge\">\n<title>72&#45;&gt;74</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1486.5669,-192.9465C1498.3512,-183.519 1511.2568,-173.1946 1523.4481,-163.4415\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1525.7152,-166.11 1531.3375,-157.13 1521.3423,-160.6439 1525.7152,-166.11\"/>\n</g>\n<!-- 75 -->\n<g id=\"node40\" class=\"node\">\n<title>75</title>\n<polygon fill=\"#a6d3f3\" stroke=\"#000000\" points=\"1565,-53 1447,-53 1447,0 1565,0 1565,-53\"/>\n<text text-anchor=\"middle\" x=\"1506\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.938</text>\n<text text-anchor=\"middle\" x=\"1506\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 79</text>\n<text text-anchor=\"middle\" x=\"1506\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [28, 51]</text>\n</g>\n<!-- 74&#45;&gt;75 -->\n<g id=\"edge39\" class=\"edge\">\n<title>74&#45;&gt;75</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1550.0257,-88.9777C1543.7667,-80.0954 1537.0099,-70.5067 1530.7133,-61.5711\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1533.4699,-59.4068 1524.8487,-53.2485 1527.7479,-63.4389 1533.4699,-59.4068\"/>\n</g>\n<!-- 76 -->\n<g id=\"node41\" class=\"node\">\n<title>76</title>\n<polygon fill=\"#f7d6bf\" stroke=\"#000000\" points=\"1701,-53 1583,-53 1583,0 1701,0 1701,-53\"/>\n<text text-anchor=\"middle\" x=\"1642\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.973</text>\n<text text-anchor=\"middle\" x=\"1642\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 57</text>\n<text text-anchor=\"middle\" x=\"1642\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [34, 23]</text>\n</g>\n<!-- 74&#45;&gt;76 -->\n<g id=\"edge40\" class=\"edge\">\n<title>74&#45;&gt;76</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1597.9743,-88.9777C1604.2333,-80.0954 1610.9901,-70.5067 1617.2867,-61.5711\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1620.2521,-63.4389 1623.1513,-53.2485 1614.5301,-59.4068 1620.2521,-63.4389\"/>\n</g>\n<!-- 7 -->\n<g id=\"node43\" class=\"node\">\n<title>7</title>\n<polygon fill=\"#eeae80\" stroke=\"#000000\" points=\"1626,-677 1502,-677 1502,-609 1626,-609 1626,-677\"/>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Close &lt;= 0.734</text>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.834</text>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 166</text>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [122, 44]</text>\n</g>\n<!-- 4&#45;&gt;7 -->\n<g id=\"edge42\" class=\"edge\">\n<title>4&#45;&gt;7</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1624.5306,-712.9465C1616.7607,-703.968 1608.2868,-694.1758 1600.2064,-684.8385\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1602.726,-682.4014 1593.5356,-677.13 1597.4328,-686.982 1602.726,-682.4014\"/>\n</g>\n<!-- 8 -->\n<g id=\"node50\" class=\"node\">\n<title>8</title>\n<polygon fill=\"#fae5d6\" stroke=\"#000000\" points=\"1806,-677 1682,-677 1682,-609 1806,-609 1806,-677\"/>\n<text text-anchor=\"middle\" x=\"1744\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">High &lt;= 1.098</text>\n<text text-anchor=\"middle\" x=\"1744\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.991</text>\n<text text-anchor=\"middle\" x=\"1744\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 219</text>\n<text text-anchor=\"middle\" x=\"1744\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [122, 97]</text>\n</g>\n<!-- 4&#45;&gt;8 -->\n<g id=\"edge49\" class=\"edge\">\n<title>4&#45;&gt;8</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1683.4694,-712.9465C1691.2393,-703.968 1699.7132,-694.1758 1707.7936,-684.8385\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1710.5672,-686.982 1714.4644,-677.13 1705.274,-682.4014 1710.5672,-686.982\"/>\n</g>\n<!-- 9 -->\n<g id=\"node44\" class=\"node\">\n<title>9</title>\n<polygon fill=\"#f7d8c2\" stroke=\"#000000\" points=\"1443,-573 1325,-573 1325,-505 1443,-505 1443,-573\"/>\n<text text-anchor=\"middle\" x=\"1384\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Low &lt;= 0.73</text>\n<text text-anchor=\"middle\" x=\"1384\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.976</text>\n<text text-anchor=\"middle\" x=\"1384\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 71</text>\n<text text-anchor=\"middle\" x=\"1384\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [42, 29]</text>\n</g>\n<!-- 7&#45;&gt;9 -->\n<g id=\"edge43\" class=\"edge\">\n<title>7&#45;&gt;9</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1505.0613,-608.9465C1488.1229,-599.1599 1469.5115,-588.4066 1452.0701,-578.3294\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1453.4808,-575.1023 1443.0711,-573.13 1449.9788,-581.1634 1453.4808,-575.1023\"/>\n</g>\n<!-- 10 -->\n<g id=\"node47\" class=\"node\">\n<title>10</title>\n<polygon fill=\"#ea995e\" stroke=\"#000000\" points=\"1666.5,-573 1461.5,-573 1461.5,-505 1666.5,-505 1666.5,-573\"/>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 30 &lt;= &#45;0.082</text>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.629</text>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 95</text>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [80, 15]</text>\n</g>\n<!-- 7&#45;&gt;10 -->\n<g id=\"edge46\" class=\"edge\">\n<title>7&#45;&gt;10</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1564,-608.9465C1564,-600.776 1564,-591.9318 1564,-583.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1567.5001,-583.13 1564,-573.13 1560.5001,-583.13 1567.5001,-583.13\"/>\n</g>\n<!-- 35 -->\n<g id=\"node45\" class=\"node\">\n<title>35</title>\n<polygon fill=\"#efb185\" stroke=\"#000000\" points=\"1351,-461.5 1233,-461.5 1233,-408.5 1351,-408.5 1351,-461.5\"/>\n<text text-anchor=\"middle\" x=\"1292\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.852</text>\n<text text-anchor=\"middle\" x=\"1292\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n<text text-anchor=\"middle\" x=\"1292\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [26, 10]</text>\n</g>\n<!-- 9&#45;&gt;35 -->\n<g id=\"edge44\" class=\"edge\">\n<title>9&#45;&gt;35</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1353.8758,-504.9465C1343.742,-493.491 1332.4367,-480.711 1322.2903,-469.2412\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1324.7269,-466.7131 1315.4796,-461.5422 1319.4839,-471.3512 1324.7269,-466.7131\"/>\n</g>\n<!-- 36 -->\n<g id=\"node46\" class=\"node\">\n<title>36</title>\n<polygon fill=\"#e0f0fb\" stroke=\"#000000\" points=\"1487,-461.5 1369,-461.5 1369,-408.5 1487,-408.5 1487,-461.5\"/>\n<text text-anchor=\"middle\" x=\"1428\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.995</text>\n<text text-anchor=\"middle\" x=\"1428\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 35</text>\n<text text-anchor=\"middle\" x=\"1428\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [16, 19]</text>\n</g>\n<!-- 9&#45;&gt;36 -->\n<g id=\"edge45\" class=\"edge\">\n<title>9&#45;&gt;36</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1398.4072,-504.9465C1403.0208,-494.0418 1408.1421,-481.9368 1412.8097,-470.9043\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1416.0976,-472.1156 1416.7706,-461.5422 1409.6508,-469.3881 1416.0976,-472.1156\"/>\n</g>\n<!-- 25 -->\n<g id=\"node48\" class=\"node\">\n<title>25</title>\n<polygon fill=\"#e78d4b\" stroke=\"#000000\" points=\"1623,-461.5 1505,-461.5 1505,-408.5 1623,-408.5 1623,-461.5\"/>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.419</text>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 59</text>\n<text text-anchor=\"middle\" x=\"1564\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [54, 5]</text>\n</g>\n<!-- 10&#45;&gt;25 -->\n<g id=\"edge47\" class=\"edge\">\n<title>10&#45;&gt;25</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1564,-504.9465C1564,-494.2621 1564,-482.4254 1564,-471.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1567.5001,-471.5421 1564,-461.5422 1560.5001,-471.5422 1567.5001,-471.5421\"/>\n</g>\n<!-- 26 -->\n<g id=\"node49\" class=\"node\">\n<title>26</title>\n<polygon fill=\"#efb185\" stroke=\"#000000\" points=\"1759,-461.5 1641,-461.5 1641,-408.5 1759,-408.5 1759,-461.5\"/>\n<text text-anchor=\"middle\" x=\"1700\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.852</text>\n<text text-anchor=\"middle\" x=\"1700\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n<text text-anchor=\"middle\" x=\"1700\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [26, 10]</text>\n</g>\n<!-- 10&#45;&gt;26 -->\n<g id=\"edge48\" class=\"edge\">\n<title>10&#45;&gt;26</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1608.5315,-504.9465C1624.0879,-493.0504 1641.5121,-479.726 1656.9459,-467.9237\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1659.4735,-470.397 1665.291,-461.5422 1655.2213,-464.8364 1659.4735,-470.397\"/>\n</g>\n<!-- 21 -->\n<g id=\"node51\" class=\"node\">\n<title>21</title>\n<polygon fill=\"#aed7f4\" stroke=\"#000000\" points=\"1803,-565.5 1685,-565.5 1685,-512.5 1803,-512.5 1803,-565.5\"/>\n<text text-anchor=\"middle\" x=\"1744\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.952</text>\n<text text-anchor=\"middle\" x=\"1744\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 43</text>\n<text text-anchor=\"middle\" x=\"1744\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [16, 27]</text>\n</g>\n<!-- 8&#45;&gt;21 -->\n<g id=\"edge50\" class=\"edge\">\n<title>8&#45;&gt;21</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1744,-608.9465C1744,-598.2621 1744,-586.4254 1744,-575.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1747.5001,-575.5421 1744,-565.5422 1740.5001,-575.5422 1747.5001,-575.5421\"/>\n</g>\n<!-- 22 -->\n<g id=\"node52\" class=\"node\">\n<title>22</title>\n<polygon fill=\"#f6d4bc\" stroke=\"#000000\" points=\"1945,-565.5 1821,-565.5 1821,-512.5 1945,-512.5 1945,-565.5\"/>\n<text text-anchor=\"middle\" x=\"1883\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.97</text>\n<text text-anchor=\"middle\" x=\"1883\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 176</text>\n<text text-anchor=\"middle\" x=\"1883\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [106, 70]</text>\n</g>\n<!-- 8&#45;&gt;22 -->\n<g id=\"edge51\" class=\"edge\">\n<title>8&#45;&gt;22</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1789.5138,-608.9465C1805.5606,-596.9403 1823.5519,-583.4791 1839.4339,-571.5962\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1841.6152,-574.3354 1847.5254,-565.5422 1837.4217,-568.7306 1841.6152,-574.3354\"/>\n</g>\n<!-- 5 -->\n<g id=\"node54\" class=\"node\">\n<title>5</title>\n<polygon fill=\"#cae5f8\" stroke=\"#000000\" points=\"2293,-781 2101,-781 2101,-713 2293,-713 2293,-781\"/>\n<text text-anchor=\"middle\" x=\"2197\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 5 &lt;= 0.268</text>\n<text text-anchor=\"middle\" x=\"2197\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.983</text>\n<text text-anchor=\"middle\" x=\"2197\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 740</text>\n<text text-anchor=\"middle\" x=\"2197\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [313, 427]</text>\n</g>\n<!-- 2&#45;&gt;5 -->\n<g id=\"edge53\" class=\"edge\">\n<title>2&#45;&gt;5</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2197,-816.9465C2197,-808.776 2197,-799.9318 2197,-791.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2200.5001,-791.13 2197,-781.13 2193.5001,-791.13 2200.5001,-791.13\"/>\n</g>\n<!-- 6 -->\n<g id=\"node77\" class=\"node\">\n<title>6</title>\n<polygon fill=\"#f7dbc6\" stroke=\"#000000\" points=\"2620,-781 2400,-781 2400,-713 2620,-713 2620,-781\"/>\n<text text-anchor=\"middle\" x=\"2510\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change Open &lt;= 0.545</text>\n<text text-anchor=\"middle\" x=\"2510\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.979</text>\n<text text-anchor=\"middle\" x=\"2510\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 154</text>\n<text text-anchor=\"middle\" x=\"2510\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [90, 64]</text>\n</g>\n<!-- 2&#45;&gt;6 -->\n<g id=\"edge76\" class=\"edge\">\n<title>2&#45;&gt;6</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2293.0374,-819.0898C2326.2178,-808.065 2363.6831,-795.6165 2398.0275,-784.2049\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2399.2393,-787.4905 2407.6255,-781.0158 2397.032,-780.8476 2399.2393,-787.4905\"/>\n</g>\n<!-- 37 -->\n<g id=\"node55\" class=\"node\">\n<title>37</title>\n<polygon fill=\"#f2f9fd\" stroke=\"#000000\" points=\"2214.5,-677 2003.5,-677 2003.5,-609 2214.5,-609 2214.5,-677\"/>\n<text text-anchor=\"middle\" x=\"2109\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change Low &lt;= 0.226</text>\n<text text-anchor=\"middle\" x=\"2109\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.999</text>\n<text text-anchor=\"middle\" x=\"2109\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 236</text>\n<text text-anchor=\"middle\" x=\"2109\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [114, 122]</text>\n</g>\n<!-- 5&#45;&gt;37 -->\n<g id=\"edge54\" class=\"edge\">\n<title>5&#45;&gt;37</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2168.1855,-712.9465C2160.5883,-703.968 2152.3026,-694.1758 2144.4018,-684.8385\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2147.0105,-682.5031 2137.8792,-677.13 2141.6668,-687.0247 2147.0105,-682.5031\"/>\n</g>\n<!-- 38 -->\n<g id=\"node62\" class=\"node\">\n<title>38</title>\n<polygon fill=\"#baddf6\" stroke=\"#000000\" points=\"2433,-677 2233,-677 2233,-609 2433,-609 2433,-677\"/>\n<text text-anchor=\"middle\" x=\"2333\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 30 &lt;= 1.405</text>\n<text text-anchor=\"middle\" x=\"2333\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.968</text>\n<text text-anchor=\"middle\" x=\"2333\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 504</text>\n<text text-anchor=\"middle\" x=\"2333\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [199, 305]</text>\n</g>\n<!-- 5&#45;&gt;38 -->\n<g id=\"edge61\" class=\"edge\">\n<title>5&#45;&gt;38</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2241.5315,-712.9465C2253.8597,-703.519 2267.3609,-693.1946 2280.115,-683.4415\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2282.551,-685.9848 2288.3685,-677.13 2278.2988,-680.4243 2282.551,-685.9848\"/>\n</g>\n<!-- 45 -->\n<g id=\"node56\" class=\"node\">\n<title>45</title>\n<polygon fill=\"#c8e4f8\" stroke=\"#000000\" points=\"2082.5,-573 1963.5,-573 1963.5,-505 2082.5,-505 2082.5,-573\"/>\n<text text-anchor=\"middle\" x=\"2023\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Close &lt;= &#45;0.682</text>\n<text text-anchor=\"middle\" x=\"2023\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.981</text>\n<text text-anchor=\"middle\" x=\"2023\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 136</text>\n<text text-anchor=\"middle\" x=\"2023\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [57, 79]</text>\n</g>\n<!-- 37&#45;&gt;45 -->\n<g id=\"edge55\" class=\"edge\">\n<title>37&#45;&gt;45</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2080.8404,-608.9465C2073.4158,-599.968 2065.3185,-590.1758 2057.5972,-580.8385\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2060.2928,-578.606 2051.2229,-573.13 2054.8983,-583.0669 2060.2928,-578.606\"/>\n</g>\n<!-- 46 -->\n<g id=\"node61\" class=\"node\">\n<title>46</title>\n<polygon fill=\"#f9e0ce\" stroke=\"#000000\" points=\"2219,-565.5 2101,-565.5 2101,-512.5 2219,-512.5 2219,-565.5\"/>\n<text text-anchor=\"middle\" x=\"2160\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.986</text>\n<text text-anchor=\"middle\" x=\"2160\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 100</text>\n<text text-anchor=\"middle\" x=\"2160\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [57, 43]</text>\n</g>\n<!-- 37&#45;&gt;46 -->\n<g id=\"edge60\" class=\"edge\">\n<title>37&#45;&gt;46</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2125.6993,-608.9465C2131.1008,-597.9316 2137.1029,-585.6922 2142.5569,-574.5703\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2145.7236,-576.0618 2146.9841,-565.5422 2139.4386,-572.9797 2145.7236,-576.0618\"/>\n</g>\n<!-- 47 -->\n<g id=\"node57\" class=\"node\">\n<title>47</title>\n<polygon fill=\"#7bbeee\" stroke=\"#000000\" points=\"1965,-461.5 1847,-461.5 1847,-408.5 1965,-408.5 1965,-461.5\"/>\n<text text-anchor=\"middle\" x=\"1906\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.811</text>\n<text text-anchor=\"middle\" x=\"1906\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n<text text-anchor=\"middle\" x=\"1906\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9, 27]</text>\n</g>\n<!-- 45&#45;&gt;47 -->\n<g id=\"edge56\" class=\"edge\">\n<title>45&#45;&gt;47</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M1984.6898,-504.9465C1971.4306,-493.1606 1956.5942,-479.9726 1943.4084,-468.2519\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1945.6593,-465.5699 1935.8599,-461.5422 1941.0088,-470.8018 1945.6593,-465.5699\"/>\n</g>\n<!-- 48 -->\n<g id=\"node58\" class=\"node\">\n<title>48</title>\n<polygon fill=\"#f0f7fd\" stroke=\"#000000\" points=\"2101,-469 1983,-469 1983,-401 2101,-401 2101,-469\"/>\n<text text-anchor=\"middle\" x=\"2042\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Open &lt;= 0.529</text>\n<text text-anchor=\"middle\" x=\"2042\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.999</text>\n<text text-anchor=\"middle\" x=\"2042\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 100</text>\n<text text-anchor=\"middle\" x=\"2042\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [48, 52]</text>\n</g>\n<!-- 45&#45;&gt;48 -->\n<g id=\"edge57\" class=\"edge\">\n<title>45&#45;&gt;48</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2029.2213,-504.9465C2030.7304,-496.6863 2032.3653,-487.7374 2033.9455,-479.0875\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2037.4105,-479.5962 2035.7647,-469.13 2030.5244,-478.3381 2037.4105,-479.5962\"/>\n</g>\n<!-- 49 -->\n<g id=\"node59\" class=\"node\">\n<title>49</title>\n<polygon fill=\"#f4cbad\" stroke=\"#000000\" points=\"1979,-357.5 1863,-357.5 1863,-304.5 1979,-304.5 1979,-357.5\"/>\n<text text-anchor=\"middle\" x=\"1921\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.95</text>\n<text text-anchor=\"middle\" x=\"1921\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 46</text>\n<text text-anchor=\"middle\" x=\"1921\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [29, 17]</text>\n</g>\n<!-- 48&#45;&gt;49 -->\n<g id=\"edge58\" class=\"edge\">\n<title>48&#45;&gt;49</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2002.3801,-400.9465C1988.6676,-389.1606 1973.3239,-375.9726 1959.6873,-364.2519\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1961.7459,-361.4061 1951.8808,-357.5422 1957.1831,-366.7147 1961.7459,-361.4061\"/>\n</g>\n<!-- 50 -->\n<g id=\"node60\" class=\"node\">\n<title>50</title>\n<polygon fill=\"#a4d2f3\" stroke=\"#000000\" points=\"2115,-357.5 1997,-357.5 1997,-304.5 2115,-304.5 2115,-357.5\"/>\n<text text-anchor=\"middle\" x=\"2056\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.936</text>\n<text text-anchor=\"middle\" x=\"2056\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 54</text>\n<text text-anchor=\"middle\" x=\"2056\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [19, 35]</text>\n</g>\n<!-- 48&#45;&gt;50 -->\n<g id=\"edge59\" class=\"edge\">\n<title>48&#45;&gt;50</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2046.5841,-400.9465C2048.0224,-390.2621 2049.6158,-378.4254 2051.0765,-367.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2054.5615,-367.9197 2052.427,-357.5422 2047.6241,-366.9858 2054.5615,-367.9197\"/>\n</g>\n<!-- 39 -->\n<g id=\"node63\" class=\"node\">\n<title>39</title>\n<polygon fill=\"#c8e4f8\" stroke=\"#000000\" points=\"2429,-573 2237,-573 2237,-505 2429,-505 2429,-573\"/>\n<text text-anchor=\"middle\" x=\"2333\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 5 &lt;= 0.436</text>\n<text text-anchor=\"middle\" x=\"2333\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.981</text>\n<text text-anchor=\"middle\" x=\"2333\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 438</text>\n<text text-anchor=\"middle\" x=\"2333\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [184, 254]</text>\n</g>\n<!-- 38&#45;&gt;39 -->\n<g id=\"edge62\" class=\"edge\">\n<title>38&#45;&gt;39</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2333,-608.9465C2333,-600.776 2333,-591.9318 2333,-583.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2336.5001,-583.13 2333,-573.13 2329.5001,-583.13 2336.5001,-583.13\"/>\n</g>\n<!-- 40 -->\n<g id=\"node76\" class=\"node\">\n<title>40</title>\n<polygon fill=\"#73baed\" stroke=\"#000000\" points=\"2565,-565.5 2447,-565.5 2447,-512.5 2565,-512.5 2565,-565.5\"/>\n<text text-anchor=\"middle\" x=\"2506\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.773</text>\n<text text-anchor=\"middle\" x=\"2506\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 66</text>\n<text text-anchor=\"middle\" x=\"2506\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [15, 51]</text>\n</g>\n<!-- 38&#45;&gt;40 -->\n<g id=\"edge75\" class=\"edge\">\n<title>38&#45;&gt;40</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2389.6467,-608.9465C2410.0767,-596.6649 2433.0391,-582.8609 2453.1333,-570.7811\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2455.0809,-573.6942 2461.8481,-565.5422 2451.4743,-567.6948 2455.0809,-573.6942\"/>\n</g>\n<!-- 41 -->\n<g id=\"node64\" class=\"node\">\n<title>41</title>\n<polygon fill=\"#8bc6f0\" stroke=\"#000000\" points=\"2433,-469 2219,-469 2219,-401 2433,-401 2433,-469\"/>\n<text text-anchor=\"middle\" x=\"2326\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change High &lt;= 0.018</text>\n<text text-anchor=\"middle\" x=\"2326\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.872</text>\n<text text-anchor=\"middle\" x=\"2326\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 99</text>\n<text text-anchor=\"middle\" x=\"2326\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [29, 70]</text>\n</g>\n<!-- 39&#45;&gt;41 -->\n<g id=\"edge63\" class=\"edge\">\n<title>39&#45;&gt;41</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2330.7079,-504.9465C2330.158,-496.776 2329.5627,-487.9318 2328.9864,-479.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2332.461,-478.8723 2328.2972,-469.13 2325.4768,-479.3425 2332.461,-478.8723\"/>\n</g>\n<!-- 42 -->\n<g id=\"node67\" class=\"node\">\n<title>42</title>\n<polygon fill=\"#e0f0fb\" stroke=\"#000000\" points=\"2651,-469 2451,-469 2451,-401 2651,-401 2651,-469\"/>\n<text text-anchor=\"middle\" x=\"2551\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 30 &lt;= 0.698</text>\n<text text-anchor=\"middle\" x=\"2551\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.995</text>\n<text text-anchor=\"middle\" x=\"2551\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 339</text>\n<text text-anchor=\"middle\" x=\"2551\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [155, 184]</text>\n</g>\n<!-- 39&#45;&gt;42 -->\n<g id=\"edge66\" class=\"edge\">\n<title>39&#45;&gt;42</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2404.3814,-504.9465C2425.4602,-494.8906 2448.6784,-483.814 2470.3003,-473.4989\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2471.9398,-476.5948 2479.4583,-469.13 2468.9257,-470.2769 2471.9398,-476.5948\"/>\n</g>\n<!-- 43 -->\n<g id=\"node65\" class=\"node\">\n<title>43</title>\n<polygon fill=\"#e0f0fb\" stroke=\"#000000\" points=\"2259,-357.5 2141,-357.5 2141,-304.5 2259,-304.5 2259,-357.5\"/>\n<text text-anchor=\"middle\" x=\"2200\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.995</text>\n<text text-anchor=\"middle\" x=\"2200\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 35</text>\n<text text-anchor=\"middle\" x=\"2200\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [16, 19]</text>\n</g>\n<!-- 41&#45;&gt;43 -->\n<g id=\"edge64\" class=\"edge\">\n<title>41&#45;&gt;43</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2284.7429,-400.9465C2270.3303,-389.0504 2254.1873,-375.726 2239.8883,-363.9237\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2242.0971,-361.2086 2232.1569,-357.5422 2237.6411,-366.6071 2242.0971,-361.2086\"/>\n</g>\n<!-- 44 -->\n<g id=\"node66\" class=\"node\">\n<title>44</title>\n<polygon fill=\"#6bb6ec\" stroke=\"#000000\" points=\"2395,-357.5 2277,-357.5 2277,-304.5 2395,-304.5 2395,-357.5\"/>\n<text text-anchor=\"middle\" x=\"2336\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.728</text>\n<text text-anchor=\"middle\" x=\"2336\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 64</text>\n<text text-anchor=\"middle\" x=\"2336\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [13, 51]</text>\n</g>\n<!-- 41&#45;&gt;44 -->\n<g id=\"edge65\" class=\"edge\">\n<title>41&#45;&gt;44</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2329.2744,-400.9465C2330.3017,-390.2621 2331.4399,-378.4254 2332.4832,-367.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2335.9746,-367.8313 2333.4479,-357.5422 2329.0067,-367.1612 2335.9746,-367.8313\"/>\n</g>\n<!-- 51 -->\n<g id=\"node68\" class=\"node\">\n<title>51</title>\n<polygon fill=\"#c7e3f8\" stroke=\"#000000\" points=\"2650,-365 2432,-365 2432,-297 2650,-297 2650,-365\"/>\n<text text-anchor=\"middle\" x=\"2541\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change High &lt;= &#45;0.253</text>\n<text text-anchor=\"middle\" x=\"2541\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.98</text>\n<text text-anchor=\"middle\" x=\"2541\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 223</text>\n<text text-anchor=\"middle\" x=\"2541\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [93, 130]</text>\n</g>\n<!-- 42&#45;&gt;51 -->\n<g id=\"edge67\" class=\"edge\">\n<title>42&#45;&gt;51</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2547.7256,-400.9465C2546.9314,-392.6863 2546.0709,-383.7374 2545.2392,-375.0875\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2548.7229,-374.7491 2544.2817,-365.13 2541.755,-375.4191 2548.7229,-374.7491\"/>\n</g>\n<!-- 52 -->\n<g id=\"node73\" class=\"node\">\n<title>52</title>\n<polygon fill=\"#fcefe5\" stroke=\"#000000\" points=\"2860,-365 2668,-365 2668,-297 2860,-297 2860,-365\"/>\n<text text-anchor=\"middle\" x=\"2764\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change 5 &lt;= 0.623</text>\n<text text-anchor=\"middle\" x=\"2764\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.997</text>\n<text text-anchor=\"middle\" x=\"2764\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 116</text>\n<text text-anchor=\"middle\" x=\"2764\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [62, 54]</text>\n</g>\n<!-- 42&#45;&gt;52 -->\n<g id=\"edge72\" class=\"edge\">\n<title>42&#45;&gt;52</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2620.7442,-400.9465C2641.2476,-390.9354 2663.8227,-379.9129 2684.8682,-369.6371\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2686.6487,-372.6627 2694.0991,-365.13 2683.5774,-366.3725 2686.6487,-372.6627\"/>\n</g>\n<!-- 55 -->\n<g id=\"node69\" class=\"node\">\n<title>55</title>\n<polygon fill=\"#7dbfee\" stroke=\"#000000\" points=\"2419,-253.5 2301,-253.5 2301,-200.5 2419,-200.5 2419,-253.5\"/>\n<text text-anchor=\"middle\" x=\"2360\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.821</text>\n<text text-anchor=\"middle\" x=\"2360\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 39</text>\n<text text-anchor=\"middle\" x=\"2360\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [10, 29]</text>\n</g>\n<!-- 51&#45;&gt;55 -->\n<g id=\"edge68\" class=\"edge\">\n<title>51&#45;&gt;55</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2481.7338,-296.9465C2460.2632,-284.6098 2436.1193,-270.7371 2415.0287,-258.6187\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2416.6079,-255.4895 2406.1936,-253.5422 2413.1205,-261.5589 2416.6079,-255.4895\"/>\n</g>\n<!-- 56 -->\n<g id=\"node70\" class=\"node\">\n<title>56</title>\n<polygon fill=\"#dceefa\" stroke=\"#000000\" points=\"2661,-261 2437,-261 2437,-193 2661,-193 2661,-261\"/>\n<text text-anchor=\"middle\" x=\"2549\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Percent change Open &lt;= &#45;0.007</text>\n<text text-anchor=\"middle\" x=\"2549\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.993</text>\n<text text-anchor=\"middle\" x=\"2549\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 184</text>\n<text text-anchor=\"middle\" x=\"2549\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [83, 101]</text>\n</g>\n<!-- 51&#45;&gt;56 -->\n<g id=\"edge69\" class=\"edge\">\n<title>51&#45;&gt;56</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2543.6195,-296.9465C2544.248,-288.776 2544.9283,-279.9318 2545.5869,-271.3697\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2549.0973,-271.369 2546.3746,-261.13 2542.1179,-270.8321 2549.0973,-271.369\"/>\n</g>\n<!-- 57 -->\n<g id=\"node71\" class=\"node\">\n<title>57</title>\n<polygon fill=\"#f6d1b7\" stroke=\"#000000\" points=\"2540,-149.5 2422,-149.5 2422,-96.5 2540,-96.5 2540,-149.5\"/>\n<text text-anchor=\"middle\" x=\"2481\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.964</text>\n<text text-anchor=\"middle\" x=\"2481\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n<text text-anchor=\"middle\" x=\"2481\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [22, 14]</text>\n</g>\n<!-- 56&#45;&gt;57 -->\n<g id=\"edge70\" class=\"edge\">\n<title>56&#45;&gt;57</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2526.7343,-192.9465C2519.4602,-181.8215 2511.3694,-169.4473 2504.0396,-158.237\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2506.7564,-155.9965 2498.3545,-149.5422 2500.8976,-159.8273 2506.7564,-155.9965\"/>\n</g>\n<!-- 58 -->\n<g id=\"node72\" class=\"node\">\n<title>58</title>\n<polygon fill=\"#c4e2f7\" stroke=\"#000000\" points=\"2676,-149.5 2558,-149.5 2558,-96.5 2676,-96.5 2676,-149.5\"/>\n<text text-anchor=\"middle\" x=\"2617\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.978</text>\n<text text-anchor=\"middle\" x=\"2617\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 148</text>\n<text text-anchor=\"middle\" x=\"2617\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [61, 87]</text>\n</g>\n<!-- 56&#45;&gt;58 -->\n<g id=\"edge71\" class=\"edge\">\n<title>56&#45;&gt;58</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2571.2657,-192.9465C2578.5398,-181.8215 2586.6306,-169.4473 2593.9604,-158.237\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2597.1024,-159.8273 2599.6455,-149.5422 2591.2436,-155.9965 2597.1024,-159.8273\"/>\n</g>\n<!-- 53 -->\n<g id=\"node74\" class=\"node\">\n<title>53</title>\n<polygon fill=\"#eeab7b\" stroke=\"#000000\" points=\"2814,-253.5 2696,-253.5 2696,-200.5 2814,-200.5 2814,-253.5\"/>\n<text text-anchor=\"middle\" x=\"2755\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.811</text>\n<text text-anchor=\"middle\" x=\"2755\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n<text text-anchor=\"middle\" x=\"2755\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [27, 9]</text>\n</g>\n<!-- 52&#45;&gt;53 -->\n<g id=\"edge73\" class=\"edge\">\n<title>52&#45;&gt;53</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2761.0531,-296.9465C2760.1284,-286.2621 2759.1041,-274.4254 2758.1651,-263.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2761.6461,-263.2031 2757.2969,-253.5422 2754.6722,-263.8067 2761.6461,-263.2031\"/>\n</g>\n<!-- 54 -->\n<g id=\"node75\" class=\"node\">\n<title>54</title>\n<polygon fill=\"#d3e9f9\" stroke=\"#000000\" points=\"2950,-253.5 2832,-253.5 2832,-200.5 2950,-200.5 2950,-253.5\"/>\n<text text-anchor=\"middle\" x=\"2891\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.989</text>\n<text text-anchor=\"middle\" x=\"2891\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 80</text>\n<text text-anchor=\"middle\" x=\"2891\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [35, 45]</text>\n</g>\n<!-- 52&#45;&gt;54 -->\n<g id=\"edge74\" class=\"edge\">\n<title>52&#45;&gt;54</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2805.5845,-296.9465C2820.1115,-285.0504 2836.3827,-271.726 2850.7951,-259.9237\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2853.0686,-262.5858 2858.5879,-253.5422 2848.6335,-257.17 2853.0686,-262.5858\"/>\n</g>\n<!-- 23 -->\n<g id=\"node78\" class=\"node\">\n<title>23</title>\n<polygon fill=\"#e1f0fb\" stroke=\"#000000\" points=\"2569,-669.5 2451,-669.5 2451,-616.5 2569,-616.5 2569,-669.5\"/>\n<text text-anchor=\"middle\" x=\"2510\" y=\"-654.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.995</text>\n<text text-anchor=\"middle\" x=\"2510\" y=\"-639.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 61</text>\n<text text-anchor=\"middle\" x=\"2510\" y=\"-624.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [28, 33]</text>\n</g>\n<!-- 6&#45;&gt;23 -->\n<g id=\"edge77\" class=\"edge\">\n<title>6&#45;&gt;23</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2510,-712.9465C2510,-702.2621 2510,-690.4254 2510,-679.5742\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2513.5001,-679.5421 2510,-669.5422 2506.5001,-679.5422 2513.5001,-679.5421\"/>\n</g>\n<!-- 24 -->\n<g id=\"node79\" class=\"node\">\n<title>24</title>\n<polygon fill=\"#f2c09c\" stroke=\"#000000\" points=\"2705,-669.5 2587,-669.5 2587,-616.5 2705,-616.5 2705,-669.5\"/>\n<text text-anchor=\"middle\" x=\"2646\" y=\"-654.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">entropy = 0.918</text>\n<text text-anchor=\"middle\" x=\"2646\" y=\"-639.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 93</text>\n<text text-anchor=\"middle\" x=\"2646\" y=\"-624.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [62, 31]</text>\n</g>\n<!-- 6&#45;&gt;24 -->\n<g id=\"edge78\" class=\"edge\">\n<title>6&#45;&gt;24</title>\n<path fill=\"none\" stroke=\"#000000\" d=\"M2554.5315,-712.9465C2570.0879,-701.0504 2587.5121,-687.726 2602.9459,-675.9237\"/>\n<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2605.4735,-678.397 2611.291,-669.5422 2601.2213,-672.8364 2605.4735,-678.397\"/>\n</g>\n</g>\n</svg>\n"
          },
          "metadata": {},
          "execution_count": 209
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "graph.render(filename='g1.dot')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "PgOHbOCYcO19",
        "outputId": "d2d702b9-288f-473a-8c1f-6cab2686428b"
      },
      "execution_count": 212,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'g1.dot.png'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 212
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dt = pd.DataFrame(y_predicted_test)"
      ],
      "metadata": {
        "id": "vrgbIoqoj4pv"
      },
      "execution_count": 213,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "O1cld3OZj6iT",
        "outputId": "c80271b6-04d4-4f6f-8c52-9b966142a4cf"
      },
      "execution_count": 214,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       0\n",
              "0    0.0\n",
              "1    0.0\n",
              "2    1.0\n",
              "3    0.0\n",
              "4    0.0\n",
              "..   ...\n",
              "632  1.0\n",
              "633  1.0\n",
              "634  0.0\n",
              "635  1.0\n",
              "636  0.0\n",
              "\n",
              "[637 rows x 1 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-6a50645f-2221-4663-8974-0f34affc1a91\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>632</th>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>633</th>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>634</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>635</th>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>636</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>637 rows × 1 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6a50645f-2221-4663-8974-0f34affc1a91')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-6a50645f-2221-4663-8974-0f34affc1a91 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-6a50645f-2221-4663-8974-0f34affc1a91');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 214
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_results = X_valid[['Close', 'Open']].copy()\n",
        "df_results['DT'] = dt[0].values\n",
        "df_results"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "petHbtKFj68z",
        "outputId": "7f490fe4-32a4-49da-f069-923b9306c91d"
      },
      "execution_count": 215,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Close     Open   DT\n",
              "Date                             \n",
              "2019-07-29  1614.96  1587.52  0.0\n",
              "2019-07-30  1603.24  1614.96  0.0\n",
              "2019-07-31  1601.91  1603.24  1.0\n",
              "2019-08-01  1601.91  1601.91  0.0\n",
              "2019-08-02  1583.93  1601.91  0.0\n",
              "...             ...      ...  ...\n",
              "2022-02-17  1785.48  1717.35  1.0\n",
              "2022-02-18  1774.84  1785.48  1.0\n",
              "2022-02-21  1766.02  1774.84  0.0\n",
              "2022-02-22  1759.73  1766.02  1.0\n",
              "2022-02-23  1718.50  1759.73  0.0\n",
              "\n",
              "[637 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1de024b5-70d7-4865-88ae-421beb3e817c\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Close</th>\n",
              "      <th>Open</th>\n",
              "      <th>DT</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2019-07-29</th>\n",
              "      <td>1614.96</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-30</th>\n",
              "      <td>1603.24</td>\n",
              "      <td>1614.96</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-31</th>\n",
              "      <td>1601.91</td>\n",
              "      <td>1603.24</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-01</th>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-02</th>\n",
              "      <td>1583.93</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-17</th>\n",
              "      <td>1785.48</td>\n",
              "      <td>1717.35</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-18</th>\n",
              "      <td>1774.84</td>\n",
              "      <td>1785.48</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-21</th>\n",
              "      <td>1766.02</td>\n",
              "      <td>1774.84</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-22</th>\n",
              "      <td>1759.73</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-23</th>\n",
              "      <td>1718.50</td>\n",
              "      <td>1759.73</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>637 rows × 3 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1de024b5-70d7-4865-88ae-421beb3e817c')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-1de024b5-70d7-4865-88ae-421beb3e817c button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-1de024b5-70d7-4865-88ae-421beb3e817c');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 215
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results = trading_results(df_results[\"Close\"], df_results[\"DT\"])\n",
        "\n",
        "for i in range(len(results)):\n",
        "    if results[i] != 'n/a':\n",
        "        results[i] = results[i]*100\n",
        "        \n",
        "amount = []\n",
        "amount_ = 100\n",
        "for element in results:\n",
        "    if element != 'n/a':\n",
        "        amount_ = amount_*(1+element/100)\n",
        "        amount.append(amount_)\n",
        "    else:\n",
        "        amount.append(element)\n",
        "amount[0] = 100\n",
        "\n",
        "for i in range(len(amount)):\n",
        "  if amount[i] != 'n/a':\n",
        "      remember = amount[i]\n",
        "  else:\n",
        "      amount[i] = remember \n",
        "\n",
        "df_results[\"Results DT\"] = amount\n",
        "df_results"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "_qtKzyBqkBMc",
        "outputId": "25d728ad-2dd5-4a5c-b3f0-3359987f626b"
      },
      "execution_count": 216,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Close     Open   DT  Results DT\n",
              "Date                                         \n",
              "2019-07-29  1614.96  1587.52  0.0  100.000000\n",
              "2019-07-30  1603.24  1614.96  0.0  100.000000\n",
              "2019-07-31  1601.91  1603.24  1.0  100.408070\n",
              "2019-08-01  1601.91  1601.91  0.0  100.006437\n",
              "2019-08-02  1583.93  1601.91  0.0  100.006437\n",
              "...             ...      ...  ...         ...\n",
              "2022-02-17  1785.48  1717.35  1.0   34.244228\n",
              "2022-02-18  1774.84  1785.48  1.0   34.244228\n",
              "2022-02-21  1766.02  1774.84  0.0   33.734022\n",
              "2022-02-22  1759.73  1766.02  1.0   33.719236\n",
              "2022-02-23  1718.50  1759.73  0.0   32.794326\n",
              "\n",
              "[637 rows x 4 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b0b00fe5-220f-4b89-ad5e-700d805f8633\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Close</th>\n",
              "      <th>Open</th>\n",
              "      <th>DT</th>\n",
              "      <th>Results DT</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2019-07-29</th>\n",
              "      <td>1614.96</td>\n",
              "      <td>1587.52</td>\n",
              "      <td>0.0</td>\n",
              "      <td>100.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-30</th>\n",
              "      <td>1603.24</td>\n",
              "      <td>1614.96</td>\n",
              "      <td>0.0</td>\n",
              "      <td>100.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-31</th>\n",
              "      <td>1601.91</td>\n",
              "      <td>1603.24</td>\n",
              "      <td>1.0</td>\n",
              "      <td>100.408070</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-01</th>\n",
              "      <td>1601.91</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>0.0</td>\n",
              "      <td>100.006437</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-08-02</th>\n",
              "      <td>1583.93</td>\n",
              "      <td>1601.91</td>\n",
              "      <td>0.0</td>\n",
              "      <td>100.006437</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-17</th>\n",
              "      <td>1785.48</td>\n",
              "      <td>1717.35</td>\n",
              "      <td>1.0</td>\n",
              "      <td>34.244228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-18</th>\n",
              "      <td>1774.84</td>\n",
              "      <td>1785.48</td>\n",
              "      <td>1.0</td>\n",
              "      <td>34.244228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-21</th>\n",
              "      <td>1766.02</td>\n",
              "      <td>1774.84</td>\n",
              "      <td>0.0</td>\n",
              "      <td>33.734022</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-22</th>\n",
              "      <td>1759.73</td>\n",
              "      <td>1766.02</td>\n",
              "      <td>1.0</td>\n",
              "      <td>33.719236</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-23</th>\n",
              "      <td>1718.50</td>\n",
              "      <td>1759.73</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.794326</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>637 rows × 4 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b0b00fe5-220f-4b89-ad5e-700d805f8633')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b0b00fe5-220f-4b89-ad5e-700d805f8633 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b0b00fe5-220f-4b89-ad5e-700d805f8633');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 216
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_results.describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "lvA53PKmkGmC",
        "outputId": "9ebce5c3-e154-4c2f-b4d2-9765d2822af9"
      },
      "execution_count": 217,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Close         Open          DT  Results DT\n",
              "count   637.000000   637.000000  637.000000  637.000000\n",
              "mean   1601.987378  1601.774568    0.425432   66.426001\n",
              "std     213.192445   213.154306    0.494797   21.546035\n",
              "min    1248.000000  1248.000000    0.000000   32.794326\n",
              "25%    1414.900000  1414.900000    0.000000   44.945630\n",
              "50%    1573.790000  1573.790000    0.000000   70.828345\n",
              "75%    1799.130000  1799.130000    1.000000   83.560309\n",
              "max    2004.820000  2004.820000    1.000000  100.408070"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-c94ece14-bf5a-4f61-ac83-d1c4ba79d373\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Close</th>\n",
              "      <th>Open</th>\n",
              "      <th>DT</th>\n",
              "      <th>Results DT</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>637.000000</td>\n",
              "      <td>637.000000</td>\n",
              "      <td>637.000000</td>\n",
              "      <td>637.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>1601.987378</td>\n",
              "      <td>1601.774568</td>\n",
              "      <td>0.425432</td>\n",
              "      <td>66.426001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>213.192445</td>\n",
              "      <td>213.154306</td>\n",
              "      <td>0.494797</td>\n",
              "      <td>21.546035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1248.000000</td>\n",
              "      <td>1248.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>32.794326</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>1414.900000</td>\n",
              "      <td>1414.900000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>44.945630</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>1573.790000</td>\n",
              "      <td>1573.790000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>70.828345</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>1799.130000</td>\n",
              "      <td>1799.130000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>83.560309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>2004.820000</td>\n",
              "      <td>2004.820000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>100.408070</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c94ece14-bf5a-4f61-ac83-d1c4ba79d373')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c94ece14-bf5a-4f61-ac83-d1c4ba79d373 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c94ece14-bf5a-4f61-ac83-d1c4ba79d373');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 217
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_results.to_excel('DT.xlsx')"
      ],
      "metadata": {
        "id": "NYyOI41AkJ1z"
      },
      "execution_count": 219,
      "outputs": []
    }
  ]
}