candle_indicators.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import utils\n",
    "import plotly.graph_objects as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_candles(df_plot):\n",
    "    fig = go.Figure()\n",
    "\n",
    "    fig.add_trace(go.Candlestick(\n",
    "        x=df_plot.time, open=df_plot.mid_o, high=df_plot.mid_h, low=df_plot.mid_l, close=df_plot.mid_c,\n",
    "        line=dict(width=1), opacity=1,\n",
    "        increasing_fillcolor='#24A06B',\n",
    "        decreasing_fillcolor=\"#CC2E3C\",\n",
    "        increasing_line_color='#2EC886',  \n",
    "        decreasing_line_color='#FF3A4C'\n",
    "    ))\n",
    "    \n",
    "    for c in ['MA_TP', 'BB_UPPER', 'BB_LOWER']:\n",
    "        fig.add_trace(go.Scatter( \n",
    "            x=df_plot.time,\n",
    "            y=df_plot[c],\n",
    "            line=dict(width=2,color=\"#4290f5\"),\n",
    "            line_shape='spline',\n",
    "            name=c,\n",
    "            mode='lines'\n",
    "            ))        \n",
    "\n",
    "    df_markers = df_plot[df_plot.BB_SIGNAL!=0]\n",
    "    fig.add_trace(go.Candlestick(\n",
    "        x=df_markers.time, open=df_markers.mid_o, high=df_markers.mid_h, low=df_markers.mid_l, close=df_markers.mid_c,\n",
    "        line=dict(width=1), opacity=1,\n",
    "        increasing_fillcolor='#3480eb',\n",
    "        decreasing_fillcolor=\"#3480eb\",\n",
    "        increasing_line_color='#3480eb',  \n",
    "        decreasing_line_color='#3480eb'\n",
    "    ))\n",
    "\n",
    "    fig.update_layout(width=1000,height=400,\n",
    "        margin=dict(l=10,r=10,b=10,t=10),\n",
    "        font=dict(size=10,color=\"#e1e1e1\"),\n",
    "        paper_bgcolor=\"#1e1e1e\",\n",
    "        plot_bgcolor=\"#1e1e1e\")\n",
    "    fig.update_xaxes(\n",
    "        gridcolor=\"#1f292f\",\n",
    "        showgrid=True,fixedrange=True,rangeslider=dict(visible=False),\n",
    "        rangebreaks=[\n",
    "            dict(bounds=[\"sat\", \"mon\"])\n",
    "        ]\n",
    "    )\n",
    "    fig.update_yaxes(\n",
    "        gridcolor=\"#1f292f\",\n",
    "        showgrid=True\n",
    "    )\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "pair = \"USD_JPY\"\n",
    "granularity = \"H4\"\n",
    "df_raw = pd.read_pickle(utils.get_his_data_filename(pair, granularity))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['time', 'mid_o', 'mid_h', 'mid_l', 'mid_c']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Get_BB_Signal(row):\n",
    "    if row.mid_c > row.BB_UPPER and row.mid_c > row.mid_o:\n",
    "        return -1\n",
    "    if row.mid_c < row.BB_LOWER and row.mid_c < row.mid_o:\n",
    "        return 1\n",
    "    return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_raw[cols].copy()\n",
    "df['TP'] = (df.mid_h + df.mid_l + df.mid_c) / 3\n",
    "df['MA_TP'] = df.TP.rolling(window=20).mean()\n",
    "df['STD_TP'] = df.TP.rolling(window=20).std()\n",
    "df['BB_UPPER'] = df.MA_TP + 2 * df.STD_TP\n",
    "df['BB_LOWER'] = df.MA_TP - 2 * df.STD_TP\n",
    "df['BB_SIGNAL'] = df.apply(Get_BB_Signal, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "close": [
          105.876,
          105.808,
          105.776,
          105.854,
          105.83,
          105.79,
          105.888,
          105.974,
          105.996,
          105.988,
          106.334,
          106.422,
          106.443,
          106.389,
          106.468,
          106.392,
          106.224,
          106.4,
          106.007,
          105.99,
          105.928,
          105.946,
          106.052,
          106.092,
          106.682,
          106.56,
          106.654,
          106.702,
          105.862,
          105.54,
          105.402,
          105.368,
          105.406,
          105.672,
          105.887,
          105.99,
          105.82,
          105.908,
          105.824,
          105.765,
          105.74,
          105.856,
          106.019,
          105.958,
          106.038,
          106.038,
          106.194,
          106.146,
          106.172,
          106.182,
          106.23,
          106.292,
          106.254,
          106.388,
          106.109,
          106.195,
          106.132,
          106.138,
          106.208,
          106.43,
          106.256,
          106.241,
          106.358,
          106.249,
          106.198,
          106.208,
          106.299,
          106.272,
          106.284,
          106.272,
          106.292,
          105.99,
          105.932,
          106.032,
          105.984,
          105.903,
          105.99,
          106.18,
          106.25,
          106.18,
          106.183,
          106.106,
          106.058,
          106.034,
          106.177,
          106.134,
          106.135,
          106.166,
          106.232,
          106.154,
          106.16,
          106.168,
          106.141,
          106.052,
          105.998,
          105.933,
          105.652,
          105.732,
          105.71,
          105.683,
          105.792,
          105.405,
          105.459,
          105.447,
          105.349,
          105.3,
          105.196,
          104.884,
          104.904,
          104.953,
          105.052,
          105.074,
          104.74,
          104.551,
          104.828,
          104.744,
          104.75,
          104.803,
          104.475,
          104.39,
          104.378,
          104.572,
          104.448,
          104.293,
          104.12,
          104.164,
          104.742,
          104.644,
          104.655,
          104.536,
          104.554,
          104.549,
          105.026,
          104.934,
          105.111,
          105.071,
          105.078,
          105.175,
          105.418,
          105.395,
          105.398,
          105.448,
          105.347,
          105.411,
          105.462,
          105.408,
          105.51,
          105.388,
          105.438,
          105.5
         ],
         "decreasing": {
          "fillcolor": "#CC2E3C",
          "line": {
           "color": "#FF3A4C"
          }
         },
         "high": [
          106.073,
          105.917,
          105.942,
          105.88,
          105.924,
          105.848,
          105.948,
          105.999,
          106.054,
          106.044,
          106.374,
          106.497,
          106.578,
          106.466,
          106.556,
          106.526,
          106.431,
          106.466,
          106.428,
          106.058,
          106.049,
          106.076,
          106.208,
          106.174,
          106.702,
          106.69,
          106.79,
          106.948,
          106.738,
          105.881,
          105.737,
          105.478,
          105.809,
          105.692,
          105.926,
          105.995,
          106.097,
          105.928,
          106.033,
          105.834,
          105.794,
          105.966,
          106.154,
          106.09,
          106.054,
          106.13,
          106.23,
          106.288,
          106.299,
          106.303,
          106.265,
          106.313,
          106.344,
          106.552,
          106.438,
          106.199,
          106.214,
          106.224,
          106.248,
          106.468,
          106.504,
          106.274,
          106.386,
          106.365,
          106.318,
          106.27,
          106.326,
          106.304,
          106.316,
          106.313,
          106.296,
          106.382,
          106.046,
          106.076,
          106.052,
          105.988,
          106.048,
          106.25,
          106.274,
          106.274,
          106.303,
          106.232,
          106.16,
          106.16,
          106.221,
          106.238,
          106.191,
          106.209,
          106.266,
          106.252,
          106.212,
          106.2,
          106.166,
          106.158,
          106.115,
          106.05,
          105.934,
          105.74,
          105.75,
          105.717,
          105.792,
          105.815,
          105.516,
          105.542,
          105.452,
          105.376,
          105.4,
          105.222,
          104.962,
          105.145,
          105.073,
          105.175,
          105.086,
          104.832,
          104.844,
          104.844,
          104.824,
          104.871,
          104.828,
          104.522,
          104.48,
          104.636,
          104.581,
          104.454,
          104.378,
          104.236,
          104.909,
          104.84,
          104.754,
          104.67,
          104.736,
          104.638,
          105.078,
          105.042,
          105.178,
          105.2,
          105.154,
          105.227,
          105.43,
          105.496,
          105.456,
          105.478,
          105.471,
          105.532,
          105.525,
          105.462,
          105.542,
          105.537,
          105.454,
          105.532
         ],
         "increasing": {
          "fillcolor": "#24A06B",
          "line": {
           "color": "#2EC886"
          }
         },
         "line": {
          "width": 1
         },
         "low": [
          105.652,
          105.795,
          105.747,
          105.69,
          105.779,
          105.698,
          105.722,
          105.872,
          105.934,
          105.873,
          105.98,
          106.248,
          106.284,
          106.3,
          106.34,
          106.38,
          106.16,
          106.189,
          106,
          105.957,
          105.804,
          105.912,
          105.926,
          105.987,
          105.604,
          106.538,
          106.533,
          106.606,
          105.848,
          105.203,
          105.238,
          105.336,
          105.294,
          105.345,
          105.556,
          105.79,
          105.784,
          105.786,
          105.814,
          105.593,
          105.592,
          105.704,
          105.78,
          105.906,
          105.851,
          105.991,
          105.964,
          106.088,
          106.107,
          106.164,
          106.075,
          106.19,
          106.179,
          106.232,
          106.024,
          106.004,
          106.057,
          106.108,
          106.1,
          106.152,
          106.232,
          106.179,
          106.218,
          106.218,
          106.133,
          106.168,
          106.204,
          106.265,
          106.243,
          106.249,
          106.202,
          105.9,
          105.862,
          105.915,
          105.83,
          105.882,
          105.79,
          105.973,
          106.133,
          106.154,
          106.163,
          106.058,
          106.008,
          105.984,
          106.022,
          106.091,
          106.08,
          106.125,
          106.151,
          106.13,
          106.087,
          106.058,
          106.093,
          106.013,
          105.91,
          105.916,
          105.546,
          105.631,
          105.66,
          105.606,
          105.629,
          105.384,
          105.299,
          105.394,
          105.262,
          105.25,
          105.163,
          104.854,
          104.806,
          104.804,
          104.878,
          105.008,
          104.692,
          104.526,
          104.532,
          104.666,
          104.677,
          104.704,
          104.409,
          104.274,
          104.288,
          104.374,
          104.432,
          104.268,
          104.001,
          104.006,
          104.128,
          104.644,
          104.648,
          104.462,
          104.507,
          104.406,
          104.538,
          104.91,
          104.878,
          105.054,
          104.928,
          104.928,
          105.092,
          105.328,
          105.285,
          105.358,
          105.206,
          105.302,
          105.348,
          105.367,
          105.394,
          105.388,
          105.24,
          105.388
         ],
         "opacity": 1,
         "open": [
          105.725,
          105.874,
          105.776,
          105.775,
          105.856,
          105.831,
          105.792,
          105.889,
          105.98,
          105.997,
          105.988,
          106.336,
          106.42,
          106.442,
          106.382,
          106.466,
          106.393,
          106.224,
          106.401,
          106.006,
          106.018,
          105.926,
          105.945,
          106.052,
          106.092,
          106.684,
          106.564,
          106.656,
          106.703,
          105.861,
          105.542,
          105.404,
          105.448,
          105.408,
          105.674,
          105.886,
          105.992,
          105.822,
          105.923,
          105.822,
          105.766,
          105.741,
          105.854,
          106.02,
          105.969,
          106.04,
          106.039,
          106.194,
          106.144,
          106.171,
          106.186,
          106.228,
          106.292,
          106.253,
          106.389,
          106.108,
          106.188,
          106.134,
          106.14,
          106.21,
          106.432,
          106.258,
          106.26,
          106.36,
          106.25,
          106.198,
          106.21,
          106.298,
          106.28,
          106.284,
          106.274,
          106.294,
          105.988,
          105.93,
          106.026,
          105.986,
          105.904,
          105.991,
          106.179,
          106.248,
          106.211,
          106.181,
          106.107,
          106.06,
          106.034,
          106.179,
          106.13,
          106.133,
          106.168,
          106.234,
          106.153,
          106.161,
          106.131,
          106.142,
          106.05,
          106,
          105.932,
          105.651,
          105.727,
          105.709,
          105.684,
          105.791,
          105.406,
          105.46,
          105.452,
          105.35,
          105.298,
          105.195,
          104.885,
          104.905,
          104.964,
          105.052,
          105.075,
          104.739,
          104.552,
          104.83,
          104.754,
          104.748,
          104.804,
          104.476,
          104.388,
          104.376,
          104.567,
          104.446,
          104.294,
          104.122,
          104.162,
          104.742,
          104.656,
          104.654,
          104.534,
          104.555,
          104.55,
          105.028,
          104.926,
          105.11,
          105.07,
          105.08,
          105.176,
          105.42,
          105.401,
          105.4,
          105.448,
          105.348,
          105.41,
          105.462,
          105.402,
          105.51,
          105.39,
          105.44
         ],
         "type": "candlestick",
         "x": [
          "2020-08-21T13:00:00+00:00",
          "2020-08-21T17:00:00+00:00",
          "2020-08-23T21:00:00+00:00",
          "2020-08-24T01:00:00+00:00",
          "2020-08-24T05:00:00+00:00",
          "2020-08-24T09:00:00+00:00",
          "2020-08-24T13:00:00+00:00",
          "2020-08-24T17:00:00+00:00",
          "2020-08-24T21:00:00+00:00",
          "2020-08-25T01:00:00+00:00",
          "2020-08-25T05:00:00+00:00",
          "2020-08-25T09:00:00+00:00",
          "2020-08-25T13:00:00+00:00",
          "2020-08-25T17:00:00+00:00",
          "2020-08-25T21:00:00+00:00",
          "2020-08-26T01:00:00+00:00",
          "2020-08-26T05:00:00+00:00",
          "2020-08-26T09:00:00+00:00",
          "2020-08-26T13:00:00+00:00",
          "2020-08-26T17:00:00+00:00",
          "2020-08-26T21:00:00+00:00",
          "2020-08-27T01:00:00+00:00",
          "2020-08-27T05:00:00+00:00",
          "2020-08-27T09:00:00+00:00",
          "2020-08-27T13:00:00+00:00",
          "2020-08-27T17:00:00+00:00",
          "2020-08-27T21:00:00+00:00",
          "2020-08-28T01:00:00+00:00",
          "2020-08-28T05:00:00+00:00",
          "2020-08-28T09:00:00+00:00",
          "2020-08-28T13:00:00+00:00",
          "2020-08-28T17:00:00+00:00",
          "2020-08-30T21:00:00+00:00",
          "2020-08-31T01:00:00+00:00",
          "2020-08-31T05:00:00+00:00",
          "2020-08-31T09:00:00+00:00",
          "2020-08-31T13:00:00+00:00",
          "2020-08-31T17:00:00+00:00",
          "2020-08-31T21:00:00+00:00",
          "2020-09-01T01:00:00+00:00",
          "2020-09-01T05:00:00+00:00",
          "2020-09-01T09:00:00+00:00",
          "2020-09-01T13:00:00+00:00",
          "2020-09-01T17:00:00+00:00",
          "2020-09-01T21:00:00+00:00",
          "2020-09-02T01:00:00+00:00",
          "2020-09-02T05:00:00+00:00",
          "2020-09-02T09:00:00+00:00",
          "2020-09-02T13:00:00+00:00",
          "2020-09-02T17:00:00+00:00",
          "2020-09-02T21:00:00+00:00",
          "2020-09-03T01:00:00+00:00",
          "2020-09-03T05:00:00+00:00",
          "2020-09-03T09:00:00+00:00",
          "2020-09-03T13:00:00+00:00",
          "2020-09-03T17:00:00+00:00",
          "2020-09-03T21:00:00+00:00",
          "2020-09-04T01:00:00+00:00",
          "2020-09-04T05:00:00+00:00",
          "2020-09-04T09:00:00+00:00",
          "2020-09-04T13:00:00+00:00",
          "2020-09-04T17:00:00+00:00",
          "2020-09-06T21:00:00+00:00",
          "2020-09-07T01:00:00+00:00",
          "2020-09-07T05:00:00+00:00",
          "2020-09-07T09:00:00+00:00",
          "2020-09-07T13:00:00+00:00",
          "2020-09-07T17:00:00+00:00",
          "2020-09-07T21:00:00+00:00",
          "2020-09-08T01:00:00+00:00",
          "2020-09-08T05:00:00+00:00",
          "2020-09-08T09:00:00+00:00",
          "2020-09-08T13:00:00+00:00",
          "2020-09-08T17:00:00+00:00",
          "2020-09-08T21:00:00+00:00",
          "2020-09-09T01:00:00+00:00",
          "2020-09-09T05:00:00+00:00",
          "2020-09-09T09:00:00+00:00",
          "2020-09-09T13:00:00+00:00",
          "2020-09-09T17:00:00+00:00",
          "2020-09-09T21:00:00+00:00",
          "2020-09-10T01:00:00+00:00",
          "2020-09-10T05:00:00+00:00",
          "2020-09-10T09:00:00+00:00",
          "2020-09-10T13:00:00+00:00",
          "2020-09-10T17:00:00+00:00",
          "2020-09-10T21:00:00+00:00",
          "2020-09-11T01:00:00+00:00",
          "2020-09-11T05:00:00+00:00",
          "2020-09-11T09:00:00+00:00",
          "2020-09-11T13:00:00+00:00",
          "2020-09-11T17:00:00+00:00",
          "2020-09-13T21:00:00+00:00",
          "2020-09-14T01:00:00+00:00",
          "2020-09-14T05:00:00+00:00",
          "2020-09-14T09:00:00+00:00",
          "2020-09-14T13:00:00+00:00",
          "2020-09-14T17:00:00+00:00",
          "2020-09-14T21:00:00+00:00",
          "2020-09-15T01:00:00+00:00",
          "2020-09-15T05:00:00+00:00",
          "2020-09-15T09:00:00+00:00",
          "2020-09-15T13:00:00+00:00",
          "2020-09-15T17:00:00+00:00",
          "2020-09-15T21:00:00+00:00",
          "2020-09-16T01:00:00+00:00",
          "2020-09-16T05:00:00+00:00",
          "2020-09-16T09:00:00+00:00",
          "2020-09-16T13:00:00+00:00",
          "2020-09-16T17:00:00+00:00",
          "2020-09-16T21:00:00+00:00",
          "2020-09-17T01:00:00+00:00",
          "2020-09-17T05:00:00+00:00",
          "2020-09-17T09:00:00+00:00",
          "2020-09-17T13:00:00+00:00",
          "2020-09-17T17:00:00+00:00",
          "2020-09-17T21:00:00+00:00",
          "2020-09-18T01:00:00+00:00",
          "2020-09-18T05:00:00+00:00",
          "2020-09-18T09:00:00+00:00",
          "2020-09-18T13:00:00+00:00",
          "2020-09-18T17:00:00+00:00",
          "2020-09-20T21:00:00+00:00",
          "2020-09-21T01:00:00+00:00",
          "2020-09-21T05:00:00+00:00",
          "2020-09-21T09:00:00+00:00",
          "2020-09-21T13:00:00+00:00",
          "2020-09-21T17:00:00+00:00",
          "2020-09-21T21:00:00+00:00",
          "2020-09-22T01:00:00+00:00",
          "2020-09-22T05:00:00+00:00",
          "2020-09-22T09:00:00+00:00",
          "2020-09-22T13:00:00+00:00",
          "2020-09-22T17:00:00+00:00",
          "2020-09-22T21:00:00+00:00",
          "2020-09-23T01:00:00+00:00",
          "2020-09-23T05:00:00+00:00",
          "2020-09-23T09:00:00+00:00",
          "2020-09-23T13:00:00+00:00",
          "2020-09-23T17:00:00+00:00",
          "2020-09-23T21:00:00+00:00",
          "2020-09-24T01:00:00+00:00",
          "2020-09-24T05:00:00+00:00",
          "2020-09-24T09:00:00+00:00",
          "2020-09-24T13:00:00+00:00",
          "2020-09-24T17:00:00+00:00",
          "2020-09-24T21:00:00+00:00",
          "2020-09-25T01:00:00+00:00",
          "2020-09-25T05:00:00+00:00",
          "2020-09-25T09:00:00+00:00"
         ]
        },
        {
         "line": {
          "color": "#4290f5",
          "shape": "spline",
          "width": 2
         },
         "mode": "lines",
         "name": "MA_TP",
         "type": "scatter",
         "x": [
          "2020-08-21T13:00:00+00:00",
          "2020-08-21T17:00:00+00:00",
          "2020-08-23T21:00:00+00:00",
          "2020-08-24T01:00:00+00:00",
          "2020-08-24T05:00:00+00:00",
          "2020-08-24T09:00:00+00:00",
          "2020-08-24T13:00:00+00:00",
          "2020-08-24T17:00:00+00:00",
          "2020-08-24T21:00:00+00:00",
          "2020-08-25T01:00:00+00:00",
          "2020-08-25T05:00:00+00:00",
          "2020-08-25T09:00:00+00:00",
          "2020-08-25T13:00:00+00:00",
          "2020-08-25T17:00:00+00:00",
          "2020-08-25T21:00:00+00:00",
          "2020-08-26T01:00:00+00:00",
          "2020-08-26T05:00:00+00:00",
          "2020-08-26T09:00:00+00:00",
          "2020-08-26T13:00:00+00:00",
          "2020-08-26T17:00:00+00:00",
          "2020-08-26T21:00:00+00:00",
          "2020-08-27T01:00:00+00:00",
          "2020-08-27T05:00:00+00:00",
          "2020-08-27T09:00:00+00:00",
          "2020-08-27T13:00:00+00:00",
          "2020-08-27T17:00:00+00:00",
          "2020-08-27T21:00:00+00:00",
          "2020-08-28T01:00:00+00:00",
          "2020-08-28T05:00:00+00:00",
          "2020-08-28T09:00:00+00:00",
          "2020-08-28T13:00:00+00:00",
          "2020-08-28T17:00:00+00:00",
          "2020-08-30T21:00:00+00:00",
          "2020-08-31T01:00:00+00:00",
          "2020-08-31T05:00:00+00:00",
          "2020-08-31T09:00:00+00:00",
          "2020-08-31T13:00:00+00:00",
          "2020-08-31T17:00:00+00:00",
          "2020-08-31T21:00:00+00:00",
          "2020-09-01T01:00:00+00:00",
          "2020-09-01T05:00:00+00:00",
          "2020-09-01T09:00:00+00:00",
          "2020-09-01T13:00:00+00:00",
          "2020-09-01T17:00:00+00:00",
          "2020-09-01T21:00:00+00:00",
          "2020-09-02T01:00:00+00:00",
          "2020-09-02T05:00:00+00:00",
          "2020-09-02T09:00:00+00:00",
          "2020-09-02T13:00:00+00:00",
          "2020-09-02T17:00:00+00:00",
          "2020-09-02T21:00:00+00:00",
          "2020-09-03T01:00:00+00:00",
          "2020-09-03T05:00:00+00:00",
          "2020-09-03T09:00:00+00:00",
          "2020-09-03T13:00:00+00:00",
          "2020-09-03T17:00:00+00:00",
          "2020-09-03T21:00:00+00:00",
          "2020-09-04T01:00:00+00:00",
          "2020-09-04T05:00:00+00:00",
          "2020-09-04T09:00:00+00:00",
          "2020-09-04T13:00:00+00:00",
          "2020-09-04T17:00:00+00:00",
          "2020-09-06T21:00:00+00:00",
          "2020-09-07T01:00:00+00:00",
          "2020-09-07T05:00:00+00:00",
          "2020-09-07T09:00:00+00:00",
          "2020-09-07T13:00:00+00:00",
          "2020-09-07T17:00:00+00:00",
          "2020-09-07T21:00:00+00:00",
          "2020-09-08T01:00:00+00:00",
          "2020-09-08T05:00:00+00:00",
          "2020-09-08T09:00:00+00:00",
          "2020-09-08T13:00:00+00:00",
          "2020-09-08T17:00:00+00:00",
          "2020-09-08T21:00:00+00:00",
          "2020-09-09T01:00:00+00:00",
          "2020-09-09T05:00:00+00:00",
          "2020-09-09T09:00:00+00:00",
          "2020-09-09T13:00:00+00:00",
          "2020-09-09T17:00:00+00:00",
          "2020-09-09T21:00:00+00:00",
          "2020-09-10T01:00:00+00:00",
          "2020-09-10T05:00:00+00:00",
          "2020-09-10T09:00:00+00:00",
          "2020-09-10T13:00:00+00:00",
          "2020-09-10T17:00:00+00:00",
          "2020-09-10T21:00:00+00:00",
          "2020-09-11T01:00:00+00:00",
          "2020-09-11T05:00:00+00:00",
          "2020-09-11T09:00:00+00:00",
          "2020-09-11T13:00:00+00:00",
          "2020-09-11T17:00:00+00:00",
          "2020-09-13T21:00:00+00:00",
          "2020-09-14T01:00:00+00:00",
          "2020-09-14T05:00:00+00:00",
          "2020-09-14T09:00:00+00:00",
          "2020-09-14T13:00:00+00:00",
          "2020-09-14T17:00:00+00:00",
          "2020-09-14T21:00:00+00:00",
          "2020-09-15T01:00:00+00:00",
          "2020-09-15T05:00:00+00:00",
          "2020-09-15T09:00:00+00:00",
          "2020-09-15T13:00:00+00:00",
          "2020-09-15T17:00:00+00:00",
          "2020-09-15T21:00:00+00:00",
          "2020-09-16T01:00:00+00:00",
          "2020-09-16T05:00:00+00:00",
          "2020-09-16T09:00:00+00:00",
          "2020-09-16T13:00:00+00:00",
          "2020-09-16T17:00:00+00:00",
          "2020-09-16T21:00:00+00:00",
          "2020-09-17T01:00:00+00:00",
          "2020-09-17T05:00:00+00:00",
          "2020-09-17T09:00:00+00:00",
          "2020-09-17T13:00:00+00:00",
          "2020-09-17T17:00:00+00:00",
          "2020-09-17T21:00:00+00:00",
          "2020-09-18T01:00:00+00:00",
          "2020-09-18T05:00:00+00:00",
          "2020-09-18T09:00:00+00:00",
          "2020-09-18T13:00:00+00:00",
          "2020-09-18T17:00:00+00:00",
          "2020-09-20T21:00:00+00:00",
          "2020-09-21T01:00:00+00:00",
          "2020-09-21T05:00:00+00:00",
          "2020-09-21T09:00:00+00:00",
          "2020-09-21T13:00:00+00:00",
          "2020-09-21T17:00:00+00:00",
          "2020-09-21T21:00:00+00:00",
          "2020-09-22T01:00:00+00:00",
          "2020-09-22T05:00:00+00:00",
          "2020-09-22T09:00:00+00:00",
          "2020-09-22T13:00:00+00:00",
          "2020-09-22T17:00:00+00:00",
          "2020-09-22T21:00:00+00:00",
          "2020-09-23T01:00:00+00:00",
          "2020-09-23T05:00:00+00:00",
          "2020-09-23T09:00:00+00:00",
          "2020-09-23T13:00:00+00:00",
          "2020-09-23T17:00:00+00:00",
          "2020-09-23T21:00:00+00:00",
          "2020-09-24T01:00:00+00:00",
          "2020-09-24T05:00:00+00:00",
          "2020-09-24T09:00:00+00:00",
          "2020-09-24T13:00:00+00:00",
          "2020-09-24T17:00:00+00:00",
          "2020-09-24T21:00:00+00:00",
          "2020-09-25T01:00:00+00:00",
          "2020-09-25T05:00:00+00:00",
          "2020-09-25T09:00:00+00:00"
         ],
         "y": [
          105.68111666666667,
          105.69845000000001,
          105.71963333333333,
          105.73981666666666,
          105.76973333333333,
          105.78709999999998,
          105.80703333333334,
          105.83644999999999,
          105.85491666666667,
          105.85468333333333,
          105.86258333333333,
          105.87825000000001,
          105.90023333333333,
          105.92383333333332,
          105.95208333333332,
          105.9826,
          106.01098333333331,
          106.04524999999998,
          106.07578333333333,
          106.09096666666667,
          106.09396666666666,
          106.10086666666666,
          106.11288333333331,
          106.1267,
          106.15095000000001,
          106.19181666666665,
          106.23213333333334,
          106.27231666666667,
          106.28004999999999,
          106.2587,
          106.22018333333332,
          106.17043333333334,
          106.12383333333335,
          106.08306666666667,
          106.04981666666667,
          106.02443333333333,
          106.00586666666666,
          105.98198333333332,
          105.96924999999999,
          105.95570000000001,
          105.94478333333333,
          105.93798333333334,
          105.93409999999999,
          105.92911666666666,
          105.9117,
          105.88454999999999,
          105.85806666666667,
          105.82916666666668,
          105.83133333333333,
          105.86508333333333,
          105.90163333333332,
          105.94518333333333,
          105.98298333333332,
          106.02403333333332,
          106.04406666666667,
          106.05445,
          106.06615,
          106.08028333333331,
          106.09503333333332,
          106.126,
          106.15709999999999,
          106.17656666666667,
          106.19338333333333,
          106.20801666666667,
          106.21978333333334,
          106.2279,
          106.23525,
          106.24056666666668,
          106.24498333333334,
          106.24806666666666,
          106.25173333333335,
          106.24301666666668,
          106.22739999999999,
          106.20824999999999,
          106.19650000000001,
          106.18608333333334,
          106.1765,
          106.17538333333331,
          106.17706666666666,
          106.1697,
          106.16398333333333,
          106.15901666666666,
          106.14675,
          106.13585,
          106.13203333333334,
          106.12898333333332,
          106.12193333333335,
          106.11625000000001,
          106.11301666666668,
          106.10805,
          106.10253333333335,
          106.1051,
          106.11443333333334,
          106.11776666666667,
          106.12038333333335,
          106.12248333333335,
          106.11088333333335,
          106.08921666666667,
          106.0636,
          106.03689999999999,
          106.01296666666667,
          105.9831,
          105.95056666666667,
          105.92065,
          105.88136666666666,
          105.83908333333333,
          105.79496666666667,
          105.73596666666667,
          105.66968333333334,
          105.60911666666667,
          105.55151666666666,
          105.49870000000001,
          105.434,
          105.36210000000001,
          105.29845,
          105.23769999999999,
          105.18968333333332,
          105.14426666666665,
          105.08746666666666,
          105.02380000000001,
          104.95601666666667,
          104.90565,
          104.85876666666668,
          104.80263333333335,
          104.74323333333334,
          104.68456666666665,
          104.65156666666667,
          104.6377,
          104.62745,
          104.60688333333333,
          104.58678333333333,
          104.55905,
          104.56111666666668,
          104.57740000000001,
          104.59345,
          104.6113,
          104.62645,
          104.64231666666667,
          104.67945,
          104.72999999999999,
          104.77988333333333,
          104.82491666666667,
          104.86763333333333,
          104.92146666666667,
          104.9854,
          105.04925,
          105.09369999999998,
          105.13011666666667,
          105.1647,
          105.21056666666667
         ]
        },
        {
         "line": {
          "color": "#4290f5",
          "shape": "spline",
          "width": 2
         },
         "mode": "lines",
         "name": "BB_UPPER",
         "type": "scatter",
         "x": [
          "2020-08-21T13:00:00+00:00",
          "2020-08-21T17:00:00+00:00",
          "2020-08-23T21:00:00+00:00",
          "2020-08-24T01:00:00+00:00",
          "2020-08-24T05:00:00+00:00",
          "2020-08-24T09:00:00+00:00",
          "2020-08-24T13:00:00+00:00",
          "2020-08-24T17:00:00+00:00",
          "2020-08-24T21:00:00+00:00",
          "2020-08-25T01:00:00+00:00",
          "2020-08-25T05:00:00+00:00",
          "2020-08-25T09:00:00+00:00",
          "2020-08-25T13:00:00+00:00",
          "2020-08-25T17:00:00+00:00",
          "2020-08-25T21:00:00+00:00",
          "2020-08-26T01:00:00+00:00",
          "2020-08-26T05:00:00+00:00",
          "2020-08-26T09:00:00+00:00",
          "2020-08-26T13:00:00+00:00",
          "2020-08-26T17:00:00+00:00",
          "2020-08-26T21:00:00+00:00",
          "2020-08-27T01:00:00+00:00",
          "2020-08-27T05:00:00+00:00",
          "2020-08-27T09:00:00+00:00",
          "2020-08-27T13:00:00+00:00",
          "2020-08-27T17:00:00+00:00",
          "2020-08-27T21:00:00+00:00",
          "2020-08-28T01:00:00+00:00",
          "2020-08-28T05:00:00+00:00",
          "2020-08-28T09:00:00+00:00",
          "2020-08-28T13:00:00+00:00",
          "2020-08-28T17:00:00+00:00",
          "2020-08-30T21:00:00+00:00",
          "2020-08-31T01:00:00+00:00",
          "2020-08-31T05:00:00+00:00",
          "2020-08-31T09:00:00+00:00",
          "2020-08-31T13:00:00+00:00",
          "2020-08-31T17:00:00+00:00",
          "2020-08-31T21:00:00+00:00",
          "2020-09-01T01:00:00+00:00",
          "2020-09-01T05:00:00+00:00",
          "2020-09-01T09:00:00+00:00",
          "2020-09-01T13:00:00+00:00",
          "2020-09-01T17:00:00+00:00",
          "2020-09-01T21:00:00+00:00",
          "2020-09-02T01:00:00+00:00",
          "2020-09-02T05:00:00+00:00",
          "2020-09-02T09:00:00+00:00",
          "2020-09-02T13:00:00+00:00",
          "2020-09-02T17:00:00+00:00",
          "2020-09-02T21:00:00+00:00",
          "2020-09-03T01:00:00+00:00",
          "2020-09-03T05:00:00+00:00",
          "2020-09-03T09:00:00+00:00",
          "2020-09-03T13:00:00+00:00",
          "2020-09-03T17:00:00+00:00",
          "2020-09-03T21:00:00+00:00",
          "2020-09-04T01:00:00+00:00",
          "2020-09-04T05:00:00+00:00",
          "2020-09-04T09:00:00+00:00",
          "2020-09-04T13:00:00+00:00",
          "2020-09-04T17:00:00+00:00",
          "2020-09-06T21:00:00+00:00",
          "2020-09-07T01:00:00+00:00",
          "2020-09-07T05:00:00+00:00",
          "2020-09-07T09:00:00+00:00",
          "2020-09-07T13:00:00+00:00",
          "2020-09-07T17:00:00+00:00",
          "2020-09-07T21:00:00+00:00",
          "2020-09-08T01:00:00+00:00",
          "2020-09-08T05:00:00+00:00",
          "2020-09-08T09:00:00+00:00",
          "2020-09-08T13:00:00+00:00",
          "2020-09-08T17:00:00+00:00",
          "2020-09-08T21:00:00+00:00",
          "2020-09-09T01:00:00+00:00",
          "2020-09-09T05:00:00+00:00",
          "2020-09-09T09:00:00+00:00",
          "2020-09-09T13:00:00+00:00",
          "2020-09-09T17:00:00+00:00",
          "2020-09-09T21:00:00+00:00",
          "2020-09-10T01:00:00+00:00",
          "2020-09-10T05:00:00+00:00",
          "2020-09-10T09:00:00+00:00",
          "2020-09-10T13:00:00+00:00",
          "2020-09-10T17:00:00+00:00",
          "2020-09-10T21:00:00+00:00",
          "2020-09-11T01:00:00+00:00",
          "2020-09-11T05:00:00+00:00",
          "2020-09-11T09:00:00+00:00",
          "2020-09-11T13:00:00+00:00",
          "2020-09-11T17:00:00+00:00",
          "2020-09-13T21:00:00+00:00",
          "2020-09-14T01:00:00+00:00",
          "2020-09-14T05:00:00+00:00",
          "2020-09-14T09:00:00+00:00",
          "2020-09-14T13:00:00+00:00",
          "2020-09-14T17:00:00+00:00",
          "2020-09-14T21:00:00+00:00",
          "2020-09-15T01:00:00+00:00",
          "2020-09-15T05:00:00+00:00",
          "2020-09-15T09:00:00+00:00",
          "2020-09-15T13:00:00+00:00",
          "2020-09-15T17:00:00+00:00",
          "2020-09-15T21:00:00+00:00",
          "2020-09-16T01:00:00+00:00",
          "2020-09-16T05:00:00+00:00",
          "2020-09-16T09:00:00+00:00",
          "2020-09-16T13:00:00+00:00",
          "2020-09-16T17:00:00+00:00",
          "2020-09-16T21:00:00+00:00",
          "2020-09-17T01:00:00+00:00",
          "2020-09-17T05:00:00+00:00",
          "2020-09-17T09:00:00+00:00",
          "2020-09-17T13:00:00+00:00",
          "2020-09-17T17:00:00+00:00",
          "2020-09-17T21:00:00+00:00",
          "2020-09-18T01:00:00+00:00",
          "2020-09-18T05:00:00+00:00",
          "2020-09-18T09:00:00+00:00",
          "2020-09-18T13:00:00+00:00",
          "2020-09-18T17:00:00+00:00",
          "2020-09-20T21:00:00+00:00",
          "2020-09-21T01:00:00+00:00",
          "2020-09-21T05:00:00+00:00",
          "2020-09-21T09:00:00+00:00",
          "2020-09-21T13:00:00+00:00",
          "2020-09-21T17:00:00+00:00",
          "2020-09-21T21:00:00+00:00",
          "2020-09-22T01:00:00+00:00",
          "2020-09-22T05:00:00+00:00",
          "2020-09-22T09:00:00+00:00",
          "2020-09-22T13:00:00+00:00",
          "2020-09-22T17:00:00+00:00",
          "2020-09-22T21:00:00+00:00",
          "2020-09-23T01:00:00+00:00",
          "2020-09-23T05:00:00+00:00",
          "2020-09-23T09:00:00+00:00",
          "2020-09-23T13:00:00+00:00",
          "2020-09-23T17:00:00+00:00",
          "2020-09-23T21:00:00+00:00",
          "2020-09-24T01:00:00+00:00",
          "2020-09-24T05:00:00+00:00",
          "2020-09-24T09:00:00+00:00",
          "2020-09-24T13:00:00+00:00",
          "2020-09-24T17:00:00+00:00",
          "2020-09-24T21:00:00+00:00",
          "2020-09-25T01:00:00+00:00",
          "2020-09-25T05:00:00+00:00",
          "2020-09-25T09:00:00+00:00"
         ],
         "y": [
          106.19773555636247,
          106.21179282401562,
          106.21543922347517,
          106.21397159853262,
          106.18448182190151,
          106.17005545676881,
          106.15707312388358,
          106.12108361285165,
          106.12962964819464,
          106.12898162786635,
          106.17022806463801,
          106.25559981520962,
          106.350487743546,
          106.42365634294124,
          106.50484003456646,
          106.57141054052175,
          106.59797281688404,
          106.62752169056672,
          106.60705986180571,
          106.59335515593581,
          106.59141625093322,
          106.587187639777,
          106.58171915791104,
          106.57347243575992,
          106.58567791921024,
          106.63281258766524,
          106.68970047728746,
          106.76476948329635,
          106.75881172026764,
          106.82590539510147,
          106.89095136567731,
          106.93017635236605,
          106.92826650342538,
          106.91397481776016,
          106.8712820375458,
          106.82724998598559,
          106.8017542957492,
          106.76270219460723,
          106.74707581597548,
          106.74055813222341,
          106.73735797497348,
          106.73169088107554,
          106.72601068372136,
          106.71829642516656,
          106.67875506256311,
          106.58518591081958,
          106.46985429178132,
          106.30197292126124,
          106.31066927749588,
          106.35341405603533,
          106.37104884148799,
          106.37635762950846,
          106.38231344344281,
          106.41312932563606,
          106.42349304812343,
          106.43151557203231,
          106.43755960978903,
          106.44229986069072,
          106.44839883335597,
          106.45244346115588,
          106.43031187716255,
          106.40744873827965,
          106.41408135145502,
          106.40831299392114,
          106.38919528841478,
          106.37813663205839,
          106.37944461750536,
          106.38308390271666,
          106.38672314519732,
          106.38986523889486,
          106.39097935650456,
          106.39952244070767,
          106.43210107716462,
          106.42017317652092,
          106.43676909864621,
          106.4544286528835,
          106.46552032547238,
          106.46489845731769,
          106.46721618246603,
          106.44862692454818,
          106.43354902040655,
          106.42701330406896,
          106.40590579319071,
          106.39017331726703,
          106.38354663852445,
          106.37770737308685,
          106.36087247016363,
          106.34449321437968,
          106.33312004216218,
          106.31666103175809,
          106.29935657162744,
          106.30260929802186,
          106.29753578443768,
          106.29501913470304,
          106.28886763596124,
          106.28145745310862,
          106.34240616132472,
          106.3839704265162,
          106.39733657013227,
          106.40722857861414,
          106.39611667011728,
          106.41695184093305,
          106.44819317824657,
          106.46086396995193,
          106.46679218392327,
          106.46242767604326,
          106.45390605547753,
          106.46260612857337,
          106.45157492106684,
          106.41237302972452,
          106.35577380383587,
          106.27803763749347,
          106.2063207829719,
          106.15098732361102,
          106.07332113510621,
          105.98200855388686,
          105.92941217491085,
          105.86305484764912,
          105.798628286216,
          105.74381502258339,
          105.64775935874513,
          105.56597054859569,
          105.49669735273767,
          105.4144788170165,
          105.36020784539603,
          105.29828962071386,
          105.20456868542017,
          105.16879670928823,
          105.1457488491912,
          105.10044924697404,
          105.04418761788806,
          104.95178217664196,
          104.96043879842138,
          105.01441698014212,
          105.07599313020857,
          105.14240265524307,
          105.19051520609061,
          105.24274861546945,
          105.3490948312329,
          105.45931777782363,
          105.54459749924932,
          105.63191963773846,
          105.68962830777588,
          105.738515396485,
          105.7522201402432,
          105.72533542575717,
          105.76031392422743,
          105.78783664387458,
          105.79623765381369,
          105.78678901247623
         ]
        },
        {
         "line": {
          "color": "#4290f5",
          "shape": "spline",
          "width": 2
         },
         "mode": "lines",
         "name": "BB_LOWER",
         "type": "scatter",
         "x": [
          "2020-08-21T13:00:00+00:00",
          "2020-08-21T17:00:00+00:00",
          "2020-08-23T21:00:00+00:00",
          "2020-08-24T01:00:00+00:00",
          "2020-08-24T05:00:00+00:00",
          "2020-08-24T09:00:00+00:00",
          "2020-08-24T13:00:00+00:00",
          "2020-08-24T17:00:00+00:00",
          "2020-08-24T21:00:00+00:00",
          "2020-08-25T01:00:00+00:00",
          "2020-08-25T05:00:00+00:00",
          "2020-08-25T09:00:00+00:00",
          "2020-08-25T13:00:00+00:00",
          "2020-08-25T17:00:00+00:00",
          "2020-08-25T21:00:00+00:00",
          "2020-08-26T01:00:00+00:00",
          "2020-08-26T05:00:00+00:00",
          "2020-08-26T09:00:00+00:00",
          "2020-08-26T13:00:00+00:00",
          "2020-08-26T17:00:00+00:00",
          "2020-08-26T21:00:00+00:00",
          "2020-08-27T01:00:00+00:00",
          "2020-08-27T05:00:00+00:00",
          "2020-08-27T09:00:00+00:00",
          "2020-08-27T13:00:00+00:00",
          "2020-08-27T17:00:00+00:00",
          "2020-08-27T21:00:00+00:00",
          "2020-08-28T01:00:00+00:00",
          "2020-08-28T05:00:00+00:00",
          "2020-08-28T09:00:00+00:00",
          "2020-08-28T13:00:00+00:00",
          "2020-08-28T17:00:00+00:00",
          "2020-08-30T21:00:00+00:00",
          "2020-08-31T01:00:00+00:00",
          "2020-08-31T05:00:00+00:00",
          "2020-08-31T09:00:00+00:00",
          "2020-08-31T13:00:00+00:00",
          "2020-08-31T17:00:00+00:00",
          "2020-08-31T21:00:00+00:00",
          "2020-09-01T01:00:00+00:00",
          "2020-09-01T05:00:00+00:00",
          "2020-09-01T09:00:00+00:00",
          "2020-09-01T13:00:00+00:00",
          "2020-09-01T17:00:00+00:00",
          "2020-09-01T21:00:00+00:00",
          "2020-09-02T01:00:00+00:00",
          "2020-09-02T05:00:00+00:00",
          "2020-09-02T09:00:00+00:00",
          "2020-09-02T13:00:00+00:00",
          "2020-09-02T17:00:00+00:00",
          "2020-09-02T21:00:00+00:00",
          "2020-09-03T01:00:00+00:00",
          "2020-09-03T05:00:00+00:00",
          "2020-09-03T09:00:00+00:00",
          "2020-09-03T13:00:00+00:00",
          "2020-09-03T17:00:00+00:00",
          "2020-09-03T21:00:00+00:00",
          "2020-09-04T01:00:00+00:00",
          "2020-09-04T05:00:00+00:00",
          "2020-09-04T09:00:00+00:00",
          "2020-09-04T13:00:00+00:00",
          "2020-09-04T17:00:00+00:00",
          "2020-09-06T21:00:00+00:00",
          "2020-09-07T01:00:00+00:00",
          "2020-09-07T05:00:00+00:00",
          "2020-09-07T09:00:00+00:00",
          "2020-09-07T13:00:00+00:00",
          "2020-09-07T17:00:00+00:00",
          "2020-09-07T21:00:00+00:00",
          "2020-09-08T01:00:00+00:00",
          "2020-09-08T05:00:00+00:00",
          "2020-09-08T09:00:00+00:00",
          "2020-09-08T13:00:00+00:00",
          "2020-09-08T17:00:00+00:00",
          "2020-09-08T21:00:00+00:00",
          "2020-09-09T01:00:00+00:00",
          "2020-09-09T05:00:00+00:00",
          "2020-09-09T09:00:00+00:00",
          "2020-09-09T13:00:00+00:00",
          "2020-09-09T17:00:00+00:00",
          "2020-09-09T21:00:00+00:00",
          "2020-09-10T01:00:00+00:00",
          "2020-09-10T05:00:00+00:00",
          "2020-09-10T09:00:00+00:00",
          "2020-09-10T13:00:00+00:00",
          "2020-09-10T17:00:00+00:00",
          "2020-09-10T21:00:00+00:00",
          "2020-09-11T01:00:00+00:00",
          "2020-09-11T05:00:00+00:00",
          "2020-09-11T09:00:00+00:00",
          "2020-09-11T13:00:00+00:00",
          "2020-09-11T17:00:00+00:00",
          "2020-09-13T21:00:00+00:00",
          "2020-09-14T01:00:00+00:00",
          "2020-09-14T05:00:00+00:00",
          "2020-09-14T09:00:00+00:00",
          "2020-09-14T13:00:00+00:00",
          "2020-09-14T17:00:00+00:00",
          "2020-09-14T21:00:00+00:00",
          "2020-09-15T01:00:00+00:00",
          "2020-09-15T05:00:00+00:00",
          "2020-09-15T09:00:00+00:00",
          "2020-09-15T13:00:00+00:00",
          "2020-09-15T17:00:00+00:00",
          "2020-09-15T21:00:00+00:00",
          "2020-09-16T01:00:00+00:00",
          "2020-09-16T05:00:00+00:00",
          "2020-09-16T09:00:00+00:00",
          "2020-09-16T13:00:00+00:00",
          "2020-09-16T17:00:00+00:00",
          "2020-09-16T21:00:00+00:00",
          "2020-09-17T01:00:00+00:00",
          "2020-09-17T05:00:00+00:00",
          "2020-09-17T09:00:00+00:00",
          "2020-09-17T13:00:00+00:00",
          "2020-09-17T17:00:00+00:00",
          "2020-09-17T21:00:00+00:00",
          "2020-09-18T01:00:00+00:00",
          "2020-09-18T05:00:00+00:00",
          "2020-09-18T09:00:00+00:00",
          "2020-09-18T13:00:00+00:00",
          "2020-09-18T17:00:00+00:00",
          "2020-09-20T21:00:00+00:00",
          "2020-09-21T01:00:00+00:00",
          "2020-09-21T05:00:00+00:00",
          "2020-09-21T09:00:00+00:00",
          "2020-09-21T13:00:00+00:00",
          "2020-09-21T17:00:00+00:00",
          "2020-09-21T21:00:00+00:00",
          "2020-09-22T01:00:00+00:00",
          "2020-09-22T05:00:00+00:00",
          "2020-09-22T09:00:00+00:00",
          "2020-09-22T13:00:00+00:00",
          "2020-09-22T17:00:00+00:00",
          "2020-09-22T21:00:00+00:00",
          "2020-09-23T01:00:00+00:00",
          "2020-09-23T05:00:00+00:00",
          "2020-09-23T09:00:00+00:00",
          "2020-09-23T13:00:00+00:00",
          "2020-09-23T17:00:00+00:00",
          "2020-09-23T21:00:00+00:00",
          "2020-09-24T01:00:00+00:00",
          "2020-09-24T05:00:00+00:00",
          "2020-09-24T09:00:00+00:00",
          "2020-09-24T13:00:00+00:00",
          "2020-09-24T17:00:00+00:00",
          "2020-09-24T21:00:00+00:00",
          "2020-09-25T01:00:00+00:00",
          "2020-09-25T05:00:00+00:00",
          "2020-09-25T09:00:00+00:00"
         ],
         "y": [
          105.16449777697086,
          105.1851071759844,
          105.2238274431915,
          105.26566173480069,
          105.35498484476516,
          105.40414454323115,
          105.4569935427831,
          105.55181638714832,
          105.5802036851387,
          105.5803850388003,
          105.55493860202866,
          105.5009001847904,
          105.44997892312067,
          105.4240103237254,
          105.39932663210018,
          105.39378945947826,
          105.42399384978259,
          105.46297830943324,
          105.54450680486096,
          105.58857817739754,
          105.5965170824001,
          105.61454569355632,
          105.64404750875559,
          105.67992756424007,
          105.71622208078978,
          105.75082074566807,
          105.77456618937921,
          105.77986385003699,
          105.80128827973233,
          105.69149460489854,
          105.54941530098934,
          105.41069031430062,
          105.31940016324133,
          105.25215851557317,
          105.22835129578755,
          105.22161668068108,
          105.20997903758412,
          105.2012644720594,
          105.1914241840245,
          105.1708418677766,
          105.15220869169319,
          105.14427578559113,
          105.14218931627862,
          105.13993690816676,
          105.14464493743688,
          105.1839140891804,
          105.24627904155203,
          105.35636041207212,
          105.35199738917079,
          105.37675261063133,
          105.43221782517865,
          105.5140090371582,
          105.58365322322383,
          105.63493734103058,
          105.6646402852099,
          105.6773844279677,
          105.69474039021095,
          105.7182668059759,
          105.74166783331067,
          105.79955653884413,
          105.88388812283742,
          105.94568459505369,
          105.97268531521163,
          106.00772033941219,
          106.0503713782519,
          106.07766336794162,
          106.09105538249463,
          106.0980494306167,
          106.10324352146935,
          106.10626809443846,
          106.11248731016214,
          106.08651089262568,
          106.02269892283536,
          105.99632682347907,
          105.95623090135382,
          105.9177380137832,
          105.88747967452763,
          105.88586820934894,
          105.88691715086729,
          105.89077307545183,
          105.89441764626012,
          105.89102002926435,
          105.88759420680928,
          105.88152668273298,
          105.88052002814223,
          105.8802592935798,
          105.88299419650306,
          105.88800678562033,
          105.89291329117118,
          105.89943896824192,
          105.90571009503927,
          105.90759070197812,
          105.93133088222899,
          105.9405141986303,
          105.95189903070546,
          105.96350921355808,
          105.87936050534198,
          105.79446290681715,
          105.72986342986772,
          105.66657142138584,
          105.62981666321606,
          105.54924815906693,
          105.45294015508678,
          105.38043603004806,
          105.29594114941006,
          105.21573899062341,
          105.1360272778558,
          105.00932720475997,
          104.88779174559984,
          104.80586030360881,
          104.74725952949744,
          104.71936236250656,
          104.6616792170281,
          104.573212676389,
          104.52357886489379,
          104.49339144611312,
          104.44995449175579,
          104.42547848568418,
          104.37630504711731,
          104.30378497741663,
          104.2642739745882,
          104.2453294514043,
          104.2208359805957,
          104.19078784965019,
          104.12625882127064,
          104.07084371261945,
          104.09856464791316,
          104.10660329071176,
          104.1091511508088,
          104.11331741969262,
          104.1293790487786,
          104.16631782335804,
          104.16179453491198,
          104.14038301985791,
          104.11090686979144,
          104.08019734475693,
          104.0623847939094,
          104.0418847178639,
          104.0098051687671,
          104.00068222217635,
          104.01516916741734,
          104.01791369559487,
          104.04563835889078,
          104.10441793684835,
          104.2185798597568,
          104.37316457424284,
          104.42708607577254,
          104.47239668945875,
          104.5331623461863,
          104.6343443208571
         ]
        },
        {
         "close": [
          106.334,
          106.422,
          106.443,
          106.682,
          105.54,
          105.402,
          105.368,
          105.99,
          105.932,
          105.903,
          105.933,
          105.652,
          105.71,
          105.405,
          104.884,
          104.551,
          104.12,
          105.026,
          105.111,
          105.418
         ],
         "decreasing": {
          "fillcolor": "#3480eb",
          "line": {
           "color": "#3480eb"
          }
         },
         "high": [
          106.374,
          106.497,
          106.578,
          106.702,
          105.881,
          105.737,
          105.478,
          106.382,
          106.046,
          105.988,
          106.05,
          105.934,
          105.75,
          105.815,
          105.222,
          104.832,
          104.378,
          105.078,
          105.178,
          105.43
         ],
         "increasing": {
          "fillcolor": "#3480eb",
          "line": {
           "color": "#3480eb"
          }
         },
         "line": {
          "width": 1
         },
         "low": [
          105.98,
          106.248,
          106.284,
          105.604,
          105.203,
          105.238,
          105.336,
          105.9,
          105.862,
          105.882,
          105.916,
          105.546,
          105.66,
          105.384,
          104.854,
          104.526,
          104.001,
          104.538,
          104.878,
          105.092
         ],
         "opacity": 1,
         "open": [
          105.988,
          106.336,
          106.42,
          106.092,
          105.861,
          105.542,
          105.404,
          106.294,
          105.988,
          105.986,
          106,
          105.932,
          105.727,
          105.791,
          105.195,
          104.739,
          104.294,
          104.55,
          104.926,
          105.176
         ],
         "type": "candlestick",
         "x": [
          "2020-08-25T05:00:00+00:00",
          "2020-08-25T09:00:00+00:00",
          "2020-08-25T13:00:00+00:00",
          "2020-08-27T13:00:00+00:00",
          "2020-08-28T09:00:00+00:00",
          "2020-08-28T13:00:00+00:00",
          "2020-08-28T17:00:00+00:00",
          "2020-09-08T09:00:00+00:00",
          "2020-09-08T13:00:00+00:00",
          "2020-09-09T01:00:00+00:00",
          "2020-09-14T09:00:00+00:00",
          "2020-09-14T13:00:00+00:00",
          "2020-09-14T21:00:00+00:00",
          "2020-09-15T09:00:00+00:00",
          "2020-09-16T09:00:00+00:00",
          "2020-09-17T09:00:00+00:00",
          "2020-09-21T05:00:00+00:00",
          "2020-09-22T13:00:00+00:00",
          "2020-09-22T21:00:00+00:00",
          "2020-09-23T13:00:00+00:00"
         ]
        }
       ],
       "layout": {
        "font": {
         "color": "#e1e1e1",
         "size": 10
        },
        "height": 400,
        "margin": {
         "b": 10,
         "l": 10,
         "r": 10,
         "t": 10
        },
        "paper_bgcolor": "#1e1e1e",
        "plot_bgcolor": "#1e1e1e",
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "width": 1000,
        "xaxis": {
         "fixedrange": true,
         "gridcolor": "#1f292f",
         "rangebreaks": [
          {
           "bounds": [
            "sat",
            "mon"
           ]
          }
         ],
         "rangeslider": {
          "visible": false
         },
         "showgrid": true
        },
        "yaxis": {
         "gridcolor": "#1f292f",
         "showgrid": true
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_plot = df.iloc[1000:1150]\n",
    "plot_candles(df_plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['EMA_LONG'] = df.mid_c.ewm(span=26, min_periods=26).mean()\n",
    "df['EMA_SHORT'] = df.mid_c.ewm(span=12, min_periods=12).mean()\n",
    "df['MACD'] = df.EMA_SHORT - df.EMA_LONG\n",
    "df['SIGNAL'] = df.MACD.ewm(span=9).mean()\n",
    "df['HIST'] = df.MACD - df.SIGNAL\n",
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>mid_o</th>\n",
       "      <th>mid_h</th>\n",
       "      <th>mid_l</th>\n",
       "      <th>mid_c</th>\n",
       "      <th>TP</th>\n",
       "      <th>MA_TP</th>\n",
       "      <th>STD_TP</th>\n",
       "      <th>BB_UPPER</th>\n",
       "      <th>BB_LOWER</th>\n",
       "      <th>BB_SIGNAL</th>\n",
       "      <th>EMA_LONG</th>\n",
       "      <th>EMA_SHORT</th>\n",
       "      <th>MACD</th>\n",
       "      <th>SIGNAL</th>\n",
       "      <th>HIST</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2020-01-08 02:00:00+00:00</td>\n",
       "      <td>108.030</td>\n",
       "      <td>108.461</td>\n",
       "      <td>108.007</td>\n",
       "      <td>108.305</td>\n",
       "      <td>108.257667</td>\n",
       "      <td>108.223183</td>\n",
       "      <td>0.187500</td>\n",
       "      <td>108.598184</td>\n",
       "      <td>107.848183</td>\n",
       "      <td>0</td>\n",
       "      <td>108.311917</td>\n",
       "      <td>108.318809</td>\n",
       "      <td>0.006892</td>\n",
       "      <td>0.006892</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2020-01-08 06:00:00+00:00</td>\n",
       "      <td>108.308</td>\n",
       "      <td>108.489</td>\n",
       "      <td>108.276</td>\n",
       "      <td>108.449</td>\n",
       "      <td>108.404667</td>\n",
       "      <td>108.226717</td>\n",
       "      <td>0.190343</td>\n",
       "      <td>108.607402</td>\n",
       "      <td>107.846031</td>\n",
       "      <td>0</td>\n",
       "      <td>108.323524</td>\n",
       "      <td>108.339061</td>\n",
       "      <td>0.015537</td>\n",
       "      <td>0.011695</td>\n",
       "      <td>0.003842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2020-01-08 10:00:00+00:00</td>\n",
       "      <td>108.446</td>\n",
       "      <td>108.816</td>\n",
       "      <td>108.424</td>\n",
       "      <td>108.670</td>\n",
       "      <td>108.636667</td>\n",
       "      <td>108.252400</td>\n",
       "      <td>0.209320</td>\n",
       "      <td>108.671041</td>\n",
       "      <td>107.833759</td>\n",
       "      <td>0</td>\n",
       "      <td>108.352554</td>\n",
       "      <td>108.390453</td>\n",
       "      <td>0.037899</td>\n",
       "      <td>0.022434</td>\n",
       "      <td>0.015465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2020-01-08 14:00:00+00:00</td>\n",
       "      <td>108.673</td>\n",
       "      <td>109.134</td>\n",
       "      <td>108.616</td>\n",
       "      <td>109.096</td>\n",
       "      <td>108.948667</td>\n",
       "      <td>108.297567</td>\n",
       "      <td>0.254806</td>\n",
       "      <td>108.807179</td>\n",
       "      <td>107.787955</td>\n",
       "      <td>-1</td>\n",
       "      <td>108.414245</td>\n",
       "      <td>108.499860</td>\n",
       "      <td>0.085614</td>\n",
       "      <td>0.043837</td>\n",
       "      <td>0.041778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2020-01-08 18:00:00+00:00</td>\n",
       "      <td>109.099</td>\n",
       "      <td>109.246</td>\n",
       "      <td>109.000</td>\n",
       "      <td>109.134</td>\n",
       "      <td>109.126667</td>\n",
       "      <td>108.348550</td>\n",
       "      <td>0.310577</td>\n",
       "      <td>108.969704</td>\n",
       "      <td>107.727396</td>\n",
       "      <td>-1</td>\n",
       "      <td>108.473443</td>\n",
       "      <td>108.598074</td>\n",
       "      <td>0.124630</td>\n",
       "      <td>0.067871</td>\n",
       "      <td>0.056759</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        time    mid_o    mid_h    mid_l    mid_c          TP  \\\n",
       "25 2020-01-08 02:00:00+00:00  108.030  108.461  108.007  108.305  108.257667   \n",
       "26 2020-01-08 06:00:00+00:00  108.308  108.489  108.276  108.449  108.404667   \n",
       "27 2020-01-08 10:00:00+00:00  108.446  108.816  108.424  108.670  108.636667   \n",
       "28 2020-01-08 14:00:00+00:00  108.673  109.134  108.616  109.096  108.948667   \n",
       "29 2020-01-08 18:00:00+00:00  109.099  109.246  109.000  109.134  109.126667   \n",
       "\n",
       "         MA_TP    STD_TP    BB_UPPER    BB_LOWER  BB_SIGNAL    EMA_LONG  \\\n",
       "25  108.223183  0.187500  108.598184  107.848183          0  108.311917   \n",
       "26  108.226717  0.190343  108.607402  107.846031          0  108.323524   \n",
       "27  108.252400  0.209320  108.671041  107.833759          0  108.352554   \n",
       "28  108.297567  0.254806  108.807179  107.787955         -1  108.414245   \n",
       "29  108.348550  0.310577  108.969704  107.727396         -1  108.473443   \n",
       "\n",
       "     EMA_SHORT      MACD    SIGNAL      HIST  \n",
       "25  108.318809  0.006892  0.006892  0.000000  \n",
       "26  108.339061  0.015537  0.011695  0.003842  \n",
       "27  108.390453  0.037899  0.022434  0.015465  \n",
       "28  108.499860  0.085614  0.043837  0.041778  \n",
       "29  108.598074  0.124630  0.067871  0.056759  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "line": {
          "color": "#03adfc",
          "shape": "spline",
          "width": 2
         },
         "mode": "lines",
         "name": "SIGNAL",
         "type": "scatter",
         "x": [
          "2020-08-27T17:00:00+00:00",
          "2020-08-27T21:00:00+00:00",
          "2020-08-28T01:00:00+00:00",
          "2020-08-28T05:00:00+00:00",
          "2020-08-28T09:00:00+00:00",
          "2020-08-28T13:00:00+00:00",
          "2020-08-28T17:00:00+00:00",
          "2020-08-30T21:00:00+00:00",
          "2020-08-31T01:00:00+00:00",
          "2020-08-31T05:00:00+00:00",
          "2020-08-31T09:00:00+00:00",
          "2020-08-31T13:00:00+00:00",
          "2020-08-31T17:00:00+00:00",
          "2020-08-31T21:00:00+00:00",
          "2020-09-01T01:00:00+00:00",
          "2020-09-01T05:00:00+00:00",
          "2020-09-01T09:00:00+00:00",
          "2020-09-01T13:00:00+00:00",
          "2020-09-01T17:00:00+00:00",
          "2020-09-01T21:00:00+00:00",
          "2020-09-02T01:00:00+00:00",
          "2020-09-02T05:00:00+00:00",
          "2020-09-02T09:00:00+00:00",
          "2020-09-02T13:00:00+00:00",
          "2020-09-02T17:00:00+00:00",
          "2020-09-02T21:00:00+00:00",
          "2020-09-03T01:00:00+00:00",
          "2020-09-03T05:00:00+00:00",
          "2020-09-03T09:00:00+00:00",
          "2020-09-03T13:00:00+00:00",
          "2020-09-03T17:00:00+00:00",
          "2020-09-03T21:00:00+00:00",
          "2020-09-04T01:00:00+00:00",
          "2020-09-04T05:00:00+00:00",
          "2020-09-04T09:00:00+00:00",
          "2020-09-04T13:00:00+00:00",
          "2020-09-04T17:00:00+00:00",
          "2020-09-06T21:00:00+00:00",
          "2020-09-07T01:00:00+00:00",
          "2020-09-07T05:00:00+00:00",
          "2020-09-07T09:00:00+00:00",
          "2020-09-07T13:00:00+00:00",
          "2020-09-07T17:00:00+00:00",
          "2020-09-07T21:00:00+00:00",
          "2020-09-08T01:00:00+00:00",
          "2020-09-08T05:00:00+00:00",
          "2020-09-08T09:00:00+00:00",
          "2020-09-08T13:00:00+00:00",
          "2020-09-08T17:00:00+00:00",
          "2020-09-08T21:00:00+00:00",
          "2020-09-09T01:00:00+00:00",
          "2020-09-09T05:00:00+00:00",
          "2020-09-09T09:00:00+00:00",
          "2020-09-09T13:00:00+00:00",
          "2020-09-09T17:00:00+00:00",
          "2020-09-09T21:00:00+00:00",
          "2020-09-10T01:00:00+00:00",
          "2020-09-10T05:00:00+00:00",
          "2020-09-10T09:00:00+00:00",
          "2020-09-10T13:00:00+00:00",
          "2020-09-10T17:00:00+00:00",
          "2020-09-10T21:00:00+00:00",
          "2020-09-11T01:00:00+00:00",
          "2020-09-11T05:00:00+00:00",
          "2020-09-11T09:00:00+00:00",
          "2020-09-11T13:00:00+00:00",
          "2020-09-11T17:00:00+00:00",
          "2020-09-13T21:00:00+00:00",
          "2020-09-14T01:00:00+00:00",
          "2020-09-14T05:00:00+00:00",
          "2020-09-14T09:00:00+00:00",
          "2020-09-14T13:00:00+00:00",
          "2020-09-14T17:00:00+00:00",
          "2020-09-14T21:00:00+00:00",
          "2020-09-15T01:00:00+00:00",
          "2020-09-15T05:00:00+00:00",
          "2020-09-15T09:00:00+00:00",
          "2020-09-15T13:00:00+00:00",
          "2020-09-15T17:00:00+00:00",
          "2020-09-15T21:00:00+00:00",
          "2020-09-16T01:00:00+00:00",
          "2020-09-16T05:00:00+00:00",
          "2020-09-16T09:00:00+00:00",
          "2020-09-16T13:00:00+00:00",
          "2020-09-16T17:00:00+00:00",
          "2020-09-16T21:00:00+00:00",
          "2020-09-17T01:00:00+00:00",
          "2020-09-17T05:00:00+00:00",
          "2020-09-17T09:00:00+00:00",
          "2020-09-17T13:00:00+00:00",
          "2020-09-17T17:00:00+00:00",
          "2020-09-17T21:00:00+00:00",
          "2020-09-18T01:00:00+00:00",
          "2020-09-18T05:00:00+00:00",
          "2020-09-18T09:00:00+00:00",
          "2020-09-18T13:00:00+00:00",
          "2020-09-18T17:00:00+00:00",
          "2020-09-20T21:00:00+00:00",
          "2020-09-21T01:00:00+00:00",
          "2020-09-21T05:00:00+00:00",
          "2020-09-21T09:00:00+00:00",
          "2020-09-21T13:00:00+00:00",
          "2020-09-21T17:00:00+00:00",
          "2020-09-21T21:00:00+00:00",
          "2020-09-22T01:00:00+00:00",
          "2020-09-22T05:00:00+00:00",
          "2020-09-22T09:00:00+00:00",
          "2020-09-22T13:00:00+00:00",
          "2020-09-22T17:00:00+00:00",
          "2020-09-22T21:00:00+00:00",
          "2020-09-23T01:00:00+00:00",
          "2020-09-23T05:00:00+00:00",
          "2020-09-23T09:00:00+00:00",
          "2020-09-23T13:00:00+00:00",
          "2020-09-23T17:00:00+00:00",
          "2020-09-23T21:00:00+00:00",
          "2020-09-24T01:00:00+00:00",
          "2020-09-24T05:00:00+00:00",
          "2020-09-24T09:00:00+00:00",
          "2020-09-24T13:00:00+00:00",
          "2020-09-24T17:00:00+00:00",
          "2020-09-24T21:00:00+00:00",
          "2020-09-25T01:00:00+00:00",
          "2020-09-25T05:00:00+00:00",
          "2020-09-25T09:00:00+00:00",
          "2020-09-25T13:00:00+00:00",
          "2020-09-25T17:00:00+00:00",
          "2020-09-27T21:00:00+00:00",
          "2020-09-28T01:00:00+00:00",
          "2020-09-28T05:00:00+00:00",
          "2020-09-28T09:00:00+00:00",
          "2020-09-28T13:00:00+00:00",
          "2020-09-28T17:00:00+00:00",
          "2020-09-28T21:00:00+00:00",
          "2020-09-29T01:00:00+00:00",
          "2020-09-29T05:00:00+00:00",
          "2020-09-29T09:00:00+00:00",
          "2020-09-29T13:00:00+00:00",
          "2020-09-29T17:00:00+00:00",
          "2020-09-29T21:00:00+00:00",
          "2020-09-30T01:00:00+00:00",
          "2020-09-30T05:00:00+00:00",
          "2020-09-30T09:00:00+00:00",
          "2020-09-30T13:00:00+00:00",
          "2020-09-30T17:00:00+00:00",
          "2020-09-30T21:00:00+00:00",
          "2020-10-01T01:00:00+00:00",
          "2020-10-01T05:00:00+00:00",
          "2020-10-01T09:00:00+00:00",
          "2020-10-01T13:00:00+00:00",
          "2020-10-01T17:00:00+00:00",
          "2020-10-01T21:00:00+00:00",
          "2020-10-02T01:00:00+00:00",
          "2020-10-02T05:00:00+00:00",
          "2020-10-02T09:00:00+00:00",
          "2020-10-02T13:00:00+00:00",
          "2020-10-02T17:00:00+00:00",
          "2020-10-04T21:00:00+00:00",
          "2020-10-05T01:00:00+00:00",
          "2020-10-05T05:00:00+00:00",
          "2020-10-05T09:00:00+00:00",
          "2020-10-05T13:00:00+00:00",
          "2020-10-05T17:00:00+00:00",
          "2020-10-05T21:00:00+00:00",
          "2020-10-06T01:00:00+00:00",
          "2020-10-06T05:00:00+00:00",
          "2020-10-06T09:00:00+00:00",
          "2020-10-06T13:00:00+00:00",
          "2020-10-06T17:00:00+00:00",
          "2020-10-06T21:00:00+00:00",
          "2020-10-07T01:00:00+00:00",
          "2020-10-07T05:00:00+00:00",
          "2020-10-07T09:00:00+00:00",
          "2020-10-07T13:00:00+00:00",
          "2020-10-07T17:00:00+00:00",
          "2020-10-07T21:00:00+00:00",
          "2020-10-08T01:00:00+00:00",
          "2020-10-08T05:00:00+00:00",
          "2020-10-08T09:00:00+00:00",
          "2020-10-08T13:00:00+00:00",
          "2020-10-08T17:00:00+00:00",
          "2020-10-08T21:00:00+00:00",
          "2020-10-09T01:00:00+00:00",
          "2020-10-09T05:00:00+00:00",
          "2020-10-09T09:00:00+00:00",
          "2020-10-09T13:00:00+00:00",
          "2020-10-09T17:00:00+00:00",
          "2020-10-11T21:00:00+00:00",
          "2020-10-12T01:00:00+00:00",
          "2020-10-12T05:00:00+00:00",
          "2020-10-12T09:00:00+00:00",
          "2020-10-12T13:00:00+00:00",
          "2020-10-12T17:00:00+00:00",
          "2020-10-12T21:00:00+00:00",
          "2020-10-13T01:00:00+00:00",
          "2020-10-13T05:00:00+00:00",
          "2020-10-13T09:00:00+00:00",
          "2020-10-13T13:00:00+00:00",
          "2020-10-13T17:00:00+00:00",
          "2020-10-13T21:00:00+00:00"
         ],
         "y": [
          0.07118621118945544,
          0.08158388334925579,
          0.09436364087121846,
          0.0943497241156107,
          0.0809653456732387,
          0.0575160063069719,
          0.028313856786962383,
          -0.0024214829555032715,
          -0.02825720563619011,
          -0.046172988671792814,
          -0.056436989597109084,
          -0.06395056524331669,
          -0.06779660868015712,
          -0.07032794678297218,
          -0.07268357505102002,
          -0.075038785701341,
          -0.07524852974075846,
          -0.07133046532286498,
          -0.06584120475802899,
          -0.05822848629649326,
          -0.04955118234601399,
          -0.03805966939053393,
          -0.02608573512955503,
          -0.013962852478510517,
          -0.002190745078124428,
          0.009515194985371362,
          0.021533504657775655,
          0.032462234877934884,
          0.044199039447245715,
          0.05127504607120232,
          0.05631403244810113,
          0.05867862272914804,
          0.059204983664205645,
          0.05953345433072472,
          0.06312686379266849,
          0.06565835390948142,
          0.06700258374935485,
          0.06924614932432983,
          0.0700389323798855,
          0.06890752595282516,
          0.06663187499961051,
          0.06505831145888893,
          0.06342824122509787,
          0.06189509186550962,
          0.06017053642913832,
          0.058598362912978215,
          0.0522523242253445,
          0.042202339425880066,
          0.031856883698122236,
          0.02103013815329016,
          0.009129045735938418,
          -0.001454324311226348,
          -0.007622320028597124,
          -0.00956532620244429,
          -0.009853342991288611,
          -0.009018625170421238,
          -0.00873189109209265,
          -0.009549563901301676,
          -0.01137773438700211,
          -0.011436015882334371,
          -0.011041884927239948,
          -0.010343730503591383,
          -0.008973456119573162,
          -0.006180298238376591,
          -0.003872084793201109,
          -0.001884273728313608,
          -0.00006955904028010769,
          0.0011109211579114948,
          0.00040951770842102895,
          -0.002297117060691079,
          -0.00715050714865604,
          -0.017561912583657146,
          -0.02959481085705554,
          -0.04229678960774658,
          -0.05508664261572274,
          -0.06539652333641126,
          -0.07963685155814412,
          -0.09455115963658497,
          -0.10908202433075836,
          -0.1239257349668788,
          -0.1386867141031449,
          -0.15396520800476912,
          -0.17339400616333392,
          -0.19369135658822292,
          -0.21224584993476991,
          -0.22667205862387832,
          -0.23688686414656845,
          -0.24871542861641754,
          -0.26338390487895813,
          -0.2740437586550609,
          -0.28234784814790975,
          -0.2880008217789331,
          -0.290193792954588,
          -0.29467478052858836,
          -0.30103945360644413,
          -0.3077564607678581,
          -0.3105455915702998,
          -0.311997146079304,
          -0.31429607066128323,
          -0.31904936660286126,
          -0.32366266699031576,
          -0.3179870389372324,
          -0.3069988116479947,
          -0.29238156014465455,
          -0.2774881458277631,
          -0.26228274429659204,
          -0.24716086414888191,
          -0.22471046151615937,
          -0.1997992158421986,
          -0.17137213563449388,
          -0.14247917784812372,
          -0.11437241383293621,
          -0.08642356764245912,
          -0.055964926116442326,
          -0.025769281996031693,
          0.0027852115390477783,
          0.02960556268366965,
          0.05225414677100214,
          0.07200265673517672,
          0.08954777349188199,
          0.10372646610966738,
          0.11644281562882748,
          0.1253641492922794,
          0.13195116002952587,
          0.1374181907971059,
          0.14340224859577652,
          0.14859119951258862,
          0.14960786219438468,
          0.1461792362870013,
          0.14030553869313897,
          0.1353922850700665,
          0.13211489387486627,
          0.12907938819825168,
          0.12403420904009754,
          0.12050320584587579,
          0.1196026488230566,
          0.1196148732471574,
          0.12018121473770038,
          0.1208869867108648,
          0.12337788379087741,
          0.12194910198257176,
          0.12038129153681554,
          0.11856606336665676,
          0.11433065128844042,
          0.10881098451345651,
          0.10182572528194875,
          0.09309869354103223,
          0.08588650076629718,
          0.07958274023943443,
          0.07361452984372362,
          0.0676028564174146,
          0.06202813637907979,
          0.056941969289340144,
          0.04677863281985965,
          0.03389109470148334,
          0.02254285419809224,
          0.011841390951686683,
          0.005796693538641141,
          0.0031180176666476458,
          0.0038789941050284263,
          0.005917515690224629,
          0.01133272423433857,
          0.018363218004551346,
          0.025102290378662788,
          0.03019522750738939,
          0.03267615329948338,
          0.03529373877455814,
          0.0370135081997652,
          0.03818748248264565,
          0.03931750792193119,
          0.04135603700790573,
          0.04797484255394492,
          0.05557226612028227,
          0.0642473123588412,
          0.07306041639572546,
          0.08260788871818266,
          0.09082601979025903,
          0.09760503547019467,
          0.10304780242318487,
          0.10754766375280908,
          0.11126269654509259,
          0.11244203407005308,
          0.11054927359921289,
          0.10665801117597308,
          0.1013633367587656,
          0.09269880678941414,
          0.0809525106791311,
          0.06765801311267,
          0.05192558968972789,
          0.0371105236194985,
          0.019924880382304163,
          0.0012473538246714187,
          -0.01702204089506173,
          -0.03386361937576889,
          -0.04765364369086191,
          -0.05861973273876304,
          -0.06557574320131666,
          -0.06931275515717791,
          -0.0716355480372984,
          -0.07347293913939167
         ]
        },
        {
         "line": {
          "color": "#fc4a03",
          "shape": "spline",
          "width": 2
         },
         "mode": "lines",
         "name": "MACD",
         "type": "scatter",
         "x": [
          "2020-08-27T17:00:00+00:00",
          "2020-08-27T21:00:00+00:00",
          "2020-08-28T01:00:00+00:00",
          "2020-08-28T05:00:00+00:00",
          "2020-08-28T09:00:00+00:00",
          "2020-08-28T13:00:00+00:00",
          "2020-08-28T17:00:00+00:00",
          "2020-08-30T21:00:00+00:00",
          "2020-08-31T01:00:00+00:00",
          "2020-08-31T05:00:00+00:00",
          "2020-08-31T09:00:00+00:00",
          "2020-08-31T13:00:00+00:00",
          "2020-08-31T17:00:00+00:00",
          "2020-08-31T21:00:00+00:00",
          "2020-09-01T01:00:00+00:00",
          "2020-09-01T05:00:00+00:00",
          "2020-09-01T09:00:00+00:00",
          "2020-09-01T13:00:00+00:00",
          "2020-09-01T17:00:00+00:00",
          "2020-09-01T21:00:00+00:00",
          "2020-09-02T01:00:00+00:00",
          "2020-09-02T05:00:00+00:00",
          "2020-09-02T09:00:00+00:00",
          "2020-09-02T13:00:00+00:00",
          "2020-09-02T17:00:00+00:00",
          "2020-09-02T21:00:00+00:00",
          "2020-09-03T01:00:00+00:00",
          "2020-09-03T05:00:00+00:00",
          "2020-09-03T09:00:00+00:00",
          "2020-09-03T13:00:00+00:00",
          "2020-09-03T17:00:00+00:00",
          "2020-09-03T21:00:00+00:00",
          "2020-09-04T01:00:00+00:00",
          "2020-09-04T05:00:00+00:00",
          "2020-09-04T09:00:00+00:00",
          "2020-09-04T13:00:00+00:00",
          "2020-09-04T17:00:00+00:00",
          "2020-09-06T21:00:00+00:00",
          "2020-09-07T01:00:00+00:00",
          "2020-09-07T05:00:00+00:00",
          "2020-09-07T09:00:00+00:00",
          "2020-09-07T13:00:00+00:00",
          "2020-09-07T17:00:00+00:00",
          "2020-09-07T21:00:00+00:00",
          "2020-09-08T01:00:00+00:00",
          "2020-09-08T05:00:00+00:00",
          "2020-09-08T09:00:00+00:00",
          "2020-09-08T13:00:00+00:00",
          "2020-09-08T17:00:00+00:00",
          "2020-09-08T21:00:00+00:00",
          "2020-09-09T01:00:00+00:00",
          "2020-09-09T05:00:00+00:00",
          "2020-09-09T09:00:00+00:00",
          "2020-09-09T13:00:00+00:00",
          "2020-09-09T17:00:00+00:00",
          "2020-09-09T21:00:00+00:00",
          "2020-09-10T01:00:00+00:00",
          "2020-09-10T05:00:00+00:00",
          "2020-09-10T09:00:00+00:00",
          "2020-09-10T13:00:00+00:00",
          "2020-09-10T17:00:00+00:00",
          "2020-09-10T21:00:00+00:00",
          "2020-09-11T01:00:00+00:00",
          "2020-09-11T05:00:00+00:00",
          "2020-09-11T09:00:00+00:00",
          "2020-09-11T13:00:00+00:00",
          "2020-09-11T17:00:00+00:00",
          "2020-09-13T21:00:00+00:00",
          "2020-09-14T01:00:00+00:00",
          "2020-09-14T05:00:00+00:00",
          "2020-09-14T09:00:00+00:00",
          "2020-09-14T13:00:00+00:00",
          "2020-09-14T17:00:00+00:00",
          "2020-09-14T21:00:00+00:00",
          "2020-09-15T01:00:00+00:00",
          "2020-09-15T05:00:00+00:00",
          "2020-09-15T09:00:00+00:00",
          "2020-09-15T13:00:00+00:00",
          "2020-09-15T17:00:00+00:00",
          "2020-09-15T21:00:00+00:00",
          "2020-09-16T01:00:00+00:00",
          "2020-09-16T05:00:00+00:00",
          "2020-09-16T09:00:00+00:00",
          "2020-09-16T13:00:00+00:00",
          "2020-09-16T17:00:00+00:00",
          "2020-09-16T21:00:00+00:00",
          "2020-09-17T01:00:00+00:00",
          "2020-09-17T05:00:00+00:00",
          "2020-09-17T09:00:00+00:00",
          "2020-09-17T13:00:00+00:00",
          "2020-09-17T17:00:00+00:00",
          "2020-09-17T21:00:00+00:00",
          "2020-09-18T01:00:00+00:00",
          "2020-09-18T05:00:00+00:00",
          "2020-09-18T09:00:00+00:00",
          "2020-09-18T13:00:00+00:00",
          "2020-09-18T17:00:00+00:00",
          "2020-09-20T21:00:00+00:00",
          "2020-09-21T01:00:00+00:00",
          "2020-09-21T05:00:00+00:00",
          "2020-09-21T09:00:00+00:00",
          "2020-09-21T13:00:00+00:00",
          "2020-09-21T17:00:00+00:00",
          "2020-09-21T21:00:00+00:00",
          "2020-09-22T01:00:00+00:00",
          "2020-09-22T05:00:00+00:00",
          "2020-09-22T09:00:00+00:00",
          "2020-09-22T13:00:00+00:00",
          "2020-09-22T17:00:00+00:00",
          "2020-09-22T21:00:00+00:00",
          "2020-09-23T01:00:00+00:00",
          "2020-09-23T05:00:00+00:00",
          "2020-09-23T09:00:00+00:00",
          "2020-09-23T13:00:00+00:00",
          "2020-09-23T17:00:00+00:00",
          "2020-09-23T21:00:00+00:00",
          "2020-09-24T01:00:00+00:00",
          "2020-09-24T05:00:00+00:00",
          "2020-09-24T09:00:00+00:00",
          "2020-09-24T13:00:00+00:00",
          "2020-09-24T17:00:00+00:00",
          "2020-09-24T21:00:00+00:00",
          "2020-09-25T01:00:00+00:00",
          "2020-09-25T05:00:00+00:00",
          "2020-09-25T09:00:00+00:00",
          "2020-09-25T13:00:00+00:00",
          "2020-09-25T17:00:00+00:00",
          "2020-09-27T21:00:00+00:00",
          "2020-09-28T01:00:00+00:00",
          "2020-09-28T05:00:00+00:00",
          "2020-09-28T09:00:00+00:00",
          "2020-09-28T13:00:00+00:00",
          "2020-09-28T17:00:00+00:00",
          "2020-09-28T21:00:00+00:00",
          "2020-09-29T01:00:00+00:00",
          "2020-09-29T05:00:00+00:00",
          "2020-09-29T09:00:00+00:00",
          "2020-09-29T13:00:00+00:00",
          "2020-09-29T17:00:00+00:00",
          "2020-09-29T21:00:00+00:00",
          "2020-09-30T01:00:00+00:00",
          "2020-09-30T05:00:00+00:00",
          "2020-09-30T09:00:00+00:00",
          "2020-09-30T13:00:00+00:00",
          "2020-09-30T17:00:00+00:00",
          "2020-09-30T21:00:00+00:00",
          "2020-10-01T01:00:00+00:00",
          "2020-10-01T05:00:00+00:00",
          "2020-10-01T09:00:00+00:00",
          "2020-10-01T13:00:00+00:00",
          "2020-10-01T17:00:00+00:00",
          "2020-10-01T21:00:00+00:00",
          "2020-10-02T01:00:00+00:00",
          "2020-10-02T05:00:00+00:00",
          "2020-10-02T09:00:00+00:00",
          "2020-10-02T13:00:00+00:00",
          "2020-10-02T17:00:00+00:00",
          "2020-10-04T21:00:00+00:00",
          "2020-10-05T01:00:00+00:00",
          "2020-10-05T05:00:00+00:00",
          "2020-10-05T09:00:00+00:00",
          "2020-10-05T13:00:00+00:00",
          "2020-10-05T17:00:00+00:00",
          "2020-10-05T21:00:00+00:00",
          "2020-10-06T01:00:00+00:00",
          "2020-10-06T05:00:00+00:00",
          "2020-10-06T09:00:00+00:00",
          "2020-10-06T13:00:00+00:00",
          "2020-10-06T17:00:00+00:00",
          "2020-10-06T21:00:00+00:00",
          "2020-10-07T01:00:00+00:00",
          "2020-10-07T05:00:00+00:00",
          "2020-10-07T09:00:00+00:00",
          "2020-10-07T13:00:00+00:00",
          "2020-10-07T17:00:00+00:00",
          "2020-10-07T21:00:00+00:00",
          "2020-10-08T01:00:00+00:00",
          "2020-10-08T05:00:00+00:00",
          "2020-10-08T09:00:00+00:00",
          "2020-10-08T13:00:00+00:00",
          "2020-10-08T17:00:00+00:00",
          "2020-10-08T21:00:00+00:00",
          "2020-10-09T01:00:00+00:00",
          "2020-10-09T05:00:00+00:00",
          "2020-10-09T09:00:00+00:00",
          "2020-10-09T13:00:00+00:00",
          "2020-10-09T17:00:00+00:00",
          "2020-10-11T21:00:00+00:00",
          "2020-10-12T01:00:00+00:00",
          "2020-10-12T05:00:00+00:00",
          "2020-10-12T09:00:00+00:00",
          "2020-10-12T13:00:00+00:00",
          "2020-10-12T17:00:00+00:00",
          "2020-10-12T21:00:00+00:00",
          "2020-10-13T01:00:00+00:00",
          "2020-10-13T05:00:00+00:00",
          "2020-10-13T09:00:00+00:00",
          "2020-10-13T13:00:00+00:00",
          "2020-10-13T17:00:00+00:00",
          "2020-10-13T21:00:00+00:00"
         ],
         "y": [
          0.09779696825523843,
          0.12317457198845716,
          0.14548267095906908,
          0.09429405709317962,
          0.027427831903750644,
          -0.036281351158095276,
          -0.08849474129307566,
          -0.12536284192536584,
          -0.13160009635893744,
          -0.11783612081420358,
          -0.09749299329837413,
          -0.0940048678281471,
          -0.0831807824275188,
          -0.08045329919423239,
          -0.08210608812321141,
          -0.08445962830262488,
          -0.07608750589842828,
          -0.055658207651291036,
          -0.04388416249868499,
          -0.027777612450350375,
          -0.014841966544096863,
          0.007906382431386305,
          0.021810001914360555,
          0.03452867812566751,
          0.04489768452341991,
          0.056338955239354505,
          0.06960674334739281,
          0.07617715575857176,
          0.09114625772448903,
          0.07957907256702867,
          0.07646997795569632,
          0.06813698385333566,
          0.06131042740443604,
          0.060847336996801005,
          0.07750050164044353,
          0.07578431437673316,
          0.07237950310884855,
          0.07822041162422977,
          0.0732100646021081,
          0.06438190024458379,
          0.057529271186751885,
          0.05876405729600265,
          0.05690796028993361,
          0.05576249442715664,
          0.05327231468365312,
          0.052309668848337765,
          0.026868169474809633,
          0.0020024002280223385,
          -0.00952493921290909,
          -0.022276844026038134,
          -0.03847532393346853,
          -0.0437878044998854,
          -0.03229430289808022,
          -0.017337350897832948,
          -0.011005410146665895,
          -0.005679753886951744,
          -0.007584954778778297,
          -0.012820255138137782,
          -0.01869041632980384,
          -0.011669141863663413,
          -0.009465361106862247,
          -0.007551112808997118,
          -0.003492358583500277,
          0.004992333286409689,
          0.005360768987500819,
          0.006066970531236393,
          0.0071892997118538915,
          0.005832841950677903,
          -0.0023960960895408334,
          -0.013123656137139506,
          -0.026564067500515876,
          -0.05920753432366155,
          -0.07772640395064911,
          -0.09310470461051068,
          -0.10624605464762737,
          -0.10663604621916534,
          -0.13659816444507555,
          -0.1542083919503483,
          -0.16720548310745187,
          -0.18330057751136053,
          -0.19773063064820917,
          -0.215079183611266,
          -0.2511091987975931,
          -0.2748807582877788,
          -0.28646382332095754,
          -0.2843768933803119,
          -0.2777460862373289,
          -0.29602968649581385,
          -0.32205780992912025,
          -0.31668317375947197,
          -0.3155642061193049,
          -0.31061271630302656,
          -0.2989656776572076,
          -0.31259873082458967,
          -0.3264981459178671,
          -0.33462448941351397,
          -0.3217021147800665,
          -0.3178033641153206,
          -0.32349176898920007,
          -0.3380625503691732,
          -0.34211586854013376,
          -0.2952845267248989,
          -0.26304590249104365,
          -0.23391255413129386,
          -0.21791448856019713,
          -0.2014611381719078,
          -0.18667334355804144,
          -0.13490885098526917,
          -0.10015423314635541,
          -0.057663814803674995,
          -0.026907346702643054,
          -0.0019453577721861848,
          0.025371817119449247,
          0.06586963998762485,
          0.0950132944856108,
          0.11700318567936563,
          0.1368869672621571,
          0.14284848312033205,
          0.15099669659187498,
          0.15972824051870305,
          0.16044123658080878,
          0.16730821370546778,
          0.16104948394608698,
          0.15829920297851174,
          0.1592863138674261,
          0.1673384797904589,
          0.16934700317983697,
          0.15367451292156886,
          0.13246473265746772,
          0.11681074831768967,
          0.11573927057777667,
          0.11900532909406536,
          0.11693736549179334,
          0.10385349240748099,
          0.1063791930689888,
          0.11600042073177974,
          0.11966377094356062,
          0.12244658069987224,
          0.12371007460352246,
          0.13334147211092784,
          0.11623397474934904,
          0.11411004975379058,
          0.11130515068602165,
          0.09738900297557507,
          0.08673231741352083,
          0.07388468835591766,
          0.0581905665773661,
          0.057037729667356984,
          0.05436769813198339,
          0.04974168826088032,
          0.04355616271217855,
          0.03972925622574053,
          0.03659730093038149,
          0.006125286941937702,
          -0.017659057772021924,
          -0.022850107815472143,
          -0.030964462033935547,
          -0.018382096113541024,
          -0.007596685821326332,
          0.0069228998585515455,
          0.014071602031009434,
          0.03299355841079432,
          0.04648519308540244,
          0.052058579875108535,
          0.05056697602229576,
          0.042599856467859354,
          0.045764080674857155,
          0.04389258590059342,
          0.04288337961416744,
          0.04383760967907335,
          0.049510153351803865,
          0.07445006473810167,
          0.08596196038563164,
          0.09894749731307684,
          0.10831283254326252,
          0.12079777800801139,
          0.12369854407856451,
          0.12472109818993715,
          0.1248188702351456,
          0.12554710907130584,
          0.12612282771422656,
          0.11715938416989502,
          0.10297823171585208,
          0.09109296148301382,
          0.08018463908993567,
          0.058040686912008255,
          0.03396732623799892,
          0.014480022846825591,
          -0.011004104002040549,
          -0.02214974066141906,
          -0.04881769256647317,
          -0.07346275240585953,
          -0.09009961977399428,
          -0.10122993329859753,
          -0.10281374095123397,
          -0.10248408893036753,
          -0.09339978505153113,
          -0.08426080298062288,
          -0.0809267195577803,
          -0.08082250354776477
         ]
        },
        {
         "name": "HIST",
         "type": "bar",
         "x": [
          "2020-08-27T17:00:00+00:00",
          "2020-08-27T21:00:00+00:00",
          "2020-08-28T01:00:00+00:00",
          "2020-08-28T05:00:00+00:00",
          "2020-08-28T09:00:00+00:00",
          "2020-08-28T13:00:00+00:00",
          "2020-08-28T17:00:00+00:00",
          "2020-08-30T21:00:00+00:00",
          "2020-08-31T01:00:00+00:00",
          "2020-08-31T05:00:00+00:00",
          "2020-08-31T09:00:00+00:00",
          "2020-08-31T13:00:00+00:00",
          "2020-08-31T17:00:00+00:00",
          "2020-08-31T21:00:00+00:00",
          "2020-09-01T01:00:00+00:00",
          "2020-09-01T05:00:00+00:00",
          "2020-09-01T09:00:00+00:00",
          "2020-09-01T13:00:00+00:00",
          "2020-09-01T17:00:00+00:00",
          "2020-09-01T21:00:00+00:00",
          "2020-09-02T01:00:00+00:00",
          "2020-09-02T05:00:00+00:00",
          "2020-09-02T09:00:00+00:00",
          "2020-09-02T13:00:00+00:00",
          "2020-09-02T17:00:00+00:00",
          "2020-09-02T21:00:00+00:00",
          "2020-09-03T01:00:00+00:00",
          "2020-09-03T05:00:00+00:00",
          "2020-09-03T09:00:00+00:00",
          "2020-09-03T13:00:00+00:00",
          "2020-09-03T17:00:00+00:00",
          "2020-09-03T21:00:00+00:00",
          "2020-09-04T01:00:00+00:00",
          "2020-09-04T05:00:00+00:00",
          "2020-09-04T09:00:00+00:00",
          "2020-09-04T13:00:00+00:00",
          "2020-09-04T17:00:00+00:00",
          "2020-09-06T21:00:00+00:00",
          "2020-09-07T01:00:00+00:00",
          "2020-09-07T05:00:00+00:00",
          "2020-09-07T09:00:00+00:00",
          "2020-09-07T13:00:00+00:00",
          "2020-09-07T17:00:00+00:00",
          "2020-09-07T21:00:00+00:00",
          "2020-09-08T01:00:00+00:00",
          "2020-09-08T05:00:00+00:00",
          "2020-09-08T09:00:00+00:00",
          "2020-09-08T13:00:00+00:00",
          "2020-09-08T17:00:00+00:00",
          "2020-09-08T21:00:00+00:00",
          "2020-09-09T01:00:00+00:00",
          "2020-09-09T05:00:00+00:00",
          "2020-09-09T09:00:00+00:00",
          "2020-09-09T13:00:00+00:00",
          "2020-09-09T17:00:00+00:00",
          "2020-09-09T21:00:00+00:00",
          "2020-09-10T01:00:00+00:00",
          "2020-09-10T05:00:00+00:00",
          "2020-09-10T09:00:00+00:00",
          "2020-09-10T13:00:00+00:00",
          "2020-09-10T17:00:00+00:00",
          "2020-09-10T21:00:00+00:00",
          "2020-09-11T01:00:00+00:00",
          "2020-09-11T05:00:00+00:00",
          "2020-09-11T09:00:00+00:00",
          "2020-09-11T13:00:00+00:00",
          "2020-09-11T17:00:00+00:00",
          "2020-09-13T21:00:00+00:00",
          "2020-09-14T01:00:00+00:00",
          "2020-09-14T05:00:00+00:00",
          "2020-09-14T09:00:00+00:00",
          "2020-09-14T13:00:00+00:00",
          "2020-09-14T17:00:00+00:00",
          "2020-09-14T21:00:00+00:00",
          "2020-09-15T01:00:00+00:00",
          "2020-09-15T05:00:00+00:00",
          "2020-09-15T09:00:00+00:00",
          "2020-09-15T13:00:00+00:00",
          "2020-09-15T17:00:00+00:00",
          "2020-09-15T21:00:00+00:00",
          "2020-09-16T01:00:00+00:00",
          "2020-09-16T05:00:00+00:00",
          "2020-09-16T09:00:00+00:00",
          "2020-09-16T13:00:00+00:00",
          "2020-09-16T17:00:00+00:00",
          "2020-09-16T21:00:00+00:00",
          "2020-09-17T01:00:00+00:00",
          "2020-09-17T05:00:00+00:00",
          "2020-09-17T09:00:00+00:00",
          "2020-09-17T13:00:00+00:00",
          "2020-09-17T17:00:00+00:00",
          "2020-09-17T21:00:00+00:00",
          "2020-09-18T01:00:00+00:00",
          "2020-09-18T05:00:00+00:00",
          "2020-09-18T09:00:00+00:00",
          "2020-09-18T13:00:00+00:00",
          "2020-09-18T17:00:00+00:00",
          "2020-09-20T21:00:00+00:00",
          "2020-09-21T01:00:00+00:00",
          "2020-09-21T05:00:00+00:00",
          "2020-09-21T09:00:00+00:00",
          "2020-09-21T13:00:00+00:00",
          "2020-09-21T17:00:00+00:00",
          "2020-09-21T21:00:00+00:00",
          "2020-09-22T01:00:00+00:00",
          "2020-09-22T05:00:00+00:00",
          "2020-09-22T09:00:00+00:00",
          "2020-09-22T13:00:00+00:00",
          "2020-09-22T17:00:00+00:00",
          "2020-09-22T21:00:00+00:00",
          "2020-09-23T01:00:00+00:00",
          "2020-09-23T05:00:00+00:00",
          "2020-09-23T09:00:00+00:00",
          "2020-09-23T13:00:00+00:00",
          "2020-09-23T17:00:00+00:00",
          "2020-09-23T21:00:00+00:00",
          "2020-09-24T01:00:00+00:00",
          "2020-09-24T05:00:00+00:00",
          "2020-09-24T09:00:00+00:00",
          "2020-09-24T13:00:00+00:00",
          "2020-09-24T17:00:00+00:00",
          "2020-09-24T21:00:00+00:00",
          "2020-09-25T01:00:00+00:00",
          "2020-09-25T05:00:00+00:00",
          "2020-09-25T09:00:00+00:00",
          "2020-09-25T13:00:00+00:00",
          "2020-09-25T17:00:00+00:00",
          "2020-09-27T21:00:00+00:00",
          "2020-09-28T01:00:00+00:00",
          "2020-09-28T05:00:00+00:00",
          "2020-09-28T09:00:00+00:00",
          "2020-09-28T13:00:00+00:00",
          "2020-09-28T17:00:00+00:00",
          "2020-09-28T21:00:00+00:00",
          "2020-09-29T01:00:00+00:00",
          "2020-09-29T05:00:00+00:00",
          "2020-09-29T09:00:00+00:00",
          "2020-09-29T13:00:00+00:00",
          "2020-09-29T17:00:00+00:00",
          "2020-09-29T21:00:00+00:00",
          "2020-09-30T01:00:00+00:00",
          "2020-09-30T05:00:00+00:00",
          "2020-09-30T09:00:00+00:00",
          "2020-09-30T13:00:00+00:00",
          "2020-09-30T17:00:00+00:00",
          "2020-09-30T21:00:00+00:00",
          "2020-10-01T01:00:00+00:00",
          "2020-10-01T05:00:00+00:00",
          "2020-10-01T09:00:00+00:00",
          "2020-10-01T13:00:00+00:00",
          "2020-10-01T17:00:00+00:00",
          "2020-10-01T21:00:00+00:00",
          "2020-10-02T01:00:00+00:00",
          "2020-10-02T05:00:00+00:00",
          "2020-10-02T09:00:00+00:00",
          "2020-10-02T13:00:00+00:00",
          "2020-10-02T17:00:00+00:00",
          "2020-10-04T21:00:00+00:00",
          "2020-10-05T01:00:00+00:00",
          "2020-10-05T05:00:00+00:00",
          "2020-10-05T09:00:00+00:00",
          "2020-10-05T13:00:00+00:00",
          "2020-10-05T17:00:00+00:00",
          "2020-10-05T21:00:00+00:00",
          "2020-10-06T01:00:00+00:00",
          "2020-10-06T05:00:00+00:00",
          "2020-10-06T09:00:00+00:00",
          "2020-10-06T13:00:00+00:00",
          "2020-10-06T17:00:00+00:00",
          "2020-10-06T21:00:00+00:00",
          "2020-10-07T01:00:00+00:00",
          "2020-10-07T05:00:00+00:00",
          "2020-10-07T09:00:00+00:00",
          "2020-10-07T13:00:00+00:00",
          "2020-10-07T17:00:00+00:00",
          "2020-10-07T21:00:00+00:00",
          "2020-10-08T01:00:00+00:00",
          "2020-10-08T05:00:00+00:00",
          "2020-10-08T09:00:00+00:00",
          "2020-10-08T13:00:00+00:00",
          "2020-10-08T17:00:00+00:00",
          "2020-10-08T21:00:00+00:00",
          "2020-10-09T01:00:00+00:00",
          "2020-10-09T05:00:00+00:00",
          "2020-10-09T09:00:00+00:00",
          "2020-10-09T13:00:00+00:00",
          "2020-10-09T17:00:00+00:00",
          "2020-10-11T21:00:00+00:00",
          "2020-10-12T01:00:00+00:00",
          "2020-10-12T05:00:00+00:00",
          "2020-10-12T09:00:00+00:00",
          "2020-10-12T13:00:00+00:00",
          "2020-10-12T17:00:00+00:00",
          "2020-10-12T21:00:00+00:00",
          "2020-10-13T01:00:00+00:00",
          "2020-10-13T05:00:00+00:00",
          "2020-10-13T09:00:00+00:00",
          "2020-10-13T13:00:00+00:00",
          "2020-10-13T17:00:00+00:00",
          "2020-10-13T21:00:00+00:00"
         ],
         "y": [
          0.02661075706578299,
          0.04159068863920137,
          0.051119030087850625,
          -0.000055667022431080126,
          -0.05353751376948805,
          -0.09379735746506718,
          -0.11680859808003805,
          -0.12294135896986257,
          -0.10334289072274733,
          -0.07166313214241077,
          -0.04105600370126505,
          -0.03005430258483041,
          -0.015384173747361687,
          -0.01012535241126021,
          -0.009422513072191385,
          -0.009420842601283883,
          -0.0008389761576698129,
          0.015672257671573944,
          0.021957042259344,
          0.030450873846142888,
          0.034709215801917125,
          0.045966051821920234,
          0.04789573704391559,
          0.04849153060417803,
          0.04708842960154434,
          0.046823760253983146,
          0.04807323868961715,
          0.04371492088063687,
          0.04694721827724332,
          0.028304026495826355,
          0.02015594550759519,
          0.009458361124187624,
          0.0021054437402303963,
          0.0013138826660762867,
          0.01437363784777504,
          0.01012596046725174,
          0.0053769193594937065,
          0.008974262299899935,
          0.0031711322222226085,
          -0.004525625708241374,
          -0.009102603812858628,
          -0.006294254162886287,
          -0.006520280935164255,
          -0.006132597438352982,
          -0.006898221745485197,
          -0.00628869406464045,
          -0.02538415475053487,
          -0.04019993919785773,
          -0.041381822911031325,
          -0.043306982179328296,
          -0.04760436966940695,
          -0.042333480188659046,
          -0.024671982869483095,
          -0.007772024695388659,
          -0.0011520671553772836,
          0.0033388712834694946,
          0.001146936313314353,
          -0.0032706912368361055,
          -0.007312681942801729,
          -0.0002331259813290413,
          0.0015765238203777013,
          0.0027926176945942648,
          0.005481097536072885,
          0.01117263152478628,
          0.009232853780701928,
          0.007951244259550001,
          0.007258858752133999,
          0.004721920792766408,
          -0.0028056137979618626,
          -0.010826539076448427,
          -0.019413560351859836,
          -0.0416456217400044,
          -0.04813159309359358,
          -0.050807915002764104,
          -0.05115941203190463,
          -0.04123952288275408,
          -0.05696131288693143,
          -0.059657232313763325,
          -0.058123458776693504,
          -0.059374842544481735,
          -0.05904391654506427,
          -0.06111397560649687,
          -0.07771519263425916,
          -0.08118940169955588,
          -0.07421797338618763,
          -0.05770483475643359,
          -0.04085922209076043,
          -0.047314257879396304,
          -0.05867390505016212,
          -0.04263941510441105,
          -0.03321635797139516,
          -0.022611894524093457,
          -0.008771884702619581,
          -0.0179239502960013,
          -0.025458692311422948,
          -0.02686802864565585,
          -0.011156523209766678,
          -0.005806218036016608,
          -0.009195698327916835,
          -0.019013183766311947,
          -0.018453201549818,
          0.022702512212333492,
          0.04395290915695105,
          0.05846900601336069,
          0.05957365726756597,
          0.060821606124684235,
          0.06048752059084048,
          0.0898016105308902,
          0.09964498269584318,
          0.11370832083081889,
          0.11557183114548067,
          0.11242705606075003,
          0.11179538476190837,
          0.12183456610406718,
          0.12078257648164249,
          0.11421797414031785,
          0.10728140457848745,
          0.09059433634932991,
          0.07899403985669826,
          0.07018046702682106,
          0.0567147704711414,
          0.0508653980766403,
          0.03568533465380758,
          0.026348042948985878,
          0.021868123070320183,
          0.023936231194682384,
          0.020755803667248357,
          0.004066650727184179,
          -0.013714503629533581,
          -0.023494790375449298,
          -0.019653014492289844,
          -0.013109564780800914,
          -0.012142022706458339,
          -0.020180716632616558,
          -0.01412401277688699,
          -0.00360222809127686,
          0.00004889769640321895,
          0.0022653659621718614,
          0.002823087892657658,
          0.009963588320050426,
          -0.005715127233222719,
          -0.006271241783024961,
          -0.007260912680635112,
          -0.01694164831286535,
          -0.02207866709993568,
          -0.027941036926031088,
          -0.03490812696366613,
          -0.0288487710989402,
          -0.02521504210745104,
          -0.023872841582843293,
          -0.024046693705236058,
          -0.022298880153339265,
          -0.02034466835895865,
          -0.04065334587792195,
          -0.051550152473505265,
          -0.04539296201356438,
          -0.04280585298562223,
          -0.024178789652182165,
          -0.010714703487973978,
          0.0030439057535231193,
          0.008154086340784805,
          0.02166083417645575,
          0.028121975080851097,
          0.026956289496445747,
          0.020371748514906373,
          0.009923703168375972,
          0.010470341900299017,
          0.006879077700828219,
          0.004695897131521791,
          0.00452010175714216,
          0.008154116343898135,
          0.026475222184156752,
          0.03038969426534937,
          0.034700184954235644,
          0.03525241614753706,
          0.038189889289828735,
          0.03287252428830548,
          0.027116062719742484,
          0.021771067811960726,
          0.01799944531849676,
          0.01486013116913397,
          0.004717350099841935,
          -0.007571041883360816,
          -0.015565049692959257,
          -0.021178697668829932,
          -0.034658119877405885,
          -0.046985184441132186,
          -0.05317799026584441,
          -0.06292969369176843,
          -0.05926026428091756,
          -0.06874257294877734,
          -0.07471010623053095,
          -0.07307757887893254,
          -0.06736631392282863,
          -0.055160097260372055,
          -0.043864356191604496,
          -0.027824041850214462,
          -0.014948047823444971,
          -0.009291171520481908,
          -0.007349564408373102
         ]
        }
       ],
       "layout": {
        "font": {
         "color": "#e1e1e1",
         "size": 10
        },
        "height": 400,
        "margin": {
         "b": 10,
         "l": 10,
         "r": 10,
         "t": 10
        },
        "paper_bgcolor": "#1e1e1e",
        "plot_bgcolor": "#1e1e1e",
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "width": 1000,
        "xaxis": {
         "fixedrange": true,
         "gridcolor": "#1f292f",
         "rangebreaks": [
          {
           "bounds": [
            "sat",
            "mon"
           ]
          }
         ],
         "rangeslider": {
          "visible": false
         },
         "showgrid": true
        },
        "yaxis": {
         "gridcolor": "#1f292f",
         "showgrid": true
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_plot = df.iloc[1000:1200]\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Scatter( \n",
    "    x=df_plot.time,\n",
    "    y=df_plot.SIGNAL,\n",
    "    line=dict(width=2,color=\"#03adfc\"),\n",
    "    line_shape='spline',\n",
    "    name='SIGNAL',\n",
    "    mode='lines'\n",
    "    ))        \n",
    "fig.add_trace(go.Scatter( \n",
    "    x=df_plot.time,\n",
    "    y=df_plot.MACD,\n",
    "    line=dict(width=2,color=\"#fc4a03\"),\n",
    "    line_shape='spline',\n",
    "    name='MACD',\n",
    "    mode='lines'\n",
    "    ))\n",
    "fig.add_trace(go.Bar( \n",
    "    x=df_plot.time,\n",
    "    y=df_plot.HIST,\n",
    "    name='HIST'\n",
    "    ))\n",
    "\n",
    "fig.update_layout(width=1000,height=400,\n",
    "    margin=dict(l=10,r=10,b=10,t=10),\n",
    "    font=dict(size=10,color=\"#e1e1e1\"),\n",
    "    paper_bgcolor=\"#1e1e1e\",\n",
    "    plot_bgcolor=\"#1e1e1e\")\n",
    "fig.update_xaxes(\n",
    "    gridcolor=\"#1f292f\",\n",
    "    showgrid=True,fixedrange=True,rangeslider=dict(visible=False),\n",
    "    rangebreaks=[\n",
    "        dict(bounds=[\"sat\", \"mon\"])\n",
    "    ]\n",
    ")\n",
    "fig.update_yaxes(\n",
    "    gridcolor=\"#1f292f\",\n",
    "    showgrid=True\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.1"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "fda0f0fb60ecb5fc85efacd84e1859512479306cf791e683553414edd7237eac"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}