pyrenko_tutorial mit TSF14 - Looking good!.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.optimize as opt\n",
    "from sklearn.utils import resample\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime as dt\n",
    "from dateutil.relativedelta import relativedelta\n",
    "import pyrenko\n",
    "import pandas as pd\n",
    "import talib\n",
    "\n",
    "#ignoring warnings\n",
    "import warnings\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "#importing neccesary modules\n",
    "import sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.dates as mdates\n",
    "from matplotlib.dates import DateFormatter\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-whitegrid')\n",
    "import seaborn as sns\n",
    "from dateutil.parser import parse\n",
    "import time\n",
    "from datetime import datetime, timezone\n",
    "from dateutil import parser\n",
    "import oandapyV20.endpoints.instruments as instruments\n",
    "import configparser\n",
    "import json\n",
    "from oandapyV20 import API\n",
    "import oandapyV20.endpoints.positions as positions\n",
    "import oandapyV20.endpoints.trades as trades\n",
    "from oandapyV20.endpoints.pricing import PricingStream\n",
    "import oandapyV20.endpoints.orders as orders\n",
    "import oandapyV20.endpoints.accounts as accounts\n",
    "from oandapyV20.contrib.factories import InstrumentsCandlesFactory\n",
    "from oandapyV20.contrib.requests import MarketOrderRequest, TrailingStopLossDetails\n",
    "from oandapyV20.exceptions import V20Error, StreamTerminated\n",
    "import sqlite3\n",
    "from collections import OrderedDict, ChainMap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://oanda-api-v20.readthedocs.io/en/latest/index.html\n",
    "config = configparser.ConfigParser()\n",
    "config.read('oanda_new.cfg')\n",
    "\n",
    "client = API(access_token=config['oanda']['access_token'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(_from, _to, granularity, instrument, save_csv=False):\n",
    "    \"\"\"\n",
    "        Collect historical data for training\n",
    "        _from=\"2018-01-01 00:00\"    date and time to start collecting candles\n",
    "        _to=\"\"                      date and time to end the collection of candles, if \"\", then end will be now.\n",
    "        save_csv if True will save csv file in current folder\n",
    "    \"\"\"\n",
    "    if _to == \"\":\n",
    "        _to = datetime.strptime(datetime.now().isoformat()[0:19] + \"Z\", '%Y-%m-%dT%H:%M:%SZ').strftime('%Y-%m-%dT%H:%M:%SZ')\n",
    "    else:\n",
    "        _to = datetime.strptime(parser.parse(_to).isoformat() + \"Z\", '%Y-%m-%dT%H:%M:%SZ').strftime('%Y-%m-%dT%H:%M:%SZ')\n",
    "    params = {\n",
    "    \"granularity\": granularity,\n",
    "    \"from\": datetime.strptime(parser.parse(_from).isoformat() + \"Z\", '%Y-%m-%dT%H:%M:%SZ').strftime('%Y-%m-%dT%H:%M:%SZ'),\n",
    "    \"to\": _to\n",
    "    }\n",
    "    \n",
    "    df = pd.DataFrame(columns=[\"Date\", 'Open', 'High', 'Low', 'Close', \"Volume\"])\n",
    "    for r in InstrumentsCandlesFactory(instrument=instrument, params=params):\n",
    "        rv = client.request(r)\n",
    "\n",
    "        results = [{\"Date\":candle['time'][0:19], \"Open\":float(candle['mid']['o']),\n",
    "                    \"High\":float(candle['mid']['h']), \"Low\":float(candle['mid']['l']),\n",
    "                   \"Close\":float(candle['mid']['c']), \"Volume\": float(candle['volume'])\n",
    "                   } for candle in r.response.get('candles')]\n",
    "        df = df.append(pd.DataFrame(results), ignore_index=True)\n",
    "    \n",
    "    df.set_index(\"Date\", inplace=True)\n",
    "    if save_csv:\n",
    "        df.to_csv(instrument + \"_\" + granularity + \".csv\")\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = \"2021-08-06 00:00\"    #date and time to start collecting candles\n",
    "end = \"\"    #date and time to end the collection of candles, if \"\", then end will be now.\n",
    "granularity = \"S15\"\n",
    "instrument = \"JP225_USD\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
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       "      <th>Date</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-08-06T20:54:30</th>\n",
       "      <td>27902.2</td>\n",
       "      <td>27902.2</td>\n",
       "      <td>27902.2</td>\n",
       "      <td>27902.2</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>2021-08-06T20:55:00</th>\n",
       "      <td>27902.2</td>\n",
       "      <td>27902.2</td>\n",
       "      <td>27902.2</td>\n",
       "      <td>27902.2</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>2021-08-06T20:57:45</th>\n",
       "      <td>27904.7</td>\n",
       "      <td>27904.7</td>\n",
       "      <td>27904.7</td>\n",
       "      <td>27904.7</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-06T20:58:15</th>\n",
       "      <td>27907.2</td>\n",
       "      <td>27909.7</td>\n",
       "      <td>27907.2</td>\n",
       "      <td>27909.7</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>2021-08-06T20:59:00</th>\n",
       "      <td>27909.7</td>\n",
       "      <td>27909.7</td>\n",
       "      <td>27909.7</td>\n",
       "      <td>27909.7</td>\n",
       "      <td>1.0</td>\n",
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      "text/plain": [
       "                        Open     High      Low    Close  Volume\n",
       "Date                                                           \n",
       "2021-08-06T20:54:30  27902.2  27902.2  27902.2  27902.2     1.0\n",
       "2021-08-06T20:55:00  27902.2  27902.2  27902.2  27902.2     1.0\n",
       "2021-08-06T20:57:45  27904.7  27904.7  27904.7  27904.7     1.0\n",
       "2021-08-06T20:58:15  27907.2  27909.7  27907.2  27909.7     2.0\n",
       "2021-08-06T20:59:00  27909.7  27909.7  27909.7  27909.7     1.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = get_data(_from=start, _to=end, granularity=granularity, instrument=instrument, save_csv=False)\n",
    "date_ori = pd.to_datetime(df.iloc[:, 0]).tolist() \n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 2. Renko chart using history data and auto-brick-size (ATR approach)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set brick size to optimal:  2.123744967100155\n",
      "Renko bar prices:  [27759.8, 27761.923744967098, 27764.047489934197, 27766.171234901296, 27768.294979868395, 27770.418724835494, 27772.542469802593, 27774.66621476969, 27776.78995973679, 27778.91370470389, 27781.03744967099, 27783.161194638087, 27785.284939605186, 27787.408684572285, 27789.532429539384, 27785.284939605182, 27783.161194638084, 27787.408684572285, 27789.532429539384, 27785.284939605182, 27783.161194638084, 27781.037449670985, 27778.913704703886, 27776.789959736787, 27774.666214769688, 27772.54246980259, 27770.41872483549, 27768.29497986839, 27766.171234901292, 27770.418724835494, 27772.542469802593, 27774.66621476969, 27776.78995973679, 27778.91370470389, 27781.03744967099, 27783.161194638087, 27785.284939605186, 27787.408684572285, 27789.532429539384, 27785.284939605182, 27783.161194638084, 27781.037449670985, 27778.913704703886, 27776.789959736787, 27781.03744967099, 27783.161194638087, 27785.284939605186, 27787.408684572285, 27789.532429539384, 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-1, 1, 1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, 1, 1, 1, -1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, -1, 1, -1, 1, -1, -1, -1, -1, 1, 1, 1, 1, 1, 1, 1, -1, -1, -1, -1, -1, -1, 1, 1, 1, 1, 1]\n",
      "Renko bar evaluation:  {'balance': 769, 'sign_changes:': 336, 'price_ratio': 1.790893760539629, 'score': 0.6937158274214261}\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Get data for last years\n",
    "data = df\n",
    "\n",
    "# Get optimal brick size based\n",
    "optimal_brick = pyrenko.renko().set_brick_size(auto = True, HLC_history = data[[\"High\", \"Low\", \"Close\"]])\n",
    "\n",
    "# Build Renko chart\n",
    "renko_obj_atr = pyrenko.renko()\n",
    "print('Set brick size to optimal: ', renko_obj_atr.set_brick_size(auto = False, brick_size = optimal_brick))\n",
    "renko_obj_atr.build_history(prices = data.Close)\n",
    "print('Renko bar prices: ', renko_obj_atr.get_renko_prices())\n",
    "print('Renko bar directions: ', renko_obj_atr.get_renko_directions())\n",
    "print('Renko bar evaluation: ', renko_obj_atr.evaluate())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if len(renko_obj_atr.get_renko_prices()) > 1:\n",
    "    renko_obj_atr.plot_renko()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set brick size to optimal:  10.849075802248292\n",
      "Renko bar prices:  [27759.8, 27770.64907580225, 27781.498151604497, 27792.347227406746, 27803.196303208995, 27814.045379011244, 27824.894454813493, 27835.743530615742, 27846.59260641799, 27857.44168222024, 27868.29075802249, 27879.139833824738, 27889.988909626987, 27900.837985429236, 27911.687061231485, 27922.536137033734, 27900.837985429236, 27889.988909626987, 27879.139833824738, 27868.29075802249, 27857.44168222024, 27846.59260641799, 27835.743530615742, 27824.894454813493, 27814.045379011244, 27835.743530615742, 27846.59260641799, 27857.44168222024, 27835.743530615742, 27824.894454813493, 27814.045379011244, 27803.196303208995, 27792.347227406746, 27781.498151604497, 27770.64907580225, 27759.8, 27748.95092419775, 27738.1018483955, 27727.252772593252, 27748.95092419775, 27759.8, 27770.64907580225, 27781.498151604497, 27792.347227406746, 27770.64907580225, 27759.8, 27781.498151604497, 27792.347227406746, 27803.196303208995, 27814.045379011244, 27824.894454813493, 27835.743530615742, 27814.045379011244, 27803.196303208995, 27824.894454813493, 27835.743530615742, 27846.59260641799, 27857.44168222024, 27868.29075802249, 27879.139833824738, 27889.988909626987, 27900.837985429236, 27879.139833824738, 27868.29075802249, 27857.44168222024, 27846.59260641799, 27835.743530615742, 27857.44168222024, 27868.29075802249, 27879.139833824738, 27857.44168222024, 27879.139833824738, 27889.988909626987, 27900.837985429236, 27911.687061231485, 27922.536137033734, 27933.385212835983, 27911.687061231485, 27933.385212835983, 27944.234288638232, 27922.536137033734, 27911.687061231485, 27900.837985429236, 27889.988909626987, 27911.687061231485, 27889.988909626987, 27879.139833824738, 27900.837985429236, 27911.687061231485, 27922.536137033734, 27933.385212835983, 27944.234288638232, 27955.08336444048, 27965.93244024273, 27944.234288638232, 27933.385212835983, 27922.536137033734, 27911.687061231485, 27900.837985429236, 27922.536137033734, 27933.385212835983, 27911.687061231485, 27900.837985429236, 27889.988909626987, 27879.139833824738, 27900.837985429236, 27911.687061231485, 27889.988909626987, 27879.139833824738, 27868.29075802249, 27857.44168222024, 27879.139833824738, 27889.988909626987, 27868.29075802249, 27889.988909626987, 27900.837985429236]\n",
      "Renko bar directions:  [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, 1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, 1, 1, 1, 1, -1, -1, 1, 1, 1, 1, 1, 1, -1, -1, 1, 1, 1, 1, 1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, 1, -1, 1, 1, 1, 1, 1, 1, -1, 1, 1, -1, -1, -1, -1, 1, -1, -1, 1, 1, 1, 1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, -1, -1, -1, -1, 1, 1, -1, -1, -1, -1, 1, 1, -1, 1, 1]\n",
      "Renko bar evaluation:  {'balance': 36, 'sign_changes:': 26, 'price_ratio': 27.46551724137931, 'score': 2.8790626837360977}\n"
     ]
    }
   ],
   "source": [
    "# Function for optimization\n",
    "def evaluate_renko(brick, history, column_name):\n",
    "    renko_obj = pyrenko.renko()\n",
    "    renko_obj.set_brick_size(brick_size = brick, auto = False)\n",
    "    renko_obj.build_history(prices = history)\n",
    "    return renko_obj.evaluate()[column_name]\n",
    "\n",
    "# Get ATR values (it needs to get boundaries)\n",
    "# Drop NaNs\n",
    "atr = talib.ATR(high = np.double(data.High),\n",
    "                low = np.double(data.Low),\n",
    "                close = np.double(data.Close),\n",
    "                timeperiod = 14)\n",
    "atr = atr[np.isnan(atr) == False]\n",
    "\n",
    "# Get optimal brick size as maximum of score function by Brent's (or similar) method\n",
    "# First and Last ATR values are used as the boundaries\n",
    "optimal_brick_sfo = opt.fminbound(lambda x: -evaluate_renko(brick = x, \n",
    "                                                            history = data.Close, column_name = 'score'), \n",
    "                                  np.min(atr), np.max(atr), disp=0)\n",
    "# Build Renko chart\n",
    "renko_obj_sfo = pyrenko.renko()\n",
    "print('Set brick size to optimal: ', renko_obj_sfo.set_brick_size(auto = False, brick_size = optimal_brick_sfo))\n",
    "renko_obj_sfo.build_history(prices = data.Close)\n",
    "print('Renko bar prices: ', renko_obj_sfo.get_renko_prices())\n",
    "print('Renko bar directions: ', renko_obj_sfo.get_renko_directions())\n",
    "print('Renko bar evaluation: ', renko_obj_sfo.evaluate())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Score value is not the same. This approach has greater score value than ATR."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if len(renko_obj_sfo.get_renko_prices()) > 1:\n",
    "    renko_obj_sfo.plot_renko()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_candles(count, granularity, price='B'):\n",
    "    params={\"count\": count, \"granularity\": granularity, 'price': price}\n",
    "    r = instruments.InstrumentsCandles(instrument=instrument,params=params)\n",
    "    data = client.request(r)\n",
    "    \n",
    "    if price == 'B':\n",
    "        p = 'bid'\n",
    "    elif price == 'A':\n",
    "        p = 'ask'\n",
    "    results= [{\"Date\":x['time'],\"Open\":float(x[p]['o']),\"High\":float(x[p]['h']),\n",
    "               \"Low\":float(x[p]['l']), \"Close\":float(x[p]['c']), \"Volume\": float(x['volume'])\n",
    "              } for x in data['candles'] ] #if x[\"complete\"]\n",
    "    df = pd.DataFrame(results).set_index('Date')\n",
    "    df.index = pd.DatetimeIndex(df.index)\n",
    "    \n",
    "    return df[[\"Open\", \"High\", \"Low\", \"Close\", \"Volume\"]]\n",
    "            \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_order(units, instrument, sld):\n",
    "    #sld = trailing stop loss distance\n",
    "    \n",
    "    dfOrder = pd.DataFrame()\n",
    "    order = orders.OrderCreate(accountID=config['oanda']['account_id'], \n",
    "                               data=MarketOrderRequest(instrument=instrument, units=units, \n",
    "                                                       trailingStopLossOnFill=TrailingStopLossDetails(distance=sld).data).data)\n",
    "    response = client.request(order)\n",
    "    \n",
    "    print(response[\"orderFillTransaction\"]['time'], \"--\",\n",
    "          \"Instrument = \", response['orderFillTransaction']['instrument'], \"--\",\n",
    "          \"Price = \", float(response['orderFillTransaction']['price']), \"--\",\n",
    "          \"PL = \", float(response['orderFillTransaction']['pl']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06T20:55:00        27902.2  27902.2  27902.2  27902.2     1.0\n",
      "2021-08-06T20:57:45        27904.7  27904.7  27904.7  27904.7     1.0\n",
      "2021-08-06T20:58:15        27907.2  27909.7  27907.2  27909.7     2.0\n",
      "2021-08-06T20:59:00        27909.7  27909.7  27909.7  27909.7     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06T20:57:45        27904.7  27904.7  27904.7  27904.7     1.0\n",
      "2021-08-06T20:58:15        27907.2  27909.7  27907.2  27909.7     2.0\n",
      "2021-08-06T20:59:00        27909.7  27909.7  27909.7  27909.7     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06T20:58:15        27907.2  27909.7  27907.2  27909.7     2.0\n",
      "2021-08-06T20:59:00        27909.7  27909.7  27909.7  27909.7     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06T20:59:00        27909.7  27909.7  27909.7  27909.7     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qDZPVNleqNcwFAFBHtbznqen9Tq1G6/udWtdVx/d1dX2/WUejdV0nvDrusWqNc/X39x95UD33/gj8fB/3Yxh15cwlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqNr/eEBw4cyPLly7Nt27YMDQ1lyZIlWbduXQYGBpIk27ZtS2tra26//fbcddddWb9+fZqbm/OBD3wgl1xySfbv35/Ozs7s3LkzTU1N+eQnP5nJkydn06ZNWbVqVRoaGtLW1palS5fWe+kAAAAAHKW6x6W1a9dm0qRJWb16dXbt2pXLL788Dz/8cJJk9+7dWbRoUbq6uvLkk09m3bp1uf/++5Mk7373u3PhhRfmy1/+cs4999x85CMfyfr169Pb25sVK1aku7s7PT09aWlpSUdHRzZv3pzp06fXe/mcYCorK0ccU+2u1u8GqzXOVTnyuo5qPgAocNxfJzkmankeE8/lUavj+7pqPd8j1jiXn+8TwGh9r1/Luur4+0xdj2F+zzpqx+tYUfePxc2dOzfXXXfd8OWGhobhr3t6erJw4cJMmTIlTz31VC644IKceuqpOfXUUzN16tQ8+eST2bhxYy6++OIkSXt7e/r6+jI4OJihoaGcffbZqVQqaWtrS19fX72XDgAAAMBRqvuZS01NTUmSwcHBLFu2LNdff32SZOfOnenr60tXV1eS5Lzzzstdd92VwcHBHDhwIN/97nfzrne9K4ODg5k4ceLwXM8++2wGBwfT3Nx8yG08/fTTh11Df39/ve8WJ7CR2A/TahxXz7Xt37/f3mfMse8Zq+q59/0MnTzGwnM5Esf9Wt7X1bqmes5Vi7GwJ8aK4733R+L3mVrmGol1jQX1eLzqHpeSZPv27bn22muzYMGCzJ8/P0ny4IMPZt68ecNnMr32ta/NVVddlcWLF2fq1KlpbW3NGWeckebm5uzduzdJsnfv3px22mmHXPfr1x/OtGm1bjnGgtG8H+q5tv7+/lF9X+FYsO8Zq+q59/0MnTzGwnM5Wo/79VzTaJ2LkWXvj9xcY0Gtj9fGjRsP+291/1jcwMBArrnmmnR2duad73zn8PV9fX1pb28fvvzzn/88u3btyr333puPfvSj2b59e84555zMnDkzjzzySJLk0UcfzaxZs9Lc3JzGxsZs3bo11Wo1GzZsyOzZs+u9dAAAAACOUt3PXFqzZk327NmT3t7e9Pb2JknuvvvubNmyJS0tLcPjzjjjjDzzzDO54oor0tjYmJtuuikNDQ15z3vek5tvvjnvec970tjYmNtuuy1JsnLlytx44405ePBg2tra0traWu+lAwAAAHCU6h6XVqxYkRUrVjzv+vXr1x9yuVKp5OMf//jzxr3kJS/JZz/72eddP2PGjNx33331WygAAAAAL1rdPxYHAAAAwNghLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuNHegHwm1RWVmoaV+2uHuOVFKrWuK5KDfez1rkAGDNef9/raxpX0+tkLa9FidejY6SW9zyj9v3OWFHPvV/LXDX+TFb9THIs1fH3mbru1Xr+nnU089VJPX/PHW2/MztzCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcaP9AIYeyorK0ccU+2uHoeVjALVGu5n5ciPV5Lk8cdf3FoAGBVqeZ18/MrHM23atPrcYC2vRUltr0e1zjVK1fLYJ7W9T6nnXIwxJ/jPEWPMaN2vI/DaVtffc2tYV3WUPfbOXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi40d6AZw8KisrNY2rdleP8UpOMtXaHq9plRoe/xrnAqD+6vk62d/f/2KXc/RqeQ2p5bWo1rnqqO7vUWq4n1WvuQCjXx1f2+p63D8BX0OcuQQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLjR3oBnBgqKytHHFPtrh6HlXA4/Y8/nmnTpr3woMqRn8ckSfXEfS5r2auJ/QrUl9fJ/1Xr60ctr0c1zjUij/0J/DoJwFFyzK+JM5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKDa+1oE/+tGP8uMf/zjnnXdeXvGKV6RSqfzGcQcOHMjy5cuzbdu2DA0NZcmSJVm3bl0GBgaSJNu2bUtra2tuv/32fO5zn8v69etTqVTyoQ99KHPmzEm1Wk17e3te/epXJ0lmzJiRG264IZs2bcqqVavS0NCQtra2LF269MXfewAAAABelJri0pe+9KX8wz/8Q3bv3p3LLrssW7duzS233PIbx65duzaTJk3K6tWrs2vXrlx++eV5+OGHkyS7d+/OokWL0tXVlT179uSee+7JN7/5zezbty+XXXZZ5syZk61bt2b69OlZs2bNIfN2d3enp6cnLS0t6ejoyObNmzN9+vQXd+8BAAAAeFFq+ljc+vXr89d//deZOHFi3ve+9+Xf//3fDzt27ty5ue6664YvNzQ0DH/d09OThQsXZsqUKXnJS16Ss846K/v27cu+ffuGz4TavHlzduzYkauvvjqLFy/Of/3Xf2VwcDBDQ0M5++yzU6lU0tbWlr6+vtL7DAAAAECd1HTmUrVaTZLhAHTKKaccdmxTU1OSZHBwMMuWLcv111+fJNm5c2f6+vrS1dU1PPbMM8/M29/+9hw8eDAf/OAHkyQvf/nL09HRkbe97W157LHH0tnZmTvvvDPNzc2H3MbTTz992DX09/fXcreoM4/7yNq/f/8Rn4NpNc41Fp7LsXAfx4Ja9j2MFvXcqyf63q/l9aie9+9Efqw41Im+96GUvc9oV1NcmjdvXq666qr85Cc/yeLFi/P7v//7Lzh++/btufbaa7NgwYLMnz8/SfLggw9m3rx5w2cyPfroo/npT3+ahx56KEny/ve/PzNnzswb3vCG4TGzZ8/Ojh070tTUlL179w7Pv3fv3px22mmHvf1p02r9FZp68riPrP7+/ro9B2PhuRwL93EsqOe+h2Otnnt1LOz9et6/k/2xGkvGwt6H38TeZzTYuHHjYf+tpri0cOHCXHjhhfnBD36Q3/md38l555132LEDAwO55pprcsstt+Siiy4avr6vry9LliwZvnz66adnwoQJOeWUU1KpVDJx4sTs2bMnd9xxRyZNmpTFixfniSeeyFlnnZWJEyemsbExW7duTUtLSzZs2OAPegMAAACMAjXFpfvuuy8//OEPs3z58lxzzTV5xzvekcsuu+w3jl2zZk327NmT3t7e9Pb2JknuvvvubNmyJS0tLcPjZs+enW9/+9u58sorM27cuMycOTNvfvOb88Y3vjGdnZ155JFH0tDQkFtvvTVJsnLlytx44405ePBg2tra0tra+mLvOwAAAAAvUk1x6d57782Xv/zlJMlf/dVfZeHChYeNSytWrMiKFSued/369eufd92yZcuybNmyQ647/fTTc9dddz1v7IwZM3LffffVslwAAAAAjpOa/m9x48aNy6mnnpokaWxsHP7D3gAAAACMbTWdufR7v/d7WbBgQc4///xs3rw5b3nLW471ugAAAAA4AdQUlz784Q/nkksuyZYtW3LZZZflda973bFeF8dJZWVtZ6FVu6vHeCUcF9Uan8dazk6sda46qmW/1rxXR+l9BEYXr5PHSC3H1xrPlK86VgPAiHvBj8Xdf//9SZLbbrstDzzwQJ544ol84xvfyF/8xV8cl8UBAAAAMLq94JlLv/3bv50kmTp1ahoaGo7LggAAAAA4cbxgXLr44ouTJN/4xjfy+c9//rgsCAAAAIATR01/c2nixIn51re+lde85jUZN+5Xn6R7zWtec0wXBgAAAMDod8S4NDg4mGeeeSZf/OIXh6+rVCr5m7/5m2O6MAAAAABGvxeMS1/60pfy+c9/Pg0NDbnuuuvS3t5+vNYFAAAAwAngBf9vcevWrcuDDz6Yr3zlK85UAgAAAOB5XjAunXLKKTnllFMyefLkHDhw4HitCQAAAIATxAvGpV9XrVaP5ToAAAAAOAG94N9c+uEPf5gbbrgh1Wp1+Ov/c9tttx3zxQEAAAAwur1gXPr0pz89/PW73/3uY74YAAAAAE4sLxiXLrjgguO1DgAAAABOQDX/zSUAAAAA+P/EJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoNj4kV4Ax05lZeWIY6rd1eOwEk441Rr2ReXI+6vWuWrZq0md9+txvo8wVo3Iz3cNRuu6+DWOrQBwwnDmEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAio0f6QVw9CorKzWNq3ZXj/FKGNOqNe6vypH3a7XWuY63Ot7Ho5oPThC1vB7V/FpUy89RjT9DdV0XAABH5MwlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKDZ+pBfAoSorK0ccU+2uHoeVQJ1Ux8B+rfU+Vo788z0mHi9GvVpei5I6vx7Vsvdr+RlKUvVzBABwXDlzCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcaP9ALGisrKSk3jqt3VY7wSYMRUa/j5rtR2rKhpLvgNank9GrWvRfY9AMCo5MwlAAAAAIqJSwAAAAAUq/vH4g4cOJDly5dn27ZtGRoaypIlS7Ju3boMDAwkSbZt25bW1tbcfvvt+dznPpf169enUqnkQx/6UObMmZP9+/ens7MzO3fuTFNTUz75yU9m8uTJ2bRpU1atWpWGhoa0tbVl6dKl9V46AAAAAEep7nFp7dq1mTRpUlavXp1du3bl8ssvz8MPP5wk2b17dxYtWpSurq7s2bMn99xzT775zW9m3759ueyyyzJnzpzce++9Offcc/ORj3wk69evT29vb1asWJHu7u709PSkpaUlHR0d2bx5c6ZPn17v5QMAAABwFOr+sbi5c+fmuuuuG77c0NAw/HVPT08WLlyYKVOm5CUveUnOOuus7Nu3L/v27Uvlf/+I7caNG3PxxRcnSdrb29PX15fBwcEMDQ3l7LPPTqVSSVtbW/r6+uq9dAAAAACOUt3PXGpqakqSDA4OZtmyZbn++uuTJDt37kxfX1+6urqGx5555pl5+9vfns6gFasAABYGSURBVIMHD+aDH/zg8PdNnDhxeK5nn302g4ODaW5uPuQ2nn766cOuob+/v95367g5kdfOyNq/f7/9cxKYVuM4z/Wv2PfHhsd09LP3GavsfcYqe5/Rru5xKUm2b9+ea6+9NgsWLMj8+fOTJA8++GDmzZs3fCbTo48+mp/+9Kd56KGHkiTvf//7M3PmzDQ3N2fv3r1Jkr179+a000475Lpfv/5wpk2r9dez0edEXjsjq7+/3/4ZQzzXv2LfHxse09HP3messvcZq+x9RoONGzce9t/q/rG4gYGBXHPNNens7Mw73/nO4ev7+vrS3t4+fPn000/PhAkTcsopp+TUU0/NxIkTs2fPnsycOTOPPPJIkl8FqFmzZqW5uTmNjY3ZunVrqtVqNmzYkNmzZ9d76QAAAAAcpbqfubRmzZrs2bMnvb296e3tTZLcfffd2bJlS1paWobHzZ49O9/+9rdz5ZVXZty4cZk5c2be/OY3Z9asWbn55pvznve8J42NjbntttuSJCtXrsyNN96YgwcPpq2tLa2trfVeOgAAAABHqVKtVqsjvYh62rhxY2bNmjXSy3ieyspKTeOq3SfV08Fx5FTZk0SltmNFTq5DdzH7/ujV8nrktWj0s/cZq+x9xip7n9HghXpL3T8WBwAAAMDYIS4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoNn6kF3Ciq6ys1DSu2l09xisBTgrVGo8VlRqOPbXOxVEZrcf90bouAABOfs5cAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAsfEjvYDRrLKycsQx1e7qcVgJwP9TreHYUznyMazmucaAWo75yVEc92t5/Gt87L0eAQAwmjlzCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcaP9AJGQmVlpaZx1e7qMV4JwDFUrfEYVqnhmFjrXKNULcf9uh/za3nMannsk1RP8McfAICTmzOXAAAAACgmLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoNj4kV7ASKh2V0d6CQCjR7WGY2KlUr+56uj1972+pnGj9rh/nB8vAAA4Fpy5BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBtf7wkPHDiQ5cuXZ9u2bRkaGsqSJUuybt26DAwMJEm2bduW1tbWdHR05BOf+MTw923atCl33nlnLr744rS3t+fVr351kmTGjBm54YYbsmnTpqxatSoNDQ1pa2vL0qVL6710AAAAAI5S3ePS2rVrM2nSpKxevTq7du3K5ZdfnocffjhJsnv37ixatChdXV2ZMmVK7rnnniTJAw88kClTpqS9vT0//vGPM3369KxZs+aQebu7u9PT05OWlpZ0dHRk8+bNmT59er2XDwAAAMBRqHtcmjt3bi699NLhyw0NDcNf9/T0ZOHChZkyZcrwdb/4xS/S09OTL33pS0mSzZs3Z8eOHbn66qszYcKE4RA1NDSUs88+O0nS1taWvr4+cQkAAABghNU9LjU1NSVJBgcHs2zZslx//fVJkp07d6avry9dXV2HjP/qV7+auXPnZvLkyUmSl7/85eno6Mjb3va2PPbYY+ns7Mydd96Z5ubmQ27j6aefPuwa+vv76323YNTbv3+/vc8xM63GcaN1D47WdUEpx3zGKnufscreZ7Sre1xKku3bt+faa6/NggULMn/+/CTJgw8+mHnz5h1yJlOSfP3rX89nP/vZ4ctveMMbhsfMnj07O3bsSFNTU/bu3Ts8Zu/evTnttNMOe/vTptX6axCcPPr7++19Rtxo3YOjdV1QyjGfscreZ6yy9xkNNm7ceNh/q3tcGhgYyDXXXJNbbrklF1100fD1fX19WbJkySFjn3322QwNDeXMM88cvu6OO+7IpEmTsnjx4jzxxBM566yzMnHixDQ2Nmbr1q1paWnJhg0b/EFvgOOpWq1tXKVSt7kqK4881+NXPu6NFgAAjLC6x6U1a9Zkz5496e3tTW9vb5Lk7rvvzpYtW9LS0nLI2C1btuSVr3zlIdd1dHSks7MzjzzySBoaGnLrrbcmSVauXJkbb7wxBw8eTFtbW1pbW+u9dAAAAACOUqVarfU/R58YNm7cmFmzZo30MuC4c6oso4Izl+C4cMxnrLL3GavsfUaDF+ot447zWgAAAAA4iYhLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAio0f6QUAcBKpVo88plKpcaojz9Xf31/TXAAAwLHjzCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQbP9ILAGCMqVZHegUAAEAdOXMJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoNr7eEx44cCDLly/Ptm3bMjQ0lCVLlmTdunUZGBhIkmzbti2tra3p6OjIJz7xieHv27RpU+68885ccMEF6ezszM6dO9PU1JRPfvKTmTx5cjZt2pRVq1aloaEhbW1tWbp0ab2XDgAAAMBRqntcWrt2bSZNmpTVq1dn165dufzyy/Pwww8nSXbv3p1Fixalq6srU6ZMyT333JMkeeCBBzJlypS0t7fnC1/4Qs4999x85CMfyfr169Pb25sVK1aku7s7PT09aWlpSUdHRzZv3pzp06fXe/kAAAAAHIW6fyxu7ty5ue6664YvNzQ0DH/d09OThQsXZsqUKcPX/eIXv0hPT08++tGPJkk2btyYiy++OEnS3t6evr6+DA4OZmhoKGe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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              Open     High      Low    Close  Volume\n",
      "Date                                                                 \n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n",
      "2021-08-06 20:59:00+00:00  27903.2  27903.2  27903.2  27903.2     1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qDZPVNleqNcwFAFBHtbznqen9Tq1G6/udWtdVx/d1dX2/WUejdV0nvDrusWqNc/X39x95UD33/gj8fB/3Yxh15cwlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqNr/eEBw4cyPLly7Nt27YMDQ1lyZIlWbduXQYGBpIk27ZtS2tra26//fbcddddWb9+fZqbm/OBD3wgl1xySfbv35/Ozs7s3LkzTU1N+eQnP5nJkydn06ZNWbVqVRoaGtLW1palS5fWe+kAAAAAHKW6x6W1a9dm0qRJWb16dXbt2pXLL788Dz/8cJJk9+7dWbRoUbq6uvLkk09m3bp1uf/++5Mk7373u3PhhRfmy1/+cs4999x85CMfyfr169Pb25sVK1aku7s7PT09aWlpSUdHRzZv3pzp06fXe/mcYCorK0ccU+2u1u8GqzXOVTnyuo5qPgAocNxfJzkmankeE8/lUavj+7pqPd8j1jiXn+8TwGh9r1/Luur4+0xdj2F+zzpqx+tYUfePxc2dOzfXXXfd8OWGhobhr3t6erJw4cJMmTIlTz31VC644IKceuqpOfXUUzN16tQ8+eST2bhxYy6++OIkSXt7e/r6+jI4OJihoaGcffbZqVQqaWtrS19fX72XDgAAAMBRqvuZS01NTUmSwcHBLFu2LNdff32SZOfOnenr60tXV1eS5Lzzzstdd92VwcHBHDhwIN/97nfzrne9K4ODg5k4ceLwXM8++2wGBwfT3Nx8yG08/fTTh11Df39/ve8WJ7CR2A/TahxXz7Xt37/f3mfMse8Zq+q59/0MnTzGwnM5Esf9Wt7X1bqmes5Vi7GwJ8aK4733R+L3mVrmGol1jQX1eLzqHpeSZPv27bn22muzYMGCzJ8/P0ny4IMPZt68ecNnMr32ta/NVVddlcWLF2fq1KlpbW3NGWeckebm5uzduzdJsnfv3px22mmHXPfr1x/OtGm1bjnGgtG8H+q5tv7+/lF9X+FYsO8Zq+q59/0MnTzGwnM5Wo/79VzTaJ2LkWXvj9xcY0Gtj9fGjRsP+291/1jcwMBArrnmmnR2duad73zn8PV9fX1pb28fvvzzn/88u3btyr333puPfvSj2b59e84555zMnDkzjzzySJLk0UcfzaxZs9Lc3JzGxsZs3bo11Wo1GzZsyOzZs+u9dAAAAACOUt3PXFqzZk327NmT3t7e9Pb2JknuvvvubNmyJS0tLcPjzjjjjDzzzDO54oor0tjYmJtuuikNDQ15z3vek5tvvjnvec970tjYmNtuuy1JsnLlytx44405ePBg2tra0traWu+lAwAAAHCU6h6XVqxYkRUrVjzv+vXr1x9yuVKp5OMf//jzxr3kJS/JZz/72eddP2PGjNx33331WygAAAAAL1rdPxYHAAAAwNghLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuNHegHwm1RWVmoaV+2uHuOVFKrWuK5KDfez1rkAGDNef9/raxpX0+tkLa9FidejY6SW9zyj9v3OWFHPvV/LXDX+TFb9THIs1fH3mbru1Xr+nnU089VJPX/PHW2/MztzCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcaP9AIYeyorK0ccU+2uHoeVjALVGu5n5ciPV5Lk8cdf3FoAGBVqeZ18/MrHM23atPrcYC2vRUltr0e1zjVK1fLYJ7W9T6nnXIwxJ/jPEWPMaN2vI/DaVtffc2tYV3WUPfbOXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi40d6AZw8KisrNY2rdleP8UpOMtXaHq9plRoe/xrnAqD+6vk62d/f/2KXc/RqeQ2p5bWo1rnqqO7vUWq4n1WvuQCjXx1f2+p63D8BX0OcuQQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLjR3oBnBgqKytHHFPtrh6HlXA4/Y8/nmnTpr3woMqRn8ckSfXEfS5r2auJ/QrUl9fJ/1Xr60ctr0c1zjUij/0J/DoJwFFyzK+JM5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKDa+1oE/+tGP8uMf/zjnnXdeXvGKV6RSqfzGcQcOHMjy5cuzbdu2DA0NZcmSJVm3bl0GBgaSJNu2bUtra2tuv/32fO5zn8v69etTqVTyoQ99KHPmzEm1Wk17e3te/epXJ0lmzJiRG264IZs2bcqqVavS0NCQtra2LF269MXfewAAAABelJri0pe+9KX8wz/8Q3bv3p3LLrssW7duzS233PIbx65duzaTJk3K6tWrs2vXrlx++eV5+OGHkyS7d+/OokWL0tXVlT179uSee+7JN7/5zezbty+XXXZZ5syZk61bt2b69OlZs2bNIfN2d3enp6cnLS0t6ejoyObNmzN9+vQXd+8BAAAAeFFq+ljc+vXr89d//deZOHFi3ve+9+Xf//3fDzt27ty5ue6664YvNzQ0DH/d09OThQsXZsqUKXnJS16Ss846K/v27cu+ffuGz4TavHlzduzYkauvvjqLFy/Of/3Xf2VwcDBDQ0M5++yzU6lU0tbWlr6+vtL7DAAAAECd1HTmUrVaTZLhAHTKKaccdmxTU1OSZHBwMMuWLcv111+fJNm5c2f6+vrS1dU1PPbMM8/M29/+9hw8eDAf/OAHkyQvf/nL09HRkbe97W157LHH0tnZmTvvvDPNzc2H3MbTTz992DX09/fXcreoM4/7yNq/f/8Rn4NpNc41Fp7LsXAfx4Ja9j2MFvXcqyf63q/l9aie9+9Efqw41Im+96GUvc9oV1NcmjdvXq666qr85Cc/yeLFi/P7v//7Lzh++/btufbaa7NgwYLMnz8/SfLggw9m3rx5w2cyPfroo/npT3+ahx56KEny/ve/PzNnzswb3vCG4TGzZ8/Ojh070tTUlL179w7Pv3fv3px22mmHvf1p02r9FZp68riPrP7+/ro9B2PhuRwL93EsqOe+h2Otnnt1LOz9et6/k/2xGkvGwt6H38TeZzTYuHHjYf+tpri0cOHCXHjhhfnBD36Q3/md38l555132LEDAwO55pprcsstt+Siiy4avr6vry9LliwZvnz66adnwoQJOeWUU1KpVDJx4sTs2bMnd9xxRyZNmpTFixfniSeeyFlnnZWJEyemsbExW7duTUtLSzZs2OAPegMAAACMAjXFpfvuuy8//OEPs3z58lxzzTV5xzvekcsuu+w3jl2zZk327NmT3t7e9Pb2JknuvvvubNmyJS0tLcPjZs+enW9/+9u58sorM27cuMycOTNvfvOb88Y3vjGdnZ155JFH0tDQkFtvvTVJsnLlytx44405ePBg2tra0tra+mLvOwAAAAAvUk1x6d57782Xv/zlJMlf/dVfZeHChYeNSytWrMiKFSued/369eufd92yZcuybNmyQ647/fTTc9dddz1v7IwZM3LffffVslwAAAAAjpOa/m9x48aNy6mnnpokaWxsHP7D3gAAAACMbTWdufR7v/d7WbBgQc4///xs3rw5b3nLW471ugAAAAA4AdQUlz784Q/nkksuyZYtW3LZZZflda973bFeF8dJZWVtZ6FVu6vHeCUcF9Uan8dazk6sda46qmW/1rxXR+l9BEYXr5PHSC3H1xrPlK86VgPAiHvBj8Xdf//9SZLbbrstDzzwQJ544ol84xvfyF/8xV8cl8UBAAAAMLq94JlLv/3bv50kmTp1ahoaGo7LggAAAAA4cbxgXLr44ouTJN/4xjfy+c9//rgsCAAAAIATR01/c2nixIn51re+lde85jUZN+5Xn6R7zWtec0wXBgAAAMDod8S4NDg4mGeeeSZf/OIXh6+rVCr5m7/5m2O6MAAAAABGvxeMS1/60pfy+c9/Pg0NDbnuuuvS3t5+vNYFAAAAwAngBf9vcevWrcuDDz6Yr3zlK85UAgAAAOB5XjAunXLKKTnllFMyefLkHDhw4HitCQAAAIATxAvGpV9XrVaP5ToAAAAAOAG94N9c+uEPf5gbbrgh1Wp1+Ov/c9tttx3zxQEAAAAwur1gXPr0pz89/PW73/3uY74YAAAAAE4sLxiXLrjgguO1DgAAAABOQDX/zSUAAAAA+P/EJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoNj4kV4Ax05lZeWIY6rd1eOwEk441Rr2ReXI+6vWuWrZq0md9+txvo8wVo3Iz3cNRuu6+DWOrQBwwnDmEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAio0f6QVw9CorKzWNq3ZXj/FKGNOqNe6vypH3a7XWuY63Ot7Ho5oPThC1vB7V/FpUy89RjT9DdV0XAABH5MwlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKDZ+pBfAoSorK0ccU+2uHoeVQJ1Ux8B+rfU+Vo788z0mHi9GvVpei5I6vx7Vsvdr+RlKUvVzBABwXDlzCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcaP9ALGisrKSk3jqt3VY7wSYMRUa/j5rtR2rKhpLvgNank9GrWvRfY9AMCo5MwlAAAAAIqJSwAAAAAUq/vH4g4cOJDly5dn27ZtGRoaypIlS7Ju3boMDAwkSbZt25bW1tbcfvvt+dznPpf169enUqnkQx/6UObMmZP9+/ens7MzO3fuTFNTUz75yU9m8uTJ2bRpU1atWpWGhoa0tbVl6dKl9V46AAAAAEep7nFp7dq1mTRpUlavXp1du3bl8ssvz8MPP5wk2b17dxYtWpSurq7s2bMn99xzT775zW9m3759ueyyyzJnzpzce++9Offcc/ORj3wk69evT29vb1asWJHu7u709PSkpaUlHR0d2bx5c6ZPn17v5QMAAABwFOr+sbi5c+fmuuuuG77c0NAw/HVPT08WLlyYKVOm5CUveUnOOuus7Nu3L/v27Uvlf/+I7caNG3PxxRcnSdrb29PX15fBwcEMDQ3l7LPPTqVSSVtbW/r6+uq9dAAAAACOUt3PXGpqakqSDA4OZtmyZbn++uuTJDt37kxfX1+6urqGx5555pl5+9vfns6gFasAABYGSURBVIMHD+aDH/zg8PdNnDhxeK5nn302g4ODaW5uPuQ2nn766cOuob+/v95367g5kdfOyNq/f7/9cxKYVuM4z/Wv2PfHhsd09LP3GavsfcYqe5/Rru5xKUm2b9+ea6+9NgsWLMj8+fOTJA8++GDmzZs3fCbTo48+mp/+9Kd56KGHkiTvf//7M3PmzDQ3N2fv3r1Jkr179+a000475Lpfv/5wpk2r9dez0edEXjsjq7+/3/4ZQzzXv2LfHxse09HP3messvcZq+x9RoONGzce9t/q/rG4gYGBXHPNNens7Mw73/nO4ev7+vrS3t4+fPn000/PhAkTcsopp+TUU0/NxIkTs2fPnsycOTOPPPJIkl8FqFmzZqW5uTmNjY3ZunVrqtVqNmzYkNmzZ9d76QAAAAAcpbqfubRmzZrs2bMnvb296e3tTZLcfffd2bJlS1paWobHzZ49O9/+9rdz5ZVXZty4cZk5c2be/OY3Z9asWbn55pvznve8J42NjbntttuSJCtXrsyNN96YgwcPpq2tLa2trfVeOgAAAABHqVKtVqsjvYh62rhxY2bNmjXSy3ieyspKTeOq3SfV08Fx5FTZk0SltmNFTq5DdzH7/ujV8nrktWj0s/cZq+x9xip7n9HghXpL3T8WBwAAAMDYIS4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoNn6kF3Ciq6ys1DSu2l09xisBTgrVGo8VlRqOPbXOxVEZrcf90bouAABOfs5cAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAsfEjvYDRrLKycsQx1e7qcVgJwP9TreHYUznyMazmucaAWo75yVEc92t5/Gt87L0eAQAwmjlzCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcQlAAAAAIqJSwAAAAAUE5cAAAAAKCYuAQAAAFBMXAIAAACgmLgEAAAAQDFxCQAAAIBi4hIAAAAAxcaP9AJGQmVlpaZx1e7qMV4JwDFUrfEYVqnhmFjrXKNULcf9uh/za3nMannsk1RP8McfAICTmzOXAAAAACgmLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoNj4kV7ASKh2V0d6CQCjR7WGY2KlUr+56uj1972+pnGj9rh/nB8vAAA4Fpy5BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBOXAAAAACgmLgEAAABQTFwCAAAAoJi4BAAAAEAxcQkAAACAYuISAAAAAMXEJQAAAACKiUsAAAAAFBtf7wkPHDiQ5cuXZ9u2bRkaGsqSJUuybt26DAwMJEm2bduW1tbWdHR05BOf+MTw923atCl33nlnLr744rS3t+fVr351kmTGjBm54YYbsmnTpqxatSoNDQ1pa2vL0qVL6710AAAAAI5S3ePS2rVrM2nSpKxevTq7du3K5ZdfnocffjhJsnv37ixatChdXV2ZMmVK7rnnniTJAw88kClTpqS9vT0//vGPM3369KxZs+aQebu7u9PT05OWlpZ0dHRk8+bNmT59er2XDwAAAMBRqHtcmjt3bi699NLhyw0NDcNf9/T0ZOHChZkyZcrwdb/4xS/S09OTL33pS0mSzZs3Z8eOHbn66qszYcKE4RA1NDSUs88+O0nS1taWvr4+cQkAAABghNU9LjU1NSVJBgcHs2zZslx//fVJkp07d6avry9dXV2HjP/qV7+auXPnZvLkyUmSl7/85eno6Mjb3va2PPbYY+ns7Mydd96Z5ubmQ27j6aefPuwa+vv76323YNTbv3+/vc8xM63GcaN1D47WdUEpx3zGKnufscreZ7Sre1xKku3bt+faa6/NggULMn/+/CTJgw8+mHnz5h1yJlOSfP3rX89nP/vZ4ctveMMbhsfMnj07O3bsSFNTU/bu3Ts8Zu/evTnttNMOe/vTptX6axCcPPr7++19Rtxo3YOjdV1QyjGfscreZ6yy9xkNNm7ceNh/q3tcGhgYyDXXXJNbbrklF1100fD1fX19WbJkySFjn3322QwNDeXMM88cvu6OO+7IpEmTsnjx4jzxxBM566yzMnHixDQ2Nmbr1q1paWnJhg0b/EFvgOOpWq1tXKVSt7kqK4881+NXPu6NFgAAjLC6x6U1a9Zkz5496e3tTW9vb5Lk7rvvzpYtW9LS0nLI2C1btuSVr3zlIdd1dHSks7MzjzzySBoaGnLrrbcmSVauXJkbb7wxBw8eTFtbW1pbW+u9dAAAAACOUqVarfU/R58YNm7cmFmzZo30MuC4c6oso4Izl+C4cMxnrLL3GavsfUaDF+ot447zWgAAAAA4iYhLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAio0f6QUAcBKpVo88plKpcaojz9Xf31/TXAAAwLHjzCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQbP9ILAGCMqVZHegUAAEAdOXMJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoJi4BAAAAUExcAgAAAKCYuAQAAABAMXEJAAAAgGLiEgAAAADFxCUAAAAAiolLAAAAABQTlwAAAAAoNr7eEx44cCDLly/Ptm3bMjQ0lCVLlmTdunUZGBhIkmzbti2tra3p6OjIJz7xieHv27RpU+68885ccMEF6ezszM6dO9PU1JRPfvKTmTx5cjZt2pRVq1aloaEhbW1tWbp0ab2XDgAAAMBRqntcWrt2bSZNmpTVq1dn165dufzyy/Pwww8nSXbv3p1Fixalq6srU6ZMyT333JMkeeCBBzJlypS0t7fnC1/4Qs4999x85CMfyfr169Pb25sVK1aku7s7PT09aWlpSUdHRzZv3pzp06fXe/kAAAAAHIW6fyxu7ty5ue6664YvNzQ0DH/d09OThQsXZsqUKcPX/eIXv0hPT08++tGPJkk2btyYiy++OEnS3t6evr6+DA4OZmhoKGe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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-50a3f26047fa>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     37\u001b[0m             \u001b[0mposition\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     38\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 39\u001b[1;33m     \u001b[0msleep\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m15\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     40\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     41\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from time import sleep\n",
    "import talib as ta\n",
    "\n",
    "\n",
    "\n",
    "df3 = pd.DataFrame(df.iloc[0:])\n",
    "\n",
    "units = 1\n",
    "sld = 50\n",
    "\n",
    "while True:\n",
    "    \n",
    "\n",
    "    \n",
    "    df2 = get_candles(count=1, granularity='S15')\n",
    "    df2.index.name = \"Date\"\n",
    "    \n",
    "    r = positions.OpenPositions(accountID='101-004-11521897-001')\n",
    "    client.request(r)\n",
    "    \n",
    "    \n",
    "    t = df.index[-1]\n",
    "    t_old = None\n",
    "    \n",
    "    if t_old is None or t != t_old:\n",
    "        t_old = df.index[-1]\n",
    "        \n",
    "\n",
    "        # Trade\n",
    "        #get position from broker\n",
    "        global position\n",
    "        r = trades.OpenTrades(accountID=config['oanda']['account_id'])\n",
    "        t = dict(ChainMap(*client.request(r)[\"trades\"]))\n",
    "        try:\n",
    "            position = float(t[\"currentUnits\"])\n",
    "        except:\n",
    "            position = 0\n",
    "\n",
    "    sleep(15)\n",
    "    \n",
    "\n",
    "    df3 = df3.append(df2)\n",
    "    \n",
    "\n",
    "    data = df3\n",
    "\n",
    "   \n",
    "\n",
    "    # Build Renko chart with the best brick size from Close data :-) \n",
    "    renko_obj_atr2 = pyrenko.renko()\n",
    "    ('Set brick size to optimal: ', renko_obj_atr2.set_brick_size(auto = False, brick_size = optimal_brick_sfo))\n",
    "    renko_obj_atr2.build_history(prices = data.Close)\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    if len(renko_obj_atr2.get_renko_prices()) > 1:\n",
    "        renko_obj_atr2.plot_renko()\n",
    "\n",
    "\n",
    "    df4 = pd.DataFrame(renko_obj_atr2.get_renko_prices(),columns=['Renko'])\n",
    "    \n",
    "    npa2 = np.array(renko_obj_atr2.get_renko_prices())\n",
    "    EMA = ta.TSF(npa2, timeperiod = 14) \n",
    "   \n",
    "    \n",
    "    \n",
    "    \n",
    "\n",
    "    current_palette = sns.color_palette('Paired', 12)\n",
    "    fig = plt.figure(figsize = (15, 10))\n",
    "    ax = plt.subplot(111)\n",
    "    x_range_original = np.arange(df4.shape[0])\n",
    "\n",
    "\n",
    "    ax.plot(\n",
    "        x_range_original,\n",
    "        EMA[0:],\n",
    "        color = current_palette[1],\n",
    "            \n",
    "        \n",
    "    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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