00_diy_quant_investing.md

DIY Quant Investing

DIY Quantitative Stock Market Investing

Dr. Yves J. Hilpisch | The Python Quants & The AI Machine

Online, PyData Botswana, 15. September 2022

(short link to this Gist: http://bit.ly/pdb_diy)

Slides

You find the slides under http://certificate.tpq.io/pdb_diy.pdf

Data Provider

Visit the Web page of EODHistoricalData under company page.

Resources

This Gist contains selected resources used during the webinar.

Dislaimer

All the content, Python code, Jupyter Notebooks, and other materials (the “Material”) come without warranties or representations, to the extent permitted by applicable law.

None of the Material represents any kind of recommendation or investment advice.

The Material is only meant as a technical illustration.

Leveraged and unleveraged trading of financial instruments, and of contracts for difference (CFDs) in particular, involves a number of risks (for example, losses in excess of deposits). Make sure to understand and manage these risks.

01_financial_data.ipynb

02_asset_allocation.ipynb

03_risk_budgeting.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DIY Quantitative Investing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Risk Allocation & Risk Parity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "&copy; Dr. Yves J. Hilpisch | The Python Quants GmbH\n",
    "\n",
    "http://tpq.io | [@dyjh](http://twitter.com/dyjh) | [team@tpq.io](mailto:team@tpq.io) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "uuid": "b5c2a3e0-81d2-4aab-bee0-a9239fc9ffa6"
   },
   "outputs": [],
   "source": [
    "from pylab import plt\n",
    "from mvp_portfolio import *\n",
    "plt.style.use('seaborn')\n",
    "np.set_printoptions(suppress=True)\n",
    "%config InlineBackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'universe.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(url, index_col=0, parse_dates=True).dropna()\n",
    "data = data.loc['2019-1-1':]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rets = np.log(data / data.shift(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "noa = len(data.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Equally Weighted Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "phi = np.array(noa * [1 / noa])\n",
    "phi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.pie(phi, labels=data.columns, autopct='%1.1f%%')\n",
    "plt.title('Equally Weighted Portfolio');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cov = rets.cov() * 252"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cov"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vol = portfolio_volatility(phi, rets)\n",
    "vol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vol / noa  # \"average\" risk contribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.dot(cov, phi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mvols = np.dot(cov, phi) / vol  # marginal volatilities\n",
    "mvols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rc = mvols * phi  # risk contributions (%-points)\n",
    "rc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rc.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rrc = rc / rc.sum()  # relative risk contributions (%)\n",
    "rrc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.pie(rrc, labels=data.columns, autopct='%1.1f%%')\n",
    "plt.title('Relative Risk Contributions');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sum(rc / rc.sum())  # checking for sum of relative risk contributions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Risk Parity Portfolios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.optimize import minimize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rel_risk_contributions(weights, rets=rets):\n",
    "    vol = portfolio_volatility(weights, rets)\n",
    "    cov = rets.cov()\n",
    "    mvols = np.dot(cov, weights) / vol\n",
    "    rc = mvols * weights\n",
    "    rrc = rc / rc.sum()\n",
    "    return rrc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rrc = rel_risk_contributions(phi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.pie(rrc, labels=data.columns, autopct='%1.1f%%')\n",
    "plt.title('Equally Weighted Portfolio');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mse_risk_contributions(weights, target, rets=rets):\n",
    "    rc = rel_risk_contributions(weights, rets)\n",
    "    mse = ((rc - target) ** 2).mean()\n",
    "    return mse * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mse_risk_contributions(phi, phi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bnds = noa * [(0, 1),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cons = {'type': 'eq', 'fun': lambda weights: weights.sum() - 1}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = noa * [1 / noa,]  # risk parity as target\n",
    "target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt = minimize(lambda w: mse_risk_contributions(w, target=target),\n",
    "               phi, bounds=bnds, constraints=cons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "phi_ = opt['x']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.pie(phi_, labels=data.columns, autopct='%1.1f%%')\n",
    "plt.title('Optimal Portfolio Weights');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rrc = rel_risk_contributions(opt['x'])\n",
    "rrc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.pie(rrc, labels=data.columns, autopct='%1.1f%%')\n",
    "plt.title('Relative Risk Contributions');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "portfolio_volatility(opt['x'], rets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Risk Contributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = np.random.random(noa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "target /= target.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "target.round(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.pie(target, labels=data.columns, autopct='%1.1f%%')\n",
    "plt.title('Target Risk Distribution');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "target.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt = minimize(lambda w: mse_risk_contributions(w, target=target),\n",
    "               phi, bounds=bnds, constraints=cons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "phi__ = opt['x']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.pie(phi__, labels=data.columns, autopct='%1.1f%%')\n",
    "plt.title('Optimal Portfolio Weights');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rrc = rel_risk_contributions(phi__)\n",
    "rrc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.pie(rrc, labels=data.columns, autopct='%1.1f%%')\n",
    "plt.title('Relative Risk Contributions');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rrc - target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "portfolio_volatility(phi__, rets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Target Volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cons = {'type': 'eq', 'fun': lambda weights:\n",
    "        portfolio_volatility(weights, rets) - 0.15}  # absolute risk target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = noa * [1 / noa,]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt = minimize(lambda w: mse_risk_contributions(w, target=target),\n",
    "               phi, bounds=bnds, constraints=cons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt['x'].sum()  # portfolio allocation ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cash = 1 - opt['x'].sum()  # ... rest parked (+) or borrowed (-) in cash\n",
    "cash"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rrc = rel_risk_contributions(opt['x'])\n",
    "rrc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.pie(rrc, labels=data.columns, autopct='%1.1f%%')\n",
    "plt.title('Relative Risk Contributions');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "portfolio_volatility(opt['x'], rets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"30%\" align=\"right\" border=\"0\"><br>\n",
    "\n",
    "<a href=\"http://tpq.io\" target=\"_blank\">http://tpq.io</a> | <a href=\"http://twitter.com/dyjh\" target=\"_blank\">@dyjh</a> | <a href=\"mailto:team@tpq.io\">team@tpq.io</a>"
   ]
  }
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mvp_portfolio.py

#
# Mean-Variance Portfolio Class
# Markowitz (1952)
#
# Python for Asset Management
# (c) Dr. Yves J. Hilpisch
# The Python Quants GmbH
#
import math
import numpy as np
import pandas as pd

def portfolio_return(weights, rets):
    return np.dot(weights.T, rets.mean()) * 252

def portfolio_variance(weights, rets):
    return np.dot(weights.T, np.dot(rets.cov(), weights)) * 252

def portfolio_volatility(weights, rets):
    return math.sqrt(portfolio_variance(weights, rets))

universe.csv

date,AAPL.US,GSPC.INDX,GC.COMM,BTC-USD.CC
2018-01-02,41.0184,2695.8101,1313.7,14982.1
2018-01-03,41.0113,2713.0601,1316.2,15201.0
2018-01-04,41.2018,2723.99,1319.4,15599.2
2018-01-05,41.6709,2743.1499,1320.3,17429.5
2018-01-08,41.5161,2747.71,1318.6,15170.1
2018-01-09,41.5113,2751.29,1311.7,14595.4
2018-01-10,41.5018,2748.23,1317.4,14973.3
2018-01-11,41.7375,2767.5601,1320.6,13405.8
2018-01-12,42.1685,2786.24,1333.4,13980.6
2018-01-16,41.9542,2776.4199,1335.4,11490.5
2018-01-17,42.6472,2802.5601,1338.0,11188.6
2018-01-18,42.6853,2798.03,1326.0,11474.9
2018-01-19,42.4948,2810.3,1331.9,11607.4
2018-01-22,42.1471,2832.97,1330.9,10931.4
2018-01-23,42.1566,2839.1299,1335.7,10868.4
2018-01-24,41.4851,2837.54,1355.9,11359.4
2018-01-25,40.7446,2839.25,1362.4,11259.4
2018-01-26,40.8398,2872.8701,1351.6,11171.4
2018-01-29,39.9945,2853.53,1351.6,11296.4
2018-01-30,39.7588,2822.4299,1335.4,10106.3
2018-01-31,39.8683,2823.8101,1339.0,10221.1
2018-02-01,39.9517,2821.98,1344.3,9170.54
2018-02-02,38.2181,2762.1299,1333.7,8830.75
2018-02-05,37.2633,2648.9399,1333.0,6955.27
2018-02-06,38.8206,2695.1399,1326.1,7754.0
2018-02-07,37.9895,2681.6599,1311.6,7621.3
2018-02-08,36.9442,2581.0,1316.9,8265.59
2018-02-09,37.3961,2619.55,1313.1,8736.98
2018-02-12,38.9024,2656.0,1324.2,8926.57
2018-02-13,39.2921,2662.9399,1328.1,8598.31
2018-02-14,40.0165,2698.6299,1355.5,9494.63
2018-02-15,41.3602,2731.2,1352.1,10166.4
2018-02-16,41.2263,2732.22,1353.2,10233.9
2018-02-20,41.0876,2716.26,1328.8,11403.7
2018-02-21,40.9011,2701.3301,1330.0,10690.4
2018-02-22,41.243,2703.96,1330.6,10005.0
2018-02-23,41.9603,2747.3,1328.2,10301.1
2018-02-26,42.79,2779.6001,1330.7,10366.7
2018-02-27,42.6513,2744.28,1315.5,10725.6
2018-02-28,42.5867,2713.8301,1315.5,10397.9
2018-03-01,41.8408,2677.6699,1302.9,10951.0
2018-03-02,42.1301,2691.25,1321.1,11086.4
2018-03-05,42.2759,2720.9399,1318.1,11573.3
2018-03-06,42.2401,2728.1201,1333.6,10779.9
2018-03-07,41.8479,2726.8,1326.0,9965.57
2018-03-08,42.3046,2738.97,1319.9,9395.01
2018-03-09,43.0314,2786.5701,1322.4,9337.55
2018-03-12,43.4475,2783.02,1319.4,9205.12
2018-03-13,43.029,2765.3101,1325.9,9194.85
2018-03-14,42.6632,2749.48,1324.4,8269.81
2018-03-15,42.7134,2747.3301,1316.8,8300.86
2018-03-16,42.5628,2752.01,1311.3,8338.35
2018-03-19,41.9125,2712.9199,1316.8,8630.65
2018-03-20,41.8982,2716.9399,1311.1,8913.47
2018-03-21,40.949,2711.9299,1320.7,8929.28
2018-03-22,40.3704,2643.6899,1326.6,8728.47
2018-03-23,39.4355,2588.26,1349.3,8879.62
2018-03-26,41.3076,2658.55,1354.4,8209.4
2018-03-27,40.2484,2612.6201,1341.3,7833.04
2018-03-28,39.8037,2605.0,1324.2,7954.48
2018-03-29,40.1145,2640.8701,1322.8,7165.7
2018-04-02,39.8515,2581.8799,1342.1,7083.8
2018-04-03,40.2604,2614.45,1332.8,7456.11
2018-04-04,41.0303,2644.6899,1335.8,6853.84
2018-04-05,41.3148,2662.8401,1324.3,6811.47
2018-04-06,40.258,2604.47,1331.9,6636.32
2018-04-09,40.6573,2613.1599,1336.3,6770.73
2018-04-10,41.4224,2656.8701,1342.0,6834.76
2018-04-11,41.2287,2642.1899,1356.5,6968.32
2018-04-12,41.6352,2663.99,1338.4,7889.25
2018-04-13,41.7762,2656.3,1344.8,7895.96
2018-04-16,42.0368,2677.8401,1347.5,8058.67
2018-04-17,42.6154,2706.3899,1347.2,7902.09
2018-04-18,42.5198,2708.6399,1351.2,8163.42
2018-04-19,41.3148,2693.1299,1346.8,8294.31
2018-04-20,39.622,2670.1399,1336.7,8845.83
2018-04-23,39.5073,2670.29,1322.5,8930.88
2018-04-24,38.9573,2634.5601,1331.4,9697.5
2018-04-25,39.1271,2639.3999,1321.2,8845.74
2018-04-26,39.2634,2666.9399,1316.3,9281.51
2018-04-27,38.8091,2669.9099,1320.3,8987.05
2018-04-30,39.512,2648.05,1316.2,9240.55
2018-05-01,40.4301,2654.8,1303.8,9119.01
2018-05-02,42.2161,2635.6699,1302.6,9235.92
2018-05-03,42.2927,2629.73,1310.7,9743.86
2018-05-04,43.9519,2663.4199,1312.7,9700.76
2018-05-07,44.2699,2672.6299,1312.2,9373.01
2018-05-08,44.4827,2671.9199,1312.0,9234.82
2018-05-09,44.7959,2697.79,1311.3,9325.18
2018-05-10,45.4367,2723.0701,1320.8,9043.94
2018-05-11,45.2639,2727.72,1319.0,8441.49
2018-05-14,45.1583,2730.1299,1316.5,8716.79
2018-05-15,44.7479,2711.45,1288.9,8510.38
2018-05-16,45.1655,2722.46,1290.2,8368.83
2018-05-17,44.8799,2720.1299,1288.2,8094.32
2018-05-18,44.7167,2712.97,1290.2,8250.97
2018-05-21,45.0335,2733.01,1290.2,8418.99
2018-05-22,44.9207,2724.4399,1291.7,8041.78
2018-05-23,45.2087,2733.29,1289.3,7557.82
2018-05-24,45.1583,2727.76,1303.7,7587.34
2018-05-25,45.2615,2721.3301,1303.3,7480.14
2018-05-29,45.0983,2689.8601,1298.7,7472.59
2018-05-30,45.0023,2724.01,1301.5,7406.52
2018-05-31,44.8511,2705.27,1300.1,7494.17
2018-06-01,45.6599,2734.6201,1294.8,7541.45
2018-06-04,46.0415,2746.8701,1293.1,7514.47
2018-06-05,46.3967,2748.8,1297.5,7633.76
2018-06-06,46.5575,2772.3501,1297.1,7653.98
2018-06-07,46.4327,2770.3701,1298.7,7678.24
2018-06-08,46.0103,2779.03,1298.1,7624.92
2018-06-11,45.8975,2782.0,1298.9,6906.92
2018-06-12,46.1495,2786.8501,1295.1,6582.36
2018-06-13,45.7703,2775.6299,1296.9,6349.9
2018-06-14,45.7943,2782.49,1304.0,6675.35
2018-06-15,45.3239,2779.6599,1274.6,6456.58
2018-06-18,45.2999,2773.75,1276.2,6734.82
2018-06-19,44.5678,2762.5901,1275.6,6769.94
2018-06-20,44.7623,2767.3201,1271.2,6776.55
2018-06-21,44.5126,2749.76,1267.2,6729.74
2018-06-22,44.383,2754.8799,1267.4,6083.69
2018-06-25,43.723,2717.0701,1265.6,6249.18
2018-06-26,44.2654,2723.0601,1256.6,6093.67
2018-06-27,44.2006,2699.6299,1252.8,6157.13
2018-06-28,44.5222,2716.3101,1247.8,5898.13
2018-06-29,44.4286,2718.3701,1251.3,6214.22
2018-07-02,44.9255,2726.71,1239.8,6596.66
2018-07-03,44.143,2713.22,1251.6,6550.87
2018-07-05,44.4982,2736.6101,1257.3,6638.69
2018-07-06,45.1151,2759.8201,1254.3,6668.71
2018-07-09,45.7415,2784.1699,1258.1,6739.21
2018-07-10,45.6863,2793.8401,1253.8,6330.77
2018-07-11,45.0935,2774.02,1242.8,6394.71
2018-07-12,45.8495,2798.29,1245.0,6229.56
2018-07-13,45.9215,2801.3101,1239.6,6238.22
2018-07-16,45.8207,2798.4299,1238.1,6739.28
2018-07-17,45.9503,2809.55,1225.7,7315.32
2018-07-18,45.6983,2815.6201,1226.3,7370.78
2018-07-19,46.0535,2804.49,1222.4,7466.86
2018-07-20,45.9479,2801.8301,1229.5,7354.94
2018-07-23,45.9887,2806.98,1224.0,7711.11
2018-07-24,46.3223,2820.3999,1223.9,8407.91
2018-07-25,46.7592,2846.0701,1231.4,8179.43
2018-07-26,46.6127,2837.4399,1225.3,7952.6
2018-07-27,45.8375,2818.8201,1222.6,8170.33
2018-07-30,45.5807,2802.6001,1221.3,8181.4730216
2018-07-31,45.6719,2816.29,1223.7,7781.86641402
2018-08-01,48.3624,2813.3601,1217.9,7610.29384887
2018-08-02,49.7761,2827.22,1210.6,7559.27800297
2018-08-03,49.9201,2840.3501,1214.2,7428.70143635
2018-08-06,50.1793,2850.3999,1208.6,6945.13323833
2018-08-07,49.7089,2858.45,1209.6,6751.81797609
2018-08-08,49.7425,2857.7,1212.6,6296.41984022
2018-08-09,50.1337,2853.5801,1211.9,6571.06266538
2018-08-10,49.9844,2833.28,1211.1,6174.16738537
2018-08-13,50.3071,2821.9299,1191.3,6343.94463937
2018-08-14,50.5191,2839.96,1193.0,6212.9596651
2018-08-15,50.6371,2818.3701,1177.5,6325.66192851
2018-08-16,51.3789,2840.6899,1176.2,6334.06045079
2018-08-17,52.405,2850.1299,1176.5,6531.53758522
2018-08-20,51.8944,2857.05,1186.8,6397.28264116
2018-08-21,51.7932,2862.96,1192.6,6480.47805472
2018-08-22,51.7956,2861.8201,1196.3,6409.54771439
2018-08-23,51.9016,2856.98,1187.0,6522.36636689
2018-08-24,52.063,2874.6899,1206.3,6696.18069313
2018-08-27,52.4917,2896.74,1209.0,6821.55620715
2018-08-28,52.9156,2897.52,1207.4,7073.37246569
2018-08-29,53.7056,2914.04,1204.5,7065.2712364
2018-08-30,54.1993,2901.1299,1197.7,6975.37460588
2018-08-31,54.8256,2901.52,1200.3,7024.70231687
2018-09-04,55.0014,2896.72,1192.7,7368.47849406
2018-09-05,54.6425,2888.6001,1194.9,6866.53846768
2018-09-06,53.7345,2878.05,1197.9,6544.27010261
2018-09-07,53.301,2871.6799,1193.6,6492.0148817
2018-09-10,52.5856,2877.1299,1193.0,6362.7697046
2018-09-11,53.9151,2887.8899,1195.4,6361.99373983
2018-09-12,53.2456,2888.9199,1204.7,6397.79091237
2018-09-13,54.5317,2904.1799,1202.0,6543.82229862
2018-09-14,53.9127,2904.98,1195.0,6553.61820197
2018-09-17,52.4772,2888.8,1199.7,6316.7307501
2018-09-18,52.5639,2904.3101,1196.8,6386.74490965
2018-09-19,52.5952,2907.95,1202.2,6415.66218188
2018-09-20,52.9951,2930.75,1206.2,6520.21021794
2018-09-21,52.4242,2929.6699,1196.2,6731.11517084
2018-09-24,53.1781,2919.3701,1199.3,6614.91310445
2018-09-25,53.5153,2915.5601,1200.0,6456.02391581
2018-09-26,53.089,2905.97,1194.0,6524.58209077
2018-09-27,54.1801,2914.0,1182.3,6691.88464417
2018-09-28,54.3703,2913.98,1191.5,6653.4771599
2018-10-01,54.7364,2924.5901,1187.1,6596.49078911
2018-10-02,55.223,2923.4299,1202.4,6575.3526575
2018-10-03,55.8949,2925.51,1198.3,6526.0359858
2018-10-04,54.9123,2901.6101,1197.2,6607.21258493
2018-10-05,54.0211,2885.5701,1201.2,6630.1626977
2018-10-08,53.8959,2884.4299,1184.4,6671.59406424
2018-10-09,54.6425,2880.3401,1187.2,6673.60355858
2018-10-10,52.1111,2785.6799,1189.3,6556.21121771
2018-10-11,51.6511,2728.3701,1223.5,6279.66768616
2018-10-12,53.496,2767.1299,1218.1,6294.23057338
2018-10-15,52.352,2750.79,1226.4,6591.80945318
2018-10-16,53.5057,2809.9199,1227.3,6605.36626753
2018-10-17,53.2745,2809.21,1223.7,6549.91848195
2018-10-18,52.0292,2768.78,1226.5,6519.79670622
2018-10-19,52.8217,2767.78,1225.3,6521.11156362
2018-10-22,53.1444,2755.8799,1221.2,6536.57004075
2018-10-23,53.6454,2740.6899,1233.4,6505.22664015
2018-10-24,51.8052,2656.1001,1227.8,6538.93772576
2018-10-25,52.9397,2705.5701,1229.1,6531.85581666
2018-10-26,52.0967,2658.6899,1232.5,6528.18041575
2018-10-29,51.1188,2641.25,1224.5,6293.1038317
2018-10-30,51.3741,2682.6299,1222.6,6400.41930768
2018-10-31,52.7133,2711.74,1212.3,6428.27811216
2018-11-01,53.5225,2740.3701,1236.0,6371.61577874
2018-11-02,49.9724,2723.0601,1230.9,6381.46551742
2018-11-05,48.5537,2738.3101,1229.8,6416.57445112
2018-11-06,49.0788,2755.45,1223.8,6441.1462622
2018-11-07,50.5673,2813.8899,1226.2,6527.20086091
2018-11-08,50.3908,2806.8301,1222.9,6461.93752674
2018-11-09,49.4192,2781.01,1206.4,6379.36760957
2018-11-12,46.9298,2726.22,1201.3,6364.55341466
2018-11-13,46.4609,2722.1799,1199.2,6346.0399928
2018-11-14,45.1485,2701.5801,1207.9,5729.10695292
2018-11-15,46.2627,2730.2,1212.8,5631.35243241
2018-11-16,46.7751,2736.27,1220.8,5545.64490756
2018-11-19,44.9213,2690.73,1223.1,4892.55831806
2018-11-20,42.775,2641.8899,1219.0,4412.76879212
2018-11-21,42.7267,2649.9299,1225.8,4581.09740943
2018-11-23,41.6415,2632.5601,1221.0,4348.86302837
2018-11-26,42.2046,2673.45,1220.2,3754.94598449
2018-11-27,42.1128,2682.1699,1211.2,3813.17029864
2018-11-28,43.7321,2743.79,1221.4,4248.94308559
2018-11-29,43.3962,2737.8,1224.1,4271.23825968
2018-11-30,43.1617,2760.1699,1220.2,4014.94487929
2018-12-03,44.6699,2790.3701,1233.9,3876.49273762
2018-12-04,42.7049,2700.0601,1241.1,3930.80439935
2018-12-06,42.2288,2695.95,1238.1,3520.86084683
2018-12-07,40.7231,2633.0801,1246.8,3413.79975046
2018-12-10,40.9913,2637.72,1243.7,3495.31290078
2018-12-11,40.7569,2636.78,1241.9,3414.69958085
2018-12-12,40.8705,2651.0701,1244.4,3476.86458065
2018-12-13,41.3176,2650.54,1242.7,3308.86962078
2018-12-14,39.9956,2599.95,1237.0,3239.063708
2018-12-17,39.6233,2545.9399,1247.4,3539.72762479
2018-12-18,40.1382,2546.1599,1249.2,3699.15061919
2018-12-19,38.8862,2506.96,1252.1,3741.55212259
2018-12-20,37.9049,2467.4199,1263.6,4130.67232359
2018-12-21,36.4306,2416.6201,1253.8,3898.73953894
2018-12-24,35.488,2351.1001,1267.5,4082.15000194
2018-12-26,37.9871,2467.7,1269.2,3860.88341734
2018-12-27,37.7405,2488.8301,1277.3,3661.57364069
2018-12-28,37.7599,2485.74,1279.9,3930.81468432
2018-12-31,38.1248,2506.8501,1278.3,3740.23131691
2019-01-02,38.1683,2510.03,1281.0,3941.99122065
2019-01-03,34.3665,2447.8899,1291.8,3838.44932784
2019-01-04,35.8336,2531.9399,1282.7,3858.46442292
2019-01-07,35.7538,2549.6899,1286.8,4008.93853051
2019-01-08,36.4354,2574.4099,1283.2,4015.95022621
2019-01-09,37.0541,2584.96,1289.3,4017.78740453
2019-01-10,37.1726,2596.6399,1284.7,3665.51636057
2019-01-11,36.8076,2596.26,1287.1,3655.71457125
2019-01-14,36.2541,2582.6101,1289.1,3693.74065656
2019-01-15,36.9961,2610.3,1286.2,3617.45858197
2019-01-16,37.4481,2616.1001,1291.6,3640.74647541
2019-01-17,37.6705,2635.96,1291.0,3662.45534212
2019-01-18,37.9025,2670.71,1281.3,3635.32150531
2019-01-22,37.0517,2632.8999,1282.5,3593.26896238
2019-01-23,37.2016,2638.7,1283.1,3577.09397597
2019-01-24,36.9067,2642.3301,1279.1,3593.39861916
2019-01-25,38.1297,2664.76,1297.4,3588.23780683
2019-01-28,37.7768,2643.8501,1302.4,3465.09952022
2019-01-29,37.3853,2640.0,1308.2,3438.22491119
2019-01-30,39.94,2681.05,1309.9,3477.3217816
2019-01-31,40.2276,2704.1001,1319.7,3450.11203517
2019-02-01,40.2469,2706.53,1316.9,3476.45924705
2019-02-04,41.3901,2724.8701,1314.3,3448.24304905
2019-02-05,42.0983,2737.7,1314.2,3444.18206803
2019-02-06,42.1128,2731.6101,1309.5,3405.51647475
2019-02-07,41.3152,2706.05,1309.4,3384.9132135
2019-02-08,41.3638,2707.8799,1313.7,3657.05190851
2019-02-11,41.1259,2709.8,1307.0,3633.80254293
2019-02-12,41.4803,2744.73,1309.2,3633.87137108
2019-02-13,41.3079,2753.03,1310.8,3617.44535777
2019-02-14,41.4584,2745.73,1309.8,3603.37124687
2019-02-15,41.3662,2775.6001,1318.1,3605.74565042
2019-02-19,41.49,2779.76,1340.1,3934.51018436
2019-02-20,41.757,2784.7,1343.3,3986.15188461
2019-02-21,41.5215,2774.8799,1323.5,3943.40919962
2019-02-22,41.9851,2792.6699,1329.2,3994.34194151
2019-02-25,42.291,2796.1101,1325.9,3873.45446279
2019-02-26,42.3153,2793.8999,1325.1,3846.69825776
2019-02-27,42.4463,2792.3799,1317.7,3847.89815364
2019-02-28,42.0288,2784.49,1312.8,3849.89515878
2019-03-01,42.4706,2803.6899,1296.4,3848.10134274
2019-03-04,42.6842,2792.8101,1284.8,3749.39362878
2019-03-05,42.6065,2789.6499,1282.0,3883.89656318
2019-03-06,42.3614,2771.45,1284.9,3891.85186754
2019-03-07,41.8711,2748.9299,1283.8,3907.57595511
2019-03-08,41.9706,2743.0701,1297.0,3888.48151128
2019-03-11,43.4245,2783.3,1288.8,3898.48857568
2019-03-12,43.9124,2791.52,1296.3,3905.54229732
2019-03-13,44.1066,2810.9199,1307.5,3903.23720046
2019-03-14,44.5969,2808.48,1293.4,3917.45940024
2019-03-15,45.1771,2822.48,1301.8,3956.32949101
2019-03-18,45.6382,2832.9399,1300.3,4027.01602937
2019-03-19,45.2766,2832.5701,1305.0,4065.31194543
2019-03-20,45.6722,2824.23,1300.5,4086.63339195
2019-03-21,47.3543,2854.8799,1306.1,4028.34669686
2019-03-22,46.3737,2800.71,1311.6,4031.02167233
2019-03-25,45.813,2798.3601,1321.9,3958.31278365
2019-03-26,45.3397,2818.46,1314.3,3982.41166333
2019-03-27,45.7475,2805.3701,1309.9,4084.844093
2019-03-28,45.8082,2815.4399,1289.8,4067.03846482
2019-03-29,46.1067,2834.3999,1293.0,4102.64138661
2019-04-01,46.4198,2867.1899,1288.4,4168.03834681
2019-04-02,47.0946,2867.24,1290.0,4905.55009414
2019-04-03,47.4175,2873.3999,1289.9,4996.0072454
2019-04-04,47.5,2879.3899,1289.0,4925.84090348
2019-04-05,47.818,2892.74,1290.4,5041.19460432
2019-04-08,48.5704,2895.77,1297.1,5288.78749095
2019-04-09,48.4248,2878.2,1303.5,5201.62704298
2019-04-10,48.6966,2888.21,1309.1,5323.29338609
2019-04-11,48.2913,2888.3201,1288.6,5072.42272782
2019-04-12,48.2719,2907.4099,1290.6,5093.9346116
2019-04-15,48.3593,2905.5801,1286.8,5068.55829801
2019-04-16,48.3641,2907.0601,1272.6,5246.06984768
2019-04-17,49.3059,2900.45,1272.2,5258.98826203
2019-04-18,49.4831,2905.03,1271.9,5297.23464582
2019-04-22,49.6457,2907.97,1273.5,5399.3937497
2019-04-23,50.3618,2933.6799,1269.3,5571.35320094
2019-04-24,50.2841,2927.25,1275.5,5444.93407912
2019-04-25,49.8278,2926.1699,1275.8,5201.85752527
2019-04-26,49.5899,2939.8799,1284.9,5290.32256306
2019-04-29,49.6651,2943.03,1278.6,5251.81490937
2019-04-30,48.7088,2945.8301,1282.8,5357.09735161
2019-05-01,51.0997,2923.73,1281.4,5402.25008316
2019-05-02,50.7671,2917.52,1269.7,5519.22498173
2019-05-03,51.3982,2945.6399,1279.2,5800.813222
2019-05-06,50.6045,2932.47,1281.7,5771.32534768
2019-05-07,49.2404,2884.05,1283.5,5885.55928071
2019-05-08,49.2501,2879.4199,1279.4,6000.88213824
2019-05-09,48.7209,2870.72,1283.5,6183.02527516
2019-05-10,48.046,2881.3999,1285.7,6384.25262863
2019-05-13,45.2536,2811.8701,1300.1,7817.42169823
2019-05-14,45.9699,2834.4099,1294.7,8009.33871687
2019-05-15,46.5206,2850.96,1296.3,8219.52467715
2019-05-16,46.3159,2876.3201,1285.0,7881.0746099
2019-05-17,46.0528,2859.53,1274.5,7355.67718585
2019-05-20,44.6127,2840.23,1276.1,7976.82927846
2019-05-21,45.468,2864.3601,1272.0,7967.35863108
2019-05-22,44.5372,2856.27,1273.6,7673.85131513
2019-05-23,43.7769,2822.24,1284.8,7877.2696847
2019-05-24,43.6088,2826.0601,1283.0,7982.00945063
2019-05-28,43.4285,2802.3899,1276.5,8717.38229746
2019-05-29,43.2214,2783.02,1280.6,8662.607433
2019-05-30,43.4456,2788.8601,1287.1,8306.48872646
2019-05-31,42.6585,2752.0601,1305.8,8575.663787
2019-06-03,42.2272,2744.45,1322.7,8191.3058431
2019-06-04,43.7721,2803.27,1323.4,7691.19259395
2019-06-05,44.4787,2826.1499,1328.3,7818.63061121
2019-06-06,45.1317,2843.49,1337.6,7818.94933601
2019-06-07,46.333,2873.3401,1341.2,8048.59734912
2019-06-10,46.9251,2886.73,1324.7,7993.59707669
2019-06-11,47.4685,2885.72,1326.4,7926.09892508
2019-06-12,47.3174,2879.8401,1331.9,8130.70989834
2019-06-13,47.3077,2891.6399,1339.2,8222.71312092
2019-06-14,46.9641,2886.98,1340.1,8690.81089499
2019-06-17,47.2443,2889.6699,1338.7,9334.21069899
2019-06-18,48.3554,2917.75,1346.6,9092.43478392
2019-06-19,48.2141,2926.46,1344.6,9299.3901428
2019-06-20,48.6015,2954.1799,1392.9,9546.41615454
2019-06-21,48.4358,2950.46,1396.2,10132.91435491
2019-06-24,48.3871,2945.3501,1414.3,11032.18980461
2019-06-25,47.6537,2917.3799,1414.9,11795.21894381
2019-06-26,48.6844,2913.78,1411.6,12959.89315417
2019-06-27,48.6698,2924.9199,1408.4,11148.77504059
2019-06-28,48.2263,2941.76,1409.7,12388.3791025
2019-07-01,49.1108,2964.3301,1385.6,10627.46086455
2019-07-02,49.3983,2973.01,1404.6,10839.52050543
2019-07-03,49.8077,2995.8201,1417.7,11981.70868516
2019-07-05,49.7638,2990.4099,1396.7,10990.39953481
2019-07-08,48.738,2975.95,1397.0,12303.34035064
2019-07-09,49.0353,2979.6299,1397.5,12557.07652741
2019-07-10,49.5201,2993.0701,1410.1,12137.67006545
2019-07-11,49.1595,2999.9099,1404.3,11348.48639609
2019-07-12,49.5372,3013.77,1409.9,11803.21603389
2019-07-15,50.0026,3014.3,1411.4,10917.14644054
2019-07-16,49.8296,3004.04,1409.2,9497.41792087
2019-07-17,49.5494,2984.4199,1421.3,9682.55891087
2019-07-18,50.1123,2995.1101,1426.1,10672.00599516
2019-07-19,49.3642,2976.6101,1425.1,10527.21602869
2019-07-22,50.4924,2985.03,1425.3,10339.84484373
2019-07-23,50.8871,3005.47,1420.1,9908.80830184
2019-07-24,50.8457,3019.5601,1422.8,9827.39218326
2019-07-25,50.4436,3003.6699,1413.9,9907.54061076
2019-07-26,50.6191,3025.8601,1418.5,9872.11877924
2019-07-29,51.0918,3020.97,1419.6,9531.84832897
2019-07-30,50.8725,3013.1799,1429.7,9609.33068542
2019-07-31,51.9105,2980.3799,1426.1,10082.23623777
2019-08-01,50.7872,2953.5601,1420.9,10405.99757686
2019-08-02,49.7126,2932.05,1445.6,10525.51321574
2019-08-05,47.1103,2844.74,1464.6,11829.85476392
2019-08-06,48.0021,2881.77,1472.4,11473.92075553
2019-08-07,48.4992,2883.98,1507.3,11987.56847514
2019-08-08,49.5689,2938.0901,1497.7,12003.74494188
2019-08-09,49.1604,2918.6499,1496.6,11875.21424596
2019-08-12,49.0357,2882.7,1505.3,11399.60044802
2019-08-13,51.1122,2926.3201,1502.2,10904.29609307
2019-08-14,49.5909,2840.6001,1515.9,10016.76903348
2019-08-15,49.3439,2847.6001,1519.6,10312.24531984
2019-08-16,50.5081,2888.6799,1512.5,10370.04420629
2019-08-19,51.4498,2923.6499,1500.4,10899.99859708
2019-08-20,51.4522,2900.51,1504.6,10770.79195955
2019-08-21,52.0099,2924.4299,1504.6,10130.6084334
2019-08-22,51.9659,2922.95,1497.3,10138.27608655
2019-08-23,49.564,2847.1101,1526.6,10431.17373257
2019-08-26,50.5057,2878.3799,1526.3,10378.54702575
2019-08-27,49.9358,2869.1599,1541.0,10200.52028476
2019-08-28,50.2709,2887.9399,1537.8,9752.2266556
2019-08-29,51.122,2924.5801,1526.5,9515.74112893
2019-08-30,51.056,2926.46,1519.1,9606.26678276
2019-09-03,50.3124,2906.27,1545.9,10639.51609452
2019-09-04,51.1661,2937.78,1550.3,10600.79176252
2019-09-05,52.1664,2976.0,1515.4,10592.90168494
2019-09-06,52.1615,2978.71,1506.2,10367.46604159
2019-09-09,52.3841,2978.4299,1502.2,10349.89704576
2019-09-10,53.0029,2979.3899,1490.3,10137.20754361
2019-09-11,54.6882,3000.9299,1494.4,10193.07913421
2019-09-12,54.5659,3009.5701,1498.7,10431.15722792
2019-09-13,53.5044,3007.3899,1490.9,10379.79259579
2019-09-16,53.7856,2997.96,1503.1,10279.18703817
2019-09-17,53.9813,3005.7,1505.1,10241.27794268
2019-09-18,54.4876,3006.73,1507.5,10219.41696882
2019-09-19,54.0449,3006.79,1498.4,10279.37927644
2019-09-20,53.2549,2992.0701,1507.3,10210.15101157
2019-09-23,53.497,2991.78,1523.7,9731.26207142
2019-09-24,53.2426,2966.6001,1532.1,8614.85512333
2019-09-25,54.062,2984.8701,1504.6,8488.12828502
2019-09-26,53.7832,2977.6201,1507.5,8125.93920058
2019-09-27,53.5215,2961.79,1499.1,8237.86480108
2019-09-30,54.7811,2976.74,1465.7,8299.38675542
2019-10-01,54.9328,2940.25,1482.0,8340.07701974
2019-10-02,53.5557,2887.6101,1501.0,8400.7048129
2019-10-03,54.0107,2910.6299,1507.1,8273.96145
2019-10-04,55.5247,2952.01,1506.2,8224.78565566
2019-10-07,55.5369,2938.79,1497.7,8249.72375175
2019-10-08,54.8863,2893.0601,1497.2,8239.05867594
2019-10-09,55.5296,2919.3999,1506.1,8599.85254351
2019-10-10,56.278,2938.1299,1494.8,8589.07764846
2019-10-11,57.7749,2970.27,1482.7,8302.2376968
2019-10-14,57.6918,2966.1499,1491.7,8369.83926749
2019-10-15,57.5572,2995.6799,1477.6,8195.28363993
2019-10-16,57.3249,2989.6899,1488.0,8030.54801238
2019-10-17,57.5474,2997.95,1492.3,8098.91323904
2019-10-18,57.8238,2986.2,1488.2,7971.71340373
2019-10-21,58.8267,3006.72,1482.4,8243.89247532
2019-10-22,58.6921,2995.99,1481.7,8078.63275496
2019-10-23,59.4797,3004.52,1489.9,7500.52373606
2019-10-24,59.5776,3010.29,1498.9,7498.1919308
2019-10-25,60.3113,3022.55,1499.5,8664.08573084
2019-10-28,60.9155,3039.4199,1490.0,9246.57806976
2019-10-29,59.5066,3036.8899,1487.0,9438.61227718
2019-10-30,59.4993,3046.77,1493.2,9217.49068445
2019-10-31,60.8445,3037.5601,1511.4,9226.79137768
2019-11-01,62.5714,3066.9099,1508.0,9266.79629366
2019-11-04,62.9823,3078.27,1508.0,9438.91623988
2019-11-05,62.8918,3074.6201,1480.8,9350.42044689
2019-11-06,62.9187,3076.78,1490.2,9360.93285419
2019-11-07,63.6448,3085.1799,1464.2,9270.28833524
2019-11-08,63.819,3093.0801,1461.3,8809.37777299
2019-11-11,64.3244,3087.01,1455.5,8755.60937431
2019-11-12,64.2655,3091.8401,1452.1,8799.71504246
2019-11-13,64.8813,3094.04,1461.7,8815.72001316
2019-11-14,64.4323,3096.6299,1471.8,8717.05630004
2019-11-15,65.1977,3120.46,1467.3,8491.52257813
2019-11-18,65.5265,3122.03,1470.9,8302.12240805
2019-11-19,65.3278,3120.1799,1473.3,8219.37593797
2019-11-20,64.5673,3108.46,1473.3,8127.54481609
2019-11-21,64.2778,3103.54,1463.1,7645.82945155
2019-11-22,64.2214,3110.29,1463.1,7322.18972932
2019-11-25,65.3474,3133.6399,1456.6,7129.43068742
2019-11-26,64.8371,3140.52,1459.8,7188.71965011
2019-11-27,65.708,3153.6299,1453.4,7509.22737483
2019-11-29,65.5633,3140.98,1465.6,7777.66947606
2019-12-02,64.8052,3113.8701,1462.3,7332.59507679
2019-12-03,63.6497,3093.2,1478.2,7333.74013002
2019-12-04,64.2115,3112.76,1474.0,7243.8483143
2019-12-05,65.1536,3117.4299,1476.9,7414.72005215
2019-12-06,66.4121,3145.9099,1459.1,7563.09584989
2019-12-09,65.4823,3135.96,1459.3,7371.97688323
2019-12-10,65.865,3132.52,1462.6,7257.6319171
2019-12-11,66.4268,3141.6299,1469.4,7226.64410027
2019-12-12,66.5961,3168.5701,1466.7,7227.18209318
2019-12-13,67.5014,3168.8,1475.6,7278.57798329
2019-12-16,68.6568,3191.45,1475.0,6923.84411285
2019-12-17,68.7918,3192.52,1474.6,6650.62410826
2019-12-18,68.6274,3191.1399,1472.6,7304.78781244
2019-12-19,68.6961,3205.3701,1478.2,7175.3315695
2019-12-20,68.5538,3221.22,1474.7,7212.08090309
2019-12-23,69.6725,3224.01,1482.5,7351.7028666
2019-12-24,69.7387,3223.3799,1499.1,7264.70884229
2019-12-26,71.1224,3239.9099,1509.3,7231.03068401
2019-12-27,71.0954,3240.02,1513.8,7268.26587861
2019-12-30,71.5173,3221.29,1514.5,7270.95057081
2019-12-31,72.0399,3230.78,1519.5,7216.09559083
2020-01-02,73.6836,3257.8501,1524.5,6992.20056524
2020-01-03,72.9672,3234.8501,1549.2,7315.0801281
2020-01-06,73.5486,3246.28,1566.2,7793.85856881
2020-01-07,73.2027,3237.1799,1571.8,8174.91244277
2020-01-08,74.3803,3253.05,1557.4,8058.61307915
2020-01-09,75.9602,3274.7,1551.7,7841.08826937
2020-01-10,76.1319,3265.3501,1557.5,8165.2009709
2020-01-13,77.7584,3288.1299,1548.4,8132.66877705
2020-01-14,76.7084,3283.1499,1542.4,8830.65718003
2020-01-15,76.3797,3289.29,1552.1,8811.39187417
2020-01-16,77.3365,3316.8101,1549.0,8723.66709404
2020-01-17,78.1926,3329.6201,1558.8,8930.90976626
2020-01-21,77.6627,3320.79,1556.4,8762.12766661
2020-01-22,77.94,3321.75,1555.3,8687.92642929
2020-01-23,78.3153,3325.54,1564.6,8398.78582166
2020-01-24,78.0896,3295.47,1571.1,8468.33115644
2020-01-27,75.7934,3243.6299,1576.8,8914.98891477
2020-01-28,77.9375,3276.24,1569.2,9347.12999976
2020-01-29,79.5689,3273.3999,1569.8,9323.24077895
2020-01-30,79.4536,3283.6599,1583.5,9518.90644509
2020-01-31,75.9307,3225.52,1582.9,9357.2131312
2020-02-03,75.7222,3248.9199,1577.2,9314.20599406
2020-02-04,78.2221,3297.5901,1550.4,9205.6464439
2020-02-05,78.8599,3334.6899,1557.8,9628.85203145
2020-02-06,79.7824,3345.78,1565.1,9761.95850647
2020-02-07,78.6979,3327.71,1568.6,9827.07497378
2020-02-10,79.0717,3352.0901,1574.7,9889.89523651
2020-02-11,78.5946,3357.75,1565.6,10246.55912012
2020-02-12,80.4611,3379.45,1567.4,10347.80489639
2020-02-13,79.8881,3373.9399,1575.1,10253.4217301
2020-02-14,79.9078,3380.1599,1582.7,10356.40103932
2020-02-18,78.4446,3370.29,1600.0,10164.43062793
2020-02-19,79.5807,3386.1499,1607.5,9642.11097918
2020-02-20,78.7643,3373.23,1616.6,9645.13246846
2020-02-21,76.9815,3337.75,1644.6,9710.37626519
2020-02-24,73.3248,3225.8899,1672.4,9688.25620861
2020-02-25,70.8411,3128.21,1646.9,9380.51519815
2020-02-26,71.9649,3116.3899,1640.0,8819.67714644
2020-02-27,67.2607,2978.76,1640.0,8806.41188002
2020-02-28,67.2214,2954.22,1564.1,8767.58860242
2020-03-02,73.4797,3090.23,1592.3,8918.77273712
2020-03-03,71.1461,3003.3701,1642.1,8793.26684315
2020-03-04,74.4462,3130.1201,1641.1,8780.29301588
2020-03-05,72.0313,3023.9399,1666.4,9070.0487513
2020-03-06,71.0748,2972.3701,1670.8,9147.30368387
2020-03-09,65.4533,2746.5601,1674.5,7953.01306133
2020-03-10,70.1674,2882.23,1659.1,7910.55780713
2020-03-11,67.7304,2741.3799,1641.4,7953.37829533
2020-03-12,61.0417,2480.6399,1589.3,4805.21757006
2020-03-13,68.355,2711.02,1515.7,5548.47674832
2020-03-16,59.5614,2386.1299,1485.9,5032.8264194
2020-03-17,62.1803,2529.1899,1524.9,5405.05763014
2020-03-18,60.6581,2398.1001,1477.3,5248.57282565
2020-03-19,60.1933,2409.3899,1478.6,6192.49950044
2020-03-20,56.3719,2304.9199,1484.0,6207.81867054
2020-03-23,55.1744,2237.3999,1567.0,6482.72715628
2020-03-24,60.7097,2447.3301,1660.2,6766.88231723
2020-03-25,60.3753,2475.5601,1632.3,6702.56832949
2020-03-26,63.5524,2630.0701,1650.1,6737.55022343
2020-03-27,60.9212,2541.47,1623.9,6449.08337136
2020-03-30,62.6598,2626.6499,1622.0,6445.97166874
2020-03-31,62.5319,2584.5901,1583.4,6448.74628786
2020-04-01,59.2417,2470.5,1578.2,6651.35768638
2020-04-02,60.2302,2526.8999,1625.7,6814.61431762
2020-04-03,59.3646,2488.6499,1633.7,6752.13162009
2020-04-06,64.5434,2663.6799,1677.0,7270.87857448
2020-04-07,63.7959,2659.4099,1664.8,7180.35357247
2020-04-08,65.4287,2749.98,1665.4,7331.41363294
2020-04-09,65.9009,2789.8201,1736.2,7315.24479261
2020-04-13,67.1943,2761.6299,1744.8,6857.36348949
2020-04-14,70.5879,2846.0601,1756.7,6830.1729535
2020-04-15,69.9436,2783.3601,1727.2,6645.87574943
2020-04-16,70.4993,2799.55,1720.4,7104.9532844
2020-04-17,69.5428,2874.5601,1689.2,7125.31313978
2020-04-20,68.0993,2823.1599,1701.6,6890.71529749
2020-04-21,65.9943,2736.5601,1678.2,6904.21183814
2020-04-22,67.8952,2799.3101,1728.7,7143.88668676
2020-04-23,67.632,2797.8,1733.3,7519.34584339
2020-04-24,69.5846,2836.74,1723.5,7562.13216328
2020-04-27,69.6337,2878.48,1711.9,7820.73137165
2020-04-28,68.505,2863.3899,1710.5,7826.86002229
2020-04-29,70.7551,2939.51,1703.4,8837.38251592
2020-04-30,72.2477,2912.4299,1684.2,8665.28866908
2020-05-01,71.0846,2830.71,1694.5,8905.28199041
2020-05-04,72.0904,2842.74,1706.9,8910.39250861
2020-05-05,73.1724,2868.4399,1704.4,8924.15289137
2020-05-06,73.9273,2848.4199,1684.2,9222.9443333
2020-05-07,74.6921,2881.1899,1721.8,9952.81626146
2020-05-08,76.4699,2929.8,1709.9,9846.46576386
2020-05-11,77.6731,2930.1899,1695.3,8618.47994236
2020-05-12,76.7855,2870.1201,1704.4,8818.7222054
2020-05-13,75.8584,2820.0,1713.9,9304.46034364
2020-05-14,76.3244,2852.5,1738.1,9722.30860573
2020-05-15,75.8732,2863.7,1753.4,9310.10948272
2020-05-18,77.6608,2953.9099,1731.8,9744.90778298
2020-05-19,77.212,2922.9399,1744.2,9772.26267056
2020-05-20,78.7137,2971.6101,1750.6,9531.30833308
2020-05-21,78.1268,2948.51,1720.5,9077.27717776
2020-05-22,78.6298,2955.45,1734.6,9184.60445982
2020-05-26,78.0972,2991.77,1704.8,8844.50905363
2020-05-27,78.4375,3036.1299,1710.3,9187.58867295
2020-05-28,78.472,3029.73,1713.3,9560.2300302
2020-05-29,78.3956,3044.3101,1736.9,9445.01232568
2020-06-01,79.3597,3055.73,1737.8,10203.65638744
2020-06-02,79.7271,3080.8201,1725.2,9539.60171514
2020-06-03,80.166,3122.8701,1697.8,9676.76265078
2020-06-04,79.4756,3112.3501,1718.9,9804.79951205
2020-06-05,81.7391,3193.9299,1676.2,9646.7726782
2020-06-08,82.2224,3232.3899,1698.3,9795.48446658
2020-06-09,84.8188,3207.1799,1714.7,9779.96401037
2020-06-10,87.001,3190.1399,1713.3,9894.12439105
2020-06-11,82.8241,3002.1001,1732.0,9314.1525979
2020-06-12,83.5391,3041.3101,1729.3,9478.04095184
2020-06-15,84.5723,3066.5901,1720.3,9433.0353026
2020-06-16,86.8136,3124.74,1729.6,9529.07180468
2020-06-17,86.6928,3113.49,1729.2,9472.96144984
2020-06-18,86.7273,3115.3401,1724.8,9415.4156213
2020-06-19,86.2317,3097.74,1745.9,9301.44153485
2020-06-22,88.4879,3117.8601,1756.7,9692.88901935
2020-06-23,90.3766,3131.29,1772.1,9638.91089921
2020-06-24,88.7813,3050.3301,1765.8,9311.09259366
2020-06-25,89.9599,3083.76,1762.1,9284.04386438
2020-06-26,87.1958,3009.05,1772.5,9188.80390512
2020-06-29,89.2054,3053.24,1774.8,9216.60336972
2020-06-30,89.95,3100.29,1793.0,9192.25885868
2020-07-01,89.7799,3115.8601,1773.2,9276.0741997
2020-07-02,89.7799,3130.01,1784.0,9134.79950867
2020-07-06,92.1815,3179.72,1788.5,9376.12877678
2020-07-07,91.8955,3145.3201,1804.2,9285.69975103
2020-07-08,94.0358,3169.9399,1815.5,9466.98571324
2020-07-09,94.4401,3152.05,1799.2,9272.77794986
2020-07-10,94.6053,3185.04,1798.2,9320.72679393
2020-07-13,94.1689,3155.22,1811.0,9284.82106224
2020-07-14,95.7273,3197.52,1810.6,9289.95287178
2020-07-15,96.3856,3226.5601,1811.4,9238.37120811
2020-07-16,95.1996,3215.5701,1798.7,9174.5477837
2020-07-17,95.0073,3224.73,1808.3,9197.32772299
2020-07-20,97.0094,3251.8401,1815.9,9158.72366554
2020-07-21,95.6705,3257.3,1842.4,9381.52702617
2020-07-22,95.9393,3276.02,1864.1,9514.59490277
2020-07-23,91.5725,3235.6599,1889.1,9581.93950295
2020-07-24,91.3456,3215.6299,1897.3,9538.30306296
2020-07-27,93.5106,3239.4099,1931.0,10999.35624317
2020-07-28,91.9744,3218.4399,1944.7,10909.54704271
2020-07-29,93.7374,3258.4399,1953.5,11097.28397685
2020-07-30,94.8716,3246.22,1942.3,11110.4501863
2020-07-31,104.8036,3271.1201,1962.8,11332.06573958
2020-08-03,107.4444,3294.6101,1966.0,11255.90322547
2020-08-04,108.162,3306.51,2001.2,11209.45024231
2020-08-05,108.554,3327.77,2031.1,11752.12825708
2020-08-06,112.3414,3349.1599,2051.5,11805.76928137
2020-08-07,109.7872,3351.28,2010.1,11592.11067976
2020-08-10,111.383,3360.47,2024.4,11882.09146884
2020-08-11,108.0704,3333.6899,1932.6,11403.06182156
2020-08-12,111.6621,3380.3501,1934.9,11592.04384501
2020-08-13,113.6382,3373.4299,1956.7,11768.3989691
2020-08-14,113.537,3372.8501,1937.0,11774.49584569
2020-08-17,113.2405,3381.99,1985.0,12268.94533685
2020-08-18,114.1841,3389.78,1999.4,11981.82836274
2020-08-19,114.3274,3374.8501,1958.7,11755.63183709
2020-08-20,116.8643,3385.51,1933.8,11885.31043549
2020-08-21,122.8866,3397.1599,1934.6,11558.21112746
2020-08-24,124.3563,3431.28,1927.7,11783.25943148
2020-08-25,123.3362,3443.6201,1911.8,11375.87776641
2020-08-26,125.0134,3478.73,1940.7,11491.03298226
2020-08-27,123.519,3484.55,1921.6,11325.37640911
2020-08-28,123.3189,3508.01,1964.6,11542.99566722
2020-08-31,127.5009,3500.3101,1967.6,11669.62683858
2020-09-01,132.5796,3526.6499,1968.2,11945.30333918
2020-09-02,129.8327,3580.8401,1934.4,11420.33231255
2020-09-03,119.4382,3455.0601,1927.6,10244.97863689
2020-09-04,119.5173,3426.96,1923.9,10505.52372409
2020-09-08,111.4743,3331.8401,1933.0,10131.25617651
2020-09-09,115.9207,3398.96,1944.7,10234.32991722
2020-09-10,112.1364,3339.1899,1954.2,10343.67058146
2020-09-11,110.6641,3340.97,1937.8,10397.50011382
2020-09-14,113.9841,3383.54,1953.1,10673.02657537
2020-09-15,114.1619,3401.2,1956.3,10788.59330695
2020-09-16,110.7926,3385.49,1960.2,10974.46103133
2020-09-17,109.0239,3357.01,1940.0,10937.52309804
2020-09-18,105.5657,3319.47,1952.1,10935.37684845
2020-09-21,108.767,3281.0601,1901.2,10455.89320548
2020-09-22,110.4764,3315.5701,1898.6,10549.94130032
2020-09-23,105.8423,3236.9199,1859.9,10255.64202257
2020-09-24,106.9292,3246.5901,1868.3,10742.58115012
2020-09-25,110.9408,3298.46,1857.7,10700.21973452
2020-09-28,113.5888,3351.6001,1872.8,10717.5748225
2020-09-29,112.7292,3335.47,1894.3,10844.2002767
2020-09-30,114.4287,3363.0,1887.5,10780.09122736
2020-10-01,115.397,3380.8,1908.4,10624.19548637
2020-10-02,111.672,3348.4199,1900.2,10587.64508596
2020-10-05,115.1105,3408.6001,1912.5,10799.97843977
2020-10-06,111.8103,3360.97,1901.1,10620.9321688
2020-10-07,113.7074,3419.4399,1883.6,10685.19447818
2020-10-08,113.5987,3446.8301,1888.6,10910.63845487
2020-10-09,115.5749,3477.1399,1919.5,11076.11785776
2020-10-12,122.9162,3534.22,1922.5,11553.28783972
2020-10-13,119.6556,3511.9299,1888.5,11443.01385508
2020-10-14,119.7445,3488.6699,1901.3,11443.12596856
2020-10-15,119.2702,3483.3401,1903.2,11503.06492192
2020-10-16,117.6004,3483.8101,1900.8,11336.33658843
2020-10-19,114.5967,3426.9199,1906.4,11755.67421375
2020-10-20,116.1084,3443.1201,1910.4,11922.9002468
2020-10-21,115.476,3435.5601,1924.6,12818.75147101
2020-10-22,114.3694,3453.49,1901.1,12968.85581419
2020-10-23,113.6679,3465.3899,1902.0,12944.47355281
2020-10-26,113.6778,3400.97,1902.7,13084.17572079
2020-10-27,115.2093,3390.6799,1908.8,13662.97376308
2020-10-28,109.8737,3271.03,1876.2,13289.03907541
2020-10-29,113.9445,3310.1101,1865.6,13468.15636764
2020-10-30,107.5616,3269.96,1877.4,13585.96160485
2020-11-02,107.4727,3310.24,1890.4,13588.49984941
2020-11-03,109.1227,3369.1599,1908.5,13964.70836791
2020-11-04,113.5789,3443.4399,1894.6,14132.47838863
2020-11-05,117.6103,3510.45,1945.3,15552.56082418
2020-11-06,117.4767,3509.4399,1950.3,15562.6920064
2020-11-09,115.1309,3550.5,1853.2,15341.61086524
2020-11-10,114.7845,3545.53,1875.4,15301.26205843
2020-11-11,118.2685,3572.6599,1860.7,15708.69002892
2020-11-12,117.9913,3537.01,1872.6,16290.90706884
2020-11-13,118.0408,3585.1499,1885.7,16337.58692152
2020-11-16,119.0702,3626.9099,1887.3,16728.15815792
2020-11-17,118.1695,3609.53,1884.5,17683.44339746
2020-11-18,116.8234,3567.79,1873.5,17823.71141123
2020-11-19,117.4272,3581.8701,1861.1,17827.46432928
2020-11-20,116.1405,3557.54,1872.6,18642.89599321
2020-11-23,112.6861,3577.5901,1837.8,18368.88946627
2020-11-24,113.9926,3635.4099,1804.8,19105.94228238
2020-11-25,114.8439,3629.6499,1805.7,18841.47681499
2020-11-27,115.3981,3638.3501,1781.9,17117.1141028
2020-11-30,117.833,3621.6299,1775.7,19694.59971495
2020-12-01,121.4655,3662.45,1814.1,18876.77418855
2020-12-02,121.8218,3669.01,1825.7,19218.92090024
2020-12-03,121.6832,3666.72,1836.8,19446.2178604
2020-12-04,121.0003,3699.1201,1835.9,18754.72457863
2020-12-07,122.4849,3691.96,1861.8,19211.28473162
2020-12-08,123.1085,3702.25,1870.8,18354.76261928
2020-12-09,120.5351,3672.8201,1834.6,18578.06531053
2020-12-10,121.9801,3668.1001,1833.6,18291.80054111
2020-12-11,121.1586,3663.46,1839.8,18083.90950956
2020-12-14,120.5351,3647.49,1828.7,19263.21036948
2020-12-15,126.5727,3694.6201,1852.3,19429.97270813
2020-12-16,126.5034,3701.1699,1856.1,21338.3657544
2020-12-17,127.3843,3722.48,1887.2,22794.22034212
2020-12-18,125.3652,3709.4099,1885.7,23093.75870627
2020-12-21,126.9191,3694.9199,1879.2,22870.92000427
2020-12-22,130.5318,3687.26,1866.6,23768.67433005
2020-12-23,129.6212,3690.01,1874.7,23328.52733088
2020-12-24,130.6209,3703.0601,1879.9,23747.59879898
2020-12-28,135.2927,3735.3601,1877.2,27095.73359052
2020-12-29,133.4913,3727.04,1879.7,27378.78008341
2020-12-30,132.353,3732.04,1891.0,28801.77959621
2020-12-31,131.3335,3756.0701,1893.1,28994.35490419
2021-01-04,128.0871,3700.6499,1944.7,32084.60754586
2021-01-05,129.6707,3726.8601,1952.7,34105.46338287
2021-01-06,125.3058,3748.1399,1906.9,36910.1780487
2021-01-07,129.5816,3803.79,1912.3,39505.50589252
2021-01-08,130.7001,3824.6799,1834.1,40809.93262904
2021-01-11,127.6615,3799.6101,1849.6,35604.81258941
2021-01-12,127.4833,3801.1899,1842.9,34004.99618053
2021-01-13,129.5519,3809.8401,1853.6,37331.11778706
2021-01-14,127.5922,3795.54,1850.3,39139.86810744
2021-01-15,125.8403,3768.25,1829.3,36705.8142679
2021-01-19,126.5232,3798.9099,1839.5,36184.92519735
2021-01-20,130.6803,3851.8501,1865.9,35610.00444805
2021-01-21,135.4708,3853.0701,1865.3,30937.52147295
2021-01-22,137.6483,3841.47,1855.7,32931.69189475
2021-01-25,141.459,3855.3601,1854.9,32359.85653903
2021-01-26,141.6965,3849.6201,1850.7,32558.9917254
2021-01-27,140.6078,3750.77,1844.9,30346.26920792
2021-01-28,135.6886,3787.3799,1837.9,33165.47521929
2021-01-29,130.611,3714.24,1847.3,34163.05404977
2021-02-01,132.7687,3773.8601,1860.8,33400.92857934
2021-02-02,133.61,3826.3101,1830.5,35410.0540497
2021-02-03,132.5708,3830.1699,1832.2,37337.38930597
2021-02-04,135.9855,3871.74,1788.9,36856.18935499
2021-02-05,135.5642,3886.8301,1810.9,37940.22787095
2021-02-08,135.7129,3915.5901,1831.9,46047.93029632
2021-02-09,134.8208,3911.23,1835.3,46398.46010116
2021-02-10,134.2062,3909.8799,1840.6,44839.0190316
2021-02-11,133.9485,3916.3799,1824.9,47693.31708008
2021-02-12,134.1864,3934.8301,1821.6,47413.46305584
2021-02-16,132.0254,3932.5901,1797.2,49200.63908083
2021-02-17,129.696,3931.3301,1771.1,52092.40863365
2021-02-18,128.5759,3913.97,1773.4,51656.55821717
2021-02-19,128.7345,3906.71,1775.8,55870.54057634
2021-02-22,124.8983,3876.5,1806.7,54228.61370044
2021-02-23,124.7595,3881.3701,1804.4,48563.89319573
2021-02-24,124.254,3925.4299,1796.4,49682.32617189
2021-02-25,119.9321,3829.3401,1774.4,47309.3390477
2021-02-26,120.1997,3811.1499,1728.1,45724.64474738
2021-03-01,126.6726,3901.8201,1722.5,49642.50366952
2021-03-02,124.026,3870.29,1733.1,48336.15607932
2021-03-03,120.9927,3819.72,1715.3,50609.39354894
2021-03-04,119.0796,3768.47,1700.2,48572.35461646
2021-03-05,120.3583,3841.9399,1698.0,48933.56397151
2021-03-08,115.3426,3821.3501,1677.7,52152.60224972
2021-03-09,120.0312,3875.4399,1716.6,54699.0227565
2021-03-10,118.9309,3898.8101,1721.5,56056.46592531
2021-03-11,120.8936,3939.3401,1722.3,57731.90342103
2021-03-12,119.9717,3943.3401,1719.5,57357.74026779
2021-03-15,122.9059,3968.9399,1728.9,55811.42921988
2021-03-16,124.4721,3962.71,1730.6,56507.15737731
2021-03-17,123.6691,3974.1201,1726.8,58731.12810412
2021-03-18,119.4761,3915.46,1732.2,57759.67121806
2021-03-19,118.9408,3913.1001,1741.4,58236.93917733
2021-03-22,122.3111,3940.5901,1737.8,54516.80801467
2021-03-23,121.4685,3910.52,1724.7,54738.17180264
2021-03-24,119.04,3889.1399,1732.9,52792.64294366
2021-03-25,119.5356,3909.52,1724.9,51542.75759554
2021-03-26,120.1502,3974.54,1732.2,54934.39497161
2021-03-29,120.3286,3971.0901,1712.1,57707.8067564
2021-03-30,118.8516,3958.55,1683.9,58796.61033085
2021-03-31,121.082,3972.8899,1713.8,58776.75708308
2021-04-01,121.9245,4019.8701,1726.5,58794.30628735
2021-04-05,124.7992,4077.9099,1727.0,60557.41667825
2021-04-06,125.1065,4073.9399,1741.5,59852.59181622
2021-04-07,126.7817,4079.95,1740.1,56126.87261319
2021-04-08,129.2202,4097.1699,1756.8,58068.48483979
2021-04-09,131.8371,4128.7998,1743.3,58201.91217718
2021-04-12,130.0925,4127.9902,1731.2,59978.88776531
2021-04-13,133.2546,4141.5898,1746.2,63608.17519132
2021-04-14,130.8756,4124.6602,1734.9,62866.96092455
2021-04-15,133.324,4170.4199,1765.4,63448.50309793
2021-04-16,132.9869,4185.4702,1779.0,63031.56937431
2021-04-19,133.661,4163.2598,1769.4,57000.38002992
2021-04-20,131.9461,4134.9399,1777.3,56581.48865398
2021-04-21,132.3327,4173.4199,1792.3,54066.09334042
2021-04-22,130.7864,4134.98,1781.2,51961.16087988
2021-04-23,133.1455,4180.1699,1777.0,51133.5463416
2021-04-26,133.542,4187.6201,1779.2,54059.77744163
2021-04-27,133.2149,4186.7202,1778.0,55047.31177054
2021-04-28,132.412,4183.1802,1773.2,54948.96131554
2021-04-29,132.3129,4211.4702,1768.1,53691.89549304
2021-04-30,130.3106,4181.1699,1767.3,57836.23496307
2021-05-03,131.3811,4192.6602,1791.4,57368.29211678
2021-05-04,126.7321,4164.6602,1775.8,53775.19077525
2021-05-05,126.9799,4167.5898,1784.1,57631.24608129
2021-05-06,128.6056,4201.6201,1815.5,56797.27165683
2021-05-07,129.2907,4232.6001,1831.1,57508.97954099
2021-05-10,125.9544,4188.4302,1837.5,56006.39003603
2021-05-11,125.0211,4152.1001,1835.9,56951.70377442
2021-05-12,121.9032,4063.04,1822.6,51300.6221475
2021-05-13,124.0877,4112.5,1823.8,49754.48069775
2021-05-14,126.5502,4173.8501,1837.9,50160.98241577
2021-05-17,125.3785,4163.29,1867.5,43571.46006491
2021-05-18,123.9686,4127.8301,1867.8,43122.0343187
2021-05-19,123.8097,4115.6802,1881.3,37293.46380541
2021-05-20,126.4112,4159.1201,1881.8,40564.5076431
2021-05-21,124.5445,4155.8599,1876.7,37224.14816865
2021-05-24,126.2027,4197.0498,1884.6,38746.7938007
2021-05-25,126.0041,4188.1299,1898.1,38249.91579643
2021-05-26,125.9544,4195.9902,1901.3,39314.31029004
2021-05-27,124.3955,4200.8799,1895.7,38590.32838816
2021-05-28,123.7303,4204.1099,1902.5,35735.34273607
2021-06-01,123.4026,4202.04,1902.9,36685.072568372
2021-06-02,124.1771,4208.1201,1907.5,37762.580036971
2021-06-03,122.6678,4192.8501,1871.2,39206.604681814
2021-06-04,125.0012,4229.8901,1889.8,37022.339063424
2021-06-07,125.0111,4226.52,1896.8,33617.007565463
2021-06-08,125.8452,4227.2598,1892.2,33491.435486031
2021-06-09,126.2325,4219.5498,1893.2,37437.404626682
2021-06-10,125.2197,4239.1802,1894.2,36885.736797915
2021-06-11,126.4509,4247.4399,1877.4,37308.641413019
2021-06-14,129.5588,4255.1499,1864.0,40483.856782454
2021-06-15,128.7247,4246.5898,1854.5,40256.58330171
2021-06-16,129.2311,4223.7002,1859.5,38293.224606892
2021-06-17,130.8596,4221.8599,1773.8,38106.253992064
2021-06-18,129.539,4166.4502,1767.9,35683.849709247
2021-06-21,131.366,4224.79,1781.8,31716.448138771
2021-06-22,133.0341,4246.4399,1776.3,32495.817204259
2021-06-23,132.7561,4241.8398,1782.3,33734.325543965
2021-06-24,132.4681,4266.4902,1775.6,34642.457003666
2021-06-25,132.1702,4280.7002,1776.6,31798.46239872
2021-06-28,133.8285,4290.6099,1779.6,34482.805355719
2021-06-29,135.3675,4291.7998,1762.8,35917.63848526
2021-06-30,135.9931,4297.5,1770.8,35127.080456976
2021-07-01,136.3009,4319.9399,1775.9,33627.497752978
2021-07-02,138.9719,4352.3398,1782.6,33871.087056083
2021-07-06,141.0173,4343.54,1793.5,34134.128408533
2021-07-07,143.5493,4358.1299,1801.5,33972.993763637
2021-07-08,142.2287,4320.8198,1799.6,32860.402519918
2021-07-09,144.0855,4369.5498,1810.0,33911.571926653
2021-07-12,143.4798,4384.6299,1805.5,33219.118335066
2021-07-13,144.6118,4369.21,1809.4,32616.056143067
2021-07-14,148.097,4374.2998,1824.3,32851.664980797
2021-07-15,147.4317,4360.0298,1828.4,31698.314041338
2021-07-16,145.3565,4327.1602,1814.5,31479.276703155
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2022-08-01,161.286,4118.6299,1787.7,23314.199432537
2022-08-02,159.788,4091.1899,1789.7,22978.116592947
2022-08-03,165.8996,4155.1699,1776.4,22846.507057976
2022-08-04,165.58,4151.9399,1806.9,22630.956732133
2022-08-05,165.35,4145.1899,1791.2,23289.314277414
2022-08-08,164.87,4140.0601,1805.2,23809.487114519
2022-08-09,164.92,4122.4702,1812.3,23164.317986281
2022-08-10,169.24,4210.2402,1813.7,23947.64342535
2022-08-11,168.49,4207.27,1807.2,23957.530194268
2022-08-12,172.1,4280.1499,1815.5,24402.818505756
2022-08-15,173.19,4297.1401,1798.1,24136.972424664
2022-08-16,173.03,4305.2002,1789.7,23883.290546735
2022-08-17,174.55,4274.04,1776.7,23335.998222361
2022-08-18,174.15,4283.7402,1771.2,23212.739077043
2022-08-19,171.52,4228.48,1762.9,20877.553692219
2022-08-22,167.57,4137.9902,1748.4,21398.908350302
2022-08-23,167.23,4128.73,1761.2,21528.087371684
2022-08-24,167.53,4140.77,1761.5,21395.020071493
2022-08-25,170.03,4199.1201,1771.4,21600.90514167
2022-08-26,163.62,4057.6599,1749.8,20260.018649424
2022-08-29,161.38,4030.6101,1749.7,20297.994635306
2022-08-30,158.91,3986.1599,1736.3,19796.809402411
2022-08-31,157.22,3955.0,1726.2,20049.763189373
2022-09-01,157.96,3966.8501,1709.3,20127.140269431
2022-09-02,155.81,3924.26,1722.6,19969.77117746
2022-09-06,154.53,3908.1899,1712.9,18837.667712375
2022-09-07,155.96,3979.8701,1727.8,19290.323873594
2022-09-08,154.46,4006.1799,1720.2,19329.834933427
2022-09-09,157.37,4067.3601,1728.6,21381.152855287
2022-09-12,163.43,4110.4102,1740.6,22370.448649932
2022-09-13,153.84,3932.6899,1717.4,20296.707813875