├── misc ├── advanced_backtest.png └── default_backtest.png ├── LICENSE ├── .gitignore ├── README.md ├── backtest.py └── data ├── ETHUSDT_1day_ticks.csv └── BTCUSDT_1day_ticks.csv /misc/advanced_backtest.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/pplonski/turtle-trading-python/HEAD/misc/advanced_backtest.png -------------------------------------------------------------------------------- /misc/default_backtest.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/pplonski/turtle-trading-python/HEAD/misc/default_backtest.png -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2020 Piotr 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Turtle Trading in Python 2 | 3 | This is a backtest of turtle trading algorithm on cryptocurrency data in python. 4 | 5 | 6 | ### Data 7 | 8 | - The example backtest is running on BTC/USDT pair (the data obtained from Binance on 2020-02-04). 9 | - You can easily change the backtest to run with ETH/USDT data (also from 2020-02-04). 10 | - The data is already provided in `data` directory 11 | - I have used cryptocurrency data because it was easy to obtain. What is more, the automatic live trading with bot will be easy because setting account and obtaining API is also easy (without initial capital constraints). 12 | 13 | ### Requirements 14 | 15 | The backtest was computed on Ubuntu 16.04 and python 3.6 16 | 17 | Needed packages: 18 | ``` 19 | pip install pandas numpy plotly 20 | ``` 21 | 22 | ### Run backtest 23 | 24 | ``` 25 | python backtest.py 26 | ``` 27 | 28 | Expected output on BTC/USDT data: 29 | ``` 30 | -------------------------------------------------- 31 | Initial capital 1000.0 32 | -------------------------------------------------- 33 | Open position @ 4428.99 buy 0.2256 date 2017-10-02 01:00:00.000 Stop loss @ 3774.7765961811365 34 | Close position @ 6195.535 capital 1396.3149833039997 date 2017-11-11 19:00:00.000 35 | Open position @ 7767.225 buy 0.1796 date 2017-11-16 19:00:00.000 Stop loss @ 6682.535921529168 36 | Close position @ 14825.0 capital 2659.90743 date 2017-12-21 16:00:00.000 37 | Open position @ 11442.66 buy 0.2322 date 2018-02-20 01:00:00.000 Stop loss @ 8992.061097120413 38 | Close position @ 9305.52 capital 2158.581002256 date 2018-03-08 18:00:00.000 39 | Open position @ 8501.95 buy 0.2536 date 2018-04-20 11:00:00.000 Stop loss @ 7331.935674604393 40 | Close position @ 8750.17 capital 2216.824068888 date 2018-05-11 08:00:00.000 41 | Open position @ 7265.495 buy 0.3048 date 2018-07-17 18:00:00.000 Stop loss @ 6608.813973488342 42 | Close position @ 7364.0 capital 2242.3026528 date 2018-08-03 01:00:00.000 43 | Open position @ 7035.0 buy 0.3184 date 2018-08-28 12:00:00.000 Stop loss @ 6354.161460452529 44 | Close position @ 6449.5 capital 2051.4672792 date 2018-09-06 01:00:00.000 45 | Open position @ 7135.17 buy 0.2872 date 2018-10-15 07:00:00.000 Stop loss @ 6624.314411513054 46 | Close position @ 6606.355 capital 1895.4478108439998 date 2018-10-18 21:00:00.000 47 | Open position @ 4142.0 buy 0.4572 date 2018-12-24 01:00:00.000 Stop loss @ 3593.4076083448613 48 | Close position @ 3568.26 capital 1629.777063528 date 2018-12-27 20:00:00.000 49 | Open position @ 3726.975 buy 0.4369 date 2019-02-18 04:00:00 Stop loss @ 3481.6959997550325 50 | Close position @ 7645.145 capital 3336.8236866495 date 2019-06-04 18:00:00 51 | Open position @ 9271.165 buy 0.3596 date 2019-06-16 06:00:00 Stop loss @ 8406.041937099604 52 | Close position @ 9809.855 capital 3524.0962341419995 date 2019-07-02 06:00:00 53 | Open position @ 11294.025000000001 buy 0.3117 date 2019-08-05 01:00:00 Stop loss @ 9870.936939813835 54 | Close position @ 10497.755 capital 3268.8780832664997 date 2019-08-14 09:00:00 55 | Open position @ 9613.705 buy 0.3397 date 2019-10-26 01:00:00 Stop loss @ 8622.679672786018 56 | Close position @ 8790.455 capital 2983.1314459365 date 2019-11-08 14:00:00 57 | Open position @ 7735.29 buy 0.3853 date 2020-01-06 23:00:00 Stop loss @ 7143.767789865975 58 | Close position @ 9127.925 capital 3513.4725129974995 date 2020-02-04 13:00:00 59 | -------------------------------------------------- 60 | Success rate 0.5384615384615384 61 | Capital at the end 3513.47 62 | -------------------------------------------------- 63 | Summary of % change in positions 64 | Percent change in position -18.68 65 | Percent change in position -8.32 66 | Percent change in position -7.41 67 | Percent change in position -13.85 68 | Percent change in position -7.05 69 | Percent change in position -8.56 70 | Percent change in position 39.89 71 | Percent change in position 90.87 72 | Percent change in position 2.92 73 | Percent change in position 1.36 74 | Percent change in position 105.13 75 | Percent change in position 5.81 76 | Percent change in position 18.0 77 | Created new window in existing browser session. 78 | ``` 79 | 80 | There will be window opened in your browser to show backtest results. Similar to the backtest below: 81 | 82 |

83 | 84 |

85 | 86 | The green lines are showing profitable positions, whereas black lines are for loss positions. 87 | 88 | ### Advanced Turtle Trading 89 | 90 | I'm considering writing a more advanced tutorial about using turtle trading on cryptocurrency data in Python. The tutorial will cover: 91 | 92 | - How to get historical and live data from Binance with their API. 93 | - How to backtest long and short strategy with Turtle Trading Algorithm. 94 | - How to create long and short strategy for live trading. 95 | - How to tune Turtle Trading Algorithm for better performance. 96 | 97 | The example of tuned long strategy on BTC/USDT data: 98 | 99 |

100 | 101 |

102 | 103 | The advanced strategy from initial capital 1,000.0 ends with capital 10,849.45, with success rate 0.4772. 104 | 105 | [Please notify me when it will be ready and get 20% off!](https://forms.gle/3eXGqSGXeotS3h6g9) 106 | 107 | #### Cross-selling 108 | 109 | You can also check my previously written tutorial: [How to deploy machine learning models with Django](https://deploymachinelearning.com) 110 | -------------------------------------------------------------------------------- /backtest.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import numpy as np 3 | from plotly.graph_objs import * 4 | 5 | 6 | # Data obtained from Binance on 2020-02-04 7 | # Read data with 1 day ticks, it will be used to compute indicators 8 | df_1d = pd.read_csv("data/BTCUSDT_1day_ticks.csv") # you can change here for ETH 9 | # Read data with 1 hour ticks, it will be used to simulate price monitoring 10 | df_1h = pd.read_csv("data/BTCUSDT_1hour_ticks.csv") # you can change here for ETH 11 | 12 | # Compute indicators 13 | df_1d["Close_1_shift"] = df_1d["Close"].shift(1) # previous day Close value 14 | df_1h["Close_1_shift_1h"] = df_1h["Close_1h"].shift(1) # previous hour Close value 15 | 16 | # In the data table, the current row will be used as present, so only Open value will be known 17 | # other values need to be used from previous row, otherwise we will be cheating in the backtest (it will be overfit!) 18 | 19 | df_1d["TR"] = np.abs(df_1d.High - df_1d.Low) 20 | df_1d["TR"] = np.maximum( 21 | df_1d["TR"], 22 | np.maximum( 23 | np.abs(df_1d.Close_1_shift - df_1d.High), 24 | np.abs(df_1d.Close_1_shift - df_1d.Low), 25 | ), 26 | ) 27 | # The N value from Turtle Algorithm 28 | n_array = np.array(df_1d["TR"].values) 29 | n_array[20] = np.mean(df_1d["TR"][:20]) 30 | for i in range(21, df_1d.shape[0]): 31 | n_array[i] = (19.0 * n_array[i - 1] + df_1d["TR"][i]) / 20.0 32 | df_1d["N"] = n_array 33 | 34 | # Compute upper and lower bounds based on Turtle Algorithm 35 | df_1d["upper_bound"] = df_1d["High"].shift(1).rolling(window=20).max() 36 | df_1d["lower_bound"] = df_1d["Low"].shift(1).rolling(window=10).min() 37 | 38 | # Join data sets 39 | df = df_1h.merge(df_1d, on="Date", how="left") 40 | 41 | # Start the backtest simulation 42 | capital = 1000.0 # initial capital value in USDT 43 | crypto = 0 # the initial amount of crypto 44 | fees = 0.001 # fees as 0.1% 45 | positions = [] # list to keep current positions 46 | success_history = [] # list to keep successful positions 47 | failure_history = [] # list to keep failed positions 48 | 49 | print("-" * 50) 50 | print("Initial capital", capital) 51 | print("-" * 50) 52 | # the simulation loop 53 | for i in range( 54 | 21 * 24, df.shape[0] 55 | ): # we start the loop from 21 day, to have N filled properly 56 | 57 | # Check for open position 58 | # The previous hour Close value is larger than upper bound and we have 0 positions 59 | if ( 60 | df["Close_1_shift_1h"].iloc[i] > df["upper_bound"].iloc[i] 61 | and len(positions) == 0 62 | ): 63 | 64 | # We will use average price from the current ticker 65 | price = (df["Close_1h"].iloc[i] + df["Open_1h"].iloc[i]) / 2.0 66 | step = capital * (1.0 - fees) 67 | crypto += np.round(step / price, 4) 68 | capital = 0.0 # all capital used 69 | stop_loss = price - 2.0 * df["N"].iloc[i] # set stop loss 70 | positions += [{"time": i, "date": df.Date_1h.iloc[i], "price": price}] 71 | 72 | print( 73 | "Open position @", 74 | price, 75 | "buy", 76 | crypto, 77 | "date", 78 | df.Date_1h.iloc[i], 79 | "Stop loss @", 80 | stop_loss, 81 | ) 82 | 83 | # Check to close position 84 | elif len(positions) > 0 and ( 85 | df["Close_1_shift_1h"].iloc[i] 86 | < df["lower_bound"].iloc[i] # we are lower than lower bound 87 | or df["Close_1_shift_1h"].iloc[i] < stop_loss # we are lower than stop loss 88 | or i 89 | == df.shape[0] - 1 # the end of simulation and we want to close all positions 90 | ): 91 | 92 | price = (df["Close_1h"].iloc[i] + df["Open_1h"].iloc[i]) / 2.0 93 | capital = crypto * price * (1 - fees) 94 | stop_loss, crypto = 0.0, 0.0 95 | print("Close position @", price, "capital", capital, "date", df.Date_1h.iloc[i]) 96 | if positions[-1]["price"] < price: 97 | for p in positions: 98 | success_history += [ 99 | { 100 | "date": [p["date"], df.Date_1h.iloc[i]], 101 | "price": [p["price"], price], 102 | } 103 | ] 104 | else: 105 | for p in positions: 106 | failure_history += [ 107 | { 108 | "date": [p["date"], df.Date_1h.iloc[i]], 109 | "price": [p["price"], price], 110 | } 111 | ] 112 | positions = [] 113 | 114 | success_rate = 0 115 | if len(success_history) + len(failure_history) > 0: 116 | success_rate = len(success_history) / (len(failure_history) + len(success_history)) 117 | 118 | print("-" * 50) 119 | print("Success rate", success_rate) 120 | print("Capital at the end", np.round(capital, 2)) 121 | print("-" * 50) 122 | print("Summary of % change in positions") 123 | price_changes = [] 124 | for h in [failure_history, success_history]: 125 | for position in h: 126 | percent_change = np.round( 127 | (position["price"][1] - position["price"][0]) 128 | / position["price"][0] 129 | * 100.0, 130 | 2, 131 | ) 132 | print("Percent change in position", percent_change) 133 | 134 | # plot them 135 | trace0 = Candlestick(x=df.Date, open=df.Open, high=df.High, low=df.Low, close=df.Close) 136 | fig = Figure() 137 | fig.add_trace(trace0) 138 | 139 | for f in failure_history: 140 | trace = Scatter( 141 | x=f["date"], 142 | y=f["price"], 143 | mode="markers+lines", 144 | marker_color="rgba(2, 2, 3, .9)", 145 | ) 146 | fig.add_trace(trace) 147 | 148 | for f in success_history: 149 | trace = Scatter( 150 | x=f["date"], 151 | y=f["price"], 152 | mode="markers+lines", 153 | marker_color="rgba(2, 255, 3, .9)", 154 | ) 155 | fig.add_trace(trace) 156 | 157 | fig.show() 158 | -------------------------------------------------------------------------------- /data/ETHUSDT_1day_ticks.csv: -------------------------------------------------------------------------------- 1 | Date,Open,High,Low,Close,Vol 2 | 2017-08-17,301.13,312.18,298.0,302.0,7030.71034 3 | 2017-08-18,302.0,311.79,283.94,293.96,9537.84646 4 | 2017-08-19,293.31,299.9,278.0,290.91,2146.19773 5 | 2017-08-20,289.41,300.53,282.85,299.1,2510.13871 6 | 2017-08-21,299.1,346.52,294.6,323.29,5219.44542 7 | 2017-08-22,321.04,330.41,144.21,309.8,7956.35088 8 | 2017-08-23,312.25,324.99,309.41,315.74,8665.72569 9 | 2017-08-24,315.74,328.04,314.01,323.42,6753.27192 10 | 2017-08-25,323.42,338.28,323.42,327.24,7125.96962 11 | 2017-08-26,327.24,335.44,323.41,330.79,4877.68521 12 | 2017-08-27,332.18,348.13,330.73,348.13,4635.43715 13 | 2017-08-28,348.11,351.0,331.95,346.0,4279.1817 14 | 2017-08-29,347.0,377.6,346.0,374.7,3032.13425 15 | 2017-08-30,374.7,393.71,362.05,385.93,4446.59608 16 | 2017-08-31,384.64,389.36,377.78,384.79,4435.86855 17 | 2017-09-01,386.44,394.39,383.18,388.46,4198.68434 18 | 2017-09-02,388.58,394.32,320.08,343.14,8240.32724 19 | 2017-09-03,343.56,367.28,320.08,341.77,5253.62211 20 | 2017-09-04,339.29,344.55,267.94,283.77,6737.81061 21 | 2017-09-05,286.81,321.52,235.55,312.09,8344.41924 22 | 2017-09-06,313.29,336.34,312.09,335.0,5486.30988 23 | 2017-09-07,335.01,342.5,320.17,334.49,3103.89745 24 | 2017-09-08,334.49,335.1,272.0,302.99,4915.75693 25 | 2017-09-09,300.01,307.0,281.66,296.74,2740.58822 26 | 2017-09-10,296.72,302.78,261.03,293.5,4156.45099 27 | 2017-09-11,293.51,304.98,285.21,297.3,4829.64647 28 | 2017-09-12,297.78,316.46,286.01,293.96,5176.31402 29 | 2017-09-13,293.93,294.5,257.05,276.91,6451.22836 30 | 2017-09-14,275.76,283.77,215.0,215.21,12601.95676 31 | 2017-09-15,217.0,270.93,192.0,253.0,14223.8953 32 | 2017-09-16,255.99,271.81,235.51,249.31,10362.06011 33 | 2017-09-17,249.32,264.39,239.02,257.55,4614.53337 34 | 2017-09-18,257.53,306.22,257.11,294.57,4125.97051 35 | 2017-09-19,296.0,300.0,277.41,284.0,1869.90852 36 | 2017-09-20,284.01,294.0,275.91,282.0,1060.56734 37 | 2017-09-21,285.1,287.0,252.1,257.0,1912.55583 38 | 2017-09-22,258.0,272.97,253.01,264.0,1464.5125 39 | 2017-09-23,259.99,286.23,255.11,285.93,2824.33572 40 | 2017-09-24,286.5,294.61,275.0,282.0,5575.54422 41 | 2017-09-25,282.0,299.0,281.34,294.42,5870.48035 42 | 2017-09-26,294.42,296.81,286.24,287.9,4566.92804 43 | 2017-09-27,289.91,313.0,286.13,309.74,5518.10382 44 | 2017-09-28,309.81,311.81,296.89,302.44,6600.90922 45 | 2017-09-29,302.44,303.0,274.0,292.22,11089.19902 46 | 2017-09-30,292.62,307.49,292.22,304.36,4020.60795 47 | 2017-10-01,305.13,306.0,294.0,303.95,5060.05758 48 | 2017-10-02,303.94,305.0,295.0,296.5,3710.83747 49 | 2017-10-03,298.15,301.99,283.18,292.48,5546.85702 50 | 2017-10-04,292.47,297.97,288.0,291.99,4014.88792 51 | 2017-10-05,290.0,297.44,285.53,294.81,3412.39016 52 | 2017-10-06,294.78,310.8,293.78,310.8,3541.02359 53 | 2017-10-07,309.9,318.5,303.6,311.01,2165.79076 54 | 2017-10-08,311.08,317.07,309.0,311.07,2960.93198 55 | 2017-10-09,311.13,312.13,286.65,297.19,4885.37863 56 | 2017-10-10,297.35,308.56,293.0,298.64,6749.27468 57 | 2017-10-11,300.88,305.5,298.02,304.01,3724.6863 58 | 2017-10-12,304.01,310.0,302.71,303.99,7827.75596 59 | 2017-10-13,303.52,353.96,297.0,337.96,17925.36585 60 | 2017-10-14,337.96,349.8,335.0,342.0,7731.96469 61 | 2017-10-15,342.0,348.0,316.17,337.96,10011.34708 62 | 2017-10-16,337.5,354.0,332.78,335.19,8663.47097 63 | 2017-10-17,335.18,336.58,312.65,315.19,8146.74356 64 | 2017-10-18,315.19,318.0,284.68,309.7,12908.0454 65 | 2017-10-19,311.52,315.0,300.0,308.66,8678.74739 66 | 2017-10-20,308.66,311.18,302.0,304.51,8739.31764 67 | 2017-10-21,304.51,305.34,290.0,298.94,8591.63121 68 | 2017-10-22,298.99,306.99,290.0,293.79,7173.06893 69 | 2017-10-23,293.78,294.6,272.2,281.09,9658.78404 70 | 2017-10-24,282.27,310.0,275.5,297.38,14066.67924 71 | 2017-10-25,295.43,300.0,281.0,294.49,9703.09261 72 | 2017-10-26,294.1,299.76,291.03,294.71,7813.02717 73 | 2017-10-27,294.72,298.1,292.03,296.33,6272.14802 74 | 2017-10-28,296.14,297.0,290.1,291.87,5848.86589 75 | 2017-10-29,291.86,309.4,291.86,305.0,9019.13315 76 | 2017-10-30,305.0,316.0,302.1,307.25,8946.12026 77 | 2017-10-31,305.95,309.99,304.01,304.9,7640.41182 78 | 2017-11-01,304.89,305.9,286.34,287.01,9843.1666 79 | 2017-11-02,287.3,293.0,274.73,283.12,13423.8572 80 | 2017-11-03,283.12,307.0,282.0,304.08,8194.03465 81 | 2017-11-04,304.09,304.99,292.11,298.04,7828.41744 82 | 2017-11-05,298.1,302.14,293.13,295.53,6638.42119 83 | 2017-11-06,295.19,305.58,290.11,297.97,7515.50103 84 | 2017-11-07,297.25,303.52,287.0,291.78,9418.57881 85 | 2017-11-08,291.31,320.0,290.02,303.02,15961.85772 86 | 2017-11-09,303.6,329.0,299.5,317.87,11151.29946 87 | 2017-11-10,318.5,322.65,285.82,293.5,15597.16557 88 | 2017-11-11,293.52,318.0,291.91,310.02,10850.16279 89 | 2017-11-12,310.87,316.99,281.01,305.24,21123.15319 90 | 2017-11-13,304.0,318.88,303.7,312.99,15551.67434 91 | 2017-11-14,313.0,337.54,312.94,335.61,17709.2227 92 | 2017-11-15,335.6,339.0,324.0,331.33,15597.16131 93 | 2017-11-16,330.98,334.75,321.41,331.49,14145.71696 94 | 2017-11-17,331.49,334.6,323.84,331.23,18042.02544 95 | 2017-11-18,331.2,349.9,326.01,346.66,14361.4973 96 | 2017-11-19,346.66,373.56,343.07,354.15,19397.74898 97 | 2017-11-20,355.15,372.5,353.9,367.42,18277.0194 98 | 2017-11-21,367.42,375.5,350.02,362.12,26237.64398 99 | 2017-11-22,362.12,384.84,359.0,380.65,18121.58484 100 | 2017-11-23,380.63,425.0,370.02,405.0,25409.00111 101 | 2017-11-24,405.03,475.0,392.8,469.0,30398.35831 102 | 2017-11-25,467.57,484.47,450.0,461.82,21428.63117 103 | 2017-11-26,461.0,465.0,436.14,462.84,21691.11759 104 | 2017-11-27,462.84,486.94,453.0,472.31,23761.11416 105 | 2017-11-28,472.32,477.5,453.5,466.17,23967.24816 106 | 2017-11-29,466.17,515.0,385.0,421.7,51313.49571 107 | 2017-11-30,421.92,460.0,387.01,427.43,45184.22265 108 | 2017-12-01,428.05,465.97,413.74,457.51,33072.21995 109 | 2017-12-02,457.53,471.91,445.0,457.63,25796.14 110 | 2017-12-03,457.31,485.9,440.11,460.3,24490.05997 111 | 2017-12-04,460.3,470.98,445.0,466.67,23182.65949 112 | 2017-12-05,466.66,468.67,445.21,452.26,25387.11695 113 | 2017-12-06,452.26,455.1,400.0,411.01,38638.76036 114 | 2017-12-07,413.5,427.61,375.01,406.33,41343.73269 115 | 2017-12-08,406.52,456.78,390.0,442.56,41064.60305 116 | 2017-12-09,442.56,488.0,426.4,460.0,41918.34044 117 | 2017-12-10,460.0,460.05,403.2,427.35,34919.25938 118 | 2017-12-11,427.35,512.0,427.35,508.7,29763.16644 119 | 2017-12-12,508.44,639.27,494.89,620.0,59387.02259 120 | 2017-12-13,622.0,705.69,539.93,683.99,57694.18773 121 | 2017-12-14,683.98,747.6,630.5,679.76,60919.26902 122 | 2017-12-15,679.76,689.0,594.6,674.95,39778.16165 123 | 2017-12-16,673.75,712.0,669.22,682.81,26866.0533 124 | 2017-12-17,681.8,728.0,680.33,707.64,31398.4476 125 | 2017-12-18,707.62,798.88,638.0,784.0,45673.70777 126 | 2017-12-19,784.0,864.9,729.01,798.0,69423.62125 127 | 2017-12-20,798.0,828.0,661.0,790.21,72526.28416 128 | 2017-12-21,794.62,845.99,705.98,782.41,78222.53998 129 | 2017-12-22,784.0,796.0,504.99,635.97,154630.49482 130 | 2017-12-23,635.15,714.99,627.97,640.34,79001.05634 131 | 2017-12-24,640.33,667.64,563.49,658.0,95431.94156 132 | 2017-12-25,659.4,744.0,599.99,714.95,78544.84102 133 | 2017-12-26,713.12,750.0,712.56,750.0,60052.47905 134 | 2017-12-27,750.0,766.05,693.18,739.89,51339.2782 135 | 2017-12-28,739.89,744.93,645.88,707.89,72679.61288 136 | 2017-12-29,709.5,757.87,703.0,733.99,64028.12647 137 | 2017-12-30,732.9,735.0,635.82,681.06,89879.99994 138 | 2017-12-31,680.01,740.0,672.86,733.98,62628.24458 139 | 2018-01-01,733.01,763.55,716.8,754.99,53909.25885 140 | 2018-01-02,754.99,899.5,749.06,855.28,113257.78355 141 | 2018-01-03,855.13,950.01,810.0,934.03,89041.45688 142 | 2018-01-04,934.03,1009.72,890.01,940.0,102894.47384 143 | 2018-01-05,940.0,1045.0,930.0,959.3,97374.0163 144 | 2018-01-06,958.0,1017.56,950.0,1004.11,71954.27895 145 | 2018-01-07,1003.71,1125.0,999.9,1123.09,65278.81957 146 | 2018-01-08,1123.09,1239.18,910.0,1133.18,158831.54798 147 | 2018-01-09,1133.18,1326.5,1104.85,1291.0,118702.88684 148 | 2018-01-10,1291.0,1440.0,1201.1,1247.0,160185.0129 149 | 2018-01-11,1249.03,1332.49,1021.0,1138.93,194546.29387 150 | 2018-01-12,1136.45,1288.5,1069.01,1253.87,93763.47261 151 | 2018-01-13,1253.87,1427.01,1252.0,1388.02,75893.43201 152 | 2018-01-14,1388.1,1391.89,1220.89,1347.0,98391.19585 153 | 2018-01-15,1347.99,1383.13,1258.12,1271.0,69236.70476 154 | 2018-01-16,1268.67,1275.01,780.0,1000.0,343889.36509 155 | 2018-01-17,999.99,1075.51,755.0,1000.0,436333.67326 156 | 2018-01-18,1000.0,1075.2,924.21,994.0,294545.71207 157 | 2018-01-19,993.3,1079.0,941.0,1032.5,167954.11253 158 | 2018-01-20,1032.5,1165.4,1031.0,1152.75,123352.58362 159 | 2018-01-21,1150.37,1152.69,998.0,1049.0,175031.00789 160 | 2018-01-22,1049.0,1090.15,908.0,993.0,185212.52002 161 | 2018-01-23,993.0,1030.0,909.0,980.0,160159.63958 162 | 2018-01-24,981.2,1074.0,953.09,1061.0,134257.7947 163 | 2018-01-25,1060.34,1115.0,1030.26,1056.52,119415.93495 164 | 2018-01-26,1055.29,1082.0,986.0,1051.03,145113.638 165 | 2018-01-27,1051.03,1127.99,1032.2,1118.99,96894.33839 166 | 2018-01-28,1118.99,1277.0,1112.0,1251.96,143510.73586 167 | 2018-01-29,1251.96,1258.89,1161.65,1177.01,105292.76808 168 | 2018-01-30,1177.01,1186.85,1051.0,1085.5,155278.55404 169 | 2018-01-31,1084.63,1135.0,1029.0,1124.81,100372.03783 170 | 2018-02-01,1125.96,1164.99,981.0,1041.94,203355.29052 171 | 2018-02-02,1041.89,1047.2,783.67,922.3,377375.22874 172 | 2018-02-03,923.67,998.0,851.0,971.0,160037.88129 173 | 2018-02-04,971.0,975.0,789.0,823.56,186446.0316 174 | 2018-02-05,821.6,862.47,634.94,697.92,365516.52899 175 | 2018-02-06,697.93,798.0,570.1,779.25,648944.4204 176 | 2018-02-07,779.99,849.0,714.18,754.0,356403.4441 177 | 2018-02-08,753.19,786.93,751.0,781.66,10516.2619 178 | 2018-02-09,781.66,882.2,781.66,877.0,95447.67289 179 | 2018-02-10,876.3,911.2,800.0,851.15,214818.06768 180 | 2018-02-11,851.15,857.0,768.28,808.99,189323.408 181 | 2018-02-12,808.58,877.56,807.46,866.66,143586.93121 182 | 2018-02-13,866.39,871.0,820.0,841.57,110305.93537 183 | 2018-02-14,841.57,924.99,841.3,919.09,150342.85558 184 | 2018-02-15,919.09,946.66,895.59,924.55,155637.78524 185 | 2018-02-16,924.55,948.48,901.36,938.67,115540.16349 186 | 2018-02-17,938.6,974.0,933.48,969.99,110091.03618 187 | 2018-02-18,969.99,978.5,897.0,911.0,160129.79518 188 | 2018-02-19,911.0,956.22,906.04,938.11,80099.49534 189 | 2018-02-20,939.17,961.0,873.0,882.99,120056.67502 190 | 2018-02-21,882.99,908.88,812.87,835.89,176200.55151 191 | 2018-02-22,836.35,871.96,786.6,801.49,137561.85113 192 | 2018-02-23,801.47,885.0,785.99,851.6,154507.41338 193 | 2018-02-24,851.59,875.0,805.0,833.94,89311.5794 194 | 2018-02-25,833.92,849.5,813.18,841.19,59431.26474 195 | 2018-02-26,841.46,882.0,833.0,867.98,74911.4656 196 | 2018-02-27,867.98,897.49,860.69,870.11,63487.68425 197 | 2018-02-28,871.84,891.0,850.3,853.5,53620.45209 198 | 2018-03-01,853.5,879.96,848.65,870.63,43785.00503 199 | 2018-03-02,870.63,876.22,850.0,856.28,39436.26006 200 | 2018-03-03,856.27,870.78,852.3,856.02,34170.2942 201 | 2018-03-04,856.51,868.0,836.24,866.66,29735.01829 202 | 2018-03-05,866.61,871.75,847.2,849.84,30567.79813 203 | 2018-03-06,849.81,853.18,803.01,813.11,48658.06883 204 | 2018-03-07,813.31,826.2,718.4,749.9,109013.2838 205 | 2018-03-08,749.02,772.07,684.0,695.46,76312.77819 206 | 2018-03-09,695.48,727.92,640.0,723.71,116545.37303 207 | 2018-03-10,723.65,745.0,673.06,680.58,63012.67972 208 | 2018-03-11,680.58,735.0,659.15,720.85,73967.35869 209 | 2018-03-12,721.0,740.5,676.31,697.11,67732.85988 210 | 2018-03-13,696.52,713.76,680.0,689.94,55735.18315 211 | 2018-03-14,690.16,703.54,585.0,610.1,89904.25415 212 | 2018-03-15,610.1,621.12,570.0,608.83,94426.72453 213 | 2018-03-16,608.83,625.3,584.15,599.05,64720.20994 214 | 2018-03-17,599.03,609.26,544.0,546.95,68022.4592 215 | 2018-03-18,547.98,560.0,450.0,537.0,248817.226 216 | 2018-03-19,537.39,560.0,515.8,556.88,184798.77062 217 | 2018-03-20,556.88,567.87,515.0,557.0,135426.91549 218 | 2018-03-21,557.0,590.52,545.11,559.17,117019.17321 219 | 2018-03-22,559.15,578.6,516.0,539.92,111106.19916 220 | 2018-03-23,539.78,544.72,506.71,543.03,106416.06746 221 | 2018-03-24,543.2,545.99,518.63,520.22,87710.78945 222 | 2018-03-25,521.17,536.0,512.0,523.74,71903.1713 223 | 2018-03-26,523.95,527.67,465.56,485.0,151084.23688 224 | 2018-03-27,485.0,491.55,446.0,448.5,138188.76042 225 | 2018-03-28,448.5,466.0,440.14,446.67,89895.47885 226 | 2018-03-29,446.07,449.43,380.0,384.0,225341.94316 227 | 2018-03-30,383.87,412.04,366.0,392.43,292254.79437 228 | 2018-03-31,392.4,419.4,388.52,393.92,167833.59399 229 | 2018-04-01,393.93,399.91,356.9,378.58,150493.99422 230 | 2018-04-02,378.58,394.87,375.0,385.05,113242.14191 231 | 2018-04-03,385.0,419.08,380.13,415.01,137897.55565 232 | 2018-04-04,415.0,416.5,370.0,378.16,140598.39668 233 | 2018-04-05,378.15,387.03,365.61,381.22,120314.05875 234 | 2018-04-06,381.56,385.91,362.54,368.89,74458.69141 235 | 2018-04-07,368.89,394.75,368.28,384.51,71463.42848 236 | 2018-04-08,384.51,404.05,384.0,400.4,57395.52936 237 | 2018-04-09,400.4,431.99,387.1,399.44,151653.50413 238 | 2018-04-10,399.25,418.68,391.4,416.07,81394.29605 239 | 2018-04-11,415.53,433.54,410.38,429.52,86706.68627 240 | 2018-04-12,429.9,499.0,412.88,495.67,249766.38316 241 | 2018-04-13,494.3,530.0,480.22,495.11,251752.08782 242 | 2018-04-14,494.69,515.0,485.58,502.68,121283.3338 243 | 2018-04-15,502.68,535.0,502.51,533.88,108739.15395 244 | 2018-04-16,533.88,538.0,497.31,511.46,130359.52549 245 | 2018-04-17,512.09,521.2,500.02,502.56,96541.96382 246 | 2018-04-18,502.56,526.99,501.12,526.09,73161.95251 247 | 2018-04-19,526.49,571.61,521.03,568.14,112235.77328 248 | 2018-04-20,568.14,622.17,556.5,617.09,160209.03951 249 | 2018-04-21,616.8,624.5,570.23,604.87,159364.95353 250 | 2018-04-22,604.87,643.49,589.0,620.92,120127.3728 251 | 2018-04-23,620.67,649.11,618.02,645.09,77475.70793 252 | 2018-04-24,644.58,712.99,643.76,701.58,171437.66972 253 | 2018-04-25,701.16,703.3,593.83,618.0,341439.50428 254 | 2018-04-26,617.73,666.19,600.0,661.51,155754.00815 255 | 2018-04-27,661.51,686.82,635.73,643.46,134803.48389 256 | 2018-04-28,643.41,694.9,638.76,682.86,113128.36337 257 | 2018-04-29,683.5,700.49,665.28,690.85,110020.23869 258 | 2018-04-30,690.85,695.3,662.2,670.78,112494.9172 259 | 2018-05-01,670.78,675.6,627.58,672.0,133123.66675 260 | 2018-05-02,671.99,691.99,663.0,688.56,86185.5033 261 | 2018-05-03,688.55,792.08,685.39,779.0,229419.209 262 | 2018-05-04,779.0,810.0,756.91,785.99,179924.40215 263 | 2018-05-05,785.8,832.66,781.56,819.5,128631.18764 264 | 2018-05-06,819.5,839.99,752.49,794.3,166871.16002 265 | 2018-05-07,794.3,799.14,701.0,752.49,284237.06328 266 | 2018-05-08,753.0,777.0,720.02,748.99,135106.19621 267 | 2018-05-09,748.99,760.74,710.26,751.75,112353.37758 268 | 2018-05-10,752.4,769.88,720.0,722.52,102019.29933 269 | 2018-05-11,722.52,737.23,663.0,676.96,216953.54991 270 | 2018-05-12,676.96,690.2,633.2,684.11,166801.07487 271 | 2018-05-13,684.56,742.0,666.31,729.08,136022.39207 272 | 2018-05-14,729.08,743.9,686.0,727.49,183466.9224 273 | 2018-05-15,727.49,740.0,695.0,704.91,127191.21863 274 | 2018-05-16,704.91,712.84,673.52,706.29,118902.46895 275 | 2018-05-17,706.8,719.25,662.0,667.62,106723.38375 276 | 2018-05-18,667.62,694.9,656.0,692.6,106541.66307 277 | 2018-05-19,693.26,717.8,682.31,697.0,88828.85641 278 | 2018-05-20,697.0,729.88,688.4,716.16,86004.7409 279 | 2018-05-21,716.16,720.46,688.0,696.7,96085.15451 280 | 2018-05-22,697.1,699.6,637.32,640.99,107059.5769 281 | 2018-05-23,640.86,669.0,560.0,577.19,257099.77096 282 | 2018-05-24,577.19,612.1,550.0,602.18,195854.62497 283 | 2018-05-25,602.08,617.46,568.7,585.55,118076.26273 284 | 2018-05-26,585.56,607.62,578.32,586.0,77654.12532 285 | 2018-05-27,586.03,592.0,557.43,570.4,97097.26713 286 | 2018-05-28,570.81,576.2,506.11,511.5,153197.83278 287 | 2018-05-29,511.5,573.43,510.0,567.36,189082.83788 288 | 2018-05-30,567.09,585.83,541.2,557.19,122132.2701 289 | 2018-05-31,557.87,586.73,552.98,577.81,100101.52276 290 | 2018-06-01,577.81,590.26,564.93,579.0,83840.84162 291 | 2018-06-02,579.0,599.17,572.9,590.85,80258.14719 292 | 2018-06-03,590.85,628.81,590.1,619.66,84123.33235 293 | 2018-06-04,619.66,625.47,580.15,591.02,96339.44507 294 | 2018-06-05,591.02,614.0,570.36,609.05,89053.74351 295 | 2018-06-06,609.29,613.35,593.4,607.4,70152.92117 296 | 2018-06-07,606.68,618.0,598.24,605.16,60174.1888 297 | 2018-06-08,605.2,608.45,593.33,598.68,49228.00755 298 | 2018-06-09,599.29,608.97,591.0,592.87,38908.0653 299 | 2018-06-10,592.44,592.87,501.13,524.11,190350.58429 300 | 2018-06-11,524.64,535.51,508.66,531.69,145813.07819 301 | 2018-06-12,531.08,538.88,482.0,493.0,158223.14812 302 | 2018-06-13,493.0,501.97,449.06,475.47,181842.19417 303 | 2018-06-14,475.47,529.0,460.0,519.29,206093.0733 304 | 2018-06-15,519.3,521.0,481.62,487.48,160532.53607 305 | 2018-06-16,487.47,503.28,483.72,496.74,131095.45173 306 | 2018-06-17,496.45,507.6,492.7,497.14,117316.93221 307 | 2018-06-18,497.15,524.48,487.27,517.95,143826.68272 308 | 2018-06-19,517.77,548.2,510.01,537.97,148148.38064 309 | 2018-06-20,537.68,542.02,515.08,536.49,123892.0424 310 | 2018-06-21,536.34,544.98,521.11,526.18,79862.90544 311 | 2018-06-22,526.32,526.44,450.0,462.09,212659.53437 312 | 2018-06-23,462.4,481.0,455.0,473.41,94465.26834 313 | 2018-06-24,473.4,475.81,419.53,454.41,198264.10079 314 | 2018-06-25,454.29,474.47,444.37,458.7,122942.1165 315 | 2018-06-26,459.04,460.81,429.0,429.34,84003.09976 316 | 2018-06-27,429.81,445.95,420.19,441.64,99156.36437 317 | 2018-06-28,441.36,443.96,416.45,420.22,112309.56714 318 | 2018-06-29,420.48,442.0,404.48,434.77,159495.30942 319 | 2018-06-30,434.77,463.15,434.51,454.09,157169.20242 320 | 2018-07-01,454.2,457.77,443.73,452.1,111226.62846 321 | 2018-07-02,452.14,481.83,444.16,476.25,182585.11018 322 | 2018-07-03,476.32,486.98,457.0,461.82,186954.55478 323 | 2018-07-04,461.78,482.7,458.02,467.38,101886.20199 324 | 2018-07-05,467.19,480.0,458.8,467.87,125806.0083 325 | 2018-07-06,467.79,476.0,451.29,470.47,100428.64802 326 | 2018-07-07,470.48,487.99,461.5,485.57,83629.95382 327 | 2018-07-08,485.57,495.98,482.05,486.77,144703.13626 328 | 2018-07-09,486.55,488.98,468.2,471.71,89532.14109 329 | 2018-07-10,471.73,473.23,427.69,432.48,173640.9762 330 | 2018-07-11,432.55,452.69,424.2,444.99,159022.59726 331 | 2018-07-12,444.99,445.36,416.94,431.14,181877.07924 332 | 2018-07-13,431.14,442.47,424.62,432.46,150320.32532 333 | 2018-07-14,432.43,440.0,428.26,433.19,122253.69397 334 | 2018-07-15,433.2,455.0,430.52,449.78,140415.27048 335 | 2018-07-16,449.79,480.57,444.03,478.49,172440.71343 336 | 2018-07-17,478.49,512.0,465.29,498.76,215318.06761 337 | 2018-07-18,498.89,515.47,468.01,479.41,236137.8071 338 | 2018-07-19,479.4,484.15,462.57,468.57,171308.06705 339 | 2018-07-20,468.7,471.02,440.0,449.04,160873.38244 340 | 2018-07-21,449.04,468.97,441.18,460.23,74259.64067 341 | 2018-07-22,460.23,472.2,454.19,457.47,60684.89595 342 | 2018-07-23,457.47,469.82,447.11,450.05,106561.46081 343 | 2018-07-24,450.05,484.27,448.47,479.28,158286.759 344 | 2018-07-25,479.24,485.77,464.0,472.1,170475.54936 345 | 2018-07-26,472.11,485.0,460.0,462.64,173976.2192 346 | 2018-07-27,462.17,474.0,455.84,470.09,198304.79211 347 | 2018-07-28,470.09,472.0,460.82,469.29,156862.59361 348 | 2018-07-29,468.44,472.0,461.6,466.4,138747.56334 349 | 2018-07-30,466.4,469.79,446.1,456.23,179581.79415 350 | 2018-07-31,456.19,457.3,427.0,432.22,214913.57229 351 | 2018-08-01,432.2,434.99,406.55,420.41,209570.0844 352 | 2018-08-02,420.37,425.52,407.43,410.62,178421.10672 353 | 2018-08-03,410.62,420.01,396.61,417.52,201156.61154 354 | 2018-08-04,417.58,419.53,401.86,407.21,179498.57515 355 | 2018-08-05,407.21,413.24,400.16,408.79,158913.77206 356 | 2018-08-06,408.77,413.28,397.08,405.28,166496.42465 357 | 2018-08-07,405.19,412.76,369.19,378.21,207706.11078 358 | 2018-08-08,378.2,380.42,347.25,355.48,275047.10788 359 | 2018-08-09,355.48,369.9,350.51,363.3,244268.20567 360 | 2018-08-10,363.21,365.87,325.95,331.81,264274.13378 361 | 2018-08-11,331.88,332.98,304.45,317.69,335634.67243 362 | 2018-08-12,317.49,327.13,313.42,317.89,135524.79994 363 | 2018-08-13,317.96,321.99,280.68,283.81,307713.22214 364 | 2018-08-14,283.81,283.81,250.0,278.41,485174.37541 365 | 2018-08-15,278.47,304.45,276.3,281.12,438620.64156 366 | 2018-08-16,281.46,298.6,277.55,287.17,235665.2551 367 | 2018-08-17,286.84,318.0,285.0,317.51,342556.46068 368 | 2018-08-18,317.51,321.33,281.79,294.11,384021.38829 369 | 2018-08-19,294.1,307.4,288.2,299.42,288483.44841 370 | 2018-08-20,299.3,304.04,269.5,270.51,219153.78936 371 | 2018-08-21,270.51,285.9,269.7,281.21,224701.57671 372 | 2018-08-22,281.09,298.89,259.5,270.8,403936.78303 373 | 2018-08-23,270.68,280.3,267.55,275.99,277304.60909 374 | 2018-08-24,276.06,283.1,270.22,281.19,271850.21373 375 | 2018-08-25,281.05,282.71,275.99,277.55,253375.49477 376 | 2018-08-26,277.54,277.91,268.69,274.29,232525.9497 377 | 2018-08-27,274.17,288.15,271.59,287.71,281020.64727 378 | 2018-08-28,287.71,298.0,282.66,295.44,318323.28971 379 | 2018-08-29,295.44,297.0,283.55,288.4,324275.47324 380 | 2018-08-30,288.35,291.0,271.88,283.89,336993.14413 381 | 2018-08-31,283.9,289.0,276.59,281.41,302663.37038 382 | 2018-09-01,281.46,302.0,281.34,295.71,294944.4401 383 | 2018-09-02,295.8,299.33,288.87,295.41,153300.06112 384 | 2018-09-03,295.51,296.62,285.99,289.09,274753.70062 385 | 2018-09-04,289.09,292.64,283.0,285.3,330102.19 386 | 2018-09-05,285.18,287.62,227.0,228.53,528734.3196 387 | 2018-09-06,228.28,233.19,212.0,229.7,552996.86567 388 | 2018-09-07,229.73,234.69,213.5,215.22,398379.81741 389 | 2018-09-08,215.19,220.2,190.01,196.71,318859.84904 390 | 2018-09-09,196.87,208.6,185.02,195.81,429255.02592 391 | 2018-09-10,196.13,203.42,187.1,197.15,418489.86663 392 | 2018-09-11,197.22,200.2,176.16,185.18,476745.79216 393 | 2018-09-12,185.14,185.22,167.32,183.12,504047.79165 394 | 2018-09-13,183.17,215.0,183.15,210.68,739503.34051 395 | 2018-09-14,210.91,224.2,202.6,208.82,833945.82573 396 | 2018-09-15,208.55,227.42,207.64,221.29,441046.52933 397 | 2018-09-16,221.62,223.5,208.1,220.17,425538.57709 398 | 2018-09-17,220.24,225.0,192.4,196.16,825020.77445 399 | 2018-09-18,196.25,215.47,193.47,208.17,584366.15014 400 | 2018-09-19,208.42,214.84,197.58,209.79,496100.46639 401 | 2018-09-20,209.79,226.68,205.56,224.0,573632.24236 402 | 2018-09-21,224.0,252.11,220.66,247.73,841029.12948 403 | 2018-09-22,247.67,255.13,232.7,241.01,423740.7403 404 | 2018-09-23,241.01,249.73,237.0,244.5,235214.14917 405 | 2018-09-24,244.54,246.2,225.3,228.06,350139.1505 406 | 2018-09-25,228.06,228.1,203.61,219.62,710650.7097 407 | 2018-09-26,219.5,223.6,207.5,214.42,613754.27743 408 | 2018-09-27,214.38,234.0,205.01,229.13,582274.44087 409 | 2018-09-28,229.1,234.42,215.53,221.84,618434.62488 410 | 2018-09-29,221.89,237.77,214.18,231.62,604000.95586 411 | 2018-09-30,231.62,239.0,226.5,232.94,432195.44084 412 | 2018-10-01,233.04,235.88,224.46,231.61,322900.46128 413 | 2018-10-02,231.62,232.51,223.37,225.69,401305.32707 414 | 2018-10-03,225.7,226.43,216.51,220.77,275609.26221 415 | 2018-10-04,220.67,227.16,219.49,222.66,158137.42967 416 | 2018-10-05,222.66,231.75,219.35,228.37,137730.35786 417 | 2018-10-06,228.36,228.86,223.15,225.4,100257.5697 418 | 2018-10-07,225.39,227.75,221.48,226.14,74733.67253 419 | 2018-10-08,226.26,232.7,224.21,230.01,210989.42202 420 | 2018-10-09,230.01,231.02,226.56,228.4,100246.1843 421 | 2018-10-10,228.4,228.78,224.05,226.74,122748.21412 422 | 2018-10-11,226.7,226.91,189.01,191.58,497258.82871 423 | 2018-10-12,191.55,201.87,190.04,196.96,216448.3922 424 | 2018-10-13,196.96,202.78,196.27,201.3,107215.5262 425 | 2018-10-14,201.39,203.56,194.33,197.01,110554.19361 426 | 2018-10-15,196.84,239.0,194.6,214.39,973857.7477 427 | 2018-10-16,214.39,219.95,211.55,215.09,145980.09837 428 | 2018-10-17,215.2,216.99,210.0,212.85,153768.85024 429 | 2018-10-18,212.9,215.3,203.53,206.24,150229.60097 430 | 2018-10-19,206.25,208.0,204.21,205.0,254660.48637 431 | 2018-10-20,205.1,209.69,203.57,207.91,62376.6968 432 | 2018-10-21,207.91,211.99,206.74,207.49,83277.36128 433 | 2018-10-22,207.46,209.3,205.0,206.67,206046.89963 434 | 2018-10-23,206.67,207.8,202.14,205.85,112753.0414 435 | 2018-10-24,205.85,207.95,204.73,205.35,97128.82698 436 | 2018-10-25,205.35,205.94,202.88,203.93,77411.57217 437 | 2018-10-26,203.84,209.0,203.0,204.92,91143.83291 438 | 2018-10-27,204.92,206.15,203.09,204.45,50235.68329 439 | 2018-10-28,204.45,205.94,203.62,204.99,44394.83357 440 | 2018-10-29,204.99,205.49,195.28,196.96,118281.82272 441 | 2018-10-30,196.95,198.6,195.91,197.27,83633.81463 442 | 2018-10-31,197.24,201.45,193.01,198.73,114739.70424 443 | 2018-11-01,198.7,200.95,197.88,199.96,86097.98629 444 | 2018-11-02,199.93,203.74,199.34,202.35,97123.22813 445 | 2018-11-03,202.31,202.69,198.59,200.31,72084.92932 446 | 2018-11-04,200.27,218.76,199.0,212.11,182534.6216 447 | 2018-11-05,212.13,213.39,207.62,210.66,141432.1406 448 | 2018-11-06,210.64,221.25,209.11,220.74,197797.49527 449 | 2018-11-07,220.77,224.8,217.01,219.07,204931.0342 450 | 2018-11-08,219.06,220.78,212.49,212.79,189828.4945 451 | 2018-11-09,212.79,215.51,209.1,210.77,152215.94686 452 | 2018-11-10,210.78,215.55,209.02,213.25,131384.47893 453 | 2018-11-11,213.27,213.99,209.0,212.54,136268.81156 454 | 2018-11-12,212.6,214.22,210.9,212.89,99963.97203 455 | 2018-11-13,212.91,213.8,209.2,209.84,114466.36708 456 | 2018-11-14,209.84,210.3,176.16,187.43,434676.16832 457 | 2018-11-15,187.43,190.0,170.99,184.35,452416.10784 458 | 2018-11-16,184.35,185.0,173.0,176.89,241710.34763 459 | 2018-11-17,176.93,177.91,173.94,176.2,144804.70986 460 | 2018-11-18,176.2,182.94,176.1,178.97,141736.32263 461 | 2018-11-19,179.04,179.33,146.47,150.81,596789.83916 462 | 2018-11-20,150.76,154.7,126.95,133.82,996552.28721 463 | 2018-11-21,133.68,142.01,127.15,138.23,718957.78552 464 | 2018-11-22,138.36,140.4,125.64,126.63,334674.07185 465 | 2018-11-23,126.58,128.9,118.56,125.02,504352.24386 466 | 2018-11-24,125.0,130.81,112.32,114.89,471321.56764 467 | 2018-11-25,114.83,122.35,102.95,118.67,836233.31252 468 | 2018-11-26,118.65,121.5,106.41,110.68,679477.36231 469 | 2018-11-27,110.66,114.31,102.36,111.43,524024.40616 470 | 2018-11-28,111.38,126.8,111.37,122.9,578552.74124 471 | 2018-11-29,122.88,124.0,114.78,117.98,478777.39614 472 | 2018-11-30,117.99,120.26,111.09,113.73,418593.63529 473 | 2018-12-01,113.71,120.8,111.35,118.1,330159.06742 474 | 2018-12-02,118.09,120.73,116.0,116.57,273657.6215 475 | 2018-12-03,116.63,116.96,106.7,108.76,324446.03324 476 | 2018-12-04,108.76,113.2,106.0,109.94,275321.0063 477 | 2018-12-05,109.92,110.58,102.38,102.71,354071.53241 478 | 2018-12-06,102.73,104.68,90.2,91.0,586138.59043 479 | 2018-12-07,91.18,96.9,82.07,93.05,1030073.58467 480 | 2018-12-08,93.06,98.0,84.55,90.38,698217.12529 481 | 2018-12-09,90.39,98.7,88.63,93.26,520519.36023 482 | 2018-12-10,93.26,95.21,88.11,89.91,408573.02929 483 | 2018-12-11,89.88,91.65,85.83,87.76,339991.84246 484 | 2018-12-12,87.77,91.31,86.63,89.41,285436.04029 485 | 2018-12-13,89.39,90.71,84.71,86.34,331218.30083 486 | 2018-12-14,86.35,87.25,82.2,83.82,318003.73427 487 | 2018-12-15,83.82,85.0,81.79,83.76,217360.65775 488 | 2018-12-16,83.75,87.64,83.73,84.67,241366.76305 489 | 2018-12-17,84.68,97.0,84.4,94.02,472252.23388 490 | 2018-12-18,94.03,101.3,91.34,100.39,529946.79175 491 | 2018-12-19,100.39,107.55,97.75,98.74,827748.59096 492 | 2018-12-20,98.73,116.0,97.88,114.05,859612.57205 493 | 2018-12-21,113.71,118.0,104.76,107.69,666048.71786 494 | 2018-12-22,107.67,115.5,105.38,115.2,405672.83117 495 | 2018-12-23,115.18,131.94,114.91,129.03,936094.1049 496 | 2018-12-24,129.03,157.67,128.8,138.03,1319609.8165 497 | 2018-12-25,138.01,139.26,119.68,127.6,1076164.12809 498 | 2018-12-26,127.61,135.32,122.51,129.35,794834.05601 499 | 2018-12-27,129.35,131.09,111.22,113.8,752177.90111 500 | 2018-12-28,113.75,136.66,111.87,135.3,894454.19051 501 | 2018-12-29,135.3,145.42,128.5,132.89,1006654.49844 502 | 2018-12-30,133.0,139.0,127.03,137.77,704259.41614 503 | 2018-12-31,137.81,138.66,128.7,131.45,484604.83962 504 | 2019-01-01,131.45,140.67,130.0,139.1,401776.88797 505 | 2019-01-02,139.1,155.37,137.76,152.01,941486.31524 506 | 2019-01-03,152.01,153.64,143.11,146.3,708091.31714 507 | 2019-01-04,146.3,154.8,143.54,151.97,805248.93821 508 | 2019-01-05,152.08,159.26,151.2,152.83,773169.13736 509 | 2019-01-06,152.83,157.4,147.51,153.86,627908.47366 510 | 2019-01-07,153.89,155.48,147.86,149.34,424765.30258 511 | 2019-01-08,149.29,151.65,145.2,147.6,441661.06778 512 | 2019-01-09,147.62,151.5,146.77,148.1,299443.563 513 | 2019-01-10,148.11,149.45,121.0,124.95,871751.75038 514 | 2019-01-11,124.96,127.36,120.08,124.65,545293.98369 515 | 2019-01-12,124.67,126.19,122.0,123.35,300262.13404 516 | 2019-01-13,123.35,124.25,111.87,114.16,422561.96777 517 | 2019-01-14,114.17,130.05,113.94,126.95,546420.40854 518 | 2019-01-15,126.95,129.4,116.0,118.95,649020.5297 519 | 2019-01-16,118.93,126.88,118.52,121.48,513486.65472 520 | 2019-01-17,121.49,122.99,116.8,121.54,447535.22716 521 | 2019-01-18,121.56,121.98,117.66,119.17,235646.684 522 | 2019-01-19,119.16,125.29,119.14,122.6,323303.79296 523 | 2019-01-20,122.61,123.32,115.68,117.47,451792.85352 524 | 2019-01-21,117.56,118.5,113.61,115.63,303632.93463 525 | 2019-01-22,115.62,119.49,111.39,117.81,359542.63873 526 | 2019-01-23,117.8,118.95,114.8,116.44,230247.61578 527 | 2019-01-24,116.4,117.15,113.61,116.39,216242.29829 528 | 2019-01-25,116.4,117.5,114.3,115.11,198617.08108 529 | 2019-01-26,115.13,118.0,115.0,115.34,146216.82819 530 | 2019-01-27,115.32,116.15,111.04,112.05,247369.60555 531 | 2019-01-28,112.04,112.87,100.91,105.5,566205.78288 532 | 2019-01-29,105.49,106.61,102.22,104.45,319768.91348 533 | 2019-01-30,104.41,109.8,103.45,108.29,330968.19265 534 | 2019-01-31,108.29,110.61,105.46,106.44,290679.61935 535 | 2019-02-01,106.47,108.35,103.77,106.73,243149.88435 536 | 2019-02-02,106.71,111.15,106.07,110.42,186908.7573 537 | 2019-02-03,110.41,111.11,105.82,107.36,227211.54064 538 | 2019-02-04,107.33,109.3,106.57,107.68,160850.10293 539 | 2019-02-05,107.65,108.18,106.47,107.27,159730.1886 540 | 2019-02-06,107.28,107.83,101.21,104.5,337204.30254 541 | 2019-02-07,104.49,106.18,103.82,104.48,147942.07683 542 | 2019-02-08,104.48,123.0,103.41,119.25,589950.64925 543 | 2019-02-09,119.32,121.99,117.64,119.19,328067.9574 544 | 2019-02-10,119.19,126.49,115.81,125.12,385819.09619 545 | 2019-02-11,125.12,125.28,119.24,120.89,389405.30404 546 | 2019-02-12,120.88,123.89,118.18,122.41,343765.66987 547 | 2019-02-13,122.4,126.47,120.7,121.86,317827.31956 548 | 2019-02-14,121.86,124.5,120.1,120.42,297205.78738 549 | 2019-02-15,120.47,124.25,120.19,121.67,255296.0814 550 | 2019-02-16,121.66,124.99,121.54,122.67,215320.70134 551 | 2019-02-17,122.67,135.61,122.43,133.75,614788.60078 552 | 2019-02-18,133.77,148.3,132.42,145.69,1079830.1502 553 | 2019-02-19,145.69,150.0,142.36,143.44,747968.90445 554 | 2019-02-20,143.45,149.52,139.6,148.44,614303.61007 555 | 2019-02-21,148.42,149.61,142.7,145.69,447364.40873 556 | 2019-02-22,145.68,148.85,143.85,147.36,366251.18542 557 | 2019-02-23,147.4,159.6,145.78,157.79,588183.72896 558 | 2019-02-24,157.75,166.0,131.7,132.1,1260506.80672 559 | 2019-02-25,132.1,141.55,131.89,137.87,801147.09543 560 | 2019-02-26,137.88,138.41,133.72,136.22,432944.17033 561 | 2019-02-27,136.22,140.29,126.84,135.02,567202.61035 562 | 2019-02-28,135.03,139.0,132.1,135.34,579327.31749 563 | 2019-03-01,135.32,137.95,134.9,135.32,302632.02831 564 | 2019-03-02,135.32,136.12,130.03,132.56,297005.28093 565 | 2019-03-03,132.54,134.6,128.01,130.6,222453.2859 566 | 2019-03-04,130.6,131.11,122.6,125.65,403947.79445 567 | 2019-03-05,125.68,137.84,125.19,136.72,512631.23178 568 | 2019-03-06,136.71,140.29,133.33,137.4,428826.87415 569 | 2019-03-07,137.37,140.2,135.2,136.81,307336.4931 570 | 2019-03-08,136.82,139.34,130.62,133.52,330283.58233 571 | 2019-03-09,133.51,138.65,132.93,137.27,279861.12049 572 | 2019-03-10,137.27,137.5,134.0,135.37,203965.16815 573 | 2019-03-11,135.37,136.15,131.0,132.67,264587.00683 574 | 2019-03-12,132.67,135.3,130.77,133.57,194905.96843 575 | 2019-03-13,133.62,133.65,130.58,131.65,209456.09848 576 | 2019-03-14,131.69,135.11,128.52,132.2,258413.81868 577 | 2019-03-15,132.24,137.62,132.18,136.56,295832.26562 578 | 2019-03-16,136.6,144.47,136.51,140.92,474664.10197 579 | 2019-03-17,140.94,141.07,137.2,138.67,252697.08148 580 | 2019-03-18,138.67,142.01,136.1,137.59,281718.96195 581 | 2019-03-19,137.62,139.38,136.97,138.55,218577.45208 582 | 2019-03-20,138.56,139.66,136.01,139.01,222883.51754 583 | 2019-03-21,139.04,139.55,131.21,134.85,312531.39368 584 | 2019-03-22,134.85,137.2,134.29,135.98,186119.74745 585 | 2019-03-23,135.92,138.21,135.6,137.28,174710.43059 586 | 2019-03-24,137.28,137.37,134.75,136.09,198490.45124 587 | 2019-03-25,136.12,136.83,131.6,133.98,230880.285 588 | 2019-03-26,133.97,134.74,132.27,134.18,183139.11426 589 | 2019-03-27,134.14,140.14,133.84,139.45,317167.45325 590 | 2019-03-28,139.46,139.57,137.3,137.86,163185.6991 591 | 2019-03-29,137.85,143.6,137.62,143.25,235853.0454 592 | 2019-03-30,143.25,145.89,140.06,142.46,254798.70067 593 | 2019-03-31,142.44,142.5,140.42,141.38,142469.21171 594 | 2019-04-01,141.41,143.08,139.57,141.24,234310.19161 595 | 2019-04-02,141.24,165.6,141.0,163.31,906868.8586 596 | 2019-04-03,163.26,177.81,149.23,159.96,1345344.53845 597 | 2019-04-04,159.96,164.0,152.8,157.36,686080.95248 598 | 2019-04-05,157.33,167.83,155.94,164.77,516070.34553 599 | 2019-04-06,164.84,172.77,159.2,165.5,528168.33297 600 | 2019-04-07,165.56,175.43,164.06,174.21,465507.52497 601 | 2019-04-08,174.29,185.87,170.9,178.72,873410.07285 602 | 2019-04-09,178.71,179.17,171.05,174.6,431986.36108 603 | 2019-04-10,174.58,183.77,168.0,177.12,523943.20498 604 | 2019-04-11,177.12,177.48,158.27,164.07,661305.30321 605 | 2019-04-12,164.06,166.5,158.11,163.19,316337.87823 606 | 2019-04-13,163.2,165.37,160.74,162.99,179237.74574 607 | 2019-04-14,162.99,168.11,161.2,167.23,186977.66211 608 | 2019-04-15,167.21,168.81,155.7,159.95,351548.9079 609 | 2019-04-16,159.91,166.73,159.41,165.37,240370.50441 610 | 2019-04-17,165.41,167.28,163.78,165.75,227841.54981 611 | 2019-04-18,165.75,175.2,165.04,173.33,396118.94407 612 | 2019-04-19,173.34,173.55,168.59,172.64,320541.72166 613 | 2019-04-20,172.66,176.97,169.87,172.88,253596.48407 614 | 2019-04-21,172.89,173.48,164.82,168.59,283450.43943 615 | 2019-04-22,168.59,172.3,167.0,170.52,269868.39876 616 | 2019-04-23,170.52,175.83,167.78,169.16,363523.34531 617 | 2019-04-24,169.15,169.87,159.26,164.78,426497.04153 618 | 2019-04-25,164.78,165.49,150.35,154.72,422657.03239 619 | 2019-04-26,154.7,162.56,151.4,157.95,500355.86283 620 | 2019-04-27,157.93,166.24,156.35,159.31,215918.63842 621 | 2019-04-28,159.32,160.24,156.92,157.85,152976.30181 622 | 2019-04-29,157.86,159.05,152.0,155.11,243591.94898 623 | 2019-04-30,155.14,162.89,155.11,161.83,305056.24653 624 | 2019-05-01,161.85,163.88,158.36,160.19,192517.62763 625 | 2019-05-02,160.2,163.48,158.5,161.81,289519.02025 626 | 2019-05-03,161.82,170.86,160.99,168.06,416357.52123 627 | 2019-05-04,168.1,171.3,159.76,163.7,312928.58349 628 | 2019-05-05,163.71,165.36,159.18,163.05,176029.10445 629 | 2019-05-06,163.05,178.05,157.55,173.0,506528.14278 630 | 2019-05-07,172.98,182.76,167.89,169.18,732496.87861 631 | 2019-05-08,169.07,173.17,164.8,170.85,296410.76103 632 | 2019-05-09,170.88,173.88,166.57,170.9,284663.99456 633 | 2019-05-10,170.96,176.7,168.46,172.91,425543.74021 634 | 2019-05-11,172.92,205.23,172.92,190.2,885292.38389 635 | 2019-05-12,190.2,204.32,181.0,188.11,823372.28148 636 | 2019-05-13,188.07,206.87,185.32,195.84,669265.46524 637 | 2019-05-14,195.83,219.81,194.19,216.4,864211.00603 638 | 2019-05-15,216.4,250.27,216.21,248.1,574697.29927 639 | 2019-05-16,248.06,279.76,241.76,264.25,1733360.8936 640 | 2019-05-17,264.35,268.74,223.43,244.3,1529892.56898 641 | 2019-05-18,244.31,248.0,230.62,233.6,673218.09982 642 | 2019-05-19,233.57,264.0,231.77,259.51,823859.06342 643 | 2019-05-20,259.37,259.49,238.0,250.37,666889.82241 644 | 2019-05-21,250.48,262.0,246.06,253.43,580249.69753 645 | 2019-05-22,253.35,260.18,239.63,243.64,592848.95605 646 | 2019-05-23,243.68,247.34,231.1,244.56,600193.89368 647 | 2019-05-24,244.63,254.35,241.54,248.87,447066.92596 648 | 2019-05-25,248.84,257.33,247.22,250.22,332544.38731 649 | 2019-05-26,250.17,269.4,245.11,264.45,450090.22324 650 | 2019-05-27,264.35,279.59,260.0,270.53,635463.50204 651 | 2019-05-28,270.7,275.95,264.45,271.03,409443.69364 652 | 2019-05-29,271.08,274.04,260.05,268.83,383412.45769 653 | 2019-05-30,268.92,288.62,240.14,254.56,1066279.49387 654 | 2019-05-31,254.59,268.72,245.21,267.9,602153.87244 655 | 2019-06-01,267.9,275.5,260.68,264.33,455676.98613 656 | 2019-06-02,264.33,273.2,263.2,268.88,301536.15062 657 | 2019-06-03,268.87,270.0,248.0,249.91,397360.65275 658 | 2019-06-04,250.02,251.67,234.39,241.39,633822.71246 659 | 2019-06-05,241.46,250.41,237.37,245.63,335953.37927 660 | 2019-06-06,245.62,250.66,235.01,248.76,297579.14734 661 | 2019-06-07,248.77,253.28,243.46,248.77,353378.6568 662 | 2019-06-08,248.78,250.53,240.37,243.25,188448.27748 663 | 2019-06-09,243.33,244.53,226.56,230.98,316931.85638 664 | 2019-06-10,231.02,247.45,227.03,246.51,314662.52637 665 | 2019-06-11,246.61,247.8,236.49,244.29,237508.42798 666 | 2019-06-12,244.36,261.87,242.2,261.15,336499.3016 667 | 2019-06-13,261.13,262.98,253.69,254.67,291757.21635 668 | 2019-06-14,254.67,264.26,251.75,262.47,327383.28236 669 | 2019-06-15,262.48,272.27,260.61,267.82,286594.98029 670 | 2019-06-16,267.78,277.06,263.31,267.73,458176.54236 671 | 2019-06-17,267.73,276.0,266.81,273.16,339277.66707 672 | 2019-06-18,273.14,273.58,261.45,264.66,319941.55156 673 | 2019-06-19,264.68,270.0,263.59,268.14,208375.68381 674 | 2019-06-20,268.16,273.63,265.71,271.22,200717.7737 675 | 2019-06-21,271.27,295.94,271.22,294.35,519818.06907 676 | 2019-06-22,294.25,314.39,289.69,310.79,726254.67061 677 | 2019-06-23,310.7,321.7,305.58,308.52,418812.02747 678 | 2019-06-24,308.42,314.41,298.0,311.64,352791.26964 679 | 2019-06-25,311.65,318.99,307.0,318.26,345559.65047 680 | 2019-06-26,318.29,366.8,315.57,339.39,1008551.28721 681 | 2019-06-27,339.53,347.0,280.01,298.35,1016826.449 682 | 2019-06-28,298.35,313.58,295.22,311.05,529174.47722 683 | 2019-06-29,310.95,324.74,295.18,317.62,425555.16264 684 | 2019-06-30,317.64,323.5,290.12,292.7,489028.56835 685 | 2019-07-01,292.89,303.49,280.13,295.07,489769.27421 686 | 2019-07-02,295.03,297.57,272.65,291.48,493772.96579 687 | 2019-07-03,291.47,302.89,285.0,301.14,370521.96637 688 | 2019-07-04,301.11,302.74,280.53,282.73,270791.36878 689 | 2019-07-05,282.86,294.89,280.78,287.47,261139.28341 690 | 2019-07-06,287.32,296.71,285.28,288.29,196064.64705 691 | 2019-07-07,288.29,309.69,284.25,304.72,246111.36595 692 | 2019-07-08,304.72,313.74,300.78,311.97,289607.34177 693 | 2019-07-09,311.96,318.19,302.69,307.46,309447.34927 694 | 2019-07-10,307.46,314.18,281.04,289.23,457080.94063 695 | 2019-07-11,289.23,289.23,262.12,268.63,501592.75211 696 | 2019-07-12,268.67,278.99,266.21,274.62,266734.54213 697 | 2019-07-13,274.53,275.04,262.2,268.79,205959.26849 698 | 2019-07-14,268.8,269.74,222.81,225.85,540052.58421 699 | 2019-07-15,225.83,235.58,203.08,228.2,715991.20688 700 | 2019-07-16,228.2,234.5,192.25,198.88,715604.83198 701 | 2019-07-17,198.94,219.86,191.84,210.81,694854.10132 702 | 2019-07-18,210.8,229.65,205.71,225.73,609081.49094 703 | 2019-07-19,225.75,226.23,212.52,220.73,371622.21865 704 | 2019-07-20,220.84,235.09,219.78,228.2,325393.97225 705 | 2019-07-21,228.25,229.66,216.99,225.38,270046.1519 706 | 2019-07-22,225.49,228.34,212.25,217.51,271310.40446 707 | 2019-07-23,217.59,219.55,208.36,212.48,317876.48242 708 | 2019-07-24,212.55,218.28,202.0,216.31,331162.6484 709 | 2019-07-25,216.31,225.12,215.23,219.14,280370.29627 710 | 2019-07-26,219.14,220.0,212.71,218.81,197781.98653 711 | 2019-07-27,218.81,223.3,203.0,207.3,301209.41113 712 | 2019-07-28,207.3,213.52,198.24,211.62,218801.16693 713 | 2019-07-29,211.58,215.83,206.59,210.89,226941.28 714 | 2019-07-30,210.84,214.36,204.4,209.58,222683.79393 715 | 2019-07-31,209.57,218.79,209.2,218.42,207213.55658 716 | 2019-08-01,218.42,219.39,210.54,216.84,186806.18844 717 | 2019-08-02,216.8,222.18,214.31,217.61,206867.03039 718 | 2019-08-03,217.69,224.51,216.62,222.14,181591.95296 719 | 2019-08-04,222.14,223.34,216.9,221.79,135622.0258 720 | 2019-08-05,221.79,236.25,221.79,233.54,307956.27211 721 | 2019-08-06,233.53,239.15,223.03,226.28,341279.08159 722 | 2019-08-07,226.31,231.25,220.95,226.1,279104.7037 723 | 2019-08-08,226.11,228.5,215.51,221.39,236886.35423 724 | 2019-08-09,221.38,221.79,207.3,210.53,232062.12757 725 | 2019-08-10,210.52,215.0,202.6,206.48,252614.02389 726 | 2019-08-11,206.48,216.94,206.14,216.42,188474.09048 727 | 2019-08-12,216.41,216.81,209.75,211.41,122760.94619 728 | 2019-08-13,211.58,214.3,204.0,209.3,166922.48201 729 | 2019-08-14,209.31,209.9,183.49,187.1,325228.98931 730 | 2019-08-15,187.08,189.95,181.23,188.03,237953.09426 731 | 2019-08-16,187.98,188.39,178.04,184.88,282177.01584 732 | 2019-08-17,184.83,187.0,181.83,185.59,138799.61508 733 | 2019-08-18,185.67,197.91,183.35,194.33,175363.5062 734 | 2019-08-19,194.32,203.59,192.7,202.28,239541.5978 735 | 2019-08-20,202.24,202.75,194.45,196.6,189297.75494 736 | 2019-08-21,196.55,197.2,179.53,187.45,284973.64194 737 | 2019-08-22,187.45,195.14,182.8,190.35,245575.98772 738 | 2019-08-23,190.36,196.19,188.16,194.02,192548.51552 739 | 2019-08-24,194.02,194.09,185.63,190.6,167806.34294 740 | 2019-08-25,190.6,192.4,182.8,186.54,169862.91522 741 | 2019-08-26,186.54,193.7,186.0,188.67,254397.79472 742 | 2019-08-27,188.61,189.49,184.75,187.24,157898.563 743 | 2019-08-28,187.3,188.25,166.48,173.03,334480.61761 744 | 2019-08-29,173.03,173.5,163.61,169.01,295241.216 745 | 2019-08-30,169.03,170.77,165.55,168.5,238616.68868 746 | 2019-08-31,168.48,174.98,165.63,171.57,194999.19583 747 | 2019-09-01,171.52,173.42,167.61,170.74,191140.52368 748 | 2019-09-02,170.73,181.0,170.02,178.05,294627.31247 749 | 2019-09-03,178.0,183.0,174.09,178.75,327857.85447 750 | 2019-09-04,178.79,180.14,173.0,174.72,286226.25171 751 | 2019-09-05,174.7,176.19,168.1,173.75,232753.83596 752 | 2019-09-06,173.74,177.87,165.0,169.08,315822.37984 753 | 2019-09-07,169.11,180.8,168.3,177.62,253831.23169 754 | 2019-09-08,177.58,184.18,176.13,181.19,290083.47501 755 | 2019-09-09,181.18,185.38,176.01,180.54,273729.94868 756 | 2019-09-10,180.52,184.36,177.0,179.81,238387.50999 757 | 2019-09-11,179.87,182.8,173.0,178.28,278555.46708 758 | 2019-09-12,178.3,182.38,176.62,180.72,203543.13663 759 | 2019-09-13,180.71,181.38,177.54,180.95,264422.54059 760 | 2019-09-14,180.96,188.79,179.75,188.13,279371.83423 761 | 2019-09-15,188.14,190.45,185.76,189.03,288928.60827 762 | 2019-09-16,189.05,199.44,188.3,197.22,551006.81686 763 | 2019-09-17,197.23,215.13,195.74,207.84,715863.2262 764 | 2019-09-18,207.85,217.27,207.66,210.21,539028.51013 765 | 2019-09-19,210.27,223.94,202.3,220.24,844358.82155 766 | 2019-09-20,220.26,221.54,212.05,218.03,437804.12669 767 | 2019-09-21,218.01,221.5,213.2,215.05,417891.5242 768 | 2019-09-22,215.04,215.61,206.1,211.2,445388.94787 769 | 2019-09-23,211.2,211.68,198.65,201.29,392437.07084 770 | 2019-09-24,201.25,202.98,150.03,165.81,1478218.82714 771 | 2019-09-25,165.72,174.85,161.88,169.96,879001.46213 772 | 2019-09-26,169.96,171.01,152.11,165.92,779942.17148 773 | 2019-09-27,165.92,176.72,161.03,173.79,634932.96707 774 | 2019-09-28,173.83,175.49,168.0,173.49,521775.46593 775 | 2019-09-29,173.5,174.5,164.12,169.24,410855.12176 776 | 2019-09-30,169.26,181.24,165.01,180.85,580295.3997 777 | 2019-10-01,180.89,185.53,173.19,175.66,609819.60828 778 | 2019-10-02,175.65,181.29,173.65,180.24,348268.1162 779 | 2019-10-03,180.24,180.72,169.55,174.69,354756.78478 780 | 2019-10-04,174.71,178.98,170.74,175.55,333897.63876 781 | 2019-10-05,175.55,176.71,172.02,176.25,278488.61771 782 | 2019-10-06,176.23,177.04,167.68,170.1,314932.39629 783 | 2019-10-07,170.08,182.32,168.68,179.85,496523.48038 784 | 2019-10-08,179.88,184.87,177.0,180.6,400832.37828 785 | 2019-10-09,180.61,195.53,178.96,192.62,562506.82189 786 | 2019-10-10,192.61,194.2,186.88,191.14,436588.58452 787 | 2019-10-11,191.18,196.65,179.41,180.72,621693.63125 788 | 2019-10-12,180.65,184.64,177.59,179.68,290415.22038 789 | 2019-10-13,179.65,184.95,178.52,180.99,247589.23231 790 | 2019-10-14,180.98,187.54,180.43,186.72,279732.84612 791 | 2019-10-15,186.7,188.37,175.96,180.49,405466.38109 792 | 2019-10-16,180.52,181.44,171.81,174.47,347764.93459 793 | 2019-10-17,174.52,178.96,172.61,177.16,298795.8198 794 | 2019-10-18,177.17,177.44,168.66,172.74,319602.48508 795 | 2019-10-19,172.78,174.98,169.44,171.79,296918.73026 796 | 2019-10-20,171.84,176.88,169.21,175.22,299141.07152 797 | 2019-10-21,175.18,177.9,171.59,173.98,270608.51385 798 | 2019-10-22,174.0,175.04,170.3,171.2,255429.41624 799 | 2019-10-23,171.19,171.49,153.45,162.35,746955.09806 800 | 2019-10-24,162.35,163.72,158.72,160.38,387310.83766 801 | 2019-10-25,160.39,187.78,160.25,181.5,904832.86059 802 | 2019-10-26,181.53,197.74,173.8,179.49,1211737.43684 803 | 2019-10-27,179.42,188.7,176.22,183.75,724423.40525 804 | 2019-10-28,183.84,189.48,180.35,181.72,582179.44545 805 | 2019-10-29,181.67,192.74,181.26,190.46,529964.5054 806 | 2019-10-30,190.45,191.71,179.28,183.13,537770.43056 807 | 2019-10-31,183.14,185.27,177.66,182.18,410969.86104 808 | 2019-11-01,182.19,184.5,177.02,182.85,331519.76963 809 | 2019-11-02,182.86,186.0,181.53,182.91,179864.39739 810 | 2019-11-03,182.9,184.7,178.95,181.54,232621.52147 811 | 2019-11-04,181.53,188.64,180.36,185.71,321175.29134 812 | 2019-11-05,185.71,192.51,182.22,188.68,389668.6472 813 | 2019-11-06,188.65,195.09,187.72,191.16,343219.9224 814 | 2019-11-07,191.16,192.27,184.59,186.68,309882.08206 815 | 2019-11-08,186.67,188.26,181.41,183.74,365029.75027 816 | 2019-11-09,183.71,185.79,182.63,184.89,192073.38044 817 | 2019-11-10,184.86,191.58,183.3,188.96,274940.53448 818 | 2019-11-11,188.96,190.19,184.06,184.98,255579.93429 819 | 2019-11-12,184.98,187.65,182.41,187.09,256782.63119 820 | 2019-11-13,187.09,189.66,185.3,188.11,197273.84001 821 | 2019-11-14,188.07,188.72,183.34,184.92,245505.29971 822 | 2019-11-15,184.93,186.7,177.67,180.0,407466.78964 823 | 2019-11-16,179.99,183.46,179.3,182.37,172801.52576 824 | 2019-11-17,182.37,186.09,180.0,183.82,198892.4372 825 | 2019-11-18,183.82,184.06,175.01,178.2,293551.23632 826 | 2019-11-19,178.2,178.52,172.65,175.94,275886.6411 827 | 2019-11-20,175.93,177.41,173.5,174.72,216315.93309 828 | 2019-11-21,174.75,175.85,157.26,161.01,473895.92992 829 | 2019-11-22,161.02,162.79,138.0,149.56,977977.23794 830 | 2019-11-23,149.55,154.33,146.11,151.84,369721.0996 831 | 2019-11-24,151.84,152.86,138.62,139.96,352319.21558 832 | 2019-11-25,139.99,151.5,131.45,145.69,749675.41303 833 | 2019-11-26,145.81,149.97,143.37,147.47,354023.04298 834 | 2019-11-27,147.47,155.54,140.84,152.62,564796.4284 835 | 2019-11-28,152.61,154.63,149.09,150.72,317714.56326 836 | 2019-11-29,150.69,157.6,150.23,154.57,328712.25558 837 | 2019-11-30,154.54,155.25,149.7,151.37,226863.41299 838 | 2019-12-01,151.43,152.49,145.79,150.73,344178.14088 839 | 2019-12-02,150.72,151.42,146.71,148.65,233839.0973 840 | 2019-12-03,148.66,149.93,145.77,147.17,196329.22503 841 | 2019-12-04,147.19,151.98,143.15,145.38,434430.62379 842 | 2019-12-05,145.45,149.02,143.64,148.1,299073.53972 843 | 2019-12-06,148.11,149.77,145.74,148.45,220674.68581 844 | 2019-12-07,148.46,149.49,146.85,147.14,140471.68588 845 | 2019-12-08,147.16,151.62,146.11,150.44,205301.6026 846 | 2019-12-09,150.44,151.19,146.56,147.38,243775.99249 847 | 2019-12-10,147.4,148.57,143.81,145.56,203215.84937 848 | 2019-12-11,145.53,146.34,142.12,143.39,157843.10484 849 | 2019-12-12,143.41,145.85,139.24,144.87,261615.30437 850 | 2019-12-13,144.87,146.0,142.8,144.8,160695.18556 851 | 2019-12-14,144.8,145.07,141.18,141.79,126232.59201 852 | 2019-12-15,141.79,144.12,139.92,142.46,151189.65877 853 | 2019-12-16,142.46,142.72,127.93,132.73,471018.85942 854 | 2019-12-17,132.72,132.98,119.11,121.88,563257.36001 855 | 2019-12-18,121.88,134.87,116.26,132.78,884960.91334 856 | 2019-12-19,132.8,134.0,125.69,128.1,420674.8172 857 | 2019-12-20,128.1,129.39,125.84,128.19,213897.4673 858 | 2019-12-21,128.19,128.4,126.5,126.99,135196.11641 859 | 2019-12-22,127.0,133.07,126.82,132.09,253140.72413 860 | 2019-12-23,132.12,135.1,126.0,127.8,421600.75655 861 | 2019-12-24,127.8,129.69,126.61,127.75,200637.10098 862 | 2019-12-25,127.7,127.84,123.07,125.09,225004.4909 863 | 2019-12-26,125.09,132.26,124.32,125.58,274986.52097 864 | 2019-12-27,125.58,127.1,121.91,126.29,240012.37451 865 | 2019-12-28,126.28,129.68,125.84,128.11,196893.52277 866 | 2019-12-29,128.11,138.07,127.52,134.36,316347.26666 867 | 2019-12-30,134.36,136.24,130.3,131.59,320347.21956 868 | 2019-12-31,131.61,133.68,128.17,129.16,264933.98418 869 | 2020-01-01,129.16,133.05,128.68,130.77,144770.52197 870 | 2020-01-02,130.72,130.78,126.38,127.19,213757.05806 871 | 2020-01-03,127.19,135.14,125.88,134.35,413055.18895 872 | 2020-01-04,134.37,135.85,132.5,134.2,184276.17102 873 | 2020-01-05,134.2,138.19,134.19,135.37,254120.45343 874 | 2020-01-06,135.37,144.41,134.86,144.15,408020.27375 875 | 2020-01-07,144.14,145.31,138.76,142.8,447762.17281 876 | 2020-01-08,142.8,147.77,137.03,140.72,570465.57764 877 | 2020-01-09,140.76,141.5,135.3,137.74,366076.06569 878 | 2020-01-10,137.73,145.17,135.32,144.84,409403.59507 879 | 2020-01-11,144.83,148.05,142.09,142.38,368350.57939 880 | 2020-01-12,142.4,146.6,141.76,146.54,229541.86137 881 | 2020-01-13,146.56,147.0,142.27,143.58,207996.61865 882 | 2020-01-14,143.58,171.7,143.51,165.64,1108476.31186 883 | 2020-01-15,165.6,171.98,159.2,166.4,721687.80381 884 | 2020-01-16,166.4,167.4,157.8,164.21,456170.86719 885 | 2020-01-17,164.24,174.81,162.14,169.85,767180.67853 886 | 2020-01-18,169.92,179.5,164.92,174.14,688783.17982 887 | 2020-01-19,174.1,178.05,161.66,166.79,624681.28604 888 | 2020-01-20,166.79,169.33,161.24,166.87,358092.8841 889 | 2020-01-21,166.86,170.32,164.8,169.49,308007.6353 890 | 2020-01-22,169.48,171.47,166.03,168.07,272240.90286 891 | 2020-01-23,168.07,168.2,159.21,162.81,373414.34985 892 | 2020-01-24,162.85,164.45,155.55,162.54,430013.19902 893 | 2020-01-25,162.51,162.79,157.61,160.35,219921.65197 894 | 2020-01-26,160.36,168.08,159.41,167.86,251582.55758 895 | 2020-01-27,167.91,172.56,165.22,170.08,365894.81917 896 | 2020-01-28,170.04,176.2,170.03,175.64,473433.89609 897 | 2020-01-29,175.58,178.45,173.33,173.72,317382.90161 898 | 2020-01-30,173.68,187.0,170.93,184.69,477721.6609 899 | 2020-01-31,184.71,185.82,175.22,179.99,385596.53365 900 | 2020-02-01,179.94,184.28,179.23,183.6,259370.12902 901 | 2020-02-02,183.63,193.43,179.1,188.44,552621.13619 902 | 2020-02-03,188.48,195.19,186.62,189.69,417175.95781 903 | 2020-02-04,189.74,191.6,184.69,185.72,239765.30589 904 | -------------------------------------------------------------------------------- /data/BTCUSDT_1day_ticks.csv: -------------------------------------------------------------------------------- 1 | Date,Open,High,Low,Close,Vol 2 | 2017-08-17,4261.48,4485.39,4200.74,4285.08,795.150377 3 | 2017-08-18,4285.08,4371.52,3938.77,4108.37,1199.888264 4 | 2017-08-19,4108.37,4184.69,3850.0,4139.98,381.309763 5 | 2017-08-20,4120.98,4211.08,4032.62,4086.29,467.083022 6 | 2017-08-21,4069.13,4119.62,3911.79,4016.0,691.74306 7 | 2017-08-22,4016.0,4104.82,3400.0,4040.0,966.684858 8 | 2017-08-23,4040.0,4265.8,4013.89,4114.01,1001.136565 9 | 2017-08-24,4147.0,4371.68,4085.01,4316.01,787.418753 10 | 2017-08-25,4316.01,4453.91,4247.48,4280.68,573.61274 11 | 2017-08-26,4280.71,4367.0,4212.41,4337.44,228.108068 12 | 2017-08-27,4332.51,4400.0,4285.54,4310.01,350.692585 13 | 2017-08-28,4310.01,4399.82,4124.54,4386.69,603.841616 14 | 2017-08-29,4353.65,4625.85,4313.55,4587.48,603.545028 15 | 2017-08-30,4564.52,4647.51,4416.01,4555.14,808.468771 16 | 2017-08-31,4555.14,4745.42,4555.14,4724.89,556.956802 17 | 2017-09-01,4689.89,4885.55,4654.88,4834.91,560.666366 18 | 2017-09-02,4796.16,4939.19,4286.87,4472.14,929.148595 19 | 2017-09-03,4508.5,4714.76,4298.33,4509.08,691.216198 20 | 2017-09-04,4505.0,4527.49,3972.51,4100.11,1394.644614 21 | 2017-09-05,4106.97,4484.99,3603.0,4366.47,1228.938157 22 | 2017-09-06,4366.49,4662.87,4335.26,4619.77,807.363726 23 | 2017-09-07,4619.77,4788.59,4438.19,4691.61,500.429975 24 | 2017-09-08,4691.66,4735.39,4028.93,4282.8,1132.255046 25 | 2017-09-09,4282.8,4426.62,4150.06,4258.81,658.782952 26 | 2017-09-10,4258.81,4283.0,3801.0,4130.37,660.373275 27 | 2017-09-11,4153.62,4334.43,4098.91,4208.47,699.989065 28 | 2017-09-12,4208.6,4394.59,4040.8,4163.72,879.630319 29 | 2017-09-13,4159.72,4165.38,3760.0,3944.69,913.462545 30 | 2017-09-14,3944.0,3993.0,3165.13,3189.02,1665.021543 31 | 2017-09-15,3188.01,3856.0,2817.0,3700.0,1968.866492 32 | 2017-09-16,3674.01,3950.0,3470.66,3714.95,1297.563953 33 | 2017-09-17,3685.23,3748.21,3499.02,3699.99,682.17121 34 | 2017-09-18,3690.0,4123.2,3690.0,4035.01,1030.006455 35 | 2017-09-19,4060.0,4089.97,3830.91,3910.04,902.332129 36 | 2017-09-20,3910.04,4046.08,3820.0,3900.0,720.935076 37 | 2017-09-21,3889.99,3910.0,3567.0,3609.99,1001.654084 38 | 2017-09-22,3592.84,3750.0,3505.55,3595.87,838.966425 39 | 2017-09-23,3595.88,3817.19,3542.91,3780.0,752.792791 40 | 2017-09-24,3779.54,3789.99,3622.76,3660.02,661.63639 41 | 2017-09-25,3660.02,3979.87,3653.69,3920.75,727.994713 42 | 2017-09-26,3928.0,3976.99,3850.05,3882.35,526.727987 43 | 2017-09-27,3882.36,4249.94,3872.81,4193.0,628.170966 44 | 2017-09-28,4192.11,4300.0,4101.0,4174.5,849.785325 45 | 2017-09-29,4178.98,4263.86,3952.01,4174.69,1602.309565 46 | 2017-09-30,4175.0,4380.0,4138.1,4378.51,720.353183 47 | 2017-10-01,4378.49,4406.52,4240.04,4378.48,726.963685 48 | 2017-10-02,4400.0,4561.63,4360.0,4380.0,655.756974 49 | 2017-10-03,4380.0,4467.33,4180.8,4310.0,1082.323563 50 | 2017-10-04,4314.9,4373.0,4142.0,4208.59,868.465101 51 | 2017-10-05,4208.59,4355.0,4110.0,4292.43,779.138638 52 | 2017-10-06,4318.99,4417.0,4292.0,4369.0,506.529176 53 | 2017-10-07,4369.0,4479.5,4312.56,4423.0,297.5975 54 | 2017-10-08,4425.0,4658.0,4425.0,4640.0,518.462004 55 | 2017-10-09,4640.0,4889.98,4550.0,4786.95,646.463145 56 | 2017-10-10,4786.95,4960.0,4680.59,4783.06,1043.221773 57 | 2017-10-11,4783.06,4881.61,4710.0,4821.43,753.429396 58 | 2017-10-12,4821.43,5439.99,4810.16,5430.0,1276.701482 59 | 2017-10-13,5439.99,5846.17,5379.84,5649.98,1879.82762 60 | 2017-10-14,5650.0,5900.0,5580.01,5869.99,970.759046 61 | 2017-10-15,5855.03,5922.3,5400.01,5709.99,1343.523375 62 | 2017-10-16,5710.0,5788.91,5585.19,5760.02,1528.996462 63 | 2017-10-17,5760.0,5774.98,5508.63,5595.0,1429.869376 64 | 2017-10-18,5595.0,5596.0,5037.95,5512.06,2317.804373 65 | 2017-10-19,5513.0,5710.0,5490.26,5683.9,1881.722107 66 | 2017-10-20,5683.31,6110.0,5600.0,6010.01,1972.97722 67 | 2017-10-21,6013.72,6171.0,5850.03,6024.97,1664.307693 68 | 2017-10-22,6003.27,6060.0,5720.03,5950.02,1362.092216 69 | 2017-10-23,5975.0,6080.0,5621.03,5915.93,1812.557715 70 | 2017-10-24,5909.47,5925.0,5450.0,5477.03,2580.418767 71 | 2017-10-25,5506.92,5704.96,5286.98,5689.99,2282.813205 72 | 2017-10-26,5670.1,5939.99,5650.0,5861.77,1972.965882 73 | 2017-10-27,5861.77,5980.0,5649.24,5768.83,1403.706416 74 | 2017-10-28,5768.79,5850.02,5630.03,5719.64,1276.754412 75 | 2017-10-29,5709.98,6189.88,5648.01,6169.98,1804.778173 76 | 2017-10-30,6133.01,6248.68,6030.0,6120.5,1473.687043 77 | 2017-10-31,6120.52,6498.01,6100.0,6463.0,1511.774925 78 | 2017-11-01,6463.0,6774.67,6338.02,6753.98,1675.615188 79 | 2017-11-02,6753.98,7300.0,6685.1,7019.98,2503.610803 80 | 2017-11-03,7010.31,7346.34,6923.0,7115.04,1891.497592 81 | 2017-11-04,7115.02,7480.99,6901.0,7357.09,1399.191767 82 | 2017-11-05,7357.27,7590.25,7279.02,7345.01,1207.83233 83 | 2017-11-06,7345.1,7401.0,6906.0,6960.12,1763.019261 84 | 2017-11-07,6981.72,7198.49,6901.0,7064.04,1440.259494 85 | 2017-11-08,7070.0,7770.02,6651.0,7303.0,2822.298802 86 | 2017-11-09,7303.01,7392.0,7015.0,7079.99,1913.398308 87 | 2017-11-10,7079.0,7279.91,6255.01,6506.98,3254.704105 88 | 2017-11-11,6503.0,6797.98,6100.0,6245.05,2754.156861 89 | 2017-11-12,6245.05,6630.0,5325.01,5811.03,4968.483069 90 | 2017-11-13,5839.94,6697.47,5699.99,6465.99,2621.243039 91 | 2017-11-14,6465.99,6684.98,6311.07,6574.99,1254.292531 92 | 2017-11-15,6575.99,7298.0,6575.99,7240.06,1779.605845 93 | 2017-11-16,7240.14,7940.0,7076.0,7864.5,2331.95675 94 | 2017-11-17,7876.98,7989.0,7451.0,7699.19,3982.395925 95 | 2017-11-18,7680.01,7819.99,7422.0,7761.94,3954.266477 96 | 2017-11-19,7761.94,8123.15,7650.33,8038.0,3867.340444 97 | 2017-11-20,8057.11,8319.99,7954.0,8212.0,3886.634348 98 | 2017-11-21,8212.49,8400.0,7801.0,8119.51,4544.474016 99 | 2017-11-22,8091.09,8322.68,8091.09,8205.92,3545.00571 100 | 2017-11-23,8233.03,8260.0,8000.0,8019.99,4093.952687 101 | 2017-11-24,8019.97,8369.0,7850.0,8138.0,4411.789112 102 | 2017-11-25,8138.99,8734.78,8090.0,8700.01,4292.623682 103 | 2017-11-26,8700.04,9350.0,8604.72,9128.02,4147.380237 104 | 2017-11-27,9128.0,9654.28,9112.04,9650.0,4521.625707 105 | 2017-11-28,9650.0,9939.0,9570.5,9896.8,4917.210985 106 | 2017-11-29,9896.79,11300.03,8520.0,9687.88,13352.538715 107 | 2017-11-30,9687.88,10900.0,8850.8,9838.96,9389.574329 108 | 2017-12-01,9837.0,10898.0,9380.0,10782.99,6134.923633 109 | 2017-12-02,10775.04,11190.0,10620.0,10890.01,4765.439757 110 | 2017-12-03,10902.69,11825.0,10500.0,11165.41,5346.636524 111 | 2017-12-04,11165.41,11600.0,10802.0,11579.0,4663.424562 112 | 2017-12-05,11571.03,11853.0,11447.68,11699.99,5550.732055 113 | 2017-12-06,11699.99,13615.23,11665.58,13550.05,6707.946319 114 | 2017-12-07,13541.01,16649.96,13050.0,16599.0,7487.065695 115 | 2017-12-08,16599.0,17204.99,14015.0,15880.0,17589.013136 116 | 2017-12-09,15880.01,16269.3,12535.0,14656.07,13918.758687 117 | 2017-12-10,14664.01,15720.12,12368.0,14899.98,16553.037173 118 | 2017-12-11,14946.26,17470.0,14901.08,16587.97,11820.401762 119 | 2017-12-12,16587.97,16976.45,15875.0,16349.99,9436.802411 120 | 2017-12-13,16349.99,16546.0,14666.56,16033.29,12416.328801 121 | 2017-12-14,16030.34,16445.0,15450.0,16334.98,11616.867151 122 | 2017-12-15,16334.98,17991.0,16298.45,17539.83,9181.273947 123 | 2017-12-16,17516.81,19539.0,17190.01,19102.66,4202.628709 124 | 2017-12-17,19120.19,19798.68,18510.0,18860.02,9177.183434 125 | 2017-12-18,18860.04,19300.0,17029.98,18856.25,10624.633071 126 | 2017-12-19,18856.25,18950.0,16300.0,17295.2,13210.74822 127 | 2017-12-20,17295.2,17720.35,14777.66,16488.98,13450.496693 128 | 2017-12-21,16480.52,17309.5,14022.0,15492.64,20324.2173 129 | 2017-12-22,15514.03,15699.34,10961.0,13326.61,36076.271175 130 | 2017-12-23,13326.61,14950.0,12978.18,13300.0,13141.538875 131 | 2017-12-24,13300.0,13819.99,11640.0,13500.0,28557.534988 132 | 2017-12-25,13500.0,14300.0,12708.0,13699.34,15748.207607 133 | 2017-12-26,13699.34,16050.0,13533.0,15689.01,15034.668104 134 | 2017-12-27,15709.98,16498.05,14200.15,15459.99,14959.864723 135 | 2017-12-28,15459.97,15539.99,13150.0,14182.11,21717.858014 136 | 2017-12-29,14199.14,14981.0,13850.0,14378.9,18072.008116 137 | 2017-12-30,14378.99,14398.85,11750.0,12440.01,19221.158039 138 | 2017-12-31,12345.1,14050.11,12149.98,13716.36,11768.989718 139 | 2018-01-01,13715.65,13818.55,12750.0,13380.0,8609.915844 140 | 2018-01-02,13382.16,15473.49,12890.02,14675.11,20078.092111 141 | 2018-01-03,14690.0,15307.56,14150.0,14919.51,15905.667639 142 | 2018-01-04,14919.51,15280.0,13918.04,15059.54,21329.649574 143 | 2018-01-05,15059.56,17176.24,14600.0,16960.39,23251.491125 144 | 2018-01-06,16960.39,17143.13,16011.21,17069.79,18571.457508 145 | 2018-01-07,17069.79,17099.96,15610.0,16150.03,12493.125558 146 | 2018-01-08,16218.85,16322.3,12812.0,14902.54,26600.609912 147 | 2018-01-09,14902.54,15500.0,14011.05,14400.0,14315.004253 148 | 2018-01-10,14401.0,14955.66,13131.31,14907.09,17411.001655 149 | 2018-01-11,14940.0,14968.68,11400.0,13238.78,33554.723751 150 | 2018-01-12,13238.76,14109.78,12500.0,13740.01,16417.162137 151 | 2018-01-13,13749.95,14580.0,13706.15,14210.0,12221.508528 152 | 2018-01-14,14210.0,14339.5,12569.2,13474.99,17017.894329 153 | 2018-01-15,13477.98,14249.99,13147.79,13539.93,14652.094705 154 | 2018-01-16,13500.0,13542.93,9035.0,10900.0,63401.169175 155 | 2018-01-17,10899.99,11680.99,9037.94,10988.79,72331.796646 156 | 2018-01-18,10972.59,11878.82,10435.33,10961.97,48464.434937 157 | 2018-01-19,10960.0,11795.0,10360.0,11474.98,34129.375421 158 | 2018-01-20,11474.98,13099.0,11412.45,12799.94,28768.857827 159 | 2018-01-21,12799.8,12799.8,10965.0,11530.0,41379.773426 160 | 2018-01-22,11530.0,11926.35,9900.24,10760.05,43752.606791 161 | 2018-01-23,10760.05,11399.0,9905.0,10799.18,37473.922552 162 | 2018-01-24,10799.14,11570.48,10500.0,11349.99,27158.587762 163 | 2018-01-25,11349.96,11794.05,10950.21,11175.27,20839.954183 164 | 2018-01-26,11184.7,11643.0,10311.15,11089.0,33056.87196 165 | 2018-01-27,11089.0,11650.0,10842.69,11491.0,18860.768345 166 | 2018-01-28,11499.98,12244.0,11408.0,11879.95,16887.339524 167 | 2018-01-29,11879.95,11975.02,11139.55,11251.0,14170.377538 168 | 2018-01-30,11250.11,11308.42,9900.0,10237.51,25554.372946 169 | 2018-01-31,10230.0,10425.85,9700.0,10285.1,18015.956805 170 | 2018-02-01,10285.1,10335.0,8750.99,9224.52,33564.764311 171 | 2018-02-02,9224.52,9250.0,8010.02,8873.03,49971.626975 172 | 2018-02-03,8873.03,9473.01,8229.0,9199.96,28725.000735 173 | 2018-02-04,9199.96,9368.0,7930.0,8184.81,32014.308449 174 | 2018-02-05,8179.99,8382.8,6625.0,6939.99,63403.182579 175 | 2018-02-06,6939.63,7878.0,6000.01,7652.14,100201.500307 176 | 2018-02-07,7655.02,8476.0,7150.01,7599.0,60778.460497 177 | 2018-02-08,7599.0,7844.0,7572.09,7784.02,1521.537318 178 | 2018-02-09,7789.9,8738.0,7789.9,8683.92,20482.910825 179 | 2018-02-10,8683.93,9065.78,8120.0,8533.98,49381.512653 180 | 2018-02-11,8533.99,8549.0,7726.53,8063.88,45025.187952 181 | 2018-02-12,8063.82,8989.0,8053.0,8903.0,41987.85049 182 | 2018-02-13,8903.0,8950.0,8351.0,8539.9,35454.972956 183 | 2018-02-14,8535.17,9489.6,8533.0,9449.99,40811.952867 184 | 2018-02-15,9449.98,10219.5,9301.5,10000.09,52427.596715 185 | 2018-02-16,10000.89,10323.37,9666.0,10159.98,38161.205974 186 | 2018-02-17,10156.07,11075.07,10050.0,11039.55,41882.108407 187 | 2018-02-18,11039.55,11274.0,10080.0,10383.43,61137.380728 188 | 2018-02-19,10375.01,11250.0,10270.33,11153.0,40831.417131 189 | 2018-02-20,11147.11,11786.01,11100.59,11200.99,48153.354288 190 | 2018-02-21,11195.07,11304.03,10200.0,10437.6,68113.818754 191 | 2018-02-22,10439.02,10933.44,9679.0,9811.04,67060.166483 192 | 2018-02-23,9815.55,10435.0,9570.19,10131.04,57202.70237 193 | 2018-02-24,10131.04,10496.97,9352.0,9694.51,40888.156299 194 | 2018-02-25,9694.51,9847.0,9274.8,9590.0,28373.517586 195 | 2018-02-26,9590.0,10444.32,9350.0,10324.0,34878.292756 196 | 2018-02-27,10321.0,10870.0,10121.0,10569.04,30705.385123 197 | 2018-02-28,10584.33,11098.0,10300.0,10326.76,30800.983782 198 | 2018-03-01,10325.64,11060.41,10240.0,10920.0,25092.55393 199 | 2018-03-02,10923.36,11200.0,10770.0,11039.0,23910.71009 200 | 2018-03-03,11038.99,11544.0,11015.01,11464.48,21287.15328 201 | 2018-03-04,11464.47,11565.0,11050.02,11515.0,17295.918653 202 | 2018-03-05,11515.0,11710.0,11415.01,11454.0,15144.231063 203 | 2018-03-06,11455.0,11455.0,10555.48,10716.48,29515.572363 204 | 2018-03-07,10716.48,10899.0,9389.31,9910.0,50647.67108 205 | 2018-03-08,9910.0,10099.0,9060.0,9271.64,41109.473226 206 | 2018-03-09,9267.07,9410.0,8329.0,9227.0,64112.291407 207 | 2018-03-10,9230.0,9490.0,8667.07,8770.22,37180.012857 208 | 2018-03-11,8770.22,9740.0,8450.0,9533.57,44325.973386 209 | 2018-03-12,9533.57,9888.88,8780.0,9131.34,42230.77793 210 | 2018-03-13,9131.34,9474.0,8823.0,9150.0,40191.409358 211 | 2018-03-14,9151.92,9333.78,7900.28,8170.0,49708.094108 212 | 2018-03-15,8184.01,8430.0,7650.0,8240.98,52291.022277 213 | 2018-03-16,8240.98,8611.64,7900.0,8260.0,38815.409893 214 | 2018-03-17,8260.0,8348.62,7721.99,7824.8,33110.206329 215 | 2018-03-18,7824.01,8317.4,7322.0,8189.99,59488.231711 216 | 2018-03-19,8189.0,8705.23,8088.4,8600.0,55297.084942 217 | 2018-03-20,8595.01,9050.0,8280.0,8909.98,44865.105835 218 | 2018-03-21,8909.96,9177.01,8750.6,8885.0,39972.405371 219 | 2018-03-22,8884.82,9100.0,8465.1,8722.9,40617.556809 220 | 2018-03-23,8720.0,8909.0,8269.0,8898.03,39991.007666 221 | 2018-03-24,8898.04,8999.95,8491.0,8546.86,35466.609572 222 | 2018-03-25,8531.25,8669.85,8365.77,8470.15,29001.769316 223 | 2018-03-26,8470.14,8514.89,7831.0,8134.23,44033.59566 224 | 2018-03-27,8134.22,8215.94,7730.0,7795.51,37427.64805 225 | 2018-03-28,7795.51,8109.0,7728.0,7949.3,26401.33167 226 | 2018-03-29,7949.3,7975.0,6941.11,7090.14,54620.915125 227 | 2018-03-30,7090.16,7292.43,6600.1,6840.23,65306.031976 228 | 2018-03-31,6840.24,7223.36,6777.0,6923.91,36868.539087 229 | 2018-04-01,6922.0,7049.98,6430.0,6813.01,44071.430463 230 | 2018-04-02,6813.01,7125.0,6765.0,7056.0,32123.560072 231 | 2018-04-03,7063.97,7520.0,7011.01,7405.21,37787.331811 232 | 2018-04-04,7405.21,7427.52,6707.0,6796.1,42227.183804 233 | 2018-04-05,6796.1,6902.0,6566.69,6770.76,39029.73146 234 | 2018-04-06,6770.0,6850.0,6500.0,6601.39,27455.01192 235 | 2018-04-07,6601.39,7070.0,6586.28,6895.8,32269.578267 236 | 2018-04-08,6895.81,7109.13,6880.0,7018.0,21427.673165 237 | 2018-04-09,7011.04,7185.0,6611.0,6782.72,34078.297206 238 | 2018-04-10,6781.55,6890.0,6656.0,6843.9,22326.728095 239 | 2018-04-11,6839.56,6990.0,6787.0,6953.79,23997.871177 240 | 2018-04-12,6953.78,8012.23,6743.2,7923.0,64861.595987 241 | 2018-04-13,7922.99,8233.39,7732.0,7877.41,55044.523148 242 | 2018-04-14,7877.48,8186.0,7810.0,7999.01,31621.286357 243 | 2018-04-15,8004.0,8429.54,7999.02,8355.0,27946.720444 244 | 2018-04-16,8355.07,8419.0,7867.0,8064.92,36664.069715 245 | 2018-04-17,8064.92,8173.7,7825.4,7885.02,32152.603567 246 | 2018-04-18,7890.96,8236.43,7868.0,8173.0,26969.04457 247 | 2018-04-19,8173.99,8296.0,8080.0,8278.0,27113.847464 248 | 2018-04-20,8273.84,8930.0,8177.09,8856.98,39795.337485 249 | 2018-04-21,8852.12,9035.0,8565.0,8915.31,40872.229909 250 | 2018-04-22,8915.31,9020.67,8727.68,8787.02,29458.25348 251 | 2018-04-23,8785.7,8985.0,8745.0,8934.01,25838.114709 252 | 2018-04-24,8934.0,9731.01,8922.0,9619.99,46268.790106 253 | 2018-04-25,9618.96,9759.82,8730.0,8869.99,81110.037589 254 | 2018-04-26,8869.99,9307.48,8651.62,9266.0,43300.304245 255 | 2018-04-27,9267.03,9395.0,8889.0,8915.35,37241.347036 256 | 2018-04-28,8915.35,9427.48,8870.0,9348.0,34759.62842 257 | 2018-04-29,9348.0,9570.51,9163.74,9419.0,38149.850035 258 | 2018-04-30,9417.04,9458.64,9124.99,9246.01,35002.033875 259 | 2018-05-01,9246.01,9248.99,8800.49,9071.48,41018.463633 260 | 2018-05-02,9071.48,9268.0,8970.2,9247.84,26123.543961 261 | 2018-05-03,9247.81,9844.0,9168.4,9750.0,38768.388288 262 | 2018-05-04,9750.0,9830.04,9520.85,9713.99,28681.588879 263 | 2018-05-05,9714.0,10020.0,9682.0,9864.0,24990.018345 264 | 2018-05-06,9863.99,9970.0,9417.03,9659.01,27690.351559 265 | 2018-05-07,9661.02,9689.67,9181.0,9365.0,33787.640012 266 | 2018-05-08,9365.0,9475.7,9060.54,9187.56,25533.831889 267 | 2018-05-09,9178.0,9390.0,8965.0,9310.0,25673.524899 268 | 2018-05-10,9310.0,9395.12,8970.0,9002.2,25055.063718 269 | 2018-05-11,9002.21,9016.8,8341.0,8400.0,48227.048061 270 | 2018-05-12,8405.94,8646.88,8153.0,8465.94,40241.32081 271 | 2018-05-13,8475.44,8763.36,8298.0,8679.71,25632.869362 272 | 2018-05-14,8679.71,8879.99,8277.0,8663.34,37389.666533 273 | 2018-05-15,8663.37,8859.99,8401.3,8462.0,28126.956136 274 | 2018-05-16,8462.0,8488.0,8083.01,8330.0,31130.718908 275 | 2018-05-17,8330.0,8464.0,7979.0,8041.46,25439.844799 276 | 2018-05-18,8038.82,8273.21,7911.9,8239.81,23476.158251 277 | 2018-05-19,8238.01,8390.8,8095.73,8233.49,17193.424276 278 | 2018-05-20,8233.49,8609.0,8163.9,8526.98,19957.057109 279 | 2018-05-21,8526.97,8595.31,8305.0,8381.24,21516.596486 280 | 2018-05-22,8386.89,8400.18,7935.11,7977.11,23710.902858 281 | 2018-05-23,7977.12,8031.9,7425.0,7501.95,42910.666774 282 | 2018-05-24,7501.95,7730.73,7266.99,7575.01,37845.446595 283 | 2018-05-25,7578.99,7649.55,7308.15,7457.0,26739.95664 284 | 2018-05-26,7456.99,7620.0,7300.0,7333.96,19464.086071 285 | 2018-05-27,7334.0,7400.0,7231.11,7338.99,18706.945515 286 | 2018-05-28,7338.99,7437.0,7058.02,7099.0,27219.438963 287 | 2018-05-29,7099.0,7540.0,7032.95,7461.29,39407.21183 288 | 2018-05-30,7467.98,7569.0,7260.5,7375.96,32041.583623 289 | 2018-05-31,7382.07,7699.0,7327.51,7485.01,30776.063102 290 | 2018-06-01,7485.01,7608.55,7355.54,7521.01,28259.124078 291 | 2018-06-02,7521.01,7697.33,7437.0,7640.03,26720.690219 292 | 2018-06-03,7636.81,7786.69,7600.0,7714.26,27505.158951 293 | 2018-06-04,7714.26,7760.52,7446.5,7487.0,32258.835115 294 | 2018-06-05,7487.0,7679.49,7358.0,7625.0,31722.973384 295 | 2018-06-06,7626.64,7699.0,7467.05,7658.84,27229.991898 296 | 2018-06-07,7658.79,7765.0,7620.0,7691.08,25062.227202 297 | 2018-06-08,7691.08,7703.5,7531.0,7603.44,23396.804671 298 | 2018-06-09,7603.44,7683.98,7450.0,7491.73,19339.885176 299 | 2018-06-10,7491.73,7491.73,6622.81,6764.99,52342.020032 300 | 2018-06-11,6765.0,6922.0,6610.0,6872.0,34552.162303 301 | 2018-06-12,6872.0,6890.51,6435.0,6530.0,36722.211191 302 | 2018-06-13,6530.0,6627.6,6118.68,6292.78,46185.5181 303 | 2018-06-14,6292.78,6720.0,6260.0,6635.98,44478.130837 304 | 2018-06-15,6638.67,6666.66,6362.31,6388.9,30018.329905 305 | 2018-06-16,6380.01,6560.0,6320.86,6483.98,22277.241147 306 | 2018-06-17,6482.5,6589.03,6422.0,6449.61,19847.247688 307 | 2018-06-18,6444.06,6794.38,6380.0,6712.46,31821.434995 308 | 2018-06-19,6711.39,6841.74,6653.0,6741.21,24311.421143 309 | 2018-06-20,6740.0,6817.23,6551.81,6761.51,26359.752452 310 | 2018-06-21,6763.21,6795.0,6672.57,6718.84,25428.854048 311 | 2018-06-22,6717.69,6733.97,5918.94,6045.0,52157.370833 312 | 2018-06-23,6045.92,6260.0,6008.48,6149.98,26622.788589 313 | 2018-06-24,6149.98,6259.8,5750.0,6136.97,47445.998955 314 | 2018-06-25,6137.95,6350.0,6061.97,6252.0,39164.515306 315 | 2018-06-26,6252.0,6272.54,6035.0,6070.78,19377.240484 316 | 2018-06-27,6065.89,6190.43,5971.0,6133.73,19225.671098 317 | 2018-06-28,6134.73,6173.01,5827.0,5853.98,30585.266026 318 | 2018-06-29,5851.01,6300.0,5780.0,6197.92,33911.287278 319 | 2018-06-30,6197.92,6528.99,6186.03,6390.07,37919.61284 320 | 2018-07-01,6391.08,6441.06,6251.0,6356.81,27562.965974 321 | 2018-07-02,6360.82,6685.0,6271.62,6615.29,36230.452264 322 | 2018-07-03,6615.29,6679.35,6463.01,6513.86,38657.781691 323 | 2018-07-04,6511.01,6784.92,6441.11,6586.98,23571.892777 324 | 2018-07-05,6585.53,6712.0,6453.33,6529.2,35071.972898 325 | 2018-07-06,6529.2,6648.54,6425.0,6609.78,29397.094748 326 | 2018-07-07,6609.79,6818.16,6508.88,6756.98,23973.876886 327 | 2018-07-08,6753.48,6780.0,6667.44,6712.1,24622.947794 328 | 2018-07-09,6712.1,6802.06,6612.24,6662.12,26732.40655 329 | 2018-07-10,6662.78,6681.0,6263.0,6296.91,38560.672702 330 | 2018-07-11,6296.91,6406.0,6278.99,6378.07,28715.498487 331 | 2018-07-12,6378.07,6380.28,6070.0,6250.57,31306.663348 332 | 2018-07-13,6251.4,6350.0,6110.0,6214.57,26375.325286 333 | 2018-07-14,6214.57,6335.0,6178.0,6251.99,17783.071999 334 | 2018-07-15,6250.9,6395.0,6225.4,6353.01,22979.211508 335 | 2018-07-16,6354.15,6747.3,6330.4,6723.35,36204.87708 336 | 2018-07-17,6723.33,7468.99,6652.04,7317.44,52105.423459 337 | 2018-07-18,7317.44,7588.08,7225.38,7381.9,59487.64345 338 | 2018-07-19,7381.88,7576.28,7270.0,7466.21,41218.256437 339 | 2018-07-20,7468.86,7700.0,7273.0,7337.53,46140.313447 340 | 2018-07-21,7337.47,7458.47,7211.0,7398.78,28886.490291 341 | 2018-07-22,7399.25,7582.4,7335.5,7394.79,30270.21844 342 | 2018-07-23,7394.78,7833.0,7375.0,7721.01,41646.346671 343 | 2018-07-24,7721.65,8486.0,7696.0,8397.24,60121.163749 344 | 2018-07-25,8397.24,8491.77,8050.0,8175.64,48257.649124 345 | 2018-07-26,8175.63,8315.69,7850.06,7920.0,43223.481682 346 | 2018-07-27,7920.0,8285.0,7805.0,8188.57,43671.005891 347 | 2018-07-28,8188.57,8246.54,8067.0,8225.04,26215.173839 348 | 2018-07-29,8225.04,8294.51,8115.0,8211.0,25531.226185 349 | 2018-07-30,8210.99,8273.0,7866.0,8173.92,39692.416542 350 | 2018-07-31,8171.4,8180.0,7633.0,7730.93,48296.915587 351 | 2018-08-01,7735.67,7750.0,7430.0,7604.58,42582.312932 352 | 2018-08-02,7600.08,7709.46,7455.72,7525.71,37665.696684 353 | 2018-08-03,7525.71,7540.0,7282.44,7418.78,44669.486047 354 | 2018-08-04,7412.27,7494.81,6926.0,7009.84,36288.42601 355 | 2018-08-05,7009.84,7089.87,6882.29,7024.19,32894.849782 356 | 2018-08-06,7024.19,7160.0,6821.0,6934.82,32760.191643 357 | 2018-08-07,6935.0,7150.46,6670.0,6720.06,45438.473501 358 | 2018-08-08,6720.63,6721.54,6123.0,6285.0,59550.536319 359 | 2018-08-09,6283.27,6622.81,6178.6,6529.79,51941.185111 360 | 2018-08-10,6529.79,6575.88,6026.39,6144.01,59034.974902 361 | 2018-08-11,6148.13,6488.0,5971.0,6232.35,47133.418555 362 | 2018-08-12,6222.55,6472.3,6130.0,6308.33,38567.770712 363 | 2018-08-13,6308.56,6545.0,6145.04,6246.35,53895.828783 364 | 2018-08-14,6248.25,6250.33,5880.0,6188.08,50186.745091 365 | 2018-08-15,6188.08,6609.0,6172.11,6267.16,68806.687026 366 | 2018-08-16,6265.27,6480.0,6205.6,6311.75,48515.254618 367 | 2018-08-17,6316.0,6585.0,6285.4,6584.49,57851.610803 368 | 2018-08-18,6579.04,6620.0,6288.0,6387.96,53742.322172 369 | 2018-08-19,6387.96,6541.0,6300.0,6477.53,45190.847994 370 | 2018-08-20,6477.53,6530.0,6220.0,6254.84,49435.55526 371 | 2018-08-21,6251.0,6500.0,6235.08,6480.0,41569.947408 372 | 2018-08-22,6479.98,6882.54,6251.2,6360.89,77909.391359 373 | 2018-08-23,6362.57,6576.99,6342.28,6525.01,40358.166825 374 | 2018-08-24,6525.0,6725.0,6440.5,6681.64,38305.675322 375 | 2018-08-25,6686.98,6789.0,6650.61,6733.64,19220.505929 376 | 2018-08-26,6733.64,6775.27,6568.0,6700.0,20107.297208 377 | 2018-08-27,6700.0,6940.51,6646.5,6908.64,37747.078747 378 | 2018-08-28,6907.26,7135.0,6860.0,7076.11,48352.917163 379 | 2018-08-29,7077.0,7133.81,6912.34,7031.22,43252.487392 380 | 2018-08-30,7033.21,7063.63,6784.81,6984.84,44716.77462 381 | 2018-08-31,6984.84,7089.0,6888.0,7011.21,40467.400638 382 | 2018-09-01,7011.21,7275.0,7008.74,7200.01,40323.414093 383 | 2018-09-02,7201.57,7345.45,7127.0,7302.01,39814.840352 384 | 2018-09-03,7302.0,7338.28,7191.63,7263.02,32396.018371 385 | 2018-09-04,7263.0,7410.0,7227.17,7359.06,35300.640518 386 | 2018-09-05,7359.05,7397.3,6682.0,6700.0,63715.256267 387 | 2018-09-06,6697.27,6725.0,6265.0,6516.01,60644.464227 388 | 2018-09-07,6516.84,6544.0,6320.0,6395.54,38906.28805 389 | 2018-09-08,6395.54,6478.0,6111.0,6185.05,38215.032171 390 | 2018-09-09,6185.06,6441.0,6141.53,6250.81,37053.92382 391 | 2018-09-10,6252.26,6373.98,6221.0,6312.0,32439.456432 392 | 2018-09-11,6311.99,6404.0,6169.68,6294.91,33104.88859 393 | 2018-09-12,6293.0,6360.0,6192.37,6338.62,31433.645939 394 | 2018-09-13,6338.62,6535.0,6337.4,6487.38,40465.063107 395 | 2018-09-14,6487.39,6584.99,6385.62,6476.63,37173.339277 396 | 2018-09-15,6476.63,6565.45,6466.13,6514.96,25243.656612 397 | 2018-09-16,6514.96,6524.62,6370.0,6505.0,27568.132897 398 | 2018-09-17,6500.08,6533.84,6201.0,6248.69,35987.254738 399 | 2018-09-18,6248.69,6390.0,6224.98,6336.45,32620.86667 400 | 2018-09-19,6336.39,6517.7,6123.0,6391.89,39044.080082 401 | 2018-09-20,6392.0,6540.0,6325.0,6492.0,25189.024728 402 | 2018-09-21,6492.0,6784.86,6491.0,6759.02,51779.343463 403 | 2018-09-22,6759.01,6839.03,6627.0,6723.05,29349.690667 404 | 2018-09-23,6723.05,6788.23,6661.75,6708.0,30286.229773 405 | 2018-09-24,6706.81,6730.0,6557.0,6581.39,35305.73991 406 | 2018-09-25,6581.42,6584.01,6325.02,6447.54,40301.029452 407 | 2018-09-26,6445.11,6557.99,6379.7,6465.12,33484.54207 408 | 2018-09-27,6467.84,6750.0,6434.0,6689.13,33087.428297 409 | 2018-09-28,6689.12,6814.8,6540.88,6634.58,42399.448523 410 | 2018-09-29,6634.58,6636.0,6464.57,6596.38,30255.9597 411 | 2018-09-30,6597.66,6662.0,6533.0,6626.57,27764.724519 412 | 2018-10-01,6626.57,6667.09,6510.0,6611.61,20621.506894 413 | 2018-10-02,6610.0,6640.0,6494.0,6525.79,28245.810088 414 | 2018-10-03,6525.79,6549.0,6430.0,6510.0,28451.969138 415 | 2018-10-04,6510.01,6643.46,6505.09,6593.79,20074.300818 416 | 2018-10-05,6591.69,6697.0,6543.08,6635.65,16096.552392 417 | 2018-10-06,6635.65,6651.0,6566.77,6594.27,10939.505391 418 | 2018-10-07,6596.44,6640.0,6525.0,6615.26,17406.831762 419 | 2018-10-08,6615.26,6715.6,6587.0,6673.01,23123.419541 420 | 2018-10-09,6673.01,6685.38,6607.0,6656.61,15354.779469 421 | 2018-10-10,6656.67,6659.95,6530.0,6631.0,15390.661444 422 | 2018-10-11,6630.21,6633.92,6205.0,6252.68,48712.400332 423 | 2018-10-12,6252.71,6360.0,6209.0,6298.01,29004.071419 424 | 2018-10-13,6298.0,6345.0,6285.07,6332.93,19098.070025 425 | 2018-10-14,6332.92,6416.0,6308.0,6339.34,15627.411314 426 | 2018-10-15,6339.34,7680.0,6300.0,6752.5,90748.031246 427 | 2018-10-16,6752.5,6900.0,6670.0,6759.27,27557.957764 428 | 2018-10-17,6762.76,6811.12,6676.01,6740.89,26641.431379 429 | 2018-10-18,6739.01,6796.0,6567.0,6618.96,20116.521941 430 | 2018-10-19,6618.96,6648.14,6523.0,6528.88,20772.60077 431 | 2018-10-20,6528.88,6617.65,6505.55,6588.4,19240.722247 432 | 2018-10-21,6585.72,6663.9,6580.0,6590.11,6515.357792 433 | 2018-10-22,6590.12,6639.0,6535.27,6581.2,16213.69266 434 | 2018-10-23,6581.2,6595.0,6515.45,6553.51,13856.601756 435 | 2018-10-24,6553.51,6630.0,6547.53,6565.5,11951.543977 436 | 2018-10-25,6566.81,6575.09,6502.8,6528.09,10342.701244 437 | 2018-10-26,6528.13,6600.0,6515.01,6538.63,9443.504156 438 | 2018-10-27,6538.63,6558.35,6463.04,6505.6,7776.907864 439 | 2018-10-28,6505.6,6514.17,6453.0,6489.93,5743.933728 440 | 2018-10-29,6489.93,6505.01,6315.0,6344.5,13827.224067 441 | 2018-10-30,6344.5,6395.0,6317.01,6330.87,8877.175385 442 | 2018-10-31,6330.01,6428.0,6245.02,6371.93,12148.888216 443 | 2018-11-01,6369.52,6442.65,6348.66,6410.0,9099.035841 444 | 2018-11-02,6410.0,6460.34,6388.2,6433.98,9739.440679 445 | 2018-11-03,6432.8,6439.97,6345.0,6387.09,7661.241476 446 | 2018-11-04,6388.0,6525.0,6359.0,6485.85,10592.394943 447 | 2018-11-05,6485.85,6504.39,6431.02,6468.99,8987.882156 448 | 2018-11-06,6468.99,6531.31,6445.18,6519.11,11926.565699 449 | 2018-11-07,6522.73,6615.15,6509.0,6578.46,14271.591117 450 | 2018-11-08,6578.46,6594.0,6468.22,6479.84,13259.789282 451 | 2018-11-09,6479.84,6511.53,6391.01,6419.99,11787.616583 452 | 2018-11-10,6419.99,6475.55,6411.0,6433.05,7714.829926 453 | 2018-11-11,6435.16,6462.14,6355.0,6449.81,8213.507117 454 | 2018-11-12,6450.71,6497.0,6421.0,6453.07,10132.782567 455 | 2018-11-13,6451.68,6498.0,6391.15,6457.66,11790.564933 456 | 2018-11-14,6458.98,6482.84,5656.87,5922.41,46478.964003 457 | 2018-11-15,5917.2,5939.54,5403.42,5753.4,47700.829401 458 | 2018-11-16,5757.09,5782.89,5549.25,5655.94,38721.802274 459 | 2018-11-17,5650.57,5656.6,5565.43,5628.29,26411.241413 460 | 2018-11-18,5630.49,5738.17,5617.0,5662.0,23844.999347 461 | 2018-11-19,5661.94,5664.0,4855.0,4910.03,70580.892856 462 | 2018-11-20,4913.4,5048.24,4326.0,4558.86,117380.95159 463 | 2018-11-21,4559.91,4787.2,4413.85,4661.07,61071.829475 464 | 2018-11-22,4661.08,4721.77,4335.0,4370.0,34531.119143 465 | 2018-11-23,4370.9,4484.0,4222.94,4420.61,49371.920322 466 | 2018-11-24,4415.63,4527.0,3824.69,3932.44,61693.111006 467 | 2018-11-25,3933.68,4233.0,3652.66,4085.78,101693.975588 468 | 2018-11-26,4088.69,4206.0,3701.0,3862.2,94503.750767 469 | 2018-11-27,3864.45,3940.0,3689.12,3875.21,67480.607212 470 | 2018-11-28,3875.63,4394.47,3874.27,4264.85,91983.567949 471 | 2018-11-29,4262.06,4450.38,4125.65,4295.84,73980.198669 472 | 2018-11-30,4295.72,4341.36,3943.0,4041.32,67758.446283 473 | 2018-12-01,4041.27,4299.99,3963.01,4190.02,44840.073481 474 | 2018-12-02,4190.98,4312.99,4103.04,4161.01,38912.15479 475 | 2018-12-03,4160.55,4179.0,3827.0,3884.01,49094.369163 476 | 2018-12-04,3884.76,4085.0,3781.0,3951.64,48489.551613 477 | 2018-12-05,3950.98,3970.0,3745.0,3769.84,44004.799448 478 | 2018-12-06,3768.44,3899.99,3500.0,3508.75,68378.796943 479 | 2018-12-07,3508.75,3549.99,3224.6,3403.55,95145.457442 480 | 2018-12-08,3403.57,3495.0,3222.0,3410.93,55365.949949 481 | 2018-12-09,3411.36,3658.0,3394.04,3545.37,45956.893296 482 | 2018-12-10,3548.49,3610.0,3370.11,3432.88,40989.244553 483 | 2018-12-11,3434.01,3480.0,3324.32,3380.39,35920.864154 484 | 2018-12-12,3379.23,3492.0,3350.0,3445.0,33922.931286 485 | 2018-12-13,3446.38,3460.0,3255.5,3302.06,40040.917013 486 | 2018-12-14,3302.06,3335.39,3177.0,3224.17,44492.983807 487 | 2018-12-15,3225.19,3276.5,3156.26,3211.72,29796.041436 488 | 2018-12-16,3211.71,3294.0,3186.0,3228.67,24628.808538 489 | 2018-12-17,3229.22,3585.0,3216.0,3509.08,66761.751697 490 | 2018-12-18,3509.03,3678.59,3424.47,3652.98,61369.615257 491 | 2018-12-19,3653.0,3912.73,3622.55,3662.22,94137.341014 492 | 2018-12-20,3660.01,4120.0,3635.0,4049.62,101543.835986 493 | 2018-12-21,4051.86,4139.99,3764.0,3838.66,82343.850112 494 | 2018-12-22,3840.25,3979.0,3785.0,3948.91,42822.350872 495 | 2018-12-23,3948.91,4021.53,3870.0,3929.71,40117.531529 496 | 2018-12-24,3929.71,4198.0,3924.83,4008.01,64647.809129 497 | 2018-12-25,4010.11,4020.0,3646.41,3745.79,62725.629432 498 | 2018-12-26,3745.56,3837.15,3656.74,3777.74,42629.375817 499 | 2018-12-27,3777.74,3813.98,3535.0,3567.91,44097.392912 500 | 2018-12-28,3567.89,3887.25,3540.04,3839.26,45964.304987 501 | 2018-12-29,3839.0,3892.0,3670.0,3695.32,38874.373903 502 | 2018-12-30,3696.71,3903.5,3657.9,3801.91,33222.369262 503 | 2018-12-31,3803.12,3810.0,3630.33,3702.9,29991.77835 504 | 2019-01-01,3701.23,3810.16,3642.0,3797.14,23741.687033 505 | 2019-01-02,3796.45,3882.14,3750.45,3858.56,35156.463369 506 | 2019-01-03,3857.57,3862.74,3730.0,3766.78,29406.948359 507 | 2019-01-04,3767.2,3823.64,3703.57,3792.01,29519.554671 508 | 2019-01-05,3790.09,3840.99,3751.0,3770.96,30490.667751 509 | 2019-01-06,3771.12,4027.71,3740.0,3987.6,36553.806709 510 | 2019-01-07,3987.62,4017.9,3921.53,3975.45,31869.846264 511 | 2019-01-08,3976.76,4069.8,3903.0,3955.13,38901.423122 512 | 2019-01-09,3955.45,4006.81,3930.04,3966.65,28989.439511 513 | 2019-01-10,3966.06,3996.01,3540.0,3585.88,59402.22851 514 | 2019-01-11,3585.88,3658.0,3465.0,3601.31,38338.654733 515 | 2019-01-12,3601.31,3618.19,3530.0,3583.13,21999.928354 516 | 2019-01-13,3584.1,3611.1,3441.3,3476.81,26385.757454 517 | 2019-01-14,3477.56,3671.87,3467.02,3626.09,35235.211215 518 | 2019-01-15,3626.08,3648.42,3516.62,3553.06,34137.997459 519 | 2019-01-16,3553.06,3645.0,3543.51,3591.84,27480.179977 520 | 2019-01-17,3591.84,3634.7,3530.39,3616.21,29755.440838 521 | 2019-01-18,3613.32,3620.0,3565.75,3594.87,22713.446755 522 | 2019-01-19,3594.87,3720.0,3594.23,3665.3,22171.578123 523 | 2019-01-20,3665.75,3693.73,3475.0,3539.28,27901.938598 524 | 2019-01-21,3539.26,3559.51,3475.5,3526.9,19644.436839 525 | 2019-01-22,3526.88,3608.5,3434.85,3570.93,29336.442967 526 | 2019-01-23,3570.41,3607.98,3514.5,3552.82,24938.842698 527 | 2019-01-24,3552.97,3589.0,3529.22,3569.62,20826.25118 528 | 2019-01-25,3569.07,3587.15,3522.51,3565.29,17608.346671 529 | 2019-01-26,3566.69,3662.94,3545.0,3565.25,19476.532344 530 | 2019-01-27,3565.62,3579.0,3486.0,3550.84,22735.598162 531 | 2019-01-28,3550.05,3557.75,3380.27,3434.15,40405.111401 532 | 2019-01-29,3434.0,3443.45,3349.92,3411.04,29544.928977 533 | 2019-01-30,3410.04,3478.0,3387.1,3458.18,23968.260243 534 | 2019-01-31,3457.5,3489.2,3418.8,3434.1,29607.190253 535 | 2019-02-01,3434.1,3488.0,3401.2,3462.07,25260.476159 536 | 2019-02-02,3462.2,3526.4,3440.29,3504.77,17920.802 537 | 2019-02-03,3504.06,3511.09,3426.0,3458.11,19867.33639 538 | 2019-02-04,3458.11,3484.88,3433.31,3463.22,23131.981108 539 | 2019-02-05,3463.22,3478.97,3448.43,3471.59,25264.41503 540 | 2019-02-06,3471.57,3482.72,3380.0,3405.37,35310.244846 541 | 2019-02-07,3407.0,3426.45,3390.0,3398.4,18665.538638 542 | 2019-02-08,3398.4,3733.58,3373.1,3659.04,47968.058013 543 | 2019-02-09,3660.27,3680.02,3625.13,3665.18,24759.833719 544 | 2019-02-10,3665.18,3684.99,3609.76,3680.06,23250.602634 545 | 2019-02-11,3679.75,3684.9,3615.53,3631.05,24954.614571 546 | 2019-02-12,3631.05,3667.6,3582.34,3631.46,29479.59823 547 | 2019-02-13,3631.51,3670.0,3591.75,3609.4,25773.997648 548 | 2019-02-14,3608.34,3626.4,3568.11,3590.56,21753.501261 549 | 2019-02-15,3590.57,3653.23,3573.45,3602.47,20777.872899 550 | 2019-02-16,3602.49,3648.2,3597.91,3618.41,19565.992751 551 | 2019-02-17,3617.22,3700.11,3604.4,3667.58,25690.227779 552 | 2019-02-18,3667.62,3925.0,3655.0,3898.6,64042.730492 553 | 2019-02-19,3897.35,3994.52,3856.0,3907.79,50207.172667 554 | 2019-02-20,3907.35,3986.98,3870.66,3969.74,36205.14085 555 | 2019-02-21,3969.74,4016.48,3901.03,3937.31,31103.884728 556 | 2019-02-22,3937.31,3988.0,3926.65,3962.0,23943.16375 557 | 2019-02-23,3962.0,4162.02,3933.15,4117.76,33657.942883 558 | 2019-02-24,4118.0,4198.0,3712.66,3743.56,62224.18689 559 | 2019-02-25,3743.56,3872.66,3740.0,3827.92,38102.966245 560 | 2019-02-26,3828.44,3841.51,3777.0,3809.23,28838.748036 561 | 2019-02-27,3809.31,3838.85,3677.17,3818.07,31500.995466 562 | 2019-02-28,3818.04,3888.0,3763.87,3813.69,32561.961044 563 | 2019-03-01,3814.26,3857.0,3813.01,3823.0,23174.57217 564 | 2019-03-02,3822.17,3841.31,3772.25,3819.93,19445.838355 565 | 2019-03-03,3819.97,3835.0,3781.32,3807.75,16718.16541 566 | 2019-03-04,3807.32,3830.0,3670.69,3715.3,34742.84166 567 | 2019-03-05,3716.1,3877.1,3703.55,3857.73,32962.536162 568 | 2019-03-06,3857.58,3907.0,3813.09,3861.84,24775.11883 569 | 2019-03-07,3861.84,3905.4,3840.4,3873.64,26455.257661 570 | 2019-03-08,3873.63,3932.0,3800.0,3864.89,34730.366592 571 | 2019-03-09,3864.88,3971.75,3854.75,3943.04,30979.747653 572 | 2019-03-10,3943.43,3943.43,3881.69,3916.82,23187.561412 573 | 2019-03-11,3915.99,3936.98,3830.0,3871.61,38066.885705 574 | 2019-03-12,3871.61,3905.2,3826.06,3882.73,26921.008622 575 | 2019-03-13,3882.69,3893.56,3840.0,3866.0,24461.008757 576 | 2019-03-14,3866.0,3920.0,3810.43,3877.12,27048.74853 577 | 2019-03-15,3877.12,3939.22,3872.2,3923.76,21740.061498 578 | 2019-03-16,3924.46,4056.98,3921.98,4005.98,28568.376124 579 | 2019-03-17,4005.98,4012.0,3950.01,3981.14,18814.255577 580 | 2019-03-18,3981.85,4037.0,3953.33,3987.81,22454.47801 581 | 2019-03-19,3987.83,4031.0,3970.0,4015.53,19893.741815 582 | 2019-03-20,4017.48,4050.0,3980.5,4043.04,23432.300255 583 | 2019-03-21,4043.04,4069.32,3880.01,3980.64,35997.682119 584 | 2019-03-22,3980.85,4008.0,3968.25,3986.93,20022.606318 585 | 2019-03-23,3987.89,4018.83,3978.01,4006.01,17302.604318 586 | 2019-03-24,4006.01,4006.02,3950.0,3992.18,17179.850648 587 | 2019-03-25,3991.35,3999.3,3888.71,3936.12,33192.890217 588 | 2019-03-26,3935.47,3958.98,3894.0,3948.55,29349.537627 589 | 2019-03-27,3948.77,4048.0,3936.15,4038.05,32364.555852 590 | 2019-03-28,4039.58,4039.7,4002.0,4027.81,20089.293875 591 | 2019-03-29,4028.22,4123.71,4024.03,4103.25,30084.217444 592 | 2019-03-30,4104.24,4140.0,4052.0,4106.97,19509.292601 593 | 2019-03-31,4106.99,4116.12,4082.57,4103.95,13525.087433 594 | 2019-04-01,4102.44,4158.7,4067.0,4144.56,25507.067641 595 | 2019-04-02,4144.54,4897.99,4140.54,4857.29,105383.639263 596 | 2019-04-03,4857.19,5275.01,4753.5,4932.6,109890.125743 597 | 2019-04-04,4932.59,5039.08,4777.0,4898.66,61054.254168 598 | 2019-04-05,4898.64,5028.22,4880.62,5004.95,39768.552806 599 | 2019-04-06,5004.96,5205.0,4928.59,5043.89,41770.842313 600 | 2019-04-07,5042.07,5234.0,5026.0,5170.27,37615.486804 601 | 2019-04-08,5170.27,5305.0,5039.0,5236.9,50178.430782 602 | 2019-04-09,5238.38,5238.4,5076.68,5150.0,34067.012311 603 | 2019-04-10,5150.0,5422.0,5135.0,5308.25,40073.620471 604 | 2019-04-11,5307.86,5332.67,4927.0,5017.37,54696.600686 605 | 2019-04-12,5017.37,5080.58,4861.22,5048.01,33276.678614 606 | 2019-04-13,5047.0,5099.0,5004.0,5045.22,17292.456802 607 | 2019-04-14,5047.45,5152.99,5000.0,5131.3,18281.607739 608 | 2019-04-15,5131.28,5167.38,4950.0,5024.95,29057.191581 609 | 2019-04-16,5024.95,5197.72,5003.94,5173.72,24242.229493 610 | 2019-04-17,5173.72,5230.4,5146.8,5202.82,23307.536134 611 | 2019-04-18,5202.41,5287.0,5198.8,5258.44,22619.239001 612 | 2019-04-19,5258.44,5320.0,5175.0,5258.68,24611.236323 613 | 2019-04-20,5258.68,5333.42,5230.1,5291.73,19168.908274 614 | 2019-04-21,5292.91,5314.35,5165.0,5256.14,25549.570939 615 | 2019-04-22,5257.41,5400.0,5208.35,5357.14,29563.852309 616 | 2019-04-23,5357.14,5600.0,5332.41,5493.31,41262.103917 617 | 2019-04-24,5490.91,5582.2,5333.35,5415.0,48224.152413 618 | 2019-04-25,5415.0,5491.84,5102.0,5219.9,49636.089948 619 | 2019-04-26,5220.47,5510.0,5161.62,5314.1,48912.294513 620 | 2019-04-27,5315.0,5342.5,5257.67,5295.69,15422.896935 621 | 2019-04-28,5295.69,5340.0,5259.48,5307.52,14371.433869 622 | 2019-04-29,5309.81,5332.0,5178.8,5238.14,19918.135079 623 | 2019-04-30,5238.14,5339.98,5192.15,5320.81,22238.06823 624 | 2019-05-01,5321.94,5402.0,5316.2,5383.2,17217.473216 625 | 2019-05-02,5383.2,5538.0,5370.0,5492.87,22795.787835 626 | 2019-05-03,5494.81,5844.0,5477.57,5772.69,46297.172849 627 | 2019-05-04,5770.62,5900.0,5587.45,5829.45,39682.408991 628 | 2019-05-05,5829.83,5839.9,5696.0,5775.62,23822.543775 629 | 2019-05-06,5773.18,5805.0,5619.14,5747.79,25256.596325 630 | 2019-05-07,5749.92,6028.41,5747.74,5846.34,39905.064422 631 | 2019-05-08,5846.34,6014.72,5772.2,5987.29,23074.05152 632 | 2019-05-09,5986.66,6224.55,5983.71,6209.18,27453.011436 633 | 2019-05-10,6209.95,6468.92,6172.0,6373.33,36623.61079 634 | 2019-05-11,6375.16,7343.99,6372.85,7076.22,74022.424393 635 | 2019-05-12,7076.24,7521.78,6750.0,6967.31,86948.975339 636 | 2019-05-13,6968.24,8100.0,6870.0,7790.71,85804.735333 637 | 2019-05-14,7795.62,8366.0,7599.56,7947.56,76583.722603 638 | 2019-05-15,7945.26,8249.0,7850.0,8169.87,37884.327211 639 | 2019-05-16,8169.08,8320.0,7705.0,7866.59,69630.513996 640 | 2019-05-17,7868.67,7925.0,6913.0,7355.26,88752.008159 641 | 2019-05-18,7355.28,7458.0,7156.61,7257.45,37054.944779 642 | 2019-05-19,7257.32,8275.09,7243.08,8148.48,65577.442058 643 | 2019-05-20,8147.94,8156.03,7553.0,7938.15,65859.208564 644 | 2019-05-21,7937.16,8042.32,7771.0,7904.87,52301.752247 645 | 2019-05-22,7904.48,8016.0,7465.0,7628.43,49136.994589 646 | 2019-05-23,7627.8,7940.98,7461.0,7851.51,49648.184701 647 | 2019-05-24,7849.95,8130.0,7766.0,7964.87,46664.785325 648 | 2019-05-25,7964.52,8091.8,7908.34,8025.41,28414.328817 649 | 2019-05-26,8023.0,8740.0,7833.42,8614.43,49652.144567 650 | 2019-05-27,8612.54,8908.32,8589.0,8756.32,51886.768793 651 | 2019-05-28,8752.52,8798.49,8510.63,8715.64,31470.551534 652 | 2019-05-29,8716.87,8750.0,8406.6,8645.68,33880.865922 653 | 2019-05-30,8646.5,9074.26,8005.0,8269.54,70379.998521 654 | 2019-05-31,8267.1,8594.0,8108.5,8555.0,44727.49162 655 | 2019-06-01,8555.0,8626.0,8442.36,8544.07,31868.234157 656 | 2019-06-02,8545.1,8814.78,8524.0,8725.98,27835.133265 657 | 2019-06-03,8726.0,8800.95,8080.8,8115.82,45692.965104 658 | 2019-06-04,8115.66,8115.66,7481.02,7687.03,74143.948941 659 | 2019-06-05,7687.04,7896.7,7572.78,7776.5,48679.656455 660 | 2019-06-06,7778.08,7868.13,7444.58,7786.7,36624.118747 661 | 2019-06-07,7787.57,8100.0,7737.49,7980.53,33942.225658 662 | 2019-06-08,7978.94,8044.65,7751.0,7893.62,22657.329634 663 | 2019-06-09,7895.28,7935.0,7506.66,7628.13,31568.465157 664 | 2019-06-10,7627.57,8020.0,7511.0,7982.75,36756.078468 665 | 2019-06-11,7981.0,8010.0,7692.23,7884.9,30334.999427 666 | 2019-06-12,7884.9,8200.0,7788.99,8127.64,41597.082622 667 | 2019-06-13,8127.64,8309.82,8010.03,8218.54,30467.764341 668 | 2019-06-14,8216.44,8684.41,8144.32,8650.0,39835.246255 669 | 2019-06-15,8650.88,8864.99,8567.63,8808.7,31791.636039 670 | 2019-06-16,8810.77,9333.0,8760.0,8953.33,63289.251219 671 | 2019-06-17,8953.0,9444.0,8950.0,9313.96,47895.485374 672 | 2019-06-18,9312.13,9336.36,8950.0,9081.55,51554.569401 673 | 2019-06-19,9081.97,9304.0,8960.0,9255.49,32147.706495 674 | 2019-06-20,9253.76,9590.0,9175.2,9517.12,34556.053982 675 | 2019-06-21,9518.06,10174.99,9518.06,10159.86,50484.415892 676 | 2019-06-22,10159.86,11160.0,9921.72,10729.5,104169.447976 677 | 2019-06-23,10729.0,11392.64,10555.18,10906.07,57445.323945 678 | 2019-06-24,10905.95,11143.63,10620.8,11056.59,43101.045285 679 | 2019-06-25,11056.59,11850.0,11026.0,11820.86,61276.686648 680 | 2019-06-26,11821.28,13970.0,11741.0,13093.8,155930.147386 681 | 2019-06-27,13098.38,13478.04,10525.1,11329.99,173894.820889 682 | 2019-06-28,11329.99,12480.0,10982.88,12400.63,95795.203964 683 | 2019-06-29,12407.06,12441.54,11475.02,11903.13,69642.074157 684 | 2019-06-30,11903.13,12180.0,10766.03,10854.1,84512.530443 685 | 2019-07-01,10854.1,11282.28,10030.0,10624.93,90962.268271 686 | 2019-07-02,10624.9,10938.75,9727.0,10842.85,109561.038728 687 | 2019-07-03,10844.98,11991.89,10841.04,11940.0,96815.90029 688 | 2019-07-04,11940.0,12000.0,11055.0,11145.67,66512.221892 689 | 2019-07-05,11145.67,11406.83,10796.44,10970.73,63534.350582 690 | 2019-07-06,10982.41,11665.0,10964.51,11256.49,51469.496331 691 | 2019-07-07,11256.45,11538.0,11094.37,11406.24,38884.795599 692 | 2019-07-08,11410.0,12338.03,11220.0,12238.6,52182.367215 693 | 2019-07-09,12238.6,12794.73,12068.0,12543.41,78442.130343 694 | 2019-07-10,12548.51,13147.08,11569.0,12108.37,109246.044997 695 | 2019-07-11,12108.11,12111.73,11000.0,11342.89,87506.461058 696 | 2019-07-12,11342.88,11885.0,11073.0,11757.22,56321.858281 697 | 2019-07-13,11757.22,11799.98,10830.0,11355.76,54245.594548 698 | 2019-07-14,11355.78,11452.0,10103.0,10174.18,72517.579236 699 | 2019-07-15,10174.18,11100.0,9860.0,10838.72,81922.426332 700 | 2019-07-16,10833.78,11028.0,9350.01,9439.59,97219.443413 701 | 2019-07-17,9430.17,9957.0,9060.0,9667.92,84942.672717 702 | 2019-07-18,9668.86,10788.0,9252.0,10627.16,80283.310252 703 | 2019-07-19,10628.64,10769.71,10121.84,10504.29,56546.932133 704 | 2019-07-20,10505.78,11068.99,10350.0,10740.23,47331.899848 705 | 2019-07-21,10740.27,10817.9,10288.0,10589.45,38834.287935 706 | 2019-07-22,10590.15,10683.16,10100.0,10340.31,40467.954839 707 | 2019-07-23,10343.08,10343.97,9822.0,9864.91,47624.37071 708 | 2019-07-24,9864.78,9937.0,9525.0,9763.28,43475.380377 709 | 2019-07-25,9763.4,10175.0,9720.03,9879.87,37873.354728 710 | 2019-07-26,9882.15,9889.98,9637.0,9824.0,27167.463217 711 | 2019-07-27,9824.0,10188.66,9333.0,9476.52,43809.778301 712 | 2019-07-28,9478.92,9594.99,9165.0,9541.54,29401.022937 713 | 2019-07-29,9541.54,9729.0,9395.0,9507.64,29021.937411 714 | 2019-07-30,9509.07,9714.28,9402.0,9574.21,32536.368834 715 | 2019-07-31,9575.0,10109.8,9555.0,10080.53,39515.35456 716 | 2019-08-01,10080.53,10467.86,9863.46,10374.99,41727.637028 717 | 2019-08-02,10375.0,10670.0,10281.35,10523.75,42990.444221 718 | 2019-08-03,10523.75,10904.77,10497.93,10816.86,33802.318824 719 | 2019-08-04,10816.86,11040.0,10552.0,10929.23,39924.745141 720 | 2019-08-05,10929.99,11937.52,10927.8,11828.8,65153.673713 721 | 2019-08-06,11830.0,12330.7,11226.7,11481.69,76705.389875 722 | 2019-08-07,11481.69,12141.17,11382.84,11975.03,69173.390353 723 | 2019-08-08,11975.04,12060.0,11521.0,11999.77,51207.257174 724 | 2019-08-09,11994.17,12045.68,11700.0,11879.99,39427.152588 725 | 2019-08-10,11879.98,11985.0,11270.0,11309.31,42633.087048 726 | 2019-08-11,11309.24,11600.0,11112.11,11549.97,26772.90691 727 | 2019-08-12,11539.08,11577.89,11235.32,11396.08,17568.227075 728 | 2019-08-13,11398.35,11456.16,10788.45,10892.71,33234.72968 729 | 2019-08-14,10893.36,10897.48,9928.1,10050.37,54451.847499 730 | 2019-08-15,10055.16,10460.0,9911.0,10293.93,38174.45112 731 | 2019-08-16,10296.77,10536.03,9750.0,10331.54,51758.142918 732 | 2019-08-17,10331.15,10465.14,10000.0,10216.02,29000.581201 733 | 2019-08-18,10216.05,10500.0,10080.0,10306.78,24085.395172 734 | 2019-08-19,10306.17,10930.0,10258.6,10915.54,37243.319217 735 | 2019-08-20,10914.73,10949.96,10560.0,10760.51,32298.921679 736 | 2019-08-21,10760.51,10804.13,9858.0,10142.57,47355.719282 737 | 2019-08-22,10140.82,10242.0,9762.0,10099.88,34059.642738 738 | 2019-08-23,10099.9,10445.0,10019.79,10389.55,27550.336173 739 | 2019-08-24,10388.16,10419.42,9890.0,10134.35,27692.456844 740 | 2019-08-25,10134.61,10333.0,9906.97,10142.69,26271.657398 741 | 2019-08-26,10142.69,10604.0,10137.93,10372.25,41687.511599 742 | 2019-08-27,10373.6,10391.08,10051.08,10185.05,28402.775383 743 | 2019-08-28,10185.69,10299.0,9601.01,9721.0,42110.555375 744 | 2019-08-29,9721.0,9724.0,9320.0,9498.44,35532.69491 745 | 2019-08-30,9499.01,9696.0,9350.41,9584.54,26834.318104 746 | 2019-08-31,9582.76,9684.51,9420.75,9587.47,17130.290074 747 | 2019-09-01,9588.74,9830.0,9520.0,9724.98,19545.404843 748 | 2019-09-02,9723.59,10450.0,9712.5,10340.0,44740.248093 749 | 2019-09-03,10340.0,10773.0,10272.0,10615.28,47998.376781 750 | 2019-09-04,10611.85,10799.0,10369.89,10567.02,43943.889026 751 | 2019-09-05,10565.92,10900.0,10450.0,10564.49,33970.960639 752 | 2019-09-06,10563.13,10905.87,10150.0,10298.73,58799.640959 753 | 2019-09-07,10298.71,10558.0,10288.57,10455.88,27637.877392 754 | 2019-09-08,10455.9,10592.5,10208.0,10381.18,23984.672018 755 | 2019-09-09,10381.24,10480.0,10068.5,10303.12,39835.727608 756 | 2019-09-10,10302.58,10384.99,9953.0,10098.15,28915.412225 757 | 2019-09-11,10098.19,10293.0,9880.0,10158.33,31953.824562 758 | 2019-09-12,10158.75,10448.81,10040.0,10415.01,34511.162755 759 | 2019-09-13,10415.01,10439.0,10153.0,10342.06,30280.339776 760 | 2019-09-14,10344.13,10419.99,10222.33,10335.02,23621.533519 761 | 2019-09-15,10332.81,10360.0,10252.15,10302.01,18047.654013 762 | 2019-09-16,10303.34,10355.0,10078.0,10251.31,28971.401657 763 | 2019-09-17,10249.68,10275.0,10128.01,10187.82,22914.324563 764 | 2019-09-18,10187.48,10258.02,10100.0,10156.99,24250.249303 765 | 2019-09-19,10156.41,10325.0,9653.0,10244.29,44826.282579 766 | 2019-09-20,10243.7,10281.0,10061.39,10168.59,25088.491069 767 | 2019-09-21,10167.92,10176.7,9900.0,9986.39,20544.175196 768 | 2019-09-22,9985.15,10089.0,9853.97,10028.87,22049.275256 769 | 2019-09-23,10028.05,10049.99,9615.77,9702.25,31937.232356 770 | 2019-09-24,9702.2,9794.99,7800.0,8493.14,94007.345203 771 | 2019-09-25,8497.55,8730.0,8215.64,8430.05,60783.892258 772 | 2019-09-26,8430.05,8465.99,7750.0,8063.73,67930.853749 773 | 2019-09-27,8063.49,8265.0,7852.15,8177.91,43882.924625 774 | 2019-09-28,8177.47,8315.0,8001.09,8198.81,34473.605165 775 | 2019-09-29,8199.38,8229.13,7890.0,8043.82,31544.211388 776 | 2019-09-30,8043.04,8337.26,7710.0,8289.34,55865.48726 777 | 2019-10-01,8289.97,8500.0,8173.05,8292.44,43472.418091 778 | 2019-10-02,8292.67,8373.91,8151.22,8359.94,26243.386644 779 | 2019-10-03,8360.0,8393.0,8060.0,8223.96,30488.284058 780 | 2019-10-04,8224.43,8232.41,8005.0,8137.13,26476.330404 781 | 2019-10-05,8137.09,8183.41,8012.98,8126.19,21907.615564 782 | 2019-10-06,8127.55,8153.87,7785.0,7854.25,34676.104049 783 | 2019-10-07,7855.3,8299.92,7762.0,8190.09,52202.072297 784 | 2019-10-08,8190.82,8325.0,8088.75,8168.39,35452.657423 785 | 2019-10-09,8170.79,8670.0,8115.0,8560.74,55038.704378 786 | 2019-10-10,8562.15,8644.0,8414.52,8558.03,39137.946167 787 | 2019-10-11,8557.82,8779.51,8212.38,8258.5,50405.284418 788 | 2019-10-12,8257.95,8400.0,8250.0,8300.09,21339.334098 789 | 2019-10-13,8301.98,8451.37,8160.0,8275.01,27840.739953 790 | 2019-10-14,8275.24,8388.85,8203.0,8348.2,29810.663253 791 | 2019-10-15,8346.86,8403.0,8090.0,8159.29,32773.062476 792 | 2019-10-16,8159.3,8181.16,7917.0,7991.74,34733.593966 793 | 2019-10-17,7995.02,8124.92,7929.03,8070.58,29656.949158 794 | 2019-10-18,8070.71,8115.0,7816.01,7947.01,31353.181416 795 | 2019-10-19,7946.89,8098.1,7866.92,7948.01,26627.889388 796 | 2019-10-20,7949.87,8297.0,7870.0,8223.35,34286.452654 797 | 2019-10-21,8223.35,8333.0,8142.03,8197.27,30448.679539 798 | 2019-10-22,8197.28,8297.99,8000.0,8020.0,34651.828663 799 | 2019-10-23,8020.06,8047.59,7300.0,7466.62,63897.457098 800 | 2019-10-24,7468.47,7503.68,7337.99,7412.41,32714.383265 801 | 2019-10-25,7412.41,8799.0,7361.0,8655.02,90748.218174 802 | 2019-10-26,8655.88,10370.0,8470.38,9230.0,162588.585413 803 | 2019-10-27,9230.0,9794.98,9074.34,9529.93,93833.541604 804 | 2019-10-28,9528.23,9902.1,9160.0,9205.14,80174.217323 805 | 2019-10-29,9204.45,9550.0,9072.0,9407.62,64158.462446 806 | 2019-10-30,9407.62,9409.84,9001.01,9154.72,55241.786434 807 | 2019-10-31,9154.02,9405.0,8913.0,9140.85,54376.024902 808 | 2019-11-01,9140.86,9279.0,9030.0,9231.61,43594.814115 809 | 2019-11-02,9231.4,9373.74,9186.21,9289.52,28923.060828 810 | 2019-11-03,9289.85,9362.57,9066.14,9194.71,27894.378279 811 | 2019-11-04,9196.46,9513.68,9115.84,9393.35,45894.456277 812 | 2019-11-05,9392.4,9454.95,9175.76,9308.66,45935.873665 813 | 2019-11-06,9307.73,9440.91,9250.01,9339.05,37336.170372 814 | 2019-11-07,9339.16,9375.0,9101.0,9216.2,39117.470853 815 | 2019-11-08,9214.0,9261.0,8696.0,8773.73,62107.289243 816 | 2019-11-09,8773.74,8880.0,8724.88,8809.41,29469.481405 817 | 2019-11-10,8809.18,9147.19,8750.0,9039.47,34422.029797 818 | 2019-11-11,9040.16,9072.32,8618.68,8733.27,44888.053545 819 | 2019-11-12,8733.36,8888.0,8567.6,8821.94,40366.629471 820 | 2019-11-13,8821.91,8844.99,8702.0,8777.12,26810.116918 821 | 2019-11-14,8777.54,8800.0,8582.6,8646.68,33468.468961 822 | 2019-11-15,8646.38,8790.0,8400.0,8471.73,46087.417751 823 | 2019-11-16,8471.62,8543.0,8400.0,8491.02,20902.299752 824 | 2019-11-17,8490.74,8635.0,8350.68,8502.4,27009.037082 825 | 2019-11-18,8502.87,8503.52,8060.0,8187.17,43017.69094 826 | 2019-11-19,8186.5,8218.63,8003.0,8133.64,43556.061025 827 | 2019-11-20,8133.83,8264.29,8038.4,8098.01,32466.23098 828 | 2019-11-21,8098.56,8134.73,7500.0,7627.74,58418.780261 829 | 2019-11-22,7627.79,7750.0,6790.0,7268.23,126603.140259 830 | 2019-11-23,7268.23,7344.48,7080.01,7311.57,50449.894755 831 | 2019-11-24,7311.1,7330.39,6861.0,6903.28,67890.206483 832 | 2019-11-25,6900.23,7377.69,6515.0,7109.57,119645.735197 833 | 2019-11-26,7109.99,7340.0,7017.48,7156.14,65722.39769 834 | 2019-11-27,7154.75,7655.0,6840.0,7508.52,92452.87349 835 | 2019-11-28,7507.9,7643.0,7360.0,7419.49,56933.981109 836 | 2019-11-29,7418.52,7850.0,7362.3,7739.68,60745.300873 837 | 2019-11-30,7740.99,7810.0,7441.0,7541.89,46989.433619 838 | 2019-12-01,7540.63,7541.85,7210.0,7390.89,60769.342313 839 | 2019-12-02,7391.5,7420.56,7151.1,7294.28,46330.25604 840 | 2019-12-03,7294.42,7400.0,7241.35,7292.71,33149.477487 841 | 2019-12-04,7292.71,7750.0,7067.0,7194.32,83147.149142 842 | 2019-12-05,7194.59,7485.0,7150.0,7389.0,59306.678855 843 | 2019-12-06,7389.0,7590.03,7305.0,7527.47,48189.087944 844 | 2019-12-07,7527.8,7619.62,7470.16,7488.21,31498.684173 845 | 2019-12-08,7487.31,7564.0,7374.86,7510.11,29856.897631 846 | 2019-12-09,7510.11,7650.0,7273.0,7338.64,46621.887493 847 | 2019-12-10,7338.64,7407.6,7157.1,7224.13,49723.76214 848 | 2019-12-11,7224.15,7275.5,7125.66,7210.0,30093.091944 849 | 2019-12-12,7210.0,7295.0,7080.3,7198.08,42288.600932 850 | 2019-12-13,7197.76,7309.05,7190.76,7258.48,27609.873795 851 | 2019-12-14,7257.37,7271.77,7012.0,7064.05,29561.985967 852 | 2019-12-15,7064.14,7200.3,7008.35,7118.59,26395.778137 853 | 2019-12-16,7119.6,7150.0,6836.0,6891.72,43863.993059 854 | 2019-12-17,6891.44,6942.21,6560.0,6623.82,53865.069929 855 | 2019-12-18,6623.84,7440.0,6435.0,7277.83,95636.651251 856 | 2019-12-19,7277.83,7380.0,7038.31,7150.3,55509.049075 857 | 2019-12-20,7151.31,7220.0,7079.5,7187.83,32132.069205 858 | 2019-12-21,7188.01,7190.58,7105.0,7132.75,19467.174028 859 | 2019-12-22,7131.59,7518.54,7122.47,7501.44,39137.45515 860 | 2019-12-23,7500.71,7695.38,7265.84,7317.09,68051.997203 861 | 2019-12-24,7317.3,7436.68,7157.04,7255.77,43629.494188 862 | 2019-12-25,7255.77,7271.77,7128.86,7204.63,27492.044323 863 | 2019-12-26,7205.01,7435.0,7157.12,7202.0,36259.761076 864 | 2019-12-27,7202.0,7275.86,7076.42,7254.74,33642.701861 865 | 2019-12-28,7254.77,7365.01,7238.67,7316.14,26848.982199 866 | 2019-12-29,7315.36,7528.45,7288.0,7388.24,31387.106085 867 | 2019-12-30,7388.43,7408.24,7220.0,7246.0,29605.911782 868 | 2019-12-31,7246.0,7320.0,7145.01,7195.23,25954.453533 869 | 2020-01-01,7195.24,7255.0,7175.15,7200.85,16792.388165 870 | 2020-01-02,7200.77,7212.5,6924.74,6965.71,31951.483932 871 | 2020-01-03,6965.49,7405.0,6871.04,7344.96,68428.500451 872 | 2020-01-04,7345.0,7404.0,7272.21,7354.11,29987.974977 873 | 2020-01-05,7354.19,7495.0,7318.0,7358.75,38331.085604 874 | 2020-01-06,7357.64,7795.34,7346.76,7758.0,54635.695316 875 | 2020-01-07,7758.9,8207.68,7723.71,8145.28,91171.684661 876 | 2020-01-08,8145.92,8455.0,7870.0,8055.98,112622.64264 877 | 2020-01-09,8054.72,8055.96,7750.0,7817.76,64239.51983 878 | 2020-01-10,7817.74,8199.0,7672.0,8197.02,82406.777448 879 | 2020-01-11,8198.86,8286.34,8003.16,8020.01,54810.032667 880 | 2020-01-12,8020.01,8197.0,7960.0,8184.98,38131.494336 881 | 2020-01-13,8184.97,8196.0,8055.89,8110.34,31159.755683 882 | 2020-01-14,8110.34,8880.0,8105.54,8810.01,120399.126742 883 | 2020-01-15,8814.64,8916.48,8564.0,8821.41,84816.297606 884 | 2020-01-16,8820.01,8859.81,8586.0,8720.01,51991.074284 885 | 2020-01-17,8720.15,9041.65,8672.44,8913.28,70897.737377 886 | 2020-01-18,8913.27,8988.88,8806.38,8915.96,38294.746545 887 | 2020-01-19,8915.09,9198.98,8466.0,8701.7,70676.889259 888 | 2020-01-20,8701.72,8746.99,8521.28,8642.35,38896.639746 889 | 2020-01-21,8642.35,8789.0,8488.0,8736.03,36494.687659 890 | 2020-01-22,8736.04,8818.0,8590.0,8682.36,29080.557138 891 | 2020-01-23,8682.77,8691.81,8306.39,8404.52,48165.944597 892 | 2020-01-24,8404.52,8528.02,8238.0,8439.0,41687.529529 893 | 2020-01-25,8438.99,8451.26,8254.9,8340.58,25521.157932 894 | 2020-01-26,8340.01,8618.13,8293.66,8615.0,31130.485164 895 | 2020-01-27,8614.39,9000.0,8535.0,8907.57,53973.542996 896 | 2020-01-28,8907.57,9400.0,8862.4,9374.21,74584.853765 897 | 2020-01-29,9375.34,9449.24,9216.0,9301.53,53864.065122 898 | 2020-01-30,9301.57,9578.0,9204.44,9513.21,60626.744259 899 | 2020-01-31,9511.52,9530.22,9210.01,9352.89,45552.022352 900 | 2020-02-01,9351.71,9464.53,9281.0,9384.61,28578.067354 901 | 2020-02-02,9384.41,9477.03,9120.0,9331.51,45690.91254 902 | 2020-02-03,9331.59,9618.79,9234.0,9292.24,50892.133451 903 | 2020-02-04,9291.35,9350.0,9100.0,9121.31,31481.481044 904 | --------------------------------------------------------------------------------