├── src
    ├── __init__.py
    ├── utils.py
    ├── backtest.py
    ├── algorithms.py
    └── coinbase_api.py
├── requirements.txt
├── .gitignore
├── LICENSE.txt
├── cryptoBot.py
├── README.md
└── datasets
    └── QNT-USD.csv


/src/__init__.py:
--------------------------------------------------------------------------------
1 | 


--------------------------------------------------------------------------------
/requirements.txt:
--------------------------------------------------------------------------------
1 | requests==2.25.1
2 | pytz==2021.1
3 | 


--------------------------------------------------------------------------------
/.gitignore:
--------------------------------------------------------------------------------
 1 | key.txt
 2 | *.log
 3 | pyvenv.cfg
 4 | nohup.out
 5 | lib64
 6 | *.pyc
 7 | __pycache__
 8 | .env
 9 | bin
10 | *.png


--------------------------------------------------------------------------------
/LICENSE.txt:
--------------------------------------------------------------------------------
 1 | MIT License
 2 | 
 3 | Copyright (c) [2021] [Ryan K Riahi]
 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.


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/cryptoBot.py:
--------------------------------------------------------------------------------
 1 | import sys, os
 2 | sys.path.insert(0, os.path.abspath("./src"))
 3 | import coinbase_api as cb
 4 | import algorithms as alg
 5 | import time
 6 | from datetime import datetime
 7 | import utils
 8 | 
 9 | def main():
10 |     if (len(sys.argv) != 2):
11 |         print(f"Error with arguments. \nUsage:\n{sys.argv[0]} <ticker>")
12 |         sys.exit()
13 |     ticker = sys.argv[1]
14 |     acct_balance = 1000000 # Amount in dollars of available paper money
15 | 
16 |     bot = alg.basicTrading(ticker, acct_balance, cb.calculateSMA, utils.buy, utils.sell, cb.getCurrentPrice)
17 | 
18 |     # Daemon
19 |     utils.writelog(f"CryptoBot has started and is actively tracking {ticker}.")
20 |     counter = 0
21 |     while (counter < 51840):
22 |         counter += 1    # Stops cryptobot from running after 72 hours.
23 |         # Run trading algorithm
24 |         bot.run()
25 |         # Run calculations every 5 seconds.
26 |         time.sleep(5)
27 | 
28 |     # Get final balance
29 |     acct_balance += bot.sell_all()
30 |     utils.writelog(str(datetime.now()))
31 |     utils.writelog(f"FINAL BALANCE: ${acct_balance}\n")
32 | 
33 | if __name__ == "__main__":
34 |     main()


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/README.md:
--------------------------------------------------------------------------------
 1 | # DeepThought
 2 | 
 3 | DeepThought is a cryptocurrency trading bot. 
 4 | It interfaces with Coinbase Pro's API and attempts to make 
 5 | financially profitable trades.
 6 | 
 7 | ## Set Up and Installation
 8 | 
 9 | ### 1. Create a CoinbasePro account along with an API key. 
10 | 
11 | ### 2. Install dependencies
12 | ```
13 | pip install -r requirements.txt
14 | ```
15 | 
16 | ### 3. Initialize API key
17 | Set up either environment variables for 'COINBASE_API', 'COINBASE_SECRET', and 'COINBASE_PASS', or a file in the root named key.txt which contains each of those variables on a seperate line in the listed order.
18 | 
19 | ## Usage
20 | 
21 | ### Run cryptoBot.py
22 | 
23 | ```
24 | nohup python3 cryptobot.py <ticker> &
25 | ```
26 | 
27 | You can change the balance value and the algorithm in the code and watch as you make fake money!
28 | 
29 | ### Backtesting
30 | 
31 | Run backtest.py:
32 | ```
33 | python3 backtest.py <ticker>
34 | ```
35 | 
36 | You can configure the algorithm in the code and test it on any ticker's historical data!
37 | 
38 | ## Contributing
39 | 
40 | Feel free to fork the repository and mess around with it! 
41 | Also definitely make pull requests if you believe you have some good contributions!
42 | You can also check out the issues and work on one of those if you desire.
43 | 


--------------------------------------------------------------------------------
/src/utils.py:
--------------------------------------------------------------------------------
 1 | from datetime import datetime
 2 | import time
 3 | 
 4 | def writelog(input, test=False):
 5 |     print(input)
 6 |     if (not test):
 7 |         log_path = __file__[:__file__.rindex('/')] + "/../orders.log"
 8 |         log = open(log_path, "a")
 9 |         log.write(input + '\n')
10 |         log.close()
11 |     else:
12 |         log_path = __file__[:__file__.rindex('/')] + "/backtest.log"
13 |         log = open(log_path, "a")
14 |         log.write(input + '\n')
15 |         log.close()
16 | 
17 | # Buy a coin with paper money
18 | def buy(coin_id, amount, current_price, test=False):
19 |     amount *= 0.995
20 |     coins_held = round(amount / current_price, 3)
21 |     balance = 0
22 |     if(not test):
23 |         writelog(str(datetime.now()))
24 |     writelog(f"BUY {coins_held} {coin_id} at ${current_price} each.\n", test)
25 |     return coins_held
26 | 
27 | # Sell a coin for paper money
28 | def sell(coin_id, coin_amt, current_price, test=False):
29 |     balance = round(coin_amt * current_price, 3)
30 |     if (coin_amt > 0):
31 |         if(not test):
32 |             writelog(str(datetime.now()))
33 |         writelog(f"SELL ALL {coin_id} at ${current_price} each.", test)
34 |         return balance * (0.995)
35 |     else:
36 |         return -1
37 | 
38 | def epoch_time_to_human(timestamp):
39 |     return time.strftime("%b %Y", time.localtime(timestamp))


--------------------------------------------------------------------------------
/src/backtest.py:
--------------------------------------------------------------------------------
 1 | from datetime import datetime
 2 | import utils as utils
 3 | import coinbase_api as cb
 4 | import algorithms as alg
 5 | import matplotlib.pyplot as plt
 6 | import pandas as pd
 7 | import numpy as np
 8 | import sys
 9 | import warnings
10 | 
11 | class BackTest:
12 |     def __init__(self, df):
13 |         self.df = df
14 |         self.index = int(0.85 * len(df))
15 | 
16 |     def calculate_sma(self, coin_id, n_days):
17 |         sma = 0
18 |         j = 0
19 |         while (j <= n_days * 24 and (self.index + j) < len(self.df)):
20 |             sma += float(self.df.close[self.index + j])
21 |             j += 24
22 |         return sma / n_days
23 | 
24 |     def get_current_price(self, coin_id):
25 |         price = float(self.df.close[self.index])
26 |         self.index -= 1
27 |         return price
28 | 
29 | def obtain_crypto_dataset(ticker):
30 |     data = []
31 |     i = 4
32 |     while(i < 5000):
33 |         start_days_prior = i
34 |         num_days = 4
35 |         data += cb.getHistoricalData(ticker, start_days_prior, num_days)
36 |         if (len(data) <= 1):
37 |             utils.writelog(f"Error obtaining historical data. response = {data}", True)
38 |             print(i)
39 |             break
40 |         i += 4
41 |     df = pd.DataFrame(data, columns=[ "time", "low", "high", "open", "close", "volume" ])
42 |     df.to_csv(f"../datasets/{ticker}.csv", mode='a')
43 |     return df
44 | 
45 | def plot_test_results(ticker, df, buy_and_sell_points):
46 |     plt.locator_params(axis="x", nbins=4)
47 |     plt.locator_params(axis="y", nbins=4)
48 |     plt.xlabel("Time")
49 |     plt.ylabel("Price in Dollars")
50 |     plt.plot(df.time, df.close)
51 |     plt.title(f"{ticker} price over time.")
52 |     warnings.filterwarnings("ignore")
53 |     plt.axes().set_xticklabels([utils.epoch_time_to_human(x) for x in plt.axes().get_xticks()])
54 |     plt.axes().set_yticklabels(['$' + str(y) for y in plt.axes().get_yticks()])
55 |     for point in buy_and_sell_points:
56 |         (action, (time, price)) = point
57 |         plt.annotate(action, (time, price))
58 |     plt.savefig(f"{ticker}-test-results.png", figsize=(10, 10), dpi=100)
59 | 
60 | def main():
61 |     if (len(sys.argv) != 2):
62 |         print(f"Error with arguments. \nUsage:\n{sys.argv[0]} <ticker>")
63 |         sys.exit()
64 |     ticker = sys.argv[1]
65 |     try:
66 |         df = pd.read_csv(f"../datasets/{ticker}.csv")
67 |     except:
68 |         df = obtain_crypto_dataset(ticker)
69 | 
70 |     test = BackTest(df)
71 |     balance = 100
72 |     utils.writelog(f"Running backtesting on {ticker}...\n", True)
73 |     # Get the algorithm that we want to test on
74 |     algorithm = alg.basicTrading(ticker, balance, test.calculate_sma, utils.buy, utils.sell, test.get_current_price, test=True)
75 |     buy_and_sell_points = []
76 |     while(test.index >= 10):
77 |         action, price = algorithm.run()
78 |         if (action != ""):
79 |             buy_and_sell_points += tuple([(action, tuple((test.df.time[test.index], price)))])
80 | 
81 |     buy_and_sell_points += tuple([('S', tuple((test.df.time[test.index], float(df.close[test.index]))))])
82 |     # Get test stats
83 |     acct_balance = algorithm.sell_all() + algorithm.acct_balance
84 |     percent_gain = 100 * (acct_balance - balance) / balance
85 |     final_balance_if_held = (balance / df.close[int(0.85 * len(df))]) * df.close[0]
86 |     percent_gain_if_held = round((100 * (final_balance_if_held - balance) / balance), 0)
87 |     utils.writelog(f"\nTest on {ticker} complete!\nFinal Balance: ${round(acct_balance, 2)}\nPercent gain: {round(percent_gain, 0)}%\nFinal Balance if held: ${round(final_balance_if_held, 2)}\nPercent gain if held: {percent_gain_if_held}%\n", True)
88 | 
89 |     plot_test_results(ticker, df, buy_and_sell_points)     # plot results
90 | 
91 | if __name__ == "__main__":
92 |     main()


--------------------------------------------------------------------------------
/src/algorithms.py:
--------------------------------------------------------------------------------
  1 | from datetime import datetime
  2 | import time
  3 | import utils as utils
  4 | 
  5 | class Algorithm():
  6 |     def __init__(self, ticker, account_balance, calculateSMA, buy, sell, getCurrentPrice, test=False):
  7 |         self.calculateSMA, self.buy, self.sell, self.getCurrentPrice, self.ticker, self.acct_balance, self.test = \
  8 |             calculateSMA, buy, sell, getCurrentPrice, ticker, account_balance, test
  9 | 
 10 |     # Can be called at the end of the daemon to get final balance
 11 |     def sell_all(self):
 12 |         # Get the current price of the ticker
 13 |         currPrice = self.getCurrentPrice(self.ticker)
 14 |         if (currPrice == -1):
 15 |             return -1
 16 |         if (self.num_coins > 0):
 17 |             return self.sell(self.ticker, self.num_coins, currPrice, self.test)
 18 |         else:
 19 |             return 0
 20 | 
 21 | # Sample trading algorithm that employs DMAC (Double Moving Average Crossover) analysis.
 22 | # This algorithm will buy the coin when the short term SMA crosses under the long term SMA 
 23 | # and then it will sell the coin when the short term SMA is much greater than the long term SMA.
 24 | class basicTrading(Algorithm):
 25 |     def __init__(self, ticker, acct_balance, calculateSMA, buy, sell, getCurrentPrice, test=False):
 26 |         super().__init__(ticker, acct_balance, calculateSMA, buy, sell, getCurrentPrice, test)
 27 |         self.num_coins : float = 0
 28 |         self.holding = False
 29 |     
 30 |     def run(self):
 31 |         # Get the current price of the ticker
 32 |         currPrice = self.getCurrentPrice(self.ticker)
 33 |         if (currPrice == -1):
 34 |             return
 35 |         
 36 |         # calculate short term and long term sma
 37 |         sma3 = self.calculateSMA(self.ticker, 3)    # short term
 38 |         sma50 = self.calculateSMA(self.ticker, 50)  # long term
 39 |         sma25 = self.calculateSMA(self.ticker, 25)
 40 | 
 41 |         # if short term sma < long term, buy
 42 |         if (not self.holding and sma3 < sma50):
 43 |             self.num_coins = self.buy(self.ticker, self.acct_balance, currPrice, self.test)
 44 |             self.acct_balance = 0
 45 |             self.holding = True
 46 |             if (self.test):
 47 |                 return "B", currPrice
 48 |         
 49 |         # if short term sma is much greater than long term, sell
 50 |         if (self.holding and currPrice > sma50 * 1.05 and sma3 < sma50):
 51 |             self.acct_balance += self.sell(self.ticker, self.num_coins, currPrice, self.test)
 52 |             utils.writelog(f"balance is at ${round(self.acct_balance, 2)}\n", self.test)
 53 |             self.num_coins = 0
 54 |             self.holding = False
 55 |             if (self.test):
 56 |                 return "S", currPrice
 57 |         return "", 0
 58 | 
 59 | # High frequency trading cryptocurrency algorithm. This method will begin closely monitoring the coin
 60 | # if the current price of the coin is down below the 50 day SMA. It will then buy the coin if
 61 | # an upswing is happening. It will then sell the coin if the price is percent_drop_from_high
 62 | # below the highest price reached while monitoring and the short term sma is below the long term.
 63 | class HighFreqTrading(Algorithm):
 64 |     def __init__(self, ticker, acct_balance, calculateSMA, buy, sell, getCurrentPrice, test=False):
 65 |         super().__init__(ticker, acct_balance, calculateSMA, buy, sell, getCurrentPrice, test)
 66 |         self.bought_at : float = 0  # Last price we bought at
 67 |         self.to_buy = False         # Set if algorithm is going to buy
 68 |         self.to_sell = False        # Set if algorithm is going to sell
 69 |         self.monitor_buy = False    # When set true, begin monitoring for a good time to buy
 70 |         self.monitor_sell = False   # Set true after buying, monitoring for when to sell
 71 |         self.high_value = 0         # Highest value reached while we held
 72 |         self.low_value = 0          # Lowest value in dip we see
 73 |         self.num_coins : float = 0  # Number of coins held
 74 | 
 75 |     def run(self):
 76 |         percent_drop_from_high = 0.98   # Price below high to sell at
 77 | 
 78 |         # Get the current price of the ticker
 79 |         currPrice = self.getCurrentPrice(self.ticker)
 80 |         if (currPrice == -1):
 81 |             return
 82 | 
 83 |         #sma_4hr = self.calculateSMA(self.ticker, 0.15)
 84 |         sma3 = self.calculateSMA(self.ticker, 3)
 85 |         sma50 = self.calculateSMA(self.ticker, 50)
 86 | 
 87 |         if (self.bought_at == 0 and not self.monitor_buy and (currPrice < (0.98) * sma50) and sma3 > sma50):
 88 |             self.monitor_buy = True
 89 |             self.low_value = currPrice
 90 |             utils.writelog(f"Monitoring {self.ticker} to buy.", self.test)
 91 | 
 92 |         if (self.monitor_buy):
 93 |             if (currPrice < self.low_value):
 94 |                 self.low_value = currPrice
 95 | 
 96 |             if (currPrice > (1.01) * self.low_value and sma3 < sma50):
 97 |                 self.to_buy = True
 98 |                 self.monitor_buy = False
 99 | 
100 |         if (self.monitor_sell):
101 |             # record highest value reached
102 |             if (currPrice > self.high_value):
103 |                 self.high_value = currPrice
104 | 
105 |             if (currPrice >= (1.05) * self.bought_at):
106 |                 percent_drop_from_high = 0.96
107 | 
108 |             #    minimize losses to 10% max
109 |             if (currPrice <= (0.90) * self.bought_at or (currPrice <= (percent_drop_from_high) * self.high_value and sma3 < sma50)):   
110 |                 self.to_sell = True
111 |                 self.monitor_sell = False
112 | 
113 |         # If buy condition is set, purchase as much coin as possible
114 |         if (self.to_buy):
115 |             self.num_coins = self.buy(self.ticker, self.acct_balance, currPrice, self.test)
116 |             self.acct_balance = 0
117 |             self.bought_at = currPrice
118 |             self.high_value = currPrice
119 |             self.to_buy = False
120 |             self.monitor_sell = True
121 |             if (self.test):
122 |                 return "B", currPrice
123 | 
124 |         # If sell condition is set, sell all coins
125 |         if (self.to_sell):
126 |             self.acct_balance += self.sell(self.ticker, self.num_coins, currPrice, self.test)
127 |             utils.writelog(f"balance is at ${round(self.acct_balance, 2)}\n", self.test)
128 |             self.num_coins = 0
129 |             self.bought_at = 0
130 |             self.to_sell = False
131 |             if (self.test):
132 |                 return "S", currPrice
133 |         return "", 0
134 | 


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/src/coinbase_api.py:
--------------------------------------------------------------------------------
  1 | import json, hmac, hashlib, time, base64, requests, sys, pytz, os
  2 | from requests.auth import AuthBase
  3 | from datetime import datetime, timedelta
  4 | import utils
  5 | 
  6 | # set up timezone
  7 | timezone = pytz.timezone('US/Pacific')
  8 | 
  9 | # Create custom authentication for Exchange
 10 | class CoinbaseExchangeAuth(AuthBase):
 11 |     def __init__(self, api_key, secret_key, passphrase):
 12 |         self.api_key = api_key
 13 |         self.secret_key = secret_key
 14 |         self.passphrase = passphrase
 15 | 
 16 |     def __call__(self, request):
 17 |         timestamp = str(time.time())
 18 |         message = timestamp + request.method + request.path_url + (request.body or b'').decode()
 19 |         hmac_key = base64.b64decode(self.secret_key)
 20 |         signature = hmac.new(hmac_key, message.encode(), hashlib.sha256)
 21 |         signature_b64 = base64.b64encode(signature.digest()).decode()
 22 |         request.headers.update({
 23 |             'CB-ACCESS-SIGN': signature_b64,
 24 |             'CB-ACCESS-TIMESTAMP': timestamp,
 25 |             'CB-ACCESS-KEY': self.api_key,
 26 |             'CB-ACCESS-PASSPHRASE': self.passphrase,
 27 |             'Content-Type': 'application/json'
 28 |         })
 29 |         return request
 30 | 
 31 | # Load in API key data from system environment variables
 32 | API_KEY = os.environ.get('COINBASE_API')
 33 | API_SECRET = os.environ.get('COINBASE_SECRET')
 34 | API_PASS = os.environ.get('COINBASE_PASS')
 35 | 
 36 | if(None in [API_KEY,API_SECRET,API_PASS]):
 37 |     try:
 38 |         key_path = __file__[:__file__.rindex('/')] + "/../key.txt"
 39 |         f = open(key_path, "r")
 40 |         API_KEY = str(f.readline())[0:-1]
 41 |         API_SECRET = str(f.readline())[0:-1]
 42 |         API_PASS = str(f.readline())
 43 |         f.close()
 44 |     except:
 45 |         print("Please set up your API key in key.txt or in your enviornment variables.\nSet your key.txt file as:\nAPI_KEY\nAPI_SECRET\nAPI_PASS")
 46 |         sys.exit(1)
 47 | 
 48 | # set up authentication with API key
 49 | api_url = 'https://api.pro.coinbase.com/'
 50 | auth = CoinbaseExchangeAuth(API_KEY, API_SECRET,  API_PASS)
 51 | 
 52 | # Calculate a simple moving average for a given coin over n_days
 53 | def calculateSMA(coin_id, n_days):
 54 |     # get historical data
 55 |     granularity = 0
 56 |     if (n_days >= 150):
 57 |         granularity = 86400    # number of seconds in a day
 58 |     elif (n_days >= 12):
 59 |         granularity = 21600
 60 |     elif (n_days > 3):
 61 |         granularity = 3600
 62 |     elif (n_days > 1):
 63 |         granularity = 900
 64 |     elif (n_days > 0.2):
 65 |         granularity = 300
 66 |     else:
 67 |         granularity = 60
 68 | 
 69 |     # get ISO time of right now and time of n_days ago
 70 |     today = datetime.now(tz=timezone).isoformat()
 71 |     n_days_ago = (datetime.now(tz=timezone) - timedelta(hours=24*n_days)).isoformat()
 72 | 
 73 |     # set up parameters for API
 74 |     params = {
 75 |         'start': str(n_days_ago),
 76 |         'end': str(today),
 77 |         'granularity': granularity
 78 |     }
 79 |     # http request
 80 |     res = requests.get(api_url + f'products/{coin_id}/candles' + "?start=" + str(params['start']) + "&end=" + str(params['end']) + "&granularity=" + str(params['granularity']), auth=auth)
 81 | 
 82 |     # calculate sma based off close values
 83 |     return sum(res.json()[i][3] for i in range(len(res.json()))) / len(res.json())
 84 | 
 85 | # Get the current market price of a specific coin
 86 | def getCurrentPrice(coin_id):
 87 |     try:
 88 |         r = requests.get(api_url + f'products/{coin_id}/ticker', auth=auth).json()['price']
 89 |         return float(r)
 90 |     except:
 91 |         utils.writelog("ERROR getting values from API.")
 92 |         return -1
 93 | 
 94 | # Get account information
 95 | def getAccountInfo():
 96 |     r = requests.get(api_url + 'accounts', auth=auth)
 97 |     return r.json()
 98 | 
 99 | # Place a buy order, amount in dollars
100 | def place_limit_buy(coin_id, amount, current_price):
101 |     num_tokens = amount / current_price
102 | 
103 |     order = {
104 |         'type': 'limit',
105 |         'size': round(num_tokens, 3),
106 |         'price': current_price,
107 |         'side': 'buy',
108 |         'product_id': coin_id,
109 |     }
110 |     r = requests.post(api_url + 'orders', json=order, auth=auth)
111 |     return r.json(), amount, num_tokens
112 | 
113 | # Place a sell order for coin_amt of a given coin_id (coin_amt in units of the coin itself)
114 | def place_limit_sell(coin_id, coin_amt, current_price):
115 |     order = {
116 |         'type': 'limit',
117 |         'size': coin_amt,
118 |         'price': current_price,
119 |         'side': 'sell',
120 |         'product_id': coin_id,
121 |     }
122 |     r = requests.post(api_url + 'orders', json=order, auth=auth)
123 |     return r.json()
124 | 
125 | # get the price from num_mins ago
126 | def getPreviousPrice(coin_id, num_mins):
127 |     
128 |     n_mins_ago = (datetime.now(tz=timezone) - timedelta(minutes=num_mins)).isoformat()
129 | 
130 |     # set up parameters for API
131 |     params = {
132 |         'start': str(n_mins_ago),
133 |         'end': str(datetime.now(tz=timezone).isoformat()),
134 |         'granularity': 60
135 |     }
136 | 
137 |     try:
138 |         res = requests.get(api_url + f'products/{coin_id}/candles' + "?start=" + str(params['start']) + "&end=" + str(params['end']) + "&granularity=" + str(params['granularity']), auth=auth)
139 |         return (res.json()[-1][3])
140 |     except IndexError:
141 |         utils.writelog("ERROR getting previous price")
142 |         return -1
143 |     except KeyError:
144 |         utils.writelog("ERROR: GetPreviousPrice() is only able to get information from at most 13 hours ago.")
145 |         return -1
146 | 
147 | # get average price from num_mins ago till now
148 | def getPreviousPriceAvg(coin_id, num_mins):
149 |     return sum(getPreviousPrice(coin_id, i) for i in range(1, num_mins)) / num_mins
150 | 
151 | # get historical coin data for backtesting
152 | def getHistoricalData(coin_id, start_days_prior, num_days):
153 |     granularity = 0
154 |     if (num_days >= 150):
155 |         granularity = 86400    # number of seconds in a day
156 |     elif (num_days >= 12):
157 |         granularity = 21600
158 |     elif (num_days > 3):
159 |         granularity = 3600
160 |     elif (num_days > 1):
161 |         granularity = 900
162 |     elif (num_days > 0.2):
163 |         granularity = 300
164 |     else:
165 |         granularity = 60
166 | 
167 |     start_date = (datetime.now(tz=timezone) - timedelta(days=start_days_prior))
168 |     end_date = (start_date + timedelta(days=num_days)).isoformat()
169 | 
170 |     # set up parameters for API
171 |     params = {
172 |         'start': str(start_date),
173 |         'end': str(end_date),
174 |         'granularity': granularity
175 |     }
176 | 
177 |     try:
178 |         res = requests.get(api_url + f'products/{coin_id}/candles' + "?start=" + str(params['start']) + "&end=" + str(params['end']) + "&granularity=" + str(params['granularity']), auth=auth)
179 |         return res.json()
180 |     except IndexError:
181 |         utils.writelog("ERROR getting historical data")
182 |         return -1
183 |     except KeyError:
184 |         utils.writelog("ERROR: Too many days in one request")
185 |         return -1


--------------------------------------------------------------------------------
/datasets/QNT-USD.csv:
--------------------------------------------------------------------------------
   1 | ,time,low,high,open,close,volume
   2 | 0,1628636400,152.2,155.66,152.91,153.19,3274.538
   3 | 1,1628632800,152.19,166.5,154.65,153.01,16133.563
   4 | 2,1628629200,151.68,155.0,152.15,154.7,3469.288
   5 | 3,1628625600,151.46,153.0,151.94,152.0,1367.491
   6 | 4,1628622000,151.3,152.59,151.91,151.99,1766.119
   7 | 5,1628618400,149.93,152.54,152.1,152.02,2574.706
   8 | 6,1628614800,150.45,152.58,152.37,152.1,2982.643
   9 | 7,1628611200,150.0,154.0,150.92,152.37,2924.624
  10 | 8,1628607600,150.52,152.13,150.93,151.01,894.077
  11 | 9,1628604000,149.84,153.31,153.25,150.93,2673.283
  12 | 10,1628600400,150.83,155.0,151.03,153.25,2214.244
  13 | 11,1628596800,150.25,152.0,151.78,151.03,1603.572
  14 | 12,1628593200,150.0,152.7,151.03,151.78,1177.936
  15 | 13,1628589600,150.57,153.24,152.79,151.03,613.451
  16 | 14,1628586000,150.93,156.9,155.42,152.52,1723.244
  17 | 15,1628582400,150.1,155.95,151.07,155.32,1340.429
  18 | 16,1628578800,150.35,153.41,151.67,151.01,842.873
  19 | 17,1628575200,150.14,153.06,151.81,151.09,1228.098
  20 | 18,1628571600,150.0,156.29,150.09,151.15,2150.469
  21 | 19,1628568000,150.02,155.98,151.22,150.21,1227.515
  22 | 20,1628564400,151.2,152.61,152.2,151.22,659.64
  23 | 21,1628560800,151.44,156.0,152.92,152.09,2140.917
  24 | 22,1628557200,149.51,153.38,150.98,152.62,1978.088
  25 | 23,1628553600,150.4,153.14,151.65,150.65,1858.423
  26 | 24,1628550000,151.73,154.53,153.07,151.73,1137.002
  27 | 25,1628546400,150.24,155.34,152.53,153.07,2117.767
  28 | 26,1628542800,148.4,154.09,150.45,152.13,3304.205
  29 | 27,1628539200,150.12,157.49,156.26,150.48,2373.227
  30 | 28,1628535600,155.0,158.67,155.22,156.23,1602.496
  31 | 29,1628532000,155.01,157.67,155.92,155.05,2936.859
  32 | 30,1628528400,155.69,157.42,157.28,155.93,1429.439
  33 | 31,1628524800,155.69,159.57,159.11,157.28,1925.105
  34 | 32,1628521200,156.31,159.53,156.5,159.11,2271.699
  35 | 33,1628517600,155.56,160.17,155.56,156.63,2448.823
  36 | 34,1628514000,154.0,162.72,157.75,155.51,4437.317
  37 | 35,1628510400,153.68,161.62,161.15,157.5,6457.326
  38 | 36,1628506800,160.85,166.0,161.01,160.98,6717.195
  39 | 37,1628503200,153.08,167.0,153.09,161.05,9845.879
  40 | 38,1628499600,149.56,153.08,149.8,153.08,816.152
  41 | 39,1628496000,146.38,150.38,150.34,149.81,1002.323
  42 | 40,1628492400,144.55,150.34,145.0,149.99,1031.304
  43 | 41,1628488800,143.74,145.72,145.64,145.2,1396.639
  44 | 42,1628485200,144.35,146.72,146.5,145.46,1765.078
  45 | 43,1628481600,145.42,147.6,147.44,146.32,1456.493
  46 | 44,1628478000,145.0,149.5,147.51,147.34,3196.768
  47 | 45,1628474400,146.18,149.46,147.3,147.59,2406.081
  48 | 46,1628470800,142.04,148.0,145.23,147.07,6502.006
  49 | 47,1628467200,144.69,153.16,153.16,145.0,2793.715
  50 | 48,1628463600,150.97,153.98,151.98,152.75,1696.57
  51 | 49,1628460000,150.69,152.79,152.04,152.03,1822.363
  52 | 50,1628456400,149.66,152.2,149.81,152.04,2144.616
  53 | 51,1628452800,147.88,150.47,148.19,149.85,1903.472
  54 | 52,1628449200,148.01,151.27,148.8,148.39,3474.832
  55 | 53,1628445600,148.72,152.2,149.51,148.8,2916.38
  56 | 54,1628442000,148.07,152.18,149.03,149.55,5166.112
  57 | 55,1628438400,147.99,151.81,148.46,149.11,2882.574
  58 | 56,1628434800,147.0,153.57,151.5,148.67,5008.328
  59 | 57,1628431200,150.88,154.7,152.47,151.5,1559.997
  60 | 58,1628427600,152.03,153.9,152.79,152.68,1007.418
  61 | 59,1628424000,150.25,152.91,151.9,152.78,4244.233
  62 | 60,1628420400,151.49,155.19,153.9,151.91,2276.71
  63 | 61,1628416800,153.15,155.03,153.79,153.72,482.389
  64 | 62,1628413200,153.25,158.22,155.1,153.57,1784.123
  65 | 63,1628409600,153.28,155.35,153.78,155.12,1029.145
  66 | 64,1628406000,153.26,156.32,155.89,153.64,1293.317
  67 | 65,1628402400,155.43,157.26,156.97,155.89,892.634
  68 | 66,1628398800,155.05,157.08,156.67,156.77,1395.608
  69 | 67,1628395200,156.46,158.98,158.87,156.73,1167.78
  70 | 68,1628391600,157.81,160.0,158.23,159.03,1069.804
  71 | 69,1628388000,158.19,162.52,162.06,158.23,1628.931
  72 | 70,1628384400,158.62,164.88,158.63,162.06,6912.12
  73 | 71,1628380800,153.87,159.0,155.6,158.63,2468.515
  74 | 72,1628377200,155.37,160.12,159.05,155.5,3730.491
  75 | 73,1628373600,155.36,160.21,155.49,159.2,2687.507
  76 | 74,1628370000,154.47,162.5,157.47,155.62,5108.04
  77 | 75,1628366400,154.65,159.0,154.65,157.61,2545.919
  78 | 76,1628362800,152.09,157.99,154.67,154.6,3074.453
  79 | 77,1628359200,150.54,155.32,155.14,154.55,10043.981
  80 | 78,1628355600,155.0,156.7,155.25,155.14,3274.311
  81 | 79,1628352000,155.03,158.78,158.01,155.38,3061.449
  82 | 80,1628348400,154.71,163.0,158.51,157.85,6559.774
  83 | 81,1628344800,155.87,161.29,156.03,158.51,5116.155
  84 | 82,1628341200,154.05,161.24,160.81,156.02,10319.511
  85 | 83,1628337600,160.5,163.71,162.2,160.81,3931.07
  86 | 84,1628334000,161.2,164.58,163.66,162.2,2258.865
  87 | 85,1628330400,162.49,165.95,162.94,163.79,2094.859
  88 | 86,1628326800,162.8,166.27,165.35,163.05,1778.871
  89 | 87,1628323200,161.96,166.94,162.62,165.16,1522.1
  90 | 88,1628319600,161.48,164.69,161.96,162.43,871.418
  91 | 89,1628316000,161.16,167.26,162.18,162.06,1738.892
  92 | 90,1628312400,160.01,164.19,160.03,162.17,1976.621
  93 | 91,1628308800,160.0,167.49,165.54,160.03,3757.785
  94 | 92,1628305200,162.25,166.01,164.61,165.54,2458.52
  95 | 93,1628301600,162.0,167.7,162.32,164.7,5142.02
  96 | 94,1628298000,157.31,164.18,159.04,162.32,6176.666
  97 | 95,1628294400,157.94,162.14,162.0,159.05,4770.696
  98 | 96,1628290800,160.81,162.88,162.3,161.91,3190.851
  99 | 97,1628287200,162.0,164.16,163.32,162.24,3095.133
 100 | 98,1628283600,163.31,167.87,165.99,163.31,3546.563
 101 | 99,1628280000,165.47,169.2,167.69,165.8,4778.156
 102 | 100,1628276400,163.03,167.69,163.64,167.46,3171.951
 103 | 101,1628272800,162.38,165.08,164.31,163.28,4184.346
 104 | 102,1628269200,161.83,164.58,162.57,163.82,5005.647
 105 | 103,1628265600,160.0,168.49,165.51,162.57,12533.886
 106 | 104,1628262000,164.91,169.32,167.11,165.45,4286.866
 107 | 105,1628258400,164.83,168.69,167.72,167.5,3065.849
 108 | 106,1628254800,165.0,169.98,166.02,168.32,4332.15
 109 | 107,1628251200,166.0,173.52,173.04,166.0,3505.485
 110 | 108,1628247600,170.0,174.79,170.76,173.04,3154.92
 111 | 109,1628244000,165.75,170.9,166.38,170.56,1653.807
 112 | 110,1628240400,166.0,169.49,169.13,166.38,1579.098
 113 | 111,1628236800,168.61,171.6,171.19,169.19,1912.842
 114 | 112,1628233200,171.0,173.32,172.95,171.19,964.563
 115 | 113,1628229600,171.0,174.51,174.48,172.97,876.472
 116 | 114,1628226000,173.01,175.48,173.35,174.48,722.551
 117 | 115,1628222400,171.74,173.62,172.64,173.42,1179.372
 118 | 116,1628218800,170.4,174.5,170.4,172.64,1984.039
 119 | 117,1628215200,170.0,173.01,170.5,170.9,2412.921
 120 | 118,1628211600,170.41,174.8,173.59,170.77,2451.466
 121 | 119,1628208000,173.58,175.79,173.61,173.79,2721.912
 122 | 120,1628204400,173.44,179.58,174.93,173.6,6580.787
 123 | 121,1628200800,174.46,181.18,180.6,175.09,4025.515
 124 | 122,1628197200,178.23,181.4,179.03,180.6,2221.308
 125 | 123,1628193600,176.65,184.01,179.5,179.04,6638.916
 126 | 124,1628190000,172.74,190.1,172.74,179.35,10870.834
 127 | 125,1628186400,171.92,174.64,174.01,172.52,2113.693
 128 | 126,1628182800,171.02,175.0,171.58,174.2,3099.276
 129 | 127,1628179200,170.67,173.53,171.82,171.4,2518.165
 130 | 128,1628175600,171.09,174.33,173.21,171.82,3494.104
 131 | 129,1628172000,172.03,174.18,173.27,173.46,3146.504
 132 | 130,1628168400,173.0,179.89,173.82,173.99,5027.134
 133 | 131,1628164800,173.13,175.96,174.53,173.82,1124.503
 134 | 132,1628161200,173.14,175.59,175.33,174.99,1323.595
 135 | 133,1628157600,172.51,175.47,174.67,174.69,1347.728
 136 | 134,1628154000,173.14,178.1,178.1,173.86,1111.846
 137 | 135,1628150400,173.41,178.32,173.86,178.15,1424.444
 138 | 136,1628146800,171.0,174.07,171.76,173.43,963.182
 139 | 137,1628143200,170.9,174.5,171.06,171.76,1449.048
 140 | 138,1628139600,170.55,173.28,172.04,171.4,1974.768
 141 | 139,1628136000,170.62,175.89,170.62,171.84,2234.397
 142 | 140,1628132400,170.52,174.65,173.18,170.81,2311.946
 143 | 141,1628128800,172.22,174.56,173.15,173.5,1294.541
 144 | 142,1628125200,170.0,173.49,171.09,173.15,2108.809
 145 | 143,1628121600,170.0,175.04,174.66,171.18,3265.107
 146 | 144,1628118000,172.47,175.0,173.2,174.7,2080.793
 147 | 145,1628114400,171.48,176.12,172.71,173.63,2995.503
 148 | 146,1628110800,168.88,173.5,170.22,172.71,4428.349
 149 | 147,1628107200,168.08,175.41,174.97,170.89,7456.141
 150 | 148,1628103600,172.86,177.0,176.74,175.01,5797.352
 151 | 149,1628100000,175.01,181.17,180.85,176.76,5214.153
 152 | 150,1628096400,176.02,182.28,176.53,181.21,4974.781
 153 | 151,1628092800,173.62,178.49,173.88,176.41,5208.207
 154 | 152,1628089200,173.2,178.74,173.73,173.88,8410.642
 155 | 153,1628085600,171.0,188.99,176.0,173.64,19569.795
 156 | 154,1628082000,168.75,176.0,169.31,176.0,6384.742
 157 | 155,1628078400,165.5,170.0,166.65,169.31,2376.426
 158 | 156,1628074800,165.13,168.4,167.41,166.65,1825.02
 159 | 157,1628071200,164.54,172.86,168.5,167.37,3323.226
 160 | 158,1628067600,157.05,170.48,158.45,168.5,3220.88
 161 | 159,1628064000,157.16,162.72,162.02,158.39,2853.879
 162 | 160,1628060400,162.0,166.73,165.13,162.02,1869.734
 163 | 161,1628056800,164.63,168.91,166.01,165.71,2814.963
 164 | 162,1628053200,165.44,170.45,169.34,166.01,3430.692
 165 | 163,1628049600,166.86,173.68,166.89,169.34,4575.979
 166 | 164,1628046000,164.32,167.5,165.41,167.47,2497.765
 167 | 165,1628042400,163.86,168.94,164.62,165.82,3943.818
 168 | 166,1628038800,163.07,166.92,165.47,164.11,3846.186
 169 | 167,1628035200,162.75,166.44,165.45,165.96,4383.072
 170 | 168,1628031600,161.5,173.94,165.42,165.35,8586.269
 171 | 169,1628028000,164.78,175.0,171.53,166.31,7069.003
 172 | 170,1628024400,164.33,174.1,172.32,171.53,13756.811
 173 | 171,1628020800,160.0,177.0,161.05,172.32,11679.216
 174 | 172,1628017200,156.19,166.37,156.48,160.86,15505.645
 175 | 173,1628013600,153.92,156.5,155.41,156.48,2390.1
 176 | 174,1628010000,150.62,156.79,152.45,155.47,3458.663
 177 | 175,1628006400,148.47,152.45,149.72,152.44,1889.195
 178 | 176,1628002800,148.57,153.43,151.16,149.77,2530.977
 179 | 177,1627999200,150.05,156.99,150.78,151.84,2873.95
 180 | 178,1627995600,148.32,151.34,151.31,150.77,1745.397
 181 | 179,1627992000,146.63,151.55,151.17,151.3,3059.462
 182 | 180,1627988400,150.52,155.72,153.67,151.12,2022.842
 183 | 181,1627984800,148.69,153.67,150.39,153.67,1132.185
 184 | 182,1627981200,146.31,151.88,151.85,151.24,1490.355
 185 | 183,1627977600,150.36,154.22,151.53,151.39,1330.028
 186 | 184,1627974000,151.52,153.43,153.25,151.69,664.497
 187 | 185,1627970400,148.24,155.65,149.02,153.45,2567.479
 188 | 186,1627966800,146.0,149.97,148.64,149.03,2118.317
 189 | 187,1627963200,148.08,152.35,151.97,148.29,1809.072
 190 | 188,1627959600,149.81,155.37,154.21,151.78,2855.652
 191 | 189,1627956000,150.58,157.01,151.9,154.21,3132.737
 192 | 190,1627952400,150.88,159.0,159.0,151.19,4813.968
 193 | 191,1627948800,154.37,160.4,158.87,158.91,5633.916
 194 | 192,1627945200,157.01,164.32,161.84,158.88,5551.205
 195 | 193,1627941600,155.99,163.25,155.99,162.59,7778.962
 196 | 194,1627938000,149.02,158.59,149.77,156.0,9808.878
 197 | 195,1627934400,144.0,151.31,144.12,149.75,8957.264
 198 | 196,1627930800,143.16,147.5,147.0,143.96,7869.602
 199 | 197,1627927200,146.47,151.69,149.67,146.66,7395.132
 200 | 198,1627923600,144.07,161.14,160.0,149.53,18297.165
 201 | 199,1627920000,153.18,165.0,154.96,160.0,6431.425
 202 | 200,1627916400,152.72,160.26,158.9,154.95,5110.988
 203 | 201,1627912800,150.19,160.99,151.95,160.01,8713.018
 204 | 202,1627909200,147.82,156.24,156.13,151.95,9840.379
 205 | 203,1627905600,151.16,164.21,164.2,156.13,6034.911
 206 | 204,1627902000,163.0,167.79,166.84,164.21,2847.209
 207 | 205,1627898400,163.25,167.99,164.76,167.15,2220.717
 208 | 206,1627894800,160.35,165.52,161.18,164.76,2330.44
 209 | 207,1627891200,157.89,162.95,158.76,160.4,2437.888
 210 | 208,1627887600,157.95,160.24,159.8,158.76,3638.667
 211 | 209,1627884000,154.04,160.4,156.02,159.86,6246.806
 212 | 210,1627880400,154.31,160.15,159.59,156.0,6645.195
 213 | 211,1627876800,158.0,170.91,170.91,159.83,14493.007
 214 | 212,1627873200,166.82,171.49,166.98,169.98,5739.785
 215 | 213,1627869600,166.61,176.03,172.2,166.98,10062.551
 216 | 214,1627866000,170.35,184.44,178.68,172.2,19406.315
 217 | 215,1627862400,171.25,197.0,176.13,178.7,30918.801
 218 | 216,1627858800,168.08,176.54,169.05,176.31,10023.954
 219 | 217,1627855200,165.45,179.5,176.38,169.05,14717.936
 220 | 218,1627851600,167.25,179.58,170.73,176.41,13560.995
 221 | 219,1627848000,158.34,172.17,160.83,170.73,8436.431
 222 | 220,1627844400,155.43,162.5,156.71,160.99,5362.8
 223 | 221,1627840800,154.3,159.98,156.91,157.87,4481.077
 224 | 222,1627837200,152.5,161.73,159.57,156.94,8418.176
 225 | 223,1627833600,155.03,168.75,168.75,159.6,10005.205
 226 | 224,1627830000,165.03,180.0,169.83,168.57,9638.182
 227 | 225,1627826400,162.11,171.8,163.99,169.83,7181.933
 228 | 226,1627822800,159.71,164.57,159.86,163.99,5561.918
 229 | 227,1627819200,158.0,167.79,165.24,160.0,6305.194
 230 | 228,1627815600,162.46,176.3,167.25,164.5,9369.061
 231 | 229,1627812000,161.86,169.19,169.14,167.88,4163.826
 232 | 230,1627808400,167.08,174.73,173.92,169.14,6678.121
 233 | 231,1627804800,164.94,189.07,165.59,173.97,15172.43
 234 | 232,1627801200,158.0,166.01,162.11,165.59,4650.346
 235 | 233,1627797600,158.09,180.0,158.66,162.7,14803.525
 236 | 234,1627794000,147.68,160.0,147.68,158.63,6120.116
 237 | 235,1627790400,146.87,152.87,152.75,147.67,5029.32
 238 | 236,1627786800,149.5,159.0,153.5,152.1,9337.959
 239 | 237,1627783200,137.98,163.48,137.98,154.33,15661.207
 240 | 238,1627779600,137.21,140.0,137.42,138.0,1374.831
 241 | 239,1627776000,134.58,140.0,135.08,137.82,2561.584
 242 | 240,1627772400,134.25,135.42,135.34,135.08,1012.624
 243 | 241,1627768800,134.75,136.25,135.45,135.35,1123.245
 244 | 242,1627765200,134.25,138.44,136.76,135.18,1543.241
 245 | 243,1627761600,135.62,139.89,136.68,137.09,3998.686
 246 | 244,1627758000,134.36,137.0,135.37,136.67,3670.954
 247 | 245,1627754400,129.5,136.08,129.68,134.66,2842.644
 248 | 246,1627750800,129.39,131.3,130.49,130.21,1636.51
 249 | 247,1627747200,129.28,131.05,130.37,130.49,1187.37
 250 | 248,1627743600,129.0,131.97,129.74,129.57,1424.245
 251 | 249,1627740000,128.55,130.29,129.0,129.06,1525.234
 252 | 250,1627736400,128.32,130.99,130.34,128.61,935.245
 253 | 251,1627732800,128.59,131.69,131.69,130.99,893.226
 254 | 252,1627729200,129.32,131.93,129.4,131.89,676.785
 255 | 253,1627725600,128.3,130.64,129.92,130.12,922.144
 256 | 254,1627722000,127.34,130.93,128.27,130.66,860.142
 257 | 255,1627718400,127.17,130.17,127.93,128.27,713.442
 258 | 256,1627714800,126.65,127.93,127.54,127.93,331.099
 259 | 257,1627711200,125.88,127.93,126.27,127.55,596.844
 260 | 258,1627707600,126.0,129.21,128.94,126.28,707.524
 261 | 259,1627704000,127.0,129.24,127.39,128.86,1221.877
 262 | 260,1627700400,127.24,130.66,128.8,127.28,1555.905
 263 | 261,1627696800,126.4,128.8,127.0,128.8,1585.564
 264 | 262,1627693200,127.0,129.32,128.14,127.0,2214.474
 265 | 263,1627689600,127.14,135.28,135.22,128.14,3449.787
 266 | 264,1627686000,129.08,137.21,130.19,134.01,3288.221
 267 | 265,1627682400,128.13,132.79,129.2,130.19,3551.51
 268 | 266,1627678800,126.09,132.98,127.58,128.42,5875.54
 269 | 267,1627675200,125.0,133.29,128.15,127.5,5122.464
 270 | 268,1627671600,128.0,131.42,130.51,128.15,2282.565
 271 | 269,1627668000,129.94,134.49,132.29,130.56,2584.229
 272 | 270,1627664400,126.83,132.47,128.94,132.1,2253.666
 273 | 271,1627660800,128.44,134.61,130.01,129.58,5293.418
 274 | 272,1627657200,129.13,140.0,136.01,130.57,5223.002
 275 | 273,1627653600,125.25,140.05,128.57,136.03,8974.877
 276 | 274,1627650000,125.64,129.91,128.15,128.58,2283.141
 277 | 275,1627646400,121.54,131.56,121.76,128.16,2875.345
 278 | 276,1627642800,119.9,123.35,122.05,121.73,3665.556
 279 | 277,1627639200,121.57,125.59,125.23,122.13,2931.231
 280 | 278,1627635600,124.41,131.57,131.26,125.36,3096.317
 281 | 279,1627632000,127.08,131.5,127.32,131.45,1799.561
 282 | 280,1627628400,126.44,132.2,131.16,127.32,1780.886
 283 | 281,1627624800,131.12,134.0,132.01,131.12,1618.252
 284 | 282,1627621200,129.0,133.0,129.15,133.0,2996.102
 285 | 283,1627617600,126.1,130.15,128.28,129.01,4674.351
 286 | 284,1627614000,127.65,131.05,130.13,128.64,4842.38
 287 | 285,1627610400,127.5,136.0,127.57,130.28,9199.496
 288 | 286,1627606800,127.5,135.94,135.46,127.93,7301.291
 289 | 287,1627603200,130.37,139.31,138.71,135.47,7853.386
 290 | 288,1627599600,132.0,144.25,137.0,138.84,10443.611
 291 | 289,1627596000,134.7,145.26,143.91,137.5,12795.569
 292 | 290,1627592400,135.0,146.8,136.85,145.24,11679.482
 293 | 291,1627588800,132.6,142.48,141.22,136.54,11422.36
 294 | 292,1627585200,135.11,153.0,135.11,141.21,29705.479
 295 | 293,1627581600,119.62,144.0,119.83,135.59,29470.213
 296 | 294,1627578000,118.5,126.66,126.18,119.8,8981.71
 297 | 295,1627574400,124.69,129.87,128.45,126.68,5592.262
 298 | 296,1627570800,126.69,133.0,130.63,128.69,9506.551
 299 | 297,1627567200,128.55,132.56,131.79,130.65,6397.662
 300 | 298,1627563600,126.77,136.12,130.95,131.78,12306.177
 301 | 299,1627560000,125.31,140.87,139.95,131.62,19132.491
 302 | 300,1627556400,130.63,170.0,130.63,140.1,38443.335
 303 | 301,1627552800,117.34,134.83,117.95,131.48,8778.168
 304 | 302,1627549200,112.8,119.7,113.21,117.95,3990.613
 305 | 303,1627545600,104.0,118.0,108.01,113.56,12282.225
 306 | 304,1627542000,105.0,118.8,118.38,108.4,13780.734
 307 | 305,1627538400,115.39,127.0,119.24,118.3,17700.5
 308 | 306,1627534800,109.33,128.72,112.37,118.33,17806.569
 309 | 307,1627531200,108.01,112.38,110.4,112.37,6662.476
 310 | 308,1627527600,105.49,112.37,108.45,110.79,11030.664
 311 | 309,1627524000,98.48,108.7,99.36,108.45,15274.444
 312 | 310,1627520400,95.18,99.37,95.99,99.36,1756.295
 313 | 311,1627516800,94.77,99.36,99.32,96.07,3038.727
 314 | 312,1627513200,96.84,99.38,99.38,99.32,3498.643
 315 | 313,1627509600,97.38,99.38,98.46,99.22,2110.991
 316 | 314,1627506000,96.46,99.13,97.28,98.13,3618.684
 317 | 315,1627502400,96.07,97.28,97.28,97.28,3124.465
 318 | 316,1627498800,95.46,97.28,96.38,97.28,4370.603
 319 | 317,1627495200,95.19,96.38,95.41,96.38,3778.524
 320 | 318,1627491600,93.76,95.52,95.06,95.42,823.705
 321 | 319,1627488000,94.3,95.54,95.41,95.14,714.985
 322 | 320,1627484400,94.68,95.54,95.36,95.35,646.329
 323 | 321,1627480800,94.55,95.55,95.11,95.54,949.041
 324 | 322,1627477200,93.32,95.3,93.75,95.11,1283.572
 325 | 323,1627473600,93.71,95.55,95.55,93.71,1237.143
 326 | 324,1627470000,95.0,95.55,95.55,95.55,681.365
 327 | 325,1627466400,94.79,95.55,94.79,95.55,607.349
 328 | 326,1627462800,94.17,95.55,95.55,94.79,320.688
 329 | 327,1627459200,93.61,95.55,94.14,95.55,546.291
 330 | 328,1627455600,93.86,94.96,93.93,94.69,359.155
 331 | 329,1627452000,93.93,95.09,94.85,94.39,546.336
 332 | 330,1627448400,93.81,95.27,94.93,95.09,861.845
 333 | 331,1627444800,93.5,94.94,94.58,94.94,1481.127
 334 | 332,1627441200,93.45,94.59,93.85,94.21,665.553
 335 | 333,1627437600,93.39,94.5,94.44,94.32,547.372
 336 | 334,1627434000,92.87,94.49,94.33,93.93,776.683
 337 | 335,1627430400,92.6,94.33,93.61,94.33,731.941
 338 | 336,1627426800,92.67,94.11,93.2,93.61,784.17
 339 | 337,1627423200,90.88,94.49,94.41,93.21,2243.156
 340 | 338,1627419600,93.26,94.5,93.96,94.5,1248.751
 341 | 339,1627416000,92.53,94.49,93.26,94.36,881.821
 342 | 340,1627412400,92.61,94.5,92.9,93.27,1909.266
 343 | 341,1627408800,92.51,94.17,94.09,92.95,1027.676
 344 | 342,1627405200,92.59,94.5,93.31,93.64,1041.93
 345 | 343,1627401600,92.02,96.0,95.6,92.93,3717.836
 346 | 344,1627398000,95.06,95.88,95.35,95.75,2032.373
 347 | 345,1627394400,92.14,95.87,95.62,95.27,1666.724
 348 | 346,1627390800,95.01,95.88,95.5,95.87,1720.764
 349 | 347,1627387200,92.87,95.88,93.98,95.21,2126.53
 350 | 348,1627383600,92.11,94.0,92.24,93.52,3544.636
 351 | 349,1627380000,90.33,92.4,91.24,92.4,707.964
 352 | 350,1627376400,88.95,91.43,90.99,91.42,512.551
 353 | 351,1627372800,87.13,91.0,87.61,90.23,596.607
 354 | 352,1627369200,87.45,88.0,87.79,87.93,345.686
 355 | 353,1627365600,87.55,88.0,87.55,87.98,231.773
 356 | 354,1627362000,85.22,91.43,85.88,87.61,2256.272
 357 | 355,1627358400,85.06,87.0,85.54,85.88,775.403
 358 | 356,1627354800,85.11,86.13,85.98,85.86,951.94
 359 | 357,1627351200,84.98,88.07,86.13,85.98,1702.477
 360 | 358,1627347600,84.7,90.29,90.29,86.13,1711.368
 361 | 359,1627344000,88.0,90.88,90.54,90.29,1828.551
 362 | 360,1627340400,88.88,91.5,89.65,90.55,1251.067
 363 | 361,1627336800,88.21,91.57,88.97,89.65,1785.278
 364 | 362,1627333200,86.49,91.17,87.05,88.97,2792.826
 365 | 363,1627329600,86.48,93.7,93.42,87.04,3953.953
 366 | 364,1627326000,92.65,95.88,93.06,93.74,4019.723
 367 | 365,1627322400,90.62,93.1,91.35,93.08,1431.29
 368 | 366,1627318800,91.0,92.84,91.39,91.35,1475.885
 369 | 367,1627315200,89.35,92.42,92.0,91.5,2994.874
 370 | 368,1627311600,88.5,93.11,91.68,91.93,3506.89
 371 | 369,1627308000,88.42,94.68,88.42,91.68,6147.809
 372 | 370,1627304400,86.54,92.4,92.4,88.42,5011.591
 373 | 371,1627300800,91.31,94.99,94.99,91.8,2737.923
 374 | 372,1627297200,94.39,95.83,95.61,95.39,968.421
 375 | 373,1627293600,94.67,95.84,95.52,95.3,581.216
 376 | 374,1627290000,93.08,95.82,93.29,95.62,747.193
 377 | 375,1627286400,92.88,93.5,93.18,93.5,380.651
 378 | 376,1627282800,93.17,94.73,94.46,93.47,771.058
 379 | 377,1627279200,92.54,95.88,94.02,94.44,2381.965
 380 | 378,1627275600,94.03,95.51,95.51,94.09,485.84
 381 | 379,1627272000,94.26,95.85,95.83,95.51,1484.296
 382 | 380,1627268400,93.56,96.1,95.58,94.87,3218.293
 383 | 381,1627264800,95.0,97.16,96.43,95.58,3405.978
 384 | 382,1627261200,94.22,98.81,96.87,96.96,7887.179
 385 | 383,1627257600,95.2,97.97,95.91,96.91,2733.267
 386 | 384,1627254000,94.3,98.37,97.82,95.25,6575.042
 387 | 385,1627250400,95.16,98.19,95.89,98.19,4061.738
 388 | 386,1627246800,93.17,98.37,93.83,95.93,5796.407
 389 | 387,1627243200,92.55,94.43,93.26,92.86,2176.003
 390 | 388,1627239600,91.33,93.94,93.68,93.39,2909.33
 391 | 389,1627236000,91.42,95.9,91.42,93.68,5787.716
 392 | 390,1627232400,90.51,94.75,94.19,90.88,5028.819
 393 | 391,1627228800,90.2,96.8,91.68,94.2,8016.835
 394 | 392,1627225200,90.79,96.08,96.08,91.68,10135.273
 395 | 393,1627221600,84.98,99.79,93.19,96.08,17990.719
 396 | 394,1627218000,87.65,99.86,87.71,93.46,11484.711
 397 | 395,1627214400,84.45,88.88,85.0,87.94,3865.274
 398 | 396,1627210800,84.31,85.45,84.62,85.3,853.986
 399 | 397,1627207200,83.17,85.99,85.86,84.6,2680.199
 400 | 398,1627203600,85.03,85.98,85.4,85.87,543.312
 401 | 399,1627200000,85.02,85.99,85.33,85.14,509.767
 402 | 400,1627196400,84.24,85.77,85.52,85.73,952.55
 403 | 401,1627192800,83.63,85.68,84.98,84.99,855.448
 404 | 402,1627189200,83.09,86.0,83.55,84.99,3505.958
 405 | 403,1627185600,81.52,83.77,81.66,83.55,942.964
 406 | 404,1627182000,80.89,82.09,82.02,81.66,2382.252
 407 | 405,1627178400,80.59,85.0,82.65,82.59,4157.74
 408 | 406,1627174800,82.05,83.49,83.06,82.42,1096.062
 409 | 407,1627171200,81.48,84.22,82.68,83.1,2196.063
 410 | 408,1627167600,81.61,83.71,83.63,83.13,1256.183
 411 | 409,1627164000,80.23,85.38,80.48,82.98,1825.138
 412 | 410,1627160400,79.8,81.24,80.29,80.25,1058.49
 413 | 411,1627156800,79.58,81.72,80.92,80.29,2227.372
 414 | 412,1627153200,80.85,83.96,82.9,80.91,1831.902
 415 | 413,1627149600,80.03,82.94,82.22,82.9,1417.101
 416 | 414,1627146000,81.1,83.13,82.66,82.22,2158.735
 417 | 415,1627142400,79.92,84.74,83.64,82.7,5336.79
 418 | 416,1627138800,82.15,84.05,82.74,83.64,4046.705
 419 | 417,1627135200,80.78,83.0,81.59,82.99,1917.692
 420 | 418,1627131600,80.37,81.63,81.31,80.99,1122.802
 421 | 419,1627128000,79.05,81.89,80.62,81.46,3689.277
 422 | 420,1627124400,78.83,80.68,79.35,80.63,1304.267
 423 | 421,1627120800,78.32,79.43,78.32,79.42,1208.327
 424 | 422,1627117200,78.03,78.87,78.13,78.32,317.381
 425 | 423,1627113600,77.27,78.13,77.64,78.13,120.318
 426 | 424,1627110000,76.85,77.66,77.08,77.64,236.216
 427 | 425,1627106400,76.78,77.78,77.39,77.05,448.322
 428 | 426,1627102800,77.01,78.95,77.7,77.74,1398.399
 429 | 427,1627099200,76.57,77.87,76.58,77.7,562.487
 430 | 428,1627095600,76.45,79.06,78.98,76.8,2017.295
 431 | 429,1627092000,75.92,78.98,76.53,78.98,1180.611
 432 | 430,1627088400,74.98,76.71,75.16,76.13,1279.842
 433 | 431,1627084800,74.53,75.77,74.94,75.54,1093.758
 434 | 432,1627081200,74.39,75.26,74.43,74.96,907.973
 435 | 433,1627077600,74.12,75.29,75.0,74.94,1070.155
 436 | 434,1627074000,74.11,75.47,74.65,75.26,771.37
 437 | 435,1627070400,74.27,75.16,74.28,75.16,451.045
 438 | 436,1627066800,74.12,75.24,74.64,74.64,727.636
 439 | 437,1627063200,72.82,75.25,72.88,74.5,1350.05
 440 | 438,1627059600,71.39,75.85,72.04,73.25,3431.212
 441 | 439,1627056000,71.35,72.79,72.57,71.91,986.974
 442 | 440,1627052400,72.06,73.48,73.43,72.57,1444.883
 443 | 441,1627048800,71.1,74.47,74.34,73.43,2276.203
 444 | 442,1627045200,73.57,78.0,75.43,74.35,3885.293
 445 | 443,1627041600,74.52,75.72,75.21,75.49,1013.739
 446 | 444,1627038000,74.34,75.23,74.6,75.22,699.234
 447 | 445,1627034400,73.57,74.78,73.82,74.34,365.203
 448 | 446,1627030800,73.79,74.97,74.97,74.42,305.878
 449 | 447,1627027200,73.56,75.01,74.0,75.0,531.307
 450 | 448,1627023600,73.33,74.13,73.74,73.59,250.374
 451 | 449,1627020000,72.84,75.06,73.07,73.33,978.222
 452 | 450,1627016400,72.39,75.64,74.9,73.08,2784.839
 453 | 451,1627012800,73.18,76.84,73.18,74.9,2612.259
 454 | 452,1627009200,72.78,73.67,73.15,73.18,954.925
 455 | 453,1627005600,72.97,73.97,73.78,73.09,470.213
 456 | 454,1627002000,72.41,73.87,73.79,73.78,875.655
 457 | 455,1626998400,72.79,73.79,73.47,73.79,215.611
 458 | 456,1626994800,72.38,73.47,72.39,73.18,335.26
 459 | 457,1626991200,72.12,74.36,73.24,72.63,1283.993
 460 | 458,1626987600,73.0,74.22,73.49,73.72,955.652
 461 | 459,1626984000,73.15,73.96,73.43,73.77,294.128
 462 | 460,1626980400,73.42,74.7,74.52,73.42,835.28
 463 | 461,1626976800,73.52,74.53,73.71,74.26,763.732
 464 | 462,1626973200,72.7,73.94,73.37,73.32,419.685
 465 | 463,1626969600,72.42,74.77,74.77,73.83,995.33
 466 | 464,1626966000,72.1,74.84,72.5,74.77,842.832
 467 | 465,1626962400,71.93,73.44,73.03,72.75,639.097
 468 | 466,1626958800,72.5,73.83,73.36,73.44,518.535
 469 | 467,1626955200,72.43,73.58,72.61,73.11,864.736
 470 | 468,1626951600,72.54,74.24,74.21,73.11,687.71
 471 | 469,1626948000,72.87,74.48,73.72,74.24,330.289
 472 | 470,1626944400,73.24,74.24,74.15,73.24,301.306
 473 | 471,1626940800,73.63,74.46,74.03,73.79,248.158
 474 | 472,1626937200,72.43,74.86,73.83,73.86,1428.269
 475 | 473,1626933600,73.04,74.49,73.33,73.83,442.118
 476 | 474,1626930000,72.78,74.72,72.78,73.32,611.174
 477 | 475,1626926400,72.31,73.66,73.24,72.85,500.243
 478 | 476,1626922800,72.94,73.8,73.11,73.5,249.148
 479 | 477,1626919200,72.83,73.58,73.14,72.95,397.845
 480 | 478,1626915600,73.0,75.0,73.69,73.31,1464.834
 481 | 479,1626912000,73.09,74.48,73.16,73.69,800.67
 482 | 480,1626908400,72.27,74.0,72.87,73.45,1287.705
 483 | 481,1626904800,72.59,74.09,73.37,72.87,826.482
 484 | 482,1626901200,71.29,73.38,71.53,73.37,630.414
 485 | 483,1626897600,71.53,73.39,72.29,71.53,1178.792
 486 | 484,1626894000,72.12,74.51,73.68,72.45,1405.735
 487 | 485,1626890400,73.27,74.63,74.25,73.68,1235.559
 488 | 486,1626886800,73.6,74.96,74.42,74.25,1212.656
 489 | 487,1626883200,72.05,74.88,72.77,74.42,2552.595
 490 | 488,1626879600,71.85,73.61,72.75,72.77,2145.898
 491 | 489,1626876000,70.0,74.21,73.84,72.75,5174.62
 492 | 490,1626872400,73.82,75.67,74.96,73.84,3712.324
 493 | 491,1626868800,71.63,75.67,72.28,74.96,2910.724
 494 | 492,1626865200,71.69,73.05,72.97,72.28,760.385
 495 | 493,1626861600,71.3,73.05,71.81,72.99,705.522
 496 | 494,1626858000,70.92,71.81,71.24,71.81,258.678
 497 | 495,1626854400,70.8,71.59,71.31,70.93,268.552
 498 | 496,1626850800,70.75,73.23,72.79,71.31,1289.442
 499 | 497,1626847200,70.87,72.84,71.35,72.06,871.097
 500 | 498,1626843600,70.85,72.61,72.61,71.54,944.365
 501 | 499,1626840000,68.42,73.56,68.8,72.58,3897.445
 502 | 500,1626836400,67.32,68.87,67.89,68.87,747.343
 503 | 501,1626832800,67.15,70.39,70.2,67.89,1325.04
 504 | 502,1626829200,66.67,70.39,68.64,70.38,1869.682
 505 | 503,1626825600,67.18,69.64,68.36,68.49,2084.686
 506 | 504,1626822000,67.4,68.39,68.2,68.36,1117.854
 507 | 505,1626818400,66.56,68.6,66.57,67.97,1017.141
 508 | 506,1626814800,66.57,69.37,68.73,67.23,1496.228
 509 | 507,1626811200,67.61,68.9,67.89,68.74,1765.6
 510 | 508,1626807600,67.83,72.86,72.86,67.87,4595.831
 511 | 509,1626804000,72.0,73.83,72.52,72.28,2902.484
 512 | 510,1626800400,72.07,75.0,73.67,72.8,7524.911
 513 | 511,1626796800,68.34,73.71,72.15,73.71,5429.005
 514 | 512,1626793200,72.03,74.81,73.76,72.42,5165.957
 515 | 513,1626789600,67.59,74.69,67.61,73.23,10250.314
 516 | 514,1626786000,62.62,72.6,62.92,67.61,7439.815
 517 | 515,1626782400,59.23,62.94,59.23,62.92,2340.078
 518 | 516,1626778800,56.51,59.57,57.02,59.56,2050.008
 519 | 517,1626775200,56.69,59.02,59.01,57.01,2692.354
 520 | 518,1626771600,58.88,62.16,62.16,59.02,1744.361
 521 | 519,1626768000,59.26,62.67,59.26,62.25,1562.754
 522 | 520,1626764400,58.94,59.26,59.15,59.26,538.959
 523 | 521,1626760800,58.88,59.99,59.64,59.15,2908.802
 524 | 522,1626757200,59.57,60.95,60.75,59.84,1242.006
 525 | 523,1626753600,60.28,63.89,63.88,60.88,3329.941
 526 | 524,1626750000,63.88,64.96,64.94,63.88,4990.377
 527 | 525,1626746400,64.5,65.35,65.34,64.94,907.335
 528 | 526,1626742800,65.27,66.83,66.82,65.34,1580.416
 529 | 527,1626739200,65.86,66.83,65.86,66.83,329.146
 530 | 528,1626735600,65.83,66.14,66.14,66.06,964.473
 531 | 529,1626732000,65.83,66.35,66.12,65.9,3204.531
 532 | 530,1626728400,65.93,66.6,66.17,66.12,456.429
 533 | 531,1626724800,65.83,66.73,66.08,66.49,763.176
 534 | 532,1626721200,65.83,66.3,66.14,66.08,516.03
 535 | 533,1626717600,65.88,66.77,66.09,66.14,545.323
 536 | 534,1626714000,66.07,66.88,66.68,66.07,876.098
 537 | 535,1626710400,65.83,67.35,67.29,66.71,2821.656
 538 | 536,1626706800,67.06,67.44,67.31,67.06,582.648
 539 | 537,1626703200,67.01,68.93,68.44,67.31,3345.079
 540 | 538,1626699600,68.38,68.94,68.88,68.46,5021.831
 541 | 539,1626696000,68.88,69.38,69.27,68.88,2757.125
 542 | 540,1626692400,69.18,69.51,69.3,69.18,901.457
 543 | 541,1626688800,69.18,69.45,69.39,69.18,205.309
 544 | 542,1626685200,69.19,69.4,69.34,69.39,145.702
 545 | 543,1626681600,69.18,69.75,69.45,69.35,981.339
 546 | 544,1626678000,69.39,69.78,69.78,69.45,60.789
 547 | 545,1626674400,69.41,69.88,69.56,69.57,137.836
 548 | 546,1626670800,69.43,70.11,69.86,69.84,246.472
 549 | 547,1626667200,69.34,70.06,69.64,69.86,333.033
 550 | 548,1626663600,69.18,69.65,69.38,69.65,1457.746
 551 | 549,1626660000,69.18,69.42,69.42,69.31,994.866
 552 | 550,1626656400,69.18,70.21,70.21,69.25,1254.227
 553 | 551,1626652800,70.04,70.68,70.32,70.24,623.717
 554 | 552,1626649200,69.8,70.68,69.8,70.32,946.021
 555 | 553,1626645600,69.79,70.19,70.18,69.8,461.449
 556 | 554,1626642000,69.65,70.2,70.18,70.19,374.355
 557 | 555,1626638400,69.19,70.18,69.35,70.18,493.676
 558 | 556,1626634800,69.18,70.06,69.77,69.22,795.595
 559 | 557,1626631200,69.79,70.2,70.01,69.92,310.855
 560 | 558,1626627600,69.42,70.01,69.97,70.01,356.958
 561 | 559,1626624000,69.18,69.68,69.36,69.59,376.227
 562 | 560,1626620400,69.18,69.94,69.82,69.29,302.49
 563 | 561,1626616800,69.64,70.6,70.53,69.84,1500.552
 564 | 562,1626613200,69.84,70.54,70.37,70.4,701.205
 565 | 563,1626609600,70.34,71.07,71.04,70.36,407.211
 566 | 564,1626606000,70.59,71.08,70.9,71.04,165.591
 567 | 565,1626602400,70.3,70.91,70.31,70.59,88.364
 568 | 566,1626598800,70.26,70.67,70.44,70.62,134.642
 569 | 567,1626595200,70.44,71.15,70.7,70.51,604.869
 570 | 568,1626591600,70.69,71.36,70.87,70.9,363.207
 571 | 569,1626588000,70.61,71.36,71.33,71.13,455.274
 572 | 570,1626584400,70.6,71.64,71.63,71.34,826.223
 573 | 571,1626580800,71.12,72.24,72.02,71.47,889.351
 574 | 572,1626577200,71.81,74.0,71.81,72.02,2624.722
 575 | 573,1626573600,70.3,71.81,70.51,71.81,587.691
 576 | 574,1626570000,69.58,70.67,69.58,70.67,529.144
 577 | 575,1626566400,69.44,70.27,69.69,69.53,567.551
 578 | 576,1626562800,69.4,70.27,70.27,69.96,647.869
 579 | 577,1626559200,69.33,70.29,69.82,70.09,409.73
 580 | 578,1626555600,69.5,70.17,70.05,70.16,242.381
 581 | 579,1626552000,69.63,70.29,70.15,70.05,421.618
 582 | 580,1626548400,69.13,70.32,69.36,70.15,919.725
 583 | 581,1626544800,68.45,69.73,68.76,69.73,1204.575
 584 | 582,1626541200,68.19,69.02,68.96,68.77,1581.016
 585 | 583,1626537600,68.63,69.09,69.06,68.96,458.864
 586 | 584,1626534000,67.88,69.02,68.43,69.02,817.316
 587 | 585,1626530400,67.79,68.58,68.18,68.43,866.275
 588 | 586,1626526800,67.96,68.19,68.16,68.19,642.148
 589 | 587,1626523200,68.0,68.65,68.64,68.01,561.905
 590 | 588,1626519600,68.0,68.7,68.13,68.64,763.216
 591 | 589,1626516000,68.12,69.05,68.47,68.37,315.965
 592 | 590,1626512400,68.48,68.94,68.88,68.63,369.789
 593 | 591,1626508800,68.0,69.61,69.44,68.92,2088.303
 594 | 592,1626505200,69.04,69.73,69.37,69.44,317.162
 595 | 593,1626501600,68.58,69.92,69.76,69.61,1112.827
 596 | 594,1626498000,69.06,69.77,69.3,69.76,328.639
 597 | 595,1626494400,68.86,69.33,69.32,69.3,358.545
 598 | 596,1626490800,68.95,70.31,69.9,69.32,709.18
 599 | 597,1626487200,69.73,70.98,70.16,69.9,1117.3
 600 | 598,1626483600,69.59,70.57,70.16,70.16,899.775
 601 | 599,1626480000,69.13,70.16,69.37,70.16,732.681
 602 | 600,1626476400,68.44,70.31,69.41,69.13,2301.582
 603 | 601,1626472800,68.83,69.86,69.15,69.41,4515.432
 604 | 602,1626469200,68.83,70.86,70.86,69.16,2981.97
 605 | 603,1626465600,70.37,70.98,70.37,70.56,520.891
 606 | 604,1626462000,70.0,71.2,71.06,70.37,1740.008
 607 | 605,1626458400,71.05,72.68,72.22,71.2,1335.682
 608 | 606,1626454800,72.15,73.27,72.61,72.7,1343.991
 609 | 607,1626451200,72.21,72.84,72.47,72.49,542.422
 610 | 608,1626447600,71.23,72.48,71.49,72.47,498.071
 611 | 609,1626444000,71.5,72.3,71.88,71.5,531.039
 612 | 610,1626440400,71.57,72.27,71.61,71.88,606.763
 613 | 611,1626436800,70.17,71.72,70.26,71.56,986.789
 614 | 612,1626433200,69.85,70.72,70.32,70.26,200.924
 615 | 613,1626429600,69.69,70.39,70.33,70.32,408.471
 616 | 614,1626426000,69.99,71.05,70.94,70.35,679.233
 617 | 615,1626422400,70.52,72.34,72.32,70.76,431.401
 618 | 616,1626418800,71.79,72.67,72.65,72.32,308.258
 619 | 617,1626415200,72.19,72.83,72.77,72.65,182.878
 620 | 618,1626411600,72.15,72.84,72.2,72.33,301.326
 621 | 619,1626408000,72.12,72.66,72.36,72.21,229.29
 622 | 620,1626404400,71.92,72.37,72.2,72.37,193.692
 623 | 621,1626400800,71.55,72.2,71.87,72.2,238.651
 624 | 622,1626397200,71.04,71.91,71.78,71.87,487.848
 625 | 623,1626393600,71.33,71.79,71.61,71.78,188.165
 626 | 624,1626390000,71.2,71.63,71.6,71.62,288.369
 627 | 625,1626386400,71.14,71.97,71.9,71.14,407.904
 628 | 626,1626382800,70.97,72.72,72.6,71.9,885.663
 629 | 627,1626379200,71.08,72.84,71.31,72.4,1000.904
 630 | 628,1626375600,70.65,71.34,70.91,71.31,1177.85
 631 | 629,1626372000,69.68,71.51,71.51,70.98,2757.007
 632 | 630,1626368400,71.31,72.76,72.51,71.58,985.884
 633 | 631,1626364800,71.46,73.84,73.43,72.78,2528.719
 634 | 632,1626361200,73.28,73.86,73.68,73.77,311.445
 635 | 633,1626357600,72.19,73.71,72.26,73.69,653.959
 636 | 634,1626354000,71.7,72.27,71.89,72.26,471.473
 637 | 635,1626350400,71.85,72.57,72.31,71.89,786.138
 638 | 636,1626346800,71.7,74.16,74.03,72.14,1806.004
 639 | 637,1626343200,73.84,74.44,74.08,74.1,292.911
 640 | 638,1626339600,74.09,74.52,74.39,74.37,131.492
 641 | 639,1626336000,74.08,75.61,75.61,74.39,505.634
 642 | 640,1626332400,74.88,75.64,75.0,75.61,710.121
 643 | 641,1626328800,75.0,75.6,75.6,75.09,209.311
 644 | 642,1626325200,75.03,75.74,75.46,75.61,595.439
 645 | 643,1626321600,75.02,76.6,76.56,75.45,1375.084
 646 | 644,1626318000,75.45,76.59,76.27,76.58,621.094
 647 | 645,1626314400,75.51,76.39,75.96,75.73,828.366
 648 | 646,1626310800,75.95,77.69,76.7,76.0,1380.348
 649 | 647,1626307200,76.44,82.0,77.52,76.78,6355.443
 650 | 648,1626303600,75.25,77.52,75.51,77.52,1033.149
 651 | 649,1626300000,74.47,75.63,74.9,75.51,1130.741
 652 | 650,1626296400,73.32,75.04,74.0,74.58,1123.126
 653 | 651,1626292800,73.01,74.75,73.03,74.22,1316.637
 654 | 652,1626289200,72.79,74.39,74.37,73.03,1245.576
 655 | 653,1626285600,73.02,74.5,73.19,74.37,933.119
 656 | 654,1626282000,72.91,73.93,73.49,73.22,970.333
 657 | 655,1626278400,73.35,74.23,73.95,73.55,575.226
 658 | 656,1626274800,73.63,74.35,74.15,73.95,482.136
 659 | 657,1626271200,72.27,74.93,72.3,73.65,1972.983
 660 | 658,1626267600,70.58,72.3,70.98,72.3,690.839
 661 | 659,1626264000,70.12,71.12,70.93,70.98,967.784
 662 | 660,1626260400,70.47,71.23,71.21,70.5,284.104
 663 | 661,1626256800,70.18,71.22,70.18,71.14,531.233
 664 | 662,1626253200,69.02,70.32,69.21,70.32,607.131
 665 | 663,1626249600,68.83,69.17,69.09,68.97,188.595
 666 | 664,1626246000,68.83,69.09,68.85,69.09,508.373
 667 | 665,1626242400,68.84,69.33,69.28,69.01,777.483
 668 | 666,1626238800,69.05,69.92,69.61,69.07,839.402
 669 | 667,1626235200,69.25,70.41,70.08,69.59,1143.346
 670 | 668,1626231600,70.07,71.61,71.59,70.43,637.137
 671 | 669,1626228000,70.98,71.85,71.57,71.59,1406.936
 672 | 670,1626224400,71.27,72.66,72.31,71.57,1494.765
 673 | 671,1626220800,72.26,73.41,72.9,72.31,915.933
 674 | 672,1626217200,72.66,73.37,73.11,72.69,807.705
 675 | 673,1626213600,73.11,74.32,73.94,73.11,763.797
 676 | 674,1626210000,73.13,73.94,73.14,73.8,1326.446
 677 | 675,1626206400,71.25,73.31,72.1,73.31,1336.98
 678 | 676,1626202800,71.85,73.65,73.65,72.33,1294.631
 679 | 677,1626199200,73.27,74.15,74.15,73.45,401.597
 680 | 678,1626195600,73.77,74.91,74.22,74.15,925.326
 681 | 679,1626192000,73.81,74.71,74.38,74.28,1073.135
 682 | 680,1626188400,74.32,74.87,74.7,74.37,317.339
 683 | 681,1626184800,74.17,74.97,74.38,74.49,428.799
 684 | 682,1626181200,73.53,74.75,73.96,74.75,561.783
 685 | 683,1626177600,73.6,74.98,74.92,73.96,484.0
 686 | 684,1626174000,74.54,75.99,75.04,74.92,188.233
 687 | 685,1626170400,75.18,75.89,75.48,75.51,227.14
 688 | 686,1626166800,75.03,75.99,75.05,75.48,667.432
 689 | 687,1626163200,73.64,75.84,74.07,75.04,2152.791
 690 | 688,1626159600,74.08,75.0,74.94,74.21,461.963
 691 | 689,1626156000,74.71,75.94,74.84,74.95,633.928
 692 | 690,1626152400,74.71,75.74,75.74,74.72,218.642
 693 | 691,1626148800,75.37,77.66,77.46,75.75,683.406
 694 | 692,1626145200,77.04,77.73,77.06,77.46,323.519
 695 | 693,1626141600,76.75,77.62,77.29,77.05,325.622
 696 | 694,1626138000,76.82,77.49,77.49,77.29,657.706
 697 | 695,1626134400,75.84,78.71,78.61,77.48,4661.933
 698 | 696,1626130800,75.14,78.9,75.2,78.61,2600.715
 699 | 697,1626127200,74.59,75.32,74.9,75.2,591.774
 700 | 698,1626123600,72.75,74.98,72.81,74.9,1016.173
 701 | 699,1626120000,71.8,73.57,73.52,72.81,2186.04
 702 | 700,1626116400,73.52,74.89,74.39,73.57,507.091
 703 | 701,1626112800,73.62,74.78,74.53,74.25,1658.386
 704 | 702,1626109200,74.5,75.28,75.05,74.73,701.278
 705 | 703,1626105600,74.9,76.71,76.47,75.05,1280.985
 706 | 704,1626102000,76.23,77.24,77.01,76.47,567.935
 707 | 705,1626098400,77.01,77.75,77.41,77.22,265.137
 708 | 706,1626094800,77.42,78.31,78.28,77.42,301.835
 709 | 707,1626091200,77.85,78.56,78.18,78.2,268.421
 710 | 708,1626087600,78.01,78.66,78.12,78.17,265.858
 711 | 709,1626084000,78.02,78.82,78.82,78.66,330.335
 712 | 710,1626080400,78.41,78.96,78.6,78.41,362.407
 713 | 711,1626076800,78.56,79.04,78.59,78.6,126.056
 714 | 712,1626073200,78.05,79.15,78.52,78.59,248.655
 715 | 713,1626069600,78.03,78.83,78.8,78.07,579.591
 716 | 714,1626066000,78.5,78.87,78.87,78.52,165.65
 717 | 715,1626062400,78.53,79.05,78.84,78.87,245.401
 718 | 716,1626058800,78.2,78.96,78.33,78.84,188.676
 719 | 717,1626055200,77.95,79.7,79.4,78.33,1063.848
 720 | 718,1626051600,78.53,79.62,79.62,79.4,384.012
 721 | 719,1626048000,78.75,80.23,80.17,79.62,798.332
 722 | 720,1626044400,79.48,80.67,80.21,80.0,526.886
 723 | 721,1626040800,79.49,80.33,79.85,79.76,434.479
 724 | 722,1626037200,79.68,80.45,80.14,79.9,357.62
 725 | 723,1626033600,79.67,80.79,80.12,80.14,255.344
 726 | 724,1626030000,79.92,80.65,80.43,80.11,421.824
 727 | 725,1626026400,80.41,81.33,80.88,80.43,496.546
 728 | 726,1626022800,80.19,81.51,80.72,81.4,319.205
 729 | 727,1626019200,80.34,81.62,81.38,80.34,464.927
 730 | 728,1626015600,79.59,81.54,79.59,81.08,524.203
 731 | 729,1626012000,79.52,80.72,80.41,80.0,468.26
 732 | 730,1626008400,79.98,80.97,79.98,80.41,405.237
 733 | 731,1626004800,79.22,80.09,79.74,79.48,270.826
 734 | 732,1626001200,79.02,79.78,79.43,79.74,189.124
 735 | 733,1625997600,79.38,80.56,80.0,79.43,348.955
 736 | 734,1625994000,79.65,80.6,80.56,80.36,97.716
 737 | 735,1625990400,79.35,80.6,79.98,80.6,265.545
 738 | 736,1625986800,79.61,80.33,80.31,79.98,290.577
 739 | 737,1625983200,80.15,81.41,80.6,80.32,247.332
 740 | 738,1625979600,80.56,81.54,81.2,80.95,242.52
 741 | 739,1625976000,79.68,81.92,80.51,81.2,1115.881
 742 | 740,1625972400,80.45,81.84,81.69,80.45,410.079
 743 | 741,1625968800,81.67,81.95,81.9,81.67,228.758
 744 | 742,1625965200,81.18,81.95,81.93,81.92,1025.738
 745 | 743,1625961600,80.87,81.95,81.12,81.89,737.064
 746 | 744,1625958000,80.04,81.5,80.52,81.47,1109.79
 747 | 745,1625954400,79.4,80.59,79.65,80.52,257.968
 748 | 746,1625950800,78.63,81.03,80.72,79.7,1064.059
 749 | 747,1625947200,78.2,81.05,78.99,80.72,2102.903
 750 | 748,1625943600,78.56,79.75,78.75,78.66,610.392
 751 | 749,1625940000,78.75,80.06,80.0,78.78,477.699
 752 | 750,1625936400,79.99,81.18,80.97,80.0,457.248
 753 | 751,1625932800,80.78,81.61,81.6,80.98,457.811
 754 | 752,1625929200,80.99,81.89,81.23,81.6,1310.593
 755 | 753,1625925600,80.92,81.56,81.56,81.23,549.666
 756 | 754,1625922000,81.01,82.13,82.06,81.56,697.183
 757 | 755,1625918400,81.62,82.17,81.62,81.87,1294.622
 758 | 756,1625914800,80.59,81.62,80.88,81.62,444.029
 759 | 757,1625911200,79.68,80.88,79.96,80.88,540.402
 760 | 758,1625907600,79.39,79.98,79.39,79.96,166.176
 761 | 759,1625904000,79.26,79.97,79.59,79.89,76.415
 762 | 760,1625900400,79.48,79.95,79.63,79.59,215.853
 763 | 761,1625896800,78.89,79.96,78.89,79.65,423.669
 764 | 762,1625893200,78.45,81.46,81.2,79.02,1815.589
 765 | 763,1625889600,80.36,82.98,80.97,81.22,3502.382
 766 | 764,1625886000,79.12,80.95,79.85,80.93,1364.618
 767 | 765,1625882400,77.94,79.93,78.48,79.85,1675.477
 768 | 766,1625878800,77.93,78.48,78.48,78.48,582.073
 769 | 767,1625875200,77.66,78.49,78.0,78.48,799.245
 770 | 768,1625871600,77.18,78.16,77.95,78.0,439.708
 771 | 769,1625868000,76.89,78.35,77.2,77.95,620.657
 772 | 770,1625864400,76.21,77.2,76.48,77.2,371.631
 773 | 771,1625860800,75.76,76.89,76.19,76.48,715.23
 774 | 772,1625857200,76.0,76.69,76.3,76.21,431.218
 775 | 773,1625853600,76.03,77.53,76.88,76.31,560.322
 776 | 774,1625850000,76.88,78.65,78.65,77.26,1705.167
 777 | 775,1625846400,76.48,78.67,76.78,78.65,663.764
 778 | 776,1625842800,76.22,77.6,77.48,76.78,782.837
 779 | 777,1625839200,77.28,78.67,77.28,77.48,1168.631
 780 | 778,1625835600,75.46,77.7,75.76,77.62,868.953
 781 | 779,1625832000,74.58,76.05,75.48,76.05,1131.183
 782 | 780,1625828400,75.47,77.2,77.11,75.47,914.375
 783 | 781,1625824800,75.69,77.12,75.69,77.06,836.309
 784 | 782,1625821200,75.31,76.07,75.31,75.68,233.763
 785 | 783,1625817600,75.24,76.11,76.1,75.24,630.186
 786 | 784,1625814000,75.15,76.11,75.4,76.1,799.538
 787 | 785,1625810400,74.43,75.53,74.81,75.4,218.191
 788 | 786,1625806800,73.96,75.8,73.96,74.46,452.033
 789 | 787,1625803200,73.91,75.56,74.34,74.23,991.727
 790 | 788,1625799600,73.2,74.42,73.48,74.32,670.684
 791 | 789,1625796000,72.45,73.49,72.9,73.48,575.35
 792 | 790,1625792400,72.31,73.18,72.8,72.7,803.692
 793 | 791,1625788800,72.8,76.11,75.04,72.8,1857.367
 794 | 792,1625785200,75.0,76.59,75.62,75.04,455.736
 795 | 793,1625781600,75.44,77.43,77.39,75.44,675.825
 796 | 794,1625778000,75.99,79.5,77.08,76.9,1316.046
 797 | 795,1625774400,76.17,77.94,76.98,77.08,438.708
 798 | 796,1625770800,77.01,79.13,78.94,77.35,1519.612
 799 | 797,1625767200,76.37,79.57,76.74,79.14,1212.022
 800 | 798,1625763600,74.38,76.8,74.38,76.78,1113.789
 801 | 799,1625760000,73.88,74.77,74.6,74.66,375.24
 802 | 800,1625756400,73.3,74.6,73.46,74.59,647.614
 803 | 801,1625752800,73.3,73.82,73.64,73.56,653.16
 804 | 802,1625749200,73.39,74.49,74.46,73.39,477.791
 805 | 803,1625745600,73.29,74.86,73.43,74.48,573.95
 806 | 804,1625742000,73.36,74.66,74.64,73.6,707.201
 807 | 805,1625738400,74.03,75.13,74.49,74.65,619.194
 808 | 806,1625734800,74.12,74.86,74.59,74.27,414.213
 809 | 807,1625731200,74.37,76.4,75.96,74.61,389.591
 810 | 808,1625727600,75.68,76.65,76.65,75.68,253.56
 811 | 809,1625724000,75.61,77.16,76.25,76.65,467.265
 812 | 810,1625720400,75.5,76.58,76.22,76.54,643.953
 813 | 811,1625716800,75.49,76.22,76.14,75.86,804.692
 814 | 812,1625713200,75.74,77.0,76.99,75.74,689.746
 815 | 813,1625709600,76.46,77.65,76.5,77.01,601.31
 816 | 814,1625706000,76.0,77.55,77.28,76.76,2082.956
 817 | 815,1625702400,77.0,79.96,79.69,77.28,1368.853
 818 | 816,1625698800,78.5,79.99,79.45,79.69,1355.647
 819 | 817,1625695200,78.47,79.88,78.86,79.43,665.035
 820 | 818,1625691600,78.46,80.64,79.95,78.5,833.94
 821 | 819,1625688000,79.49,80.59,80.59,79.95,651.23
 822 | 820,1625684400,79.17,80.66,79.71,80.65,310.895
 823 | 821,1625680800,79.15,80.2,79.44,79.55,844.781
 824 | 822,1625677200,79.0,81.0,79.24,79.45,2288.842
 825 | 823,1625673600,78.68,79.38,79.05,79.0,960.599
 826 | 824,1625670000,78.82,80.5,80.46,79.05,1280.484
 827 | 825,1625666400,80.46,82.47,81.4,80.47,1403.995
 828 | 826,1625662800,81.0,81.59,81.53,81.4,324.99
 829 | 827,1625659200,79.08,82.86,81.45,81.43,2454.826
 830 | 828,1625655600,80.76,81.69,81.22,81.46,434.737
 831 | 829,1625652000,80.19,81.28,81.28,80.82,507.933
 832 | 830,1625648400,79.44,81.28,80.4,81.28,548.009
 833 | 831,1625644800,79.69,81.18,79.89,80.4,1182.084
 834 | 832,1625641200,79.49,80.11,79.85,79.93,422.867
 835 | 833,1625637600,79.7,80.3,80.2,80.12,409.66
 836 | 834,1625634000,80.03,80.82,80.82,80.33,444.482
 837 | 835,1625630400,80.06,81.19,80.52,80.82,1067.915
 838 | 836,1625626800,80.0,81.05,80.32,80.93,922.473
 839 | 837,1625623200,80.11,81.04,81.04,80.41,932.775
 840 | 838,1625619600,81.0,81.78,81.41,81.06,1734.506
 841 | 839,1625616000,79.97,81.41,80.14,81.41,724.059
 842 | 840,1625612400,79.94,80.38,80.05,80.14,584.23
 843 | 841,1625608800,79.18,80.37,79.55,80.36,1104.568
 844 | 842,1625605200,79.12,80.01,79.89,79.55,818.031
 845 | 843,1625601600,79.11,79.98,79.38,79.89,635.906
 846 | 844,1625598000,79.13,79.81,79.13,79.59,359.581
 847 | 845,1625594400,78.08,79.77,78.55,79.48,1003.101
 848 | 846,1625590800,78.03,79.76,79.76,78.52,1035.322
 849 | 847,1625587200,79.24,81.31,81.31,79.76,1709.454
 850 | 848,1625583600,79.73,81.77,80.12,81.32,1645.282
 851 | 849,1625580000,79.27,80.14,79.44,80.12,1407.448
 852 | 850,1625576400,78.66,82.76,78.82,79.02,2501.424
 853 | 851,1625572800,78.64,79.48,79.47,79.31,528.334
 854 | 852,1625569200,79.12,79.48,79.48,79.47,531.292
 855 | 853,1625565600,79.16,80.24,79.94,79.48,426.387
 856 | 854,1625562000,79.05,80.55,80.06,79.94,673.047
 857 | 855,1625558400,79.09,80.5,79.19,80.06,598.984
 858 | 856,1625554800,78.39,79.52,78.71,79.18,437.737
 859 | 857,1625551200,78.14,78.89,78.22,78.71,454.793
 860 | 858,1625547600,77.81,79.06,78.0,78.22,1839.682
 861 | 859,1625544000,77.13,78.98,78.4,78.0,4122.167
 862 | 860,1625540400,77.81,78.45,77.81,78.11,512.9
 863 | 861,1625536800,77.76,79.34,78.52,78.21,1186.37
 864 | 862,1625533200,78.5,80.67,80.62,78.8,532.914
 865 | 863,1625529600,79.3,80.63,79.6,80.32,1417.674
 866 | 864,1625526000,78.84,79.66,79.23,79.66,1463.288
 867 | 865,1625522400,78.92,80.34,80.34,79.23,911.259
 868 | 866,1625518800,78.5,80.42,78.79,80.35,1121.392
 869 | 867,1625515200,77.84,83.19,83.19,78.5,4727.267
 870 | 868,1625511600,82.64,83.88,83.11,83.2,1421.555
 871 | 869,1625508000,81.51,83.15,82.15,83.08,586.885
 872 | 870,1625504400,81.48,82.79,82.3,81.5,1594.775
 873 | 871,1625500800,81.64,83.69,83.54,82.3,1704.76
 874 | 872,1625497200,83.02,87.0,86.55,83.54,3164.301
 875 | 873,1625493600,82.35,86.88,82.5,86.45,3220.184
 876 | 874,1625490000,82.5,83.81,82.76,82.92,1051.345
 877 | 875,1625486400,78.91,84.0,79.14,82.79,1796.468
 878 | 876,1625482800,78.64,80.56,79.91,79.14,682.833
 879 | 877,1625479200,79.21,80.72,79.21,80.56,479.677
 880 | 878,1625475600,78.88,79.8,79.79,79.21,284.307
 881 | 879,1625472000,78.95,80.12,79.21,79.79,378.32
 882 | 880,1625468400,78.88,79.67,79.62,79.21,513.496
 883 | 881,1625464800,79.1,79.89,79.39,79.62,249.09
 884 | 882,1625461200,79.17,80.31,80.31,79.19,618.547
 885 | 883,1625457600,79.91,80.94,80.5,80.34,502.922
 886 | 884,1625454000,80.36,81.03,80.66,80.83,347.074
 887 | 885,1625450400,80.34,81.09,80.72,80.66,1017.33
 888 | 886,1625446800,79.53,80.75,79.95,80.36,571.77
 889 | 887,1625443200,79.54,82.12,82.11,79.95,1049.917
 890 | 888,1625439600,80.74,83.65,83.25,81.6,1208.091
 891 | 889,1625436000,82.8,84.33,82.94,83.24,1461.865
 892 | 890,1625432400,81.95,83.48,81.96,83.04,1698.202
 893 | 891,1625428800,81.54,82.35,82.22,82.24,849.549
 894 | 892,1625425200,80.62,82.4,80.76,82.22,1008.744
 895 | 893,1625421600,80.67,81.92,81.13,81.11,1073.258
 896 | 894,1625418000,80.57,82.63,81.75,81.13,1185.117
 897 | 895,1625414400,79.9,81.75,79.91,81.75,1674.501
 898 | 896,1625410800,79.18,80.93,80.31,79.91,1542.754
 899 | 897,1625407200,79.55,80.92,79.55,80.33,1364.049
 900 | 898,1625403600,78.73,79.72,78.84,79.72,1085.319
 901 | 899,1625400000,78.78,80.93,80.93,79.28,1398.498
 902 | 900,1625396400,80.34,81.84,81.12,80.43,1137.807
 903 | 901,1625392800,80.6,81.91,80.99,81.52,496.099
 904 | 902,1625389200,79.65,81.0,80.4,80.99,609.422
 905 | 903,1625385600,78.05,80.51,78.5,80.04,1117.242
 906 | 904,1625382000,77.86,78.6,78.09,78.5,1421.081
 907 | 905,1625378400,77.75,79.83,79.83,78.34,1745.638
 908 | 906,1625374800,77.98,79.83,78.3,79.83,992.177
 909 | 907,1625371200,78.0,79.36,79.3,78.32,1102.034
 910 | 908,1625367600,79.3,79.89,79.81,79.3,706.935
 911 | 909,1625364000,79.06,81.66,81.66,79.81,2347.913
 912 | 910,1625360400,79.53,82.0,80.36,81.66,1924.624
 913 | 911,1625356800,77.78,80.36,78.13,80.36,1684.542
 914 | 912,1625353200,77.71,78.42,78.21,78.18,1210.507
 915 | 913,1625349600,78.18,81.67,81.66,78.2,2309.268
 916 | 914,1625346000,78.84,81.66,78.89,81.66,2713.022
 917 | 915,1625342400,78.86,83.0,82.99,78.88,4290.17
 918 | 916,1625338800,82.59,86.63,86.0,83.0,2505.479
 919 | 917,1625335200,84.59,86.86,86.15,85.99,2993.317
 920 | 918,1625331600,82.99,86.17,83.45,86.15,3064.57
 921 | 919,1625328000,82.53,83.64,83.0,83.45,1640.265
 922 | 920,1625324400,82.41,84.84,84.83,83.0,3573.391
 923 | 921,1625320800,84.33,87.27,86.9,84.83,2875.473
 924 | 922,1625317200,83.33,89.0,84.98,86.91,8071.022
 925 | 923,1625313600,81.67,84.98,82.55,84.98,3326.41
 926 | 924,1625310000,78.69,82.88,78.83,82.55,1727.594
 927 | 925,1625306400,78.81,80.22,79.32,78.82,909.309
 928 | 926,1625302800,78.96,81.88,81.34,79.76,1374.772
 929 | 927,1625299200,80.71,83.44,83.44,81.81,1542.165
 930 | 928,1625295600,78.17,83.49,79.0,83.44,2291.97
 931 | 929,1625292000,79.0,83.36,82.81,79.02,2183.366
 932 | 930,1625288400,79.52,85.0,79.9,82.81,5722.197
 933 | 931,1625284800,76.93,83.0,77.32,79.9,6271.568
 934 | 932,1625281200,76.83,78.99,78.41,77.32,3356.113
 935 | 933,1625277600,76.77,78.8,77.49,78.41,2551.592
 936 | 934,1625274000,74.61,77.58,75.08,77.49,2314.658
 937 | 935,1625270400,74.5,76.0,74.52,75.5,3383.683
 938 | 936,1625266800,74.3,75.24,75.21,74.79,2061.211
 939 | 937,1625263200,72.81,77.85,74.09,74.81,4382.821
 940 | 938,1625259600,70.73,74.16,72.04,74.09,2532.991
 941 | 939,1625256000,69.53,72.8,70.34,72.49,2526.416
 942 | 940,1625252400,69.12,71.35,70.96,70.4,2113.13
 943 | 941,1625248800,70.37,71.46,70.83,71.27,866.746
 944 | 942,1625245200,70.8,73.51,73.1,70.82,1859.036
 945 | 943,1625241600,72.54,74.43,73.02,72.65,3440.217
 946 | 944,1625238000,69.83,75.0,70.2,73.43,5819.646
 947 | 945,1625234400,67.5,71.04,68.1,70.2,2623.758
 948 | 946,1625230800,67.01,68.19,67.54,68.13,1551.855
 949 | 947,1625227200,66.92,68.09,67.5,67.14,880.567
 950 | 948,1625223600,67.09,68.15,67.67,67.5,741.815
 951 | 949,1625220000,66.6,68.1,68.1,67.54,1300.792
 952 | 950,1625216400,66.77,74.48,67.0,68.11,4049.208
 953 | 951,1625212800,65.24,67.0,65.4,67.0,1053.056
 954 | 952,1625209200,65.19,65.45,65.43,65.2,415.475
 955 | 953,1625205600,65.01,65.45,65.03,65.43,320.029
 956 | 954,1625202000,65.01,65.54,65.01,65.01,410.308
 957 | 955,1625198400,65.0,66.4,65.34,65.02,1574.774
 958 | 956,1625194800,65.33,67.39,67.3,65.34,1177.637
 959 | 957,1625191200,67.15,67.83,67.83,67.39,650.564
 960 | 958,1625187600,67.62,68.67,68.36,67.78,1053.982
 961 | 959,1625184000,67.24,68.37,67.59,68.09,816.888
 962 | 960,1625180400,67.22,68.01,68.01,67.59,715.014
 963 | 961,1625176800,67.66,68.37,68.37,68.01,778.121
 964 | 962,1625173200,68.14,68.82,68.72,68.15,1014.607
 965 | 963,1625169600,67.91,70.52,69.36,68.68,3063.942
 966 | 964,1625166000,68.26,69.76,68.87,69.36,1651.948
 967 | 965,1625162400,68.32,69.3,68.32,68.87,783.019
 968 | 966,1625158800,67.92,68.65,67.92,68.32,1051.496
 969 | 967,1625155200,67.89,69.21,69.13,68.26,595.662
 970 | 968,1625151600,67.87,69.02,68.24,69.02,354.358
 971 | 969,1625148000,67.89,69.25,68.83,67.9,771.203
 972 | 970,1625144400,68.47,70.32,68.67,68.85,1789.072
 973 | 971,1625140800,66.8,68.67,66.8,68.67,1023.087
 974 | 972,1625137200,65.69,66.86,66.18,66.86,1323.325
 975 | 973,1625133600,65.9,66.37,66.06,66.18,725.818
 976 | 974,1625130000,65.89,67.69,67.41,66.06,846.528
 977 | 975,1625126400,67.4,69.03,68.6,67.41,690.39
 978 | 976,1625122800,68.0,69.04,68.34,68.6,723.693
 979 | 977,1625119200,68.37,70.52,70.06,68.49,1204.972
 980 | 978,1625115600,69.7,71.26,70.89,70.06,1425.342
 981 | 979,1625112000,70.78,71.84,71.61,70.99,664.487
 982 | 980,1625108400,70.51,71.92,70.51,71.63,829.963
 983 | 981,1625104800,70.33,76.1,71.44,70.69,4016.819
 984 | 982,1625101200,68.9,71.6,69.23,71.49,1541.37
 985 | 983,1625097600,68.18,69.47,69.22,69.23,1209.807
 986 | 984,1625094000,68.43,69.83,69.68,69.42,1808.184
 987 | 985,1625090400,68.49,69.9,68.5,69.74,1669.902
 988 | 986,1625086800,67.52,69.03,68.17,68.5,3066.082
 989 | 987,1625083200,66.71,69.6,68.17,68.0,6287.375
 990 | 988,1625079600,65.51,69.22,69.05,68.35,3881.509
 991 | 989,1625076000,67.92,70.06,67.92,69.03,7460.421
 992 | 990,1625072400,66.1,71.3,71.29,67.92,11453.532
 993 | 991,1625068800,71.29,72.49,71.91,71.29,1134.839
 994 | 992,1625065200,71.3,72.44,71.3,71.91,1104.255
 995 | 993,1625061600,71.17,73.1,72.01,71.47,660.805
 996 | 994,1625058000,71.98,74.11,73.72,72.39,833.893
 997 | 995,1625054400,73.54,74.73,74.0,73.72,459.703
 998 | 996,1625050800,74.01,76.0,74.7,74.01,1786.287
 999 | 997,1625047200,71.71,74.72,72.0,74.71,623.959
1000 | 998,1625043600,71.1,72.65,71.1,72.23,357.174
1001 | 999,1625040000,70.81,72.33,71.52,71.1,606.064
1002 | 1000,1625036400,70.03,71.66,70.91,71.16,1492.312
1003 | 1001,1625032800,70.89,72.57,71.55,70.91,1533.025
1004 | 1002,1625029200,70.99,72.53,71.62,71.5,2235.539
1005 | 1003,1625025600,71.63,74.15,73.73,71.63,1454.953
1006 | 1004,1625022000,73.48,75.19,75.11,73.73,1733.142
1007 | 1005,1625018400,74.49,76.5,76.24,75.11,2075.133
1008 | 1006,1625014800,75.98,76.48,76.01,76.11,1544.3
1009 | 1007,1625011200,75.91,76.4,76.04,76.01,862.444
1010 | 1008,1625007600,75.87,76.97,76.82,76.04,1744.59
1011 | 1009,1625004000,75.88,76.96,76.94,76.82,2521.971
1012 | 1010,1625000400,76.29,77.5,77.34,76.94,1775.389
1013 | 1011,1624996800,75.38,77.43,76.44,77.34,2957.671
1014 | 1012,1624993200,75.19,77.98,77.86,76.44,3221.598
1015 | 1013,1624989600,77.51,78.0,77.68,77.86,1118.835
1016 | 1014,1624986000,76.92,77.88,77.58,77.68,3112.223
1017 | 1015,1624982400,77.13,77.71,77.36,77.58,2133.225
1018 | 1016,1624978800,76.92,77.9,77.89,77.36,3570.089
1019 | 1017,1624975200,75.48,80.0,75.5,77.9,5305.818
1020 | 1018,1624971600,73.61,76.19,76.15,75.5,7533.108
1021 | 1019,1624968000,76.07,77.49,77.4,76.64,1911.708
1022 | 1020,1624964400,76.64,77.5,77.09,77.37,1206.574
1023 | 1021,1624960800,75.75,77.09,76.17,76.87,917.649
1024 | 1022,1624957200,75.81,77.42,76.79,76.43,1241.237
1025 | 1023,1624953600,75.92,77.09,76.34,76.72,590.232
1026 | 1024,1624950000,75.58,76.48,76.14,76.34,1215.437
1027 | 1025,1624946400,75.56,78.57,77.8,75.89,2362.665
1028 | 1026,1624942800,76.25,77.87,76.48,77.85,986.317
1029 | 1027,1624939200,75.25,76.48,75.6,76.48,1546.755
1030 | 1028,1624935600,74.7,75.98,75.1,75.57,1281.285
1031 | 1029,1624932000,74.49,77.71,74.79,75.09,2719.247
1032 | 1030,1624928400,74.06,76.4,74.19,74.79,3446.398
1033 | 1031,1624924800,74.06,75.55,75.04,74.19,3424.027
1034 | 1032,1624921200,74.82,77.24,77.24,75.42,2182.485
1035 | 1033,1624917600,76.62,77.58,76.88,77.25,2374.685
1036 | 1034,1624914000,76.5,77.54,77.34,76.92,2880.145
1037 | 1035,1624910400,77.25,80.37,80.22,77.34,2024.217
1038 | 1036,1624906800,76.45,80.4,77.0,80.22,3296.999
1039 | 1037,1624903200,76.29,79.41,78.63,77.0,7791.869
1040 | 1038,1624899600,78.51,86.04,85.8,78.95,6582.665
1041 | 1039,1624896000,85.52,87.52,87.3,85.8,1203.3
1042 | 1040,1624892400,86.61,90.15,89.49,86.87,2445.7
1043 | 1041,1624888800,87.18,92.5,87.65,89.49,5994.861
1044 | 1042,1624885200,85.41,87.65,86.4,87.65,1866.538
1045 | 1043,1624881600,82.92,88.5,83.22,86.4,3203.78
1046 | 1044,1624878000,81.24,83.22,82.31,82.75,717.751
1047 | 1045,1624874400,81.75,82.8,82.26,82.31,635.065
1048 | 1046,1624870800,82.13,83.4,82.75,82.26,519.268
1049 | 1047,1624867200,81.53,83.47,81.97,82.75,1105.404
1050 | 1048,1624863600,80.67,81.97,81.19,81.61,565.008
1051 | 1049,1624860000,80.98,81.87,81.73,81.68,523.41
1052 | 1050,1624856400,81.23,81.87,81.76,81.73,341.548
1053 | 1051,1624852800,80.67,81.92,81.2,81.27,502.657
1054 | 1052,1624849200,80.75,81.97,81.97,81.0,1282.676
1055 | 1053,1624845600,81.14,82.97,82.53,81.53,874.706
1056 | 1054,1624842000,80.82,82.64,81.9,82.55,1488.409
1057 | 1055,1624838400,80.27,81.9,81.76,81.9,2076.811
1058 | 1056,1624834800,80.28,82.94,82.66,81.75,3310.095
1059 | 1057,1624831200,78.01,82.84,78.86,82.84,2858.288
1060 | 1058,1624827600,77.21,78.87,77.35,78.86,1722.39
1061 | 1059,1624824000,77.38,79.6,79.54,77.38,1201.542
1062 | 1060,1624820400,79.05,83.65,80.53,79.54,2370.04
1063 | 1061,1624816800,78.98,81.77,81.77,81.18,2447.762
1064 | 1062,1624813200,81.21,82.98,82.47,81.77,1178.197
1065 | 1063,1624809600,81.25,82.86,82.4,82.41,853.431
1066 | 1064,1624806000,81.4,84.04,83.23,82.88,1319.297
1067 | 1065,1624802400,79.43,86.99,80.15,83.19,2504.422
1068 | 1066,1624798800,78.18,82.43,81.29,80.51,2646.85
1069 | 1067,1624795200,78.15,81.52,78.93,81.5,1642.363
1070 | 1068,1624791600,78.17,80.03,79.67,78.94,1579.618
1071 | 1069,1624788000,78.51,79.83,79.54,79.01,1146.961
1072 | 1070,1624784400,79.54,81.14,80.04,79.54,572.877
1073 | 1071,1624780800,80.03,82.57,82.56,80.51,843.152
1074 | 1072,1624777200,81.54,83.35,82.85,82.56,653.008
1075 | 1073,1624773600,82.79,86.94,85.04,82.85,2032.969
1076 | 1074,1624770000,85.07,87.39,86.03,85.34,1987.177
1077 | 1075,1624766400,83.76,87.55,84.53,86.25,1593.933
1078 | 1076,1624762800,81.99,84.57,82.26,84.57,1791.6
1079 | 1077,1624759200,82.12,84.13,82.98,82.49,2521.858
1080 | 1078,1624755600,82.93,88.49,85.26,82.95,5173.535
1081 | 1079,1624752000,80.27,85.29,80.49,84.6,3015.326
1082 | 1080,1624748400,78.51,82.0,79.35,80.5,2877.875
1083 | 1081,1624744800,77.72,79.52,77.72,79.49,1171.132
1084 | 1082,1624741200,76.05,78.78,77.06,78.13,2652.43
1085 | 1083,1624737600,75.87,77.28,76.37,77.07,2010.774
1086 | 1084,1624734000,76.15,78.99,78.96,76.15,1082.129
1087 | 1085,1624730400,76.69,79.81,76.79,78.96,2549.757
1088 | 1086,1624726800,75.05,78.12,75.24,76.66,3552.926
1089 | 1087,1624723200,74.42,76.46,76.35,75.0,3769.285
1090 | 1088,1624719600,76.23,81.04,80.8,76.28,4556.419
1091 | 1089,1624716000,74.15,81.31,74.8,80.8,5054.414
1092 | 1090,1624712400,74.8,78.81,77.52,74.86,3125.336
1093 | 1091,1624708800,77.34,83.21,82.65,78.47,5913.34
1094 | 1092,1624705200,71.53,87.33,71.54,83.21,9494.926
1095 | 1093,1624701600,71.51,75.77,75.37,71.54,5271.767
1096 | 1094,1624698000,74.42,75.48,75.37,75.32,3159.922
1097 | 1095,1624694400,75.01,80.66,80.14,75.03,3705.828
1098 | 1096,1624690800,80.0,85.49,85.0,80.14,4677.342
1099 | 1097,1624687200,85.0,91.0,89.81,85.49,3997.65
1100 | 1098,1624683600,82.13,89.86,82.67,89.82,6798.59
1101 | 1099,1624680000,82.67,89.52,89.5,82.7,3660.633
1102 | 1100,1624676400,86.46,90.23,86.91,89.5,3709.083
1103 | 1101,1624672800,83.89,89.47,88.99,86.95,7446.013
1104 | 1102,1624669200,88.39,92.5,91.91,88.99,4225.953
1105 | 1103,1624665600,90.1,96.49,91.5,91.91,5862.648
1106 | 1104,1624662000,89.22,98.98,90.02,91.54,11556.386
1107 | 1105,1624658400,87.15,98.99,87.6,90.15,16968.016
1108 | 1106,1624654800,84.01,88.68,84.26,87.6,5574.979
1109 | 1107,1624651200,83.46,88.49,88.46,84.96,7686.523
1110 | 1108,1624647600,87.05,91.41,89.74,88.27,7232.391
1111 | 1109,1624644000,86.75,91.8,91.79,89.74,11569.822
1112 | 1110,1624640400,90.23,98.47,91.93,91.87,14174.738
1113 | 1111,1624636800,90.37,110.0,100.89,91.35,25342.554
1114 | 1112,1624633200,91.09,114.42,91.09,100.89,34067.932
1115 | 1113,1624629600,85.06,109.0,85.64,91.61,17827.995
1116 | 1114,1624626000,83.04,87.59,85.81,86.33,6444.649
1117 | 1115,1624622400,81.08,86.15,84.52,85.5,5685.751
1118 | 1116,1624618800,84.0,93.63,93.61,84.52,7533.895
1119 | 1117,1624615200,81.01,103.92,82.94,92.7,11985.923
1120 | 1118,1624611600,76.98,84.71,76.98,82.95,2167.33
1121 | 1119,1624608000,76.72,78.71,78.39,77.42,1160.234
1122 | 1120,1624604400,77.87,84.04,83.11,78.4,1431.176
1123 | 1121,1624600800,81.59,85.55,82.46,83.11,1481.814
1124 | 1122,1624597200,81.67,84.66,82.99,82.47,2476.587
1125 | 1123,1624593600,81.5,85.44,85.43,82.99,2810.753
1126 | 1124,1624590000,84.5,89.0,86.77,84.74,4703.802
1127 | 1125,1624586400,84.03,88.45,85.78,86.77,4021.689
1128 | 1126,1624582800,81.0,93.0,92.89,85.78,8879.276
1129 | 1127,1624579200,77.78,92.9,78.11,92.89,5298.358
1130 | 1128,1624575600,76.41,79.04,78.5,78.48,3793.529
1131 | 1129,1624572000,73.47,78.54,76.7,78.5,5145.226
1132 | 1130,1624568400,75.0,79.91,79.91,76.36,3906.908
1133 | 1131,1624564800,78.67,81.39,80.6,79.91,3166.97
1134 | 1132,1624561200,78.25,80.47,80.47,80.3,3784.798
1135 | 1133,1624557600,78.0,82.06,79.48,80.48,6918.906
1136 | 1134,1624554000,73.0,91.73,73.01,79.47,8558.769
1137 | 1135,1624550400,70.0,119.0,87.98,73.01,2833.204
1138 | 


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